proc_17_108_analysis_04_graphical_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# generate the final charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# needed imports\n",
    "from matplotlib import pyplot as plt\n",
    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.patches as mpatches\n",
    "%matplotlib inline\n",
    "\n",
    "pd.options.display.max_colwidth = 500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 21.5 s, sys: 1.06 s, total: 22.6 s\n",
      "Wall time: 22.8 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "##read in our vectorized data\n",
    "X = pd.read_csv('./proc_17_108_uniques_clustered_full.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# some useful groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X_unique = X[X['dupe_count'] == 1]\n",
    "X_dupe = X[X['dupe_count'] > 1]\n",
    "X_dupe_and_campaign = X[(X['dupe_count'] > 1) & ((X['level_0'] > -1) | (X['level_1'] > -1))]\n",
    "X_dupe_or_campaign = X[(X['dupe_count'] > 1) | ((X['level_0'] > -1) | (X['level_1'] > -1))]\n",
    "X_not_dupe_or_campaign = X[~((X['dupe_count'] > 1) | ((X['level_0'] > -1) | (X['level_1'] > -1)))]\n",
    "X_true_unique = X[(X['dupe_count'] == 1) & ((X['level_0'] == -1) & (X['level_1'] == -1))]\n",
    "X_campaign = X[(X['level_0'] > -1) | (X['level_1'] > -1)]\n",
    "X_not_campaign = X[~((X['level_0'] > -1) | (X['level_1'] > -1))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "### some sanity checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "787852.0"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_dupe_and_campaign['dupe_count'].sum()\n",
    "X_campaign['dupe_count'].sum() - X_dupe_and_campaign['dupe_count'].sum()\n",
    "X_dupe['dupe_count'].sum() - X_dupe_and_campaign['dupe_count'].sum()\n",
    "X['dupe_count'].sum() - X_dupe_or_campaign['dupe_count'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "787852.0"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_true_unique['dupe_count'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "787852.0"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_not_dupe_or_campaign['dupe_count'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jeff/anaconda3/lib/python3.6/site-packages/pandas/core/groupby.py:4036: FutureWarning: using a dict with renaming is deprecated and will be removed in a future version\n",
      "  return super(DataFrameGroupBy, self).aggregate(arg, *args, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "X_campaign_grouped = X_campaign.groupby(by=['level_0','level_1'], as_index=False)[['text_data','dupe_count']].agg(\n",
    "    {\"text_data\": lambda x: x.iloc[0], \"docid\": lambda x: x.iloc[0], 'dupe_count': 'sum'}\n",
    ")\n",
    "X_grouped = pd.concat([X_campaign_grouped, X_not_campaign], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# go through level_1 clusters and make sure they look right"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>747058</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>I support strong net neutrality backed by title 2 oversight of isps. Thank you!</td>\n",
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       "      <td>735288</td>\n",
       "      <td>1.0</td>\n",
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       "      <th>2917305</th>\n",
       "      <td>-1</td>\n",
       "      <td>77</td>\n",
       "      <td>I specifically support strong net neutrality, backed by title 2 oversight of ISP's thank you.</td>\n",
       "      <td>4949202</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2918984</th>\n",
       "      <td>-1</td>\n",
       "      <td>77</td>\n",
       "      <td>Mr. Pai,\\n\\nI support strong net neutrality backed by Title 2 oversight of ISP's. Thank you.</td>\n",
       "      <td>1585984</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2919187</th>\n",
       "      <td>-1</td>\n",
       "      <td>77</td>\n",
       "      <td>I specifically support strong Net Neutrality backed by Title 2 oversight of ISPs. Thank you!</td>\n",
       "      <td>4960523</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2921488</th>\n",
       "      <td>-1</td>\n",
       "      <td>77</td>\n",
       "      <td>I strongly support strong Net Neutrality backed by Title 2 oversight of ISPs. Thank you.</td>\n",
       "      <td>3014469</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2922704</th>\n",
       "      <td>-1</td>\n",
       "      <td>77</td>\n",
       "      <td>I specifically support strong Net Neutrality backed by Title 2 oversite of OSP's. \\n\\nThank you</td>\n",
       "      <td>689828</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2924285</th>\n",
       "      <td>-1</td>\n",
       "      <td>77</td>\n",
       "      <td>I strongly support strong net neutrality backed by Title II oversight of ISPs. Thank you.</td>\n",
       "      <td>941072</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2924549</th>\n",
       "      <td>-1</td>\n",
       "      <td>77</td>\n",
       "      <td>I specifically support strong net neutrality backed by title 2 oversight of ISPs!\\nThank you.</td>\n",
       "      <td>1122202</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2927051</th>\n",
       "      <td>-1</td>\n",
       "      <td>77</td>\n",
       "      <td>I strongly support net neutrality backed by Title 2 oversight of ISPs. Thank you.</td>\n",
       "      <td>4391041</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2929779</th>\n",
       "      <td>-1</td>\n",
       "      <td>77</td>\n",
       "      <td>I support a strong net neutrality backed by Title II oversight of ISPs.  \\nThank you.</td>\n",
       "      <td>972657</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2929918</th>\n",
       "      <td>-1</td>\n",
       "      <td>77</td>\n",
       "      <td>I support strong net neutrality backed by Title II oversight of ISPs.  Thank you!</td>\n",
       "      <td>295653</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2933067</th>\n",
       "      <td>-1</td>\n",
       "      <td>77</td>\n",
       "      <td>I support strong net neutrality backed by Title 2 oversight of ISPs. Thank you!</td>\n",
       "      <td>1978616</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2936753</th>\n",
       "      <td>-1</td>\n",
       "      <td>77</td>\n",
       "      <td>I specifically support strong net neutrality backed by Title 2 oversight of ISPs.\\n\\nThank you.</td>\n",
       "      <td>198154</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2944143</th>\n",
       "      <td>-1</td>\n",
       "      <td>77</td>\n",
       "      <td>I support strong net neutrality backed by title II oversight of ISPs.  thank you</td>\n",
       "      <td>231426</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2948819</th>\n",
       "      <td>-1</td>\n",
       "      <td>77</td>\n",
       "      <td>I specifically support strong net neutrality backed by Title 2 oversight of ISPs. Thank you.</td>\n",
       "      <td>7385308</td>\n",
       "      <td>112.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2951758</th>\n",
       "      <td>-1</td>\n",
       "      <td>77</td>\n",
       "      <td>I support strong net neutrality backed by Title 2\\nOf ISPs. Thank you.</td>\n",
       "      <td>113585</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2953812</th>\n",
       "      <td>-1</td>\n",
       "      <td>77</td>\n",
       "      <td>I support strong net neutrality backed by Title II Oversight of ISPs. Thank you.</td>\n",
       "      <td>21866348</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>377 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         level_0  level_1  \\\n",
       "2094152       -1       77   \n",
       "2095962       -1       77   \n",
