comment_features_likelihood.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import json\n",
    "from itertools import chain\n",
    "import spacy\n",
    "import numpy as np\n",
    "from difflib import SequenceMatcher"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This section includes code to generate a score for the following questions:\n",
    "\n",
    "Is the first name realistic?\n",
    "\n",
    "Is the last name realistic? \n",
    "\n",
    "Do the name and email address match?\n",
    "\n",
    "Is this filer's name a celebrity name?\n",
    "\n",
    "Does the filer name and address information match that of an impersonated person?\n",
    "\n",
    "Is the comment from a form letter?\n",
    "\n",
    "Was the filer's email address involved in a breach?\n",
    "\n",
    "Did the filer opt for email confirmation?\n",
    "\n",
    "Did the filer supply complete address information?\n",
    "\n",
    "Do the filer's name and email address match those of any other filer(s)?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# load first 10,000 comments \n",
    "data = pd.DataFrame.from_csv('modified_ecfs_17-108_0.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# check to see if names are proper nouns, and if they refer to a person\n",
    "#note -- will need to fine-tune this. spacy is only right 85% of the time (see NER accuracy: https://spacy.io/models/en#en_core_web_md)\n",
    "nlp = spacy.load('en', entity=True) # load English module in spaCy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2 µs, sys: 1e+03 ns, total: 3 µs\n",
      "Wall time: 5.25 µs\n"
     ]
    }
   ],
   "source": [
    "%time\n",
    "first_name_obj = [nlp(i) if type(i) is str else nlp(' ') for i in chain(data['first_name'])]\n",
    "middle_name_obj = [nlp(i) if type(i) is str else nlp(' ') for i in chain(data['middle_name'])]\n",
    "last_name_obj = [nlp(i) if type(i) is str else nlp(' ') for i in chain(data['last_name'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "city_obj = [nlp(i) if type(i) is str else nlp(' ') for i in chain(data['city'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "city_score = [1 if i[0].pos_ == 'SPACE' or i[0].ent_type_ == 'PROPN GPE' or i[0].ent_type == 'NOUN GPE' else 0 \n",
    " for i in chain(city_obj)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# feature scores for names (check part of speech tag)\n",
    "# not using middle names because most people don't provide middle name\n",
    "first_name_score = [1 if i[0].pos_ == 'PROPN'  or i[0].ent_type_ == 'PERSON' else 0 for i in chain(first_name_obj)]\n",
    "last_name_score = [1 if i[0].pos_ == 'PROPN' or i[0].ent_type_ == 'PERSON' else 0 for i in chain(last_name_obj)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# check similarity between email addresses and names by counting number of instances of characters in each \n",
    "# convert names and email addresses to lowercase to facilitate comparision\n",
    "# eliminate '@' and everything after \n",
    "valid_emails = [i.lower() if type(i) is str else '@ ' for i in chain(data['email'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "email_split = [email.partition('@') for email in chain(valid_emails)]\n",
    "email_head = [head[0] for head in chain(email_split)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# combine names to make full name\n",
    "names = [str(name).lower() for name in data['first_name']+ data['middle_name'] +data['last_name']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def similar(arr):\n",
    "    string1 = arr[0].lower(); string2 = arr[1].lower()\n",
    "    return SequenceMatcher(None, string1, string2).ratio()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "email_name_arr = np.vstack([email_head,names]).T\n",
    "email_match_score = [similar(row) for row in email_name_arr]\n",
    "email_match = [1 if score > 0.5 else 0 for score in email_match_score]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# for celeb match, examine those between 0.4 and 0.5 and take those > 0.5 as matches. something as small as a space \n",
    "# in between can change match by as much as 10%\n",
    "with open(\"celebs.txt\") as file:\n",
    "    text = file.readlines()\n",
    "content = [x.strip('\\n') for x in text] \n",
    "celebs = [i for i in content if i != '']\n",
    "celeb_match_score = [[similar([name,celeb]), name, celeb] for name in names \n",
    "               for celeb in celebs if similar([name, celeb]) > 0.85]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "celeb_match = [0 if name in chain(np.array(celeb_match_score)[:,1]) else 1 for name in names]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1e+03 ns, sys: 1e+03 ns, total: 2 µs\n",
      "Wall time: 5.01 µs\n"
     ]
    }
   ],
   "source": [
    "# check for imposters\n",
    "with open(\"impersonated.txt\") as file:\n",
    "    text = file.readlines()\n",
    "impersonated = [x.strip('\\n') for x in text] \n",
    "impersonated = [i.split(',') for i in chain(impersonated) if i[0] != None] # none = empty lines at end of file\n",
    "\n",
    "%time\n",
    "# need to optimize for speed \n",
    "# cutoff of 0.85 obtained by inspection \n",
    "similar_person = [[similar([person,imposter]), person, imposter] for imposter in chain(names) \n",
    "                  for person in chain(pd.DataFrame(impersonated)[0])\n",
    "                  if similar([person, imposter]) > 0.85]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# check city for those whose names match impersonated people\n",
    "person_index = [names.index(i) for i in chain(pd.DataFrame(similar_person)[2])]\n",
    "valid_city = [i if type(i) is str else ' ' for i in chain(data['city'])] # get rid of nans\n",
    "person_city = [(valid_city[i]) for i in chain(person_index)]\n",
    "similar_city = [[similar([person_city,imposter_city]), person_city, imposter_city] \n",
    "                for person_city in chain(pd.DataFrame(impersonated)[1])\n",
    "                for imposter_city in person_city \n",
    "                if similar([person_city, imposter_city]) > 0.85]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# check state for those whose names match impersonated people\n",
    "valid_state = [i if type(i) is str else ' ' for i in chain(data['state'])]\n",
    "person_state = [(valid_state[i]) for i in chain(person_index)]\n",
    "similar_state = [[similar([person_state,imposter_state]),person_state, imposter_state] \n",
    "                  for person_state in chain(pd.DataFrame(impersonated)[2])\n",
    "                  for imposter_state in person_state \n",
    "                  if similar([person_state, imposter_state]) > 0.85]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# no impersonators for this set, so just assign appropriate score to all \n",
    "# need to generalize code for other FCC comment files\n",
    "imposter_match = np.repeat(1, len(names))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# check to see if comment is from form letter using both spaCy (semantic similarity) \n",
    "# and SequenceMatcher (number of occurences of each letter)\n",
    "# Using both because the spacy scores are sometimes unrealistically high \n",
    "with open(\"form_letters.txt\") as file:\n",
    "    text = file.readlines()\n",
    "content = [x.strip() for x in text] \n",
    "form_letters = [i for i in content if \"Source:\" not in i and i != '']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(form_letters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# some of the rows have comments in text_data or text_data_docs, but not both (it seems)\n",
    "text_data_docs_supplied = np.where(data['text_data'] == \" \")\n",
    "valid_text = [i for i in chain(data['text_data'])]\n",
    "for i in range(len(text_data_docs_supplied)):\n",
    "    valid_text[i] = data['text_data_docs'][i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2 µs, sys: 13 µs, total: 15 µs\n",
      "Wall time: 5.01 µs\n"
     ]
    }
   ],
   "source": [
    "# check similarity using SequenceMatcher, 0.5 cutoff obtained by inspection\n",
    "%time\n",
    "SM_flscore = [[similar([fl, data]), fl, data, valid_text.index(data), names[valid_text.index(data)]] \n",
    "            for fl in form_letters for data in valid_text if similar([fl, data]) > 0.6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# check similarity to most duplicated comments\n",
    "with open(\"top_comments.txt\") as file:\n",
    "    text = file.readlines()                                             \n",
    "    top_comments = [x.strip('\\n') for x in text]                        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "SM_topscore = [[similar([top, data]), top, data, valid_text.index(data), names[valid_text.index(data)]] \n",
    "            for top in top_comments for data in valid_text if similar([top, data]) > 0.6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# SM_score has lots of duplicates, so we want only the unique indices \n",
    "#uniq = list(np.unique(pd.DataFrame(SM_score)[3]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# check using spacy\n",
    "#%time\n",
    "#fl_obj = [nlp(i) for i in chain(form_letters)]\n",
    "#data_obj = [nlp(i) for i in chain(valid_text)]\n",
    "#spacy_score = [text1.similarity(text2) for text1 in fl_obj for text2 in data_obj]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# spacy score is more indicative of stance, rather than semantic similarity, so only using SM score for now\n",
    "form_letter_match = [0 if name in chain(pd.DataFrame(SM_flscore)[4]) else 1 for name in names]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "top_comment_match = [0 if name in chain(pd.DataFrame(SM_topscore)[4]) else 1 for name in names]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "breach_match = [0 if status_code == 200 else 1 for status_code in chain(data['status_code'])]\n",
    "email_confirmation = [1 if email_conf == True else 0 for email_conf in chain(data['email_confirmation'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# give good score if complete address information or international (need to figure out how to separate in to zip, etc)\n",
    "# address is supplied, bad score if not. \n",
    "addline1 = [1 if type(line) is str and line != \" \" else 0 for line in chain(data['address_line_1'])]\n",
    "addline2 = [1 if type(line) is str and line != \" \" else 0 for line in chain(data['address_line_2'])]\n",
    "addcity = [1 if type(line) is str and line != \" \" else 0 for line in chain(data['city'])]\n",
    "addstate = [1 if type(line) is str and line != \" \" else 0 for line in chain(data['state'])]\n",
    "addzip = [1 if type(line) is str and line != \" \" else 0 for line in chain(data['zip5'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# check similarity of email and address to others in dataset \n",
    "email_sm = [[similar([email1, email2]), email1, email2, valid_emails.index(email2)] \n",
    "            for email1 in valid_emails for email2 in valid_emails if similar([email1, email2]) > 0.8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "add_sm = [[similar([add1, add2]), add1, add2, names[list(data['address_line_1']).index(add1)]]\n",
    "            for add1 in chain(data['address_line_1']) for add2 in chain(data['address_line_1']) \n",
    "          if similar([add1, add2]) > 0.8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "email_copy = [0 if email in chain(pd.DataFrame(email_sm)[1]) else 1 for email in valid_emails]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "add_copy = [0 if name in chain(pd.DataFrame(add_sm)[3]) else 1 for name in names]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# constructing the prior, informed by previous studies (about 10% of the comments are unique)\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import beta, binom\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11679c978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# set plotting area\n",
    "fig = plt.figure()\n",
    "plt.style.use('ggplot')\n",
    "plt.rcParams['figure.figsize'] = (9, 5)\n",
    "fig.subplots_adjust(hspace=0.4, wspace=.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Prior Distribution on Comment Uniqueness')"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5axMREekNCxgN8sXwEVC3mZ3J5H7Mbpdgt7c2MiIiIm1gAaNBckudWzqBF6jf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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1167d2780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = 10 ## alpha parameter\n",
    "b = 90 ## beta parameter\n",
    "prob = np.linspace(0,1, 100)\n",
    "plt.plot(prob, beta.pdf(prob, a, b),'b-', lw=5, alpha=0.6, label='beta pdf')\n",
    "plt.xlim=(0, 1)\n",
    "plt.xlabel('p')\n",
    "plt.ylabel('$\\pi$(p)')\n",
    "plt.legend()\n",
    "plt.title('Prior Distribution on Comment Uniqueness')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# compute parameters for binomial likelihood \n",
    "# n = number of successes \n",
    "# p = probability that comment is unique\n",
    "N = 13 # number or trials (yes/no questions)\n",
    "n = np.array(first_name_score) + np.array(last_name_score) + np.array(email_match) + np.array(celeb_match)\\\n",
    " + np.array(form_letter_match) + np.array(breach_match) + np.array(email_confirmation)\\\n",
    "     + np.array(addline1)+np.array(addline2)+np.array(addcity) + np.array(addstate) + \\\n",
    "    np.array(addzip) + np.array(email_copy)\n",
    "p = np.divide(n,N)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'n')"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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99tu1a9euXv/b2rVre7RZLBYtXbq01+2zsrKUlZXVr8IADG+hukwMYHhgJVkA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\nvXBxgvY2MQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a3c8c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1,2)\n",
    "ax1.hist(p)\n",
    "ax1.set_xlabel('p')\n",
    "ax2.hist(n)\n",
