MoAzim_ToDo1_Toxic_Kaggle.ipynb

{
  "cells": [
    {
      "metadata": {
        "_cell_guid": "f01eccd7-c379-4968-9f12-d77d0ac33fbc",
        "_uuid": "06cf8e0046e92c721391beeb0841030f5aa67df7",
        "trusted": true
      },
      "cell_type": "code",
      "source": "# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load in \n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the \"../input/\" directory.\n# For example, running this (by clicking run or pressing Shift+Enter) will list the files in the input directory\n\nfrom subprocess import check_output\nprint(check_output([\"ls\", \"../input\"]).decode(\"utf8\"))\n\n# Any results you write to the current directory are saved as output.",
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": "sample_submission.csv\ntest.csv\ntrain.csv\n\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true,
        "_uuid": "1ef3796f13931c84fc418155cc2b39f31ddfc73a"
      },
      "cell_type": "code",
      "source": "cd ..",
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": "/kaggle\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true,
        "_uuid": "41b0c4386980f5df36045a39558c69af3883571c"
      },
      "cell_type": "code",
      "source": "cd input",
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": "/kaggle/input\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "_uuid": "525c548e9249d1e73846405fdfe5462ce99c9a48"
      },
      "cell_type": "markdown",
      "source": "# To Do\n- Figure out which (open source) Bazyes code is out there that we might want to use. You can learn about Naive Bayes here. There is quite a lot more on the web. You can get some Python-specific examples here.   \n    \n- Start writing the glue logic.   \n\n- Figure out the format for the (training and test) data and how it may need to be reformatted to suit our needs. The training and test data are here. Incidentally, they are csv (comma-spaced-variables) format. There is Python libraries built specifically for handling csv files, which you can read about here.   \n\n- Start writing code for each of the six Bayes classifiers (toxic, severe_toxic, obscene, threat, insult, identity_hate). Ideally, the will be six different sub-teams allocated to each of the topics. It is envisioned that the six different classifiers will have different feature inputs to the Bayes classifiers, hence each of the six sub-teams can concentrate on their specific topic.   \n  \n- Integrate the six classifiers into the glue logic to generate the output csv file that is to be uploaded to Kaggle."
    },
    {
      "metadata": {
        "collapsed": true,
        "trusted": true,
        "_uuid": "ae93dc4ef3153c3a7d6dd3b65362d9a9b0d74783"
      },
      "cell_type": "code",
      "source": "import pandas as pd\nimport numpy as np\nimport nltk\nfrom nltk import word_tokenize",
      "execution_count": 8,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true,
        "_uuid": "8c53cc1016ec047c79497870807ed0674d06848a"
      },
      "cell_type": "code",
      "source": "df_train = pd.read_csv('train.csv')\ndf_train",
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 9,
          "data": {
            "text/plain": "                      id                                       comment_text  \\\n0       0000997932d777bf  Explanation\\nWhy the edits made under my usern...   \n1       000103f0d9cfb60f  D'aww! He matches this background colour I'm s...   \n2       000113f07ec002fd  Hey man, I'm really not trying to edit war. It...   \n3       0001b41b1c6bb37e  \"\\nMore\\nI can't make any real suggestions on ...   \n4       0001d958c54c6e35  You, sir, are my hero. Any chance you remember...   \n5       00025465d4725e87  \"\\n\\nCongratulations from me as well, use the ...   \n6       0002bcb3da6cb337       COCKSUCKER BEFORE YOU PISS AROUND ON MY WORK   \n7       00031b1e95af7921  Your vandalism to the Matt Shirvington article...   \n8       00037261f536c51d  Sorry if the word 'nonsense' was offensive to ...   \n9       00040093b2687caa  alignment on this subject and which are contra...   \n10      0005300084f90edc  \"\\nFair use rationale for Image:Wonju.jpg\\n\\nT...   \n11      00054a5e18b50dd4  bbq \\n\\nbe a man and lets discuss it-maybe ove...   \n12      0005c987bdfc9d4b  Hey... what is it..\\n@ | talk .\\nWhat is it......   \n13      0006f16e4e9f292e  Before you start throwing accusations and warn...   \n14      00070ef96486d6f9  Oh, and the girl above started her arguments w...   \n15      00078f8ce7eb276d  \"\\n\\nJuelz Santanas Age\\n\\nIn 2002, Juelz Sant...   \n16      0007e25b2121310b  Bye! \\n\\nDon't look, come or think of comming ...   \n17      000897889268bc93   REDIRECT Talk:Voydan Pop Georgiev- Chernodrinski   \n18      0009801bd85e5806  The Mitsurugi point made no sense - why not ar...   \n19      0009eaea3325de8c  Don't mean to bother you \\n\\nI see that you're...   \n20      000b08c464718505  \"\\n\\n Regarding your recent edits \\n\\nOnce aga...   \n21      000bfd0867774845  \"\\nGood to know. About me, yeah, I'm studying ...   \n22      000c0dfd995809fa  \"\\n\\n Snowflakes are NOT always symmetrical! \\...   \n23      000c6a3f0cd3ba8e  \"\\n\\n The Signpost: 24 September 2012 \\n\\n Rea...   \n24      000cfee90f50d471  \"\\n\\nRe-considering 1st paragraph edit?\\nI don...   \n25      000eefc67a2c930f  Radial symmetry \\n\\nSeveral now extinct lineag...   \n26      000f35deef84dc4a  There's no need to apologize. A Wikipedia arti...   \n27      000ffab30195c5e1  Yes, because the mother of the child in the ca...   \n28      0010307a3a50a353  \"\\nOk. But it will take a bit of work but I ca...   \n29      0010833a96e1f886  \"== A barnstar for you! ==\\n\\n  The Real Life ...   \n...                  ...                                                ...   \n159541  ffa33d3122b599d6  Your absurd edits \\n\\nYour absurd edits on gre...   \n159542  ffa95244f261527f  maybe he's got better things to do than spend ...   \n159543  ffad104337fe9891  scrap that, it does meet criteria and its gone...   \n159544  ffaed63c487a2b42                                You could do worse.   \n159545  ffb268f37788a011  , 7 March 2011 (UTC)\\nAre you also User:Bmatts...   \n159546  ffb47123b2d82762  \"\\n\\nHey listen don't you ever!!!! Delete my e...   \n159547  ffb7b4c3d3ae5842                     Thank you very, very much.  ·✆   \n159548  ffb93b0a0a1e78f9                        Talkback: 15 September 2012   \n159549  ffb998f9749bd83e                         2005 (UTC)\\n 06:35, 31 Mar   \n159550  ffba5332d6b8fd14  i agree/ on another note lil wayne is a talent...   \n159551  ffbc2db4225258dd  While about half the references are from BYU-I...   \n159552  ffbcd64a71775e04  Prague Spring \\n\\nI think that Prague Spring d...   \n159553  ffbd331a3aa269b9  I see this as having been merged; undoing one ...   \n159554  ffbdbb0483ed0841  and i'm going to keep posting the stuff u dele...   \n159555  ffc2f409658571f1  \"\\n\\nHow come when you download that MP3 it's ...   \n159556  ffc671f2acdd80e1  I'll be on IRC, too, if you have a more specif...   \n159557  ffc7bbb177c3c966  It is my opinion that that happens to be off-t...   \n159558  ffca1e81aefc48ac  Please stop removing content from Wikipedia; i...   \n159559  ffca8d71d71a3fae  Image:Barack-obama-mother.jpg listed for delet...   \n159560  ffcdcb71854f6d8a  \"Editing of article without Consensus & Remova...   \n159561  ffd2e85b07b3c7e4  \"\\nNo he did not, read it again (I would have ...   \n159562  ffd72e9766c09c97  \"\\n Auto guides and the motoring press are not...   \n159563  ffe029a7c79dc7fe  \"\\nplease identify what part of BLP applies be...   \n159564  ffe897e7f7182c90  Catalan independentism is the social movement ...   \n159565  ffe8b9316245be30  The numbers in parentheses are the additional ...   \n159566  ffe987279560d7ff  \":::::And for the second time of asking, when ...   \n159567  ffea4adeee384e90  You should be ashamed of yourself \\n\\nThat is ...   \n159568  ffee36eab5c267c9  Spitzer \\n\\nUmm, theres no actual article for ...   \n159569  fff125370e4aaaf3  And it looks like it was actually you who put ...   \n159570  fff46fc426af1f9a  \"\\nAnd ... I really don't think you understand...   \n\n        toxic  severe_toxic  obscene  threat  insult  identity_hate  \n0           0             0        0       0       0              0  \n1           0             0        0       0       0              0  \n2           0             0        0       0       0              0  \n3           0             0        0       0       0              0  \n4           0             0        0       0       0              0  \n5           0             0        0       0       0              0  \n6           1             1        1       0       1              0  \n7           0             0        0       0       0              0  \n8           0             0        0       0       0              0  \n9           0             0        0       0       0              0  \n10          0             0        0       0       0              0  \n11          0             0        0       0       0              0  \n12          1             0        0       0       0              0  \n13          0             0        0       0       0              0  \n14          0             0        0       0       0              0  \n15          0             0        0       0       0              0  \n16          1             0        0       0       0              0  \n17          0             0        0       0       0              0  \n18          0             0        0       0       0              0  \n19          0             0        0       0       0              0  \n20          0             0        0       0       0              0  \n21          0             0        0       0       0              0  \n22          0             0        0       0       0              0  \n23          0             0        0       0       0              0  \n24          0             0        0       0       0              0  \n25          0             0        0       0       0              0  \n26          0             0        0       0       0              0  \n27          0             0        0       0       0              0  \n28          0             0        0       0       0              0  \n29          0             0        0       0       0              0  \n...       ...           ...      ...     ...     ...            ...  \n159541      1             0        1       0       1              0  \n159542      0             0        0       0       0              0  \n159543      0             0        0       0       0              0  \n159544      0             0        0       0       0              0  \n159545      0             0        0       0       0              0  \n159546      1             0        0       0       1              0  \n159547      0             0        0       0       0              0  \n159548      0             0        0       0       0              0  \n159549      0             0        0       0       0              0  \n159550      0             0        0       0       0              0  \n159551      0             0        0       0       0              0  \n159552      0             0        0       0       0              0  \n159553      0             0        0       0       0              0  \n159554      1             0        1       0       1              0  \n159555      0             0        0       0       0              0  \n159556      0             0        0       0       0              0  \n159557      0             0        0       0       0              0  \n159558      0             0        0       0       0              0  \n159559      0             0        0       0       0              0  \n159560      0             0        0       0       0              0  \n159561      0             0        0       0       0              0  \n159562      0             0        0       0       0              0  \n159563      0             0        0       0       0              0  \n159564      0             0        0       0       0              0  \n159565      0             0        0       0       0              0  \n159566      0             0        0       0       0              0  \n159567      0             0        0       0       0              0  \n159568      0             0        0       0       0              0  \n159569      0             0        0       0       0              0  \n159570      0             0        0       0       0              0  \n\n[159571 rows x 8 columns]",
            "text/html": "<div>\n<style>\n    .dataframe thead tr:only-child th {\n        text-align: right;\n    }\n\n    .dataframe thead th {\n        text-align: left;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>comment_text</th>\n      <th>toxic</th>\n      <th>severe_toxic</th>\n      <th>obscene</th>\n      <th>threat</th>\n      <th>insult</th>\n      <th>identity_hate</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0000997932d777bf</td>\n      <td>Explanation\\nWhy the edits made under my usern...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>000103f0d9cfb60f</td>\n      <td>D'aww! He matches this background colour I'm s...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>000113f07ec002fd</td>\n      <td>Hey man, I'm really not trying to edit war. It...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0001b41b1c6bb37e</td>\n      <td>\"\\nMore\\nI can't make any real suggestions on ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0001d958c54c6e35</td>\n      <td>You, sir, are my hero. Any chance you remember...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>00025465d4725e87</td>\n      <td>\"\\n\\nCongratulations from me as well, use the ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>0002bcb3da6cb337</td>\n      <td>COCKSUCKER BEFORE YOU PISS AROUND ON MY WORK</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>00031b1e95af7921</td>\n      <td>Your vandalism to the Matt Shirvington article...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>00037261f536c51d</td>\n      <td>Sorry if the word 'nonsense' was offensive to ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>00040093b2687caa</td>\n      <td>alignment on this subject and which are contra...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>0005300084f90edc</td>\n      <td>\"\\nFair use rationale for Image:Wonju.jpg\\n\\nT...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>00054a5e18b50dd4</td>\n      <td>bbq \\n\\nbe a man and lets discuss it-maybe ove...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>0005c987bdfc9d4b</td>\n      <td>Hey... what is it..\\n@ | talk .\\nWhat is it......</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>0006f16e4e9f292e</td>\n      <td>Before you start throwing accusations and warn...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>00070ef96486d6f9</td>\n      <td>Oh, and the girl above started her arguments w...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>00078f8ce7eb276d</td>\n      <td>\"\\n\\nJuelz Santanas Age\\n\\nIn 2002, Juelz Sant...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>0007e25b2121310b</td>\n      <td>Bye! \\n\\nDon't look, come or think of comming ...</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>000897889268bc93</td>\n      <td>REDIRECT Talk:Voydan Pop Georgiev- Chernodrinski</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>0009801bd85e5806</td>\n      <td>The Mitsurugi point made no sense - why not ar...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>0009eaea3325de8c</td>\n      <td>Don't mean to bother you \\n\\nI see that you're...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>000b08c464718505</td>\n      <td>\"\\n\\n Regarding your recent edits \\n\\nOnce aga...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>000bfd0867774845</td>\n      <td>\"\\nGood to know. About me, yeah, I'm studying ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>000c0dfd995809fa</td>\n      <td>\"\\n\\n Snowflakes are NOT always symmetrical! \\...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>000c6a3f0cd3ba8e</td>\n      <td>\"\\n\\n The Signpost: 24 September 2012 \\n\\n Rea...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>000cfee90f50d471</td>\n      <td>\"\\n\\nRe-considering 1st paragraph edit?\\nI don...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>000eefc67a2c930f</td>\n      <td>Radial symmetry \\n\\nSeveral now extinct lineag...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>000f35deef84dc4a</td>\n      <td>There's no need to apologize. A Wikipedia arti...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>000ffab30195c5e1</td>\n      <td>Yes, because the mother of the child in the ca...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>0010307a3a50a353</td>\n      <td>\"\\nOk. But it will take a bit of work but I ca...