       "2098661       -1       77   \n",
       "2101052       -1       77   \n",
       "2105950       -1       77   \n",
       "2106064       -1       77   \n",
       "2106901       -1       77   \n",
       "2107426       -1       77   \n",
       "2107491       -1       77   \n",
       "2107800       -1       77   \n",
       "2108615       -1       77   \n",
       "2108621       -1       77   \n",
       "2112465       -1       77   \n",
       "2115269       -1       77   \n",
       "2116568       -1       77   \n",
       "2117150       -1       77   \n",
       "2118572       -1       77   \n",
       "2119548       -1       77   \n",
       "2120843       -1       77   \n",
       "2121785       -1       77   \n",
       "2121857       -1       77   \n",
       "2122884       -1       77   \n",
       "2123018       -1       77   \n",
       "2125159       -1       77   \n",
       "2126787       -1       77   \n",
       "2130425       -1       77   \n",
       "2131193       -1       77   \n",
       "2132815       -1       77   \n",
       "2133602       -1       77   \n",
       "2134445       -1       77   \n",
       "...          ...      ...   \n",
       "2884501       -1       77   \n",
       "2886063       -1       77   \n",
       "2888306       -1       77   \n",
       "2893318       -1       77   \n",
       "2894310       -1       77   \n",
       "2894759       -1       77   \n",
       "2895585       -1       77   \n",
       "2900121       -1       77   \n",
       "2900265       -1       77   \n",
       "2906538       -1       77   \n",
       "2910535       -1       77   \n",
       "2911610       -1       77   \n",
       "2914401       -1       77   \n",
       "2915581       -1       77   \n",
       "2917305       -1       77   \n",
       "2918984       -1       77   \n",
       "2919187       -1       77   \n",
       "2921488       -1       77   \n",
       "2922704       -1       77   \n",
       "2924285       -1       77   \n",
       "2924549       -1       77   \n",
       "2927051       -1       77   \n",
       "2929779       -1       77   \n",
       "2929918       -1       77   \n",
       "2933067       -1       77   \n",
       "2936753       -1       77   \n",
       "2944143       -1       77   \n",
       "2948819       -1       77   \n",
       "2951758       -1       77   \n",
       "2953812       -1       77   \n",
       "\n",
       "                                                                                                                   text_data  \\\n",
       "2094152                                     I support strong net neutrality backed by Title II oversight of ISPs. Thank you.   \n",
       "2095962                                     I support strong net neutrality backed by title 2 oversight of ISPs.\\nThank you.   \n",
       "2098661                                     I support strong net neutrality backed by Title II oversight of ISP.  Thank you.   \n",
       "2101052                                   I support strong net neutrality. Backed by title two oversight of ISPs. Thank you.   \n",
       "2105950               Ajit Pai\\nI specifically support strong Net Neutrality backed by title 2 oversite of ISP's.\\nThank you   \n",
       "2106064                                   I strongly support net neutrality backed by Title ll oversight of ISPs. Thank you.   \n",
       "2106901                              i support strong net neutrality rules  backed by title II oversight of ISPs. thank you.   \n",
       "2107426                        I vehemently support strong Net Neutrality,  backed by Title II oversight of ISPs. Thank you.   \n",
       "2107491                              I highly support strong net neutrality backed by Title II oversight of ISPs. Thank you.   \n",
       "2107800                                    I support strong net neutrality backed by Title II oversight of ISPs.  Thank you.   \n",
       "2108615                                     I support strong Net Neutrality backed by Title II oversight of ISPs. Thank you.   \n",
       "2108621                        I specifically support Strong Net Neutrality backed by Title II oversight of ISPs. Thank you.   \n",
       "2112465                                    I support strong net neutrality backed by title two oversight of ISPs. Thank you.   \n",
       "2115269                                      i support strong net neutrality backed by title 2 oversight of ISPs. Thank you!   \n",
       "2116568                                     I support strong net neutrality backed by Title 2 oversight of ISPs. \\nThank you   \n",
       "2117150                                   I support strong net neutrality backed by Title II oversight of ISPs.   Thank you.   \n",
       "2118572                                 I strongly support net neutrality backed by title 2 oversight of ISPs.\\n\\nThank you.   \n",
       "2119548                     I support STRONG net neutrality backed by Title II oversight of ISPs. Thank you.\\nAlexis Simpson   \n",
       "2120843                       Ajit Pai,\\nI support strong net neutrality backed by Title II oversight of ISP's. \\nThank you.   \n",
       "2121785                                 I support STRONG net neutrality, backed by Title II oversight of ISPs.  \\nThank you.   \n",
       "2121857                                     I support strong net neutrality backed by title 2 oversight of ISPs. \\nThank you   \n",
       "2122884                                 I support strong Net Neutrality backed by Title II oversight of ISPs. \\n\\nThank you.   \n",
       "2123018                                  I specific support strong net neutrality backed by Title II of ISPs. \\n\\nThank you.   \n",
       "2125159                           I support strong net neutrality backed by Title II oversight of ISP's.\\n\\nThank you,\\nZach   \n",
       "2126787                       I specifically support strong net nuetrality backed by title two oversight of ISPs. Thank you.   \n",
       "2130425                                      I support strong net neutrailty backed by title 2 oversight of ISPs. Thank you.   \n",
       "2131193                      I specifically support strong Net Neutrality backed by Title 2 oversight of ISPs.\\n\\nThank you.   \n",
       "2132815                                       I support STRONG NET NEUTRALITY backed by Title 2 oversight of ISPs. Thank you   \n",
       "2133602                       I specifically support strong net neutrality backed by Title II oversight of ISPs.  Thank you.   \n",
       "2134445                                     I support STRONG Net Neutrality backed by Title II oversight of ISPs. Thank you.   \n",
       "...                                                                                                                      ...   \n",
       "2884501                                     I support strong net neutrality, backed by title 2 oversight of ISP's. Thank you   \n",
       "2886063                           I explicitly support strong Net Neutrality backed by Title 2 oversight of ISPs. Thank you.   \n",
       "2888306                                   I support strong Net Neutrality backed by Title II oversight of ISP’s.  Thank you.   \n",
       "2893318                                    I support strong Net Neutrality, backed by Title II oversight of ISPs. Thank you!   \n",
       "2894310                                    I support strong Net Neutrality, backed by Title II oversight of ISPs. Thank you.   \n",
       "2894759                                      I support strong net neutrality, backed by Title 2 oversite of ISPs. Thank you.   \n",
