├── Makefile ├── output ├── whois-registration-counts-annual.csv ├── page-engagement-growth-top-20-pages-left.csv ├── page-engagement-growth-top-20-pages-right.csv ├── fox-vs-occupy-engagement-by-week.csv ├── top-100-posts-total-engagement-by-week-and-partisanship.csv ├── whois-registration-counts-monthly.csv ├── top-50-posts-offer.csv ├── unique-domains.txt ├── top-50-posts-note.csv ├── top-50-posts-all.csv ├── top-50-posts-video.csv ├── top-50-posts-music.csv ├── top-50-posts-photo.csv ├── top-50-posts-link.csv └── fb-page-info-summary.csv ├── .gitignore ├── README.md └── notebooks ├── 00-summarize-fb-page-info.ipynb └── 03-analyze-whois-registration-dates.ipynb /Makefile: -------------------------------------------------------------------------------- 1 | .PHONY: default clear reproduce 2 | 3 | default: 4 | 5 | clear: 6 | rm -r output 7 | mkdir output 8 | 9 | reproduce: clear 10 | cd notebooks && find . -type f -maxdepth 1 -exec jupyter nbconvert \ 11 | --ExecutePreprocessor.timeout=-1 \ 12 | --ExecutePreprocessor.kernel_name=python3 \ 13 | --to notebook \ 14 | --output {} \ 15 | --execute {} \; 16 | -------------------------------------------------------------------------------- /output/whois-registration-counts-annual.csv: -------------------------------------------------------------------------------- 1 | year_registered,left,right,total 2 | 1994,2,1,3 3 | 1995,7,10,17 4 | 1996,2,5,7 5 | 1997,3,5,8 6 | 1998,5,10,15 7 | 1999,6,14,20 8 | 2000,3,6,9 9 | 2001,4,9,13 10 | 2002,6,8,14 11 | 2003,9,6,15 12 | 2004,12,8,20 13 | 2005,7,8,15 14 | 2006,5,10,15 15 | 2007,1,4,5 16 | 2008,4,11,15 17 | 2009,5,16,21 18 | 2010,13,18,31 19 | 2011,5,18,23 20 | 2012,7,32,39 21 | 2013,10,25,35 22 | 2014,8,20,28 23 | 2015,11,44,55 24 | 2016,33,154,187 25 | 2017,6,46,52 26 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | .ipynb_checkpoints 2 | data/statuses 3 | # Compiled source # 4 | ################### 5 | *.com 6 | *.class 7 | *.dll 8 | *.exe 9 | *.o 10 | *.so 11 | 12 | # Packages # 13 | ############ 14 | # it's better to unpack these files and commit the raw source 15 | # git has its own built in compression methods 16 | *.7z 17 | *.dmg 18 | *.gz 19 | *.iso 20 | *.jar 21 | *.rar 22 | *.tar 23 | *.zip 24 | *.pyc 25 | 26 | # Logs and databases # 27 | ###################### 28 | *.log 29 | *.sql 30 | *.sqlite 31 | 32 | # OS generated files # 33 | ###################### 34 | .DS_Store 35 | .DS_Store? 36 | ._* 37 | .Spotlight-V100 38 | .Trashes 39 | ehthumbs.db 40 | Thumbs.db 41 | 42 | # Config files # 43 | secrets.py 44 | __pycache__ 45 | .csv 46 | .ipynb_checkpoints 47 | -------------------------------------------------------------------------------- /output/page-engagement-growth-top-20-pages-left.csv: -------------------------------------------------------------------------------- 1 | page_id,total_engagement.march2016,total_engagement.march2017,political_category,page_name,fan_count,growth_category 2 | 341163402640457,22751278.0,18783790.0,left,NowThis,11664950,shrunken_left 3 | 354522044588660,8231964.0,5459343.0,left,Upworthy,11255052,shrunken_left 4 | 346937065399354,26394599.0,36673027.0,left,Occupy Democrats,6665043,grown_left 5 | 114517875225866,12244729.0,19753039.0,left,The Other 98%,4986386,grown_left 6 | 160389977329803,4421326.0,5793239.0,left,ATTN:,4770076,grown_left 7 | 1340186812659728,,10240180.0,left,Truth Examiner,3573203,grown_left 8 | 979613892126968,1470734.0,5961902.0,left,Proud Liberals,2413702,grown_left 9 | 24674986856,258183.0,282455.0,left,Michael Moore,2265031,grown_left 10 | 610045389164725,,2371347.0,left,Liberal American,2111339,grown_left 11 | 273864989376427,2292659.0,2075205.0,left,MSNBC,1964609,shrunken_left 12 | 210277954204,2136335.0,2322745.0,left,The Young Turks,1815650,grown_left 13 | 200137333331078,1288136.0,1288656.0,left,ThinkProgress,1779746,grown_left 14 | 177486166274,5160854.0,5115601.0,left,Being Liberal,1674268,shrunken_left 15 | 1672814509645693,,1896647.0,left,New Century Times,1597824,grown_left 16 | 7642602143,784004.0,2181902.0,left,Mother Jones,1545183,grown_left 17 | 1640832309490921,3145538.0,1304269.0,left,Opposition Report,1509696,shrunken_left 18 | 188464111175168,,360975.0,left,New Blue United,1476093,grown_left 19 | 129370207168068,1035011.0,491825.0,left,True Activist,1468115,shrunken_left 20 | 139398939438430,533627.0,1119912.0,left,Left Action,1416061,grown_left 21 | 146422995398181,3844800.0,2183557.0,left,Addicting Info,1402884,shrunken_left 22 | -------------------------------------------------------------------------------- /output/page-engagement-growth-top-20-pages-right.csv: -------------------------------------------------------------------------------- 1 | page_id,total_engagement.march2016,total_engagement.march2017,political_category,page_name,fan_count,growth_category 2 | 15704546335,27600038.0,28339288.0,right,Fox News,15563283,grown_right 3 | 114364638621903,2856203.0,1456235.0,right,ForAmerica,7923387,shrunken_right 4 | 184859785026060,6216784.0,7990326.0,right,Faith Family America,5905338,grown_right 5 | 179035672287016,16394130.0,4449413.0,right,American News,5565990,shrunken_right 6 | 123624513983,3232290.0,2730373.0,right,Western Journalism,5176602,shrunken_right 7 | 182919686769,3200779.0,4705991.0,right,The Daily Caller,4878084,grown_right 8 | 1969250316633715,3178355.0,6614572.0,right,WD Americans Online,4271993,grown_right 9 | 58158120046,1900579.0,779320.0,right,American Center for Law and Justice,4088359,shrunken_right 10 | 519305544814653,2512689.0,2676823.0,right,Conservative Tribune,4077149,grown_right 11 | 133961323610549,8284190.0,7270320.0,right,Donald Trump For President,3831381,shrunken_right 12 | 389658314427637,7038986.0,2018064.0,right,Right Wing News,3588476,shrunken_right 13 | 145380305523723,,333056.0,right,Secure America Now,3532073,grown_right 14 | 95475020353,9066729.0,11473250.0,right,Breitbart,3524540,grown_right 15 | 201956993160690,1126835.0,1139358.0,right,MRCTV,3231254,grown_right 16 | 69813760388,2306415.0,5434544.0,right,Sean Hannity,3180094,grown_right 17 | 592074077639509,,1772735.0,right,Donald Trump Is Our President,3069603,grown_right 18 | 112723252096438,8294477.0,3194820.0,right,The Political Insider,3014947,shrunken_right 19 | 1019871961378419,519875.0,1950091.0,right,Rare America,2982929,grown_right 20 | 169204449790211,1917771.0,2179261.0,right,Conservative News Today,2951286,grown_right 21 | 6333396177,931395.0,880599.0,right,NewsBusters.org,2785792,shrunken_right 22 | -------------------------------------------------------------------------------- /output/fox-vs-occupy-engagement-by-week.csv: -------------------------------------------------------------------------------- 1 | status_published,Fox News,Occupy Democrats 2 | 2014-12-28,1166366,962809 3 | 2015-01-04,3486540,357919 4 | 2015-01-11,4479245,875899 5 | 2015-01-18,3888642,1042961 6 | 2015-01-25,2287591,488994 7 | 2015-02-01,5642256,768210 8 | 2015-02-08,3081690,464796 9 | 2015-02-15,3419924,515617 10 | 2015-02-22,4660810,794542 11 | 2015-03-01,3342977,1106868 12 | 2015-03-08,4171679,834243 13 | 2015-03-15,3953054,1025147 14 | 2015-03-22,3274938,1385413 15 | 2015-03-29,3877866,1151308 16 | 2015-04-05,5247632,539114 17 | 2015-04-12,4330791,1215688 18 | 2015-04-19,4425433,931029 19 | 2015-04-26,5277869,857210 20 | 2015-05-03,3507961,1249376 21 | 2015-05-10,4554160,637452 22 | 2015-05-17,3708449,2956280 23 | 2015-05-24,4597754,1624263 24 | 2015-05-31,3491165,3015841 25 | 2015-06-07,4858208,2802112 26 | 2015-06-14,3474421,2999063 27 | 2015-06-21,4074323,2873134 28 | 2015-06-28,5449541,5803779 29 | 2015-07-05,5698256,3208097 30 | 2015-07-12,5234818,2195346 31 | 2015-07-19,4717147,2420233 32 | 2015-07-26,4150588,2340392 33 | 2015-08-02,4461435,3120054 34 | 2015-08-09,3645185,2278685 35 | 2015-08-16,3965156,4552353 36 | 2015-08-23,3595491,2312057 37 | 2015-08-30,4278323,3993204 38 | 2015-09-06,5002331,3876427 39 | 2015-09-13,3511523,6035804 40 | 2015-09-20,3287290,5787132 41 | 2015-09-27,4722891,3816503 42 | 2015-10-04,3704675,4998557 43 | 2015-10-11,3725893,3868022 44 | 2015-10-18,4271632,7581013 45 | 2015-10-25,4604804,3270769 46 | 2015-11-01,4110438,6582796 47 | 2015-11-08,5005010,7986624 48 | 2015-11-15,6755472,7510089 49 | 2015-11-22,3991138,3253354 50 | 2015-11-29,4704732,3981036 51 | 2015-12-06,6516163,8197149 52 | 2015-12-13,5875501,6214610 53 | 2015-12-20,3755070,2504361 54 | 2015-12-27,3535171,3116903 55 | 2016-01-03,4550767,5502995 56 | 2016-01-10,5260835,9132842 