Media Reporting Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "D_2020 = pd.read_excel('2020 Police Shooting.xlsx', index_col=0)  \n",
    "D_2019 = pd.read_excel('2019 Police Shooting.xlsx', index_col=0) \n",
    "D_2018 = pd.read_excel('2018 Police Shooting.xlsx', index_col=0) \n",
    "D_2017 = pd.read_excel('2017 Police Shooting.xlsx', index_col=0) \n",
    "D_2016 = pd.read_excel('2016 Police Shooting.xlsx', index_col=0) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 2472 entries, 2020-01-01 to 2016-12-23\n",
      "Data columns (total 7 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   Name    2472 non-null   object \n",
      " 1   Age     2407 non-null   float64\n",
      " 2   Gender  2472 non-null   object \n",
      " 3   Race    2472 non-null   object \n",
      " 4   State   2472 non-null   object \n",
      " 5   *       2444 non-null   object \n",
      " 6   Source  2472 non-null   object \n",
      "dtypes: float64(1), object(6)\n",
      "memory usage: 154.5+ KB\n"
     ]
    }
   ],
   "source": [
    "frames = [D_2020, D_2019, D_2018, D_2017, D_2016]\n",
    "D = pd.concat(frames)\n",
    "D = D[D['Source'].notna()]\n",
    "D_new= D[D['Race'].notna()]\n",
    "D_new.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "W    1244\n",
       "B     663\n",
       "H     457\n",
       "A      50\n",
       "N      39\n",
       "O      19\n",
       "Name: Race, dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "D_new['Race'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['wric.com', 'nbc12.com'],\n",
       " ['kobi5.com', 'kdrv.com', 'kdrv.com'],\n",
       " ['denverpost.com', 'kdvr.com'],\n",
       " ['sacbee.com'],\n",
       " ['kansascity.com', 'kctv5.com'],\n",
       " ['kxl.com', 'kptv.com', 'oregonlive.com'],\n",
       " ['ktnv.com', 'reviewjournal.com'],\n",
       " ['cbslocal.com', 'pe.com'],\n",
       " ['wgntv.com', 'radio.com'],\n",
       " ['wtnh.com', 'nbcconnecticut.com'],\n",
       " ['wgntv.com', 'suntimes.com'],\n",
       " ['al.com', 'enewscourier.com'],\n",
       " ['news4jax.com', 'jacksonville.com'],\n",
       " ['delawareonline.com', 'wboc.com', 'delawareonline.com'],\n",
       " ['kcbd.com', 'lubbockonline.com'],\n",
       " ['kolotv.com', 'ktvn.com', 'kkoh.com'],\n",
       " ['kfor.com', 'news9.com'],\n",
       " ['myfox8.com', 'wral.com'],\n",
       " ['azfamily.com', 'azcentral.com'],\n",
       " ['krqe.com', 'koat.com'],\n",
       " ['cbslocal.com', 'denverpost.com', 'kdvr.com'],\n",
       " ['kitv.com', 'kitv.com'],\n",
       " ['ktva.com', 'ktuu.com'],\n",
       " ['kfvs12.com', 'kmov.com', 'dailyjournalonline.com'],\n",
       " ['nytimes.com', 'nbcnewyork.com', 'nypost.com', 'nytimes.com'],\n",
       " ['kfyrtv.com', 'valleynewslive.com'],\n",
       " ['meadvilletribune.com', 'timesleaderonline.com'],\n",
       " ['cbslocal.com', 'inquirer.com'],\n",
       " ['cbs42.com', 'wkrg.com', 'al.com'],\n",
       " ['cbslocal.com', 'abc7.com'],\n",
       " ['khq.com', 'spokesman.com'],\n",
       " ['postindependent.com', 'denverpost.com', 'cbslocal.com'],\n",
       " ['wtxl.com', 'walb.com'],\n",
       " ['nbcmiami.com', 'cbslocal.com', 'local10.com'],\n",
       " ['nbclosangeles.com', 'cbslocal.com', 'abc7.com', 'yovenice.com'],\n",
       " ['fourstateshomepage.com'],\n",
       " ['kdvr.com'],\n",
       " ['nbcchicago.com', 'abc7chicago.com'],\n",
       " ['mysanantonio.com', 'bradenton.com', 'mysanantonio.com'],\n",
       " ['clickorlando.com', 'ocala.com', 'wftv.com'],\n",
       " ['wesh.com', 'clickorlando.com', 'wftv.com'],\n",
       " ['nbcmontana.com', 'kpax.com'],\n",
       " ['wataugademocrat.com', 'goblueridge.net', 'journalpatriot.com'],\n",
       " ['theledger.com', 'baynews9.com'],\n",
       " ['gwinnettdailypost.com', 'ajc.com'],\n",
       " ['weau.com', 'wjfw.com', 'wausaudailyherald.com'],\n",
       " ['nevadaappeal.com', 'kkoh.com'],\n",
       " ['fox61.com', 'wtnh.com'],\n",
       " ['ajc.com', 'fox5atlanta.com'],\n",
       " ['abcactionnews.com', 'wtsp.com'],\n",
       " ['newstimes.com', 'wtnh.com'],\n",
       " ['ocregister.com', 'latimes.com', 'latimes.com'],\n",
       " ['sedona.biz', 'abc15.com'],\n",
       " ['wlfi.com', 'fox59.com'],\n",
       " ['fox16.com', 'deltaplexnews.com'],\n",
       " ['jacksonville.com', 'news4jax.com'],\n",
       " ['wbay.com', 'postcrescent.com', 'wbay.com'],\n",
       " ['nbcdfw.com', 'crosstimbersgazette.com'],\n",
       " ['komonews.com'],\n",
       " ['patch.com', 'denverpost.com', 'cbslocal.com', 'kdvr.com'],\n",
       " ['azfamily.com', 'fox10phoenix.com'],\n",
       " ['purcellregister.com', 'normantranscript.com'],\n",
       " ['savannahnow.com', 'wtoc.com'],\n",
       " ['kxii.com', 'theparisnews.com', 'kxii.com'],\n",
       " ['ktuu.com', 'adn.com'],\n",
       " ['tbreporter.com', 'abcactionnews.com'],\n",
       " ['wsbtv.com', 'fox5atlanta.com'],\n",
       " ['nbcnewyork.com', 'abc7ny.com'],\n",
       " ['conchovalleyhomepage.com', 'gosanangelo.com'],\n",
       " ['nbcsandiego.com', 'nbcsandiego.com'],\n",
       " ['mynbc15.com', 'mynbc15.com', 'al.com'],\n",
       " ['kdvr.com', 'thedenverchannel.com'],\n",
       " ['10tv.com', 'dispatch.com'],\n",
       " ['azfamily.com', 'abc15.com'],\n",
       " ['fox5dc.com', 'nbcnews.com'],\n",
       " ['wistv.com', 'aikenstandard.com'],\n",
       " ['cbslocal.com', 'somdnews.com'],\n",
       " ['azfamily.com', 'azcentral.com'],\n",
       " ['kvoa.com', 'kold.com', 'tucson.com'],\n",
       " ['mountain-topmedia.com', 'news-expressky.com'],\n",
       " ['wxii12.com', 'myfox8.com', 'myfox8.com'],\n",
       " ['pressconnects.com', 'thedailystar.com'],\n",
       " ['alaska-native-news.com', 'ktuu.com'],\n",
       " ['woub.org', 'abc6onyourside.com'],\n",
       " ['abc6onyourside.com', 'nbc4i.com'],\n",
       " ['abc11.com', 'newsobserver.com', 'abc11.com'],\n",
       " ['ajc.com', 'rockdalenewtoncitizen.com'],\n",
       " ['wfla.com', 'fox13news.com'],\n",
       " ['news-press.com', 'winknews.com'],\n",
       " ['cbs58.com', 'fox6now.com', 'waow.com'],\n",
       " ['wmtw.com', 'bangordailynews.com', 'wgme.com'],\n",
       " ['ksl.com', 'fox13now.com'],\n",
       " ['nbcdfw.com', 'cbslocal.com', 'star-telegram.com'],\n",
       " ['okcfox.com', 'kxii.com'],\n",
       " ['fresnobee.com', 'kmph.com'],\n",
       " ['krcrtv.com', 'actionnewsnow.com'],\n",
       " ['ktvn.com', 'rgj.com'],\n",
       " ['kwch.com', 'ktul.com'],\n",
       " ['nbc-2.com', 'wfla.com', 'nbc-2.com'],\n",
       " ['boston25news.com', 'whdh.com', 'boston25news.com', 'bostonglobe.com'],\n",
       " ['kjrh.com', 'newson6.com'],\n",
       " ['wvtm13.com', 'wsfa.com'],\n",
       " ['tri-cityherald.com', 'nbcrightnow.com'],\n",
       " ['nbc25news.com', 'wwmt.com'],\n",
       " ['chicagotribune.com', 'nbcchicago.com', 'cwbchicago.com'],\n",
       " ['macon.com', 'ajc.com', 'burpeescottmemorialchapel.com'],\n",
       " ['wmcactionnews5.com', 'wmcactionnews5.com'],\n",
       " ['wbrz.com', 'theadvocate.com'],\n",
       " ['wsfa.com', 'waaytv.com'],\n",
       " ['wtkr.com', 'washingtonpost.com'],\n",
       " ['wbaltv.com', 'wtop.com', 'baltimoresun.com', 'wnep.com'],\n",
       " ['kfyrtv.com'],\n",
       " ['shreveporttimes.com', 'ksla.com'],\n",
       " ['standard.net', 'kutv.com'],\n",
       " ['newschannel10.com'],\n",
       " ['mynews4.com', 'kkoh.com'],\n",
       " ['kgw.com', 'nbc16.com'],\n",
       " ['thedenverchannel.com', 'denverpost.com', 'thedenverchannel.com'],\n",
       " ['abc7.com'],\n",
       " ['wbtv.com', 'wcnc.com'],\n",
       " ['adn.com', 'ktuu.com'],\n",
       " ['bostonglobe.com', 'bostonglobe.com'],\n",
       " ['signaltribunenewspaper.com', 'presstelegram.com', 'lbpost.com'],\n",
       " ['clickorlando.com', 'wfla.com'],\n",
       " ['wlky.com', 'wave3.com'],\n",
       " ['wreg.com', 'go.com', 'wate.com'],\n",
       " ['azfamily.com', 'casino.org'],\n",
       " ['clickorlando.com', 'wesh.com'],\n",
       " ['redding.com', 'redbluffdailynews.com'],\n",
       " ['abc6onyourside.com', 'nbc4i.com'],\n",
       " ['ajc.com', 'wsbtv.com'],\n",
       " ['thedenverchannel.com', 'cbslocal.com', 'kdvr.com'],\n",
       " ['krqe.com', 'demingheadlight.com'],\n",
       " ['cbs58.com', 'wisn.com'],\n",
       " ['journalstar.com', 'omaha.com'],\n",
       " ['mysanantonio.com', 'kens5.com'],\n",
       " ['al.com', 'washingtonpost.com'],\n",
       " ['shreveporttimes.com', 'ksla.com', 'ksla.com'],\n",
       " ['nbcnewyork.com', 'abc7ny.com'],\n",
       " ['idahostatejournal.com', 'ktvb.com'],\n",
       " ['brownwoodtx.com', 'kvue.com'],\n",
       " ['wpde.com', 'theitem.com'],\n",
       " ['bradenton.com', 'mysuncoast.com'],\n",
       " ['9news.com', 'thedenverchannel.com'],\n",
       " ['kjrh.com'],\n",
       " ['fox9.com', 'cbslocal.com'],\n",
       " ['abc15.com', 'verdenews.com', 'fox10phoenix.com'],\n",
       " ['jacksonville.com', 'actionnewsjax.com', 'jacksonville.com'],\n",
       " ['yaktrinews.com', 'kpq.com', 'ifiberone.com'],\n",
       " ['jsonline.com', 'wisn.com', 'wisn.com'],\n",
       " ['kens5.com', 'cbslocal.com'],\n",
       " ['8newsnow.com',\n",
       "  'news3lv.com',\n",
       "  'fox5vegas.com',\n",
       "  'lapalomafuneralservices.com'],\n",
       " ['krdo.com', 'koaa.com'],\n",
       " ['cbslocal.com', 'ktla.com'],\n",
       " ['wxii12.com'],\n",
       " ['ktbs.com', 'arklatexhomepage.com', 'ksla.com'],\n",
       " ['kxii.com', 'heralddemocrat.com'],\n",
       " ['wsvn.com', 'nbcmiami.com'],\n",
       " ['ncwlife.com', 'kxly.com'],\n",
       " ['neareport.com', 'kait8.com', 'kait8.com'],\n",
       " ['al.com', 'dothanfirst.com'],\n",
       " ['nbc12.com', 'richmond.com'],\n",
       " ['wtae.com', 'triblive.com'],\n",
       " ['fox19.com', 'wcpo.com'],\n",
       " ['sun-sentinel.com', 'sun-sentinel.com', 'sun-sentinel.com'],\n",
       " ['kjrh.com', 'fox23.com'],\n",
       " ['abc30.com', 'fresnosheriff.org'],\n",
       " ['wdtn.com', 'daytondailynews.com'],\n",
       " ['fox10phoenix.com', 'azcentral.com'],\n",
       " ['abc7.com'],\n",
       " ['khou.com', 'click2houston.com'],\n",
       " ['kstp.com', 'brainerddispatch.com', 'startribune.com'],\n",
       " ['newsminer.com', 'ktva.com'],\n",
       " ['yourcentralvalley.com', 'abc30.com'],\n",
       " ['ksat.com'],\n",
       " ['nbclosangeles.com', 'ktla.com', 'mynewsla.com'],\n",
       " ['news-journalonline.com', 'jacksonville.com'],\n",
       " ['ktva.com', 'ktuu.com'],\n",
       " ['wlky.com'],\n",
       " ['theguardian.com', 'washingtonpost.com'],\n",
       " ['fox4kc.com', 'apnews.com'],\n",
       " ['kjrh.com', 'claremoreprogress.com'],\n",
       " ['cbslocal.com', 'triblive.com'],\n",
       " ['azcentral.com', 'yourvalley.net'],\n",
       " ['dallasnews.com', 'star-telegram.com'],\n",
       " ['newschannel5.com', 'wsmv.com'],\n",
       " ['ladailypost.com', 'koat.com', 'abqjournal.com'],\n",
       " ['wave3.com'],\n",
       " ['kpic.com', 'kezi.com'],\n",
       " ['kktv.com', 'chieftain.com'],\n",
       " ['wxii12.com', 'thetimesnews.com'],\n",
       " ['latimes.com', 'cbslocal.com'],\n",
       " ['greatfallstribune.com', 'mtstandard.com'],\n",
       " ['sovanow.com', 'wtvr.com', 'sovanow.com'],\n",
       " ['messengernews.net', 'kcci.com'],\n",