       "2895585                      I support strong net neutrality backed by title 2 oversight of ISP's. \\nThank you, Gail Vasquez   \n",
       "2900121                                  I support strong NET NEUTRALITY backed by TITLE 2 oversight of ISPs. \\n\\nThank you!   \n",
       "2900265                                 I support strong net neutrality backed by title II oversight of ISPs. \\n\\nThank you,   \n",
       "2906538  Dear Ajit Pai,\\n\\nI specifically support strong net neutrality backed by Title II oversight of ISPs. \\n\\nThank you.   \n",
       "2910535                                      I support strong net neutrality backed by title 2 oversight of isps. Thank you!   \n",
       "2911610                     I support strong net neutrality backed by title 2 oversight of ISP's. \\nThank you\\nLinda Solomon   \n",
       "2914401                   I specifically support strong net neutrality backed by title II oversight of ISP's. \\n\\nThank you.   \n",
       "2915581                               I support strong net neutrality rules backed by Title II oversight of ISPs. Thank you.   \n",
       "2917305                        I specifically support strong net neutrality, backed by title 2 oversight of ISP's thank you.   \n",
       "2918984                         Mr. Pai,\\n\\nI support strong net neutrality backed by Title 2 oversight of ISP's. Thank you.   \n",
       "2919187                         I specifically support strong Net Neutrality backed by Title 2 oversight of ISPs. Thank you!   \n",
       "2921488                             I strongly support strong Net Neutrality backed by Title 2 oversight of ISPs. Thank you.   \n",
       "2922704                      I specifically support strong Net Neutrality backed by Title 2 oversite of OSP's. \\n\\nThank you   \n",
       "2924285                            I strongly support strong net neutrality backed by Title II oversight of ISPs. Thank you.   \n",
       "2924549                        I specifically support strong net neutrality backed by title 2 oversight of ISPs!\\nThank you.   \n",
       "2927051                                    I strongly support net neutrality backed by Title 2 oversight of ISPs. Thank you.   \n",
       "2929779                                I support a strong net neutrality backed by Title II oversight of ISPs.  \\nThank you.   \n",
       "2929918                                    I support strong net neutrality backed by Title II oversight of ISPs.  Thank you!   \n",
       "2933067                                      I support strong net neutrality backed by Title 2 oversight of ISPs. Thank you!   \n",
       "2936753                      I specifically support strong net neutrality backed by Title 2 oversight of ISPs.\\n\\nThank you.   \n",
       "2944143                                     I support strong net neutrality backed by title II oversight of ISPs.  thank you   \n",
       "2948819                         I specifically support strong net neutrality backed by Title 2 oversight of ISPs. Thank you.   \n",
       "2951758                                               I support strong net neutrality backed by Title 2\\nOf ISPs. Thank you.   \n",
       "2953812                                     I support strong net neutrality backed by Title II Oversight of ISPs. Thank you.   \n",
       "\n",
       "            docid  dupe_count  \n",
       "2094152    459686        40.0  \n",
       "2095962   4448084         4.0  \n",
       "2098661    489024         1.0  \n",
       "2101052  22095888         1.0  \n",
       "2105950    342599         1.0  \n",
       "2106064    482797         1.0  \n",
       "2106901    400707         1.0  \n",
       "2107426   2162701         1.0  \n",
       "2107491   2152703         1.0  \n",
       "2107800    319078        10.0  \n",
       "2108615    181219         5.0  \n",
       "2108621   1934246         1.0  \n",
       "2112465    765468         1.0  \n",
       "2115269    184114         1.0  \n",
       "2116568    379230         2.0  \n",
       "2117150   1172799         1.0  \n",
       "2118572    966741         2.0  \n",
       "2119548    637303         1.0  \n",
       "2120843    220520         1.0  \n",
       "2121785    134742         1.0  \n",
       "2121857    591056         1.0  \n",
       "2122884    482637        15.0  \n",
       "2123018    883401         1.0  \n",
       "2125159    158886         1.0  \n",
       "2126787    383480         1.0  \n",
       "2130425    160213         1.0  \n",
       "2131193    381388         1.0  \n",
       "2132815    912101         1.0  \n",
       "2133602    275621         4.0  \n",
       "2134445   4972032         1.0  \n",
       "...           ...         ...  \n",
       "2884501    453731         1.0  \n",
       "2886063   4444566         1.0  \n",
       "2888306   2163311         1.0  \n",
       "2893318   1090702         1.0  \n",
       "2894310    281005         1.0  \n",
       "2894759    180708         1.0  \n",
       "2895585    278783         1.0  \n",
       "2900121     75719         1.0  \n",
       "2900265   1162052         1.0  \n",
       "2906538    747058         1.0  \n",
       "2910535    356425         1.0  \n",
       "2911610    330397         1.0  \n",
       "2914401    263485         1.0  \n",
       "2915581    735288         1.0  \n",
       "2917305   4949202         4.0  \n",
       "2918984   1585984         1.0  \n",
       "2919187   4960523         1.0  \n",
       "2921488   3014469         2.0  \n",
       "2922704    689828         1.0  \n",
       "2924285    941072         1.0  \n",
       "2924549   1122202         1.0  \n",
       "2927051   4391041         8.0  \n",
       "2929779    972657         1.0  \n",
       "2929918    295653         5.0  \n",
       "2933067   1978616         2.0  \n",
       "2936753    198154         2.0  \n",
       "2944143    231426         1.0  \n",
       "2948819   7385308       112.0  \n",
       "2951758    113585         1.0  \n",
       "2953812  21866348         1.0  \n",
       "\n",
       "[377 rows x 5 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X[X['level_1'] == 77]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>level_0</th>\n",
       "      <th>level_1</th>\n",
       "      <th>text_data</th>\n",
       "      <th>docid</th>\n",
       "      <th>dupe_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2827552</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>Save net neutrality! I am worried that the protections that are in place will be weakened if we change the way they are enforced. I do not support losing any protections, and I do not trust big companies to look out for my best interests. That's YOUR JOB!</td>\n",
       "      <td>5937585</td>\n",
       "      <td>108861.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2728290</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>Please Save Net Neutrality and Title ll rules. As a freelance translator I rely on internet spped to do my work and corporations would interfere with my searches if given the change. Do the right thing and keep the needed regulations. Thank you.</td>\n",
       "      <td>5321492</td>\n",
       "      <td>108960.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2549416</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>We should not leave the ability for small companies to compete with large online businesses up to the whims of our internet providers. It is out responsibility to defend our right to free market competition. IF THENEWSEARCHENGINE  is better than Google, Google's wealth should not strike down the new engine if our internet providers choose not to be benevolent. Save net neutrality.</td>\n",
       "      <td>3165762</td>\n",