57 | 2016-01-17,4555335,6356284 58 | 2016-01-24,4121982,2576225 59 | 2016-01-31,5119246,5064704 60 | 2016-02-07,4338439,5360165 61 | 2016-02-14,4481757,6192345 62 | 2016-02-21,5052359,4255302 63 | 2016-02-28,6663014,4623528 64 | 2016-03-06,8663775,7520859 65 | 2016-03-13,5181401,5977718 66 | 2016-03-20,5580661,5273204 67 | 2016-03-27,5445527,4737179 68 | 2016-04-03,4222831,4162890 69 | 2016-04-10,3122001,3444526 70 | 2016-04-17,4188451,3229430 71 | 2016-04-24,4784885,3315766 72 | 2016-05-01,4615029,6338109 73 | 2016-05-08,4763138,5445961 74 | 2016-05-15,4639928,4474214 75 | 2016-05-22,6181217,1003991 76 | 2016-05-29,4843376,3168531 77 | 2016-06-05,5914607,5444359 78 | 2016-06-12,7754417,9950867 79 | 2016-06-19,5912536,8017498 80 | 2016-06-26,6948118,6654806 81 | 2016-07-03,10372731,8804360 82 | 2016-07-10,8891635,9446173 83 | 2016-07-17,10963973,6864100 84 | 2016-07-24,10097213,7402983 85 | 2016-07-31,6471433,4524186 86 | 2016-08-07,7213019,7776216 87 | 2016-08-14,6036254,7734330 88 | 2016-08-21,7714132,7401285 89 | 2016-08-28,6800050,8536678 90 | 2016-09-04,11223796,5320096 91 | 2016-09-11,8478397,9615977 92 | 2016-09-18,7347054,11349625 93 | 2016-09-25,8557276,12666646 94 | 2016-10-02,7667176,14511256 95 | 2016-10-09,11078538,15999895 96 | 2016-10-16,9525358,8719134 97 | 2016-10-23,10101624,9333292 98 | 2016-10-30,10794658,11227487 99 | 2016-11-06,18465012,17725059 100 | 2016-11-13,8020921,11480270 101 | 2016-11-20,8515804,11738007 102 | 2016-11-27,9002943,5525907 103 | 2016-12-04,8390443,7471451 104 | 2016-12-11,7824093,8539611 105 | 2016-12-18,7797206,6352859 106 | 2016-12-25,7344253,5433732 107 | 2017-01-01,8096387,6843791 108 | 2017-01-08,9693764,15886690 109 | 2017-01-15,18639520,23634299 110 | 2017-01-22,15843860,13452222 111 | 2017-01-29,14873008,15952429 112 | 2017-02-05,11396364,14708333 113 | 2017-02-12,10126524,14329652 114 | 2017-02-19,8041641,10096407 115 | 2017-02-26,8805186,7257865 116 | 2017-03-05,5881920,6763052 117 | 2017-03-12,6678845,8082015 118 | 2017-03-19,6526426,11641179 119 | 2017-03-26,4318213,6044349 120 | -------------------------------------------------------------------------------- /output/top-100-posts-total-engagement-by-week-and-partisanship.csv: -------------------------------------------------------------------------------- 1 | status_published,left,right 2 | 2014-12-28,2735721,6669197 3 | 2015-01-04,3073663,10325893 4 | 2015-01-11,4198339,14309438 5 | 2015-01-18,4220414,14749326 6 | 2015-01-25,2950189,9383113 7 | 2015-02-01,5116965,12524428 8 | 2015-02-08,3194582,10563508 9 | 2015-02-15,3879248,10580133 10 | 2015-02-22,3785495,10468189 11 | 2015-03-01,7199235,9680813 12 | 2015-03-08,4202902,13088697 13 | 2015-03-15,3031738,11472981 14 | 2015-03-22,6310289,10701123 15 | 2015-03-29,4618493,9005481 16 | 2015-04-05,3308661,13380055 17 | 2015-04-12,4369942,10161930 18 | 2015-04-19,3323883,12869745 19 | 2015-04-26,4769284,15129880 20 | 2015-05-03,6648548,11663283 21 | 2015-05-10,4335611,15088951 22 | 2015-05-17,7874172,8377824 23 | 2015-05-24,4193590,10856131 24 | 2015-05-31,8104347,15166425 25 | 2015-06-07,6205795,15211270 26 | 2015-06-14,6877018,8736689 27 | 2015-06-21,10967227,10302648 28 | 2015-06-28,8808051,11150844 29 | 2015-07-05,8679390,12506302 30 | 2015-07-12,5850649,15241446 31 | 2015-07-19,7404259,15116942 32 | 2015-07-26,5155475,15290160 33 | 2015-08-02,6766651,10586126 34 | 2015-08-09,5919348,8973033 35 | 2015-08-16,8369633,11517524 36 | 2015-08-23,6308869,9893699 37 | 2015-08-30,7563524,10967776 38 | 2015-09-06,6821521,12864142 39 | 2015-09-13,11201991,11125926 40 | 2015-09-20,10054614,9514763 41 | 2015-09-27,7728239,10806498 42 | 2015-10-04,7274259,10307503 43 | 2015-10-11,7030046,10046360 44 | 2015-10-18,11327575,13452383 45 | 2015-10-25,6502404,14863275 46 | 2015-11-01,9608168,11159748 47 | 2015-11-08,12038023,16908525 48 | 2015-11-15,11943094,15074121 49 | 2015-11-22,6959350,13841994 50 | 2015-11-29,7159881,11114050 51 | 2015-12-06,13104439,14465822 52 | 2015-12-13,11242745,12566986 53 | 2015-12-20,9927802,10461026 54 | 2015-12-27,7862556,10372907 55 | 2016-01-03,10292705,10737889 56 | 2016-01-10,10879123,13420061 57 | 2016-01-17,10123797,8853123 58 | 2016-01-24,7534928,11216392 59 | 2016-01-31,14455586,12421509 60 | 2016-02-07,11234845,10680998 61 | 2016-02-14,11697918,10477508 62 | 2016-02-21,9396089,9924200 63 | 2016-02-28,12064050,11371015 64 | 2016-03-06,16076931,13470784 65 | 2016-03-13,10685933,9781442 66 | 2016-03-20,16185830,11059837 67 | 2016-03-27,10821894,10376199 68 | 2016-04-03,10160749,8747641 69 | 2016-04-10,8827613,8312581 70 | 2016-04-17,9870782,10879317 71 | 2016-04-24,10425620,8697227 72 | 2016-05-01,11577979,9156698 73 | 2016-05-08,11187840,10869911 74 | 2016-05-15,10932727,11400920 75 | 2016-05-22,7248147,12066547 76 | 2016-05-29,8597659,10921302 77 | 2016-06-05,11536285,13877986 78 | 2016-06-12,16917752,13441203 79 | 2016-06-19,15440651,12709472 80 | 2016-06-26,19348946,10343127 81 | 2016-07-03,16641780,18693821 82 | 2016-07-10,16319712,15074353 83 | 2016-07-17,11958349,14810256 84 | 2016-07-24,11814799,14714811 85 | 2016-07-31,10959049,12433273 86 | 2016-08-07,14157715,11233072 87 | 2016-08-14,13235544,13326942 88 | 2016-08-21,14554282,14374322 89 | 2016-08-28,24038859,15346119 90 | 2016-09-04,13563754,19844046 91 | 2016-09-11,16949076,14746703 92 | 2016-09-18,25496877,14647821 93 | 2016-09-25,18426752,17630670 94 | 2016-10-02,19017823,17415279 95 | 2016-10-09,18663462,20437639 96 | 2016-10-16,12789533,15084506 97 | 2016-10-23,17171448,14605624 98 | 2016-10-30,22786796,17248027 99 | 2016-11-06,21167968,29434371 100 | 2016-11-13,16058810,14872512 101 | 2016-11-20,18058082,11924534 102 | 2016-11-27,11424842,14166197 103 | 2016-12-04,15046641,10242978 104 | 2016-12-11,15301641,9412217 105 | 2016-12-18,10587563,11229560 106 | 2016-12-25,10955237,10561230 107 | 2017-01-01,11626942,12914162 108 | 2017-01-08,17779168,12149446 109 | 2017-01-15,25219370,23592882 110 | 2017-01-22,22976596,19428407 111 | 2017-01-29,20006006,17941839 112 | 2017-02-05,18169673,14243981 113 | 2017-02-12,15732926,11926021 114 | 2017-02-19,11870745,9298718 115 | 2017-02-26,10056976,11519004 116 | 2017-03-05,11725308,8194416 117 | 2017-03-12,12480324,7676573 118 | 2017-03-19,13370484,8028152 119 | 2017-03-26,9105244,6705713 120 | -------------------------------------------------------------------------------- /output/whois-registration-counts-monthly.csv: -------------------------------------------------------------------------------- 1 | month_registered,left,right,total 2 | 1994-11,0,1,1 3 | 1994-12,2,0,2 4 | 1995-02,1,0,1 5 | 1995-03,0,1,1 6 | 1995-04,1,1,2 7 | 1995-05,0,2,2 8 | 1995-06,1,2,3 9 | 1995-07,0,2,2 10 | 1995-08,1,1,2 11 | 1995-09,0,1,1 12 | 1995-10,1,0,1 13 | 1995-12,2,0,2 14 | 1996-05,0,2,2 15 | 1996-06,1,0,1 16 | 1996-08,0,1,1 17 | 1996-09,1,0,1 18 | 1996-11,0,1,1 19 | 1996-12,0,1,1 20 | 1997-02,0,1,1 21 | 1997-03,0,1,1 22 | 1997-04,0,1,1 23 | 1997-05,1,0,1 24 | 1997-06,0,1,1 25 | 1997-07,1,0,1 26 | 1997-08,0,1,1 27 | 1997-10,1,0,1 28 | 1998-03,0,3,3 29 | 1998-04,0,1,1 30 | 1998-05,1,1,2 31 | 1998-06,0,1,1 32 | 1998-07,0,1,1 33 | 1998-08,0,1,1 34 | 1998-09,2,2,4 35 | 1998-11,2,0,2 36 | 1999-01,0,2,2 37 | 1999-02,0,2,2 38 | 1999-03,0,3,3 39 | 1999-04,0,2,2 40 | 1999-05,1,0,1 41 | 1999-08,2,1,3 42 | 1999-09,1,1,2 43 | 1999-10,0,1,1 44 | 1999-11,1,0,1 45 | 1999-12,1,2,3 46 | 2000-01,0,1,1 47 | 2000-02,0,2,2 48 | 2000-03,0,1,1 49 | 2000-09,0,1,1 50 | 2000-12,3,1,4 51 | 2001-01,1,0,1 52 | 2001-02,0,1,1 53 | 2001-03,0,1,1 54 | 2001-04,0,1,1 55 | 2001-05,0,1,1 56 | 2001-06,1,2,3 57 | 2001-10,0,1,1 58 | 2001-11,2,1,3 59 | 2001-12,0,1,1 60 | 2002-03,0,1,1 61 | 2002-04,1,2,3 62 | 2002-05,0,1,1 63 | 2002-06,2,2,4 64 | 2002-08,1,0,1 65 | 2002-10,0,1,1 66 | 2002-11,1,1,2 67 | 2002-12,1,0,1 68 | 2003-01,0,1,1 69 | 2003-02,4,1,5 70 | 2003-03,1,0,1 71 | 2003-04,0,1,1 72 | 2003-07,1,1,2 73 | 2003-08,1,0,1 74 | 2003-10,2,1,3 75 | 2003-11,0,1,1 76 | 2004-01,1,1,2 77 | 2004-02,1,0,1 78 | 2004-03,2,1,3 79 | 2004-04,1,0,1 80 | 2004-06,1,0,1 81 | 2004-07,2,1,3 82 | 2004-08,0,2,2 83 | 2004-09,2,2,4 84 | 2004-11,1,1,2 85 | 2004-12,1,0,1 86 | 2005-01,1,0,1 87 | 2005-02,0,2,2 88 | 2005-04,3,2,5 89 | 2005-06,0,1,1 90 | 2005-09,1,3,4 91 | 2005-12,2,0,2 92 | 2006-02,0,1,1 93 | 2006-03,2,1,3 94 | 2006-04,1,1,2 95 | 2006-05,0,2,2 96 | 2006-06,1,1,2 97 | 2006-07,1,1,2 98 | 2006-11,0,2,2 99 | 2006-12,0,1,1 100 | 2007-05,0,1,1 101 | 2007-08,0,1,1 102 | 2007-09,0,1,1 103 | 2007-10,1,0,1 104 | 