       " ['ksat.com', 'mysanantonio.com'],\n",
       " ['yourgv.com', 'wdbj7.com'],\n",
       " ['wgal.com', 'cumberlink.com'],\n",
       " ['fox5atlanta.com', 'ajc.com'],\n",
       " ['katc.com', 'klfy.com', 'houmatoday.com'],\n",
       " ['denverpost.com', 'thedenverchannel.com'],\n",
       " ['ktxs.com', 'myfoxzone.com'],\n",
       " ['newspressnow.com', 'kq2.com'],\n",
       " ['njherald.com', 'dailyvoice.com'],\n",
       " ['wate.com'],\n",
       " ['wtxl.com', 'wctv.tv', 'wtxl.com'],\n",
       " ['wtvm.com', 'ajc.com'],\n",
       " ['wtkr.com', 'usnews.com'],\n",
       " ['ksat.com', 'news4sanantonio.com'],\n",
       " ['turnto23.com', 'avpress.com'],\n",
       " ['spectrumlocalnews.com', 'timesunion.com'],\n",
       " ['theolympian.com', 'q13fox.com'],\n",
       " ['journalnow.com', 'msn.com'],\n",
       " ['elpasotimes.com', 'ktsm.com'],\n",
       " ['8newsnow.com', 'news3lv.com'],\n",
       " ['5newsonline.com', 'kark.com'],\n",
       " ['news-journalonline.com', 'clickorlando.com'],\n",
       " ['journalnow.com', 'wfmynews2.com'],\n",
       " ['wvva.com', 'wtvr.com', 'wfxrtv.com'],\n",
       " ['spectrumlocalnews.com', 'midhudsonnews.com'],\n",
       " ['kivitv.com', 'idahostatejournal.com'],\n",
       " ['abc15.com', 'knau.org'],\n",
       " ['foxbaltimore.com', 'baltimoresun.com'],\n",
       " ['courier-journal.com', 'wlky.com'],\n",
       " ['dailybulletin.com', 'latimes.com'],\n",
       " ['abqjournal.com', 'abqjournal.com'],\n",
       " ['citizen-times.com', 'wpde.com'],\n",
       " ['cdispatch.com', 'wtva.com'],\n",
       " ['thenewsstar.com', 'knoe.com'],\n",
       " ['ktvb.com', 'lincolncityhomepage.com'],\n",
       " ['abc15.com', '12news.com'],\n",
       " ['apnews.com', 'dallasnews.com'],\n",
       " ['courant.com', 'courant.com'],\n",
       " ['unionleader.com'],\n",
       " ['theadanews.com', 'kxii.com'],\n",
       " ['metrowestdailynews.com', 'apnews.com'],\n",
       " ['spacecoastdaily.com', 'floridatoday.com'],\n",
       " ['quadcitiesdaily.com', 'timesdaily.com'],\n",
       " ['miamiherald.com', 'publishedreporter.com'],\n",
       " ['knoxnews.com', 'knoxnews.com'],\n",
       " ['azfamily.com', 'yourvalley.net'],\n",
       " ['clintonherald.com', 'wqad.com'],\n",
       " ['ksla.com', 'arklatexhomepage.com'],\n",
       " ['crossroadstoday.com'],\n",
       " ['delmarvanow.com', 'wboc.com'],\n",
       " ['wistv.com', 'wltx.com'],\n",
       " ['richmond.com', 'nbc12.com'],\n",
       " ['wsmv.com', 'timesfreepress.com'],\n",
       " ['denverpost.com', '9news.com'],\n",
       " ['kobi5.com', 'kobi5.com'],\n",
       " ['inquirer.com', '6abc.com'],\n",
       " ['pennlive.com', '6abc.com'],\n",
       " ['actionnewsjax.com', 'firstcoastnews.com', 'news4jax.com'],\n",
       " ['heraldbulletin.com', 'tribstar.com'],\n",
       " ['sfexaminer.com', 'patch.com', 'mercurynews.com'],\n",
       " ['oxygen.com', 'kmph.com'],\n",
       " ['wabi.tv', 'bangordailynews.com'],\n",
       " ['krvn.com', 'ketv.com'],\n",
       " ['gmtoday.com', 'fox6now.com'],\n",
       " ['ajc.com', 'wjbf.com'],\n",
       " ['yahoo.com', 'nbcbayarea.com'],\n",
       " ['nbcmontana.com', 'kpax.com'],\n",
       " ['lubbockonline.com'],\n",
       " ['al.com', 'fox10tv.com'],\n",
       " ['wyff4.com', 'abcnews4.com'],\n",
       " ['abc7news.com', 'yahoo.com'],\n",
       " ['kstp.com', 'mankatofreepress.com'],\n",
       " ['8newsnow.com', 'news3lv.com'],\n",
       " ['krdo.com', 'newsbreak.com'],\n",
       " ['8newsnow.com', 'reviewjournal.com'],\n",
       " ['houstonchronicle.com', 'khou.com', 'click2houston.com'],\n",
       " ['abc13.com', 'houstonpublicmedia.org', 'nytimes.com'],\n",
       " ['scnow.com'],\n",
       " ['abc13.com', 'wtol.com'],\n",
       " ['northjersey.com', 'abc7ny.com'],\n",
       " ['statesman.com', 'fox7austin.com'],\n",
       " ['kron4.com', 'nbcbayarea.com', 'napavalleyregister.com'],\n",
       " ['pressherald.com', 'bangordailynews.com'],\n",
       " ['cbs46.com', 'fox5atlanta.com'],\n",
       " ['smnewsnet.com', 'wbaltv.com'],\n",
       " ['apnews.com', 'houstontx.gov'],\n",
       " ['azfamily.com', 'fox10phoenix.com'],\n",
       " ['tampabay.com', 'fox13news.com'],\n",
       " ['kptv.com', 'columbian.com'],\n",
       " ['news3lv.com', 'lasvegassun.com', 'reviewjournal.com'],\n",
       " ['abc30.com', 'kmph.com', 'maderatribune.com'],\n",
       " ['wlky.com', 'newsandtribune.com'],\n",
       " ['kentucky.com', 'mansfieldnewsjournal.com'],\n",
       " ['kdvr.com', 'thedenverchannel.com'],\n",
       " ['kusi.com', 'cbs8.com', 'nbcsandiego.com'],\n",
       " ['komonews.com', 'q13fox.com', 'komonews.com', 'seattletimes.com'],\n",
       " ['thv11.com', 'fox16.com'],\n",
       " ['kiro7.com', 'twitter.com'],\n",
       " ['wfft.com', 'thecr.com'],\n",
       " ['miamiherald.com', 'local10.com'],\n",
       " ['wsoctv.com', 'wccbcharlotte.com'],\n",
       " ['duboiscountyherald.com', 'wjts.tv', 'courierpress.com'],\n",
       " ['wokv.com', 'actionnewsjax.com'],\n",
       " ['abc7news.com', 'mercurynews.com'],\n",
       " ['news4sanantonio.com', 'kens5.com'],\n",
       " ['kansascity.com', 'kctv5.com'],\n",
       " ['tulsaworld.com', 'kjrh.com'],\n",
       " ['kmov.com', 'ksdk.com'],\n",
       " ['smdailyjournal.com', 'cbslocal.com', 'hmbreview.com'],\n",
       " ['kshb.com', 'kansascity.com'],\n",
       " ['explica.co', 'reviewjournal.com'],\n",
       " ['clickorlando.com', 'positivelyosceola.com'],\n",
       " ['ksat.com', 'ksat.com'],\n",
       " ['indystar.com', 'indystar.com'],\n",
       " ['heraldsun.com', 'wral.com'],\n",
       " ['cbslocal.com', 'kdvr.com'],\n",
       " ['presstelegram.com'],\n",
       " ['fox5vegas.com', 'ktnv.com'],\n",
       " ['theindychannel.com', 'indystar.com'],\n",
       " ['kget.com', 'turnto23.com'],\n",
       " ['houstonchronicle.com', 'whtc.com'],\n",
       " ['wbay.com', 'greenbaypressgazette.com'],\n",
       " ['wusa9.com', 'wjla.com'],\n",
       " ['statesboroherald.com', 'wjcl.com'],\n",
       " ['thedenverchannel.com', 'denverpost.com'],\n",
       " ['witn.com', 'wral.com'],\n",
       " ['desertsun.com', 'vvdailypress.com'],\n",
       " ['clickorlando.com', 'news-journalonline.com'],\n",
       " ['abc11.com', 'newsobserver.com'],\n",
       " ['click2houston.com', 'fox26houston.com'],\n",
       " ['fox19.com', 'wlwt.com'],\n",
       " ['gosanangelo.com', 'ktxs.com'],\n",
       " ['chieftain.com', 'the-journal.com', 'bcdemocratonline.com'],\n",
       " ['oxfordeagle.com', 'wdam.com'],\n",
       " ['cbslocal.com', 'baltimoresun.com'],\n",
       " ['11alive.com', 'wrbl.com'],\n",
       " ['abc13.com', 'chron.com', 'khou.com'],\n",
       " ['tri-cityherald.com', 'kiro7.com'],\n",
       " ['theadvocate.com', 'wdsu.com'],\n",
       " ['wreg.com', 'thv11.com'],\n",
       " ['wbay.com', 'greenbaypressgazette.com', 'greenbaypressgazette.com'],\n",
       " ['fox10tv.com', 'wkrg.com'],\n",
       " ['wtxl.com', 'wctv.tv'],\n",
       " ['wdef.com', 'wgowam.com', 'chattanoogan.com'],\n",
       " ['weartv.com', 'atmorenews.com'],\n",
       " ['fox10phoenix.com', 'azcentral.com'],\n",
       " ['foxcarolina.com', 'postandcourier.com'],\n",
       " ['ksl.com', 'sltrib.com'],\n",
       " ['courierpostonline.com', 'nbcphiladelphia.com', 'washingtonpost.com'],\n",
       " ['chron.com', 'abc13.com'],\n",
       " ['kvoa.com', 'abc15.com'],\n",
       " ['lansingstatejournal.com', 'wlns.com'],\n",
       " ['kristv.com', 'caller.com'],\n",
       " ['mynews13.com', 'orlandosentinel.com'],\n",
       " ['mynewsla.com', 'ktla.com'],\n",
       " ['nbcnews.com'],\n",
       " ['cdllife.com', '13wham.com', 'thedailynewsonline.com'],\n",
       " ['ktla.com', 'cbslocal.com'],\n",
       " ['abc7.com', 'fullertonobserver.com'],\n",
       " ['wdsu.com', 'nola.com'],\n",
       " ['ksl.com', 'kutv.com'],\n",
       " ['castlerocknewspress.net', '9news.com'],\n",
       " ['arktimes.com', 'fox16.com'],\n",
       " ['baynews9.com', 'fox13news.com'],\n",
       " ['theavtimes.com', 'nixle.com', 'nbclosangeles.com'],\n",
       " ['sandiegouniontribune.com', '10news.com'],\n",
       " ['11alive.com', 'ajc.com', 'washingtonpost.com'],\n",
       " ['news4jax.com', 'jacksonville.com'],\n",
       " ['dothaneagle.com', 'wjhg.com'],\n",
       " ['katu.com', 'oregonlive.com', 'katu.com'],\n",
       " ['wiscnews.com', 'wdtimes.com'],\n",
       " ['whas11.com', 'nbcnews.com', 'cnn.com'],\n",
       " ['reviewjournal.com', 'fox5vegas.com'],\n",
       " ['nwahomepage.com', 'fox16.com'],\n",
       " ['theguardian.com', 'buzzfeednews.com'],\n",
       " ['nydailynews.com', 'news12.com'],\n",
       " ['4029tv.com', 'newson6.com'],\n",
       " ['wjbf.com', 'aikenstandard.com'],\n",
       " ['caller.com', 'caller.com', 'kiiitv.com'],\n",
       " ['bentoncourier.com', 'fox16.com'],\n",
       " ['koco.com', 'kfor.com'],\n",
       " ['abc7ny.com', 'lohud.com'],\n",
       " ['kron4.com', 'cbslocal.com', 'ktvu.com'],\n",
       " ['nbclosangeles.com', 'latimes.com'],\n",
       " ['kdvr.com', 'cbslocal.com'],\n",
       " ['wftv.com', 'fox35orlando.com'],\n",
       " ['wsmv.com', 'wjle.com'],\n",
       " ['cnn.com', 'nytimes.com', 'keyt.com'],\n",
       " ['cbsnews.com', 'thedailybeast.com', 'latimes.com'],\n",
       " ['atlantaintownpaper.com', 'ajc.com'],\n",
       " ['abc7chicago.com', 'nwitimes.com'],\n",
       " ['ktvo.com', 'komu.com', 'sedaliademocrat.com'],\n",
       " ['fox4kc.com', 'kctv5.com', 'kshb.com'],\n",
       " ['sbsun.com', 'ktla.com', 'sbsun.com'],\n",
       " ['omaha.com'],\n",
       " ['kiro7.com', 'foxla.com', 'latimes.com'],\n",
       " ['meridianstar.com', 'wtok.com'],\n",
       " ['kolotv.com', 'kkoh.com'],\n",
       " ['9news.com', 'thedenverchannel.com'],\n",
       " ['foxla.com', 'abc7.com'],\n",
       " ['thedenverchannel.com', '9news.com'],\n",
       " ['ktul.com', 'fourstateshomepage.com'],\n",
       " ['rochesterfirst.com', '13wham.com', 'breaking911.com'],\n",
       " ['kvue.com', 'cbslocal.com'],\n",
       " ['krdo.com', 'kktv.com'],\n",
       " ['kxii.com', 'kten.com'],\n",
       " ['foxla.com', 'cbslocal.com'],\n",
       " ['wsbtv.com', 'ajc.com'],\n",
       " ['wset.com'],\n",
       " ['fox13news.com', 'fox13news.com'],\n",
       " ['carsonnow.org', 'elkodaily.com', 'elkodaily.com'],\n",
       " ['thestarpress.com', 'fox59.com'],\n",
       " ['local12.com', 'wlwt.com'],\n",
       " ['tampabay.com', 'wtsp.com', 'fox13news.com'],\n",
       " ['10news.com', 'cbs8.com'],\n",
       " ['wate.com', 'wreg.com'],\n",
       " ['kentucky.com', 'wpsdlocal6.com'],\n",
       " ['theindychannel.com', 'pennlive.com', 'fox56.com'],\n",
       " ['cbs7.com', 'newswest9.com'],\n",
       " ['kmph.com', 'yourcentralvalley.com'],\n",
       " ['examiner.net', 'mycouriertribune.com'],\n",
       " ['durangoherald.com', 'kob.com'],\n",
       " ['kansascity.com', 'fox4kc.com', 'hayspost.com', 'kansascity.com'],\n",
       " ['whbl.com',\n",
       "  'sheboyganpress.com',\n",
       "  'sheboyganpress.com',\n",
       "  'sheboyganpress.com'],\n",
       " ['washingtonpost.com', 'azcentral.com'],\n",
       " ['firstcoastnews.com', 'actionnewsjax.com'],\n",
       " ['channel3000.com', 'tmj4.com'],\n",
       " ['wmbfnews.com', 'myrtlebeachonline.com'],\n",
       " ['sungazette.com', 'pennlive.com'],\n",