       "      <td>109122.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2313267</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>make sure net neutrality does not dissapear. It is the only thing saving the internet at this moment. If it is removed many webservices will be at risk.</td>\n",
       "      <td>4299347</td>\n",
       "      <td>109160.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2577166</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>Dear Ladies and Gentlemen. Net neutrality is a serious topic. Please do not implement weakend regulations. TO keep it short and save my breath: All possible negative scenarios were discussed in the past. More than that: some of them were getting reality and thus the discussion started back in 2010/ So please keep it as it is and do something useful.</td>\n",
       "      <td>5916557</td>\n",
       "      <td>109419.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2155459</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>Please save the internet from the corporations. Tom Wheeler was right. Let the new neutrality stand.</td>\n",
       "      <td>5303734</td>\n",
       "      <td>109425.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2942086</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>As a concerned taxpayer and consumer, I am writing to urge the FCC to set the internet free and remove the inappropriate, unnecessary and overly vast regulations currently holding back the full potential of the internet. Due to the grip of the utility-style regulations imposed under the previous Commission, taxpayers have been put at risk, the threat of new fees on consumer bills still looms large, investment in internet infrastructure has not realized its full potential, innovations have go...</td>\n",
       "      <td>21033427</td>\n",
       "      <td>122772.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2681425</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>Before leaving office, the Obama Administration rammed through a massive scheme that gave the federal government broad regulatory control over the internet. That misguided policy decision is threatening innovation and hurting broadband investment in one of the largest and most important sectors of the U.S. economy.\\n \\nI support the Federal Communications CommissionÍs decision to roll back Title II and allow for free market principles to guide our digital economy.</td>\n",
       "      <td>18738358</td>\n",
       "      <td>137549.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>As an Internet user, I'm asking the FCC to protect the net neutrality protections currently in place. \\n\\nThe FCC should throw out Chairman Ajit Pai's proposal to give the ISP monopolies like Comcast, AT&amp;T, and Verizon the authority to create Internet fast lanes, stripping Internet users of the meaningful access and privacy protections we fought for and just recently won. \\n\\nI'm concerned about ISPs being allowed to discriminate against certain types of data or websites, because users will ...</td>\n",
       "      <td>1136434</td>\n",
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       "      <th>137</th>\n",
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       "      <td>Cable and phone companies provide access to the internet. They're telecommunications carriers. They do not (and should not) have the right to censor or slow down my speech and my access to online content. When I use my broadband service, I decide who I communicate with and what information I transmit. I want the FCC to retain the ability to stop my internet service provider from interfering with my communications choices. The courts have already told the FCC that to do this, ISPs must remain...</td>\n",
       "      <td>8985247</td>\n",
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       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>In 2015, wealthy leftist billionaires and powerful Silicon Valley monopolies took the internet out of the hands of the people and placed it firmly under the thumb of the federal the government, monopolies like Google and global billionaires like George Soros. Not surprisingly, today ObamaÕs new Internet gatekeepers are censoring our viewpoints, banning our online activities and silencing dissenting voices. As Google Chairman Eric Schmidt admitted, ÒWeÕre not arguing for censorship, weÕre arg...</td>\n",
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       "      <td>The Open Internet rules (net neutrality) are extremely important to me. I don't want the ISP to have the power to block websites, slow them down, give some sites advantage on others, or split the internet into fast lanes for companies that pay and slow lanes for the rest. The internet is our access to knowledge and bridge between cultures and people. Don't let outside forces try to control / restrict it.</td>\n",
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       "      <td>-1</td>\n",
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       "      <td>The Open Internet rules (net neutrality) are extremely important to me. I don't want the ISP to have the power to block websites, slow them down, give some sites advantage on others, or split the internet into fast lanes for companies that pay and slow lanes for the rest. Don't allow the Trump administration control the media streaming and then make only his NEWS On July 12, we should show the world how we Fight for The Future. I hope all media outlets join us. Thank you</td>\n",
       "      <td>6251632</td>\n",
       "      <td>217704.0</td>\n",
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       "    <tr>\n",
       "      <th>2215015</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>Don't kill net neutrality. We deserve a free and open Internet with strong Title II rules. This will ensure that the flow of data is determined by the interests of Internet users</td>\n",
       "      <td>1548740</td>\n",
       "      <td>225264.0</td>\n",
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       "    <tr>\n",
       "      <th>2638794</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>On July 12 is the Protect Net Neutrality Day of Action! This would be the day to protect our freedom of internet and Fight to escape the control of our life by the ISPs - the corporations we all despise. Do not let them get away with this, fight For Our Future as if our life depend on it!</td>\n",
       "      <td>5072670</td>\n",
       "      <td>232710.0</td>\n",
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       "    <tr>\n",
       "      <th>2724204</th>\n",
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       "      <td>In 2015, Chairman Tom Wheelers Federal Communications Commission (FCC) imposed restrictive Title II, utility-style regulations under the guise of an open internet. Not only have these regulations inhibited innovation in the internet ecosystem, they hurt taxpayers and consumers by expanding the regulatory reach of the FCC and limiting investment in internet infrastructure. We cannot allow this revolutionary tool to be bogged down with excessive government interference.\\n \\nIt is past time ...</td>\n",
       "      <td>21076029</td>\n",
       "      <td>232844.0</td>\n",
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       "    <tr>\n",
       "      <th>2943098</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>In 2015, President Obama's FCC passed rules treating the Internet as a government regulated public utility for the first time in history. Those pushing hardest for the new rules were Silicon Valley monopolies like Google and leftist globalists like George Soros.\\n\\nGoogle in fact visited the White House more than 427 times during the Obama years. Leftist foundations like Soros' Open Society and the Ford Foundation spent almost $200 million pushing for the rule change.\\n\\nNow we know why. In ...</td>\n",