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>0010833a96e1f886</td>\n      <td>\"== A barnstar for you! ==\\n\\n  The Real Life ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>159541</th>\n      <td>ffa33d3122b599d6</td>\n      <td>Your absurd edits \\n\\nYour absurd edits on gre...</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159542</th>\n      <td>ffa95244f261527f</td>\n      <td>maybe he's got better things to do than spend ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159543</th>\n      <td>ffad104337fe9891</td>\n      <td>scrap that, it does meet criteria and its gone...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159544</th>\n      <td>ffaed63c487a2b42</td>\n      <td>You could do worse.</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159545</th>\n      <td>ffb268f37788a011</td>\n      <td>, 7 March 2011 (UTC)\\nAre you also User:Bmatts...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159546</th>\n      <td>ffb47123b2d82762</td>\n      <td>\"\\n\\nHey listen don't you ever!!!! Delete my e...</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159547</th>\n      <td>ffb7b4c3d3ae5842</td>\n      <td>Thank you very, very much.  ·✆</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159548</th>\n      <td>ffb93b0a0a1e78f9</td>\n      <td>Talkback: 15 September 2012</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159549</th>\n      <td>ffb998f9749bd83e</td>\n      <td>2005 (UTC)\\n 06:35, 31 Mar</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159550</th>\n      <td>ffba5332d6b8fd14</td>\n      <td>i agree/ on another note lil wayne is a talent...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159551</th>\n      <td>ffbc2db4225258dd</td>\n      <td>While about half the references are from BYU-I...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159552</th>\n      <td>ffbcd64a71775e04</td>\n      <td>Prague Spring \\n\\nI think that Prague Spring d...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159553</th>\n      <td>ffbd331a3aa269b9</td>\n      <td>I see this as having been merged; undoing one ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159554</th>\n      <td>ffbdbb0483ed0841</td>\n      <td>and i'm going to keep posting the stuff u dele...</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159555</th>\n      <td>ffc2f409658571f1</td>\n      <td>\"\\n\\nHow come when you download that MP3 it's ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159556</th>\n      <td>ffc671f2acdd80e1</td>\n      <td>I'll be on IRC, too, if you have a more specif...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159557</th>\n      <td>ffc7bbb177c3c966</td>\n      <td>It is my opinion that that happens to be off-t...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159558</th>\n      <td>ffca1e81aefc48ac</td>\n      <td>Please stop removing content from Wikipedia; i...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159559</th>\n      <td>ffca8d71d71a3fae</td>\n      <td>Image:Barack-obama-mother.jpg listed for delet...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159560</th>\n      <td>ffcdcb71854f6d8a</td>\n      <td>\"Editing of article without Consensus &amp; Remova...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159561</th>\n      <td>ffd2e85b07b3c7e4</td>\n      <td>\"\\nNo he did not, read it again (I would have ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159562</th>\n      <td>ffd72e9766c09c97</td>\n      <td>\"\\n Auto guides and the motoring press are not...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159563</th>\n      <td>ffe029a7c79dc7fe</td>\n      <td>\"\\nplease identify what part of BLP applies be...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159564</th>\n      <td>ffe897e7f7182c90</td>\n      <td>Catalan independentism is the social movement ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159565</th>\n      <td>ffe8b9316245be30</td>\n      <td>The numbers in parentheses are the additional ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159566</th>\n      <td>ffe987279560d7ff</td>\n      <td>\":::::And for the second time of asking, when ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159567</th>\n      <td>ffea4adeee384e90</td>\n      <td>You should be ashamed of yourself \\n\\nThat is ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159568</th>\n      <td>ffee36eab5c267c9</td>\n      <td>Spitzer \\n\\nUmm, theres no actual article for ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159569</th>\n      <td>fff125370e4aaaf3</td>\n      <td>And it looks like it was actually you who put ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159570</th>\n      <td>fff46fc426af1f9a</td>\n      <td>\"\\nAnd ... I really don't think you understand...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>159571 rows × 8 columns</p>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true,
        "_uuid": "7e395135ebce6a6ed0aa0d415c99b4de7cf131de"
      },
      "cell_type": "code",
      "source": "all_words = []\nfor line in df_train.comment_text.values:\n    token_lines = word_tokenize(line)\n    for w in token_lines:\n        all_words.append(w.lower())\n\nall_words = nltk.FreqDist(all_words)\nword_features = list(all_words.keys())[:2000] # increasing the list size will make the model strong\nword_features[:5]",
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 13,
          "data": {
            "text/plain": "['explanation', 'why', 'the', 'edits', 'made']"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true,
        "_uuid": "ce298ef106eda4efe76f5f8263dc54dc6bc93740"
      },
      "cell_type": "code",
      "source": "def find_features(document):\n    words = word_tokenize(document)\n    features = {}\n    count = 5\n    for w in word_features:\n        features[w] = (w in words)\n    return features\n\ntrain_toxic = [(find_features(line), toxic) for line, toxic in zip(df_train.comment_text.values, df_train.toxic.values)]\ntrain_toxic[:5]",
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 15,
          "data": {
            "text/plain": "[({'explanation': False,\n   'why': False,\n   'the': True,\n   'edits': True,\n   'made': True,\n   'under': True,\n   'my': True,\n   'username': True,\n   'hardcore': False,\n   'metallica': False,\n   'fan': False,\n   'were': True,\n   'reverted': True,\n   '?': True,\n   'they': False,\n   \"n't\": True,\n   'vandalisms': True,\n   ',': True,\n   'just': True,\n   'closure': True,\n   'on': True,\n   'some': True,\n   'gas': False,\n   'after': True,\n   'i': False,\n   'voted': True,\n   'at': True,\n   'new': False,\n   'york': False,\n   'dolls': False,\n   'fac': False,\n   '.': True,\n   'and': False,\n   'please': True,\n   'do': True,\n   'remove': True,\n   'template': True,\n   'from': True,\n   'talk': True,\n   'page': True,\n   'since': True,\n   \"'m\": True,\n   'retired': True,\n   'now.89.205.38.27': True,\n   \"d'aww\": False,\n   '!': False,\n   'he': False,\n   'matches': False,\n   'this': False,\n   'background': False,\n   'colour': False,\n   'seemingly': False,\n   'stuck': False,\n   'with': False,\n   'thanks': False,\n   '(': False,\n   ')': False,\n   '21:51': False,\n   'january': False,\n   '11': False,\n   '2016': False,\n   'utc': False,\n   'hey': False,\n   'man': False,\n   'really': False,\n   'not': False,\n   'trying': False,\n   'to': False,\n   'edit': False,\n   'war': False,\n   'it': False,\n   \"'s\": False,\n   'that': False,\n   'guy': False,\n   'is': False,\n   'constantly': False,\n   'removing': False,\n   'relevant': False,\n   'information': False,\n   'talking': False,\n   'me': False,\n   'through': False,\n   'instead': False,\n   'of': False,\n   'seems': False,\n   'care': False,\n   'more': False,\n   'about': False,\n   'formatting': False,\n   'than': False,\n   'actual': False,\n   'info': False,\n   '``': False,\n   'ca': False,\n   'make': False,\n   'any': False,\n   'real': False,\n   'suggestions': False,\n   'improvement': False,\n   '-': False,\n   'wondered': False,\n   'if': False,\n   'section': False,\n   'statistics': False,\n   'should': False,\n   'be': False,\n   'later': False,\n   'or': False,\n   'a': False,\n   'subsection': False,\n   \"''\": False,\n   'types': False,\n   'accidents': False,\n   '-i': False,\n   'think': False,\n   'references': False,\n   'may': False,\n   'need': False,\n   'tidying': False,\n   'so': False,\n   'are': False,\n   'all': False,\n   'in': False,\n   'exact': False,\n   'same': False,\n   'format': False,\n   'ie': False,\n   'date': False,\n   'etc': False,\n   'can': False,\n   'no-one': False,\n   'else': False,\n   'does': False,\n   'first': False,\n   'you': False,\n   'have': False,\n   'preferences': False,\n   'for': False,\n   'style': False,\n   'want': False,\n   'yourself': False,\n   'let': False,\n   'know': False,\n   'there': False,\n   'appears': False,\n   'backlog': False,\n   'articles': False,\n   'review': False,\n   'guess': False,\n   'delay': False,\n   'until': False,\n   'reviewer': False,\n   'turns': False,\n   'up': False,\n   'listed': False,\n   'form': False,\n   'eg': False,\n   'wikipedia': False,\n   ':': False,\n   'good_article_nominations': False,\n   '#': False,\n   'transport': False,\n   'sir': False,\n   'hero': False,\n   'chance': False,\n   'remember': False,\n   'what': False,\n   'congratulations': False,\n   'as': False,\n   'well': False,\n   'use': False,\n   'tools': False,\n   '·': False,\n   'cocksucker': False,\n   'before': False,\n   'piss': False,\n   'around': False,\n   'work': False,\n   'your': False,\n   'vandalism': False,\n   'matt': False,\n   'shirvington': False,\n   'article': False,\n   'has': False,\n   'been': False,\n   'again': False,\n   'will': False,\n   'banned': False,\n   'sorry': False,\n   'word': False,\n   \"'nonsense\": False,\n   \"'\": False,\n   'was': False,\n   'offensive': False,\n   'anyway': False,\n   'intending': False,\n   'write': False,\n   'anything': False,\n   'wow': False,\n   'would': False,\n   'jump': False,\n   'merely': False,\n   'requesting': False,\n   'encyclopedic': False,\n   'one': False,\n   'school': False,\n   'reference': False,\n   'selective': False,\n   'breeding': False,\n   'but': False,\n   'almost': False,\n   'stub': False,\n   'points': False,\n   \"'animal\": False,\n   'which': False,\n   'short': False,\n   'messy': False,\n   'gives': False,\n   'no': False,\n   'must': False,\n   'someone': False,\n   'expertise': False,\n   'eugenics': False,\n   '93.161.107.169': False,\n   'alignment': False,\n   'subject': False,\n   'contrary': False,\n   'those': False,\n   'dulithgow': False,\n   'fair': False,\n   'rationale': False,\n   'image': False,\n   'wonju.jpg': False,\n   'uploading': False,\n   'notice': False,\n   'specifies': False,\n   'being': False,\n   'used': False,\n   'its': False,\n   'constitutes': False,\n   'addition': False,\n   'boilerplate': False,\n   'also': False,\n   'out': False,\n   'description': False,\n   'specific': False,\n   'using': False,\n   'each': False,\n   'consistent': False,\n   'go': False,\n   'include': False,\n   'uploaded': False,\n   'other': False,\n   'media': False,\n   'consider': False,\n   'checking': False,\n   'specified': False,\n   'pages': False,\n   'too': False,\n   'find': False,\n   'list': False,\n   \"'image\": False,\n   'edited': False,\n   'by': False,\n   'clicking': False,\n   'contributions': False,\n   'link': False,\n   'located': False,\n   'very': False,\n   'top': False,\n   'when': False,\n   'logged': False,\n   'then': False,\n   'selecting': False,\n   'dropdown': False,\n   'box': False,\n   'note': False,\n   'images': False,\n   '4': False,\n   '2006': False,\n   'lacking': False,\n   'such': False,\n   'an': False,\n   'deleted': False,\n   'week': False,\n   'described': False,\n   'criteria': False,\n   'speedy': False,\n   'deletion': False,\n   'questions': False,\n   'ask': False,\n   'them': False,\n   'copyright': False,\n   'thank': False,\n   '•': False,\n   'contribs': False,\n   'unspecified': False,\n   'source': False,\n   'noticed': False,\n   'file': False,\n   'currently': False,\n   'specify': False,\n   'who': False,\n   'created': False,\n   'content': False,\n   'status': False,\n   'unclear': False,\n   'did': False,\n   'create': False,\n   'owner': False,\n   'obtained': False,\n   'website': False,\n   'taken': False,\n   'together': False,\n   'restatement': False,\n   'terms': False,\n   'usually': False,\n   'sufficient': False,\n   'however': False,\n   'holder': False,\n   'different': False,\n   'publisher': False,\n   'their': False,\n   'acknowledged': False,\n   'adding': False,\n   'add': False,\n   'proper': False,\n   'licensing': False,\n   'tag': False,\n   'already': False,\n   'created/took': False,\n   'picture': False,\n   'audio': False,\n   'video': False,\n   'release': False,\n   'gfdl': False,\n   'believe': False,\n   'meets': False,\n   'tags': False,\n   'see': False,\n   'full': False,\n   'files': False,\n   'tagged': False,\n   'following': False,\n   '[': False,\n   ']': False,\n   'unsourced': False,\n   'untagged': False,\n   'copyrighted': False,\n   'non-free': False,\n   'license': False,\n   'per': False,\n   '48': False,\n   'hours': False,\n   'bbq': False,\n   'lets': False,\n   'discuss': False,\n   'it-maybe': False,\n   'over': False,\n   'phone': False,\n   '...': False,\n   'it..': False,\n   '@': False,\n   '|': False,\n   'exclusive': False,\n   'group': False,\n   'wp': False,\n   'talibans': False,\n   'good': False,\n   'destroying': False,\n   'self-appointed': False,\n   'purist': False,\n   'gang': False,\n   'asks': False,\n   'abt': False,\n   'anti-social': False,\n   'destructive': False,\n   'non': False,\n   '-contribution': False,\n   'sityush': False,\n   'clean': False,\n   'his': False,\n   'behavior': False,\n   'issue': False,\n   'nonsensical': False,\n   'warnings': False,\n   'start': False,\n   'throwing': False,\n   'accusations': False,\n   'itself-making': False,\n   'ad': False,\n   'hominem': False,\n   'attacks': False,\n   'going': False,\n   'strengthen': False,\n   'argument': False,\n   'look': False,\n   'like': False,\n   'abusing': False,\n   'power': False,\n   'admin': False,\n   'now': False,\n   'itself': False,\n   'relevant-this': False,\n   'probably': False,\n   'single': False,\n   'most': False,\n   'talked': False,\n   'event': False,\n   'int': False,\n   'news': False,\n   'late': False,\n   'absence': False,\n   'notable': False,\n   'only': False,\n   'living': False,\n   'ex-president': False,\n   'attend': False,\n   'certainly': False,\n   'dedicating': False,\n   'aircracft': False,\n   'carrier': False,\n   'intend': False,\n   'revert': False,\n   'hopes': False,\n   'attracting': False,\n   'attention': False,\n   'willing': False,\n   'throw': False,\n   'quite': False,\n   'liberally': False,\n   'perhaps': False,\n   'achieve': False,\n   'level': False,\n   'civility': False,\n   'where': False,\n   'we': False,\n   'rational': False,\n   'discussion': False,\n   'topic': False,\n   'resolve': False,\n   'matter': False,\n   'peacefully': False,\n   'oh': False,\n   'girl': False,\n   'above': False,\n   'started': False,\n   'her': False,\n   'arguments': False,\n   'she': False,\n   'nose': False,\n   'belong': False,\n   'between': False,\n   'yvesnimmo': False,\n   'said': False,\n   'situation': False,\n   'settled': False,\n   'apologized': False,\n   'juelz': False,\n   'santanas': False,\n   'age': False,\n   '2002': False,\n   'santana': False,\n   '18': False,\n   'years': False,\n   'old': False,\n   'came': False,\n   'february': False,\n   '18th': False,\n   'makes': False,\n   'turn': False,\n   '19': False,\n   'making': False,\n   'songs': False,\n   'diplomats': False,\n   'third': False,\n   'neff': False,\n   'signed': False,\n   'cam': False,\n   'label': False,\n   'roc': False,\n   'fella': False,\n   '2003': False,\n   '20': False,\n   'coming': False,\n   'own': False,\n   'singles': False,\n   'town': False,\n   'down': False,\n   'yes': False,\n   'born': False,\n   '1983': False,\n   'how': False,\n   'could': False,\n   'older': False,\n   'lloyd': False,\n   'banks': False,\n   '22': False,\n   'birthday': False,\n   'passed': False,\n   'homie': False,\n   '23': False,\n   'death': False,\n   'god': False,\n   'forbid': False,\n   'thinking': False,\n   'equals': False,\n   'caculator': False,\n   'stop': False,\n   'changing': False,\n   'year': False,\n   'birth': False,\n   'bye': False,\n   'come': False,\n   'comming': False,\n   'back': False,\n   'tosser': False,\n   'redirect': False,\n   'voydan': False,\n   'pop': False,\n   'georgiev-': False,\n   'chernodrinski': False,\n   'mitsurugi': False,\n   'point': False,\n   'sense': False,\n   'argue': False,\n   'hindi': False,\n   'ryo': False,\n   'sakazaki': False,\n   'mean': False,\n   'bother': False,\n   \"'re\": False,\n   'writing': False,\n   'something': False,\n   'regarding': False,\n   'posted': False,\n   