2007-11,0,1,1 105 | 2008-01,1,2,3 106 | 2008-04,0,2,2 107 | 2008-06,0,1,1 108 | 2008-08,0,1,1 109 | 2008-09,1,1,2 110 | 2008-10,1,2,3 111 | 2008-11,1,1,2 112 | 2008-12,0,1,1 113 | 2009-01,0,1,1 114 | 2009-02,0,1,1 115 | 2009-03,0,2,2 116 | 2009-04,0,2,2 117 | 2009-05,0,2,2 118 | 2009-06,0,2,2 119 | 2009-07,0,1,1 120 | 2009-08,0,1,1 121 | 2009-09,0,1,1 122 | 2009-10,1,2,3 123 | 2009-11,3,1,4 124 | 2009-12,1,0,1 125 | 2010-01,0,1,1 126 | 2010-02,2,4,6 127 | 2010-03,0,2,2 128 | 2010-04,3,3,6 129 | 2010-05,2,1,3 130 | 2010-06,0,3,3 131 | 2010-07,2,1,3 132 | 2010-08,0,1,1 133 | 2010-09,1,0,1 134 | 2010-10,1,1,2 135 | 2010-11,2,1,3 136 | 2011-01,0,2,2 137 | 2011-02,1,1,2 138 | 2011-03,0,2,2 139 | 2011-05,1,2,3 140 | 2011-06,0,1,1 141 | 2011-07,1,0,1 142 | 2011-08,0,4,4 143 | 2011-09,1,0,1 144 | 2011-10,0,2,2 145 | 2011-12,1,4,5 146 | 2012-01,0,3,3 147 | 2012-02,3,3,6 148 | 2012-03,1,5,6 149 | 2012-04,0,2,2 150 | 2012-05,0,3,3 151 | 2012-06,1,3,4 152 | 2012-07,0,2,2 153 | 2012-08,0,3,3 154 | 2012-09,0,2,2 155 | 2012-10,0,1,1 156 | 2012-11,0,3,3 157 | 2012-12,2,2,4 158 | 2013-01,1,3,4 159 | 2013-02,0,2,2 160 | 2013-03,1,1,2 161 | 2013-04,1,0,1 162 | 2013-05,1,2,3 163 | 2013-06,1,2,3 164 | 2013-07,1,3,4 165 | 2013-08,0,7,7 166 | 2013-09,1,1,2 167 | 2013-10,0,1,1 168 | 2013-11,2,0,2 169 | 2013-12,1,3,4 170 | 2014-01,0,2,2 171 | 2014-02,2,1,3 172 | 2014-04,1,0,1 173 | 2014-05,0,2,2 174 | 2014-07,0,1,1 175 | 2014-08,0,4,4 176 | 2014-09,2,4,6 177 | 2014-10,0,2,2 178 | 2014-11,1,0,1 179 | 2014-12,2,4,6 180 | 2015-01,0,3,3 181 | 2015-02,1,2,3 182 | 2015-03,0,2,2 183 | 2015-04,1,2,3 184 | 2015-05,0,2,2 185 | 2015-06,0,3,3 186 | 2015-07,1,5,6 187 | 2015-08,2,5,7 188 | 2015-09,1,3,4 189 | 2015-10,1,2,3 190 | 2015-11,3,6,9 191 | 2015-12,1,9,10 192 | 2016-01,1,10,11 193 | 2016-02,6,7,13 194 | 2016-03,0,9,9 195 | 2016-04,3,12,15 196 | 2016-05,0,19,19 197 | 2016-06,0,12,12 198 | 2016-07,5,21,26 199 | 2016-08,5,11,16 200 | 2016-09,3,11,14 201 | 2016-10,3,15,18 202 | 2016-11,5,18,23 203 | 2016-12,2,9,11 204 | 2017-01,1,7,8 205 | 2017-02,2,15,17 206 | 2017-03,2,11,13 207 | 2017-04,0,8,8 208 | 2017-05,0,2,2 209 | 2017-06,1,3,4 210 | -------------------------------------------------------------------------------- /output/top-50-posts-offer.csv: -------------------------------------------------------------------------------- 1 | page_id,page_name,political_category,status_id,status_message,link_name,status_type,status_link,status_published,num_reactions,num_comments,num_shares,num_likes,num_loves,num_wows,num_hahas,num_sads,num_angrys,total_engagement 2 | 1636990459913102,Make America Great,right,1636990459913102_1647323082213173,Want 2 awesome Trump Bumper stickers for just $1? Claim this offer! Limited available!,Get Trump Bumper Stickers,offer,https://www.facebook.com/makeamericagreattoday/posts/1647323082213173,2015-09-15 16:47:01,104,14,18,104,0,0,0,0,0,136 3 | 119984188013847,WND,right,119984188013847_1009755355703388,NEW: RFID Blocking Wallets,20% Off,offer,https://www.facebook.com/WNDNews/posts/1009755355703388,2015-05-04 18:51:51,87,4,23,87,0,0,0,0,0,114 4 | 1487587521541634,President Donald Trump Fan Club,right,1487587521541634_1545394409094278,WOW!! This is a nice T-Shirt,President Donald Trump Fan Club,offer,https://www.facebook.com/PresidentDonaldTrumpFanClub/posts/1545385242428528,2016-02-23 20:47:29,83,9,0,83,0,0,0,0,0,92 5 | 119984188013847,WND,right,119984188013847_1006150052730585,Learn about the deep dark secrets of church history and the anti-Semitic sins of the past,'Let the Lion Roar',offer,https://www.facebook.com/WNDNews/posts/1006150052730585,2015-04-28 11:02:48,60,14,14,60,0,0,0,0,0,88 6 | 119984188013847,WND,right,119984188013847_999081883437402,SALE: $15.99 For Our New Survival Stove,NEW Survival Stove,offer,https://www.facebook.com/WNDNews/posts/999081883437402,2015-04-17 13:59:18,45,6,18,45,0,0,0,0,0,69 7 | 119984188013847,WND,right,119984188013847_998578690154388,Super Savings at the WND Superstore,Take 20% Your Total Order,offer,https://www.facebook.com/WNDNews/posts/998578690154388,2015-04-16 15:17:55,44,5,19,44,0,0,0,0,0,68 8 | 119984188013847,WND,right,119984188013847_999089283436662,American Sniper + Free Trial Of Whistleblower,Only $4.95 Today,offer,https://www.facebook.com/WNDNews/posts/999089283436662,2015-04-18 15:00:02,43,6,8,43,0,0,0,0,0,57 9 | 330201017032791,National Liberty Federation,right,330201017032791_974069135979306,Solar Powered Backup System Provides Instant Electrical Power In Any Outage Or Disaster.,New Backup Generator,offer,https://www.facebook.com/libertyheadquarters/posts/974069135979306,2015-06-25 12:01:05,22,2,17,22,0,0,0,0,0,41 10 | 119984188013847,WND,right,119984188013847_1021373487874908,Take 60% off our bestselling survival kit!,60% OFF!,offer,https://www.facebook.com/WNDNews/posts/1021373487874908,2015-05-29 10:54:22,24,2,14,24,0,0,0,0,0,40 11 | 1487587521541634,President Donald Trump Fan Club,right,1487587521541634_1545385242428528,"Would You Like One or Two? Tap ""Get Offer"". Hurry Limited Edition!",Claim Yours Now! TAP===>,offer,https://www.facebook.com/PresidentDonaldTrumpFanClub/posts/1545385242428528,2016-02-23 19:45:37,14,4,19,14,0,0,0,0,0,37 12 | 119984188013847,WND,right,119984188013847_1010621802283410,Safer Drinking Water For 3 Years!,$10.00 OFF,offer,https://www.facebook.com/WNDNews/posts/1010621802283410,2015-05-06 16:34:31,25,3,5,25,0,0,0,0,0,33 13 | 1636990459913102,Make America Great,right,1636990459913102_1647257108886437,2 for just $1 - Limited Supplies Available!,Get Trump Bumper Stickers,offer,https://www.facebook.com/makeamericagreattoday/posts/1647257108886437,2015-09-15 13:52:31,20,3,2,20,0,0,0,0,0,25 14 | 119984188013847,WND,right,119984188013847_1040891199256470,TODAY: 50% Off all WND Films,50% Off all WND Films,offer,https://www.facebook.com/WNDNews/posts/1040891199256470,2015-06-30 12:33:44,4,1,0,4,0,0,0,0,0,5 15 | 41246929603,American Family Radio,right,41246929603_10154393075804604,,AFA Online Store,offer,https://www.facebook.com/afastore.net/posts/559838494220898,2016-07-01 04:30:21,4,0,0,4,0,0,0,0,0,4 16 | 305986132775543,Revive America,right,305986132775543_995649120475904,Limited Edition Scott Wallker 2016 Lapel Pin -- Free With a Donation of Any Amount,Scott Walker Lapel Pin,offer,https://www.facebook.com/reviveamerica/posts/995649120475904,2015-06-25 14:34:07,3,1,0,3,0,0,0,0,0,4 17 | 141741139173942,The Real Side Radio Show with Joe Messina,right,141741139173942_1077343822280331,FREE American Sniper DVD FREE! to the 55th eMail received at Joe@TheRealSide.com,American Sniper DVD-Free!,offer,https://www.facebook.com/therealsideradio/posts/1077343822280331,2015-05-27 05:00:01,2,0,2,2,0,0,0,0,0,4 18 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Partisan News Analysis — January 1, 2015 to March 31, 2017 2 | 3 | This repository contains data, analytic code, and findings related to the BuzzFeed News article, "[Inside The Partisan Fight For Your News Feed](https://www.buzzfeed.com/craigsilverman/inside-the-partisan-fight-for-your-news-feed)," published August 8, 2017. Please read that article, which contains important context and details, before proceeding. 4 | 5 | ## Table Of Contents 6 | 7 | - [Data](#data) 8 | - [Raw data](#raw-data) 9 | - [Output data](#output-data) 10 | - [Reproducibility](#reproducibility) 11 | - [Feedback / Questions?](#feedback--questions) 12 | 13 | # Data 14 | 15 | ## Raw data 16 | 17 | The raw, input data for BuzzFeed News’ core analyses come from four sources: 18 | 19 | ### BuzzFeed News’ list of partisan sites and associated Facebook Pages 20 | 21 | The [`data/all-partisan-sites.csv`](data/all-partisan-sites.csv) file represents the list of all 667 websites identified by BuzzFeed News as partisan news outlets, according to the methodology at the bottom of the main article. The data includes each site’s political category (“right” or “left”) and whether BuzzFeed News identified it as being run from Macedonia. The file also includes the Facebook ID numbers for the Facebook Pages, if any, associated with each website at the time of research. In cases where a website is associated with multiple Facebook Pages, there will be multiple rows representing the site. 22 | 23 | Facebook IDs are listed in the “unavailable_id” column if the Facebook API would not provide data for that ID at the time it was requested on July 21, 2017. Some are "personal pages", which are akin to public-facing Facebook profiles but not accessible via Facebook's API unless the creator of that page allows it. Another group includes pages that Facebook shut down before we requested their data. Finally, some pages — 24 conservative and 6 liberal, as of July 31 — were unavailable via Facebook's API at the time of our data collection but have since become available or were accessible by checking Facebook manually. None of those 30 pages would have been among the 20 most-popular pages (by fan count) for their respective political categories. 