       "      <td>1642047</td>\n",
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       "    <tr>\n",
       "      <th>2880191</th>\n",
       "      <td>-1</td>\n",
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       "      <td>The current FCC regulatory scheme known as \"Title II\" represents an unprecedented increase in government control over the internet. Such over-regulation is hurting our economy and suffocating innovation.\\n \\nI support Chairman Pai's plan to return to a commonsense regulatory framework that allows for the internet to grow without useless government interference. The internet has flourished for decades without the heavy hand of government over-regulation.  It's time we return to what works.\\n</td>\n",
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       "      <td>-1</td>\n",
       "      <td>I strongly oppose Chairman Pai&amp;apos;s proposal to reverse net neutrality protections because a free and open internet is vital for our democracy, for our businesses, and for our daily lives. It would give giant internet companies the power to prioritize what we read, watch, and explore online. I won&amp;apos;t stand for it. It&amp;apos;s about my right to be heard and my right to hear others. I submit my public comment to oppose Chairman Pai&amp;apos;s proposal to reverse net neutrality protections.</td>\n",
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       "      <td>Before leaving office, the Obama Administration rammed through a massive scheme that gave the federal government broad regulatory control over the internet. That misguided policy decision is threatening innovation and hurting broadband investment in one of the largest and most important sectors of the U.S. economy.\\n \\nI support the Federal Communications Commissions decision to roll back Title II and allow for free market principles to guide our digital economy.</td>\n",
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       "      <td>Obama's Federal Communications Commission (FCC) forced regulations on the internet that put the government, and unaccountable bureaucrats, in control. These rules have cost taxpayers, slowed down broadband infrastructure investment, and hindered competition and choice for Americans. The time to remove the regulatory stranglehold on the internet is NOW.\\n\\nI urge the taxpayer-funded FCC to undo the terrible regulatory burdens that ex-FCC Chairman Tom Wheeler imposed on the internet. After 20 ...</td>\n",
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       "      <td>As a concerned taxpayer and consumer, I am writing to urge the FCC to set the internet free and remove the inappropriate, unnecessary and overly vast regulations currently holding back the full potential of the internet. Due to the grip of the utility-style regulations imposed under the previous Commission, taxpayers have been put at risk, the threat of new fees on consumer bills still looms large, investment in internet infrastructure has not realized its full potential, innovations have go...</td>\n",
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       "      <td>-1</td>\n",
       "      <td>35</td>\n",
       "      <td>\"Dear FCC Commissioner ,\\n \\n The Obama-era FCC regulations known as \"\"Title II\"\" enable the federal government to exert an extraordinary and unnecessary amount of regulatory control over the internet. This bureaucratic overreach impedes innovation, stifles investment and continues to create economic uncertainty for one of the largest sectors of the U.S. economy.\\n \\n I support Chairman Pai's proposal to roll back Title II and restore the sensible regulatory framework that enjoyed broad bipa...</td>\n",
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       "      <td>Before leaving office, the Obama Administration rammed through a massive scheme that gave the federal government broad regulatory control over the internet. That misguided policy decision is threatening innovation and hurting broadband investment in one of the largest and most important sectors of the U.S. economy.\\n \\nI support the Federal Communications Commission's decision to roll back Title II and allow for free market principles to guide our digital economy.</td>\n",
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       "      <td>The current FCC regulatory scheme known as \"Title II\" represents an unprecedented increase in government control over the internet. Such over-regulation is hurting our economy and suffocating innovation.\\n \\nI support Chairman Pai's plan to return to a commonsense regulatory framework that allows for the internet to grow without useless government interference. The internet has flourished for decades without the heavy hand of government over-regulation.  Its time we return to what works.</td>\n",
       "      <td>20253976</td>\n",
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       "      <td>The unprecedented regulatory power the Obama Administration imposed on the internet is smothering innovation, damaging the American economy and obstructing job creation. I urge the Federal Communications Commission to end the bureaucratic regulatory overreach of the internet known as Title II and restore the bipartisan light-touch regulatory consensus that enabled the internet to flourish for more than 20 years. The plan currently under consideration at the FCC to repeal Obama's Title II pow...</td>\n",
       "      <td>6498985</td>\n",
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       "      <th>2926461</th>\n",
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       "      <td>In 2015, Chairman Tom Wheelers Federal Communications Commission (FCC) imposed restrictive Title II, utility-style regulations under the guise of an open internet. Not only have these regulations inhibited innovation in the internet ecosystem, they hurt taxpayers and consumers by expanding the regulatory reach of the FCC and limiting investment in internet infrastructure. We cannot allow this revolutionary tool to be bogged down with excessive government interference.\\n \\nIt is past time ...</td>\n",
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       "      <th>139</th>\n",
       "      <td>14</td>\n",
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       "      <td>To the Federal Communications Commission:  My comments re: Internet Freedom. I'd like to demand the Federal Communications Commission to repeal The previous administration's plan to control the web. Citizens, rather than so-called experts, should be free to purchase whichever applications we prefer. The previous administration's plan to control the web is a perversion of the open Internet. It ended a pro-consumer approach that functioned very, very well for a long time with Republican and De...</td>\n",
       "      <td>3520966</td>\n",
       "      <td>1384869.0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&amp;T blocked FaceTime, T...</td>\n",
       "      <td>9107566</td>\n",
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       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>I am in favor of strong net neutrality under Title II of the Telecommunications Act.\\n\\n\\nSincerely,\\nDavid Dugan</td>\n",
       "      <td>14226916</td>\n",
       "      <td>7542184.0</td>\n",
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       "  </tbody>\n",
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       "</div>"
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       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   text_data  \\\n",