       " ['clickondetroit.com', 'freep.com'],\n",
       " ['dayton247now.com', 'wdtn.com', 'whio.com'],\n",
       " ['cbslocal.com', 'twincities.com'],\n",
       " ['wilx.com', 'siouxlandproud.com'],\n",
       " ['wbir.com', 'wate.com', 'wate.com'],\n",
       " ['demingheadlight.com', 'krqe.com'],\n",
       " ['wdrb.com', 'wdrb.com'],\n",
       " ['kiro7.com', 'mynorthwest.com', 'lmtonline.com'],\n",
       " ['winknews.com', 'news-press.com'],\n",
       " ['everythinglubbock.com', 'newschannel6now.com', 'bigcountryhomepage.com'],\n",
       " ['chicagotribune.com', 'abc7chicago.com', 'nwitimes.com'],\n",
       " ['theadvocate.com', 'wbrz.com', 'wafb.com', 'wafb.com'],\n",
       " ['kfor.com', 'news9.com', 'newson6.com'],\n",
       " ['cbslocal.com', 'sacbee.com'],\n",
       " ['jsonline.com', 'patch.com'],\n",
       " ['krcrtv.com', 'kiem-tv.com'],\n",
       " ['wral.com', 'abc11.com'],\n",
       " ['kfor.com', 'koco.com'],\n",
       " ['sltrib.com', 'kutv.com', 'fox13now.com'],\n",
       " ['wral.com', 'ncadvertiser.com'],\n",
       " ['wrtv.com', 'indystar.com'],\n",
       " ['cbslocal.com', 'themonitor.com'],\n",
       " ['detroitnews.com', 'fox2detroit.com', 'fox2detroit.com'],\n",
       " ['wsoctv.com', 'wral.com', 'wcnc.com'],\n",
       " ['kutv.com', 'abc4.com'],\n",
       " ['heraldtribune.com', 'mysuncoast.com', 'mysuncoast.com'],\n",
       " ['cbslocal.com', 'ktla.com'],\n",
       " ['kutv.com', 'ksl.com'],\n",
       " ['fox8.com', 'wfmj.com', 'tribtoday.com'],\n",
       " ['komonews.com', 'kitsapsun.com', 'kitsapsun.com'],\n",
       " ['runnelscountyregister.com', 'gosanangelo.com'],\n",
       " ['news12.com', '6abc.com'],\n",
       " ['patch.com', 'cbslocal.com', 'eastbaytimes.com'],\n",
       " ['wtsp.com', 'tampabay.com'],\n",
       " ['orlandosentinel.com', 'clickorlando.com', 'fox35orlando.com'],\n",
       " ['baynews9.com', 'tampabay.com'],\n",
       " ['fox23.com', 'fox23.com'],\n",
       " ['kare11.com', 'weau.com', 'weau.com'],\n",
       " ['tulsaworld.com', 'ktul.com', 'newson6.com'],\n",
       " ['ksltv.com', 'sltrib.com', 'deseret.com'],\n",
       " ['shreveporttimes.com', 'bossiernow.com', 'ktbs.com', 'ksla.com'],\n",
       " ['gephardtdaily.com', 'sltrib.com'],\n",
       " ['kfoxtv.com', 'elpasotexas.gov'],\n",
       " ['kjrh.com', 'ktul.com'],\n",
       " ['reviewjournal.com', 'lasvegassun.com'],\n",
       " ['krqe.com', 'kob.com'],\n",
       " ['abc11.com', 'wral.com'],\n",
       " ['krqe.com', 'kob.com', 'abqjournal.com'],\n",
       " ['theindependent.com', 'ketv.com'],\n",
       " ['gazette.com', 'koaa.com', 'chieftain.com'],\n",
       " ['newson6.com', 'ktul.com'],\n",
       " ['azfamily.com', 'kgun9.com', 'azfamily.com'],\n",
       " ['wsvn.com', 'cbslocal.com'],\n",
       " ['newstalk987.com', 'wate.com'],\n",
       " ['abc7.com', 'foxla.com', 'cbslocal.com'],\n",
       " ['clickorlando.com'],\n",
       " ['cbslocal.com', 'valdostatoday.com'],\n",
       " ['wkrn.com', 'newschannel5.com', 'williamsonsource.com'],\n",
       " ['abc30.com', 'kmph.com'],\n",
       " ['reviewjournal.com', '8newsnow.com'],\n",
       " ['kens5.com', 'progresstimes.net'],\n",
       " ['bakersfieldnow.com', 'turnto23.com', 'turnto23.com'],\n",
       " ['cbslocal.com', 'sbsun.com'],\n",
       " ['vvng.com', 'vvdailypress.com'],\n",
       " ['abc11.com', 'wral.com'],\n",
       " ['witn.com', 'jdnews.com'],\n",
       " ['wtnh.com', 'wtsp.com'],\n",
       " ['ajc.com', 'northwestgeorgianews.com'],\n",
       " ['azcentral.com', '12news.com'],\n",
       " ['foxnewssouthtexas.com', 'valleymorningstar.com', 'themonitor.com'],\n",
       " ['kvue.com', 'kxan.com'],\n",
       " ['arkansasonline.com', 'fox16.com', 'kark.com'],\n",
       " ['dailyvoice.com', 'app.com'],\n",
       " ['kget.com', 'lompocrecord.com'],\n",
       " ['upi.com', 'theadvocate.com', 'nytimes.com'],\n",
       " ['latimes.com', 'sacbee.com'],\n",
       " ['kfyrtv.com', 'minotdailynews.com'],\n",
       " ['firstcoastnews.com', 'news4jax.com'],\n",
       " ['wbtv.com', 'gastongazette.com'],\n",
       " ['wkyt.com', 'tribtown.com'],\n",
       " ['battlecreekenquirer.com'],\n",
       " ['ksat.com', 'sanangelolive.com', 'sanantonioreport.org'],\n",
       " ['wkyt.com', 'wbir.com'],\n",
       " ['abc13.com', 'houstonchronicle.com'],\n",
       " ['abc4.com', 'fox13now.com'],\n",
       " ['wusa9.com', 'wtop.com'],\n",
       " ['thedenverchannel.com', 'gjsentinel.com'],\n",
       " ['news-journalonline.com', 'clickorlando.com'],\n",
       " ['cbslocal.com', 'nbclosangeles.com'],\n",
       " ['nbclosangeles.com', 'abc7.com'],\n",
       " ['the-journal.com', 'durangoherald.com'],\n",
       " ['suntimes.com', 'nbcchicago.com'],\n",
       " ['kcra.com', 'cbslocal.com'],\n",
       " ['cbslocal.com', 'washingtonpost.com'],\n",
       " ['nytimes.com', 'wsj.com'],\n",
       " ['yahoo.com', 'turnto23.com', 'kget.com'],\n",
       " ['kwqc.com', 'ourquadcities.com'],\n",
       " ['syracuse.com', 'syracuse.com'],\n",
       " ['vvng.com', 'sbsun.com', 'vvdailypress.com'],\n",
       " ['battlecreekenquirer.com', 'mlive.com'],\n",
       " ['ktsa.com', 'mysanantonio.com'],\n",
       " ['kwwl.com', 'khqa.com'],\n",
       " ['sun-sentinel.com', 'wptv.com', 'palmbeachpost.com'],\n",
       " ['wpsdlocal6.com', 'wpsdlocal6.com'],\n",
       " ['cbslocal.com', 'denverpost.com', 'cbslocal.com'],\n",
       " ['nbc12.com', 'hendersonvillelightning.com'],\n",
       " ['fox17.com', 'wreg.com'],\n",
       " ['wbir.com', 'abc11.com', 'charlotteobserver.com'],\n",
       " ['kcra.com', 'cbslocal.com', 'cbslocal.com'],\n",
       " ['cbslocal.com', '9news.com'],\n",
       " ['abc27.com', 'local21news.com', 'lancasteronline.com', 'washingtonpost.com'],\n",
       " ['ksl.com', 'fox13now.com'],\n",
       " ['9news.com', 'denverpost.com'],\n",
       " ['ksat.com', 'mysanantonio.com'],\n",
       " ['kcci.com', 'desmoinesregister.com'],\n",
       " ['ocregister.com', 'cbslocal.com'],\n",
       " ['oaoa.com', 'newswest9.com'],\n",
       " ['thedenverchannel.com', '9news.com'],\n",
       " ['abc4.com', 'kslnewsradio.com'],\n",
       " ['thebrunswicknews.com', 'wtoc.com'],\n",
       " ['auburnexaminer.com', 'king5.com'],\n",
       " ['fox5atlanta.com', 'ajc.com'],\n",
       " ['komonews.com', 'kiro7.com'],\n",
       " ['ajc.com', '11alive.com'],\n",
       " ['ajc.com', 'onlineathens.com'],\n",
       " ['ourquadcities.com', 'pjstar.com'],\n",
       " ['mysanantonio.com', 'ksat.com'],\n",
       " ['cbslocal.com', 'foxla.com'],\n",
       " ['pasoroblesdailynews.com', 'ksby.com', 'sanluisobispo.com'],\n",
       " ['cheneyfreepress.com'],\n",
       " ['wfla.com', 'wtsp.com'],\n",
       " ['kgun9.com', 'azfamily.com'],\n",
       " ['detroitnews.com', 'mlive.com'],\n",
       " ['fox8live.com', 'fox8live.com'],\n",
       " ['fox9.com', 'newsbreak.com'],\n",
       " ['wctv.tv', 'tallahassee.com'],\n",
       " ['msn.com', 'kbnd.com'],\n",
       " ['abc30.com', 'fresnobee.com'],\n",
       " ['fox4news.com', 'kltv.com'],\n",
       " ['cbs4local.com'],\n",
       " ['napavalleyregister.com', 'cbslocal.com'],\n",
       " ['cbs17.com', 'wral.com'],\n",
       " ['jacksonville.com', 'news4jax.com'],\n",
       " ['cbslocal.com', 'yahoo.com', '6abc.com'],\n",
       " ['abc7ny.com', 'nydailynews.com'],\n",
       " ['wflx.com', 'tcpalm.com'],\n",
       " ['abcnews4.com', 'wmbfnews.com'],\n",
       " ['mprnews.org', 'startribune.com'],\n",
       " ['wibw.com', 'ksn.com', 'salinapost.com'],\n",
       " ['click2houston.com', 'houstonchronicle.com'],\n",
       " ['cbslocal.com', 'sfexaminer.com'],\n",
       " ['billingsgazette.com', 'billingsgazette.com', 'billingsgazette.com'],\n",
       " ['bakersfieldnow.com', 'kget.com', 'kget.com'],\n",
       " ['wftv.com', 'wfla.com'],\n",
       " ['krcrtv.com', 'actionnewsnow.com'],\n",
       " ['abc7.com', 'cbslocal.com', 'ktla.com'],\n",
       " ['qconline.com', 'ourquadcities.com'],\n",
       " ['wtap.com', 'wchstv.com', 'newsandsentinel.com'],\n",
       " ['kmph.com', 'abc30.com'],\n",
       " ['fredericknewspost.com', 'cbslocal.com', 'ydr.com'],\n",
       " ['abc7chicago.com', 'chicagotribune.com'],\n",
       " ['local12.com', 'cincinnati.com'],\n",
       " ['wlox.com', 'sunherald.com'],\n",
       " ['azfamily.com', 'azcentral.com'],\n",
       " ['highlandnews.net', 'sbsun.com'],\n",
       " ['fox19.com', 'wave3.com'],\n",
       " ['walb.com', 'albanyherald.com'],\n",
       " ['nbcnews.com', '6abc.com', 'phillyvoice.com'],\n",
       " ['kutv.com', 'ksltv.com'],\n",
       " ['8newsnow.com', 'reviewjournal.com'],\n",
       " ['wkdzradio.com', 'kfvs12.com'],\n",
       " ['kvoa.com', 'kold.com'],\n",
       " ['columbian.com', 'koin.com', 'cnn.com'],\n",
       " ['kfoxtv.com', 'elpasotimes.com'],\n",
       " ['whdh.com', 'itemlive.com'],\n",
       " ['the-dispatch.com', 'myfox8.com', 'courier-tribune.com'],\n",
       " ['charlotteobserver.com', 'wect.com', 'witn.com'],\n",
       " ['wkbn.com'],\n",
       " ['commercialappeal.com', 'kfvs12.com'],\n",
       " ['mysanantonio.com', 'mysanantonio.com'],\n",
       " ['mysanantonio.com'],\n",
       " ['abc7ny.com', 'pix11.com'],\n",
       " ['startribune.com', 'kstp.com', 'cbslocal.com', 'albertleatribune.com'],\n",
       " ['abc30.com'],\n",
       " ['waff.com', 'montgomeryadvertiser.com'],\n",
       " ['bozemandailychronicle.com', 'bozemandailychronicle.com'],\n",
       " ['nola.com', 'nola.com', 'nola.com'],\n",
       " ['amarillo.com', 'newschannel10.com'],\n",
       " ['statesman.com', 'mysanantonio.com'],\n",
       " ['fox26houston.com', 'click2houston.com'],\n",
       " ['yourcentralvalley.com', 'abc30.com', 'fresnobee.com'],\n",
       " ['fox5sandiego.com', '10news.com', 'fox5sandiego.com'],\n",
       " ['oregonlive.com', 'koin.com', 'katu.com'],\n",
       " ['sfgate.com', 'mercurynews.com'],\n",
       " ['wsaz.com', 'herald-dispatch.com', 'wvmetronews.com'],\n",
       " ['kgw.com', 'oregonlive.com', 'oregonlive.com'],\n",
       " ['chron.com'],\n",
       " ['q13fox.com', 'seattletimes.com'],\n",
       " ['kxly.com', 'spokesman.com'],\n",
       " ['tulsaworld.com', 'ktul.com'],\n",
       " ['wsfa.com'],\n",
       " ['salinapost.com'],\n",
       " ['katc.com', 'kplctv.com'],\n",
       " ['fox4news.com', 'star-telegram.com'],\n",
       " ['registerguard.com', 'kezi.com'],\n",
       " ['azcentral.com', 'azcentral.com'],\n",
       " ['gazette.com', 'thedenverchannel.com', 'gazette.com'],\n",
       " ['local12.com', 'wcpo.com', 'eaglecountryonline.com'],\n",
       " ['abc7.com', 'dailynews.com', 'latimes.com'],\n",
       " ['kesq.com', 'desertsun.com'],\n",
       " ['ktiv.com', 'argusleader.com', 'argusleader.com', 'justice.gov'],\n",
       " ['fox40.com', 'yubanet.com'],\n",
       " ['denverpost.com', 'thedenverchannel.com'],\n",
       " ['kvia.com', 'cbs4local.com'],\n",
       " ['cbslocal.com', 'cbslocal.com'],\n",
       " ['oaoa.com', 'cbs7.com'],\n",
       " ['cbslocal.com', 'courierpostonline.com'],\n",
       " ['thedenverchannel.com', 'kdvr.com'],\n",
       " ['sacbee.com', 'fox40.com'],\n",
       " ['fox10phoenix.com', 'abc15.com', 'theguardian.com'],\n",
       " ['11alive.com', '11alive.com'],\n",
       " ['stltoday.com', 'kmov.com'],\n",
       " ['kdvr.com', '9news.com'],\n",