24 | 25 | ### Overall Facebook page data 26 | 27 | The [`data/pages-info.csv`](data/pages-info.csv) file represents a list of all 452 Facebook pages affiliated with the websites identified by BuzzFeed News including title, description, fan count, the page ID, and other information extracted from Facebook’s API. 28 | 29 | ### Facebook posts 30 | 31 | For each Facebook page, we used Facebook’s API to collect all posts published between January 1, 2015 and March 31, 2017. The data included engagement metrics, such as shares, comments, and reactions (likes, loves, hahas, sads etc.). That data is too large to fit in this repository. It can be [found here](https://archive.org/details/partisan-news-facebook-posts-2015-01-01-to-2017-03-31). Note: This data was collected on July 21, 2017. It is possible that some pages deleted posts between when they were published and when the data were collected. 32 | 33 | ### Domain registration data 34 | 35 | The [`data/domaintools-whois-results.csv`](data/domaintools-whois-results.csv) includes the WHOIS registration data, downloaded from DomainTools, for each unique domain — excluding blogging platforms — represented in BuzzFeed News’ list of partisan news outlets. 36 | 37 | 38 | ## Output data 39 | 40 | The [analytic code](notebooks) in this repository produces the following data, which are used throughout the article: 41 | 42 | ### Facebook pages — overview 43 | 44 | This file provides an overview of all the Facebook Pages in BuzzFeed News’ list, with each page’s title, fan count, page ID, and political affiliation: 45 | 46 | - [`output/fb-page-info-summary.csv`](output/fb-page-info-summary.csv) 47 | 48 | The code that produces this output can be found in [`notebooks/00-summarize-fb-page-info.ipynb`](notebooks/00-summarize-fb-page-info.ipynb). 49 | 50 | ### Facebook pages — per-page engagement metrics 51 | 52 | For each page’s posts during each week and month, we calculated the total engagement metrics (shares, comments, and reactions) and number of posts. The resulting files: 53 | 54 | - [`output/page-engagement-by-week.csv`](output/page-engagement-by-week.csv) 55 | - [`output/fox-vs-occupy-engagement-by-week.csv`](output/fox-vs-occupy-engagement-by-week.csv) (the weekly total engagement for the Fox News and Occupy Democrats pages) 56 | - [`output/page-engagement-by-month.csv`](output/page-engagement-by-month.csv) 57 | 58 | The code that produces these outputs can be found in [`notebooks/01-aggregate-metrics.ipynb`](notebooks/01-aggregate-metrics.ipynb). 59 | 60 | ### Facebook pages — aggregate engagement metrics 61 | 62 | Additionally, we aggregated the engagement metrics for the 100 most-engaged posts on the right and on the left each week: 63 | 64 | - [`output/top-100-posts-total-engagement-by-week-and-partisanship.csv`](output/top-100-posts-total-engagement-by-week-and-partisanship.csv) 65 | 66 | The code that produces these outputs can also be found in [`notebooks/01-aggregate-metrics.ipynb`](notebooks/01-aggregate-metrics.ipynb). 67 | 68 | ### Top Facebook posts 69 | 70 | Using the data collected from the Facebook API, we identified the top 50 posts (by total engagement) published during the entire timeframe, both overall and by type of post (event, link, music, note, offer, photo, status, video): 71 | 72 | - [`output/top-50-posts-all.csv`](output/top-50-posts-all.csv) 73 | - [`output/top-50-posts-event.csv`](output/top-50-posts-event.csv) 74 | - [`output/top-50-posts-link.csv`](output/top-50-posts-link.csv) 75 | - [`output/top-50-posts-music.csv`](output/top-50-posts-music.csv) 76 | - [`output/top-50-posts-note.csv`](output/top-50-posts-note.csv) 77 | - [`output/top-50-posts-offer.csv`](output/top-50-posts-offer.csv) 78 | - [`output/top-50-posts-photo.csv`](output/top-50-posts-photo.csv) 79 | - [`output/top-50-posts-status.csv`](output/top-50-posts-status.csv) 80 | - [`output/top-50-posts-video.csv`](output/top-50-posts-video.csv) 81 | 82 | The code that produces these output can also be found in [`notebooks/01-aggregate-metrics.ipynb`](notebooks/01-aggregate-metrics.ipynb). 83 | 84 | ### Facebook pages — per-page engagement growth 85 | 86 | Using the monthly total and median engagement data, we calculated the growth (or decline) in each metric, for each page between March 2016 and March 2017. 87 | 88 | - [`output/page-engagement-growth.csv`](output/page-engagement-growth.csv) (growth in total engagements for each Facebook page, its title and its political affiliation) 89 | - [`output/page-engagement-growth-top-20-pages-left.csv`](output/page-engagement-growth-top-20-pages-left.csv) (growth in total engagements  for the top 20 left-leaning Facebook pages, as measured by fan count) 90 | - [`output/page-engagement-growth-top-20-pages-right.csv`](output/page-engagement-growth-top-20-pages-right.csv) (growth in total engagements for the top 20 right-leaning Facebook pages) 91 | 92 | The code that produces these outputs can be found in [`notebooks/02-calculate-page-growth.ipynb`](notebooks/02-calculate-page-growth.ipynb). 93 | 94 | ### Domain registration dates 95 | 96 | We used the WHOIS data from DomainTools to calculate the annual and monthly number of registrations for sites in our list, by partisanship: 97 | 98 | - [`output/unique-domains.txt`](output/unique-domains.txt) (the list of domain names submitted to DomainTools) 99 | - [`output/whois-registration-dates.csv`](output/whois-registration-dates.csv) 100 | - [`output/whois-registration-counts-annual.csv`](output/whois-registration-counts-annual.csv) 101 | - [`output/whois-registration-counts-monthly.csv`](output/whois-registration-counts-monthly.csv) 102 | 103 | The code that produces these outputs can be found in [`notebooks/03-analyze-whois-registration-dates.ipynb`](notebooks/03-analyze-whois-registration-dates.ipynb). 104 | 105 | # Reproducibility 106 | 107 | To reproduce the findings, you'll need to do the following: 108 | 109 | - Ensure that you have installed [Jupyter](http://jupyter.org/), [Python](https://www.python.org/), and the [pandas data-analysis library](https://pandas.pydata.org/) (version 0.19 or higher). 110 | - Download and unzip the [Facebook status data](https://archive.org/details/partisan-news-facebook-posts-2015-01-01-to-2017-03-31) to the [`data/statuses`](data/statuses) path. 111 | - Clear the [`output/`](output/) directory. (Shortcut: run `make clear`.) 112 | - Use Jupyter to run each notebook in the [`notebooks/`](notebooks/) directory consecutively. (Shortcut: run `make reproduce`; requires Python 3.) 113 | 114 | # Feedback / Questions? 115 | 116 | Contact Lam Thuy Vo at [lam.vo@buzzfeed.com](mailto:lam.vo@buzzfeed.com) and Jeremy Singer-Vine at [jeremy.singer-vine@buzzfeed.com](jeremy.singer-vine@buzzfeed.com). 117 | 118 | Looking for more from BuzzFeed News? [Click here for a list of our open-sourced projects, data, and code](https://github.com/BuzzFeedNews/everything). 