    "ax2.set_xlabel('n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.029705941188237647"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(p[p > 0.8])/len(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most of the comments seem to be unique (passed most of the questions). I thought the reason for this is the set-up of our model -- those with unavailable information (i.e. whether first name and last name were realistic) were also given high scores, but when I eliminated less informative scores like that, the distribution of the posterior means remained largely unchanged. This tells us that the model is too simplistic, because it is not able to discriminate between those with complete information and those without."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# compute posterior means using conjugacy\n",
    "a_prime = a + np.sum(prob)\n",
    "b_prime = b + n - np.sum(prob) \n",
    "pm = a_prime/(a_prime + b_prime)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'posterior means')"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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x5ty5c+b8+fPGmNge66vVHOtjfdHZs2fNww8/HBdjfdH3a47lsf6///s/s3Dh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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11931fac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(pm)\n",
    "plt.xlabel('posterior means')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 319,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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oCyGiSWFQQUQa+qDC5wNCBjsdZ52VrEGFOFijxmIsKyWKPQYVRKSh3/4wqvxw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\nA/IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a48d02cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# for a random selection of comments, see if posterior means makes sense. \n",
    "import random\n",
    "rand_index = np.random.randint(0, len(b_prime)-1, 5)\n",
    "for i in range(4):\n",
    "    plt.plot(prob, beta.pdf(prob, a_prime, b_prime[rand_index[i]]),\n",
    "               'b-', lw=5, alpha=0.6, label='pm: '+str(\"%.2f\" % pm[i]))\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name:Zachary  Buchan\n",
      "Email:perfusionman@gmail.com\n",
      "Address:5188 Manor Brook Rd NW  \n",
      "Rochester MN 55901\n",
      "Breached: 0\n",
      "p: 0.769230769231\n",
      "Email confirmation:  nan\n",
      "Comment: Guys, I seriously don't understand your reasoning here. By killing net neutrality, you're basically giving ISPs the right to decide what I can see on the internet. What are we going to do if all of a sudden Comcast or Verizon decides that they want to charge Republican-leaning websites more than liberal ones? Or if, say, Burger King gives them some large amount of money to slow down McDonald's websites? The possibilities for abuse are endless, especially given the pretty fishy business practices most ISPs are known to engage in. \n",
      "\n",
      "And I don't at all understand how this is supposed to help the consumer. You've said that maybe they could raise money by charging companies more for better speed, and then they could pass that on to the rest of us via lower prices, but I just don't buy that argument. History pretty clearly shows that big powerful companies will do anything they can to remain big and powerful. I see no reason to think this time will be any different. \n",
      "\n",
      "tl;dr - I support net neutrality, and hope that the FCC keeps it around.\n",
      "\n",
      "Name:Eric EHeinz\n",
      "Email:eheinz1985@fmail.com\n",
      "Address:2720 Old Smith Springs Rd  \n",
      "Nashville TN 37217\n",
      "Breached: 1\n",
      "p: 0.615384615385\n",
      "Email confirmation:  True\n",
      "Comment: Please DO NOT KILL Net Neutrality. It's the foundation of a free and open internet, and ensures all parties regardless of financial backing or other biases are on EQUAL FOOTING in regards to accessibility and reach on the internet, and it is vital that the new frontiers we are expanding on (the internet) is not tainted by the biases of the past. Economic power-houses should NOT have the ability to throw their weight around to silence smaller critics based solely on the amount of money they can throw at the problem!\n",
      "\n",
      "Name:Hector  Hernandez\n",
      "Email:hectoryusel@gmail.com\n",
      "Address:nan nan\n",
      "nan nan nan\n",
      "Breached: 1\n",
      "p: 0.846153846154\n",
      "Email confirmation:  True\n",
      "Comment:  \n",
      "\n",
      "Name:Justin  Tisdale\n",
      "Email:jrtisdale@live.com\n",
      "Address:nan  \n",
      "Red Bank TN 37343\n",
      "Breached: 1\n",
      "p: 0.461538461538\n",
      "Email confirmation:  nan\n",
      "Comment: The Fact Sheet asserts that \"utility-style regulations risks that [internet] innovation, serving ultimately to threaten the open Internet it purported to preserve,\" yet it does not express how those regulations risk innovation or threaten an open internet. On the contrary, the utility-style regulations that force ISPs to serve all traffic equally safeguards the innovation the FCC claims to value by disallowing ISPs from censoring content through degradation of bandwidth. Open flow of information is vital to innovation. I urge the FCC to reconsider this course of action.\n",
      "\n",
      "Name:J  B\n",
      "Email:rlofl@yahoo.com\n",
      "Address:Albemarle Rd  \n",
      "Brooklyn NY 11226\n",
      "Breached: 0\n",
      "p: 0.692307692308\n",
      "Email confirmation:  nan\n",
      "Comment: Support net neutrality!  Private businesses can't be trusted to do what's in the best interest of the wider public.  There's not enough competition between internet providers for them to keep each other in check, so there need to be rules. Strict rules.\n",
      "\n",
      "(Of course, Ajit Pai is a garden variety corrupt stooge, so I don't think he has the wider public's best interest at heart.  History will judge him and his party harshly.)\n",
      "\n",
      "Name:Dorothy  Crawford\n",
      "Email:Dmshoemate@gmail.com\n",
      "Address:6121 Bill Murray Lane  \n",
      "Knoxville TN 37912\n",
      "Breached: 1\n",
      "p: 0.538461538462\n",
      "Email confirmation:  nan\n",
      "Comment: It is in the best interest of the American people to allow the internet to continue to be open and unrestricted for everyone. We rely heavily upon the internet for information, education, and business. Doing anything that would allow ISPs or other corporations to restrict access or drive up prices for Internet usage will have a serious detrimental effect on our workforce and economy.\n",
      "Please reconsider doing anything that would change our net neutrality. It will have a serious impact on the way we live our lives.\n",
      "\n",
      "Name:Blake  DeVoss\n",
      "Email:rollnat20@gmail.com\n",
      "Address:13455 SE Oatfield Rd Apt 19  \n",
      "Milwaukie OR 97222\n",
      "Breached: 0\n",
      "p: 0.692307692308\n",
      "Email confirmation:  True\n",
      "Comment:  \n",
      "\n",
      "Name:Steve  Hayes\n",
      "Email:flatlyne2001@yahoo.com\n",
      "Address:2338 N. 57th St  \n",
      "Milwaukee WI 53210\n",
      "Breached: 0\n",
      "p: 0.615384615385\n",
      "Email confirmation:  nan\n",
      "Comment: Please do not remove or change the regulations to Eliminate the existing Net Neutrality rules that are in place at this time.  Allowing ISP's to sell my usage or allowing them to throttle sites I go to that they do not get payments from is NOT what a free and open internet is.\n",
      "\n",
      "Name:Alexander  Stevens\n",
      "Email:alexmstevens@earthlink.net\n",
      "Address:294 Park Street  \n",
      "Medford MA 02155\n",
      "Breached: 0\n",
      "p: 0.538461538462\n",
      "Email confirmation:  True\n",
      "Comment: Anyone who has a minimal understanding of IP and the internet would see that this filing is designed to reduce performance and increase costs. Since there is no competition for IP services except for the few locations that have Verizon and another carrier the carriers will be able to reduce performance and increase prices at will. Counting IP services provided by cellular phone companies is irrelevant - those services do not compete with wired services using coax or fiber or copper and any assertion to the contrary is specious.\n",
      "\n",
      "Name:Michael W.Derington\n",
      "Email:mike_derington@yahoo.com\n",
      "Address:9004 238th St SW  \n",
      "Edmonds WA 98026\n",
      "Breached: 0\n",
      "p: 0.769230769231\n",
      "Email confirmation:  True\n",
      "Comment: The government, and the associated regulatory agencies of the government, exist to benefit the human citizens (lawful citizens) that they serve. The laws and regulations enacted by the governing bodies of this country should not squelch the voice, welfare, and freedom of those whom they serve. Any proposed regulation, or proposed repeal of current regulations, that would allow soulless, non-citizen corporations to monetarily benefit at the expense of the lawful citizens should not be passed.  Net Neutrality provides the lawful citizens of the United States of America one of the few avenues available to equally express their views and exercise their freedoms.  Ending Net Neutrality would be a regressive move that further divides our country and would be a clear indication that the government, and the regulatory agencies of the government, value non-citizen corporations over the lawful citizens of the United States of America.  Do not blemish the reputation of our country by dividing us through regressive regulation that carves deep chasms between lawful citizens, corporations, and governing bodies.  We are supposed to be One Nation. Maintain Net Neutrality.\n",
      "\n",
      "Name:Adam  Dane\n",
      "Email:unusualtears@gmail.com\n",
      "Address:3347 Castle Crest Drive  \n",
      "Vestavia AL 35216\n",
      "Breached: 0\n",
      "p: 0.769230769231\n",
      "Email confirmation:  nan\n",
      "Comment: The Constitution empowers the Congress to pass laws establishing post offices and post roads, a necessity given the government must be able to communicate with its citizens to fulfill the various duties the Constitution imposes. But digital communications have become the common means of communication, and the government has a duty to ensure that the internet is fulfilling the requirement as a modern post road.\n",
      "\n",
      "To the extent that any change in regulation would erode the capacity or delay the recognition of the network as the post road of the modern day, I believe it is misguided and ignores the direction that society is moving in. The government does not accept the tampering or undermining of the postal system, and it should not tolerate any changes to internet regulation that would pose a threat to its taking up that role over time.\n",
      "\n",
      "Name:Brandon  Neal\n",
      "Email:blneal167@gmail.com\n",
      "Address:165 Dal Brown Road  \n",
      "Chattanooga TN 37405\n",
      "Breached: 1\n",
      "p: 0.615384615385\n",
      "Email confirmation:  nan\n",
      "Comment: This rule will do nothing but harm small businesses and create a corporate stranglehold on the free flow of information. If you repeal net neutrality you will change the internet for the worst. Please do not do this. You are only handing power to people who are greedy and have no true loyalty to the people of the united states as most of the corporations benefiting from repealing these rules are of multinational interest.\n",
      "\n",
      "Name:Matthew R.DeGoey\n",
      "Email:degoeym@gmail.com\n",
      "Address:5235 Lexi Ln S  \n",
      "Dublin OH 43016\n",
      "Breached: 0\n",
      "p: 0.615384615385\n",
      "Email confirmation:  True\n",
      "Comment: I am opposed to the proceeding noted in this comment.\n",
      "\n",
      "I fully support the implementation of Title II regulations on Internet Service Providers (ISPs) for the purposes of enforcing Net Neutrality rules on providers. I would further request discussion on Local Loop Unbundling (LLU) as a means to foster competition in the market by removing a barrier to entry.\n",
      "\n",
      "I am against paid prioritization, otherwise known as \"fast lanes\" that benefit larger entities in the market at the expense of smaller or newer ones. This includes \"zero rated\" data. All legal data should be treated as equal, possibly with few exceptions for data related to security and medical needs, just to name a few. A large company like Hulu should not be able to pay for better interconnect speeds to customers over a newer entity in the market.\n",
      "\n",
      "As ISPs have grown in size they have swallowed one another to form larger and larger private entities, while simultaneously avoiding competing with those who remain across many parts of the country. A light touch was beneficial early on, but this was when the Internet was largely new as a consumer level product. Today there's hardly a business or individual citizen who's doesn't rely on the Internet in some form or another. Several markets are changing, and the proposed nixing of Title II and Net Neutrality regulations reeks of little more than greed while clinging to outdated business models from those with the money and power to make it happen. Rather than actually compete and innovate, they would rather force their customers to cling to their old ways for no other reason than, \"We own the means of access.\"\n",
      "\n",
      "I would implore Mr. Pai and other members of the FCC to strike down this proposal and move forward with implementing Title II regulations on ISPs, along with LLU as a means to foster actual competition in the market. These two matters together,  I feel, will do more to foster competition and innovation in the market.\n",
      "\n",
      "Regards,\n",
      "\n",
      "Matthew R. DeGoey\n",
      "\n",
      "Name:Eric  Nanneman\n",
      "Email:enanneman@hotmail.com\n",