       " ['fox13memphis.com', 'wmcactionnews5.com'],\n",
       " ['wmcactionnews5.com', 'fox13memphis.com'],\n",
       " ['okcfox.com', 'fox23.com'],\n",
       " ['charlotteobserver.com', 'newsweek.com'],\n",
       " ['washingtonpost.com', 'wjla.com'],\n",
       " ['stltoday.com', 'kmov.com'],\n",
       " ['cbs3duluth.com', 'twincities.com', 'kstp.com'],\n",
       " ['kptv.com', 'usatoday.com'],\n",
       " ['knoxnews.com', 'apnews.com'],\n",
       " ['kulr8.com', 'billingsgazette.com'],\n",
       " ['ktnv.com', 'reviewjournal.com'],\n",
       " ['ajc.com', 'wsbradio.com'],\n",
       " ['azdailysun.com', 'abc15.com'],\n",
       " ['khq.com', 'fox28spokane.com', 'krem.com'],\n",
       " ['kob.com'],\n",
       " ['azdailysun.com', 'abc15.com'],\n",
       " ['newsbug.info', 'wndu.com'],\n",
       " ['stltoday.com'],\n",
       " ['sbsun.com', 'sbsun.com'],\n",
       " ['wvlt.tv', 'wreg.com'],\n",
       " ['brookingsregister.com', 'rapidcityjournal.com', 'rapidcityjournal.com'],\n",
       " ['wlns.com', 'wilx.com'],\n",
       " ['abc13.com', 'washingtonpost.com'],\n",
       " ['abc13.com', 'washingtonpost.com'],\n",
       " ['patch.com', 'abc7ny.com', 'nytimes.com'],\n",
       " ['ksnt.com', 'kake.com'],\n",
       " ['ktvn.com', 'lasvegassun.com'],\n",
       " ['weny.com', 'pressconnects.com'],\n",
       " ['krcrtv.com', 'krcrtv.com'],\n",
       " ['kitv.com'],\n",
       " ['kxan.com', 'statesman.com'],\n",
       " ['fox10phoenix.com', '12news.com'],\n",
       " ['newswest9.com', 'mrt.com'],\n",
       " ['denverpost.com', 'cbslocal.com'],\n",
       " ['fox10phoenix.com', 'azcentral.com'],\n",
       " ['ajc.com', '11alive.com'],\n",
       " ['abc10.com', 'kcra.com'],\n",
       " ['jacksonville.com', 'actionnewsjax.com'],\n",
       " ['chicagotribune.com'],\n",
       " ['wsaz.com', 'wvnews.com'],\n",
       " ['wdbj7.com', 'wset.com'],\n",
       " ['ksla.com', 'arklatexhomepage.com', 'klfy.com', 'ktbs.com'],\n",
       " ['denverpost.com', 'kdvr.com', 'greeleytribune.com'],\n",
       " ['newschannel5.com', 'dnj.com'],\n",
       " ['wlox.com', 'sunherald.com'],\n",
       " ['chicagotribune.com', 'cbslocal.com'],\n",
       " ['kiro7.com', 'seattletimes.com'],\n",
       " ['yourcentralvalley.com', 'abc30.com'],\n",
       " ['reporternews.com', 'lubbockonline.com'],\n",
       " ['kesq.com', 'pe.com'],\n",
       " ['wmcactionnews5.com', 'wkrn.com'],\n",
       " ['ohio.com', 'news5cleveland.com'],\n",
       " ['bakersfieldnow.com', 'kget.com', 'theavtimes.com'],\n",
       " ['cbslocal.com', 'abc7news.com'],\n",
       " ['wavy.com', 'pilotonline.com'],\n",
       " ['wral.com', 'cbs17.com'],\n",
       " ['kfor.com', 'okcfox.com'],\n",
       " ['cbs58.com', 'wisn.com', 'wisn.com'],\n",
       " ['wspa.com', 'wyff4.com'],\n",
       " ['wsaz.com', 'wdtv.com'],\n",
       " ['cleveland19.com', 'kxnet.com'],\n",
       " ['krcrtv.com'],\n",
       " ['nbc24.com', '13abc.com'],\n",
       " ['chron.com', 'chron.com'],\n",
       " ['chron.com', 'chron.com'],\n",
       " ['abc30.com', 'mercedsunstar.com', 'mercedsunstar.com'],\n",
       " ['youralaskalink.com', 'adn.com'],\n",
       " ['newsobserver.com', 'co.uk'],\n",
       " ['ktla.com', 'latimes.com'],\n",
       " ['wkbn.com', 'yorkdispatch.com'],\n",
       " ['nbcbayarea.com', 'nbcbayarea.com'],\n",
       " ['washingtonpost.com', 'chicagotribune.com'],\n",
       " ['chicagotribune.com', 'suntimes.com'],\n",
       " ['clarionledger.com', 'thestate.com'],\n",
       " ['patch.com', 'cbslocal.com', 'foxnews.com'],\n",
       " ['theadvocate.com', 'wwltv.com'],\n",
       " ['kitv.com', 'ampproject.org'],\n",
       " ['wlbt.com', 'washingtonpost.com'],\n",
       " ['koin.com', 'columbian.com'],\n",
       " ['baltimorecountymd.gov', 'baltimorewatchdog.com'],\n",
       " ['wfsb.com', 'wtnh.com'],\n",
       " ['khon2.com'],\n",
       " ['arkansasonline.com', 'kark.com'],\n",
       " ['boston25news.com', 'patch.com'],\n",
       " ['wowktv.com', 'wsaz.com'],\n",
       " ['local10.com'],\n",
       " ['ksat.com', 'foxsanantonio.com'],\n",
       " ['wbap.com', 'nbcdfw.com'],\n",
       " ['vvng.com', 'sbsun.com'],\n",
       " ['clarksvillenow.com'],\n",
       " ['timesnews.net', 'wjhl.com'],\n",
       " ['abc12.com'],\n",
       " ['ozarksindependent.com', 'ozarksfirst.com', 'ky3.com'],\n",
       " ['9news.com', 'thedenverchannel.com'],\n",
       " ['wtoc.com', 'wsav.com', 'theledger.com'],\n",
       " ['bringmethenews.com', 'wctrib.com', 'echopress.com'],\n",
       " ['postandcourier.com', 'foxnews.com', 'postandcourier.com'],\n",
       " ['wfmj.com', 'vindy.com'],\n",
       " ['kdhnews.com', 'kcentv.com'],\n",
       " ['columbian.com', 'kptv.com'],\n",
       " ['thedenverchannel.com', '9news.com'],\n",
       " ['kion546.com', 'thecalifornian.com'],\n",
       " ['khon2.com', 'kitv.com'],\n",
       " ['kwtx.com', 'palestineherald.com'],\n",
       " ['gastongazette.com', 'wbtv.com'],\n",
       " ['weau.com'],\n",
       " ['lex18.com', 'lex18.com'],\n",
       " ['desmoinesregister.com', 'weareiowa.com'],\n",
       " ['desertsun.com', 'desertsun.com'],\n",
       " ['ktsa.com', 'ksat.com'],\n",
       " ['spectrumlocalnews.com', 'ksat.com'],\n",
       " ['denverpost.com'],\n",
       " ['bakersfieldnow.com', 'kget.com'],\n",
       " ['deltanews.tv', 'thv11.com'],\n",
       " ['fox23.com', 'newson6.com'],\n",
       " ['actionnewsjax.com', 'wokv.com'],\n",
       " ['wtkr.com', 'go.com'],\n",
       " ['nwaonline.com', 'fox16.com'],\n",
       " ['kxl.com', 'oregonlive.com'],\n",
       " ['ktva.com', 'ktuu.com'],\n",
       " ['ajc.com', 'onlineathens.com'],\n",
       " ['espn.com', 'tennessean.com'],\n",
       " ['abc15.com', 'azfamily.com'],\n",
       " ['woodtv.com', 'wzzm13.com'],\n",
       " ['newstalk1290.com', 'newschannel6now.com', 'newschannel6now.com'],\n",
       " ['cbs7.com'],\n",
       " ['krcrtv.com', 'redding.com'],\n",
       " ['wtkr.com', 'witn.com'],\n",
       " ['foxla.com', 'abc7.com'],\n",
       " ['cbslocal.com', 'thedenverchannel.com'],\n",
       " ['eveningsun.com', 'wbaltv.com'],\n",
       " ['washingtonpost.com', 'pickensprogressonline.com'],\n",
       " ['nbcmiami.com', 'cbslocal.com'],\n",
       " ['wilx.com', 'wwmt.com'],\n",
       " ['eastbaytimes.com'],\n",
       " ['ksnblocal4.com', 'theindependent.com'],\n",
       " ['wpxi.com', 'wtae.com'],\n",
       " ['fox10phoenix.com'],\n",
       " ['newson6.com', '5newsonline.com'],\n",
       " ['actionnewsjax.com'],\n",
       " ['clarionledger.com', 'wtva.com', 'wtva.com'],\n",
       " ['argusobserver.com', 'kivitv.com'],\n",
       " ['news3lv.com', 'news3lv.com'],\n",
       " ['nbclosangeles.com', 'ktla.com'],\n",
       " ['fox35orlando.com', 'wftv.com'],\n",
       " ['news5cleveland.com', 'fox8.com', 'mansfieldnewsjournal.com'],\n",
       " ['myarklamiss.com', 'knoe.com'],\n",
       " ['kiro7.com', 'kimatv.com'],\n",
       " ['wfla.com', 'abcactionnews.com'],\n",
       " ['fox2now.com', 'questia.com'],\n",
       " ['centredaily.com', 'centredaily.com'],\n",
       " ['reviewjournal.com', 'ktnv.com'],\n",
       " ['ksat.com', 'ksat.com', 'ksat.com'],\n",
       " ['kcra.com', 'modbee.com', 'modbee.com'],\n",
       " ['witn.com', 'wnct.com'],\n",
       " ['abcnews4.com', 'live5news.com'],\n",
       " ['cbslocal.com', 'baltimoresun.com'],\n",
       " ['newsherald.com', 'newsherald.com'],\n",
       " ['wral.com', 'charlotteobserver.com'],\n",
       " ['wusa9.com', 'wjla.com'],\n",
       " ['wmbfnews.com', 'myrtlebeachonline.com'],\n",
       " ['kmov.com', 'stltoday.com'],\n",
       " ['kxan.com', 'highlandernews.com'],\n",
       " ['unionleader.com'],\n",
       " ['kcbd.com', 'lubbockonline.com'],\n",
       " ['news9.com', 'newsok.com'],\n",
       " ['theadvocate.com', 'fox8live.com'],\n",
       " ['theadvocate.com', 'fox8live.com'],\n",
       " ['latimes.com', 'tonyortega.org'],\n",
       " ['ksat.com', 'ksat.com'],\n",
       " ['miamiherald.com', 'local10.com'],\n",
       " ['wcnc.com', 'wsoctv.com'],\n",
       " ['newsobserver.com', 'wral.com'],\n",
       " ['kval.com', 'kval.com', 'registerguard.com'],\n",
       " ['azfamily.com', 'abc15.com', 'facebook.com'],\n",
       " ['fox5atlanta.com', 'ajc.com'],\n",
       " ['adn.com', 'ktva.com'],\n",
       " ['knoxnews.com', '1450wlaf.com', 'wate.com'],\n",
       " ['wsbtv.com'],\n",
       " ['adn.com', 'ktva.com'],\n",
       " ['redding.com', 'krcrtv.com'],\n",
       " ['localnewsdigital.com', 'indystar.com'],\n",
       " ['nbcsandiego.com', 'kusi.com', 'sandiegouniontribune.com'],\n",
       " ['wpbf.com', 'local10.com'],\n",
       " ['thestate.com', 'wistv.com'],\n",
       " ['wwmt.com', 'woodtv.com', 'mlive.com'],\n",
       " ['latimes.com', 'abc7.com'],\n",
       " ['wishtv.com', 'wbiw.com'],\n",
       " ['wvlt.tv', 'wcyb.com'],\n",
       " ['arktimes.com', 'wreg.com', 'wmcactionnews5.com'],\n",
       " ['chattanoogan.com', 'tennessean.com'],\n",
       " ['abc4.com', 'fox13now.com'],\n",
       " ['denverpost.com', 'krdo.com'],\n",
       " ['fox59.com', 'theindychannel.com'],\n",
       " ['lex18.com', 'courier-journal.com'],\n",
       " ['ksla.com', 'ksla.com'],\n",
       " ['desertsun.com', 'kesq.com'],\n",
       " ['wfla.com', 'abcactionnews.com'],\n",
       " ['wjhg.com', 'mypanhandle.com'],\n",
       " ['stltoday.com', 'stltoday.com'],\n",
       " ['ksat.com', 'mysanantonio.com'],\n",
       " ['news-journalonline.com', 'beacononlinenews.com'],\n",
       " ['azcentral.com', 'azfamily.com'],\n",
       " ['wafb.com', 'theadvocate.com'],\n",
       " ['azcentral.com', 'azcentral.com'],\n",
       " ['mercurynews.com', 'mercurynews.com', 'ctpost.com'],\n",
       " ['myhighplains.com', 'newschannel10.com'],\n",
       " ['pix11.com'],\n",
       " ['kticradio.com', 'mycentralnebraska.com'],\n",
       " ['ktla.com', 'presstelegram.com'],\n",
       " ['koin.com', 'katu.com', 'kptv.com'],\n",
       " ['actionnewsnow.com', 'krcrtv.com'],\n",
       " ['wvlt.tv'],\n",
       " ['wspa.com', 'thestate.com'],\n",
       " ['thedailyworld.com', 'kbkw.com'],\n",
       " ['wnem.com', 'mlive.com'],\n",
       " ['wvmetronews.com'],\n",
       " ['startribune.com', 'cbslocal.com', 'startribune.com'],\n",
       " ['eastbaytimes.com', 'abc7news.com', 'sfchronicle.com'],\n",
       " ['abc7ny.com'],\n",
       " ['newsobserver.com', 'wral.com', 'wnct.com'],\n",
       " ['redandblack.com', 'ajc.com'],\n",
       " ['ctpost.com', 'wtop.com'],\n",
       " ['gazette.com', 'gazette.com'],\n",
       " ['kark.com', 'arktimes.com', 'arkansasonline.com'],\n",
       " ['abc7.com', 'cbslocal.com'],\n",
       " ['abcfoxmontana.com', 'cutbankpioneerpress.com'],\n",
       " ['lex18.com', 'wkyt.com'],\n",
       " ['gazette.com', 'gazette.com'],\n",
       " ['heraldsun.com', 'wral.com', 'newsobserver.com'],\n",
       " ['denverpost.com', 'cbslocal.com'],\n",
       " ['kolotv.com', 'rgj.com', 'kkoh.com'],\n",
       " ['spectrumlocalnews.com', 'statesman.com'],\n",
       " ['oregonlive.com', 'opb.org'],\n",
       " ['azfamily.com', 'azcentral.com'],\n",
       " ['wafb.com'],\n",
       " ['wvnstv.com', 'wvva.com', 'wvva.com'],\n",
       " ['news9.com', 'newsok.com', 'buzzfeednews.com'],\n",
       " ['abc7.com', 'nbclosangeles.com', 'latimes.com'],\n",
       " ['spectrumlocalnews.com'],\n",