119 | -------------------------------------------------------------------------------- /output/unique-domains.txt: -------------------------------------------------------------------------------- 1 | 100percentfedup.com 2 | 21stcenturywire.com 3 | 24dailynew.com 4 | 24usnews.com 5 | 63red.com 6 | aattp.org 7 | abeldanger.net 8 | abncnews.com 9 | aclj.org 10 | act.tv 11 | activistpost.com 12 | addictinginfo.org 13 | aei.org 14 | afr.net 15 | againstcronycapitalism.org 16 | ahtribune.com 17 | aim.org 18 | aina.org 19 | alexanderhiggins.com 20 | alexpoucher.com 21 | allenbwest.com 22 | allenwestrepublic.com 23 | allpoliticalnews.com 24 | altdrudge.com 25 | alternet.org 26 | americablog.com 27 | americanactionnews.com 28 | americanconservativeherald.com 29 | americandailypatriot.com 30 | americanfreedomblog.com 31 | americanjournalreview.com 32 | americanlens.com 33 | americanlookout.com 34 | americannews.com 35 | americannewsx.com 36 | americanpatriotdaily.com 37 | americanpoliticnews.com 38 | americanthinker.com 39 | americantoday.news 40 | americantruepatriots.com 41 | americanupdate.com 42 | americasfreedomfighters.com 43 | americauncensored.com 44 | americauncensored.net 45 | americonnews.com 46 | amgreatness.com 47 | amposts.com 48 | amren.com 49 | analogpolitics.com 50 | anews-24.com 51 | angelagrahamwest.org 52 | angrypatriotmovement.com 53 | animeright.news 54 | anncoulter.com 55 | anotherdayintheempire.com 56 | antiwar.com 57 | arcmedia.org 58 | attn.com 59 | barbwire.com 60 | bb4sp.com 61 | bearingarms.com 62 | beforeitsnews.com 63 | behindthetyranny.com 64 | beingliberal.org 65 | bients.com 66 | bigamericannews.com 67 | bigbluedimension.com 68 | bigbluevision.org 69 | biggovernment.news 70 | bigleaguepolitics.com 71 | bignuggetnews.com 72 | billmoyers.com 73 | bipartisanreport.com 74 | bizpacreview.com 75 | blackagendareport.com 76 | blackandblondemedia.com 77 | blacklistednews.com 78 | blacklivesmatterexposed.com 79 | blingnews.com 80 | blogslucianneloves.com 81 | bloodyrubbish.com 82 | blue-route.org 83 | bluedimension.us 84 | bluedotdaily.com 85 | bluelivesmatter.blue 86 | bluenationreview.com 87 | bluetribune.com 88 | bluevision.news 89 | bookwormroom.com 90 | borntoberight.com 91 | breitbart.com 92 | bulletsfirst.net 93 | buzzfeedusa.com 94 | c4ss.org 95 | chicksontheright.com 96 | christianfightback.com 97 | citizenfreepress.com 98 | citizensfortrump.com 99 | citizensunited.org 100 | clashdaily.com 101 | cnsnews.com 102 | comicallyincorrect.com 103 | commentarymagazine.com 104 | committeetodefendthepresident.com 105 | commondreams.org 106 | consamerica.com 107 | conservative101.com 108 | conservativearmy88.com 109 | conservativebyte.com 110 | conservativeclub.net 111 | conservativeconstitutionalists.com 112 | conservativedailypost.com 113 | conservativedailyreview.com 114 | conservativedeplorable.com 115 | conservativefighters.com 116 | conservativefiringline.com 117 | conservativeflashnews.com 118 | conservativehq.com 119 | conservativeintel.com 120 | conservativenews.com 121 | conservativepost.com 122 | conservativepressnetwork.com 123 | conservativereview.com 124 | conservativerevival.com 125 | conservatives4palin.com 126 | conservativeshere.com 127 | conservativespirit.com 128 | conservativetribune.com 129 | conservativevideos.com 130 | conservativeworlddaily.com 131 | conservly.com 132 | consjournal.com 133 | consortiumnews.com 134 | conspatriot.com 135 | constitution.com 136 | controversialtimes.com 137 | cooltobeconservative.com 138 | cosmo-politics.com 139 | counter-currents.com 140 | countercurrents.org 141 | counterpropa.com 142 | counterpunch.com 143 | counterpunch.org 144 | craigjames.com 145 | crooksandliars.com 146 | crtv.com 147 | cscmediagroupus.com 148 | cynthiafarahat.com 149 | dailycaller.com 150 | dailygotham.com 151 | dailyherald.news 152 | dailyinfo.co 153 | dailyinsidernews.com 154 | dailykos.com 155 | dailyleak.org 156 | dailynews24-7.com 157 | dailynewsbin.com 158 | dailynewscycle.com 159 | dailynewshouse.com 160 | dailynewspolitic.com 161 | dailypoliticalnewswire.com 162 | dailypresser.com 163 | dailysidnews.com 164 | dailysignal.com 165 | dailysurge.com 166 | dailyusaupdate.com 167 | dailywire.com 168 | danaloeschradio.com 169 | dcclothesline.com 170 | dcgazette.com 171 | dcstatesman.com 172 | dcwhispers.com 173 | deadstate.org 174 | defund.com 175 | democracyjournal.org 176 | democraticreview.com 177 | democraticunderground.com 178 | democratizeus.com 179 | demos.org 180 | deneenborelli.com 181 | dennismichaellynch.com 182 | departed.co 183 | departedmedia.com 184 | dieharddemocrat.com 185 | discoverthenetworks.org 186 | dissent.tv 187 | dissentmagazine.org 188 | donaldtrumpnews.co 189 | donaldtrumpnews.net 190 | donaldtrumppotus45.com 191 | downtrend.com 192 | drudge.com 193 | drudgereport.com 194 | eaglerising.com 195 | economyincrisis.org 196 | egbertowillies.com 197 | embols.com 198 | endingthefed.com 199 | enhlive.com 200 | equalvoiceforfamilies.org 201 | everydayfeminism.com 202 | everydaynews.us 203 | excaliburreport.com 204 | fair.org 205 | faithfamilyamerica.com 206 | federalistpress.com 207 | federalisttribune.com 208 | feministe.us 209 | feministing.com 210 | fightingfortrump.com 211 | fixthisnation.com 212 | foramerica.org 213 | foreignpolicyjournal.com 214 | forwardprogressives.com 215 | foundingbloggers.com 216 | foxnews.com 217 | freakoutnation.com 218 | freebeacon.com 219 | freedom.news 220 | freedomdaily.com 221 | freedomfirst.news 222 | freedomforce.com 223 | freedomoutpost.com 224 | freedomsfinalstand.com 225 | freepatriotpost.com 226 | frontpagemag.com 227 | fury.news 228 | futureinamerica.com 229 | gatestoneinstitute.org 230 | girlsjustwannahaveguns.com 231 | glennbeckunhinged.com 232 | globalinfotoday.com 233 | godfatherpolitics.com 234 | goneleft.com 235 | gopocalypse.org 236 | goppresidential.com 237 | gopthedailydose.com 238 | gotnews.com 239 | govtslaves.info 240 | greatamericandaily.com 241 | greenvillegazette.com 242 | groopspeak.com 243 | guerrilla.news 244 | hangthebankers.com 245 | hannity.com 246 | heatst.com 247 | hillary4prisoner.com 248 | hillarydaily.com 249 | hotair.com 250 | hudson.org 251 | hughhewitt.com 252 | humanevents.com 253 | ifyouonlynews.com 254 | ih8hillary.com 255 | ihavethetruth.com 256 | ijr.com 257 | ilovemyfreedom.org 258 | informationclearinghouse.info 259 | informationliberation.com 260 | informedowners.com 261 | infowars.com 262 | instaworldnews.com 263 | inthesetimes.com 264 | intrepidreport.com 265 | investmentwatchblog.com 266 | iotwreport.com 267 | ipatriot.com 268 | itsgoingdown.org 269 | jacobinmag.com 270 | jamieglazov.com 271 | janmorganmedia.com 272 | joeforamerica.com 273 | joemygod.com 274 | jookos.com 275 | juancole.com 276 | justicewriters.com 277 | knoxreport.com 278 | lastresistance.com 279 | latinorebels.com 280 | lauraingraham.com 281 | leanleft.com 282 | learnprogress.org 283 | leftaction.com 284 | leftexposed.org 285 | leftliberal.com 286 | leftscoop.com 287 | leftsideofhistory.com 288 | leftwingnation.org 289 | legalinsurrection.com 290 | lettucetalkaboutit.com 291 | liberalamerica.org 292 | liberalmountain.com 293 | liberalplug.com 294 | liberalsociety.com 295 | libertyblitzkrieg.com 296 | libertyfederation.com 297 | libertyhangout.org 298 | libertyisviral.com 299 | libertyjuice.com 300 | libertynews.com 301 | libertytalk.fm 302 | libertyunyielding.com 303 | libertyviral.com 304 | libertywriters.com 305 | libertywritersnews.com 306 | lidblog.com 307 | lifezette.com 308 | lonelyconservative.com 309 | louderwithcrowder.com 310 | loudobbs.com 311 | madpatriots.com 312 | madworldnews.com 313 | makeamericagreattoday.com 314 | marklevinshow.com 315 | marksteyn.com 316 | meanlefthook.com 317 | mediamatters.org 318 | megafreshnews.com 319 | menrec.com 320 | michaelmoore.com 321 | michellemalkin.com 322 | mintpressnews.com 323 | minutemennews.com 324 | modernliberals.com 325 | moonofalabama.org 326 | motherjones.com 327 | mrc.org 328 | mrcblog.com 329 | mrctv.org 330 | msnbc.com 331 | myrightamerica.com 332 | nationalinsiderpolitics.com 333 | nationalmemo.com 334 | nationalreview.com 335 | nationofchange.org 336 | nevo.news 337 | newcenturytimes.com 338 | newcriterion.com 339 | newobserveronline.com 340 | newpol.org 341 | newpoliticstoday.com 342 | news-4.us 343 | newsbreakshere.com 344 | newsbud.com 345 | newsbusters.org 346 | newscorpse.com 347 | newscrap.org 348 | newsdiscoverer.com 349 | newsflashonline.info 350 | newsfrompolitics.com 351 | newshounds.us 352 | newsleaks.co 353 | newsmax.com 354 | newsninja2012.com 355 | newstarget.com 356 | nextnewsnetwork.com 357 | nowtheendbegins.com 358 | nowthisnews.com 359 | nutbarfactor.com 360 | nysun.com 361 | oann.com 362 | occupy.com 363 | occupydemocrats.com 364 | occupyliberals.com 365 | offthemainpage.com 366 | offthewire.com 367 | oliverwillis.com 368 | onlineconservativepress.com 369 | opednews.com 370 | openmagazines.com 371 | oppositionreport.com 372 | other98.com 373 | overpassesforamerica.com 374 | palmerreport.com 375 | pamelageller.com 376 | patdollard.com 377 | patribotics.blog 378 | patriot.tv 379 | patriotbeacon.com 380 | patriotcrier.com 381 | patriothangout.com 382 | patrioticfolks.com 383 | patriotjournal.com 384 | patriotnewsdaily.com 385 | patriotoutdoornews.com 386 | patriotpost.us 387 | patriotreporting.com 388 | patriotretort.com 389 | patriotrising.com 390 | patriottribune.com 391 | patriotupdate.com 392 | pjmedia.com 393 | politcalnews4you.com 394 | politicalalley.com 395 | politicalblindspot.com 396 | politicaldig.com 397 | politicalears.com 398 | politicalillusionsexposed.com 399 | politicalinbox.com 400 | politicaljungle.net 401 | politicaloutcast.com 402 | politicalpool.com 403 | politicalsitenews.com 404 | politicalupdater.com 405 | politicalwire.com 406 | politichicks.com 407 | politicspaper.com 408 | politicususa.com 409 | powderedwigsociety.com 410 | powerlineblog.com 411 | president45donaldtrump.com 412 | prisonplanet.com 413 | proamericanews.com 414 | progressive.org 415 | progressiveliberal.net 416 | progressivestoday.com 417 | projectveritas.com 418 | prospect.org 419 | proud-patriots.com 420 | proudcons.com 421 | proudemocrat.com 422 | quinhillyer.com 423 | rare.us 424 | rawprogressive.com 425 | rawstory.com 426 | readconservatives.news 427 | readmeeveryday.com 428 | reagancoalition.com 429 | realclearpolitics.com 430 | realprogressivesusa.com 431 | realtimepolitics.com 432 | rebelpundit.com 433 | reclaimdemocracy.org 434 | redalertpolitics.com 435 | redbox.news 436 | redconservativeclub.com 437 | redcountry.us 438 | redflagnews.com 439 | redherald.com 440 | redhotconservative.com 441 | rednationrising.us 442 | rednationweekly.com 443 | rednecknewswire.com 444 | redpeople.us 445 | redrightrepublic.com 446 | redrocktribune.com 447 | redstate.com 448 | redstatepundit.com 449 | redstatewatcher.com 450 | redwhiteandright.com 451 | refinedright.com 452 | regated.com 453 | resistancereport.com 454 | resistmedia.org 455 | restoreamericanglory.com 456 | revcom.us 457 | revealingpolitics.com 458 | reverbpress.com 459 | reviveusa.com 460 | rewire.news 461 | rickwells.us 462 | rightalert.com 463 | rightbias.com 464 | rightedition.com 465 | rightforever.com 466 | rightpundits.com 467 | rightsidenews.com 468 | rightvoicemedia.com 469 | rightwingnews.com 470 | rightwingwatch.org 471 | rinf.com 472 | rushlimbaugh.com 473 | salon.com 474 | samuel-warde.com 475 | savingourfuture.com 476 | secondnexus.com 477 | secretnewsusa.com 478 | secretsofthefed.com 479 | secureamericanow.org 480 | sgsnews.com 481 | shadowproof.com 482 | shareblue.com 483 | shark-tank.com 484 | silenceisconsent.net 485 | sistertoldjah.com 486 | skepchick.org 487 | smirkingchimp.com 488 | sonsoflibertymedia.com 489 | sourceplanet.net 490 | sourcesnews.com 491 | sovereignman.com 492 | spartareport.com 493 | spectator.org 494 | spinzon.com 495 | stacyontheright.com 496 | stridentconservative.com 497 | subjectpolitics.com 498 | swampdrain.com 499 | talkingpointsmemo.com 500 | talkleft.com 501 | tammybruce.com 502 | teaparty.org 503 | teapartytribune.com 504 | theamericancause.org 505 | theamericanconservative.com 506 | theamericanmirror.com 507 | theblacksphere.net 508 | theblaze.com 509 | thecollegefix.com 510 | theconservativemonitor.com 511 | theconservativerepublic.com 512 | theconservativetreehouse.com 513 | thedailybanter.com 514 | thedailydeplorables.com 515 | thedailynewsbox.com 516 | thedailypatriots.com 517 | thedailysheeple.com 518 | thedeplorablearmy.com 519 | theexaminer.site 520 | thefederalist.com 521 | thefederalistpapers.org 522 | thefrisky.com 523 | thegatewaypundit.com 524 | thegoldwater.com 525 | theleftcoaster.com 526 | thelibertydaily.com 527 | thenation.com 528 | thenewamerican.com 529 | thenewcivilrightsmovement.com 530 | thenewscommenter.com 531 | thenewsdoctors.com 532 | thenewyorkevening.com 533 | thepeoplesview.net 534 | thepoliticalherald.com 535 | thepoliticalinsider.com 536 | thepoliticalorder.com 537 | thepoliticaltribune.com 538 | thepoliticalvoice.com 539 | thepopulist.buzz 540 | theproudliberal.org 541 | therealnews.com 542 | therealside.com 543 | therebel.media 544 | therepublicannews.net 545 | therightscoop.com 546 | thestarchronicle.com 547 | thetrumpmedia.com 548 | thetruthdivision.com 549 | thinkamericana.com 550 | thinkprogress.org 551 | thinkrightpolitics.com 552 | tmn.today 553 | to-day-news-24.com 554 | tomdispatch.com 555 | topallnew.com 556 | toprightnews.com 557 | topsecretinfodump.com 558 | topsecretinfoexposed.com 559 | topsecretleaks.com 560 | totalconservative.com 561 | totalworldnews.com 562 | tothedeathmedia.com 563 | towleroad.com 564 | townhall.com 565 | triadconservative.com 566 | trofire.com 567 | trpolitics.com 568 | trueactivist.com 569 | truedaily.news 570 | truepundit.com 571 | truetrumpers.com 572 | trumpers.online 573 | trumptrainnews.com 574 | trumpvision365.com 575 | truth-out.org 576 | truthandaction.org 577 | truthdig.com 578 | truthexaminer.com 579 | truthfeed.com 580 | truthinmedia.com 581 | truthmonitor.com 582 | truthrevolt.org 583 | twitchy.com 584 | tytnetwork.com 585 | uconservative.net 586 | ufpnews.com 587 | undergroundnewsreport.com 588 | unhyphenatedamerica.org 589 | unionleader.com 590 | universepolitics.com 591 | upworthy.com 592 | usadailynews24.com 593 | usadailyreports.com 594 | usadailytime.com 595 | usaelectionsnews.com 596 | usahealthylife.com 597 | usainfonews.com 598 | usamagazinestudio.com 599 | usanewsflash.com 600 | usanewshome.com 601 | usanewsinsider.com 602 | usanewsoftheday.org 603 | usanewspolitics.com 604 | usaonlinetoday.com 605 | usaphase.com 606 | usapoliticsnow.com 607 | usapoliticstoday.com 608 | usapubliclife.com 609 | usarelated.com 610 | usasupreme.com 611 | usatwentyfour.com 612 | usaviralpolitics.com 613 | usaworldbox.com 614 | usconservative.com 615 | usdefensewatch.com 616 | usherald.com 617 | usinfonews.com 618 | usjournalreview.com 619 | usnewz24.com 620 | uspoliticsinfo.com 621 | uspoliticsinsider.com 622 | uspostman.com 623 | usuncut.com 624 | usviewer.com 625 | utnews.info 626 | vanguardofliberty.org 627 | vdare.com 628 | vesselnews.io 629 | veteransnewsnow.com 630 | victoriajackson.com 631 | vidmax.com 632 | viraldeplorables.com 633 | viralhubbub.com 634 | viralliberty.com 635 | viralpatriot.com 636 | viralpatriots.com 637 | visiontoamerica.com 638 | voices4hillary.com 639 | warisacrime.org 640 | washingtonexaminer.com 641 | washingtonfeed.com 642 | washingtonjournal.com 643 | washingtonmonthly.com 644 | washingtontimes.com 645 | waynedupree.com 646 | weaselzippers.us 647 | webdaily.com 648 | westernjournalism.com 649 | westsentinel.com 650 | wethepeoplefree.com 651 | winningdemocrats.com 652 | wnd.com 653 | wonkette.com 654 | worlddailyonline.com 655 | worldnewsandrumors.space 656 | worldnewspolitics.com 657 | worldpoliticus.com 658 | yesimright.com 659 | yesmagazine.org 660 | youngcons.com 661 | youngprogressivevoices.com 662 | zcomm.org -------------------------------------------------------------------------------- /notebooks/00-summarize-fb-page-info.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "# Summarize general info for Facebook pages\n", 8 | "\n", 9 | "This notebook combines the `pages-info.csv` and `all-partisan-sites.csv` files to produce a file with four attributes for each Facebook page:\n", 10 | "\n", 11 | "- `page_id`\n", 12 | "- `political_category`\n", 13 | "- `page_name`\n", 14 | "- `fan_count`" 15 | ] 16 | }, 17 | { 18 | "cell_type": "code", 19 | "execution_count": 1, 20 | "metadata": { 21 | "collapsed": true 22 | }, 23 | "outputs": [], 24 | "source": [ 25 | "import pandas as pd" 26 | ] 27 | }, 28 | { 29 | "cell_type": "code", 30 | "execution_count": 2, 31 | "metadata": {}, 32 | "outputs": [ 33 | { 34 | "data": { 35 | "text/html": [ 36 | "
\n", 37 | "\n", 50 | "\n", 51 | " \n", 52 | " \n", 53 | " \n", 54 | " \n", 55 | " \n", 56 | " \n", 57 | " \n", 58 | " \n", 59 | " \n", 60 | " \n", 61 | " \n", 62 | " \n", 63 | " \n", 64 | " \n", 65 | " \n", 66 | " \n", 67 | " \n", 68 | " \n", 69 | " \n", 70 | " \n", 71 | " \n", 72 | " \n", 73 | " \n", 74 | " \n", 75 | " \n", 76 | " \n", 77 | " \n", 78 | " \n", 79 | " \n", 80 | " \n", 81 | " \n", 82 | " \n", 83 | " \n", 84 | " \n", 85 | " \n", 86 | " \n", 87 | " \n", 88 | " \n", 89 | " \n", 90 | " \n", 91 | "
page_idpage_namefan_count
0108038612554992Americans Against the Tea Party583256
1153418591515382act.tv285075
2188464111175168New Blue United1476093
3296856040436954Obama is the Worst President in US History1569590
4492836854251934RedFlag NewsDesk1533
\n", 92 | "
" 93 | ], 94 | "text/plain": [ 95 | " page_id page_name fan_count\n", 96 | "0 108038612554992 Americans Against the Tea Party 583256\n", 97 | "1 153418591515382 act.tv 285075\n", 98 | "2 188464111175168 New Blue United 1476093\n", 99 | "3 296856040436954 Obama is the Worst President in US History 1569590\n", 100 | "4 492836854251934 RedFlag NewsDesk 1533" 101 | ] 102 | }, 103 | "execution_count": 2, 104 | "metadata": {}, 105 | "output_type": "execute_result" 106 | } 107 | ], 108 | "source": [ 109 | "page_info = pd.read_csv(\"../data/pages-info.csv\", dtype={\"page_id\": str})\\\n", 110 | " [[ \"page_id\", \"page_name\", \"fan_count\" ]]\n", 111 | "page_info.head()" 112 | ] 113 | }, 114 | { 115 | "cell_type": "code", 116 | "execution_count": 3, 117 | "metadata": {}, 118 | "outputs": [ 119 | { 120 | "data": { 121 | "text/html": [ 122 | "