      "Address:7520 North 46th Avenue  \n",
      "Glendale AZ 85301\n",
      "Breached: 0\n",
      "p: 0.692307692308\n",
      "Email confirmation:  nan\n",
      "Comment: The beauty and wonder of the Internet is that a user can go to any website without any hindrance. A request to YouTube is treated to the same was as fcc.gov.\n",
      "\n",
      "Therefore, all Internet traffic should be treated identical, regardless of whether the end user is using Google or Wikipedia or YouTube in the same way that all electricity traffic should be treated identical regardless of whether the end user is powering a toaster or microwave.\n",
      "\n",
      "To do anything else will stifle competition because only the the large websites will be able to pay to not have their feed throttled and end users will see no benefit.\n",
      "\n",
      "Name:Mark  Hoblit\n",
      "Email:mark.hoblit@gmail.com\n",
      "Address:134 N. Star Dr  \n",
      "Chatsworth GA 30705\n",
      "Breached: 0\n",
      "p: 0.615384615385\n",
      "Email confirmation:  nan\n",
      "Comment: The plan to eliminate the previous administration's \"Net Neutrality\" rules does NOT help consumers. The rollback, AT BEST will put us back to the situation we were in before TItle II was implemented. We gave businesses the chance to to adhere to \"rules\" and the FCC lost the court case when they tried to hold the business to the the rules.\n",
      "\n",
      "The corporations don't need your help. We do. Don't reverse the protections we had to fight for.\n",
      "\n",
      "Name:Curtis  Shepard\n",
      "Email:goinbacktokali@hotmail.com\n",
      "Address:4420 Seneca Ave  \n",
      "Chattanooga TN 37409\n",
      "Breached: 0\n",
      "p: 0.692307692308\n",
      "Email confirmation:  nan\n",
      "Comment: Leave the current provisions, enacted under Tom Wheeler, in place.  Do not strip away consumer protections.  Close regulation of the internet is necessary, as it has become a utility.\n",
      "\n",
      "Name:George  Brown\n",
      "Email:Grbrow@gmail.com\n",
      "Address:3532 Ambition Rd  \n",
      "Fayetteville NC 28306\n",
      "Breached: 0\n",
      "p: 0.538461538462\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Terry  Sparks\n",
      "Email:tsparks48@icloud.com\n",
      "Address:5510 N Peachtree Rd  \n",
      "Atlanta GA 30338\n",
      "Breached: 1\n",
      "p: 0.538461538462\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Jonathan  Blackburn\n",
      "Email:caliav8r@gmail.com\n",
      "Address:40982 S. Caliente Ct.  \n",
      "Aguanga CA 92536\n",
      "Breached: 0\n",
      "p: 0.692307692308\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Arbie  Viau\n",
      "Email:rbviau@yahoo.com\n",
      "Address:3332 Ivanhoe Ave.  \n",
      "Saint Louis MO 63139\n",
      "Breached: 0\n",
      "p: 0.538461538462\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:John  Fricano\n",
      "Email:fricano@frontiernet.net\n",
      "Address:5815 Smith Road  \n",
      "Canandaigua NY 14424\n",
      "Breached: 0\n",
      "p: 0.538461538462\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Stewart  Douglas\n",
      "Email:sdouglas13@cox.net\n",
      "Address:1620 Colapissa Street  \n",
      "Metairie LA 70001\n",
      "Breached: 0\n",
      "p: 0.615384615385\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:David  Stafford\n",
      "Email:dgs66@hartcom.net\n",
      "Address:153 Sentu Way  \n",
      "Hartwell GA 30643\n",
      "Breached: 1\n",
      "p: 0.692307692308\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Raleigh  Atkinson\n",
      "Email:rracam@yahoo.com\n",
      "Address:3506 Longwood Dr.  \n",
      "Pasadena TX 77503\n",
      "Breached: 0\n",
      "p: 0.692307692308\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Jim VanSickle\n",
      "Email:jim.vansickle@me.com\n",
      "Address:PO Box 377  \n",
      "Stevensville MT 59870\n",
      "Breached: 0\n",
      "p: 0.538461538462\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Margaret  Dumas\n",
      "Email:pegdumas@hotmail.com\n",
      "Address:421 N. 9th St. Unit A  \n",
      "Montrose CO 81401\n",
      "Breached: 1\n",
      "p: 0.692307692308\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Jennifer  McCourt\n",
      "Email:jenn00mck@comcast.net\n",
      "Address:5708  W 38TH Ave  \n",
      "Wheat Ridge CO 80212\n",
      "Breached: 0\n",
      "p: 0.692307692308\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Ned  Bowers\n",
      "Email:sharonb8565@yahoo.com\n",
      "Address:4900 Preserve Blvd.  \n",
      "Saint Cloud FL 34772\n",
      "Breached: 0\n",
      "p: 0.615384615385\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Justin  Shuford\n",
      "Email:shuf947@cableone.net\n",
      "Address:224 Westover Drive  \n",
      "Clarksdale MS 38614\n",
      "Breached: 0\n",
      "p: 0.538461538462\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Duane  Cleveringa\n",
      "Email:d.cleveringa@comcast.net\n",
      "Address:6868 So. Hill Street  \n",
      "Littleton CO 80120\n",
      "Breached: 0\n",
      "p: 0.615384615385\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Alan  Eubank\n",
      "Email:rubberlegs@embarqmail.com\n",
      "Address:2435 Iven Rd.  \n",
      "Jefferson City MO 65101\n",
      "Breached: 0\n",
      "p: 0.692307692308\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Stephen  Bell\n",
      "Email:ststeve1@verizon.net\n",
      "Address:19 Circle Ct. Apt.4  \n",
      "North Attleboro MA 02760\n",
      "Breached: 0\n",
      "p: 0.615384615385\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Robert andLori\n",
      "Email:nostrum@mchsi.com\n",
      "Address:3 Primrose LN  \n",
      "Kimberling City MO 65686\n",
      "Breached: 1\n",
      "p: 0.538461538462\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Karen KLee\n",
      "Email:karen1226@comcast.net\n",
      "Address:1226 Sunnymeade Dr  \n",
      "Rochelle IL 61068\n",
      "Breached: 0\n",
      "p: 0.692307692308\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:robert  manfre\n",
      "Email:bobmanfre77@msn.com\n",
      "Address:111 tower dr  \n",
      "Jacksonville NC 28546\n",
      "Breached: 0\n",
      "p: 0.692307692308\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Donald  Parsons\n",
      "Email:dparsons@austin.rr.com\n",
      "Address:3706 Greystone Drive  \n",
      "Austin TX 78731\n",
      "Breached: 0\n",
      "p: 0.538461538462\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Susan  Lider\n",
      "Email:susan@sliderassociates.com\n",
      "Address:11710 Wolf Run Lane  \n",
      "Clifton VA 20124\n",
      "Breached: 0\n",
      "p: 0.615384615385\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Jonathan  Laun\n",
      "Email:jonlaun@aol.com\n",
      "Address:2515 Wendell Ave  \n",
      "Louisville KY 40205\n",
      "Breached: 0\n",
      "p: 0.615384615385\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Gregory  Robinson\n",
      "Email:gregory@gsrobinson.com\n",
      "Address:445 Erbes Road  \n",
      "Thousand Oaks CA 91362\n",
      "Breached: 0\n",
      "p: 0.692307692308\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Brent  Granberg\n",
      "Email:bgranberg@myfairpoint.net\n",
      "Address:23 Kimball Pond Rd.  \n",
      "New Sharon ME 04955\n",
      "Breached: 0\n",
      "p: 0.538461538462\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Maryellen  McTeague\n",
      "Email:memcteague@gmail.com\n",
      "Address:3000 Valley Forge Circle, Apt 646  \n",
      "King Of Prussia PA 19406\n",
      "Breached: 1\n",
      "p: 0.692307692308\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:paula  hoskinsd\n",
      "Email:paula.hoskins@outlook.com\n",
      "Address:1035 broadway blvd  \n",
      "Reno NV 89502\n",
      "Breached: 1\n",
      "p: 0.769230769231\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Peter  Thomas\n",
      "Email:pjthomas404@gmail.com\n",
      "Address:15205 NE 91st St  \n",
      "Vancouver WA 98682\n",
      "Breached: 0\n",
      "p: 0.615384615385\n",
      "Email confirmation:  True\n",
      "Comment: Net neutrality is necessary for the internet to function in a free and open manner. Allowing ISP's to throttle traffic from certain sites will allow them to charge both for consumer access to the internet and then charging again for the content providers. They want to basically charge twice, when what is being paid for is access to the sites that ISP's would be throttling. By throttling traffic, they allow for circumstances where a certain website will have advantages over other sites. This would fundamentally change the way that the internet works today and would stifle innovation and growth in any tech sectors that make use of the internet. By getting rid of net neutrality rules, you give complete and total control of access to websites to the ISP's themselves. This means that three or four companies would essentially be the gatekeepers of knowledge when it comes to the internet. The potential for censorship and unfair and unethical business practices are outrageous and ridding the internet of net neutrality would be the biggest step that could possibly be taken to cripple the internet and Silicon Valley. Not only is it ethically wrong to allow the ISP's to charge sites various rates, but it is economically unsound to be putting such restrictions on the tech sector. By doing so, millions of dollars will be lost, making it both an ethically and economically unsound idea.\n",
      "\n",
      "Name:Ignacio  Pacheco\n",
      "Email:Bandcpacheco@aol.com\n",
      "Address:9292 Mountain Brush St  \n",
      "Littleton CO 80130\n",
      "Breached: 1\n",
      "p: 0.769230769231\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Ara  Parsekian\n",
      "Email:fresh.mail@mail.com\n",
      "Address:1090 Atlantic Dr. NW  \n",
      "Atlanta GA 30318\n",
      "Breached: 1\n",
      "p: 0.769230769231\n",
      "Email confirmation:  True\n",
      "Comment: I am a reasonably informed internet consumer and do not support any plan to dismantle net neutrality rules, or the Title II classification for internet service providers. Any suggestions that that the telecommunications industry is competitive, or that the behavior of Comcast, Verizon, AT&T and TWC are characteristic of a competitive market landscape, are simply not credible. \n",
      "\n",
      "I can see plainly that the current FCC leadership has made up its mind. I can also see plainly that the plan is to allow ISPs to extract maximum revenue from me, the consumer, with a minimum of actual service provided. This is not a pro-consumer move. To address the claim that this plan will encourage innovation, I have to point out that any company will innovate in something, the question is merely where that innovation provides the largest payoff. In this case, the FCC is moving to encourage innovation in anti-competitive business practices, rent-extraction, and a plethora of questionable advertising and billing policies of which the telecommunications industry has a unique and storied history. \n",
      "\n",
      "In conclusion, this whole plan will affect me negatively and I know it.\n",
      "\n",
      "Name:Christina  Cunneen\n",
      "Email:Cune9@aol.com\n",
      "Address:1639 cropsey ave  \n",
      "Brooklyn NY 11214\n",
      "Breached: 0\n",
      "p: 0.692307692308\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Mark  Salser\n",
      "Email:mark@halcyon.org\n",
      "Address:8917 SW 51st  \n",
      "Portland OR 97219\n",
      "Breached: 0\n",
      "p: 0.615384615385\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Jim  Delashmit\n",
      "Email:Tennesea@aol.com\n",
      "Address:1572 Knob Road  \n",
      "Maryville TN 37803\n",
      "Breached: 0\n",
      "p: 0.692307692308\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Ronald  Hannan\n",
      "Email:Hannanron@netscape.net\n",
      "Address:2606 Highland Ave  \n",
      "Parkersburg WV 26101\n",
      "Breached: 1\n",
      "p: 0.538461538462\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Melinda JanePinsky\n",
      "Email:janepinsky@cox.net\n",
      "Address:857 W Village Parkway, , ,  \n",
      "Litchfield  Park AZ 85340\n",
      "Breached: 0\n",
      "p: 0.769230769231\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:WILLIAM  ENTERS\n",
      "Email:weenters@wisc.edu\n",
      "Address:2003 CTH PB  \n",
      "VERONA WI 53593\n",
      "Breached: 0\n",
      "p: 0.615384615385\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Edward JHart\n",
      "Email:ejhart@hughes.net\n",
      "Address:PO Box 182  \n",
      "Hephzibah GA 30815\n",
      "Breached: 0\n",
      "p: 0.615384615385\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Jill  Lam\n",
      "Email:jillstarlit@woh.rr.com\n",
      "Address:264 S Main St  \n",
      "Germantown OH 45327\n",
      "Breached: 0\n",
      "p: 0.615384615385\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:John  Gatwood\n",
      "Email:w9wls.radio@gmail.com\n",
      "Address:7237 South County Rd. 100 East  \n",
      "Oakland City IN 47660\n",
      "Breached: 0\n",
      "p: 0.615384615385\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Donatella  Cristoforetti\n",
      "Email:soreghina@icloud.com\n",
      "Address:99 Shoreline dr  \n",
      "New Bern NC 28562\n",
      "Breached: 1\n",
      "p: 0.615384615385\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Klaus  Ladwig\n",
      "Email:doreena.artmont@yahoo.com\n",
      "Address:41 west Hoyt st  \n",
      "Kingston PA 18704\n",
      "Breached: 1\n",
      "p: 0.615384615385\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Benjamin  Woodruff\n",
      "Email:bwoodruff@gmail.com\n",
      "Address:PO Box 648 JUNK MAIL\n",
      "Livonia NY 14487\n",
      "Breached: 0\n",
      "p: 0.615384615385\n",
      "Email confirmation:  True\n",