'here': False,\n   'acctually': False,\n   'even': False,\n   'better': False,\n   \"'d\": False,\n   'take': False,\n   'closer': False,\n   'premature': False,\n   'wrestling': False,\n   'deaths': False,\n   'catagory': False,\n   'men': False,\n   'surely': False,\n   'these': False,\n   'besides': False,\n   'delting': False,\n   'recent': False,\n   'once': False,\n   'read': False,\n   'filmplot': False,\n   'editing': False,\n   'film': False,\n   'simply': False,\n   'entirely': False,\n   'many': False,\n   'unnecessary': False,\n   'details': False,\n   'bad': False,\n   'further': False,\n   'damage': False,\n   \"'the\": False,\n   \"'45\": False,\n   'yeah': False,\n   'studying': False,\n   'deepu': False,\n   'snowflakes': False,\n   'always': False,\n   'symmetrical': False,\n   'geometry': False,\n   'stated': False,\n   'snowflake': False,\n   'six': False,\n   'symmetric': False,\n   'arms': False,\n   'assertion': False,\n   'true': False,\n   'according': False,\n   'kenneth': False,\n   'libbrecht': False,\n   'rather': False,\n   'unattractive': False,\n   'irregular': False,\n   'crystals': False,\n   'far': False,\n   'common': False,\n   'variety': False,\n   'http': False,\n   '//www.its.caltech.edu/~atomic/snowcrystals/myths/myths.htm': False,\n   'perfection': False,\n   'site': False,\n   'get': False,\n   'facts': False,\n   'off': False,\n   'because': False,\n   'still': False,\n   'decent': False,\n   'number': False,\n   'falsities': False,\n   'forgive': False,\n   'im': False,\n   'dont': False,\n   'signpost': False,\n   '24': False,\n   'september': False,\n   '2012': False,\n   'single-page': False,\n   'unsubscribe': False,\n   're-considering': False,\n   '1st': False,\n   'paragraph': False,\n   'understand': False,\n   'reasons': False,\n   'sure': False,\n   'data': False,\n   'necessarily': False,\n   'wrong': False,\n   'persuaded': False,\n   'strategy': False,\n   'introducing': False,\n   'academic': False,\n   'honors': False,\n   'unhelpful': False,\n   'approach': False,\n   'sitting': False,\n   'justices': False,\n   'similarly': False,\n   'enhanced': False,\n   ';': False,\n   'changes': False,\n   'support': False,\n   'view': False,\n   'invite': False,\n   'anyone': False,\n   're-visit': False,\n   'written': False,\n   'pairs': False,\n   'jurists': False,\n   'a1': False,\n   'benjamin': False,\n   'cardozo': False,\n   'a2': False,\n   'learned': False,\n   'hand': False,\n   'b1': False,\n   'john': False,\n   'marshall': False,\n   'harlan': False,\n   'b2': False,\n   'ii': False,\n   'question': False,\n   'becomes': False,\n   'current': False,\n   'version': False,\n   'either': False,\n   'pair': False,\n   'improved': False,\n   'credentials': False,\n   'introductory': False,\n   'helps': False,\n   'repeat': False,\n   'wry': False,\n   'kathleen': False,\n   'sullivan': False,\n   'stanford': False,\n   'law': False,\n   'suggests': False,\n   'harvard': False,\n   'faculty': False,\n   'wonder': False,\n   'antonin': False,\n   'scalia': False,\n   'avoided': False,\n   'learning': False,\n   'others': False,\n   'managed': False,\n   'grasp': False,\n   'processes': False,\n   'judging': False,\n   'hope': False,\n   'anecdote': False,\n   'gently': False,\n   'illustrates': False,\n   'less': False,\n   'humorous': False,\n   'stronger': False,\n   'clarence': False,\n   'thomas': False,\n   'mentions': False,\n   'wanting': False,\n   'return': False,\n   'degree': False,\n   'yale': False,\n   'minimum': False,\n   'questioning': False,\n   'deserves': False,\n   'reconsidered.': False,\n   'radial': False,\n   'symmetry': False,\n   'several': False,\n   'extinct': False,\n   'lineages': False,\n   'included': False,\n   'echinodermata': False,\n   'bilateral': False,\n   'homostelea': False,\n   'asymmetrical': False,\n   'cothurnocystis': False,\n   'stylophora': False,\n   'apologize': False,\n   'reconciling': False,\n   'knowledge': False,\n   'sources': False,\n   \"'ve\": False,\n   'done': False,\n   'history': False,\n   'studies': False,\n   'archaeology': False,\n   'scan': False,\n   'e-mail': False,\n   'translate': False,\n   'mother': False,\n   'child': False,\n   'case': False,\n   'against': False,\n   'michael': False,\n   'jackson': False,\n   'studied': False,\n   'motives': False,\n   'reasonings': False,\n   'judged': False,\n   'upon': False,\n   'character': False,\n   'harshly': False,\n   'wacko': False,\n   'jacko': False,\n   'himself': False,\n   'tell': False,\n   'ignore': False,\n   'incriminate': False,\n   'myself': False,\n   'am': False,\n   'continue': False,\n   'refuting': False,\n   'bullshit': False,\n   'jayjg': False,\n   'keeps': False,\n   '18:01': False,\n   '16': False,\n   'jun': False,\n   '2005': False,\n   'ok': False,\n   'bit': False,\n   'example': False,\n   'base': False,\n   'duck': False,\n   '==': False,\n   'barnstar': False,\n   'life': False,\n   'us': False,\n   'stars': False,\n   'post': False,\n   'block': False,\n   'expires': False,\n   'funny': False,\n   'thing': False,\n   'uncivil': False,\n   'heading': False,\n   \"'fight\": False,\n   'freedom': False,\n   'contain': False,\n   'praise': False,\n   'looked': False,\n   '6': False,\n   'months': False,\n   'ago': False,\n   '-much': False,\n   'able': False,\n   'quickly': False,\n   'had': False,\n   'text': False,\n   'hard': False,\n   'drive': False,\n   'meaning': False,\n   'updating': False,\n   'sound': False,\n   'time': False,\n   'generating': False,\n   'interest': False,\n   'spent': False,\n   'four': False,\n   'drum': False,\n   'freely': False,\n   'licensed': False,\n   'length': False,\n   'classical': False,\n   'music': False,\n   'unfortunately': False,\n   'attempts': False,\n   'failed': False,\n   'effectively': False,\n   'wikiproject': False,\n   'interested': False,\n   'wikipedia_talk': False,\n   'wikiproject_classical_music/archive_5': False,\n   'need_help.21wikipedia_talk': False,\n   'wikiproject_music/archive_3': False,\n   'i_could_use_some_helpwikipedia_talk': False,\n   'wikiproject_music/archive_2': False,\n   'raulbot.2c_and_the_music_list': False,\n   'given': False,\n   'featured': False,\n   'digg': False,\n   'while': False,\n   '//digg.com/music/wikipedia_has_free_classical_music_downloads': False,\n   'got': False,\n   '1600': False,\n   'diggs': False,\n   'imo': False,\n   'impressive': False,\n   'process': False,\n   'things': False,\n   'subpages': False,\n   'rfa': False,\n   'noseptember': False,\n   '2004': False,\n   'differences': False,\n   'el_c': False,\n   'surprised': False,\n   'left': False,\n   '++': False,\n   't/c': False,\n   'straw': False,\n   'never': False,\n   'claimed': False,\n   \"o'donohue\": False,\n   'position': False,\n   'practitioners': False,\n   'researchers': False,\n   'field': False,\n   'ignored': False,\n   'dsm': False,\n   'exactly': False,\n   'quote': False,\n   'says': False,\n   'agrees': False,\n   'combating': False,\n   'notion': False,\n   'absurd': False,\n   'part': False,\n   'claim': False,\n   'pedophilia': False,\n   'sexual': False,\n   'orientation': False,\n   'hold': False,\n   'unfair': False,\n   'call': False,\n   'disorder': False,\n   'divided': False,\n   'end': False,\n   'day': False,\n   'value': False,\n   'judgment': False,\n   'cantor': False,\n   'pointed': False,\n   'earlier': False,\n   'thread': False,\n   'scientific': False,\n   'judgement': False,\n   'choose': False,\n   'clearly': False,\n   'pretend': False,\n   'basis.': False,\n   'mainland': False,\n   'asia': False,\n   'includes': False,\n   'lower': False,\n   'basin': False,\n   'china': False,\n   'yangtze': False,\n   'river': False,\n   'korea': False,\n   'fine': False,\n   'found': False,\n   'citation': False,\n   'comprehensive': False,\n   'dna': False,\n   'study': False,\n   'hammer': False,\n   'below': False,\n   'our': False,\n   'generarizations': False,\n   'speculation': False,\n   'yayoi': False,\n   'culture': False,\n   'brought': False,\n   'japan': False,\n   'migrants': False,\n   'trace': False,\n   'roots': False,\n   'southeast': False,\n   'asia/south': False,\n   'describes': False,\n   'migration': False,\n   'based': False,\n   'o-sry': False,\n   '465': False,\n   'genes': False,\n   'close': False,\n   'lineage': False,\n   'haplogroups': False,\n   'o-m122': False,\n   'o-m95': False,\n   'reiterates': False,\n   'entire': False,\n   'o': False,\n   'haplogroup': False,\n   'proposed': False,\n   'asian': False,\n   'origin': False,\n   'definition': False,\n   'southern': False,\n   'hypothesizes': False,\n   'dispersals': False,\n   'neolithic': False,\n   'farmers': False,\n   'eventually': False,\n   'concluding': False,\n   'states': False,\n   'propose': False,\n   'y': False,\n   'chromosomes': False,\n   'descend': False,\n   'prehistoric': False,\n   'origins': False,\n   'southeastern': False,\n   'agriculture': False,\n   'region': False,\n   'global': False,\n   'sample': False,\n   'consisted': False,\n   '>': False,\n   '2,500': False,\n   'males': False,\n   '39': False,\n   'populations': False,\n   'including': False,\n   'sampled': False,\n   'across': False,\n   'japanese': False,\n   'archipelago': False,\n   'pretty': False,\n   'much': False,\n   'everyone': False,\n   'warren': False,\n   'county/surrounding': False,\n   'regions': False,\n   'glens': False,\n   'falls': False,\n   'hospital': False,\n   'qualifies': False,\n   'native': False,\n   'rachel': False,\n   'ray': False,\n   'actually': False,\n   'lake': False,\n   'luzerne': False,\n   '—the': False,\n   'preceding': False,\n   'unsigned': False,\n   'comment': False,\n   'added': False,\n   '70.100.229.154': False,\n   '04:28:57': False,\n   'august': False,\n   '2007': False,\n   'hi': False,\n   'explicit': False,\n   'fenian': False,\n   'edit-warring': False,\n   'giant': False,\n   'causeway': False,\n   'terrorism': False,\n   'notability': False,\n   'rurika': False,\n   'kasuga': False,\n   'placed': False,\n   'speedily': False,\n   'person': False,\n   'people': False,\n   'band': False,\n   'club': False,\n   'company': False,\n   'web': False,\n   'indicate': False,\n   ...},\n  0),\n ({'explanation': False,\n   'why': False,\n   'the': False,\n   'edits': False,\n   'made': False,\n   'under': False,\n   'my': False,\n   'username': False,\n   'hardcore': False,\n   'metallica': False,\n   'fan': False,\n   'were': False,\n   'reverted': False,\n   '?': False,\n   'they': False,\n   \"n't\": False,\n   'vandalisms': False,\n   ',': True,\n   'just': False,\n   'closure': False,\n   'on': False,\n   'some': False,\n   'gas': False,\n   'after': False,\n   'i': False,\n   'voted': False,\n   'at': False,\n   'new': False,\n   'york': False,\n   'dolls': False,\n   'fac': False,\n   '.': True,\n   'and': False,\n   'please': False,\n   'do': False,\n   'remove': False,\n   'template': False,\n   'from': False,\n   'talk': True,\n   'page': False,\n   'since': False,\n   \"'m\": True,\n   'retired': False,\n   'now.89.205.38.27': False,\n   \"d'aww\": False,\n   '!': True,\n   'he': False,\n   'matches': True,\n   'this': True,\n   'background': True,\n   'colour': True,\n   'seemingly': True,\n   'stuck': True,\n   'with': True,\n   'thanks': False,\n   '(': True,\n   ')': True,\n   '21:51': True,\n   'january': False,\n   '11': True,\n   '2016': True,\n   'utc': False,\n   'hey': False,\n   'man': False,\n   'really': False,\n   'not': False,\n   'trying': False,\n   'to': False,\n   'edit': False,\n   'war': False,\n   'it': False,\n   \"'s\": False,\n   'that': False,\n   'guy': False,\n   'is': False,\n   'constantly': False,\n   'removing': False,\n   'relevant': False,\n   'information': False,\n   'talking': False,\n   'me': False,\n   'through': False,\n   'instead': False,\n   'of': False,\n   'seems': False,\n   'care': False,\n   'more': False,\n   'about': False,\n   'formatting': False,\n   'than': False,\n   'actual': False,\n   'info': False,\n   '``': False,\n   'ca': False,\n   'make': False,\n   'any': False,\n   'real': False,\n   'suggestions': False,\n   'improvement': False,\n   '-': False,\n   'wondered': False,\n   'if': False,\n   'section': False,\n   'statistics': False,\n   'should': False,\n   'be': False,\n   'later': False,\n   'or': False,\n   'a': False,\n   'subsection': False,\n   \"''\": False,\n   'types': False,\n   'accidents': False,\n   '-i': False,\n   'think': False,\n   'references': False,\n   'may': False,\n   'need': False,\n   'tidying': False,\n   'so': False,\n   'are': False,\n   'all': False,\n   'in': False,\n   'exact': False,\n   'same': False,\n   'format': False,\n   'ie': False,\n   'date': False,\n   'etc': False,\n   'can': False,\n   'no-one': False,\n   'else': False,\n   'does': False,\n   'first': False,\n   'you': False,\n   'have': False,\n   'preferences': False,\n   'for': False,\n   'style': False,\n   'want': False,\n   'yourself': False,\n   'let': False,\n   'know': False,\n   'there': False,\n   'appears': False,\n   'backlog': False,\n   'articles': False,\n   'review': False,\n   'guess': False,\n   'delay': False,\n   'until': False,\n   'reviewer': False,\n   'turns': False,\n   'up': False,\n   'listed': False,\n   'form': False,\n   'eg': False,\n   'wikipedia': False,\n   ':': False,\n   'good_article_nominations': False,\n   '#': False,\n   'transport': False,\n   'sir': False,\n   'hero': False,\n   'chance': False,\n   'remember': False,\n   'what': False,\n   'congratulations': False,\n   'as': False,\n   'well': False,\n   'use': False,\n   'tools': False,\n   '·': False,\n   'cocksucker': False,\n   'before': False,\n   'piss': False,\n   'around': False,\n   'work': False,\n   'your': False,\n   'vandalism': False,\n   'matt': False,\n   'shirvington': False,\n   'article': False,\n   'has': False,\n   'been': False,\n   'again': False,\n   'will': False,\n   'banned': False,\n   'sorry': False,\n   'word': False,\n   \"'nonsense\": False,\n   \"'\": False,\n   'was': False,\n   'offensive': False,\n   'anyway': False,\n   'intending': False,\n   'write': False,\n   'anything': False,\n   'wow': False,\n   'would': False,\n   'jump': False,\n   'merely': False,\n   'requesting': False,\n   'encyclopedic': False,\n   'one': False,\n   'school': False,\n   'reference': False,\n   'selective': False,\n   'breeding': False,\n   'but': False,\n   'almost': False,\n   'stub': False,\n   'points': False,\n   \"'animal\": False,\n   'which': False,\n   'short': False,\n   'messy': False,\n   'gives': False,\n   'no': False,\n   'must': False,\n   'someone': False,\n   'expertise': False,\n   'eugenics': False,\n   '93.161.107.169': False,\n   'alignment': False,\n   'subject': False,\n   'contrary': False,\n   'those': False,\n   'dulithgow': False,\n   'fair': False,\n   'rationale': False,\n   'image': False,\n   'wonju.jpg': False,\n   'uploading': False,\n   'notice': False,\n   'specifies': False,\n   'being': False,\n   'used': False,\n   'its': False,\n   'constitutes': False,\n   'addition': False,\n   'boilerplate': False,\n   'also': False,\n   'out': False,\n   'description': False,\n   'specific': False,\n   'using': False,\n   'each': False,\n   'consistent': False,\n   'go': False,\n   'include': False,\n   'uploaded': False,\n   'other': False,\n   'media': False,\n   'consider': False,\n   'checking': False,\n   'specified': False,\n   'pages': False,\n   'too': False,\n   'find': False,\n   'list': False,\n   \"'image\": False,\n   'edited': False,\n   'by': False,\n   'clicking': False,\n   'contributions': False,\n   'link': False,\n   'located': False,\n   'very': False,\n   'top': False,\n   'when': False,\n   'logged': False,\n   'then': False,\n   'selecting': False,\n   'dropdown': False,\n   'box': False,\n   'note': False,\n   'images': False,\n   '4': False,\n   '2006': False,\n   'lacking': False,\n   'such': False,\n   'an': False,\n   'deleted': False,\n   'week': False,\n   'described': False,\n   'criteria': False,\n   'speedy': False,\n   'deletion': False,\n   'questions': False,\n   'ask': False,\n   'them': False,\n   'copyright': False,\n   'thank': False,\n   '•': False,\n   'contribs': False,\n   'unspecified': False,\n   'source': False,\n   'noticed': False,\n   'file': False,\n   'currently': False,\n   'specify': False,\n   'who': False,\n   'created': False,\n   'content': False,\n   'status': False,\n   'unclear': False,\n   'did': False,\n   'create': False,\n   'owner': False,\n   'obtained': False,\n   'website': False,\n   'taken': False,\n   'together': False,\n   'restatement': False,\n   'terms': False,\n   'usually': False,\n   'sufficient': False,\n   'however': False,\n   'holder': False,\n   'different': False,\n   'publisher': False,\n   'their': False,\n   'acknowledged': False,\n   'adding': False,\n   'add': False,\n   'proper': False,\n   'licensing': False,\n   'tag': False,\n   'already': False,\n   'created/took': False,\n   'picture': False,\n   