       "2827552                                                                                                                                                                                                                                                      Save net neutrality! I am worried that the protections that are in place will be weakened if we change the way they are enforced. I do not support losing any protections, and I do not trust big companies to look out for my best interests. That's YOUR JOB!   \n",
       "2728290                                                                                                                                                                                                                                                                Please Save Net Neutrality and Title ll rules. As a freelance translator I rely on internet spped to do my work and corporations would interfere with my searches if given the change. Do the right thing and keep the needed regulations. Thank you.   \n",
       "2549416                                                                                                                      We should not leave the ability for small companies to compete with large online businesses up to the whims of our internet providers. It is out responsibility to defend our right to free market competition. IF THENEWSEARCHENGINE  is better than Google, Google's wealth should not strike down the new engine if our internet providers choose not to be benevolent. Save net neutrality.   \n",
       "2313267                                                                                                                                                                                                                                                                                                                                                             make sure net neutrality does not dissapear. It is the only thing saving the internet at this moment. If it is removed many webservices will be at risk.   \n",
       "2577166                                                                                                                                                      Dear Ladies and Gentlemen. Net neutrality is a serious topic. Please do not implement weakend regulations. TO keep it short and save my breath: All possible negative scenarios were discussed in the past. More than that: some of them were getting reality and thus the discussion started back in 2010/ So please keep it as it is and do something useful.   \n",
       "2155459                                                                                                                                                                                                                                                                                                                                                                                                                 Please save the internet from the corporations. Tom Wheeler was right. Let the new neutrality stand.   \n",
       "2942086  As a concerned taxpayer and consumer, I am writing to urge the FCC to set the internet free and remove the inappropriate, unnecessary and overly vast regulations currently holding back the full potential of the internet. Due to the grip of the utility-style regulations imposed under the previous Commission, taxpayers have been put at risk, the threat of new fees on consumer bills still looms large, investment in internet infrastructure has not realized its full potential, innovations have go...   \n",
       "2681425                                 Before leaving office, the Obama Administration rammed through a massive scheme that gave the federal government broad regulatory control over the internet. That misguided policy decision is threatening innovation and hurting broadband investment in one of the largest and most important sectors of the U.S. economy.\\n \\nI support the Federal Communications CommissionÍs decision to roll back Title II and allow for free market principles to guide our digital economy.   \n",
       "127      As an Internet user, I'm asking the FCC to protect the net neutrality protections currently in place. \\n\\nThe FCC should throw out Chairman Ajit Pai's proposal to give the ISP monopolies like Comcast, AT&T, and Verizon the authority to create Internet fast lanes, stripping Internet users of the meaningful access and privacy protections we fought for and just recently won. \\n\\nI'm concerned about ISPs being allowed to discriminate against certain types of data or websites, because users will ...   \n",
       "137      Cable and phone companies provide access to the internet. They're telecommunications carriers. They do not (and should not) have the right to censor or slow down my speech and my access to online content. When I use my broadband service, I decide who I communicate with and what information I transmit. I want the FCC to retain the ability to stop my internet service provider from interfering with my communications choices. The courts have already told the FCC that to do this, ISPs must remain...   \n",
       "2682511  In 2015, wealthy leftist billionaires and powerful Silicon Valley monopolies took the internet out of the hands of the people and placed it firmly under the thumb of the federal the government, monopolies like Google and global billionaires like George Soros. Not surprisingly, today ObamaÕs new Internet gatekeepers are censoring our viewpoints, banning our online activities and silencing dissenting voices. As Google Chairman Eric Schmidt admitted, ÒWeÕre not arguing for censorship, weÕre arg...   \n",
       "15                                                                                                   The Open Internet rules (net neutrality) are extremely important to me. I don't want the ISP to have the power to block websites, slow them down, give some sites advantage on others, or split the internet into fast lanes for companies that pay and slow lanes for the rest. The internet is our access to knowledge and bridge between cultures and people. Don't let outside forces try to control / restrict it.   \n",
       "2096135                          The Open Internet rules (net neutrality) are extremely important to me. I don't want the ISP to have the power to block websites, slow them down, give some sites advantage on others, or split the internet into fast lanes for companies that pay and slow lanes for the rest. Don't allow the Trump administration control the media streaming and then make only his NEWS On July 12, we should show the world how we Fight for The Future. I hope all media outlets join us. Thank you   \n",
       "2215015                                                                                                                                                                                                                                                                                                                                   Don't kill net neutrality. We deserve a free and open Internet with strong Title II rules. This will ensure that the flow of data is determined by the interests of Internet users   \n",
       "2638794                                                                                                                                                                                                                    On July 12 is the Protect Net Neutrality Day of Action! This would be the day to protect our freedom of internet and Fight to escape the control of our life by the ISPs - the corporations we all despise. Do not let them get away with this, fight For Our Future as if our life depend on it!   \n",