      "Comment: ISPs need to be classified under Title II. Most consumer ISPs in the US are also cable televison providers. Not classifying them under Title II will allow them to intentionally slow down traffic to alternate video service providers such as YouTube, Netflix, and Hulu. This would decrease competition, and allow for less choice and freedom in the market.\n",
      "\n",
      "Name:Michael  Lovell\n",
      "Email:lovell@cox.net\n",
      "Address:2307 State St  \n",
      "Santa Barbara CA 93105\n",
      "Breached: 0\n",
      "p: 0.769230769231\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Carl  Henderson\n",
      "Email:Hendosgm@centurylink.net\n",
      "Address:5582 pine lake dr  \n",
      "Crestview FL 32539\n",
      "Breached: 0\n",
      "p: 0.692307692308\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:susan  Maliska\n",
      "Email:binkylele@yahoo.com\n",
      "Address:1054 Tusquittee Road  \n",
      "Hayesville NC 28904\n",
      "Breached: 0\n",
      "p: 0.615384615385\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Glenn  Coffman\n",
      "Email:casa54moroc55@hotmail.com\n",
      "Address:9113 Hialeah Circle N  \n",
      "North Richland Hills TX 76182\n",
      "Breached: 0\n",
      "p: 0.538461538462\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:Lilliam  Brice\n",
      "Email:Lilliambrice@bellsouth.net\n",
      "Address:3055 se 7 pl  \n",
      "Homestead FL 33033\n",
      "Breached: 1\n",
      "p: 0.538461538462\n",
      "Email confirmation:  nan\n",
      "Comment: Obama’s Title II order has diminished broadband investment, stifled innovation, and left American consumers potentially on the hook for a new broadband tax.\r\n",
      "\r\n",
      "These regulations ended a decades-long bipartisan consensus that the Internet should be regulated through a light touch framework that worked better than anyone could have imagined and made the Internet what it is.\r\n",
      "\r\n",
      "For these reasons I urge you to fully repeal the Obama/Wheeler Internet regulations.\n",
      "\n",
      "Name:M  Caputo\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "must be str, not float",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-158-1fd721a54db3>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'cluster_id'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;36m35\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Name:'\u001b[0m\u001b[0;34m+\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'first_name'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m' '\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'middle_name'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m          \u001b[0;34m+\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'last_name'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Email:'\u001b[0m\u001b[0;34m+\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'email'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Address:'\u001b[0m\u001b[0;34m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'address_line_1'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m' '\u001b[0m         \u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'address_line_2'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'\\n'\u001b[0m          \u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'city'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m' '\u001b[0m\u001b[0;34m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'state'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m         \u001b[0;34m+\u001b[0m\u001b[0;34m' '\u001b[0m\u001b[0;34m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'zip5'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Breached: '\u001b[0m\u001b[0;34m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbreach_match\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: must be str, not float"
     ]
    }
   ],
   "source": [
    "# take a look at the profiles \n",
    "for i in range(len(data[data['cluster_id']==35])):\n",
    "    print('Name:'+ data['first_name'][i]+' ' + data['middle_name'][i]\\\n",
    "          + data['last_name'][i])\n",
    "    print('Email:'+ data['email'][i])\n",
    "    print('Address:'+ str(data['address_line_1'][i])+' '\\\n",
    "         +str(data['address_line_2'][i])+'\\n'\\\n",
    "          +str(data['city'][i])+' '+ str(data['state'][i])\\\n",
    "         +' '+ str(data['zip5'][i]))\n",
    "    print('Breached: '+ str(breach_match[i+1]))\n",
    "    print('p: ' + str(p[i]))\n",
    "    print('Email confirmation: ',str(data['email_confirmation'][i]))\n",
    "    print('Comment:', data['text_data'][i]+\"\\n\")\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# read in cluster ids and create new data frame with ids and posterior means\n",
    "# load Tarini's cluster IDs and silhouette scores  \n",
    "clustered = pd.DataFrame.from_csv('fcc_comments_cluster_silmean.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data['p'] = p\n",
    "data['n'] = n\n",
    "data['pm'] = pm\n",
    "\n",
    "# truncate to match Tarini's\n",
    "data=data.drop(data.index[0]).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "del(data['address_line_2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data['cluster_id'] = clustered['cluster_id']\n",
    "data['silscore'] = clustered['silhouette_score']\n",
    "data['stance'] = clustered['net neutrality']\n",
    "data['mean_sil_score'] = clustered['mean silhouette score']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 377,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data.to_csv('analyzed_ecfs_17-108_0.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "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",
       "    .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>address_line_1</th>\n",
       "      <th>city</th>\n",
       "      <th>email</th>\n",
       "      <th>email_confirmation</th>\n",
       "      <th>first_name</th>\n",
       "      <th>last_name</th>\n",
       "      <th>middle_name</th>\n",
       "      <th>state</th>\n",
       "      <th>text_data</th>\n",
       "      <th>text_data_docs</th>\n",
       "      <th>...</th>\n",
       "      <th>zip4</th>\n",
       "      <th>zip5</th>\n",
       "      <th>breach</th>\n",
       "      <th>p</th>\n",
       "      <th>n</th>\n",
       "      <th>pm</th>\n",
       "      <th>cluster_id</th>\n",
       "      <th>silscore</th>\n",
       "      <th>stance</th>\n",
       "      <th>mean_sil_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1290</th>\n",
       "      <td>105w.Phillip Ave</td>\n",
       "      <td>Omaha</td>\n",
       "      <td>FASTTRUCKER2006@YAHOO.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ronald</td>\n",
       "      <td>Tucker</td>\n",
       "      <td></td>\n",
       "      <td>NE</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>68157</td>\n",
       "      <td>68157</td>\n",
       "      <td>[{\"Title\":\"MySpace\",\"Name\":\"MySpace\",\"Domain\":...</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>5</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1291</th>\n",
       "      <td>5614 Chapin Ave</td>\n",
       "      <td>Alexandria</td>\n",
       "      <td>JEFFBH62@HOTMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>JEFFERY</td>\n",
       "      <td>HASKINS</td>\n",
       "      <td></td>\n",
       "      <td>VA</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>22303</td>\n",
       "      <td>22303</td>\n",
       "      <td>[{\"Title\":\"Dailymotion\",\"Name\":\"Dailymotion\",\"...</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>6</td>\n",
       "      <td>0.566038</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1292</th>\n",
       "      <td>3118 Worthington Ave</td>\n",
       "      <td>Bakersfield</td>\n",
       "      <td>KELLI19WILSON@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kelli</td>\n",
       "      <td>Wilson</td>\n",
       "      <td></td>\n",
       "      <td>CA</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>93308</td>\n",
       "      <td>93308</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>9</td>\n",
       "      <td>0.550459</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1293</th>\n",
       "      <td>3435 Arsenal</td>\n",
       "      <td>Fargo</td>\n",
       "      <td>SUK.MONGER19@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Suk</td>\n",
       "      <td>Monger</td>\n",
       "      <td></td>\n",
       "      <td>ND</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>58103</td>\n",
       "      <td>58103</td>\n",
       "      <td>[{\"Title\":\"Modern Business Solutions\",\"Name\":\"...</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1294</th>\n",
       "      <td>191 Pasture Dr</td>\n",
       "      <td>Union</td>\n",
       "      <td>GADAMS809@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Linda</td>\n",
       "      <td>Adams</td>\n",
       "      <td></td>\n",
       "      <td>SC</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>29379</td>\n",
       "      <td>29379</td>\n",
       "      <td>[{\"Title\":\"Modern Business Solutions\",\"Name\":\"...</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>6</td>\n",
       "      <td>0.566038</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1295</th>\n",
       "      <td>7 Trout Dr</td>\n",
       "      <td>Heber Springs</td>\n",
       "      <td>MBRAWLEY12@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mike</td>\n",
       "      <td>Brawley</td>\n",
       "      <td></td>\n",
       "      <td>AR</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>72543</td>\n",
       "      <td>72543</td>\n",
       "      <td>[{\"Title\":\"Modern Business Solutions\",\"Name\":\"...</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>8</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1296</th>\n",
       "      <td>1113 Tribbett Ave</td>\n",
       "      <td>Sharon Hill</td>\n",
       "      <td>TRISHLANE4281@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Patricia</td>\n",
       "      <td>Lane</td>\n",
       "      <td></td>\n",
       "      <td>PA</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>19079</td>\n",
       "      <td>19079</td>\n",
       "      <td>[{\"Title\":\"Modern Business Solutions\",\"Name\":\"...</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1297</th>\n",
       "      <td>902 Wilson Ave</td>\n",
       "      <td>Marion</td>\n",
       "      <td>WILLIAMS.COURTNIE11@YAHOO.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Courtnie</td>\n",
       "      <td>Williams</td>\n",
       "      <td></td>\n",
       "      <td>OH</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>43302</td>\n",
       "      <td>43302</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>8</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1298</th>\n",
       "      <td>6818 Blue Lake Dr</td>\n",
       "      <td>San Antonio</td>\n",
       "      <td>IDAPIE007@YAHOO.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ida</td>\n",
       "      <td>scott</td>\n",
       "      <td></td>\n",
       "      <td>TX</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>78244</td>\n",
       "      <td>78244</td>\n",
       "      <td>[{\"Title\":\"LinkedIn\",\"Name\":\"LinkedIn\",\"Domain...</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>5</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1299</th>\n",
       "      <td>514 E Harden St Apt A</td>\n",
       "      <td>Graham</td>\n",
       "      <td>BATONROUGELADY29@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Julie</td>\n",
       "      <td>Baldwin</td>\n",
       "      <td></td>\n",
       "      <td>NC</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>27253</td>\n",
       "      <td>27253</td>\n",
       "      <td>[{\"Title\":\"Modern Business Solutions\",\"Name\":\"...</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>5101 N Shobe Rd</td>\n",
       "      <td>Alexander</td>\n",
       "      <td>LILLYLOU7878@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crystal</td>\n",
       "      <td>Wilson</td>\n",
       "      <td></td>\n",
       "      <td>AR</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>72002</td>\n",
       "      <td>72002</td>\n",
       "      <td>[{\"Title\":\"River City Media Spam List\",\"Name\":...</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>6</td>\n",
       "      <td>0.566038</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1301</th>\n",
       "      <td>189 County Road 35710</td>\n",
       "      <td>Powderly</td>\n",
       "      <td>ROBBIEREINKE@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>robbie</td>\n",
       "      <td>reinke</td>\n",
       "      <td></td>\n",
       "      <td>TX</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>75473</td>\n",
       "      <td>75473</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1302</th>\n",
       "      <td>15883 Wakenden</td>\n",
       "      <td>Redford</td>\n",
       "      <td>FRANTC381@YAHOO.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Francis</td>\n",
       "      <td>Cooke</td>\n",
       "      <td></td>\n",
       "      <td>MI</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>48239</td>\n",
       "      <td>48239</td>\n",
       "      <td>[{\"Title\":\"Modern Business Solutions\",\"Name\":\"...</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>6</td>\n",
       "      <td>0.566038</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1303</th>\n",
       "      <td>1312 Rollins Ave</td>\n",
       "      <td>Austin</td>\n",
       "      <td>DONNAJACKSON782@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Donna</td>\n",
       "      <td>Jackson</td>\n",
       "      <td></td>\n",
       "      <td>TX</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>78741</td>\n",
       "      <td>78741</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>9</td>\n",
       "      <td>0.550459</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1304</th>\n",