'audio': False,\n   'video': False,\n   'release': False,\n   'gfdl': False,\n   'believe': False,\n   'meets': False,\n   'tags': False,\n   'see': False,\n   'full': False,\n   'files': False,\n   'tagged': False,\n   'following': False,\n   '[': False,\n   ']': False,\n   'unsourced': False,\n   'untagged': False,\n   'copyrighted': False,\n   'non-free': False,\n   'license': False,\n   'per': False,\n   '48': False,\n   'hours': False,\n   'bbq': False,\n   'lets': False,\n   'discuss': False,\n   'it-maybe': False,\n   'over': False,\n   'phone': False,\n   '...': False,\n   'it..': False,\n   '@': False,\n   '|': False,\n   'exclusive': False,\n   'group': False,\n   'wp': False,\n   'talibans': False,\n   'good': False,\n   'destroying': False,\n   'self-appointed': False,\n   'purist': False,\n   'gang': False,\n   'asks': False,\n   'abt': False,\n   'anti-social': False,\n   'destructive': False,\n   'non': False,\n   '-contribution': False,\n   'sityush': False,\n   'clean': False,\n   'his': False,\n   'behavior': False,\n   'issue': False,\n   'nonsensical': False,\n   'warnings': False,\n   'start': False,\n   'throwing': False,\n   'accusations': False,\n   'itself-making': False,\n   'ad': False,\n   'hominem': False,\n   'attacks': False,\n   'going': False,\n   'strengthen': False,\n   'argument': False,\n   'look': False,\n   'like': False,\n   'abusing': False,\n   'power': False,\n   'admin': False,\n   'now': False,\n   'itself': False,\n   'relevant-this': False,\n   'probably': False,\n   'single': False,\n   'most': False,\n   'talked': False,\n   'event': False,\n   'int': False,\n   'news': False,\n   'late': False,\n   'absence': False,\n   'notable': False,\n   'only': False,\n   'living': False,\n   'ex-president': False,\n   'attend': False,\n   'certainly': False,\n   'dedicating': False,\n   'aircracft': False,\n   'carrier': False,\n   'intend': False,\n   'revert': False,\n   'hopes': False,\n   'attracting': False,\n   'attention': False,\n   'willing': False,\n   'throw': False,\n   'quite': False,\n   'liberally': False,\n   'perhaps': False,\n   'achieve': False,\n   'level': False,\n   'civility': False,\n   'where': False,\n   'we': False,\n   'rational': False,\n   'discussion': False,\n   'topic': False,\n   'resolve': False,\n   'matter': False,\n   'peacefully': False,\n   'oh': False,\n   'girl': False,\n   'above': False,\n   'started': False,\n   'her': False,\n   'arguments': False,\n   'she': False,\n   'nose': False,\n   'belong': False,\n   'between': False,\n   'yvesnimmo': False,\n   'said': False,\n   'situation': False,\n   'settled': False,\n   'apologized': False,\n   'juelz': False,\n   'santanas': False,\n   'age': False,\n   '2002': False,\n   'santana': False,\n   '18': False,\n   'years': False,\n   'old': False,\n   'came': False,\n   'february': False,\n   '18th': False,\n   'makes': False,\n   'turn': False,\n   '19': False,\n   'making': False,\n   'songs': False,\n   'diplomats': False,\n   'third': False,\n   'neff': False,\n   'signed': False,\n   'cam': False,\n   'label': False,\n   'roc': False,\n   'fella': False,\n   '2003': False,\n   '20': False,\n   'coming': False,\n   'own': False,\n   'singles': False,\n   'town': False,\n   'down': False,\n   'yes': False,\n   'born': False,\n   '1983': False,\n   'how': False,\n   'could': False,\n   'older': False,\n   'lloyd': False,\n   'banks': False,\n   '22': False,\n   'birthday': False,\n   'passed': False,\n   'homie': False,\n   '23': False,\n   'death': False,\n   'god': False,\n   'forbid': False,\n   'thinking': False,\n   'equals': False,\n   'caculator': False,\n   'stop': False,\n   'changing': False,\n   'year': False,\n   'birth': False,\n   'bye': False,\n   'come': False,\n   'comming': False,\n   'back': False,\n   'tosser': False,\n   'redirect': False,\n   'voydan': False,\n   'pop': False,\n   'georgiev-': False,\n   'chernodrinski': False,\n   'mitsurugi': False,\n   'point': False,\n   'sense': False,\n   'argue': False,\n   'hindi': False,\n   'ryo': False,\n   'sakazaki': False,\n   'mean': False,\n   'bother': False,\n   \"'re\": False,\n   'writing': False,\n   'something': False,\n   'regarding': False,\n   'posted': False,\n   'here': False,\n   'acctually': False,\n   'even': False,\n   'better': False,\n   \"'d\": False,\n   'take': False,\n   'closer': False,\n   'premature': False,\n   'wrestling': False,\n   'deaths': False,\n   'catagory': False,\n   'men': False,\n   'surely': False,\n   'these': False,\n   'besides': False,\n   'delting': False,\n   'recent': False,\n   'once': False,\n   'read': False,\n   'filmplot': False,\n   'editing': False,\n   'film': False,\n   'simply': False,\n   'entirely': False,\n   'many': False,\n   'unnecessary': False,\n   'details': False,\n   'bad': False,\n   'further': False,\n   'damage': False,\n   \"'the\": False,\n   \"'45\": False,\n   'yeah': False,\n   'studying': False,\n   'deepu': False,\n   'snowflakes': False,\n   'always': False,\n   'symmetrical': False,\n   'geometry': False,\n   'stated': False,\n   'snowflake': False,\n   'six': False,\n   'symmetric': False,\n   'arms': False,\n   'assertion': False,\n   'true': False,\n   'according': False,\n   'kenneth': False,\n   'libbrecht': False,\n   'rather': False,\n   'unattractive': False,\n   'irregular': False,\n   'crystals': False,\n   'far': False,\n   'common': False,\n   'variety': False,\n   'http': False,\n   '//www.its.caltech.edu/~atomic/snowcrystals/myths/myths.htm': False,\n   'perfection': False,\n   'site': False,\n   'get': False,\n   'facts': False,\n   'off': False,\n   'because': False,\n   'still': False,\n   'decent': False,\n   'number': False,\n   'falsities': False,\n   'forgive': False,\n   'im': False,\n   'dont': False,\n   'signpost': False,\n   '24': False,\n   'september': False,\n   '2012': False,\n   'single-page': False,\n   'unsubscribe': False,\n   're-considering': False,\n   '1st': False,\n   'paragraph': False,\n   'understand': False,\n   'reasons': False,\n   'sure': False,\n   'data': False,\n   'necessarily': False,\n   'wrong': False,\n   'persuaded': False,\n   'strategy': False,\n   'introducing': False,\n   'academic': False,\n   'honors': False,\n   'unhelpful': False,\n   'approach': False,\n   'sitting': False,\n   'justices': False,\n   'similarly': False,\n   'enhanced': False,\n   ';': False,\n   'changes': False,\n   'support': False,\n   'view': False,\n   'invite': False,\n   'anyone': False,\n   're-visit': False,\n   'written': False,\n   'pairs': False,\n   'jurists': False,\n   'a1': False,\n   'benjamin': False,\n   'cardozo': False,\n   'a2': False,\n   'learned': False,\n   'hand': False,\n   'b1': False,\n   'john': False,\n   'marshall': False,\n   'harlan': False,\n   'b2': False,\n   'ii': False,\n   'question': False,\n   'becomes': False,\n   'current': False,\n   'version': False,\n   'either': False,\n   'pair': False,\n   'improved': False,\n   'credentials': False,\n   'introductory': False,\n   'helps': False,\n   'repeat': False,\n   'wry': False,\n   'kathleen': False,\n   'sullivan': False,\n   'stanford': False,\n   'law': False,\n   'suggests': False,\n   'harvard': False,\n   'faculty': False,\n   'wonder': False,\n   'antonin': False,\n   'scalia': False,\n   'avoided': False,\n   'learning': False,\n   'others': False,\n   'managed': False,\n   'grasp': False,\n   'processes': False,\n   'judging': False,\n   'hope': False,\n   'anecdote': False,\n   'gently': False,\n   'illustrates': False,\n   'less': False,\n   'humorous': False,\n   'stronger': False,\n   'clarence': False,\n   'thomas': False,\n   'mentions': False,\n   'wanting': False,\n   'return': False,\n   'degree': False,\n   'yale': False,\n   'minimum': False,\n   'questioning': False,\n   'deserves': False,\n   'reconsidered.': False,\n   'radial': False,\n   'symmetry': False,\n   'several': False,\n   'extinct': False,\n   'lineages': False,\n   'included': False,\n   'echinodermata': False,\n   'bilateral': False,\n   'homostelea': False,\n   'asymmetrical': False,\n   'cothurnocystis': False,\n   'stylophora': False,\n   'apologize': False,\n   'reconciling': False,\n   'knowledge': False,\n   'sources': False,\n   \"'ve\": False,\n   'done': False,\n   'history': False,\n   'studies': False,\n   'archaeology': False,\n   'scan': False,\n   'e-mail': False,\n   'translate': False,\n   'mother': False,\n   'child': False,\n   'case': False,\n   'against': False,\n   'michael': False,\n   'jackson': False,\n   'studied': False,\n   'motives': False,\n   'reasonings': False,\n   'judged': False,\n   'upon': False,\n   'character': False,\n   'harshly': False,\n   'wacko': False,\n   'jacko': False,\n   'himself': False,\n   'tell': False,\n   'ignore': False,\n   'incriminate': False,\n   'myself': False,\n   'am': False,\n   'continue': False,\n   'refuting': False,\n   'bullshit': False,\n   'jayjg': False,\n   'keeps': False,\n   '18:01': False,\n   '16': False,\n   'jun': False,\n   '2005': False,\n   'ok': False,\n   'bit': False,\n   'example': False,\n   'base': False,\n   'duck': False,\n   '==': False,\n   'barnstar': False,\n   'life': False,\n   'us': False,\n   'stars': False,\n   'post': False,\n   'block': False,\n   'expires': False,\n   'funny': False,\n   'thing': False,\n   'uncivil': False,\n   'heading': False,\n   \"'fight\": False,\n   'freedom': False,\n   'contain': False,\n   'praise': False,\n   'looked': False,\n   '6': False,\n   'months': False,\n   'ago': False,\n   '-much': False,\n   'able': False,\n   'quickly': False,\n   'had': False,\n   'text': False,\n   'hard': False,\n   'drive': False,\n   'meaning': False,\n   'updating': False,\n   'sound': False,\n   'time': False,\n   'generating': False,\n   'interest': False,\n   'spent': False,\n   'four': False,\n   'drum': False,\n   'freely': False,\n   'licensed': False,\n   'length': False,\n   'classical': False,\n   'music': False,\n   'unfortunately': False,\n   'attempts': False,\n   'failed': False,\n   'effectively': False,\n   'wikiproject': False,\n   'interested': False,\n   'wikipedia_talk': False,\n   'wikiproject_classical_music/archive_5': False,\n   'need_help.21wikipedia_talk': False,\n   'wikiproject_music/archive_3': False,\n   'i_could_use_some_helpwikipedia_talk': False,\n   'wikiproject_music/archive_2': False,\n   'raulbot.2c_and_the_music_list': False,\n   'given': False,\n   'featured': False,\n   'digg': False,\n   'while': False,\n   '//digg.com/music/wikipedia_has_free_classical_music_downloads': False,\n   'got': False,\n   '1600': False,\n   'diggs': False,\n   'imo': False,\n   'impressive': False,\n   'process': False,\n   'things': False,\n   'subpages': False,\n   'rfa': False,\n   'noseptember': False,\n   '2004': False,\n   'differences': False,\n   'el_c': False,\n   'surprised': False,\n   'left': False,\n   '++': False,\n   't/c': False,\n   'straw': False,\n   'never': False,\n   'claimed': False,\n   \"o'donohue\": False,\n   'position': False,\n   'practitioners': False,\n   'researchers': False,\n   'field': False,\n   'ignored': False,\n   'dsm': False,\n   'exactly': False,\n   'quote': False,\n   'says': False,\n   'agrees': False,\n   'combating': False,\n   'notion': False,\n   'absurd': False,\n   'part': False,\n   'claim': False,\n   'pedophilia': False,\n   'sexual': False,\n   'orientation': False,\n   'hold': False,\n   'unfair': False,\n   'call': False,\n   'disorder': False,\n   'divided': False,\n   'end': False,\n   'day': False,\n   'value': False,\n   'judgment': False,\n   'cantor': False,\n   'pointed': False,\n   'earlier': False,\n   'thread': False,\n   'scientific': False,\n   'judgement': False,\n   'choose': False,\n   'clearly': False,\n   'pretend': False,\n   'basis.': False,\n   'mainland': False,\n   'asia': False,\n   'includes': False,\n   'lower': False,\n   'basin': False,\n   'china': False,\n   'yangtze': False,\n   'river': False,\n   'korea': False,\n   'fine': False,\n   'found': False,\n   'citation': False,\n   'comprehensive': False,\n   'dna': False,\n   'study': False,\n   'hammer': False,\n   'below': False,\n   'our': False,\n   'generarizations': False,\n   'speculation': False,\n   'yayoi': False,\n   'culture': False,\n   'brought': False,\n   'japan': False,\n   'migrants': False,\n   'trace': False,\n   'roots': False,\n   'southeast': False,\n   'asia/south': False,\n   'describes': False,\n   'migration': False,\n   'based': False,\n   'o-sry': False,\n   '465': False,\n   'genes': False,\n   'close': False,\n   'lineage': False,\n   'haplogroups': False,\n   'o-m122': False,\n   'o-m95': False,\n   'reiterates': False,\n   'entire': False,\n   'o': False,\n   'haplogroup': False,\n   'proposed': False,\n   'asian': False,\n   'origin': False,\n   'definition': False,\n   'southern': False,\n   'hypothesizes': False,\n   'dispersals': False,\n   'neolithic': False,\n   'farmers': False,\n   'eventually': False,\n   'concluding': False,\n   'states': False,\n   'propose': False,\n   'y': False,\n   'chromosomes': False,\n   'descend': False,\n   'prehistoric': False,\n   'origins': False,\n   'southeastern': False,\n   'agriculture': False,\n   'region': False,\n   'global': False,\n   'sample': False,\n   'consisted': False,\n   '>': False,\n   '2,500': False,\n   'males': False,\n   '39': False,\n   'populations': False,\n   'including': False,\n   'sampled': False,\n   'across': False,\n   'japanese': False,\n   'archipelago': False,\n   'pretty': False,\n   'much': False,\n   'everyone': False,\n   'warren': False,\n   'county/surrounding': False,\n   'regions': False,\n   'glens': False,\n   'falls': False,\n   'hospital': False,\n   'qualifies': False,\n   'native': False,\n   'rachel': False,\n   'ray': False,\n   'actually': False,\n   'lake': False,\n   'luzerne': False,\n   '—the': False,\n   'preceding': False,\n   'unsigned': False,\n   'comment': False,\n   'added': False,\n   '70.100.229.154': False,\n   '04:28:57': False,\n   'august': False,\n   '2007': False,\n   'hi': False,\n   'explicit': False,\n   'fenian': False,\n   'edit-warring': False,\n   'giant': False,\n   'causeway': False,\n   'terrorism': False,\n   'notability': False,\n   'rurika': False,\n   'kasuga': False,\n   'placed': False,\n   'speedily': False,\n   'person': False,\n   'people': False,\n   'band': False,\n   'club': False,\n   'company': False,\n   'web': False,\n   'indicate': False,\n   ...},\n  0),\n ({'explanation': False,\n   'why': False,\n   'the': True,\n   'edits': True,\n   'made': False,\n   'under': False,\n   'my': True,\n   'username': False,\n   'hardcore': False,\n   'metallica': False,\n   'fan': False,\n   'were': False,\n   'reverted': False,\n   '?': False,\n   'they': False,\n   \"n't\": False,\n   'vandalisms': False,\n   ',': True,\n   'just': True,\n   'closure': False,\n   'on': False,\n   'some': False,\n   'gas': False,\n   'after': False,\n   'i': False,\n   'voted': False,\n   'at': False,\n   'new': False,\n   'york': False,\n   'dolls': False,\n   'fac': False,\n   '.': True,\n   'and': True,\n   'please': False,\n   'do': False,\n   'remove': False,\n   'template': False,\n   'from': False,\n   'talk': True,\n   'page': True,\n   'since': False,\n   \"'m\": True,\n   'retired': False,\n   'now.89.205.38.27': False,\n   \"d'aww\": False,\n   '!': False,\n   'he': False,\n   'matches': False,\n   'this': True,\n   'background': False,\n   'colour': False,\n   'seemingly': False,\n   'stuck': False,\n   'with': False,\n   'thanks': False,\n   '(': False,\n   ')': False,\n   '21:51': False,\n   'january': False,\n   '11': False,\n   '2016': False,\n   'utc': False,\n   'hey': False,\n   'man': True,\n   'really': True,\n   'not': True,\n   'trying': True,\n   'to': True,\n   'edit': True,\n   'war': True,\n   'it': False,\n   \"'s\": True,\n   'that': True,\n   'guy': True,\n   'is': True,\n   'constantly': True,\n   'removing': True,\n   'relevant': True,\n   'information': True,\n   'talking': True,\n   'me': True,\n   'through': True,\n   'instead': True,\n   'of': True,\n   'seems': True,\n   'care': True,\n   'more': True,\n   'about': True,\n   'formatting': True,\n   'than': True,\n   'actual': True,\n   'info': True,\n   '``': False,\n   'ca': False,\n   'make': False,\n   'any': False,\n   'real': False,\n   'suggestions': False,\n   'improvement': False,\n   '-': False,\n   'wondered': False,\n   'if': False,\n   'section': False,\n   'statistics': False,\n   'should': False,\n   'be': False,\n   'later': False,\n   'or': False,\n   'a': False,\n   'subsection': False,\n   \"''\": False,\n   'types': False,\n   'accidents': False,\n   '-i': False,\n   'think': False,\n   'references': False,\n   'may': False,\n   'need': False,\n   'tidying': False,\n   'so': False,\n   'are': False,\n   'all': False,\n   'in': False,\n   'exact': False,\n   'same': False,\n   'format': False,\n   'ie': False,\n   'date': False,\n   'etc': False,\n   'can': False,\n   'no-one': False,\n   'else': False,\n   