       " ['nbcmiami.com', 'cbslocal.com'],\n",
       " ['krqe.com', 'kob.com'],\n",
       " ['timesnews.net', 'heraldcourier.com'],\n",
       " ['wgxa.tv', 'apnews.com'],\n",
       " ['nbcdfw.com', 'wbap.com'],\n",
       " ['fox9.com', 'duluthnewstribune.com'],\n",
       " ['khq.com', 'spokesman.com', 'krem.com'],\n",
       " ['recordnet.com', 'abc10.com'],\n",
       " ['ktar.com', 'pressreader.com'],\n",
       " ['santafenewmexican.com', 'krqe.com'],\n",
       " ['abc15.com', 'abc15.com'],\n",
       " ['jsonline.com', 'tmj4.com', 'fox6now.com'],\n",
       " ['wlox.com', 'wlox.com'],\n",
       " ['edhat.com', 'ksby.com'],\n",
       " ['iheart.com', 'ktla.com', 'latimes.com'],\n",
       " ['kiro7.com', 'mynorthwest.com', 'patch.com'],\n",
       " ['abc15.com', 'azfamily.com'],\n",
       " ['kfor.com', 'enidnews.com'],\n",
       " ['suntimes.com', 'abc7chicago.com'],\n",
       " ['cbs17.com', 'ajc.com'],\n",
       " ['mynbc5.com', 'wcax.com'],\n",
       " ['ktiv.com', 'siouxcityjournal.com'],\n",
       " ['nbclosangeles.com', 'dailynews.com'],\n",
       " ['houstonchronicle.com', 'cnn.com'],\n",
       " ['cecildaily.com', 'foxbaltimore.com'],\n",
       " ['news3lv.com', 'google.com'],\n",
       " ['local10.com', 'nbcmiami.com'],\n",
       " ['wearegreenbay.com', 'fox11online.com'],\n",
       " ['wave3.com', 'wdrb.com'],\n",
       " ['palmbeachpost.com'],\n",
       " ['arklatexhomepage.com', 'ksla.com'],\n",
       " ['nbcmiami.com', 'local10.com'],\n",
       " ['fox8live.com', 'nola.com', 'theadvocate.com'],\n",
       " ['foxla.com', 'pasadenanow.com'],\n",
       " ['azcentral.com', 'nativenewsonline.net'],\n",
       " ['abc7.com', 'ktla.com'],\n",
       " ['ktar.com', 'azfamily.com'],\n",
       " ['abc30.com', 'abc30.com', 'kmph.com'],\n",
       " ['currentargus.com', 'krqe.com'],\n",
       " ['local10.com', 'cbslocal.com'],\n",
       " ['okcfox.com', 'kfor.com'],\n",
       " ['greensboro.com', 'courier-tribune.com'],\n",
       " ['komonews.com', 'seattlepi.com', 'auburn-reporter.com'],\n",
       " ['presstelegram.com', 'abc7.com'],\n",
       " ['newscentermaine.com', 'wgme.com'],\n",
       " ['wdio.com', 'oregonlive.com'],\n",
       " ['wyff4.com', 'tryondailybulletin.com'],\n",
       " ['wsws.org', 'wgntv.com'],\n",
       " ['nbcnewyork.com', 'cbslocal.com', 'hudsonvalleypost.com'],\n",
       " ['wlox.com', 'clarionledger.com'],\n",
       " ['kake.com', 'go.com'],\n",
       " ['tcpalm.com'],\n",
       " ['abc13.com', 'chron.com'],\n",
       " ['cbslocal.com', 'miamiherald.com'],\n",
       " ['kctv5.com', 'kmbc.com', 'kctv5.com'],\n",
       " ['kwch.com', 'wibw.com'],\n",
       " ['chicagotribune.com', 'theherald-news.com'],\n",
       " ['abc7chicago.com', 'wgntv.com'],\n",
       " ['starnewsonline.com', 'wect.com'],\n",
       " ['whnt.com', 'whnt.com'],\n",
       " ['myhighplains.com', 'newschannel10.com'],\n",
       " ['wbaltv.com', 'baltimoresun.com'],\n",
       " ['mainepublic.org', 'pressherald.com'],\n",
       " ['kiro7.com', 'seattletimes.com'],\n",
       " ['newson6.com',\n",
       "  'tulsaworld.com',\n",
       "  'bartlesvilleradio.com',\n",
       "  'readfrontier.org'],\n",
       " ['krcrtv.com', 'actionnewsnow.com'],\n",
       " ['ksla.com', 'ktbs.com'],\n",
       " ['cbslocal.com', 'nbcbayarea.com', 'cbslocal.com', 'eastcountytoday.net'],\n",
       " ['wreg.com', 'wmcactionnews5.com'],\n",
       " ['kpbs.org', 'fox5sandiego.com', 'nbcsandiego.com'],\n",
       " ['cbslocal.com', 'dailyvoice.com'],\n",
       " ['radio.com', 'fox2detroit.com', 'fox2detroit.com'],\n",
       " ['foxbaltimore.com', 'capitalgazette.com'],\n",
       " ['fox35orlando.com', 'floridatoday.com'],\n",
       " ['krqe.com', 'abqjournal.com'],\n",
       " ['kait8.com', 'fox16.com'],\n",
       " ['courier-tribune.com', 'myfox8.com'],\n",
       " ['kcra.com', 'cbslocal.com'],\n",
       " ['abc7.com', 'iheart.com', 'ktla.com', 'ktla.com'],\n",
       " ['abc7.com', 'ktla.com'],\n",
       " ['ktla.com', 'dailybreeze.com'],\n",
       " ['wapt.com', 'clarionledger.com'],\n",
       " ['modbee.com', 'fox40.com'],\n",
       " ['ktla.com', 'abc7.com'],\n",
       " ['ksdk.com', 'fox2now.com'],\n",
       " ['wtvq.com', 'lex18.com'],\n",
       " ['wjhl.com'],\n",
       " ['tampabay.com', 'wtsp.com'],\n",
       " ['fresnobee.com', 'abc30.com'],\n",
       " ['cbslocal.com', 'dallasnews.com'],\n",
       " ['apnews.com', 'oregonlive.com'],\n",
       " ['arkansasonline.com', 'nwaonline.com', 'whiterivernow.com'],\n",
       " ['ktla.com', 'cbslocal.com'],\n",
       " ['wjhl.com', 'wvlt.tv'],\n",
       " ['news9.com'],\n",
       " ['kswo.com', 'kfor.com'],\n",
       " ['5newsonline.com', '4029tv.com', 'kfor.com'],\n",
       " ['orlandosentinel.com'],\n",
       " ['kltv.com'],\n",
       " ['commercialappeal.com', 'cnn.com'],\n",
       " ['cbslocal.com', 'cbslocal.com', 'msn.com'],\n",
       " ['washingtonpost.com', 'fox5dc.com', 'washingtonpost.com'],\n",
       " ['fox16.com', 'katv.com'],\n",
       " ['cbslocal.com', 'wcax.com', 'laconiadailysun.com', 'concordmonitor.com'],\n",
       " ['seattletimes.com', 'komonews.com'],\n",
       " ['fox6now.com', 'racinecountyeye.com'],\n",
       " ['wvtm13.com', 'abc3340.com'],\n",
       " ['kimatv.com', 'yakimaherald.com'],\n",
       " ['southbendtribune.com', 'nbcnews.com'],\n",
       " ['tucson.com', 'abc15.com'],\n",
       " ['newsminer.com', 'adn.com'],\n",
       " ['valleycentral.com'],\n",
       " ['cbs4local.com', 'kvia.com'],\n",
       " ...]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "media = D_new['Source']\n",
    "media = [x.replace(\",\", \"\") for x in media]\n",
    "for i in range(len(media)):\n",
    "    media[i] = list(media[i].split(\"\\xa0\"))\n",
    "media"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cbslocal.com         186\n",
       "ajc.com               60\n",
       "abc7.com              52\n",
       "azcentral.com         46\n",
       "ktla.com              46\n",
       "                    ... \n",
       "heraldnet.com          1\n",
       "kveo.com               1\n",
       "aspentimes.com         1\n",
       "sanluisobispo.com      1\n",
       "clintonherald.com      1\n",
       "Name: 0, Length: 1247, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "media_list = []\n",
    "for m in media:\n",
    "    for outlet in m:\n",
    "        media_list.append(outlet)\n",
    "media_set = set(media_list)\n",
    "D_media = pd.DataFrame(media_list)\n",
    "D_media[0].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'postcrescent.com': 4,\n",
       " 'lehighvalleylive.com': 2,\n",
       " 'chronicleonline.com': 2,\n",
       " 'witn.com': 12,\n",
       " 'pe.com': 7,\n",
       " '13wham.com': 2,\n",
       " 'breaking911.com': 1,\n",
       " 'wmcactionnews5.com': 11,\n",
       " 'nbcbayarea.com': 11,\n",
       " 'dailynews.com': 5,\n",
       " 'gardenstateobserver.com': 1,\n",
       " 'arktimes.com': 4,\n",
       " 'koco.com': 6,\n",
       " 'go.com': 12,\n",
       " 'wifr.com': 2,\n",
       " 'thedenverchannel.com': 31,\n",
       " 'visaliatimesdelta.com': 2,\n",
       " 'nhpr.org': 1,\n",
       " 'mercurynews.com': 16,\n",
       " 'clubindustry.com': 1,\n",
       " 'wrcbtv.com': 4,\n",
       " 'bartlesvilleradio.com': 1,\n",
       " 'thegrio.com': 1,\n",
       " 'kansascity.com': 16,\n",
       " 'whotv.com': 4,\n",
       " 'mywabashvalley.com': 1,\n",
       " 'aspenpublicradio.org': 1,\n",
       " 'hutchnews.com': 1,\n",
       " '9news.com': 20,\n",
       " 'themonitor.com': 2,\n",
       " 'kold.com': 3,\n",
       " 'nypost.com': 2,\n",
       " 'heraldmailmedia.com': 1,\n",
       " 'theleafchronicle.com': 1,\n",
       " 'oxygen.com': 1,\n",
       " 'wbal.com': 2,\n",
       " 'wlox.com': 7,\n",
       " 'dailyprogress.com': 1,\n",
       " 'wdrb.com': 5,\n",
       " 'argusobserver.com': 1,\n",
       " 'wltx.com': 2,\n",
       " 'wral.com': 20,\n",
       " 'eaglecountryonline.com': 1,\n",
       " 'whiterivernow.com': 1,\n",
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       " 'cbs58.com': 4,\n",
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       " 'wlns.com': 3,\n",
       " 'alaska-native-news.com': 2,\n",
       " 'knau.org': 1,\n",
       " 'dispatch.com': 12,\n",
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       " 'wvnstv.com': 2,\n",
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       " 'tbinewsroom.com': 1,\n",
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       " 'fresnobee.com': 7,\n",
       " 'lubbockonline.com': 4,\n",
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       " 'ktar.com': 6,\n",
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       " 'channel3000.com': 4,\n",
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       " 'newschannel5.com': 7,\n",
       " 'mprnews.org': 2,\n",
       " 'komu.com': 1,\n",
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       " 'yourcentralvalley.com': 6,\n",
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       " 'deseretnews.com': 8,\n",
       " 'post-gazette.com': 5,\n",
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       " 'westword.com': 2,\n",
       " 'htrnews.com': 1,\n",
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       " 'arklatexhomepage.com': 6,\n",
       " 'kpic.com': 1,\n",
       " 'weartv.com': 4,\n",
       " 'wkhm.com': 1,\n",
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       " 'ktvb.com': 5,\n",
       " 'nbc-2.com': 2,\n",
       " 'k5thehometeam.com': 1,\n",
       " 'heraldnet.com': 1,\n",
       " 'radio.com': 6,\n",
       " 'daytondailynews.com': 3,\n",
       " 'wftv.com': 16,\n",
       " 'bradenton.com': 6,\n",
       " 'kpax.com': 3,\n",
       " 'foxla.com': 11,\n",
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       " 'magicvalley.com': 1,\n",
       " 'kens5.com': 5,\n",
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       " 'kalb.com': 4,\n",
       " 'wlky.com': 9,\n",
       " 'kark.com': 5,\n",
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       " 'wsvn.com': 5,\n",
       " 'cbs4local.com': 3,\n",
       " 'news-daily.com': 1,\n",
       " 'wisn.com': 3,\n",
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       " 'northjersey.com': 3,\n",
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       " 'kiem-tv.com': 1,\n",
       " 'washingtonpost.com': 37,\n",
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       " 'firstcoastnews.com': 9,\n",
       " 'wistv.com': 5,\n",
       " 'ionmesquite.com': 1,\n",
       " 'pleasantonweekly.com': 1,\n",
       " 'nbcmiami.com': 8,\n",
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       " 'katv.com': 12,\n",
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       " 'journalnow.com': 4,\n",
       " 'wjfw.com': 1,\n",
       " 'atlantaintownpaper.com': 1,\n",
       " 'abc11.com': 13,\n",
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       " 'kxan.com': 8,\n",
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       " 'wcnc.com': 7,\n",
       " 'houstonchronicle.com': 9,\n",
       " 'arvadapress.com': 1,\n",
       " 'wxyz.com': 6,\n",
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       " 'spokesman.com': 8,\n",
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       " 'abc57.com': 1,\n",