       "      <td>63 Luna Valley Dr.</td>\n",
       "      <td>Luna</td>\n",
       "      <td>LUNAGENE@YAHOO.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Eugene</td>\n",
       "      <td>Snyder</td>\n",
       "      <td></td>\n",
       "      <td>NM</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>87824</td>\n",
       "      <td>87824</td>\n",
       "      <td>[{\"Title\":\"MySpace\",\"Name\":\"MySpace\",\"Domain\":...</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>5</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1305</th>\n",
       "      <td>679 Central Dr NW</td>\n",
       "      <td>Norfolk</td>\n",
       "      <td>THESTYLISHSTYLIST89@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Moneta</td>\n",
       "      <td>Hicks</td>\n",
       "      <td></td>\n",
       "      <td>VA</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>23513</td>\n",
       "      <td>23513</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>6</td>\n",
       "      <td>0.566038</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1306</th>\n",
       "      <td>9623 Oak Forrest Pl</td>\n",
       "      <td>Mobile</td>\n",
       "      <td>MCBRYDE_ALLY@YAHOO.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ally</td>\n",
       "      <td>Mcbryde</td>\n",
       "      <td></td>\n",
       "      <td>AL</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>36695</td>\n",
       "      <td>36695</td>\n",
       "      <td>[{\"Title\":\"River City Media Spam List\",\"Name\":...</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1307</th>\n",
       "      <td>19 Valley Mills Ct</td>\n",
       "      <td>Parkersburg</td>\n",
       "      <td>JOMART501@AOL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>joe</td>\n",
       "      <td>martino</td>\n",
       "      <td>martino</td>\n",
       "      <td>WV</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>26104</td>\n",
       "      <td>26104</td>\n",
       "      <td>[{\"Title\":\"LinkedIn\",\"Name\":\"LinkedIn\",\"Domain...</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>5</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1308</th>\n",
       "      <td>6570 Dunmoor Dr</td>\n",
       "      <td>Jonesboro</td>\n",
       "      <td>DBONITA.DG@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Diana</td>\n",
       "      <td>Gonzalez</td>\n",
       "      <td></td>\n",
       "      <td>GA</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>30236</td>\n",
       "      <td>30236</td>\n",
       "      <td>[{\"Title\":\"River City Media Spam List\",\"Name\":...</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1309</th>\n",
       "      <td>65 McCreery Ave Unit 207</td>\n",
       "      <td>San Jose</td>\n",
       "      <td>LE2007US@YAHOO.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Nam</td>\n",
       "      <td>Le</td>\n",
       "      <td></td>\n",
       "      <td>CA</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>95116</td>\n",
       "      <td>95116</td>\n",
       "      <td>[{\"Title\":\"Adobe\",\"Name\":\"Adobe\",\"Domain\":\"ado...</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>6</td>\n",
       "      <td>0.566038</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1310</th>\n",
       "      <td>707 S Alabama St</td>\n",
       "      <td>Amarillo</td>\n",
       "      <td>RISINGSTAR1913@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Nathan</td>\n",
       "      <td>Jackson</td>\n",
       "      <td></td>\n",
       "      <td>TX</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>79106</td>\n",
       "      <td>79106</td>\n",
       "      <td>[{\"Title\":\"Modern Business Solutions\",\"Name\":\"...</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1311</th>\n",
       "      <td>368 E 123rd St</td>\n",
       "      <td>Cleveland</td>\n",
       "      <td>ARIELLEWILLIAMS216@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Arielle</td>\n",
       "      <td>Harris</td>\n",
       "      <td></td>\n",
       "      <td>OH</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>44108</td>\n",
       "      <td>44108</td>\n",
       "      <td>[{\"Title\":\"Modern Business Solutions\",\"Name\":\"...</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>8</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1312</th>\n",
       "      <td>3135 Enclave Way</td>\n",
       "      <td>Lauderhill</td>\n",
       "      <td>ASTACIO1976@YAHOO.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roy</td>\n",
       "      <td>Astacio</td>\n",
       "      <td></td>\n",
       "      <td>FL</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>33319</td>\n",
       "      <td>33319</td>\n",
       "      <td>[{\"Title\":\"Onliner Spambot\",\"Name\":\"OnlinerSpa...</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>8</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1313</th>\n",
       "      <td>270 W Plum St</td>\n",
       "      <td>Grantsville</td>\n",
       "      <td>TRISTENCOLE79@YAHOO.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tristen</td>\n",
       "      <td>Cole</td>\n",
       "      <td></td>\n",
       "      <td>UT</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>84029</td>\n",
       "      <td>84029</td>\n",
       "      <td>[{\"Title\":\"Disqus\",\"Name\":\"Disqus\",\"Domain\":\"d...</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1314</th>\n",
       "      <td>10195 E. Boyer Rd</td>\n",
       "      <td>Bellevue</td>\n",
       "      <td>VICKYLBLANCHER57@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vicky</td>\n",
       "      <td>Blancher</td>\n",
       "      <td></td>\n",
       "      <td>MI</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>49021</td>\n",
       "      <td>49021</td>\n",
       "      <td>[{\"Title\":\"Modern Business Solutions\",\"Name\":\"...</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>6</td>\n",
       "      <td>0.566038</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1315</th>\n",
       "      <td>1611 Dena Dr</td>\n",
       "      <td>Richmond</td>\n",
       "      <td>CHERYLCOMPTON60@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cheryl</td>\n",
       "      <td>Compton</td>\n",
       "      <td></td>\n",
       "      <td>VA</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>23229</td>\n",
       "      <td>23229</td>\n",
       "      <td>[{\"Title\":\"River City Media Spam List\",\"Name\":...</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>6</td>\n",
       "      <td>0.566038</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1317</th>\n",
       "      <td>2728 Mount Laurel Dr</td>\n",
       "      <td>Gretna</td>\n",
       "      <td>MAGDOLYN28@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kirsis</td>\n",
       "      <td>Fernandez</td>\n",
       "      <td></td>\n",
       "      <td>LA</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>70056</td>\n",
       "      <td>70056</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1319</th>\n",
       "      <td>1152 E Wabash St</td>\n",
       "      <td>Frankfort</td>\n",
       "      <td>MARYMAID1974@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mary</td>\n",
       "      <td>Cunningham</td>\n",
       "      <td></td>\n",
       "      <td>IN</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>46041</td>\n",
       "      <td>46041</td>\n",
       "      <td>[{\"Title\":\"Modern Business Solutions\",\"Name\":\"...</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1320</th>\n",
       "      <td>88 Forever Green Rd</td>\n",
       "      <td>Lake Ariel</td>\n",
       "      <td>SDEBBIE79@YAHOO.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Debra</td>\n",
       "      <td>scerbo</td>\n",
       "      <td>scerbo</td>\n",
       "      <td>PA</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>18436</td>\n",
       "      <td>18436</td>\n",
       "      <td>[{\"Title\":\"Last.fm\",\"Name\":\"Lastfm\",\"Domain\":\"...</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>6</td>\n",
       "      <td>0.566038</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1321</th>\n",
       "      <td>8185 E Phillips Cir</td>\n",
       "      <td>Centennial</td>\n",
       "      <td>AZZEDINEMEZNI1961@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Azzedine</td>\n",
       "      <td>Mezni</td>\n",
       "      <td></td>\n",
       "      <td>CO</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>80112</td>\n",
       "      <td>80112</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>8</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</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",
       "      <td>...</td>\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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9330</th>\n",
       "      <td>1605 Impatiens Dr</td>\n",
       "      <td>Oxnard</td>\n",
       "      <td>BIGGERN1985@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Germaine</td>\n",
       "      <td>Morales</td>\n",
       "      <td></td>\n",
       "      <td>CA</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>93030</td>\n",
       "      <td>93030</td>\n",
       "      <td>[{\"Title\":\"Modern Business Solutions\",\"Name\":\"...</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>5</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9331</th>\n",
       "      <td>700 74th St Marathon Fl</td>\n",
       "      <td>Marathon</td>\n",
       "      <td>RUFUS8MAX@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Elizabeth</td>\n",
       "      <td>Davic</td>\n",
       "      <td></td>\n",
       "      <td>FL</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>33050</td>\n",
       "      <td>33050</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9332</th>\n",
       "      <td>45 Clay St</td>\n",
       "      <td>Thomaston</td>\n",
       "      <td>APARTINDEEP@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Annette</td>\n",
       "      <td>Partin</td>\n",
       "      <td></td>\n",
       "      <td>GA</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>30286</td>\n",
       "      <td>30286</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>8</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9333</th>\n",
       "      <td>6230 S Douglas Ave Apt 210</td>\n",
       "      <td>Oklahoma City</td>\n",
       "      <td>BROWNTAMELA4@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tamela</td>\n",
       "      <td>Brown</td>\n",
       "      <td></td>\n",
       "      <td>OK</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>73139</td>\n",
       "      <td>73139</td>\n",
       "      <td>[{\"Title\":\"Modern Business Solutions\",\"Name\":\"...</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>6</td>\n",
       "      <td>0.566038</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9334</th>\n",
       "      <td>5105 Aurora Dr</td>\n",
       "      <td>Leesburg</td>\n",
       "      <td>THEMARTINIJEWELS@MAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Raemonda</td>\n",
       "      <td>Martini</td>\n",
       "      <td></td>\n",
       "      <td>FL</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>34748</td>\n",
       "      <td>34748</td>\n",
       "      <td>[{\"Title\":\"LinkedIn\",\"Name\":\"LinkedIn\",\"Domain...</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>6</td>\n",
       "      <td>0.566038</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9335</th>\n",
       "      <td>103 South St Apt 104</td>\n",
       "      <td>West Liberty</td>\n",
       "      <td>MIDDAUGHMARGIE@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MARGARET</td>\n",
       "      <td>middaugh</td>\n",
       "      <td></td>\n",
       "      <td>OH</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>43357</td>\n",
       "      <td>43357</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>8</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9336</th>\n",
       "      <td>204 Newton Swartswood Rd</td>\n",
       "      <td>Springfield</td>\n",
       "      <td>DENNISDIANNEJOHNLOUISE@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dennis</td>\n",
       "      <td>Dugan</td>\n",
       "      <td></td>\n",
       "      <td>NJ</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>07081</td>\n",
       "      <td>07081</td>\n",
       "      <td>[{\"Title\":\"Modern Business Solutions\",\"Name\":\"...</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9337</th>\n",
       "      <td>4111 Deep Hollow Dr Apt 150</td>\n",
       "      <td>Raleigh</td>\n",
       "      <td>NELYBARRIOS2213@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Nely</td>\n",
       "      <td>Barrios</td>\n",
       "      <td></td>\n",
       "      <td>NC</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>27612</td>\n",
       "      <td>27612</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9338</th>\n",
       "      <td>13038 Ramona Dr</td>\n",
       "      <td>Desert Hot Springs</td>\n",
       "      <td>AILEDH001@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Delia</td>\n",
       "      <td>Hernandez</td>\n",
       "      <td></td>\n",
       "      <td>CA</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>92240</td>\n",
       "      <td>92240</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9339</th>\n",
       "      <td>4550 Angela Dr</td>\n",
       "      <td>Corpus Christi</td>\n",
       "      <td>VPATCEE1@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Patricia</td>\n",
       "      <td>Herrera</td>\n",
       "      <td></td>\n",
       "      <td>TX</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>78416</td>\n",
       "      <td>78416</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9340</th>\n",
       "      <td>444 W Saint James Pl Apt 607 Chicago Il 60614</td>\n",
       "      <td>Chicago</td>\n",
       "      <td>MICHAELCWALTERS2@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael</td>\n",