'does': False,\n   'first': False,\n   'you': False,\n   'have': False,\n   'preferences': False,\n   'for': False,\n   'style': False,\n   'want': False,\n   'yourself': False,\n   'let': False,\n   'know': False,\n   'there': False,\n   'appears': False,\n   'backlog': False,\n   'articles': False,\n   'review': False,\n   'guess': False,\n   'delay': False,\n   'until': False,\n   'reviewer': False,\n   'turns': False,\n   'up': False,\n   'listed': False,\n   'form': False,\n   'eg': False,\n   'wikipedia': False,\n   ':': False,\n   'good_article_nominations': False,\n   '#': False,\n   'transport': False,\n   'sir': False,\n   'hero': False,\n   'chance': False,\n   'remember': False,\n   'what': False,\n   'congratulations': False,\n   'as': False,\n   'well': False,\n   'use': False,\n   'tools': False,\n   '·': False,\n   'cocksucker': False,\n   'before': False,\n   'piss': False,\n   'around': False,\n   'work': False,\n   'your': False,\n   'vandalism': False,\n   'matt': False,\n   'shirvington': False,\n   'article': False,\n   'has': False,\n   'been': False,\n   'again': False,\n   'will': False,\n   'banned': False,\n   'sorry': False,\n   'word': False,\n   \"'nonsense\": False,\n   \"'\": False,\n   'was': False,\n   'offensive': False,\n   'anyway': False,\n   'intending': False,\n   'write': False,\n   'anything': False,\n   'wow': False,\n   'would': False,\n   'jump': False,\n   'merely': False,\n   'requesting': False,\n   'encyclopedic': False,\n   'one': False,\n   'school': False,\n   'reference': False,\n   'selective': False,\n   'breeding': False,\n   'but': False,\n   'almost': False,\n   'stub': False,\n   'points': False,\n   \"'animal\": False,\n   'which': False,\n   'short': False,\n   'messy': False,\n   'gives': False,\n   'no': False,\n   'must': False,\n   'someone': False,\n   'expertise': False,\n   'eugenics': False,\n   '93.161.107.169': False,\n   'alignment': False,\n   'subject': False,\n   'contrary': False,\n   'those': False,\n   'dulithgow': False,\n   'fair': False,\n   'rationale': False,\n   'image': False,\n   'wonju.jpg': False,\n   'uploading': False,\n   'notice': False,\n   'specifies': False,\n   'being': False,\n   'used': False,\n   'its': False,\n   'constitutes': False,\n   'addition': False,\n   'boilerplate': False,\n   'also': False,\n   'out': False,\n   'description': False,\n   'specific': False,\n   'using': False,\n   'each': False,\n   'consistent': False,\n   'go': False,\n   'include': False,\n   'uploaded': False,\n   'other': False,\n   'media': False,\n   'consider': False,\n   'checking': False,\n   'specified': False,\n   'pages': False,\n   'too': False,\n   'find': False,\n   'list': False,\n   \"'image\": False,\n   'edited': False,\n   'by': False,\n   'clicking': False,\n   'contributions': False,\n   'link': False,\n   'located': False,\n   'very': False,\n   'top': False,\n   'when': False,\n   'logged': False,\n   'then': False,\n   'selecting': False,\n   'dropdown': False,\n   'box': False,\n   'note': False,\n   'images': False,\n   '4': False,\n   '2006': False,\n   'lacking': False,\n   'such': False,\n   'an': False,\n   'deleted': False,\n   'week': False,\n   'described': False,\n   'criteria': False,\n   'speedy': False,\n   'deletion': False,\n   'questions': False,\n   'ask': False,\n   'them': False,\n   'copyright': False,\n   'thank': False,\n   '•': False,\n   'contribs': False,\n   'unspecified': False,\n   'source': False,\n   'noticed': False,\n   'file': False,\n   'currently': False,\n   'specify': False,\n   'who': False,\n   'created': False,\n   'content': False,\n   'status': False,\n   'unclear': False,\n   'did': False,\n   'create': False,\n   'owner': False,\n   'obtained': False,\n   'website': False,\n   'taken': False,\n   'together': False,\n   'restatement': False,\n   'terms': False,\n   'usually': False,\n   'sufficient': False,\n   'however': False,\n   'holder': False,\n   'different': False,\n   'publisher': False,\n   'their': False,\n   'acknowledged': False,\n   'adding': False,\n   'add': False,\n   'proper': False,\n   'licensing': False,\n   'tag': False,\n   'already': False,\n   'created/took': False,\n   'picture': False,\n   'audio': False,\n   'video': False,\n   'release': False,\n   'gfdl': False,\n   'believe': False,\n   'meets': False,\n   'tags': False,\n   'see': False,\n   'full': False,\n   'files': False,\n   'tagged': False,\n   'following': False,\n   '[': False,\n   ']': False,\n   'unsourced': False,\n   'untagged': False,\n   'copyrighted': False,\n   'non-free': False,\n   'license': False,\n   'per': False,\n   '48': False,\n   'hours': False,\n   'bbq': False,\n   'lets': False,\n   'discuss': False,\n   'it-maybe': False,\n   'over': False,\n   'phone': False,\n   '...': False,\n   'it..': False,\n   '@': False,\n   '|': False,\n   'exclusive': False,\n   'group': False,\n   'wp': False,\n   'talibans': False,\n   'good': False,\n   'destroying': False,\n   'self-appointed': False,\n   'purist': False,\n   'gang': False,\n   'asks': False,\n   'abt': False,\n   'anti-social': False,\n   'destructive': False,\n   'non': False,\n   '-contribution': False,\n   'sityush': False,\n   'clean': False,\n   'his': False,\n   'behavior': False,\n   'issue': False,\n   'nonsensical': False,\n   'warnings': False,\n   'start': False,\n   'throwing': False,\n   'accusations': False,\n   'itself-making': False,\n   'ad': False,\n   'hominem': False,\n   'attacks': False,\n   'going': False,\n   'strengthen': False,\n   'argument': False,\n   'look': False,\n   'like': False,\n   'abusing': False,\n   'power': False,\n   'admin': False,\n   'now': False,\n   'itself': False,\n   'relevant-this': False,\n   'probably': False,\n   'single': False,\n   'most': False,\n   'talked': False,\n   'event': False,\n   'int': False,\n   'news': False,\n   'late': False,\n   'absence': False,\n   'notable': False,\n   'only': False,\n   'living': False,\n   'ex-president': False,\n   'attend': False,\n   'certainly': False,\n   'dedicating': False,\n   'aircracft': False,\n   'carrier': False,\n   'intend': False,\n   'revert': False,\n   'hopes': False,\n   'attracting': False,\n   'attention': False,\n   'willing': False,\n   'throw': False,\n   'quite': False,\n   'liberally': False,\n   'perhaps': False,\n   'achieve': False,\n   'level': False,\n   'civility': False,\n   'where': False,\n   'we': False,\n   'rational': False,\n   'discussion': False,\n   'topic': False,\n   'resolve': False,\n   'matter': False,\n   'peacefully': False,\n   'oh': False,\n   'girl': False,\n   'above': False,\n   'started': False,\n   'her': False,\n   'arguments': False,\n   'she': False,\n   'nose': False,\n   'belong': False,\n   'between': False,\n   'yvesnimmo': False,\n   'said': False,\n   'situation': False,\n   'settled': False,\n   'apologized': False,\n   'juelz': False,\n   'santanas': False,\n   'age': False,\n   '2002': False,\n   'santana': False,\n   '18': False,\n   'years': False,\n   'old': False,\n   'came': False,\n   'february': False,\n   '18th': False,\n   'makes': False,\n   'turn': False,\n   '19': False,\n   'making': False,\n   'songs': False,\n   'diplomats': False,\n   'third': False,\n   'neff': False,\n   'signed': False,\n   'cam': False,\n   'label': False,\n   'roc': False,\n   'fella': False,\n   '2003': False,\n   '20': False,\n   'coming': False,\n   'own': False,\n   'singles': False,\n   'town': False,\n   'down': False,\n   'yes': False,\n   'born': False,\n   '1983': False,\n   'how': False,\n   'could': False,\n   'older': False,\n   'lloyd': False,\n   'banks': False,\n   '22': False,\n   'birthday': False,\n   'passed': False,\n   'homie': False,\n   '23': False,\n   'death': False,\n   'god': False,\n   'forbid': False,\n   'thinking': False,\n   'equals': False,\n   'caculator': False,\n   'stop': False,\n   'changing': False,\n   'year': False,\n   'birth': False,\n   'bye': False,\n   'come': False,\n   'comming': False,\n   'back': False,\n   'tosser': False,\n   'redirect': False,\n   'voydan': False,\n   'pop': False,\n   'georgiev-': False,\n   'chernodrinski': False,\n   'mitsurugi': False,\n   'point': False,\n   'sense': False,\n   'argue': False,\n   'hindi': False,\n   'ryo': False,\n   'sakazaki': False,\n   'mean': False,\n   'bother': False,\n   \"'re\": False,\n   'writing': False,\n   'something': False,\n   'regarding': False,\n   'posted': False,\n   'here': False,\n   'acctually': False,\n   'even': False,\n   'better': False,\n   \"'d\": False,\n   'take': False,\n   'closer': False,\n   'premature': False,\n   'wrestling': False,\n   'deaths': False,\n   'catagory': False,\n   'men': False,\n   'surely': False,\n   'these': False,\n   'besides': False,\n   'delting': False,\n   'recent': False,\n   'once': False,\n   'read': False,\n   'filmplot': False,\n   'editing': False,\n   'film': False,\n   'simply': False,\n   'entirely': False,\n   'many': False,\n   'unnecessary': False,\n   'details': False,\n   'bad': False,\n   'further': False,\n   'damage': False,\n   \"'the\": False,\n   \"'45\": False,\n   'yeah': False,\n   'studying': False,\n   'deepu': False,\n   'snowflakes': False,\n   'always': False,\n   'symmetrical': False,\n   'geometry': False,\n   'stated': False,\n   'snowflake': False,\n   'six': False,\n   'symmetric': False,\n   'arms': False,\n   'assertion': False,\n   'true': False,\n   'according': False,\n   'kenneth': False,\n   'libbrecht': False,\n   'rather': False,\n   'unattractive': False,\n   'irregular': False,\n   'crystals': False,\n   'far': False,\n   'common': False,\n   'variety': False,\n   'http': False,\n   '//www.its.caltech.edu/~atomic/snowcrystals/myths/myths.htm': False,\n   'perfection': False,\n   'site': False,\n   'get': False,\n   'facts': False,\n   'off': False,\n   'because': False,\n   'still': False,\n   'decent': False,\n   'number': False,\n   'falsities': False,\n   'forgive': False,\n   'im': False,\n   'dont': False,\n   'signpost': False,\n   '24': False,\n   'september': False,\n   '2012': False,\n   'single-page': False,\n   'unsubscribe': False,\n   're-considering': False,\n   '1st': False,\n   'paragraph': False,\n   'understand': False,\n   'reasons': False,\n   'sure': False,\n   'data': False,\n   'necessarily': False,\n   'wrong': False,\n   'persuaded': False,\n   'strategy': False,\n   'introducing': False,\n   'academic': False,\n   'honors': False,\n   'unhelpful': False,\n   'approach': False,\n   'sitting': False,\n   'justices': False,\n   'similarly': False,\n   'enhanced': False,\n   ';': False,\n   'changes': False,\n   'support': False,\n   'view': False,\n   'invite': False,\n   'anyone': False,\n   're-visit': False,\n   'written': False,\n   'pairs': False,\n   'jurists': False,\n   'a1': False,\n   'benjamin': False,\n   'cardozo': False,\n   'a2': False,\n   'learned': False,\n   'hand': False,\n   'b1': False,\n   'john': False,\n   'marshall': False,\n   'harlan': False,\n   'b2': False,\n   'ii': False,\n   'question': False,\n   'becomes': False,\n   'current': False,\n   'version': False,\n   'either': False,\n   'pair': False,\n   'improved': False,\n   'credentials': False,\n   'introductory': False,\n   'helps': False,\n   'repeat': False,\n   'wry': False,\n   'kathleen': False,\n   'sullivan': False,\n   'stanford': False,\n   'law': False,\n   'suggests': False,\n   'harvard': False,\n   'faculty': False,\n   'wonder': False,\n   'antonin': False,\n   'scalia': False,\n   'avoided': False,\n   'learning': False,\n   'others': False,\n   'managed': False,\n   'grasp': False,\n   'processes': False,\n   'judging': False,\n   'hope': False,\n   'anecdote': False,\n   'gently': False,\n   'illustrates': False,\n   'less': False,\n   'humorous': False,\n   'stronger': False,\n   'clarence': False,\n   'thomas': False,\n   'mentions': False,\n   'wanting': False,\n   'return': False,\n   'degree': False,\n   'yale': False,\n   'minimum': False,\n   'questioning': False,\n   'deserves': False,\n   'reconsidered.': False,\n   'radial': False,\n   'symmetry': False,\n   'several': False,\n   'extinct': False,\n   'lineages': False,\n   'included': False,\n   'echinodermata': False,\n   'bilateral': False,\n   'homostelea': False,\n   'asymmetrical': False,\n   'cothurnocystis': False,\n   'stylophora': False,\n   'apologize': False,\n   'reconciling': False,\n   'knowledge': False,\n   'sources': False,\n   \"'ve\": False,\n   'done': False,\n   'history': False,\n   'studies': False,\n   'archaeology': False,\n   'scan': False,\n   'e-mail': False,\n   'translate': False,\n   'mother': False,\n   'child': False,\n   'case': False,\n   'against': False,\n   'michael': False,\n   'jackson': False,\n   'studied': False,\n   'motives': False,\n   'reasonings': False,\n   'judged': False,\n   'upon': False,\n   'character': False,\n   'harshly': False,\n   'wacko': False,\n   'jacko': False,\n   'himself': False,\n   'tell': False,\n   'ignore': False,\n   'incriminate': False,\n   'myself': False,\n   'am': False,\n   'continue': False,\n   'refuting': False,\n   'bullshit': False,\n   'jayjg': False,\n   'keeps': False,\n   '18:01': False,\n   '16': False,\n   'jun': False,\n   '2005': False,\n   'ok': False,\n   'bit': False,\n   'example': False,\n   'base': False,\n   'duck': False,\n   '==': False,\n   'barnstar': False,\n   'life': False,\n   'us': False,\n   'stars': False,\n   'post': False,\n   'block': False,\n   'expires': False,\n   'funny': False,\n   'thing': False,\n   'uncivil': False,\n   'heading': False,\n   \"'fight\": False,\n   'freedom': False,\n   'contain': False,\n   'praise': False,\n   'looked': False,\n   '6': False,\n   'months': False,\n   'ago': False,\n   '-much': False,\n   'able': False,\n   'quickly': False,\n   'had': False,\n   'text': False,\n   'hard': False,\n   'drive': False,\n   'meaning': False,\n   'updating': False,\n   'sound': False,\n   'time': False,\n   'generating': False,\n   'interest': False,\n   'spent': False,\n   'four': False,\n   'drum': False,\n   'freely': False,\n   'licensed': False,\n   'length': False,\n   'classical': False,\n   'music': False,\n   'unfortunately': False,\n   'attempts': False,\n   'failed': False,\n   'effectively': False,\n   'wikiproject': False,\n   'interested': False,\n   'wikipedia_talk': False,\n   'wikiproject_classical_music/archive_5': False,\n   'need_help.21wikipedia_talk': False,\n   'wikiproject_music/archive_3': False,\n   'i_could_use_some_helpwikipedia_talk': False,\n   'wikiproject_music/archive_2': False,\n   'raulbot.2c_and_the_music_list': False,\n   'given': False,\n   'featured': False,\n   'digg': False,\n   'while': False,\n   '//digg.com/music/wikipedia_has_free_classical_music_downloads': False,\n   'got': False,\n   '1600': False,\n   'diggs': False,\n   'imo': False,\n   'impressive': False,\n   'process': False,\n   'things': False,\n   'subpages': False,\n   'rfa': False,\n   'noseptember': False,\n   '2004': False,\n   'differences': False,\n   'el_c': False,\n   'surprised': False,\n   'left': False,\n   '++': False,\n   't/c': False,\n   'straw': False,\n   'never': False,\n   'claimed': False,\n   \"o'donohue\": False,\n   'position': False,\n   'practitioners': False,\n   'researchers': False,\n   'field': False,\n   'ignored': False,\n   'dsm': False,\n   'exactly': False,\n   'quote': False,\n   'says': False,\n   'agrees': False,\n   'combating': False,\n   'notion': False,\n   'absurd': False,\n   'part': False,\n   'claim': False,\n   'pedophilia': False,\n   'sexual': False,\n   'orientation': False,\n   'hold': False,\n   'unfair': False,\n   'call': False,\n   'disorder': False,\n   'divided': False,\n   'end': False,\n   'day': False,\n   'value': False,\n   'judgment': False,\n   'cantor': False,\n   'pointed': False,\n   'earlier': False,\n   'thread': False,\n   'scientific': False,\n   'judgement': False,\n   'choose': False,\n   'clearly': False,\n   'pretend': False,\n   'basis.': False,\n   'mainland': False,\n   'asia': False,\n   'includes': False,\n   'lower': False,\n   'basin': False,\n   'china': False,\n   'yangtze': False,\n   'river': False,\n   'korea': False,\n   'fine': False,\n   'found': False,\n   'citation': False,\n   'comprehensive': False,\n   'dna': False,\n   'study': False,\n   'hammer': False,\n   'below': False,\n   'our': False,\n   'generarizations': False,\n   'speculation': False,\n   'yayoi': False,\n   'culture': False,\n   'brought': False,\n   'japan': False,\n   'migrants': False,\n   'trace': False,\n   'roots': False,\n   'southeast': False,\n   'asia/south': False,\n   'describes': False,\n   'migration': False,\n   'based': False,\n   'o-sry': False,\n   '465': False,\n   'genes': False,\n   'close': False,\n   'lineage': False,\n   'haplogroups': False,\n   'o-m122': False,\n   'o-m95': False,\n   'reiterates': False,\n   'entire': False,\n   'o': False,\n   'haplogroup': False,\n   'proposed': False,\n   'asian': False,\n   'origin': False,\n   'definition': False,\n   'southern': False,\n   'hypothesizes': False,\n   'dispersals': False,\n   'neolithic': False,\n   'farmers': False,\n   'eventually': False,\n   'concluding': False,\n   'states': False,\n   'propose': False,\n   'y': False,\n   'chromosomes': False,\n   'descend': False,\n   'prehistoric': False,\n   'origins': False,\n   'southeastern': False,\n   'agriculture': False,\n   'region': False,\n   'global': False,\n   'sample': False,\n   'consisted': False,\n   '>': False,\n   '2,500': False,\n   'males': False,\n   '39': False,\n   'populations': False,\n   'including': False,\n   'sampled': False,\n   'across': False,\n   'japanese': False,\n   'archipelago': False,\n   'pretty': False,\n   'much': False,\n   'everyone': False,\n   'warren': False,\n   'county/surrounding': False,\n   'regions': False,\n   'glens': False,\n   'falls': False,\n   'hospital': False,\n   'qualifies': False,\n   'native': False,\n   'rachel': False,\n   'ray': False,\n   'actually': False,\n   'lake': False,\n   'luzerne': False,\n   '—the': False,\n   'preceding': False,\n   'unsigned': False,\n   'comment': False,\n   'added': False,\n   '70.100.229.154': False,\n   '04:28:57': False,\n   'august': False,\n   '2007': False,\n   'hi': False,\n   'explicit': False,\n   'fenian': False,\n   'edit-warring': False,\n   'giant': False,\n   'causeway': False,\n   'terrorism': False,\n   'notability': False,\n   'rurika': False,\n   'kasuga': False,\n   'placed': False,\n   'speedily': False,\n   'person': False,\n   'people': False,\n   'band': False,\n   'club': False,\n   'company': False,\n   'web': False,\n   'indicate': False,\n   ...