\n", 123 | "\n", 136 | "\n", 137 | " \n", 138 | " \n", 139 | " \n", 140 | " \n", 141 | " \n", 142 | " \n", 143 | " \n", 144 | " \n", 145 | " \n", 146 | " \n", 147 | " \n", 148 | " \n", 149 | " \n", 150 | " \n", 151 | " \n", 152 | " \n", 153 | " \n", 154 | " \n", 155 | " \n", 156 | " \n", 157 | " \n", 158 | " \n", 159 | " \n", 160 | " \n", 161 | " \n", 162 | " \n", 163 | " \n", 164 | " \n", 165 | " \n", 166 | " \n", 167 | " \n", 168 | " \n", 169 | " \n", 170 | " \n", 171 | " \n", 172 | " \n", 173 | " \n", 174 | " \n", 175 | " \n", 176 | " \n", 177 | "
sitepolitical_categorypage_id
0100percentfedup.comright311190048935167
121stcenturywire.comleft182032255155419
224dailynew.comright515629708825640
324usnews.comright1430973860248840
44threvolutionarywar.wordpress.comleftNaN
\n", 178 | "
" 179 | ], 180 | "text/plain": [ 181 | " site political_category page_id\n", 182 | "0 100percentfedup.com right 311190048935167\n", 183 | "1 21stcenturywire.com left 182032255155419\n", 184 | "2 24dailynew.com right 515629708825640\n", 185 | "3 24usnews.com right 1430973860248840\n", 186 | "4 4threvolutionarywar.wordpress.com left NaN" 187 | ] 188 | }, 189 | "execution_count": 3, 190 | "metadata": {}, 191 | "output_type": "execute_result" 192 | } 193 | ], 194 | "source": [ 195 | "sites = pd.read_csv(\n", 196 | " '../data/all-partisan-sites.csv',\n", 197 | " dtype={ \"fb_id\": str },\n", 198 | " na_values=[\"None\"]\n", 199 | ").rename(columns={\"fb_id\": \"page_id\"})\n", 200 | "\n", 201 | "sites[[ \"site\", \"political_category\", \"page_id\", ]].head()" 202 | ] 203 | }, 204 | { 205 | "cell_type": "markdown", 206 | "metadata": {}, 207 | "source": [ 208 | "Make sure that each page has been assigned only one political category:" 209 | ] 210 | }, 211 | { 212 | "cell_type": "code", 213 | "execution_count": 4, 214 | "metadata": { 215 | "collapsed": true 216 | }, 217 | "outputs": [], 218 | "source": [ 219 | "assert (sites[\n", 220 | " ~sites[\"page_id\"].isin([ \"unavailable\", \"personal_page\" ])\n", 221 | "].groupby(\"page_id\")[\"political_category\"].nunique() > 1).sum() == 0" 222 | ] 223 | }, 224 | { 225 | "cell_type": "code", 226 | "execution_count": 5, 227 | "metadata": {}, 228 | "outputs": [ 229 | { 230 | "data": { 231 | "text/html": [ 232 | "
\n", 233 | "\n", 246 | "\n", 247 | " \n", 248 | " \n", 249 | " \n", 250 | " \n", 251 | " \n", 252 | " \n", 253 | " \n", 254 | " \n", 255 | " \n", 256 | " \n", 257 | " \n", 258 | " \n", 259 | " \n", 260 | " \n", 261 | " \n", 262 | " \n", 263 | " \n", 264 | " \n", 265 | " \n", 266 | " \n", 267 | " \n", 268 | " \n", 269 | " \n", 270 | " \n", 271 | " \n", 272 | " \n", 273 | " \n", 274 | " \n", 275 | " \n", 276 | " \n", 277 | " \n", 278 | " \n", 279 | " \n", 280 | " \n", 281 | "
page_idpolitical_category
0100434040001314left
11014803551921469right
21019871961378419right
31035617169863710right
41036253643101134left
\n", 282 | "
" 283 | ], 284 | "text/plain": [ 285 | " page_id political_category\n", 286 | "0 100434040001314 left\n", 287 | "1 1014803551921469 right\n", 288 | "2 1019871961378419 right\n", 289 | "3 1035617169863710 right\n", 290 | "4 1036253643101134 left" 291 | ] 292 | }, 293 | "execution_count": 5, 294 | "metadata": {}, 295 | "output_type": "execute_result" 296 | } 297 | ], 298 | "source": [ 299 | "partisanship = sites.groupby(\"page_id\")\\\n", 300 | " [\"political_category\"].first()\\\n", 301 | " .reset_index()\n", 302 | "\n", 303 | "partisanship.head()" 304 | ] 305 | }, 306 | { 307 | "cell_type": "code", 308 | "execution_count": 6, 309 | "metadata": {}, 310 | "outputs": [ 311 | { 312 | "data": { 313 | "text/html": [ 314 | "
\n", 315 | "\n", 328 | "\n", 329 | " \n", 330 | " \n", 331 | " \n", 332 | " \n", 333 | " \n", 334 | " \n", 335 | " \n", 336 | " \n", 337 | " \n", 338 | " \n", 339 | " \n", 340 | " \n", 341 | " \n", 342 | " \n", 343 | " \n", 344 | " \n", 345 | " \n", 346 | " \n", 347 | " \n", 348 | " \n", 349 | " \n", 350 | " \n", 351 | " \n", 352 | " \n", 353 | " \n", 354 | " \n", 355 | " \n", 356 | " \n", 357 | " \n", 358 | " \n", 359 | " \n", 360 | " \n", 361 | " \n", 362 | " \n", 363 | " \n", 364 | " \n", 365 | " \n", 366 | " \n", 367 | " \n", 368 | " \n", 369 | " \n", 370 | " \n", 371 | " \n", 372 | " \n", 373 | " \n", 374 | " \n", 375 | "
page_idpage_namefan_countpolitical_category
0108038612554992Americans Against the Tea Party583256left
1153418591515382act.tv285075left
2188464111175168New Blue United1476093left
3296856040436954Obama is the Worst President in US History1569590right
4492836854251934RedFlag NewsDesk1533right
\n", 376 | "
" 377 | ], 378 | "text/plain": [ 379 | " page_id page_name fan_count \\\n", 380 | "0 108038612554992 Americans Against the Tea Party 583256 \n", 381 | "1 153418591515382 act.tv 285075 \n", 382 | "2 188464111175168 New Blue United 1476093 \n", 383 | "3 296856040436954 Obama is the Worst President in US History 1569590 \n", 384 | "4 492836854251934 RedFlag NewsDesk 1533 \n", 385 | "\n", 386 | " political_category \n", 387 | "0 left \n", 388 | "1 left \n", 389 | "2 left \n", 390 | "3 right \n", 391 | "4 right " 392 | ] 393 | }, 394 | "execution_count": 6, 395 | "metadata": {}, 396 | "output_type": "execute_result" 397 | } 398 | ], 399 | "source": [ 400 | "summary = pd.merge(\n", 401 | " page_info,\n", 402 | " partisanship,\n", 403 | " how=\"left\"\n", 404 | ")\n", 405 | "\n", 406 | "summary.head()" 407 | ] 408 | }, 409 | { 410 | "cell_type": "code", 411 | "execution_count": 7, 412 | "metadata": {}, 413 | "outputs": [ 414 | { 415 | "data": { 416 | "text/plain": [ 417 | "right 310\n", 418 | "left 142\n", 419 | "Name: political_category, dtype: int64" 420 | ] 421 | }, 422 | "execution_count": 7, 423 | "metadata": {}, 424 | "output_type": "execute_result" 425 | } 426 | ], 427 | "source": [ 428 | "summary[\"political_category\"].value_counts()" 429 | ] 430 | }, 431 | { 432 | "cell_type": "code", 433 | "execution_count": 8, 434 | "metadata": { 435 | "collapsed": true 436 | }, 437 | "outputs": [], 438 | "source": [ 439 | "summary.sort_values(\"page_id\")\\\n", 440 | " [[\"page_id\", \"political_category\", \"page_name\", \"fan_count\" ]]\\\n", 441 | " .to_csv(\"../output/fb-page-info-summary.csv\", index=False)" 442 | ] 443 | }, 444 | { 445 | "cell_type": "markdown", 446 | "metadata": {}, 447 | "source": [ 448 | "---\n", 449 | "\n", 450 | "---\n", 451 | "\n", 452 | "---" 453 | ] 454 | } 455 | ], 456 | "metadata": { 457 | "kernelspec": { 458 | "display_name": "Python 3", 459 | "language": "python", 460 | "name": "python3" 461 | }, 462 | "language_info": { 463 | "codemirror_mode": { 464 | "name": "ipython", 465 | "version": 3 466 | }, 467 | "file_extension": ".py", 468 | "mimetype": "text/x-python", 469 | "name": "python", 470 | "nbconvert_exporter": "python", 471 | "pygments_lexer": "ipython3", 472 | "version": "3.4.3" 473 | } 474 | }, 475 | "nbformat": 4, 476 | "nbformat_minor": 2 477 | } 478 | -------------------------------------------------------------------------------- /output/top-50-posts-note.csv: -------------------------------------------------------------------------------- 1 | page_id,page_name,political_category,status_id,status_message,link_name,status_type,status_link,status_published,num_reactions,num_comments,num_shares,num_likes,num_loves,num_wows,num_hahas,num_sads,num_angrys,total_engagement 2 | 177486166274,Being Liberal,left,177486166274_10153814517461275,"(W) FOREVER FORWARD ... TOGETHER. 3 | 4 | Today, I endorsed Hillary Clinton to be our next president. I know that some of you will be disappointed with that decision. But I believe that, at this moment, our country, our values, and our common vision for a transformed America, are best served by the defeat of Donald Trump and the election of Hillary Clinton.",Bernie Sanders,note,https://www.facebook.com/notes/bernie-sanders/forever-forward/1086061604782176/,2016-07-12 11:51:42,8607,567,1,7075,841,24,13,544,110,9175 5 | 114517875225866,The Other 98%,left,114517875225866_1346166872060954,Keep Going Bernie,Bernie Sanders,note,https://www.facebook.com/notes/bernie-sanders/the-struggle-continues/1064490870272583/,2016-06-08 17:00:00,7894,327,0,6818,910,14,13,126,13,8221 6 | 50513265848,Citizens United,right,50513265848_10153006196825849,"Do you agree with Mark Levin? 