       "      <td>Walters</td>\n",
       "      <td></td>\n",
       "      <td>IL</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>60614</td>\n",
       "      <td>60614</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>8</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9341</th>\n",
       "      <td>1407 Memory Ln Apt 2</td>\n",
       "      <td>Houma</td>\n",
       "      <td>LATANYALOVELY44@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Latanya</td>\n",
       "      <td>Lovely</td>\n",
       "      <td></td>\n",
       "      <td>LA</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>70363</td>\n",
       "      <td>70363</td>\n",
       "      <td>[{\"Title\":\"Modern Business Solutions\",\"Name\":\"...</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9342</th>\n",
       "      <td>152 Overbrook Rd</td>\n",
       "      <td>Gibsonia</td>\n",
       "      <td>PONTOONJILL@YAHOO.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jill</td>\n",
       "      <td>Hickinbottom</td>\n",
       "      <td></td>\n",
       "      <td>PA</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>15044</td>\n",
       "      <td>15044</td>\n",
       "      <td>[{\"Title\":\"River City Media Spam List\",\"Name\":...</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>6</td>\n",
       "      <td>0.566038</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9343</th>\n",
       "      <td>281 Old Bailey Rd Apt 3</td>\n",
       "      <td>Austin</td>\n",
       "      <td>DARLENESTEPHENS588@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Darlene</td>\n",
       "      <td>Stephens</td>\n",
       "      <td></td>\n",
       "      <td>TX</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>78741</td>\n",
       "      <td>78741</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>9</td>\n",
       "      <td>0.550459</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9361</th>\n",
       "      <td>6423 W Palm Ln</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>MONAMAJORS40@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ramona</td>\n",
       "      <td>Majors</td>\n",
       "      <td></td>\n",
       "      <td>AZ</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>85035</td>\n",
       "      <td>85035</td>\n",
       "      <td>[{\"Title\":\"Modern Business Solutions\",\"Name\":\"...</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9365</th>\n",
       "      <td>PO Box 410124</td>\n",
       "      <td>Big Water</td>\n",
       "      <td>JOANN.HALEBESTGRANDMAEVER@OUTLOOK.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joann</td>\n",
       "      <td>Hale</td>\n",
       "      <td></td>\n",
       "      <td>UT</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>84741</td>\n",
       "      <td>84741</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>9</td>\n",
       "      <td>0.550459</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9366</th>\n",
       "      <td>1027 Freeman St</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>CARLOSIMARTINEZ40@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carlos</td>\n",
       "      <td>Martinez</td>\n",
       "      <td></td>\n",
       "      <td>NY</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>10459</td>\n",
       "      <td>10459</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>8</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9367</th>\n",
       "      <td>3838 Rawlins St Apt 202</td>\n",
       "      <td>Dallas</td>\n",
       "      <td>CHAZWILL@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Charles</td>\n",
       "      <td>Williams</td>\n",
       "      <td></td>\n",
       "      <td>TX</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>75219</td>\n",
       "      <td>75219</td>\n",
       "      <td>[{\"Title\":\"Bitcoin Security Forum Gmail Dump\",...</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>8</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9368</th>\n",
       "      <td>4 Lorraine Ct</td>\n",
       "      <td>New City</td>\n",
       "      <td>STEPPICO911@AOL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Stephanie</td>\n",
       "      <td>Mulhall</td>\n",
       "      <td></td>\n",
       "      <td>NY</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>10956</td>\n",
       "      <td>10956</td>\n",
       "      <td>[{\"Title\":\"LinkedIn\",\"Name\":\"LinkedIn\",\"Domain...</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>6</td>\n",
       "      <td>0.566038</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9369</th>\n",
       "      <td>22137 Highway H</td>\n",
       "      <td>Sedalia</td>\n",
       "      <td>JOHN227527@ROCKETMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>john</td>\n",
       "      <td>billingsley</td>\n",
       "      <td></td>\n",
       "      <td>MO</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>65301</td>\n",
       "      <td>65301</td>\n",
       "      <td>[{\"Title\":\"River City Media Spam List\",\"Name\":...</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>6</td>\n",
       "      <td>0.566038</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9371</th>\n",
       "      <td>7957state Route 44</td>\n",
       "      <td>Ravenna</td>\n",
       "      <td>BUFFALOMAMA52@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>Putt</td>\n",
       "      <td></td>\n",
       "      <td>OH</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>44266</td>\n",
       "      <td>44266</td>\n",
       "      <td>[{\"Title\":\"River City Media Spam List\",\"Name\":...</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>6</td>\n",
       "      <td>0.566038</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9372</th>\n",
       "      <td>2115A Porter Rd</td>\n",
       "      <td>Cassatt</td>\n",
       "      <td>DORISIVEY1987@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Doris</td>\n",
       "      <td>Ivey</td>\n",
       "      <td></td>\n",
       "      <td>SC</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>29032</td>\n",
       "      <td>29032</td>\n",
       "      <td>[{\"Title\":\"Modern Business Solutions\",\"Name\":\"...</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>8</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9373</th>\n",
       "      <td>108 Roxanna Dr</td>\n",
       "      <td>West Monroe</td>\n",
       "      <td>ROBERTW101987@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Robert</td>\n",
       "      <td>Woodard</td>\n",
       "      <td></td>\n",
       "      <td>LA</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>71291</td>\n",
       "      <td>71291</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>9</td>\n",
       "      <td>0.550459</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9374</th>\n",
       "      <td>7599 Peyraud Dr</td>\n",
       "      <td>North Fort Myers</td>\n",
       "      <td>KJC8295@AOL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kathryn</td>\n",
       "      <td>Frank</td>\n",
       "      <td></td>\n",
       "      <td>FL</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>33917</td>\n",
       "      <td>33917</td>\n",
       "      <td>[{\"Title\":\"Bitly\",\"Name\":\"Bitly\",\"Domain\":\"bit...</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9375</th>\n",
       "      <td>104 Cedar St</td>\n",
       "      <td>Rice Lake</td>\n",
       "      <td>JDM1366@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>John</td>\n",
       "      <td>Miller</td>\n",
       "      <td>miller</td>\n",
       "      <td>WI</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>54868</td>\n",
       "      <td>54868</td>\n",
       "      <td>[{\"Title\":\"LinkedIn\",\"Name\":\"LinkedIn\",\"Domain...</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9376</th>\n",
       "      <td>128 Monroe St</td>\n",
       "      <td>Arvin</td>\n",
       "      <td>CJRILEY365@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clifford</td>\n",
       "      <td>Riley</td>\n",
       "      <td></td>\n",
       "      <td>CA</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>93203</td>\n",
       "      <td>93203</td>\n",
       "      <td>[{\"Title\":\"CashCrate\",\"Name\":\"CashCrate\",\"Doma...</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>5</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9378</th>\n",
       "      <td>4508 Hunters Glen Dr Apt A</td>\n",
       "      <td>Saint Joseph</td>\n",
       "      <td>SP52336@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Susan</td>\n",
       "      <td>Parker</td>\n",
       "      <td></td>\n",
       "      <td>MO</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>64506</td>\n",
       "      <td>64506</td>\n",
       "      <td>[{\"Title\":\"Modern Business Solutions\",\"Name\":\"...</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9379</th>\n",
       "      <td>1839 Koefoot Dr</td>\n",
       "      <td>Indianapolis</td>\n",
       "      <td>TRACEY_S10@HOTMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tracey</td>\n",
       "      <td>Fietsch</td>\n",
       "      <td></td>\n",
       "      <td>IN</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>46214</td>\n",
       "      <td>46214</td>\n",
       "      <td>[{\"Title\":\"River City Media Spam List\",\"Name\":...</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>8</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9380</th>\n",
       "      <td>705 Violet Lane Jackson Nj</td>\n",
       "      <td>Jackson</td>\n",
       "      <td>BORKOWSKIIZA@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joanna</td>\n",
       "      <td>Borkowski</td>\n",
       "      <td></td>\n",
       "      <td>NJ</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>08527</td>\n",
       "      <td>08527</td>\n",
       "      <td>[{\"Title\":\"Modern Business Solutions\",\"Name\":\"...</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>8</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9382</th>\n",
       "      <td>725 Flying R Ranch Rd W</td>\n",
       "      <td>Spring Branch</td>\n",
       "      <td>DIXIE.BOYD@GMAIL.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dixie</td>\n",
       "      <td>Boyd</td>\n",
       "      <td></td>\n",
       "      <td>TX</td>\n",
       "      <td>I was outraged by the Obama/Wheeler FCC's deci...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>78070</td>\n",
       "      <td>78070</td>\n",
       "      <td>[{\"Title\":\"Adobe\",\"Name\":\"Adobe\",\"Domain\":\"ado...</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>7</td>\n",
       "      <td>0.560748</td>\n",
       "      <td>35</td>\n",
       "      <td>0.999872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999745</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4062 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     address_line_1                city  \\\n",
       "1290                               105w.Phillip Ave               Omaha   \n",
       "1291                                5614 Chapin Ave          Alexandria   \n",
       "1292                           3118 Worthington Ave         Bakersfield   \n",
       "1293                                   3435 Arsenal               Fargo   \n",
       "1294                                 191 Pasture Dr               Union   \n",
       "1295                                     7 Trout Dr       Heber Springs   \n",
       "1296                              1113 Tribbett Ave         Sharon Hill   \n",
       "1297                                 902 Wilson Ave              Marion   \n",
       "1298                              6818 Blue Lake Dr         San Antonio   \n",
       "1299                          514 E Harden St Apt A              Graham   \n",
       "1300                                5101 N Shobe Rd           Alexander   \n",
       "1301                          189 County Road 35710            Powderly   \n",
       "1302                                 15883 Wakenden             Redford   \n",
       "1303                               1312 Rollins Ave              Austin   \n",
       "1304                             63 Luna Valley Dr.                Luna   \n",
       "1305                              679 Central Dr NW             Norfolk   \n",
       "1306                            9623 Oak Forrest Pl              Mobile   \n",
       "1307                             19 Valley Mills Ct         Parkersburg   \n",
       "1308                                6570 Dunmoor Dr           Jonesboro   \n",
       "1309                       65 McCreery Ave Unit 207            San Jose   \n",
       "1310                               707 S Alabama St            Amarillo   \n",
       "1311                                 368 E 123rd St           Cleveland   \n",
       "1312                               3135 Enclave Way          Lauderhill   \n",
       "1313                                  270 W Plum St         Grantsville   \n",
       "1314                              10195 E. Boyer Rd            Bellevue   \n",
       "1315                                   1611 Dena Dr            Richmond   \n",
       "1317                           2728 Mount Laurel Dr              Gretna   \n",
       "1319                               1152 E Wabash St           Frankfort   \n",
       "1320                            88 Forever Green Rd          Lake Ariel   \n",
       "1321                            8185 E Phillips Cir          Centennial   \n",
       "...                                             ...                 ...   \n",
       "9330                              1605 Impatiens Dr              Oxnard   \n",
       "9331                        700 74th St Marathon Fl            Marathon   \n",
       "9332                                     45 Clay St           Thomaston   \n",
       "9333                     6230 S Douglas Ave Apt 210       Oklahoma City   \n",