       " 'gwinnettdailypost.com': 2,\n",
       " 'wbiw.com': 4,\n",
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       " 'lcsun-news.com': 5,\n",
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       " 'usatoday.com': 7,\n",
       " 'brownsvilleherald.com': 1,\n",
       " 'tmj4.com': 2,\n",
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       " 'seattletimes.com': 15,\n",
       " 'kfgo.com': 1,\n",
       " 'nola.com': 8,\n",
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       " 'wtok.com': 1,\n",
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       " 'fitsnews.com': 1,\n",
       " 'charlotteobserver.com': 6,\n",
       " 'thenewstribune.com': 2,\n",
       " 'statesman.com': 9,\n",
       " 'wiscnews.com': 1,\n",
       " 'kbkw.com': 1,\n",
       " 'koaa.com': 11,\n",
       " 'championnewspapers.com': 1,\n",
       " 'newsherald.com': 2,\n",
       " 'tallahassee.com': 3,\n",
       " 'statesville.com': 2,\n",
       " 'kdrv.com': 3,\n",
       " 'sacbee.com': 15,\n",
       " 'kxl.com': 3,\n",
       " 'wtnh.com': 6,\n",
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       " 'wect.com': 3,\n",
       " 'crosstimbersgazette.com': 3,\n",
       " 'auburnexaminer.com': 1,\n",
       " 'abc7news.com': 8,\n",
       " 'wwltv.com': 1,\n",
       " 'ncwlife.com': 1,\n",
       " 'enewscourier.com': 1,\n",
       " 'rockdalenewtoncitizen.com': 2,\n",
       " 'coloradoindependent.com': 1,\n",
       " 'joplinglobe.com': 1,\n",
       " 'ksltv.com': 2,\n",
       " 'ktbs.com': 7,\n",
       " 'kron4.com': 3,\n",
       " 'kion546.com': 1,\n",
       " 'ydr.com': 5,\n",
       " 'kltv.com': 4,\n",
       " 'alamosanews.com': 1,\n",
       " 'eastbaytimes.com': 6,\n",
       " 'dallasnews.com': 15,\n",
       " 'cbsaustin.com': 1,\n",
       " 'khmoradio.com': 1,\n",
       " 'actionnewsnow.com': 7,\n",
       " 'yourgv.com': 1,\n",
       " 'theledger.com': 5,\n",
       " 'scnow.com': 1,\n",
       " 'foxsanantonio.com': 4,\n",
       " 'austinchronicle.com': 2,\n",
       " 'hayspost.com': 2,\n",
       " 'wtrf.com': 2,\n",
       " 'wibc.com': 1,\n",
       " 'mypanhandle.com': 2,\n",
       " 'phillyvoice.com': 1,\n",
       " 'ktnv.com': 8,\n",
       " 'centredaily.com': 1,\n",
       " 'santafenewmexican.com': 1,\n",
       " 'ktiv.com': 2,\n",
       " 'therogersvillereview.com': 2,\n",
       " 'meridianstar.com': 1,\n",
       " 'wgauradio.com': 1,\n",
       " 'gainesvilletimes.com': 2,\n",
       " 'mycouriertribune.com': 1,\n",
       " 'walb.com': 3,\n",
       " 'abc13.com': 19,\n",
       " 'wvnews.com': 3,\n",
       " 'ddtonline.com': 1,\n",
       " 'ktxs.com': 5,\n",
       " 'wbrz.com': 6,\n",
       " 'atmorenews.com': 1,\n",
       " 'dailyprincetonian.com': 1,\n",
       " 'fox2detroit.com': 2,\n",
       " 'khou.com': 12,\n",
       " '1450wlaf.com': 1,\n",
       " 'wvgazettemail.com': 3,\n",
       " 'hometownsource.com': 1,\n",
       " 'wjtv.com': 1,\n",
       " 'gastongazette.com': 2,\n",
       " 'wgal.com': 2,\n",
       " 'ktvq.com': 1,\n",
       " 'heraldtribune.com': 2,\n",
       " 'greeleytribune.com': 3,\n",
       " 'wbtw.com': 5,\n",
       " 'clickorlando.com': 20,\n",
       " 'deseret.com': 4,\n",
       " 'tonyortega.org': 1,\n",
       " 'thecallnews.com': 1,\n",
       " 'ktuu.com': 14,\n",
       " 'wmbfnews.com': 4,\n",
       " 'kxii.com': 10,\n",
       " 'rrstar.com': 1,\n",
       " ...}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "media_dic_race = {}\n",
    "media_dic_f = {}\n",
    "for media_name in media_set:\n",
    "    reported_race = []\n",
    "    for i in range(len(media)):\n",
    "        if media_name in media[i]:\n",
    "            reported_race.append(D_new['Race'][i])\n",
    "    media_dic_race[media_name] = reported_race\n",
    "    media_dic_f[media_name] = len(reported_race)\n",
    "media_dic_f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(list(media_dic_f.items()),columns = ['Media','Frequency'])\n",
    "df = df.sort_values(by='Frequency', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('media.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'postcrescent.com': ['W', 'H', 'W', 'W'],\n",
       " 'lehighvalleylive.com': ['W', 'W'],\n",
       " 'chronicleonline.com': ['W', 'W'],\n",
       " 'witn.com': ['W', 'W', 'B', 'W', 'W', 'B', 'W', 'W', 'B', 'B', 'B', 'B'],\n",
       " 'pe.com': ['W', 'W', 'H', 'H', 'H', 'H', 'H'],\n",
       " '13wham.com': ['W', 'W'],\n",
       " 'breaking911.com': ['W'],\n",
       " 'wmcactionnews5.com': ['B', 'B', 'W', 'W', 'B', 'W', 'W', 'B', 'B', 'B', 'B'],\n",
       " 'nbcbayarea.com': ['H', 'W', 'W', 'B', 'B', 'A', 'B', 'H', 'A', 'A', 'H'],\n",
       " 'dailynews.com': ['H', 'B', 'W', 'W', 'H'],\n",
       " 'gardenstateobserver.com': ['W'],\n",
       " 'arktimes.com': ['B', 'B', 'W', 'W'],\n",
       " 'koco.com': ['W', 'W', 'B', 'W', 'B', 'B'],\n",
       " 'go.com': ['W', 'B', 'W', 'W', 'W', 'B', 'B', 'B', 'B', 'W', 'W', 'B'],\n",
       " 'wifr.com': ['B', 'B'],\n",
       " 'thedenverchannel.com': ['B',\n",
       "  'W',\n",
       "  'H',\n",
       "  'H',\n",
       "  'W',\n",
       "  'B',\n",
       "  'W',\n",
       "  'W',\n",
       "  'W',\n",
       "  'W',\n",
       "  'W',\n",
       "  'W',\n",
       "  'H',\n",
       "  'W',\n",
       "  'W',\n",
       "  'H',\n",
       "  'H',\n",
       "  'H',\n",
       "  'B',\n",
       "  'W',\n",
       "  'W',\n",
       "  'W',\n",
       "  'W',\n",
       "  'W',\n",
       "  'W',\n",
       "  'A',\n",
       "  'H',\n",
       "  'W',\n",
       "  'W',\n",
       "  'W',\n",
       "  'H'],\n",
       " 'visaliatimesdelta.com': ['B', 'H'],\n",
       " 'nhpr.org': ['W'],\n",
       " 'mercurynews.com': ['W',\n",
       "  'H',\n",
       "  'W',\n",
       "  'A',\n",
       "  'H',\n",
       "  'W',\n",
       "  'H',\n",
       "  'A',\n",
       "  'W',\n",
       "  'B',\n",
       "  'B',\n",
       "  'H',\n",
       "  'W',\n",
       "  'W',\n",
       "  'H',\n",
       "  'W'],\n",
       " 'clubindustry.com': ['B'],\n",
       " 'wrcbtv.com': ['W', 'W', 'W', 'H'],\n",
       " 'bartlesvilleradio.com': ['N'],\n",
       " 'thegrio.com': ['B'],\n",
       " 'kansascity.com': ['W',\n",
       "  'W',\n",
       "  'W',\n",
       "  'B',\n",
       "  'H',\n",
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       " 'koaa.com': ['W', 'H', 'B', 'W', 'H', 'B', 'H', 'H', 'N', 'W', 'W'],\n",
       " 'championnewspapers.com': ['H'],\n",
       " 'newsherald.com': ['W', 'W'],\n",
       " 'tallahassee.com': ['W', 'W', 'B'],\n",
       " 'statesville.com': ['B', 'W'],\n",
       " 'kdrv.com': ['W', 'W', 'W'],\n",
       " 'sacbee.com': ['W',\n",
       "  'B',\n",
       "  'B',\n",
       "  'W',\n",
       "  'W',\n",
       "  'B',\n",
       "  'B',\n",
       "  'W',\n",
       "  'W',\n",
       "  'W',\n",
       "  'H',\n",
       "  'B',\n",
       "  'B',\n",
       "  'W',\n",
       "  'W'],\n",
       " 'kxl.com': ['W', 'H', 'W'],\n",
       " 'wtnh.com': ['H', 'B', 'W', 'W', 'B', 'W'],\n",
       " 'youralaskalink.com': ['W'],\n",
       " 'presstelegram.com': ['A', 'H', 'W', 'H', 'W'],\n",
       " 'fox5krbk.com': ['W'],\n",
       " 'abc22now.com': ['W'],\n",
       " 'tribtown.com': ['W'],\n",
       " 'wect.com': ['B', 'W', 'B'],\n",
       " 'crosstimbersgazette.com': ['B', 'W', 'W'],\n",
       " 'auburnexaminer.com': ['W'],\n",
       " 'abc7news.com': ['B', 'H', 'B', 'W', 'A', 'B', 'H', 'H'],\n",
       " 'wwltv.com': ['B'],\n",
       " 'ncwlife.com': ['W'],\n",
       " 'enewscourier.com': ['W'],\n",
       " 'rockdalenewtoncitizen.com': ['B', 'W'],\n",
       " 'coloradoindependent.com': ['W'],\n",
       " 'joplinglobe.com': ['W'],\n",
       " 'ksltv.com': ['W', 'W'],\n",
       " 'ktbs.com': ['W', 'B', 'B', 'B', 'W', 'W', 'W'],\n",
       " 'kron4.com': ['W', 'H', 'W'],\n",
       " 'kion546.com': ['H'],\n",
       " 'ydr.com': ['W', 'W', 'B', 'W', 'H'],\n",
       " 'kltv.com': ['B', 'W', 'W', 'B'],\n",
       " 'alamosanews.com': ['H'],\n",
       " 'eastbaytimes.com': ['H', 'B', 'W', 'W', 'W', 'H'],\n",
       " 'dallasnews.com': ['A',\n",
       "  'W',\n",
       "  'B',\n",
       "  'W',\n",
       "  'W',\n",
       "  'B',\n",
       "  'B',\n",
       "  'W',\n",
       "  'B',\n",
       "  'H',\n",
       "  'A',\n",
       "  'B',\n",
       "  'B',\n",
       "  'B',\n",
       "  'B'],\n",
       " 'cbsaustin.com': ['A'],\n",
       " 'khmoradio.com': ['W'],\n",
       " 'actionnewsnow.com': ['W', 'W', 'N', 'W', 'W', 'W', 'W'],\n",
       " 'yourgv.com': ['W'],\n",
       " 'theledger.com': ['W', 'W', 'W', 'W', 'H'],\n",
       " 'scnow.com': ['B'],\n",
       " 'foxsanantonio.com': ['H', 'H', 'H', 'W'],\n",
       " 'austinchronicle.com': ['H', 'B'],\n",
       " 'hayspost.com': ['B', 'W'],\n",
       " 'wtrf.com': ['W', 'W'],\n",
       " 'wibc.com': ['W'],\n",
       " 'mypanhandle.com': ['W', 'W'],\n",
       " 'phillyvoice.com': ['B'],\n",
       " 'ktnv.com': ['B', 'W', 'H', 'H', 'B', 'H', 'H', 'B'],\n",
       " 'centredaily.com': ['B'],\n",
       " 'santafenewmexican.com': ['H'],\n",
       " 'ktiv.com': ['W', 'H'],\n",
       " 'therogersvillereview.com': ['B', 'W'],\n",
       " 'meridianstar.com': ['W'],\n",
       " 'wgauradio.com': ['W'],\n",
       " 'gainesvilletimes.com': ['W', 'H'],\n",
       " 'mycouriertribune.com': ['W'],\n",
       " 'walb.com': ['B', 'B', 'W'],\n",
       " 'abc13.com': ['H',\n",
       "  'B',\n",
       "  'B',\n",
       "  'H',\n",
       "  'B',\n",
       "  'W',\n",
       "  'W',\n",
       "  'H',\n",
       "  'W',\n",
       "  'H',\n",
       "  'H',\n",
       "  'B',\n",
       "  'B',\n",
       "  'H',\n",
       "  'H',\n",
       "  'W',\n",
       "  'B',\n",
       "  'B',\n",
       "  'H'],\n",
       " 'wvnews.com': ['W', 'W', 'W'],\n",
       " 'ddtonline.com': ['W'],\n",
       " 'ktxs.com': ['B', 'W', 'W', 'W', 'W'],\n",
       " 'wbrz.com': ['W', 'B', 'B', 'B', 'W', 'W'],\n",
       " 'atmorenews.com': ['B'],\n",
       " 'dailyprincetonian.com': ['W'],\n",
       " 'fox2detroit.com': ['B', 'B'],\n",
       " 'khou.com': ['W', 'H', 'B', 'W', 'W', 'B', 'W', 'B', 'H', 'B', 'H', 'W'],\n",
       " '1450wlaf.com': ['W'],\n",
       " 'wvgazettemail.com': ['W', 'B', 'W'],\n",
       " 'hometownsource.com': ['W'],\n",
       " 'wjtv.com': ['B'],\n",
       " 'gastongazette.com': ['W', 'W'],\n",
       " 'wgal.com': ['W', 'W'],\n",
       " 'ktvq.com': ['N'],\n",
       " 'heraldtribune.com': ['W', 'W'],\n",
       " 'greeleytribune.com': ['W', 'W', 'H'],\n",
       " 'wbtw.com': ['W', 'W', 'B', 'W', 'B'],\n",
       " 'clickorlando.com': ['H',\n",
       "  'B',\n",
       "  'H',\n",
       "  'B',\n",
       "  'W',\n",
       "  'B',\n",
       "  'W',\n",
       "  'B',\n",
       "  'W',\n",
       "  'B',\n",
       "  'W',\n",
       "  'W',\n",
       "  'H',\n",
       "  'B',\n",
       "  'W',\n",
       "  'W',\n",
       "  'W',\n",
       "  'H',\n",
       "  'W',\n",
       "  'W'],\n",
       " 'deseret.com': ['W', 'B', 'W', 'B'],\n",
       " 'tonyortega.org': ['B'],\n",
       " 'thecallnews.com': ['W'],\n",
       " 'ktuu.com': ['W',\n",
       "  'W',\n",
       "  'W',\n",
       "  'A',\n",
       "  'W',\n",
       "  'W',\n",
       "  'W',\n",