       "2724204  In 2015, Chairman Tom Wheelers Federal Communications Commission (FCC) imposed restrictive Title II, utility-style regulations under the guise of an open internet. Not only have these regulations inhibited innovation in the internet ecosystem, they hurt taxpayers and consumers by expanding the regulatory reach of the FCC and limiting investment in internet infrastructure. We cannot allow this revolutionary tool to be bogged down with excessive government interference.\\n \\nIt is past time ...   \n",
       "2943098  In 2015, President Obama's FCC passed rules treating the Internet as a government regulated public utility for the first time in history. Those pushing hardest for the new rules were Silicon Valley monopolies like Google and leftist globalists like George Soros.\\n\\nGoogle in fact visited the White House more than 427 times during the Obama years. Leftist foundations like Soros' Open Society and the Ford Foundation spent almost $200 million pushing for the rule change.\\n\\nNow we know why. In ...   \n",
       "2880191      The current FCC regulatory scheme known as \"Title II\" represents an unprecedented increase in government control over the internet. Such over-regulation is hurting our economy and suffocating innovation.\\n \\nI support Chairman Pai's plan to return to a commonsense regulatory framework that allows for the internet to grow without useless government interference. The internet has flourished for decades without the heavy hand of government over-regulation.  It's time we return to what works.\\n   \n",
       "2635397         I strongly oppose Chairman Pai&apos;s proposal to reverse net neutrality protections because a free and open internet is vital for our democracy, for our businesses, and for our daily lives. It would give giant internet companies the power to prioritize what we read, watch, and explore online. I won&apos;t stand for it. It&apos;s about my right to be heard and my right to hear others. I submit my public comment to oppose Chairman Pai&apos;s proposal to reverse net neutrality protections.   \n",
       "2577835                                 Before leaving office, the Obama Administration rammed through a massive scheme that gave the federal government broad regulatory control over the internet. That misguided policy decision is threatening innovation and hurting broadband investment in one of the largest and most important sectors of the U.S. economy.\\n \\nI support the Federal Communications Commissions decision to roll back Title II and allow for free market principles to guide our digital economy.   \n",
       "2358517  Obama's Federal Communications Commission (FCC) forced regulations on the internet that put the government, and unaccountable bureaucrats, in control. These rules have cost taxpayers, slowed down broadband infrastructure investment, and hindered competition and choice for Americans. The time to remove the regulatory stranglehold on the internet is NOW.\\n\\nI urge the taxpayer-funded FCC to undo the terrible regulatory burdens that ex-FCC Chairman Tom Wheeler imposed on the internet. After 20 ...   \n",
       "2713771  As a concerned taxpayer and consumer, I am writing to urge the FCC to set the internet free and remove the inappropriate, unnecessary and overly vast regulations currently holding back the full potential of the internet. Due to the grip of the utility-style regulations imposed under the previous Commission, taxpayers have been put at risk, the threat of new fees on consumer bills still looms large, investment in internet infrastructure has not realized its full potential, innovations have go...   \n",
       "35       \"Dear FCC Commissioner ,\\n \\n The Obama-era FCC regulations known as \"\"Title II\"\" enable the federal government to exert an extraordinary and unnecessary amount of regulatory control over the internet. This bureaucratic overreach impedes innovation, stifles investment and continues to create economic uncertainty for one of the largest sectors of the U.S. economy.\\n \\n I support Chairman Pai's proposal to roll back Title II and restore the sensible regulatory framework that enjoyed broad bipa...   \n",
       "2899252                                 Before leaving office, the Obama Administration rammed through a massive scheme that gave the federal government broad regulatory control over the internet. That misguided policy decision is threatening innovation and hurting broadband investment in one of the largest and most important sectors of the U.S. economy.\\n \\nI support the Federal Communications Commission's decision to roll back Title II and allow for free market principles to guide our digital economy.   \n",
       "2639190        The current FCC regulatory scheme known as \"Title II\" represents an unprecedented increase in government control over the internet. Such over-regulation is hurting our economy and suffocating innovation.\\n \\nI support Chairman Pai's plan to return to a commonsense regulatory framework that allows for the internet to grow without useless government interference. The internet has flourished for decades without the heavy hand of government over-regulation.  Its time we return to what works.   \n",
       "24       The unprecedented regulatory power the Obama Administration imposed on the internet is smothering innovation, damaging the American economy and obstructing job creation. I urge the Federal Communications Commission to end the bureaucratic regulatory overreach of the internet known as Title II and restore the bipartisan light-touch regulatory consensus that enabled the internet to flourish for more than 20 years. The plan currently under consideration at the FCC to repeal Obama's Title II pow...   \n",
       "2926461  In 2015, Chairman Tom Wheelers Federal Communications Commission (FCC) imposed restrictive Title II, utility-style regulations under the guise of an open internet. Not only have these regulations inhibited innovation in the internet ecosystem, they hurt taxpayers and consumers by expanding the regulatory reach of the FCC and limiting investment in internet infrastructure. We cannot allow this revolutionary tool to be bogged down with excessive government interference.\\n \\nIt is past time ...   \n",
       "139      To the Federal Communications Commission:  My comments re: Internet Freedom. I'd like to demand the Federal Communications Commission to repeal The previous administration's plan to control the web. Citizens, rather than so-called experts, should be free to purchase whichever applications we prefer. The previous administration's plan to control the web is a perversion of the open Internet. It ended a pro-consumer approach that functioned very, very well for a long time with Republican and De...   \n",
       "125      The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&T blocked FaceTime, T...   \n",
       "128                                                                                                                                                                                                                                                                                                                                                                                                        I am in favor of strong net neutrality under Title II of the Telecommunications Act.\\n\\n\\nSincerely,\\nDavid Dugan   \n",
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       "2096135   6251632    217704.0  \n",
       "2215015   1548740    225264.0  \n",
       "2638794   5072670    232710.0  \n",
       "2724204  21076029    232844.0  \n",
       "2943098   1642047    246371.0  \n",
       "2880191  14114551    307468.0  \n",
       "2635397   7298284    336066.0  \n",
       "2577835  19573578    370000.0  \n",