       "9334                                 5105 Aurora Dr            Leesburg   \n",
       "9335                           103 South St Apt 104        West Liberty   \n",
       "9336                       204 Newton Swartswood Rd         Springfield   \n",
       "9337                    4111 Deep Hollow Dr Apt 150             Raleigh   \n",
       "9338                                13038 Ramona Dr  Desert Hot Springs   \n",
       "9339                                 4550 Angela Dr      Corpus Christi   \n",
       "9340  444 W Saint James Pl Apt 607 Chicago Il 60614             Chicago   \n",
       "9341                           1407 Memory Ln Apt 2               Houma   \n",
       "9342                               152 Overbrook Rd            Gibsonia   \n",
       "9343                        281 Old Bailey Rd Apt 3              Austin   \n",
       "9361                                 6423 W Palm Ln             Phoenix   \n",
       "9365                                  PO Box 410124           Big Water   \n",
       "9366                                1027 Freeman St               Bronx   \n",
       "9367                        3838 Rawlins St Apt 202              Dallas   \n",
       "9368                                  4 Lorraine Ct            New City   \n",
       "9369                                22137 Highway H             Sedalia   \n",
       "9371                             7957state Route 44             Ravenna   \n",
       "9372                                2115A Porter Rd             Cassatt   \n",
       "9373                                 108 Roxanna Dr         West Monroe   \n",
       "9374                                7599 Peyraud Dr    North Fort Myers   \n",
       "9375                                   104 Cedar St           Rice Lake   \n",
       "9376                                  128 Monroe St               Arvin   \n",
       "9378                     4508 Hunters Glen Dr Apt A        Saint Joseph   \n",
       "9379                                1839 Koefoot Dr        Indianapolis   \n",
       "9380                     705 Violet Lane Jackson Nj             Jackson   \n",
       "9382                        725 Flying R Ranch Rd W       Spring Branch   \n",
       "\n",
       "                                      email email_confirmation first_name  \\\n",
       "1290              FASTTRUCKER2006@YAHOO.COM                NaN     Ronald   \n",
       "1291                   JEFFBH62@HOTMAIL.COM                NaN    JEFFERY   \n",
       "1292                KELLI19WILSON@GMAIL.COM                NaN      Kelli   \n",
       "1293                 SUK.MONGER19@GMAIL.COM                NaN        Suk   \n",
       "1294                    GADAMS809@GMAIL.COM                NaN      Linda   \n",
       "1295                   MBRAWLEY12@GMAIL.COM                NaN       Mike   \n",
       "1296                TRISHLANE4281@GMAIL.COM                NaN   Patricia   \n",
       "1297          WILLIAMS.COURTNIE11@YAHOO.COM                NaN   Courtnie   \n",
       "1298                    IDAPIE007@YAHOO.COM                NaN        ida   \n",
       "1299             BATONROUGELADY29@GMAIL.COM                NaN      Julie   \n",
       "1300                 LILLYLOU7878@GMAIL.COM                NaN    Crystal   \n",
       "1301                 ROBBIEREINKE@GMAIL.COM                NaN     robbie   \n",
       "1302                    FRANTC381@YAHOO.COM                NaN    Francis   \n",
       "1303              DONNAJACKSON782@GMAIL.COM                NaN      Donna   \n",
       "1304                     LUNAGENE@YAHOO.COM                NaN     Eugene   \n",
       "1305          THESTYLISHSTYLIST89@GMAIL.COM                NaN     Moneta   \n",
       "1306                 MCBRYDE_ALLY@YAHOO.COM                NaN       Ally   \n",
       "1307                      JOMART501@AOL.COM                NaN        joe   \n",
       "1308                   DBONITA.DG@GMAIL.COM                NaN      Diana   \n",
       "1309                     LE2007US@YAHOO.COM                NaN        Nam   \n",
       "1310               RISINGSTAR1913@GMAIL.COM                NaN     Nathan   \n",
       "1311           ARIELLEWILLIAMS216@GMAIL.COM                NaN    Arielle   \n",
       "1312                  ASTACIO1976@YAHOO.COM                NaN        Roy   \n",
       "1313                TRISTENCOLE79@YAHOO.COM                NaN    Tristen   \n",
       "1314             VICKYLBLANCHER57@GMAIL.COM                NaN      Vicky   \n",
       "1315              CHERYLCOMPTON60@GMAIL.COM                NaN     Cheryl   \n",
       "1317                   MAGDOLYN28@GMAIL.COM                NaN     Kirsis   \n",
       "1319                 MARYMAID1974@GMAIL.COM                NaN       Mary   \n",
       "1320                    SDEBBIE79@YAHOO.COM                NaN      Debra   \n",
       "1321            AZZEDINEMEZNI1961@GMAIL.COM                NaN   Azzedine   \n",
       "...                                     ...                ...        ...   \n",
       "9330                  BIGGERN1985@GMAIL.COM                NaN   Germaine   \n",
       "9331                    RUFUS8MAX@GMAIL.COM                NaN  Elizabeth   \n",
       "9332                  APARTINDEEP@GMAIL.COM                NaN    Annette   \n",
       "9333                 BROWNTAMELA4@GMAIL.COM                NaN     Tamela   \n",
       "9334              THEMARTINIJEWELS@MAIL.COM                NaN   Raemonda   \n",
       "9335               MIDDAUGHMARGIE@GMAIL.COM                NaN   MARGARET   \n",
       "9336       DENNISDIANNEJOHNLOUISE@GMAIL.COM                NaN     Dennis   \n",
       "9337              NELYBARRIOS2213@GMAIL.COM                NaN       Nely   \n",
       "9338                    AILEDH001@GMAIL.COM                NaN      Delia   \n",
       "9339                     VPATCEE1@GMAIL.COM                NaN   Patricia   \n",
       "9340             MICHAELCWALTERS2@GMAIL.COM                NaN    Michael   \n",
       "9341              LATANYALOVELY44@GMAIL.COM                NaN    Latanya   \n",
       "9342                  PONTOONJILL@YAHOO.COM                NaN       Jill   \n",
       "9343           DARLENESTEPHENS588@GMAIL.COM                NaN    Darlene   \n",
       "9361                 MONAMAJORS40@GMAIL.COM                NaN     Ramona   \n",
       "9365  JOANN.HALEBESTGRANDMAEVER@OUTLOOK.COM                NaN      Joann   \n",
       "9366            CARLOSIMARTINEZ40@GMAIL.COM                NaN     Carlos   \n",
       "9367                     CHAZWILL@GMAIL.COM                NaN    Charles   \n",
       "9368                    STEPPICO911@AOL.COM                NaN  Stephanie   \n",
       "9369              JOHN227527@ROCKETMAIL.COM                NaN       john   \n",
       "9371                BUFFALOMAMA52@GMAIL.COM                NaN   Virginia   \n",
       "9372                DORISIVEY1987@GMAIL.COM                NaN      Doris   \n",
       "9373                ROBERTW101987@GMAIL.COM                NaN     Robert   \n",
       "9374                        KJC8295@AOL.COM                NaN    Kathryn   \n",
       "9375                      JDM1366@GMAIL.COM                NaN       John   \n",
       "9376                   CJRILEY365@GMAIL.COM                NaN   Clifford   \n",
       "9378                      SP52336@GMAIL.COM                NaN      Susan   \n",
       "9379                 TRACEY_S10@HOTMAIL.COM                NaN     Tracey   \n",
       "9380                 BORKOWSKIIZA@GMAIL.COM                NaN     Joanna   \n",
       "9382                   DIXIE.BOYD@GMAIL.COM                NaN      Dixie   \n",
       "\n",
       "         last_name middle_name state  \\\n",
       "1290        Tucker                NE   \n",
       "1291       HASKINS                VA   \n",
       "1292        Wilson                CA   \n",
       "1293        Monger                ND   \n",
       "1294         Adams                SC   \n",
       "1295       Brawley                AR   \n",
       "1296          Lane                PA   \n",
       "1297      Williams                OH   \n",
       "1298         scott                TX   \n",
       "1299       Baldwin                NC   \n",
       "1300        Wilson                AR   \n",
       "1301        reinke                TX   \n",
       "1302         Cooke                MI   \n",
       "1303       Jackson                TX   \n",
       "1304        Snyder                NM   \n",
       "1305         Hicks                VA   \n",
       "1306       Mcbryde                AL   \n",
       "1307       martino     martino    WV   \n",
       "1308      Gonzalez                GA   \n",
       "1309            Le                CA   \n",
       "1310       Jackson                TX   \n",
       "1311        Harris                OH   \n",
       "1312       Astacio                FL   \n",
       "1313          Cole                UT   \n",
       "1314      Blancher                MI   \n",
       "1315       Compton                VA   \n",
       "1317     Fernandez                LA   \n",
       "1319    Cunningham                IN   \n",
       "1320        scerbo      scerbo    PA   \n",
       "1321         Mezni                CO   \n",
       "...            ...         ...   ...   \n",
       "9330       Morales                CA   \n",
       "9331         Davic                FL   \n",
       "9332        Partin                GA   \n",
       "9333         Brown                OK   \n",
       "9334       Martini                FL   \n",
       "9335      middaugh                OH   \n",
       "9336         Dugan                NJ   \n",
       "9337       Barrios                NC   \n",
       "9338     Hernandez                CA   \n",
       "9339       Herrera                TX   \n",
       "9340       Walters                IL   \n",
       "9341        Lovely                LA   \n",
       "9342  Hickinbottom                PA   \n",
       "9343      Stephens                TX   \n",
       "9361        Majors                AZ   \n",
       "9365          Hale                UT   \n",
       "9366      Martinez                NY   \n",
       "9367      Williams                TX   \n",
       "9368       Mulhall                NY   \n",
       "9369   billingsley                MO   \n",
       "9371          Putt                OH   \n",
       "9372          Ivey                SC   \n",
       "9373       Woodard                LA   \n",
       "9374         Frank                FL   \n",
       "9375        Miller      miller    WI   \n",
       "9376         Riley                CA   \n",
       "9378        Parker                MO   \n",
       "9379       Fietsch                IN   \n",
       "9380     Borkowski                NJ   \n",
       "9382          Boyd                TX   \n",
       "\n",
       "                                              text_data text_data_docs  \\\n",
       "1290  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1291  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1292  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1293  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1294  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1295  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1296  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1297  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1298  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1299  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1300  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1301  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1302  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1303  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1304  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1305  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1306  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1307  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1308  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1309  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1310  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1311  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1312  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1313  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1314  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1315  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1317  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1319  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1320  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "1321  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "...                                                 ...            ...   \n",
       "9330  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9331  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9332  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9333  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9334  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9335  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9336  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9337  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9338  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9339  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9340  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9341  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9342  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9343  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9361  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9365  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9366  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9367  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9368  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9369  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9371  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9372  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9373  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9374  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9375  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9376  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9378  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9379  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9380  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "9382  I was outraged by the Obama/Wheeler FCC's deci...                  \n",