},\n  0),\n ({'explanation': False,\n   'why': False,\n   'the': True,\n   'edits': False,\n   'made': False,\n   'under': False,\n   'my': False,\n   'username': False,\n   'hardcore': False,\n   'metallica': False,\n   'fan': False,\n   'were': False,\n   'reverted': False,\n   '?': False,\n   'they': True,\n   \"n't\": True,\n   'vandalisms': False,\n   ',': True,\n   'just': False,\n   'closure': False,\n   'on': True,\n   'some': False,\n   'gas': False,\n   'after': False,\n   'i': False,\n   'voted': False,\n   'at': False,\n   'new': False,\n   'york': False,\n   'dolls': False,\n   'fac': False,\n   '.': True,\n   'and': False,\n   'please': True,\n   'do': True,\n   'remove': False,\n   'template': False,\n   'from': False,\n   'talk': False,\n   'page': False,\n   'since': False,\n   \"'m\": False,\n   'retired': False,\n   'now.89.205.38.27': False,\n   \"d'aww\": False,\n   '!': False,\n   'he': False,\n   'matches': False,\n   'this': False,\n   'background': False,\n   'colour': False,\n   'seemingly': False,\n   'stuck': False,\n   'with': False,\n   'thanks': False,\n   '(': False,\n   ')': False,\n   '21:51': False,\n   'january': False,\n   '11': False,\n   '2016': False,\n   'utc': False,\n   'hey': False,\n   'man': False,\n   'really': False,\n   'not': False,\n   'trying': False,\n   'to': True,\n   'edit': False,\n   'war': False,\n   'it': True,\n   \"'s\": True,\n   'that': True,\n   'guy': False,\n   'is': False,\n   'constantly': False,\n   'removing': False,\n   'relevant': True,\n   'information': False,\n   'talking': False,\n   'me': True,\n   'through': False,\n   'instead': False,\n   'of': True,\n   'seems': False,\n   'care': False,\n   'more': False,\n   'about': False,\n   'formatting': True,\n   'than': False,\n   'actual': False,\n   'info': False,\n   '``': True,\n   'ca': True,\n   'make': True,\n   'any': True,\n   'real': True,\n   'suggestions': True,\n   'improvement': True,\n   '-': True,\n   'wondered': True,\n   'if': True,\n   'section': True,\n   'statistics': True,\n   'should': True,\n   'be': True,\n   'later': True,\n   'or': True,\n   'a': True,\n   'subsection': True,\n   \"''\": True,\n   'types': True,\n   'accidents': True,\n   '-i': False,\n   'think': True,\n   'references': True,\n   'may': True,\n   'need': True,\n   'tidying': True,\n   'so': True,\n   'are': True,\n   'all': True,\n   'in': True,\n   'exact': True,\n   'same': True,\n   'format': True,\n   'ie': True,\n   'date': True,\n   'etc': True,\n   'can': True,\n   'no-one': True,\n   'else': True,\n   'does': True,\n   'first': True,\n   'you': True,\n   'have': True,\n   'preferences': True,\n   'for': True,\n   'style': True,\n   'want': True,\n   'yourself': True,\n   'let': True,\n   'know': True,\n   'there': True,\n   'appears': True,\n   'backlog': True,\n   'articles': True,\n   'review': True,\n   'guess': True,\n   'delay': True,\n   'until': True,\n   'reviewer': True,\n   'turns': True,\n   'up': True,\n   'listed': True,\n   'form': True,\n   'eg': True,\n   'wikipedia': False,\n   ':': True,\n   'good_article_nominations': False,\n   '#': True,\n   'transport': False,\n   'sir': False,\n   'hero': False,\n   'chance': False,\n   'remember': False,\n   'what': False,\n   'congratulations': False,\n   'as': False,\n   'well': False,\n   'use': False,\n   'tools': False,\n   '·': False,\n   'cocksucker': False,\n   'before': False,\n   'piss': False,\n   'around': False,\n   'work': False,\n   'your': False,\n   'vandalism': False,\n   'matt': False,\n   'shirvington': False,\n   'article': False,\n   'has': False,\n   'been': False,\n   'again': False,\n   'will': False,\n   'banned': False,\n   'sorry': False,\n   'word': False,\n   \"'nonsense\": False,\n   \"'\": False,\n   'was': False,\n   'offensive': False,\n   'anyway': False,\n   'intending': False,\n   'write': False,\n   'anything': False,\n   'wow': False,\n   'would': False,\n   'jump': False,\n   'merely': False,\n   'requesting': False,\n   'encyclopedic': False,\n   'one': False,\n   'school': False,\n   'reference': False,\n   'selective': False,\n   'breeding': False,\n   'but': False,\n   'almost': False,\n   'stub': False,\n   'points': False,\n   \"'animal\": False,\n   'which': False,\n   'short': False,\n   'messy': False,\n   'gives': False,\n   'no': False,\n   'must': False,\n   'someone': False,\n   'expertise': False,\n   'eugenics': False,\n   '93.161.107.169': False,\n   'alignment': False,\n   'subject': False,\n   'contrary': False,\n   'those': False,\n   'dulithgow': False,\n   'fair': False,\n   'rationale': False,\n   'image': False,\n   'wonju.jpg': False,\n   'uploading': False,\n   'notice': False,\n   'specifies': False,\n   'being': False,\n   'used': False,\n   'its': False,\n   'constitutes': False,\n   'addition': False,\n   'boilerplate': False,\n   'also': False,\n   'out': False,\n   'description': False,\n   'specific': False,\n   'using': False,\n   'each': False,\n   'consistent': False,\n   'go': False,\n   'include': False,\n   'uploaded': False,\n   'other': False,\n   'media': False,\n   'consider': False,\n   'checking': False,\n   'specified': False,\n   'pages': False,\n   'too': False,\n   'find': False,\n   'list': False,\n   \"'image\": False,\n   'edited': False,\n   'by': False,\n   'clicking': False,\n   'contributions': False,\n   'link': False,\n   'located': False,\n   'very': False,\n   'top': False,\n   'when': False,\n   'logged': False,\n   'then': False,\n   'selecting': False,\n   'dropdown': False,\n   'box': False,\n   'note': False,\n   'images': False,\n   '4': False,\n   '2006': False,\n   'lacking': False,\n   'such': False,\n   'an': False,\n   'deleted': False,\n   'week': False,\n   'described': False,\n   'criteria': False,\n   'speedy': False,\n   'deletion': False,\n   'questions': False,\n   'ask': False,\n   'them': False,\n   'copyright': False,\n   'thank': False,\n   '•': False,\n   'contribs': False,\n   'unspecified': False,\n   'source': False,\n   'noticed': False,\n   'file': False,\n   'currently': False,\n   'specify': False,\n   'who': False,\n   'created': False,\n   'content': False,\n   'status': False,\n   'unclear': False,\n   'did': False,\n   'create': False,\n   'owner': False,\n   'obtained': False,\n   'website': False,\n   'taken': False,\n   'together': False,\n   'restatement': False,\n   'terms': False,\n   'usually': False,\n   'sufficient': False,\n   'however': False,\n   'holder': False,\n   'different': False,\n   'publisher': False,\n   'their': False,\n   'acknowledged': False,\n   'adding': False,\n   'add': False,\n   'proper': False,\n   'licensing': False,\n   'tag': False,\n   'already': False,\n   'created/took': False,\n   'picture': False,\n   'audio': False,\n   'video': False,\n   'release': False,\n   'gfdl': False,\n   'believe': False,\n   'meets': False,\n   'tags': False,\n   'see': False,\n   'full': False,\n   'files': False,\n   'tagged': False,\n   'following': False,\n   '[': False,\n   ']': False,\n   'unsourced': False,\n   'untagged': False,\n   'copyrighted': False,\n   'non-free': False,\n   'license': False,\n   'per': False,\n   '48': False,\n   'hours': False,\n   'bbq': False,\n   'lets': False,\n   'discuss': False,\n   'it-maybe': False,\n   'over': False,\n   'phone': False,\n   '...': False,\n   'it..': False,\n   '@': False,\n   '|': False,\n   'exclusive': False,\n   'group': False,\n   'wp': False,\n   'talibans': False,\n   'good': False,\n   'destroying': False,\n   'self-appointed': False,\n   'purist': False,\n   'gang': False,\n   'asks': False,\n   'abt': False,\n   'anti-social': False,\n   'destructive': False,\n   'non': False,\n   '-contribution': False,\n   'sityush': False,\n   'clean': False,\n   'his': False,\n   'behavior': False,\n   'issue': False,\n   'nonsensical': False,\n   'warnings': False,\n   'start': False,\n   'throwing': False,\n   'accusations': False,\n   'itself-making': False,\n   'ad': False,\n   'hominem': False,\n   'attacks': False,\n   'going': False,\n   'strengthen': False,\n   'argument': False,\n   'look': False,\n   'like': False,\n   'abusing': False,\n   'power': False,\n   'admin': False,\n   'now': False,\n   'itself': False,\n   'relevant-this': False,\n   'probably': False,\n   'single': False,\n   'most': False,\n   'talked': False,\n   'event': False,\n   'int': False,\n   'news': False,\n   'late': False,\n   'absence': False,\n   'notable': False,\n   'only': False,\n   'living': False,\n   'ex-president': False,\n   'attend': False,\n   'certainly': False,\n   'dedicating': False,\n   'aircracft': False,\n   'carrier': False,\n   'intend': False,\n   'revert': False,\n   'hopes': False,\n   'attracting': False,\n   'attention': False,\n   'willing': False,\n   'throw': False,\n   'quite': False,\n   'liberally': False,\n   'perhaps': False,\n   'achieve': False,\n   'level': False,\n   'civility': False,\n   'where': False,\n   'we': False,\n   'rational': False,\n   'discussion': False,\n   'topic': False,\n   'resolve': False,\n   'matter': False,\n   'peacefully': False,\n   'oh': False,\n   'girl': False,\n   'above': False,\n   'started': False,\n   'her': False,\n   'arguments': False,\n   'she': False,\n   'nose': False,\n   'belong': False,\n   'between': False,\n   'yvesnimmo': False,\n   'said': False,\n   'situation': False,\n   'settled': False,\n   'apologized': False,\n   'juelz': False,\n   'santanas': False,\n   'age': False,\n   '2002': False,\n   'santana': False,\n   '18': False,\n   'years': False,\n   'old': False,\n   'came': False,\n   'february': False,\n   '18th': False,\n   'makes': False,\n   'turn': False,\n   '19': False,\n   'making': False,\n   'songs': False,\n   'diplomats': False,\n   'third': False,\n   'neff': False,\n   'signed': False,\n   'cam': False,\n   'label': False,\n   'roc': False,\n   'fella': False,\n   '2003': False,\n   '20': False,\n   'coming': False,\n   'own': False,\n   'singles': False,\n   'town': False,\n   'down': False,\n   'yes': False,\n   'born': False,\n   '1983': False,\n   'how': False,\n   'could': False,\n   'older': False,\n   'lloyd': False,\n   'banks': False,\n   '22': False,\n   'birthday': False,\n   'passed': False,\n   'homie': False,\n   '23': False,\n   'death': False,\n   'god': False,\n   'forbid': False,\n   'thinking': False,\n   'equals': False,\n   'caculator': False,\n   'stop': False,\n   'changing': False,\n   'year': False,\n   'birth': False,\n   'bye': False,\n   'come': False,\n   'comming': False,\n   'back': False,\n   'tosser': False,\n   'redirect': False,\n   'voydan': False,\n   'pop': False,\n   'georgiev-': False,\n   'chernodrinski': False,\n   'mitsurugi': False,\n   'point': False,\n   'sense': False,\n   'argue': False,\n   'hindi': False,\n   'ryo': False,\n   'sakazaki': False,\n   'mean': False,\n   'bother': False,\n   \"'re\": False,\n   'writing': False,\n   'something': False,\n   'regarding': False,\n   'posted': False,\n   'here': False,\n   'acctually': False,\n   'even': False,\n   'better': False,\n   \"'d\": False,\n   'take': False,\n   'closer': False,\n   'premature': False,\n   'wrestling': False,\n   'deaths': False,\n   'catagory': False,\n   'men': False,\n   'surely': False,\n   'these': False,\n   'besides': False,\n   'delting': False,\n   'recent': False,\n   'once': False,\n   'read': False,\n   'filmplot': False,\n   'editing': False,\n   'film': False,\n   'simply': False,\n   'entirely': False,\n   'many': False,\n   'unnecessary': False,\n   'details': False,\n   'bad': False,\n   'further': False,\n   'damage': False,\n   \"'the\": False,\n   \"'45\": False,\n   'yeah': False,\n   'studying': False,\n   'deepu': False,\n   'snowflakes': False,\n   'always': False,\n   'symmetrical': False,\n   'geometry': False,\n   'stated': False,\n   'snowflake': False,\n   'six': False,\n   'symmetric': False,\n   'arms': False,\n   'assertion': False,\n   'true': False,\n   'according': False,\n   'kenneth': False,\n   'libbrecht': False,\n   'rather': False,\n   'unattractive': False,\n   'irregular': False,\n   'crystals': False,\n   'far': False,\n   'common': False,\n   'variety': False,\n   'http': False,\n   '//www.its.caltech.edu/~atomic/snowcrystals/myths/myths.htm': False,\n   'perfection': False,\n   'site': False,\n   'get': False,\n   'facts': False,\n   'off': False,\n   'because': False,\n   'still': False,\n   'decent': False,\n   'number': False,\n   'falsities': False,\n   'forgive': False,\n   'im': False,\n   'dont': False,\n   'signpost': False,\n   '24': False,\n   'september': False,\n   '2012': False,\n   'single-page': False,\n   'unsubscribe': False,\n   're-considering': False,\n   '1st': False,\n   'paragraph': False,\n   'understand': False,\n   'reasons': False,\n   'sure': False,\n   'data': False,\n   'necessarily': False,\n   'wrong': False,\n   'persuaded': False,\n   'strategy': False,\n   'introducing': False,\n   'academic': False,\n   'honors': False,\n   'unhelpful': False,\n   'approach': False,\n   'sitting': False,\n   'justices': False,\n   'similarly': False,\n   'enhanced': False,\n   ';': False,\n   'changes': False,\n   'support': False,\n   'view': False,\n   'invite': False,\n   'anyone': False,\n   're-visit': False,\n   'written': False,\n   'pairs': False,\n   'jurists': False,\n   'a1': False,\n   'benjamin': False,\n   'cardozo': False,\n   'a2': False,\n   'learned': False,\n   'hand': False,\n   'b1': False,\n   'john': False,\n   'marshall': False,\n   'harlan': False,\n   'b2': False,\n   'ii': False,\n   'question': False,\n   'becomes': False,\n   'current': False,\n   'version': False,\n   'either': False,\n   'pair': False,\n   'improved': False,\n   'credentials': False,\n   'introductory': False,\n   'helps': False,\n   'repeat': False,\n   'wry': False,\n   'kathleen': False,\n   'sullivan': False,\n   'stanford': False,\n   'law': False,\n   'suggests': False,\n   'harvard': False,\n   'faculty': False,\n   'wonder': False,\n   'antonin': False,\n   'scalia': False,\n   'avoided': False,\n   'learning': False,\n   'others': False,\n   'managed': False,\n   'grasp': False,\n   'processes': False,\n   'judging': False,\n   'hope': False,\n   'anecdote': False,\n   'gently': False,\n   'illustrates': False,\n   'less': False,\n   'humorous': False,\n   'stronger': False,\n   'clarence': False,\n   'thomas': False,\n   'mentions': False,\n   'wanting': False,\n   'return': False,\n   'degree': False,\n   'yale': False,\n   'minimum': False,\n   'questioning': False,\n   'deserves': False,\n   'reconsidered.': False,\n   'radial': False,\n   'symmetry': False,\n   'several': False,\n   'extinct': False,\n   'lineages': False,\n   'included': False,\n   'echinodermata': False,\n   'bilateral': False,\n   'homostelea': False,\n   'asymmetrical': False,\n   'cothurnocystis': False,\n   'stylophora': False,\n   'apologize': False,\n   'reconciling': False,\n   'knowledge': False,\n   'sources': False,\n   \"'ve\": False,\n   'done': False,\n   'history': False,\n   'studies': False,\n   'archaeology': False,\n   'scan': False,\n   'e-mail': False,\n   'translate': False,\n   'mother': False,\n   'child': False,\n   'case': False,\n   'against': False,\n   'michael': False,\n   'jackson': False,\n   'studied': False,\n   'motives': False,\n   'reasonings': False,\n   'judged': False,\n   'upon': False,\n   