       "  'N',\n",
       "  'N',\n",
       "  'W',\n",
       "  'W',\n",
       "  'W',\n",
       "  'N',\n",
       "  'N'],\n",
       " 'wmbfnews.com': ['W', 'W', 'W', 'B'],\n",
       " 'kxii.com': ['W', 'W', 'W', 'W', 'B', 'W', 'W', 'W', 'W', 'W'],\n",
       " 'rrstar.com': ['B'],\n",
       " ...}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "media_dic_race"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Media</th>\n",
       "      <th>Frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>cbslocal.com</td>\n",
       "      <td>176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>ajc.com</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>abc7.com</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>ktla.com</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1117</th>\n",
       "      <td>azcentral.com</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>ocweekly.com</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>edhat.com</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>789</th>\n",
       "      <td>timesdaily.com</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790</th>\n",
       "      <td>mtstandard.com</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>807</th>\n",
       "      <td>foxillinois.com</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1247 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                Media  Frequency\n",
       "630      cbslocal.com        176\n",
       "151           ajc.com         59\n",
       "766          abc7.com         52\n",
       "490          ktla.com         44\n",
       "1117    azcentral.com         43\n",
       "...               ...        ...\n",
       "787      ocweekly.com          1\n",
       "788         edhat.com          1\n",
       "789    timesdaily.com          1\n",
       "790    mtstandard.com          1\n",
       "807   foxillinois.com          1\n",
       "\n",
       "[1247 rows x 2 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['W', 'B', 'H', 'A', 'N', 'O'])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from collections import Counter\n",
    "Counter(media_dic_race['cbslocal.com']).keys() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_values([61, 57, 46, 5, 3, 4])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(media_dic_race['cbslocal.com']).values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Media', 'Frequency'], dtype='object')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.keys()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fox "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "count = 0\n",
    "media = []\n",
    "for key in media_dic_f.keys():\n",
    "    if 'fox' in key:\n",
    "        count += media_dic_f[key]\n",
    "        for m in media_dic_race[key]:\n",
    "            media.append(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['H', 'B', 'W', 'N', 'O', 'A'])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(media).keys() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_values([54, 102, 151, 4, 3, 4])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(media).values()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CBS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "count = 0\n",
    "media = []\n",
    "for key in media_dic_f.keys():\n",
    "    if 'cbs' in key:\n",
    "        count += media_dic_f[key]\n",
    "        for m in media_dic_race[key]:\n",
    "            media.append(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['W', 'H', 'B', 'A', 'N', 'O'])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(media).keys() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_values([85, 58, 71, 6, 3, 4])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(media).values()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CNN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "count = 0\n",
    "media = []\n",
    "for key in media_dic_f.keys():\n",
    "    if 'cnn' in key:\n",
    "        count += media_dic_f[key]\n",
    "        for m in media_dic_race[key]:\n",
    "            media.append(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['B', 'W'])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(media).keys() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_values([6, 1])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(media).values()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ABC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "count = 0\n",
    "media = []\n",
    "for key in media_dic_f.keys():\n",
    "    if 'abc' in key:\n",
    "        count += media_dic_f[key]\n",
    "        for m in media_dic_race[key]:\n",
    "            media.append(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['W', 'B', 'H', 'N', 'A'])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(media).keys() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_values([88, 73, 78, 1, 4])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(media).values()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# NBC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "count = 0\n",
    "media = []\n",
    "for key in media_dic_f.keys():\n",
    "    if 'nbc' in key:\n",
    "        count += media_dic_f[key]\n",
    "        for m in media_dic_race[key]:\n",
    "            media.append(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['H', 'W', 'B', 'A', 'O'])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(media).keys() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_values([29, 45, 56, 3, 2])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(media).values()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# AJC (Atlanta Journal-Constitution)- Lean Left"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "count = 0\n",
    "media = []\n",
    "for key in media_dic_f.keys():\n",
    "    if 'ajc' in key:\n",
    "        count += media_dic_f[key]\n",
    "        for m in media_dic_race[key]:\n",
    "            media.append(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['B', 'W', 'H', 'A'])"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(media).keys() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_values([29, 25, 4, 1])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(media).values()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# KTLA - Neutral"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "count = 0\n",
    "media = []\n",
    "for key in media_dic_f.keys():\n",
    "    if 'white' in key:\n",
    "        count += media_dic_f[key]\n",
    "        for m in media_dic_race[key]:\n",
    "            media.append(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['W'])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(media).keys() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_values([1])"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(media).values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cbslocal.com\n",
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      "smdailyjournal.com\n",
      "gwinnettdailypost.com\n",
      "wdio.com\n",
      "ktiv.com\n",
      "dailyherald.com\n",
      "ksn.com\n",
      "wdam.com\n",
      "valdostatoday.com\n",
      "wric.com\n",
      "wthr.com\n",
      "therogersvillereview.com\n",
      "kten.com\n",
      "wrbl.com\n",
      "fox17.com\n",
      "rochesterfirst.com\n",
      "beacononlinenews.com\n",
      "wcbe.org\n",
      "savannahnow.com\n",
      "mypanhandle.com\n",
      "thedailynewsonline.com\n",
      "wataugademocrat.com\n",
      "austinchronicle.com\n",
      "visaliatimesdelta.com\n",
      "seattlepi.com\n",
      "tmj4.com\n",
      "wvva.com\n",
      "dnj.com\n",
      "wtol.com\n",
      "kcentv.com\n",
      "theparisnews.com\n",
      "godanriver.com\n",
      "aikenstandard.com\n",
      "wapt.com\n",
      "wboc.com\n",
      "ctpost.com\n",
      "fox4now.com\n",
      "app.com\n",
      "hayspost.com\n",
      "duluthnewstribune.com\n",
      "wtrf.com\n",
      "theadanews.com\n",
      "winknews.com\n",
      "crossroadstoday.com\n",
      "larongenow.com\n",
      "kslnewsradio.com\n",
      "cdllife.com\n",
      "petoskeynews.com\n",
      "albertleatribune.com\n",
      "kfbb.com\n",
      "idahonews.com\n",
      "mcalesternews.com\n",
      "delmarvanow.com\n",
      "brookingsregister.com\n",
      "newstimes.com\n",
      "theunion.com\n",
      "georgia.gov\n",
      "thedailybeast.com\n",
      "fox28spokane.com\n",
      "yourgv.com\n",
      "themountainpress.com\n",
      "mycouriertribune.com\n",
      "wgauradio.com\n",
      "meridianstar.com\n",
      "santafenewmexican.com\n",
      "centredaily.com\n",
      "clintonherald.com\n",
      "phillyvoice.com\n",
      "wibc.com\n",
      "scpr.org\n",
      "scnow.com\n",
      "ncadvertiser.com\n",
      "centralillinoisproud.com\n",
      "ddtonline.com\n",
      "khmoradio.com\n",
      "cbsaustin.com\n",
      "canyon-news.com\n",
      "alamosanews.com\n",
      "wctrib.com\n",
      "cbs3duluth.com\n",
      "kion546.com\n",
      "kicks1055.com\n",
      "joplinglobe.com\n",
      "coloradoindependent.com\n",
      "enewscourier.com\n",
      "ncwlife.com\n",
      "whyy.org\n",
      "ocala-news.com\n",
      "courant.com\n",
      "thecallnews.com\n",
      "lacrossetribune.com\n",
      "macombdaily.com\n",
      "eparisextra.com\n",
      "heraldtimesonline.com\n",
      "thehawkeye.com\n",
      "wsws.org\n",
      "wsj.com\n",
      "dailyrepublic.com\n",
      "kspr.com\n",
      "rrstar.com\n",
      "cwbchicago.com\n",
      "wsiltv.com\n",
      "tonyortega.org\n",
      "progresstimes.net\n",
      "espn.com\n",
      "wjts.tv\n",
      "wpri.com\n",
      "racinecountyeye.com\n",
      "ktvq.com\n",
      "wjtv.com\n",
      "hometownsource.com\n",
      "theolympian.com\n",
      "wane.com\n",
      "maderatribune.com\n",
      "dailyprincetonian.com\n",
      "atmorenews.com\n",
      "1450wlaf.com\n",
      "nwfdailynews.com\n",
      "weny.com\n",
      "local21news.com\n",
      "kcwy13.com\n",
      "contracostatimes.com\n",
      "arkansas.gov\n",
      "stargazette.com\n",
      "purcellregister.com\n",
      "thegrio.com\n",
      "cpr.org\n",
      "wflx.com\n",
      "bartlesvilleradio.com\n",
      "google.com\n",
      "3newsnow.com\n",
      "fayobserver.com\n",
      "deltanews.tv\n",
      "midhudsonnews.com\n",
      "williamsonsource.com\n",
      "mywabashvalley.com\n",
      "yakimaherald.com\n",
      "insidenova.com\n",
      "nile.works\n",
      "beaconjournal.com\n",
      "heraldmailmedia.com\n",
      "capjournal.com\n",
      "wrdw.com\n",
      "journalreview.com\n",
      "ifiberone.com\n",
      "aspenpublicradio.org\n",
      "goblueridge.net\n",
      "navajotimes.com\n",
      "questia.com\n",
      "hutchnews.com\n",
      "birminghamtimes.com\n",
      "easttexasradio.com\n",
      "clubindustry.com\n",
      "kcur.org\n",
      "siouxcityjournal.com\n",
      "lincolncityhomepage.com\n",
      "gardenstateobserver.com\n",
      "breaking911.com\n",
      "explica.co\n",
      "providencejournal.com\n",
      "laramieboomerang.com\n",
      "metrowestdailynews.com\n",
      "theherald-news.com\n",
      "brownwoodtx.com\n",
      "newstalk987.com\n",
      "kwqc.com\n",
      "eyeonannapolis.net\n",
      "redbluffdailynews.com\n",