       "2358517   4516054    379644.0  \n",
       "2713771   7035020    422042.0  \n",
       "35        4948078    532493.0  \n",
       "2899252  17708055    545551.0  \n",
       "2639190  20253976    550000.0  \n",
       "24        6498985    818146.0  \n",
       "2926461  20228782   1096832.0  \n",
       "139       3520966   1384869.0  \n",
       "125       9107566   1544149.0  \n",
       "128      14226916   7542184.0  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "graph_df = X_grouped.sort_values('dupe_count')\n",
    "graph_df.iloc[-30:,:] # use this to read through comment clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## with clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'The internet has been one of the greatest drivers of economic growth, job creation and innovation in our lifetimes. Unfortunately, the rules governing how the internet is regulated are largely being decided by whoever is the Chair of the FCC. I agree with the current FCC that the internet should not be regulated under a law created 80 years ago and that it creates uncertainty for internet users and the companies that invest billions of dollars into the internet economy. \\n\\nThe FCC’s move to get rid of the rules that unfairly and heavy-handedly enforced these principles is a necessary first step. But, now Congress needs to act so that open internet protections for consumers remain strong and consistent. I am writing today to encourage you to work with other members of Congress to pass bipartisan legislation that would codify the principles of transparency, no blocking, no censorship, and no discriminatory throttling and apply them to all internet companies. This is the best solution to provide the stability and certainty that the internet needs to continue thriving as it has for decades. \\n'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "graph_df.loc[2483935,'text_data']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "plt.style.use('bmh')\n",
    "str_length = 23\n",
    "graph_df['text_abbrev'] = X_grouped['text_data'].str[:str_length] + '...'\n",
    "graph_df['repeal'] = False\n",
    "#went through and manually labelled the top 300\n",
    "repeal_indices = [139,2926461,24,2639190,2899252,35,2713771,2358517,2577835,2880191,2943098,2724204,2682511,2681425,2942086,\n",
    "                 2757498, 2732803, 2792143, 2836091,\n",
    "                 2714323, 2710881, 2790712, 2613548, 2587060, 2611167, 2884308, 2848587, 2851142, 2457853, 2946556, 2705024, 2765939, 2298869, 2533335, 2917048, 2874887,\n",
    "                 2799976, 130, 2949926, 2599345, 2230162, 2445319,\n",
    "                 2701858, 2882821, 23, 27, 2790584, 32,\n",
    "                 2447528, 2491431, 2547231, 2483935, 2654239, 2782375, 2522295, 2882821, 2701858, 23,\n",
    "                 2546864, 2556919, 2470983, 2352458, 2447528, 2491431, 2547231, 2483935,\n",
    "                 2466661, 136\n",
    "                 ]\n",
    "for index in repeal_indices:\n",
    "    graph_df.loc[index,'repeal'] = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BwcGiS7AK48xYKmfGUjkzlsqZsRTOi6VyZqwcN/9sSu3YsaPoEqzC9PX1FV2CVRhnxlI5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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fce4e339b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_top = 20\n",
    "num_string = '20'\n",
    "plt.figure(1, figsize=(20, 10))\n",
    "#graph_df_t = graph_df[~((X['level_0'] > -1) | (X['level_1'] > -1))]\n",
    "graph_df_t = graph_df\n",
    "graph_df_t = graph_df_t[-1*num_top:]\n",
    "\n",
    "objects = graph_df_t['text_abbrev']\n",
    "y_pos = np.arange(len(objects))\n",
    "doc_count = graph_df_t['dupe_count']\n",
    "\n",
    "colors = []\n",
    "\n",
    "def row_to_color(row):\n",
    "    if row['repeal'] and (row['level_0'] > -1 or row['level_1'] > -1): #manually clustered\n",
    "        return '#FF5555'\n",
    "    elif row['repeal'] and (row['level_0'] == -1 and row['level_1'] == -1): #dupe\n",
    "        return '#990000'\n",
    "    elif not row['repeal'] and (row['level_0'] > -1 or row['level_1'] > -1):  #manually clustered\n",
    "        return '#55FF55'\n",
    "    elif not row['repeal'] and (row['level_0'] == -1 and row['level_1'] == -1): #dupe\n",
    "        return '#009900'\n",
    "    else:\n",
    "        return '#000000'\n",
    "\n",
    "for index, row in graph_df_t.iterrows():\n",
    "    colors.append(row_to_color(row))\n",
    "\n",
    "plt.barh(y_pos, doc_count, align='center', alpha=1.0, color=colors, edgecolor='k')\n",
    "#plt.xticks( np.arange(0, 8000000, 1000000) )\n",
    "plt.yticks(y_pos, objects)\n",
    "plt.xlabel('Document Count')\n",
    "plt.title('Top {} Net Neutrality \\'Campaigns\\''.format(num_string))\n",
    "\n",
    "# legend\n",
    "patch1 = mpatches.Patch(color='#005500', label='keep-NN, exact duplicate')\n",
    "patch2 = mpatches.Patch(color='#55FF55', label='keep-NN, clustered')\n",
    "patch3 = mpatches.Patch(color='#550000', label='repeal-NN, exact duplicate')\n",
    "patch4 = mpatches.Patch(color='#FF5555', label='repeal-NN, clustered')\n",
    "plt.legend(handles=[patch1,patch2,patch3,patch4])\n",
    "\n",
    "plt.savefig('top20campaigns.png', bbox_inches='tight')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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RJRDpYkZJdcwoqY4ZJTMwc04zGmQgxSOlzv7UpiF14sQJ9O7dG3v27EFRURFe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LAAAg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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fce4e066400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_top = 300\n",
    "num_string = '300'\n",
    "plt.figure(1, figsize=(20, 10))\n",
    "#graph_df_t = graph_df[~((X['level_0'] > -1) | (X['level_1'] > -1))]\n",
    "graph_df_t = graph_df\n",
    "graph_df_t = graph_df_t[-1*num_top:]\n",
    "graph_df_t = graph_df_t.sort_values(['dupe_count'], ascending=False)\n",
    "\n",
    "objects = graph_df_t['text_abbrev']\n",
    "y_pos = np.arange(len(objects))\n",
    "doc_count = graph_df_t['dupe_count']\n",
    "\n",
    "colors = []\n",
    "\n",
    "def row_to_color(row):\n",
    "    if row['repeal'] and (row['level_0'] > -1 or row['level_1'] > -1): #manually clustered\n",
    "        return '#FF5555'\n",
    "    elif row['repeal'] and (row['level_0'] == -1 and row['level_1'] == -1): #dupe\n",
    "        return '#990000'\n",
    "    elif not row['repeal'] and (row['level_0'] > -1 or row['level_1'] > -1):  #manually clustered\n",
    "        return '#55FF55'\n",
    "    elif not row['repeal'] and (row['level_0'] == -1 and row['level_1'] == -1): #dupe\n",
    "        return '#009900'\n",
    "    else:\n",
    "        return '#000000'\n",
    "\n",
    "for index, row in graph_df_t.iterrows():\n",
    "    colors.append(row_to_color(row))\n",
    "\n",
    "plt.bar(y_pos, doc_count, align='center', alpha=1.0, color=colors, edgecolor='k')\n",
    "#plt.xticks( np.arange(0, 8000000, 1000000) )\n",
    "#plt.xticks(y_pos, y_pos)\n",
    "plt.ylabel('Document Count')\n",
    "plt.xlabel('Rank')\n",
    "plt.yscale('log')\n",
    "plt.title('Top {} Net Neutrality \\'Campaigns\\''.format(num_string))\n",
    "\n",
    "# legend\n",
    "patch1 = mpatches.Patch(color='#005500', label='keep-NN, exact duplicate')\n",
    "patch2 = mpatches.Patch(color='#55FF55', label='keep-NN, clustered')\n",
    "patch3 = mpatches.Patch(color='#550000', label='repeal-NN, exact duplicate')\n",
    "patch4 = mpatches.Patch(color='#FF5555', label='repeal-NN, clustered')\n",
    "plt.legend(handles=[patch1,patch2,patch3,patch4])\n",
    "\n",
    "plt.savefig('topXcampaigns.png', bbox_inches='tight')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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