'character': False,\n   'harshly': False,\n   'wacko': False,\n   'jacko': False,\n   'himself': False,\n   'tell': False,\n   'ignore': False,\n   'incriminate': False,\n   'myself': False,\n   'am': False,\n   'continue': False,\n   'refuting': False,\n   'bullshit': False,\n   'jayjg': False,\n   'keeps': False,\n   '18:01': False,\n   '16': False,\n   'jun': False,\n   '2005': False,\n   'ok': False,\n   'bit': False,\n   'example': False,\n   'base': False,\n   'duck': False,\n   '==': False,\n   'barnstar': False,\n   'life': False,\n   'us': False,\n   'stars': False,\n   'post': False,\n   'block': False,\n   'expires': False,\n   'funny': False,\n   'thing': False,\n   'uncivil': False,\n   'heading': False,\n   \"'fight\": False,\n   'freedom': False,\n   'contain': False,\n   'praise': False,\n   'looked': False,\n   '6': False,\n   'months': False,\n   'ago': False,\n   '-much': False,\n   'able': False,\n   'quickly': False,\n   'had': False,\n   'text': False,\n   'hard': False,\n   'drive': False,\n   'meaning': False,\n   'updating': False,\n   'sound': False,\n   'time': False,\n   'generating': False,\n   'interest': False,\n   'spent': False,\n   'four': False,\n   'drum': False,\n   'freely': False,\n   'licensed': False,\n   'length': False,\n   'classical': False,\n   'music': False,\n   'unfortunately': False,\n   'attempts': False,\n   'failed': False,\n   'effectively': False,\n   'wikiproject': False,\n   'interested': False,\n   'wikipedia_talk': False,\n   'wikiproject_classical_music/archive_5': False,\n   'need_help.21wikipedia_talk': False,\n   'wikiproject_music/archive_3': False,\n   'i_could_use_some_helpwikipedia_talk': False,\n   'wikiproject_music/archive_2': False,\n   'raulbot.2c_and_the_music_list': False,\n   'given': False,\n   'featured': False,\n   'digg': False,\n   'while': False,\n   '//digg.com/music/wikipedia_has_free_classical_music_downloads': False,\n   'got': False,\n   '1600': False,\n   'diggs': False,\n   'imo': False,\n   'impressive': False,\n   'process': False,\n   'things': False,\n   'subpages': False,\n   'rfa': False,\n   'noseptember': False,\n   '2004': False,\n   'differences': False,\n   'el_c': False,\n   'surprised': False,\n   'left': False,\n   '++': False,\n   't/c': False,\n   'straw': False,\n   'never': False,\n   'claimed': False,\n   \"o'donohue\": False,\n   'position': False,\n   'practitioners': False,\n   'researchers': False,\n   'field': False,\n   'ignored': False,\n   'dsm': False,\n   'exactly': False,\n   'quote': False,\n   'says': False,\n   'agrees': False,\n   'combating': False,\n   'notion': False,\n   'absurd': False,\n   'part': False,\n   'claim': False,\n   'pedophilia': False,\n   'sexual': False,\n   'orientation': False,\n   'hold': False,\n   'unfair': False,\n   'call': False,\n   'disorder': False,\n   'divided': False,\n   'end': False,\n   'day': False,\n   'value': False,\n   'judgment': False,\n   'cantor': False,\n   'pointed': False,\n   'earlier': False,\n   'thread': False,\n   'scientific': False,\n   'judgement': False,\n   'choose': False,\n   'clearly': False,\n   'pretend': False,\n   'basis.': False,\n   'mainland': False,\n   'asia': False,\n   'includes': False,\n   'lower': False,\n   'basin': False,\n   'china': False,\n   'yangtze': False,\n   'river': False,\n   'korea': False,\n   'fine': False,\n   'found': False,\n   'citation': False,\n   'comprehensive': False,\n   'dna': False,\n   'study': False,\n   'hammer': False,\n   'below': False,\n   'our': False,\n   'generarizations': False,\n   'speculation': False,\n   'yayoi': False,\n   'culture': False,\n   'brought': False,\n   'japan': False,\n   'migrants': False,\n   'trace': False,\n   'roots': False,\n   'southeast': False,\n   'asia/south': False,\n   'describes': False,\n   'migration': False,\n   'based': False,\n   'o-sry': False,\n   '465': False,\n   'genes': False,\n   'close': False,\n   'lineage': False,\n   'haplogroups': False,\n   'o-m122': False,\n   'o-m95': False,\n   'reiterates': False,\n   'entire': False,\n   'o': False,\n   'haplogroup': False,\n   'proposed': False,\n   'asian': False,\n   'origin': False,\n   'definition': False,\n   'southern': False,\n   'hypothesizes': False,\n   'dispersals': False,\n   'neolithic': False,\n   'farmers': False,\n   'eventually': False,\n   'concluding': False,\n   'states': False,\n   'propose': False,\n   'y': False,\n   'chromosomes': False,\n   'descend': False,\n   'prehistoric': False,\n   'origins': False,\n   'southeastern': False,\n   'agriculture': False,\n   'region': False,\n   'global': False,\n   'sample': False,\n   'consisted': False,\n   '>': False,\n   '2,500': False,\n   'males': False,\n   '39': False,\n   'populations': False,\n   'including': False,\n   'sampled': False,\n   'across': False,\n   'japanese': False,\n   'archipelago': False,\n   'pretty': False,\n   'much': False,\n   'everyone': False,\n   'warren': False,\n   'county/surrounding': False,\n   'regions': False,\n   'glens': False,\n   'falls': False,\n   'hospital': False,\n   'qualifies': False,\n   'native': False,\n   'rachel': False,\n   'ray': False,\n   'actually': False,\n   'lake': False,\n   'luzerne': False,\n   '—the': False,\n   'preceding': False,\n   'unsigned': False,\n   'comment': False,\n   'added': False,\n   '70.100.229.154': False,\n   '04:28:57': False,\n   'august': False,\n   '2007': False,\n   'hi': False,\n   'explicit': False,\n   'fenian': False,\n   'edit-warring': False,\n   'giant': False,\n   'causeway': False,\n   'terrorism': False,\n   'notability': False,\n   'rurika': False,\n   'kasuga': False,\n   'placed': False,\n   'speedily': False,\n   'person': False,\n   'people': False,\n   'band': False,\n   'club': False,\n   'company': False,\n   'web': False,\n   'indicate': False,\n   ...},\n  0),\n ({'explanation': False,\n   'why': False,\n   'the': False,\n   'edits': False,\n   'made': False,\n   'under': False,\n   'my': True,\n   'username': False,\n   'hardcore': False,\n   'metallica': False,\n   'fan': False,\n   'were': False,\n   'reverted': False,\n   '?': True,\n   'they': False,\n   \"n't\": False,\n   'vandalisms': False,\n   ',': True,\n   'just': False,\n   'closure': False,\n   'on': True,\n   'some': False,\n   'gas': False,\n   'after': False,\n   'i': False,\n   'voted': False,\n   'at': False,\n   'new': False,\n   'york': False,\n   'dolls': False,\n   'fac': False,\n   '.': True,\n   'and': False,\n   'please': False,\n   'do': False,\n   'remove': False,\n   'template': False,\n   'from': False,\n   'talk': False,\n   'page': True,\n   'since': False,\n   \"'m\": False,\n   'retired': False,\n   'now.89.205.38.27': False,\n   \"d'aww\": False,\n   '!': False,\n   'he': False,\n   'matches': False,\n   'this': False,\n   'background': False,\n   'colour': False,\n   'seemingly': False,\n   'stuck': False,\n   'with': False,\n   'thanks': False,\n   '(': False,\n   ')': False,\n   '21:51': False,\n   'january': False,\n   '11': False,\n   '2016': False,\n   'utc': False,\n   'hey': False,\n   'man': False,\n   'really': False,\n   'not': False,\n   'trying': False,\n   'to': False,\n   'edit': False,\n   'war': False,\n   'it': False,\n   \"'s\": True,\n   'that': True,\n   'guy': False,\n   'is': False,\n   'constantly': False,\n   'removing': False,\n   'relevant': False,\n   'information': False,\n   'talking': False,\n   'me': False,\n   'through': False,\n   'instead': False,\n   'of': False,\n   'seems': False,\n   'care': False,\n   'more': False,\n   'about': False,\n   'formatting': False,\n   'than': False,\n   'actual': False,\n   'info': False,\n   '``': False,\n   'ca': False,\n   'make': False,\n   'any': False,\n   'real': False,\n   'suggestions': False,\n   'improvement': False,\n   '-': False,\n   'wondered': False,\n   'if': False,\n   'section': False,\n   'statistics': False,\n   'should': False,\n   'be': False,\n   'later': False,\n   'or': False,\n   'a': False,\n   'subsection': False,\n   \"''\": False,\n   'types': False,\n   'accidents': False,\n   '-i': False,\n   'think': False,\n   'references': False,\n   'may': False,\n   'need': False,\n   'tidying': False,\n   'so': False,\n   'are': True,\n   'all': False,\n   'in': False,\n   'exact': False,\n   'same': False,\n   'format': False,\n   'ie': False,\n   'date': False,\n   'etc': False,\n   'can': False,\n   'no-one': False,\n   'else': False,\n   'does': False,\n   'first': False,\n   'you': True,\n   'have': False,\n   'preferences': False,\n   'for': False,\n   'style': False,\n   'want': False,\n   'yourself': False,\n   'let': False,\n   'know': False,\n   'there': False,\n   'appears': False,\n   'backlog': False,\n   'articles': False,\n   'review': False,\n   'guess': False,\n   'delay': False,\n   'until': False,\n   'reviewer': False,\n   'turns': False,\n   'up': False,\n   'listed': False,\n   'form': False,\n   'eg': False,\n   'wikipedia': False,\n   ':': False,\n   'good_article_nominations': False,\n   '#': False,\n   'transport': False,\n   'sir': True,\n   'hero': True,\n   'chance': True,\n   'remember': True,\n   'what': True,\n   'congratulations': False,\n   'as': False,\n   'well': False,\n   'use': False,\n   'tools': False,\n   '·': False,\n   'cocksucker': False,\n   'before': False,\n   'piss': False,\n   'around': False,\n   'work': False,\n   'your': False,\n   'vandalism': False,\n   'matt': False,\n   'shirvington': False,\n   'article': False,\n   'has': False,\n   'been': False,\n   'again': False,\n   'will': False,\n   'banned': False,\n   'sorry': False,\n   'word': False,\n   \"'nonsense\": False,\n   \"'\": False,\n   'was': False,\n   'offensive': False,\n   'anyway': False,\n   'intending': False,\n   'write': False,\n   'anything': False,\n   'wow': False,\n   'would': False,\n   'jump': False,\n   'merely': False,\n   'requesting': False,\n   'encyclopedic': False,\n   'one': False,\n   'school': False,\n   'reference': False,\n   'selective': False,\n   'breeding': False,\n   'but': False,\n   'almost': False,\n   'stub': False,\n   'points': False,\n   \"'animal\": False,\n   'which': False,\n   'short': False,\n   'messy': False,\n   'gives': False,\n   'no': False,\n   'must': False,\n   'someone': False,\n   'expertise': False,\n   'eugenics': False,\n   '93.161.107.169': False,\n   'alignment': False,\n   'subject': False,\n   'contrary': False,\n   'those': False,\n   'dulithgow': False,\n   'fair': False,\n   'rationale': False,\n   'image': False,\n   'wonju.jpg': False,\n   'uploading': False,\n   'notice': False,\n   'specifies': False,\n   'being': False,\n   'used': False,\n   'its': False,\n   'constitutes': False,\n   'addition': False,\n   'boilerplate': False,\n   'also': False,\n   'out': False,\n   'description': False,\n   'specific': False,\n   'using': False,\n   'each': False,\n   'consistent': False,\n   'go': False,\n   'include': False,\n   'uploaded': False,\n   'other': False,\n   'media': False,\n   'consider': False,\n   'checking': False,\n   'specified': False,\n   'pages': False,\n   'too': False,\n   'find': False,\n   'list': False,\n   \"'image\": False,\n   'edited': False,\n   'by': False,\n   'clicking': False,\n   'contributions': False,\n   'link': False,\n   'located': False,\n   'very': False,\n   'top': False,\n   'when': False,\n   'logged': False,\n   'then': False,\n   'selecting': False,\n   'dropdown': False,\n   'box': False,\n   'note': False,\n   'images': False,\n   '4': False,\n   '2006': False,\n   'lacking': False,\n   'such': False,\n   'an': False,\n   'deleted': False,\n   'week': False,\n   'described': False,\n   'criteria': False,\n   'speedy': False,\n   'deletion': False,\n   'questions': False,\n   'ask': False,\n   'them': False,\n   'copyright': False,\n   'thank': False,\n   '•': False,\n   'contribs': False,\n   'unspecified': False,\n   'source': False,\n   'noticed': False,\n   'file': False,\n   'currently': False,\n   'specify': False,\n   'who': False,\n   'created': False,\n   'content': False,\n   'status': False,\n   'unclear': False,\n   'did': False,\n   'create': False,\n   'owner': False,\n   'obtained': False,\n   'website': False,\n   'taken': False,\n   'together': False,\n   'restatement': False,\n   'terms': False,\n   'usually': False,\n   'sufficient': False,\n   'however': False,\n   'holder': False,\n   'different': False,\n   'publisher': False,\n   'their': False,\n   'acknowledged': False,\n   'adding': False,\n   'add': False,\n   'proper': False,\n   'licensing': False,\n   'tag': False,\n   'already': False,\n   'created/took': False,\n   'picture': False,\n   'audio': False,\n   'video': False,\n   'release': False,\n   'gfdl': False,\n   'believe': False,\n   'meets': False,\n   'tags': False,\n   'see': False,\n   'full': False,\n   'files': False,\n   'tagged': False,\n   'following': False,\n   '[': False,\n   ']': False,\n   'unsourced': False,\n   'untagged': False,\n   'copyrighted': False,\n   'non-free': False,\n   'license': False,\n   'per': False,\n   '48': False,\n   'hours': False,\n   'bbq': False,\n   'lets': False,\n   'discuss': False,\n   'it-maybe': False,\n   'over': False,\n   'phone': False,\n   '...': False,\n   'it..': False,\n   '@': False,\n   '|': False,\n   'exclusive': False,\n   'group': False,\n   'wp': False,\n   'talibans': False,\n   'good': False,\n   'destroying': False,\n   'self-appointed': False,\n   'purist': False,\n   'gang': False,\n   'asks': False,\n   'abt': False,\n   'anti-social': False,\n   'destructive': False,\n   'non': False,\n   '-contribution': False,\n   'sityush': False,\n   'clean': False,\n   'his': False,\n   'behavior': False,\n   'issue': False,\n   'nonsensical': False,\n   'warnings': False,\n   'start': False,\n   'throwing': False,\n   'accusations': False,\n   'itself-making': False,\n   'ad': False,\n   'hominem': False,\n   'attacks': False,\n   'going': False,\n   'strengthen': False,\n   'argument': False,\n   'look': False,\n   'like': False,\n   'abusing': False,\n   'power': False,\n   'admin': False,\n   'now': False,\n   'itself': False,\n   'relevant-this': False,\n   'probably': False,\n   'single': False,\n   'most': False,\n   'talked': False,\n   'event': False,\n   'int': False,\n   'news': False,\n   'late': False,\n   'absence': False,\n   'notable': False,\n   'only': False,\n   'living': False,\n   'ex-president': False,\n   'attend': False,\n   'certainly': False,\n   'dedicating': False,\n   'aircracft': False,\n   'carrier': False,\n   'intend': False,\n   'revert': False,\n   'hopes': False,\n   'attracting': False,\n   'attention': False,\n   'willing': False,\n   'throw': False,\n   'quite': False,\n   'liberally': False,\n   'perhaps': False,\n   'achieve': False,\n   'level': False,\n   'civility': False,\n   'where': False,\n   'we': False,\n   'rational': False,\n   'discussion': False,\n   'topic': False,\n   'resolve': False,\n   'matter': False,\n   'peacefully': False,\n   'oh': False,\n   'girl': False,\n   'above': False,\n   'started': False,\n   'her': False,\n   'arguments': False,\n   'she': False,\n   'nose': False,\n   'belong': False,\n   'between': False,\n   'yvesnimmo': False,\n   'said': False,\n   'situation': False,\n   'settled': False,\n   'apologized': False,\n   'juelz': False,\n   'santanas': False,\n   'age': False,\n   '2002': False,\n   'santana': False,\n   '18': False,\n   'years': False,\n   'old': False,\n   'came': False,\n   'february': False,\n   '18th': False,\n   'makes': False,\n   'turn': False,\n   '19': False,\n   'making': False,\n   'songs': False,\n   'diplomats': False,\n   'third': False,\n   'neff': False,\n   'signed': False,\n   'cam': False,\n   'label': False,\n   'roc': False,\n   'fella': False,\n   '2003': False,\n   '20': False,\n   'coming': False,\n   'own': False,\n   'singles': False,\n   'town': False,\n   'down': False,\n   'yes': False,\n   'born': False,\n   '1983': False,\n   'how': False,\n   'could': False,\n   'older': False,\n   'lloyd': False,\n   'banks': False,\n   '22': False,\n   'birthday': False,\n   'passed': False,\n   'homie': False,\n   '23': False,\n   'death': False,\n   'god': False,\n   'forbid': False,\n   'thinking': False,\n   'equals': False,\n   'caculator': False,\n   'stop': False,\n   'changing': False,\n   'year': False,\n   'birth': False,\n   'bye': False,\n   'come': False,\n   'comming': False,\n   'back': False,\n   'tosser': False,\n   'redirect': False,\n   'voydan': False,\n   'pop': False,\n   'georgiev-': False,\n   'chernodrinski': False,\n   'mitsurugi': False,\n   'point': False,\n   'sense': False,\n   'argue': False,\n   'hindi': False,\n   'ryo': False,\n   'sakazaki': False,\n   'mean': False,\n   'bother': False,\n   \"'re\": False,\n   'writing': False,\n   'something': False,\n   'regarding': False,\n   'posted': False,\n   'here': False,\n   'acctually': False,\n   'even': False,\n   'better': False,\n   \"'d\": False,\n   'take': False,\n   'closer': False,\n   'premature': False,\n   