      "the-dispatch.com\n",
      "vashonbeachcomber.com\n",
      "tahoedailytribune.com\n",
      "hometownstation.com\n",
      "nhpr.org\n",
      "wymt.com\n",
      "wjle.com\n",
      "krgv.com\n",
      "fresnosheriff.org\n",
      "clarksvillenow.com\n",
      "signaltribunenewspaper.com\n",
      "tacomaweekly.com\n",
      "kwwl.com\n",
      "elpasotexas.gov\n",
      "wsls.com\n",
      "citizen-times.com\n",
      "lompocrecord.com\n",
      "newtondailynews.com\n",
      "heraldandnews.com\n",
      "newsbug.info\n",
      "fullertonobserver.com\n",
      "good4utah.com\n",
      "theleafchronicle.com\n",
      "thenewsstar.com\n",
      "mailtribune.com\n",
      "foxreno.com\n",
      "statesmanjournal.com\n",
      "wmfd.com\n",
      "pickensprogressonline.com\n",
      "quadcitiesdaily.com\n",
      "newsandtribune.com\n",
      "virginiafirst.com\n",
      "portlandtribune.com\n",
      "record-courier.com\n",
      "ksnt.com\n",
      "whbl.com\n",
      "themorningsun.com\n",
      "dothanfirst.com\n",
      "northescambia.com\n",
      "whtc.com\n",
      "oxygen.com\n",
      "burpeescottmemorialchapel.com\n",
      "connect-bridgeport.com\n",
      "auburn-reporter.com\n",
      "washingtontimes.com\n",
      "wqow.com\n",
      "hidesertstar.com\n",
      "kpvi.com\n",
      "thedickinsonpress.com\n",
      "thecalifornian.com\n",
      "aspentimes.com\n",
      "gjsentinel.com\n",
      "sheboyganpress.com\n",
      "timesgazette.com\n",
      "thetelegraph.com\n",
      "kpq.com\n",
      "wuwm.com\n",
      "cutbankpioneerpress.com\n",
      "dailycommercial.com\n",
      "argusobserver.com\n",
      "lansingstatejournal.com\n",
      "hub-la.com\n",
      "delgazette.com\n",
      "whiterivernow.com\n",
      "eaglecountryonline.com\n",
      "cbs4indy.com\n",
      "14news.com\n",
      "pasadenanow.com\n",
      "ktlo.com\n",
      "dailyprogress.com\n",
      "waltontribune.com\n",
      "npr.org\n",
      "bentoncourier.com\n",
      "mycentralnebraska.com\n",
      "co.uk\n",
      "thenewscenter.tv\n",
      "fosters.com\n",
      "orlandoweekly.com\n",
      "witf.org\n",
      "rutlandherald.com\n",
      "h-ponline.com\n",
      "nativenewsonline.net\n",
      "grandlakenews.com\n",
      "postregister.com\n",
      "gmtoday.com\n",
      "wdtimes.com\n",
      "ukiahdailyjournal.com\n",
      "laconiadailysun.com\n",
      "eveningsun.com\n",
      "fox42kptm.com\n",
      "fontanaheraldnews.com\n",
      "wwltv.com\n",
      "cdispatch.com\n",
      "auburnexaminer.com\n",
      "hendersonvillelightning.com\n",
      "jdnews.com\n",
      "timesleaderonline.com\n",
      "positivelyosceola.com\n",
      "wiat.com\n",
      "officer.com\n",
      "concordmonitor.com\n",
      "wgowam.com\n",
      "herald-review.com\n",
      "baltimorefishbowl.com\n",
      "abc7amarillo.com\n",
      "calaverasenterprise.com\n",
      "rawstory.com\n",
      "tribtoday.com\n",
      "foxrio2.com\n",
      "santacruzsentinel.com\n",
      "bcdemocratonline.com\n",
      "tbinewsroom.com\n",
      "kxlh.com\n",
      "hmbreview.com\n",
      "wausaudailyherald.com\n",
      "coloradoan.com\n",
      "sanluisobispo.com\n",
      "times-georgian.com\n",
      "cheneyfreepress.com\n",
      "kansas.com\n",
      "eastcountytoday.net\n",
      "grandhaventribune.com\n",
      "fugitive.com\n",
      "mynbc15.com\n",
      "myfoxboston.com\n",
      "record-bee.com\n",
      "marshfieldnewsherald.com\n",
      "noozhawk.com\n",
      "ohio.com\n",
      "knau.org\n",
      "journalpatriot.com\n",
      "wrtv.com\n",
      "sungazette.com\n",
      "dailytimes.com\n",
      "komu.com\n",
      "buckslocalnews.com\n",
      "memphisflyer.com\n",
      "wfft.com\n",
      "echopress.com\n",
      "uniondemocrat.com\n",
      "newsandsentinel.com\n",
      "independenttribune.com\n",
      "wday.com\n",
      "counton2.com\n",
      "cbs6albany.com\n",
      "wsbradio.com\n",
      "dayton247now.com\n",
      "kvrr.com\n",
      "htrnews.com\n",
      "theroot.com\n",
      "myvalleynews.com\n",
      "vtdigger.org\n",
      "bnd.com\n",
      "medina-gazette.com\n",
      "localnewsdigital.com\n",
      "thedailytimes.com\n",
      "hudsonvalleypost.com\n",
      "ithacajournal.com\n",
      "fetchyournews.com\n",
      "fox32chicago.com\n",
      "arkansasmatters.com\n",
      "runnelscountyregister.com\n",
      "necn.com\n",
      "921news.com\n",
      "sovanow.com\n",
      "smnewsnet.com\n",
      "yadkinripple.com\n",
      "recordnet.com\n",
      "alreporter.com\n",
      "conchovalleyhomepage.com\n",
      "liherald.com\n",
      "policemag.com\n",
      "wamc.org\n",
      "delawareonline.com\n",
      "elbertcountynews.net\n",
      "wandtv.com\n",
      "ktvo.com\n",
      "oilcitywyo.com\n",
      "swtimes.com\n",
      "currentargus.com\n",
      "lakecountyjournal.com\n",
      "ktoo.org\n",
      "wcbi.com\n",
      "dailyjournalonline.com\n",
      "woub.org\n",
      "bemidjipioneer.com\n",
      "bismarcktribune.com\n",
      "pressofatlanticcity.com\n",
      "idahopress.com\n",
      "newstalk1290.com\n",
      "hattiesburgamerican.com\n",
      "wosu.org\n",
      "thestarpress.com\n",
      "13wmaz.com\n",
      "houmatoday.com\n",
      "yubanet.com\n",
      "lakeconews.com\n",
      "wlfi.com\n",
      "sedaliademocrat.com\n",
      "nogalesinternational.com\n",
      "ktvh.com\n",
      "dailytrib.com\n",
      "baltimorewatchdog.com\n",
      "publishedreporter.com\n",
      "kpbs.org\n",
      "poughkeepsiejournal.com\n",
      "njeffersonnews.com\n",
      "lakelandtimes.com\n",
      "kticradio.com\n",
      "postindependent.com\n",
      "examiner.net\n",
      "pressreader.com\n",
      "wgxa.tv\n",
      "fredericknewspost.com\n",
      "houstonpublicmedia.org\n",
      "heralddemocrat.com\n",
      "wyomingpublicmedia.org\n",
      "wsmh.com\n",
      "amarillo.com\n",
      "starbeacon.com\n",
      "houstontx.gov\n",
      "pressdemocrat.com\n",
      "qconline.com\n",
      "yorkdispatch.com\n",
      "kokomotribune.com\n",
      "wkdzradio.com\n",
      "thedailystar.com\n",
      "islandpacket.com\n",
      "blueridgenow.com\n",
      "thedailyworld.com\n",
      "helenair.com\n",
      "sanantonioreport.org\n",
      "somdnews.com\n",
      "pekintimes.com\n",
      "statesboroherald.com\n",
      "whittierdailynews.com\n",
      "wccbcharlotte.com\n",
      "ampproject.org\n",
      "tullahomanews.com\n",
      "messengernews.net\n",
      "theadvertiser.com\n",
      "clevescene.com\n",
      "wjcl.com\n",
      "sedona.biz\n",
      "baltimorecountymd.gov\n",
      "valleymorningstar.com\n",
      "goerie.com\n",
      "navarrepress.com\n",
      "kdhnews.com\n",
      "kpic.com\n",
      "oc-breeze.com\n",
      "hanfordsentinel.com\n",
      "pleasantonweekly.com\n",
      "ncnewsonline.com\n",
      "westhawaiitoday.com\n",
      "tryondailybulletin.com\n",
      "ladysmithnews.com\n",
      "wjfw.com\n",
      "atlantaintownpaper.com\n",
      "albanyherald.com\n",
      "theitem.com\n",
      "hollandsentinel.com\n",
      "uvaldeleadernews.com\n",
      "heraldextra.com\n",
      "oklahoman.com\n",
      "arvadapress.com\n",
      "mountain-topmedia.com\n",
      "thecr.com\n",
      "ionmesquite.com\n",
      "ladailypost.com\n",
      "spacecoastdaily.com\n",
      "nbc25news.com\n",
      "beauregarddailynews.net\n",
      "krocnews.com\n",
      "thefacts.com\n",
      "lapalomafuneralservices.com\n",
      "imperialvalleynews.com\n",
      "commercial-news.com\n",
      "deltaplexnews.com\n",
      "kxnet.com\n",
      "kitsapdailynews.com\n",
      "accesswdun.com\n",
      "marysvilleglobe.com\n",
      "vindy.com\n",
      "neareport.com\n",
      "wcti12.com\n",
      "verdenews.com\n",
      "kiem-tv.com\n",
      "justice.gov\n",
      "cecildaily.com\n",
      "wcvb.com\n",
      "championnewspapers.com\n",
      "ap.org\n",
      "wtok.com\n",
      "wacotrib.com\n",
      "fitsnews.com\n",
      "erienewsnow.com\n",
      "wiscnews.com\n",
      "kbkw.com\n",
      "heraldbulletin.com\n",
      "nbcconnecticut.com\n",
      "cumberlink.com\n",
      "wdef.com\n",
      "youralaskalink.com\n",
      "fox5krbk.com\n",
      "abc22now.com\n",
      "tribtown.com\n",
      "wevv.com\n",
      "kfgo.com\n",
      "bigislandvideonews.com\n",
      "grenadastar.com\n",
      "brownsvilleherald.com\n",
      "normantranscript.com\n",
      "readfrontier.org\n",
      "altoonamirror.com\n",
      "flatheadbeacon.com\n",
      "dothaneagle.com\n",
      "arkansasleader.com\n",
      "wickedlocal.com\n",
      "abc57.com\n",
      "johnsoncitypress.com\n",
      "federalwaymirror.com\n",
      "wchstv.com\n",
      "brainerddispatch.com\n",
      "elkodaily.com\n",
      "capitalgazette.com\n",
      "camaspostrecord.com\n",
      "waaytv.com\n",
      "cityofsantacruz.com\n",
      "boston.com\n",
      "ksnblocal4.com\n",
      "newspressnow.com\n",
      "hccommunityjournal.com\n",
      "oxfordeagle.com\n",
      "kerngoldenempire.com\n",
      "news-daily.com\n",
      "newsday.com\n",
      "wabi.tv\n",
      "gazettes.com\n",
      "theeastsiderla.com\n",
      "cdapress.com\n",
      "wfxrtv.com\n",
      "redandblack.com\n",
      "news-gazette.com\n",
      "ithaca.com\n",
      "duboiscountyherald.com\n",
      "thebrunswicknews.com\n",
      "whec.com\n",
      "nevadaappeal.com\n",
      "fox34.com\n",
      "magicvalley.com\n",
      "wkhm.com\n",
      "augustafreepress.com\n",
      "kfdi.com\n",
      "kotatv.com\n",
      "krwg.org\n",
      "mcclatchydc.com\n",
      "twcnews.com\n",
      "krvn.com\n",
      "k5thehometeam.com\n",
      "heraldnet.com\n",
      "bossiernow.com\n",
      "theworldlink.com\n",
      "castlerocknewspress.net\n",
      "wisconsinrapidstribune.com\n",
      "wyshradio.com\n",
      "ozarksindependent.com\n",
      "z1077fm.com\n",
      "lexingtonsunnews.com\n",
      "knpr.org\n",
      "ktre.com\n",
      "naplesnews.com\n",
      "claremoreprogress.com\n",
      "myparistexas.com\n",
      "cachevalleydaily.com\n",
      "abc17news.com\n",
      "wmar2news.com\n",
      "abc-7.com\n",
      "myfoxzone.com\n",
      "harrisondaily.com\n",
      "nhonews.com\n",
      "northwestgeorgianews.com\n",
      "timesleader.com\n",
      "pasoroblesdailynews.com\n",
      "bringmethenews.com\n",
      "minotdailynews.com\n",
      "wkow.com\n",
      "whig.com\n",
      "meadvilletribune.com\n",
      "wsav.com\n",
      "the-review.com\n",
      "highlandernews.com\n",
      "heraldonline.com\n",
      "41nbc.com\n",
      "kveo.com\n",
      "yovenice.com\n",
      "kbzk.com\n",
      "mainepublic.org\n",
      "news-expressky.com\n",
      "mankatofreepress.com\n",
      "upi.com\n",
      "ocweekly.com\n",
      "edhat.com\n",
      "timesdaily.com\n",
      "mtstandard.com\n",
      "foxillinois.com\n"
     ]
    }
   ],
   "source": [
    "for m in df['Media']:\n",
    "    print(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "176\n",
      "59\n",
      "52\n",
      "44\n",
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      "37\n",
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     ]
    }
   ],
   "source": [
    "for m in df['Frequency']:\n",
    "    print(m)"
   ]
  }
 ],
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