       "\n",
       "           ...         zip4   zip5  \\\n",
       "1290       ...        68157  68157   \n",
       "1291       ...        22303  22303   \n",
       "1292       ...        93308  93308   \n",
       "1293       ...        58103  58103   \n",
       "1294       ...        29379  29379   \n",
       "1295       ...        72543  72543   \n",
       "1296       ...        19079  19079   \n",
       "1297       ...        43302  43302   \n",
       "1298       ...        78244  78244   \n",
       "1299       ...        27253  27253   \n",
       "1300       ...        72002  72002   \n",
       "1301       ...        75473  75473   \n",
       "1302       ...        48239  48239   \n",
       "1303       ...        78741  78741   \n",
       "1304       ...        87824  87824   \n",
       "1305       ...        23513  23513   \n",
       "1306       ...        36695  36695   \n",
       "1307       ...        26104  26104   \n",
       "1308       ...        30236  30236   \n",
       "1309       ...        95116  95116   \n",
       "1310       ...        79106  79106   \n",
       "1311       ...        44108  44108   \n",
       "1312       ...        33319  33319   \n",
       "1313       ...        84029  84029   \n",
       "1314       ...        49021  49021   \n",
       "1315       ...        23229  23229   \n",
       "1317       ...        70056  70056   \n",
       "1319       ...        46041  46041   \n",
       "1320       ...        18436  18436   \n",
       "1321       ...        80112  80112   \n",
       "...        ...          ...    ...   \n",
       "9330       ...        93030  93030   \n",
       "9331       ...        33050  33050   \n",
       "9332       ...        30286  30286   \n",
       "9333       ...        73139  73139   \n",
       "9334       ...        34748  34748   \n",
       "9335       ...        43357  43357   \n",
       "9336       ...        07081  07081   \n",
       "9337       ...        27612  27612   \n",
       "9338       ...        92240  92240   \n",
       "9339       ...        78416  78416   \n",
       "9340       ...        60614  60614   \n",
       "9341       ...        70363  70363   \n",
       "9342       ...        15044  15044   \n",
       "9343       ...        78741  78741   \n",
       "9361       ...        85035  85035   \n",
       "9365       ...        84741  84741   \n",
       "9366       ...        10459  10459   \n",
       "9367       ...        75219  75219   \n",
       "9368       ...        10956  10956   \n",
       "9369       ...        65301  65301   \n",
       "9371       ...        44266  44266   \n",
       "9372       ...        29032  29032   \n",
       "9373       ...        71291  71291   \n",
       "9374       ...        33917  33917   \n",
       "9375       ...        54868  54868   \n",
       "9376       ...        93203  93203   \n",
       "9378       ...        64506  64506   \n",
       "9379       ...        46214  46214   \n",
       "9380       ...        08527  08527   \n",
       "9382       ...        78070  78070   \n",
       "\n",
       "                                                 breach         p  n  \\\n",
       "1290  [{\"Title\":\"MySpace\",\"Name\":\"MySpace\",\"Domain\":...  0.454545  5   \n",
       "1291  [{\"Title\":\"Dailymotion\",\"Name\":\"Dailymotion\",\"...  0.545455  6   \n",
       "1292                                                NaN  0.818182  9   \n",
       "1293  [{\"Title\":\"Modern Business Solutions\",\"Name\":\"...  0.636364  7   \n",
       "1294  [{\"Title\":\"Modern Business Solutions\",\"Name\":\"...  0.545455  6   \n",
       "1295  [{\"Title\":\"Modern Business Solutions\",\"Name\":\"...  0.727273  8   \n",
       "1296  [{\"Title\":\"Modern Business Solutions\",\"Name\":\"...  0.636364  7   \n",
       "1297                                                NaN  0.727273  8   \n",
       "1298  [{\"Title\":\"LinkedIn\",\"Name\":\"LinkedIn\",\"Domain...  0.454545  5   \n",
       "1299  [{\"Title\":\"Modern Business Solutions\",\"Name\":\"...  0.636364  7   \n",
       "1300  [{\"Title\":\"River City Media Spam List\",\"Name\":...  0.545455  6   \n",
       "1301                                                NaN  0.636364  7   \n",
       "1302  [{\"Title\":\"Modern Business Solutions\",\"Name\":\"...  0.545455  6   \n",
       "1303                                                NaN  0.818182  9   \n",
       "1304  [{\"Title\":\"MySpace\",\"Name\":\"MySpace\",\"Domain\":...  0.454545  5   \n",
       "1305                                                NaN  0.545455  6   \n",
       "1306  [{\"Title\":\"River City Media Spam List\",\"Name\":...  0.636364  7   \n",
       "1307  [{\"Title\":\"LinkedIn\",\"Name\":\"LinkedIn\",\"Domain...  0.454545  5   \n",
       "1308  [{\"Title\":\"River City Media Spam List\",\"Name\":...  0.636364  7   \n",
       "1309  [{\"Title\":\"Adobe\",\"Name\":\"Adobe\",\"Domain\":\"ado...  0.545455  6   \n",
       "1310  [{\"Title\":\"Modern Business Solutions\",\"Name\":\"...  0.636364  7   \n",
       "1311  [{\"Title\":\"Modern Business Solutions\",\"Name\":\"...  0.727273  8   \n",
       "1312  [{\"Title\":\"Onliner Spambot\",\"Name\":\"OnlinerSpa...  0.727273  8   \n",
       "1313  [{\"Title\":\"Disqus\",\"Name\":\"Disqus\",\"Domain\":\"d...  0.636364  7   \n",
       "1314  [{\"Title\":\"Modern Business Solutions\",\"Name\":\"...  0.545455  6   \n",
       "1315  [{\"Title\":\"River City Media Spam List\",\"Name\":...  0.545455  6   \n",
       "1317                                                NaN  0.636364  7   \n",
       "1319  [{\"Title\":\"Modern Business Solutions\",\"Name\":\"...  0.636364  7   \n",
       "1320  [{\"Title\":\"Last.fm\",\"Name\":\"Lastfm\",\"Domain\":\"...  0.545455  6   \n",
       "1321                                                NaN  0.727273  8   \n",
       "...                                                 ...       ... ..   \n",
       "9330  [{\"Title\":\"Modern Business Solutions\",\"Name\":\"...  0.454545  5   \n",
       "9331                                                NaN  0.636364  7   \n",
       "9332                                                NaN  0.727273  8   \n",
       "9333  [{\"Title\":\"Modern Business Solutions\",\"Name\":\"...  0.545455  6   \n",
       "9334  [{\"Title\":\"LinkedIn\",\"Name\":\"LinkedIn\",\"Domain...  0.545455  6   \n",
       "9335                                                NaN  0.727273  8   \n",
       "9336  [{\"Title\":\"Modern Business Solutions\",\"Name\":\"...  0.636364  7   \n",
       "9337                                                NaN  0.636364  7   \n",
       "9338                                                NaN  0.636364  7   \n",
       "9339                                                NaN  0.636364  7   \n",
       "9340                                                NaN  0.727273  8   \n",
       "9341  [{\"Title\":\"Modern Business Solutions\",\"Name\":\"...  0.636364  7   \n",
       "9342  [{\"Title\":\"River City Media Spam List\",\"Name\":...  0.545455  6   \n",
       "9343                                                NaN  0.818182  9   \n",
       "9361  [{\"Title\":\"Modern Business Solutions\",\"Name\":\"...  0.636364  7   \n",
       "9365                                                NaN  0.818182  9   \n",
       "9366                                                NaN  0.727273  8   \n",
       "9367  [{\"Title\":\"Bitcoin Security Forum Gmail Dump\",...  0.727273  8   \n",
       "9368  [{\"Title\":\"LinkedIn\",\"Name\":\"LinkedIn\",\"Domain...  0.545455  6   \n",
       "9369  [{\"Title\":\"River City Media Spam List\",\"Name\":...  0.545455  6   \n",
       "9371  [{\"Title\":\"River City Media Spam List\",\"Name\":...  0.545455  6   \n",
       "9372  [{\"Title\":\"Modern Business Solutions\",\"Name\":\"...  0.727273  8   \n",
       "9373                                                NaN  0.818182  9   \n",
       "9374  [{\"Title\":\"Bitly\",\"Name\":\"Bitly\",\"Domain\":\"bit...  0.636364  7   \n",
       "9375  [{\"Title\":\"LinkedIn\",\"Name\":\"LinkedIn\",\"Domain...  0.636364  7   \n",
       "9376  [{\"Title\":\"CashCrate\",\"Name\":\"CashCrate\",\"Doma...  0.454545  5   \n",
       "9378  [{\"Title\":\"Modern Business Solutions\",\"Name\":\"...  0.636364  7   \n",
       "9379  [{\"Title\":\"River City Media Spam List\",\"Name\":...  0.727273  8   \n",
       "9380  [{\"Title\":\"Modern Business Solutions\",\"Name\":\"...  0.727273  8   \n",
       "9382  [{\"Title\":\"Adobe\",\"Name\":\"Adobe\",\"Domain\":\"ado...  0.636364  7   \n",
       "\n",
       "            pm  cluster_id  silscore  stance  mean_sil_score  \n",
       "1290  0.571429          35  0.999872       0        0.999745  \n",
       "1291  0.566038          35  0.999872       0        0.999745  \n",
       "1292  0.550459          35  0.999872       0        0.999745  \n",
       "1293  0.560748          35  0.999872       0        0.999745  \n",
       "1294  0.566038          35  0.999872       0        0.999745  \n",
       "1295  0.555556          35  0.999872       0        0.999745  \n",
       "1296  0.560748          35  0.999872       0        0.999745  \n",
       "1297  0.555556          35  0.999872       0        0.999745  \n",
       "1298  0.571429          35  0.999872       0        0.999745  \n",
       "1299  0.560748          35  0.999872       0        0.999745  \n",
       "1300  0.566038          35  0.999872       0        0.999745  \n",
       "1301  0.560748          35  0.999872       0        0.999745  \n",
       "1302  0.566038          35  0.999872       0        0.999745  \n",
       "1303  0.550459          35  0.999872       0        0.999745  \n",
       "1304  0.571429          35  0.999872       0        0.999745  \n",
       "1305  0.566038          35  0.999872       0        0.999745  \n",
       "1306  0.560748          35  0.999872       0        0.999745  \n",
       "1307  0.571429          35  0.999872       0        0.999745  \n",
       "1308  0.560748          35  0.999872       0        0.999745  \n",
       "1309  0.566038          35  0.999872       0        0.999745  \n",
       "1310  0.560748          35  0.999872       0        0.999745  \n",
       "1311  0.555556          35  0.999872       0        0.999745  \n",
       "1312  0.555556          35  0.999872       0        0.999745  \n",
       "1313  0.560748          35  0.999872       0        0.999745  \n",
       "1314  0.566038          35  0.999872       0        0.999745  \n",
       "1315  0.566038          35  0.999872       0        0.999745  \n",
       "1317  0.560748          35  0.999872       0        0.999745  \n",
       "1319  0.560748          35  0.999872       0        0.999745  \n",
       "1320  0.566038          35  0.999872       0        0.999745  \n",
       "1321  0.555556          35  0.999872       0        0.999745  \n",
       "...        ...         ...       ...     ...             ...  \n",
       "9330  0.571429          35  0.999872       0        0.999745  \n",
       "9331  0.560748          35  0.999872       0        0.999745  \n",
       "9332  0.555556          35  0.999872       0        0.999745  \n",
       "9333  0.566038          35  0.999872       0        0.999745  \n",
       "9334  0.566038          35  0.999872       0        0.999745  \n",
       "9335  0.555556          35  0.999872       0        0.999745  \n",
       "9336  0.560748          35  0.999872       0        0.999745  \n",
       "9337  0.560748          35  0.999872       0        0.999745  \n",
       "9338  0.560748          35  0.999872       0        0.999745  \n",
       "9339  0.560748          35  0.999872       0        0.999745  \n",
       "9340  0.555556          35  0.999872       0        0.999745  \n",
       "9341  0.560748          35  0.999872       0        0.999745  \n",
       "9342  0.566038          35  0.999872       0        0.999745  \n",
       "9343  0.550459          35  0.999872       0        0.999745  \n",
       "9361  0.560748          35  0.999872       0        0.999745  \n",
       "9365  0.550459          35  0.999872       0        0.999745  \n",
       "9366  0.555556          35  0.999872       0        0.999745  \n",
       "9367  0.555556          35  0.999872       0        0.999745  \n",
       "9368  0.566038          35  0.999872       0        0.999745  \n",
       "9369  0.566038          35  0.999872       0        0.999745  \n",
       "9371  0.566038          35  0.999872       0        0.999745  \n",
       "9372  0.555556          35  0.999872       0        0.999745  \n",
       "9373  0.550459          35  0.999872       0        0.999745  \n",
       "9374  0.560748          35  0.999872       0        0.999745  \n",
       "9375  0.560748          35  0.999872       0        0.999745  \n",
       "9376  0.571429          35  0.999872       0        0.999745  \n",
       "9378  0.560748          35  0.999872       0        0.999745  \n",
       "9379  0.555556          35  0.999872       0        0.999745  \n",
       "9380  0.555556          35  0.999872       0        0.999745  \n",
       "9382  0.560748          35  0.999872       0        0.999745  \n",
       "\n",
       "[4062 rows x 21 columns]"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data['cluster_id']==35]"
   ]
  }
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