'wrestling': False,\n   'deaths': False,\n   'catagory': False,\n   'men': False,\n   'surely': False,\n   'these': False,\n   'besides': False,\n   'delting': False,\n   'recent': False,\n   'once': False,\n   'read': False,\n   'filmplot': False,\n   'editing': False,\n   'film': False,\n   'simply': False,\n   'entirely': False,\n   'many': False,\n   'unnecessary': False,\n   'details': False,\n   'bad': False,\n   'further': False,\n   'damage': False,\n   \"'the\": False,\n   \"'45\": False,\n   'yeah': False,\n   'studying': False,\n   'deepu': False,\n   'snowflakes': False,\n   'always': False,\n   'symmetrical': False,\n   'geometry': False,\n   'stated': False,\n   'snowflake': False,\n   'six': False,\n   'symmetric': False,\n   'arms': False,\n   'assertion': False,\n   'true': False,\n   'according': False,\n   'kenneth': False,\n   'libbrecht': False,\n   'rather': False,\n   'unattractive': False,\n   'irregular': False,\n   'crystals': False,\n   'far': False,\n   'common': False,\n   'variety': False,\n   'http': False,\n   '//www.its.caltech.edu/~atomic/snowcrystals/myths/myths.htm': False,\n   'perfection': False,\n   'site': False,\n   'get': False,\n   'facts': False,\n   'off': False,\n   'because': False,\n   'still': False,\n   'decent': False,\n   'number': False,\n   'falsities': False,\n   'forgive': False,\n   'im': False,\n   'dont': False,\n   'signpost': False,\n   '24': False,\n   'september': False,\n   '2012': False,\n   'single-page': False,\n   'unsubscribe': False,\n   're-considering': False,\n   '1st': False,\n   'paragraph': False,\n   'understand': False,\n   'reasons': False,\n   'sure': False,\n   'data': False,\n   'necessarily': False,\n   'wrong': False,\n   'persuaded': False,\n   'strategy': False,\n   'introducing': False,\n   'academic': False,\n   'honors': False,\n   'unhelpful': False,\n   'approach': False,\n   'sitting': False,\n   'justices': False,\n   'similarly': False,\n   'enhanced': False,\n   ';': False,\n   'changes': False,\n   'support': False,\n   'view': False,\n   'invite': False,\n   'anyone': False,\n   're-visit': False,\n   'written': False,\n   'pairs': False,\n   'jurists': False,\n   'a1': False,\n   'benjamin': False,\n   'cardozo': False,\n   'a2': False,\n   'learned': False,\n   'hand': False,\n   'b1': False,\n   'john': False,\n   'marshall': False,\n   'harlan': False,\n   'b2': False,\n   'ii': False,\n   'question': False,\n   'becomes': False,\n   'current': False,\n   'version': False,\n   'either': False,\n   'pair': False,\n   'improved': False,\n   'credentials': False,\n   'introductory': False,\n   'helps': False,\n   'repeat': False,\n   'wry': False,\n   'kathleen': False,\n   'sullivan': False,\n   'stanford': False,\n   'law': False,\n   'suggests': False,\n   'harvard': False,\n   'faculty': False,\n   'wonder': False,\n   'antonin': False,\n   'scalia': False,\n   'avoided': False,\n   'learning': False,\n   'others': False,\n   'managed': False,\n   'grasp': False,\n   'processes': False,\n   'judging': False,\n   'hope': False,\n   'anecdote': False,\n   'gently': False,\n   'illustrates': False,\n   'less': False,\n   'humorous': False,\n   'stronger': False,\n   'clarence': False,\n   'thomas': False,\n   'mentions': False,\n   'wanting': False,\n   'return': False,\n   'degree': False,\n   'yale': False,\n   'minimum': False,\n   'questioning': False,\n   'deserves': False,\n   'reconsidered.': False,\n   'radial': False,\n   'symmetry': False,\n   'several': False,\n   'extinct': False,\n   'lineages': False,\n   'included': False,\n   'echinodermata': False,\n   'bilateral': False,\n   'homostelea': False,\n   'asymmetrical': False,\n   'cothurnocystis': False,\n   'stylophora': False,\n   'apologize': False,\n   'reconciling': False,\n   'knowledge': False,\n   'sources': False,\n   \"'ve\": False,\n   'done': False,\n   'history': False,\n   'studies': False,\n   'archaeology': False,\n   'scan': False,\n   'e-mail': False,\n   'translate': False,\n   'mother': False,\n   'child': False,\n   'case': False,\n   'against': False,\n   'michael': False,\n   'jackson': False,\n   'studied': False,\n   'motives': False,\n   'reasonings': False,\n   'judged': False,\n   'upon': False,\n   'character': False,\n   'harshly': False,\n   'wacko': False,\n   'jacko': False,\n   'himself': False,\n   'tell': False,\n   'ignore': False,\n   'incriminate': False,\n   'myself': False,\n   'am': False,\n   'continue': False,\n   'refuting': False,\n   'bullshit': False,\n   'jayjg': False,\n   'keeps': False,\n   '18:01': False,\n   '16': False,\n   'jun': False,\n   '2005': False,\n   'ok': False,\n   'bit': False,\n   'example': False,\n   'base': False,\n   'duck': False,\n   '==': False,\n   'barnstar': False,\n   'life': False,\n   'us': False,\n   'stars': False,\n   'post': False,\n   'block': False,\n   'expires': False,\n   'funny': False,\n   'thing': False,\n   'uncivil': False,\n   'heading': False,\n   \"'fight\": False,\n   'freedom': False,\n   'contain': False,\n   'praise': False,\n   'looked': False,\n   '6': False,\n   'months': False,\n   'ago': False,\n   '-much': False,\n   'able': False,\n   'quickly': False,\n   'had': False,\n   'text': False,\n   'hard': False,\n   'drive': False,\n   'meaning': False,\n   'updating': False,\n   'sound': False,\n   'time': False,\n   'generating': False,\n   'interest': False,\n   'spent': False,\n   'four': False,\n   'drum': False,\n   'freely': False,\n   'licensed': False,\n   'length': False,\n   'classical': False,\n   'music': False,\n   'unfortunately': False,\n   'attempts': False,\n   'failed': False,\n   'effectively': False,\n   'wikiproject': False,\n   'interested': False,\n   'wikipedia_talk': False,\n   'wikiproject_classical_music/archive_5': False,\n   'need_help.21wikipedia_talk': False,\n   'wikiproject_music/archive_3': False,\n   'i_could_use_some_helpwikipedia_talk': False,\n   'wikiproject_music/archive_2': False,\n   'raulbot.2c_and_the_music_list': False,\n   'given': False,\n   'featured': False,\n   'digg': False,\n   'while': False,\n   '//digg.com/music/wikipedia_has_free_classical_music_downloads': False,\n   'got': False,\n   '1600': False,\n   'diggs': False,\n   'imo': False,\n   'impressive': False,\n   'process': False,\n   'things': False,\n   'subpages': False,\n   'rfa': False,\n   'noseptember': False,\n   '2004': False,\n   'differences': False,\n   'el_c': False,\n   'surprised': False,\n   'left': False,\n   '++': False,\n   't/c': False,\n   'straw': False,\n   'never': False,\n   'claimed': False,\n   \"o'donohue\": False,\n   'position': False,\n   'practitioners': False,\n   'researchers': False,\n   'field': False,\n   'ignored': False,\n   'dsm': False,\n   'exactly': False,\n   'quote': False,\n   'says': False,\n   'agrees': False,\n   'combating': False,\n   'notion': False,\n   'absurd': False,\n   'part': False,\n   'claim': False,\n   'pedophilia': False,\n   'sexual': False,\n   'orientation': False,\n   'hold': False,\n   'unfair': False,\n   'call': False,\n   'disorder': False,\n   'divided': False,\n   'end': False,\n   'day': False,\n   'value': False,\n   'judgment': False,\n   'cantor': False,\n   'pointed': False,\n   'earlier': False,\n   'thread': False,\n   'scientific': False,\n   'judgement': False,\n   'choose': False,\n   'clearly': False,\n   'pretend': False,\n   'basis.': False,\n   'mainland': False,\n   'asia': False,\n   'includes': False,\n   'lower': False,\n   'basin': False,\n   'china': False,\n   'yangtze': False,\n   'river': False,\n   'korea': False,\n   'fine': False,\n   'found': False,\n   'citation': False,\n   'comprehensive': False,\n   'dna': False,\n   'study': False,\n   'hammer': False,\n   'below': False,\n   'our': False,\n   'generarizations': False,\n   'speculation': False,\n   'yayoi': False,\n   'culture': False,\n   'brought': False,\n   'japan': False,\n   'migrants': False,\n   'trace': False,\n   'roots': False,\n   'southeast': False,\n   'asia/south': False,\n   'describes': False,\n   'migration': False,\n   'based': False,\n   'o-sry': False,\n   '465': False,\n   'genes': False,\n   'close': False,\n   'lineage': False,\n   'haplogroups': False,\n   'o-m122': False,\n   'o-m95': False,\n   'reiterates': False,\n   'entire': False,\n   'o': False,\n   'haplogroup': False,\n   'proposed': False,\n   'asian': False,\n   'origin': False,\n   'definition': False,\n   'southern': False,\n   'hypothesizes': False,\n   'dispersals': False,\n   'neolithic': False,\n   'farmers': False,\n   'eventually': False,\n   'concluding': False,\n   'states': False,\n   'propose': False,\n   'y': False,\n   'chromosomes': False,\n   'descend': False,\n   'prehistoric': False,\n   'origins': False,\n   'southeastern': False,\n   'agriculture': False,\n   'region': False,\n   'global': False,\n   'sample': False,\n   'consisted': False,\n   '>': False,\n   '2,500': False,\n   'males': False,\n   '39': False,\n   'populations': False,\n   'including': False,\n   'sampled': False,\n   'across': False,\n   'japanese': False,\n   'archipelago': False,\n   'pretty': False,\n   'much': False,\n   'everyone': False,\n   'warren': False,\n   'county/surrounding': False,\n   'regions': False,\n   'glens': False,\n   'falls': False,\n   'hospital': False,\n   'qualifies': False,\n   'native': False,\n   'rachel': False,\n   'ray': False,\n   'actually': False,\n   'lake': False,\n   'luzerne': False,\n   '—the': False,\n   'preceding': False,\n   'unsigned': False,\n   'comment': False,\n   'added': False,\n   '70.100.229.154': False,\n   '04:28:57': False,\n   'august': False,\n   '2007': False,\n   'hi': False,\n   'explicit': False,\n   'fenian': False,\n   'edit-warring': False,\n   'giant': False,\n   'causeway': False,\n   'terrorism': False,\n   'notability': False,\n   'rurika': False,\n   'kasuga': False,\n   'placed': False,\n   'speedily': False,\n   'person': False,\n   'people': False,\n   'band': False,\n   'club': False,\n   'company': False,\n   'web': False,\n   'indicate': False,\n   ...},\n  0)]"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true,
        "_uuid": "1e8a115201cec80a1fdda9e6896f6e618aa121bc"
      },
      "cell_type": "code",
      "source": "classifier = nltk.NaiveBayesClassifier.train(train_toxic)\nprint(\"Original Naive Bayes Algo accuracy percent:\",\n      (nltk.classify.accuracy(classifier, train_toxic))*100)\nclassifier.show_most_informative_features(50)",
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "text": "Original Naive Bayes Algo accuracy percent: 62.8792199084\nMost Informative Features\n                 fucking = True                1 : 0      =    166.2 : 1.0\n                    fuck = True                1 : 0      =    141.8 : 1.0\n                    cock = True                1 : 0      =    140.3 : 1.0\n                    dick = True                1 : 0      =     89.9 : 1.0\n                 asshole = True                1 : 0      =     83.6 : 1.0\n                 sucking = True                1 : 0      =     69.0 : 1.0\n                  sucker = True                1 : 0      =     68.1 : 1.0\n                  fucked = True                1 : 0      =     51.1 : 1.0\n                     ass = True                1 : 0      =     47.7 : 1.0\n                    shit = True                1 : 0      =     47.0 : 1.0\n                   cunts = True                1 : 0      =     40.9 : 1.0\n                      db = True                0 : 1      =     40.2 : 1.0\n                non-free = True                0 : 1      =     36.5 : 1.0\n                 unclear = True                0 : 1      =     28.9 : 1.0\n           experimenting = True                0 : 1      =     27.7 : 1.0\n                 specify = True                0 : 1      =     23.9 : 1.0\n                hesitate = True                0 : 1      =     23.3 : 1.0\n                  tagged = True                0 : 1      =     22.8 : 1.0\n                speedily = True                0 : 1      =     21.4 : 1.0\n                  filthy = True                1 : 0      =     21.2 : 1.0\n               uploading = True                0 : 1      =     21.1 : 1.0\n                  assert = True                0 : 1      =     20.5 : 1.0\n                bullshit = True                1 : 0      =     18.2 : 1.0\n                  douche = True                1 : 0      =     18.2 : 1.0\n                   drown = True                1 : 0      =     18.1 : 1.0\n                criteria = True                0 : 1      =     17.4 : 1.0\n            acknowledged = True                0 : 1      =     16.9 : 1.0\n            introduction = True                0 : 1      =     16.7 : 1.0\n                     fat = True                1 : 0      =     16.6 : 1.0\n                resolved = True                0 : 1      =     16.0 : 1.0\n                   tatoo = True                1 : 0      =     15.7 : 1.0\n                 sorrows = True                1 : 0      =     15.7 : 1.0\n              satanistic = True                1 : 0      =     15.7 : 1.0\n                   horny = True                1 : 0      =     15.2 : 1.0\n                indicate = True                0 : 1      =     15.2 : 1.0\n              explaining = True                0 : 1      =     15.1 : 1.0\n                  stupid = True                1 : 0      =     15.0 : 1.0\n                    piss = True                1 : 0      =     14.8 : 1.0\n            masturbating = True                1 : 0      =     14.5 : 1.0\n                licensed = True                0 : 1      =     14.4 : 1.0\n                   delay = True                0 : 1      =     14.4 : 1.0\n                existing = True                0 : 1      =     14.3 : 1.0\n             necessarily = True                0 : 1      =     14.1 : 1.0\n                       · = True                0 : 1      =     14.1 : 1.0\n              requesting = True                0 : 1      =     13.9 : 1.0\n                    2003 = True                0 : 1      =     13.7 : 1.0\n                     mom = True                1 : 0      =     13.7 : 1.0\n                     gay = True                1 : 0      =     13.5 : 1.0\n                 located = True                0 : 1      =     13.2 : 1.0\n                 tagging = True                0 : 1      =     13.1 : 1.0\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true,
        "_uuid": "f9056517142c497224e88eea4b109cd445e6f180"
      },
      "cell_type": "code",
      "source": "ZeroR_accuracy = 1 - sum(df_train.toxic.values)/len(df_train.toxic.values)\nprint(ZeroR_accuracy)",
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "text": "0.90415551698\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "_uuid": "d928b426f69932f989e3d4a03366e0918d71ff12"
      },
      "cell_type": "markdown",
      "source": "This is the classical bog of words approach where each word is a feature. For more about the method above go here http://www.nltk.org/book/ch06.html\nThis model performs really bad (so bad that it would perform better if you just guessed all as non toxic), I'm not surprised since kaggle challeges (the ones with prizes) often have a tricky problem. However, there is alot of room for improvement.\n"
    },
    {
      "metadata": {
        "_uuid": "d9edcc7f6cc8c60f96a06d213255eb31a4949754"
      },
      "cell_type": "markdown",
      "source": "# Ideas for how to improve\nThe above is the basic minimum and not likely to place in kaggle. To improve this, I suggest a better representation such as word2vec embedding: https://www.tensorflow.org/tutorials/word2vec   \nThis has the improvement ove the bag of words approach since word order and their inability to represent idiomatic phrases.  For example, the meanings of “Canada” and “Air” cannot be easily combined to obtain “Air Canada”. Word2Vec can give us a good vector representations of our input. Training a word2vec requires massive, and better dataset, and more computing power than I can dedicate. However, I suggest embedding our input with a pretrained one. For example: https://code.google.com/archive/p/word2vec/   \nThis one is quite powerfull, it is pretrained with google news data from a 100 Billion (emphesis on the B) words.\n\nAs for the classification, we can use any and all then compaire the results. There is good evidence to suggest that ensable models (combining multiple models) often does better than any of the individual, a long as the all the models within it can perform ok (better than the Zero Rule Algorithm). So we can keep adding models that do relitively well, and at the end take a weighted average. I've also seen a chain of residual models, where model B takes the output of model A and trains it aginst the atual output, then model C takes the output of B as input and trains aginst the actual output, and so on. Each additional model is there to learn the errors of the preceeding one."
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