7 | Are you fed up with the Republican leadership in Congress?",Mark Levin,note,https://www.facebook.com/notes/mark-levin/it-is-time-for-mitch-mcconnell-and-john-boehner-to-resign/10152893856840946/,2015-07-27 12:53:28,2058,337,0,2058,0,0,0,0,0,2395 8 | 16307558831,Mark Levin,right,16307558831_10153228810188832,The Convention of the States,Mark Levin,note,https://www.facebook.com/notes/mark-levin/i-have-replied-to-this-nonsense-so-many-times-/10152660663530946/,2015-04-06 15:47:02,2166,80,0,2166,0,0,0,0,0,2246 9 | 177486166274,Being Liberal,left,177486166274_10154279832591275,(W) Funny and true.,Being Liberal,note,https://www.facebook.com/notes/being-liberal/what-joke-best-illustrates-the-difference-between-democrats-and-republicans/10154994566707450/,2017-01-02 15:35:00,1434,81,0,890,106,1,436,0,1,1515 10 | 16307558831,Mark Levin,right,16307558831_10152981606583832,"Well said, Governor Palin 11 | https://m.facebook.com/sarahpalin/posts/10152993480723588",Mark Levin,note,https://www.facebook.com/notes/mark-levin/mr-scalise/10152467129775946/,2015-01-02 14:13:04,1236,72,0,1236,0,0,0,0,0,1308 12 | 177486166274,Being Liberal,left,177486166274_10153981856226275,"(W) A 13-year old, writing with more sense than many adult Americans I know. A hope for the future of this country? 13 | 14 | We couldn't believe ourselves - we put a solid effort into vetting this source - a legit, 13-year-old teenager. LIKE his Liberal Lounge page and write him a few words of encouragement he deserves it.",Liberal Lounge,note,https://www.facebook.com/notes/liberal-lounge/i-am-13-years-old-when-you-vote-this-november-consider-how-your-vote-will-affect/750825515055274/,2016-09-17 11:17:54,1014,76,0,874,122,15,2,0,1,1090 15 | 16307558831,Mark Levin,right,16307558831_10153946458143832,The vile clown behind the behind the vile website,Mark Levin,note,https://www.facebook.com/notes/mark-levin/another-vile-website/10153205662025946/,2016-02-13 17:04:20,723,94,0,723,0,0,0,0,0,817 16 | 177486166274,Being Liberal,left,177486166274_10153554435706275,Great words here... Thank you Megan,Being Liberal,note,https://www.facebook.com/notes/being-liberal/im-paying-a-lot-of-money-in-taxes-this-year-im-paying-taxes-because/10154082876207450/,2016-03-15 11:21:52,714,33,0,657,52,4,1,0,0,747 17 | 475549362567960,Conservative Review,right,475549362567960_843927265730166,"Mark Levin calls out conservative leaders who want to beat Donald J. Trump but refuse to endorse Ted Cruz. 18 | http://bit.ly/1LU1CpY",Mark Levin,note,https://www.facebook.com/notes/mark-levin/when-will-rupert-murdoch/10153287780845946/,2016-03-10 12:03:10,547,81,0,521,18,1,2,0,5,628 19 | 16307558831,Mark Levin,right,16307558831_10154043567483832,Reminder: the sleazy bum,Mark Levin,note,https://www.facebook.com/notes/mark-levin/another-vile-website/10153205662025946/,2016-03-21 21:19:30,464,78,0,396,2,11,0,2,53,542 20 | 182919686769,The Daily Caller,right,182919686769_10153252779751770,,The Daily Caller Politics,note,https://www.facebook.com/notes/the-daily-caller-politics/daily-caller-reporting-turns-up-the-heat-on-hillary/913230988773715/,2016-01-21 11:06:31,484,54,0,484,0,0,0,0,0,538 21 | 1485438831785542,Real Progressives,left,1485438831785542_1642339282762162,"'A team headed by award-winning journalist Lulu Fries'dat, statistician Anselmo Sampietro, and professor Fritz Scheuren (100th President of the American Statistical Association) has found irregularities in the overwhelming majority of the twenty-one presidential primary states that they analyzed. Their data indicates, in particular, that the totals reported on the Democratic side in the race between Hillary Clinton and Bernie Sanders may not be correct. In state after state, independent examination by two separate analysts found suspect statistical patterns giving Clinton inflated percentages that, in all likelihood, are not fully based on actual votes, and showing Sanders with what appear to be artificially depressed totals.'",Election Justice USA,note,https://www.facebook.com/notes/election-justice-usa/investigative-team-featuring-award-winning-journalist-and-top-statistician-finds/934481483345212/,2016-08-10 18:15:59,394,18,0,236,2,8,0,14,134,412 22 | 326614387531342,Blue Lives Matter,right,326614387531342_475850909274355,"Love this, it's always special when you can make a child's day.",South Dakota Highway Patrol,note,https://www.facebook.com/notes/south-dakota-highway-patrol/serving-in-different-ways/1125808660765378/,2016-02-20 07:10:27,393,17,0,393,0,0,0,0,0,410 23 | 1109093812491437,CRTV,right,1109093812491437_1359795244087958,,Mark Levin,note,https://www.facebook.com/notes/mark-levin/the-failure-to-govern-is-on-the-gop-leadership/10154186779765946/,2017-03-24 15:28:58,310,38,0,267,14,2,1,2,24,348 24 | 1485438831785542,Real Progressives,left,1485438831785542_1597870587209032,"Authorities are not standing up for your #VotersRights, but Election Justice (USA), coalition lawyers, and #CivilRights groups are. Be empowered and stand up, speak up. There is much cause for hope as we approach a tipping point in the national dialogue about #ElectionFraud. 25 | 26 | Share this everywhere. Discuss everywhere.",Election Justice USA,note,https://www.facebook.com/notes/election-justice-usa/election-justice-files-lawsuit-in-ca-over-election-law-violations/882723135187714/,2016-05-20 09:00:11,168,8,1,133,10,4,1,0,20,177 27 | 1485438831785542,Real Progressives,left,1485438831785542_1586004618395629,"#RealProgressives will support #JohnFetterman in any effort he decides to pursue. 28 | 29 | A really classy guy",John Fetterman,note,https://www.facebook.com/notes/john-fetterman/thank-you/1710244732576812/,2016-04-27 22:39:06,162,9,0,140,20,2,0,0,0,171 30 | 479687202044787,DeadState,left,479687202044787_1419238264756338,From our friends at Being Liberal.,Being Liberal,note,https://www.facebook.com/notes/being-liberal/the-last-appeal-to-my-fellow-bernie-supporters-thinking-of-voting-third-party-th/10154787693207450/,2016-11-05 21:08:00,131,27,0,115,14,0,2,0,0,158 31 | 186457858051439,Latino Rebels,left,186457858051439_1070817819615434,The Miss Puerto Rico Organization apologizes for Miss Velez's actions and suspends her indefinitely,Miss Puerto Rico - preliminar oficial a Miss America,note,https://www.facebook.com/notes/miss-puerto-rico-preliminar-oficial-a-miss-america/a-message-from-the-miss-puerto-rico-organization/1038065399578972/,2015-12-19 23:53:30,108,20,0,108,0,0,0,0,0,128 32 | 475549362567960,Conservative Review,right,475549362567960_842818722507687,"Last night, LevinTV featuring Mark Levin aired its inaugural episode and the feedback was great! Mark wanted to share a special message below. http://bit.ly/1Xa67xj",Mark Levin,note,https://www.facebook.com/notes/mark-levin/i-hope-you-liked-the-first-episode-of-levintv/10153283497750946/,2016-03-08 11:35:30,109,9,0,99,10,0,0,0,0,118 33 | 33455892182,Crooks and Liars,left,33455892182_10153388998877183,Blue America's latest endorsee is a BFD: Tim Canova for Congress is challenging Debbie Wasserman Schultz for her ill-deserved seat in Florida's 23rd. Help him win if you can.,Blue America,note,https://www.facebook.com/notes/blue-america/debbie-has-a-primary-youre-invited/1108144922531313/,2016-01-09 20:53:10,105,9,0,105,0,0,0,0,0,114 34 | 479687202044787,DeadState,left,479687202044787_1529967140350116,From our friends at Being Liberal.,Being Liberal,note,https://www.facebook.com/notes/being-liberal/i-stayed-silent-back-then-but-for-whatever-its-worth-i-sure-as-fk-wont-now/10155143174327450/,2017-02-14 18:43:42,76,11,0,54,1,18,1,0,2,87 35 | 80256732576,InfoWars,right,80256732576_10155104034417577,#AlexJones #AlexJonesShow #Infowars,Alex Jones,note,https://www.facebook.com/notes/alex-jones/locating-the-alexjonesshow-infowars-podcast/10154865955824002/,2017-02-23 12:16:10,68,9,0,56,10,1,1,0,0,77 36 | 1642685862611663,Liberty Hangout,right,1642685862611663_1872481356298778,"Augustus Invictus has a message for LP Chairman Nicholas J. Sarwark. 37 | 38 | https://www.facebook.com/notes/augustus-invictus/open-letter-to-nicholas-j-sarwark-chair-of-the-libertarian-party/748714805286347",Augustus Invictus,note,https://www.facebook.com/notes/augustus-invictus/open-letter-to-nicholas-j-sarwark-chair-of-the-libertarian-party/748714805286347/,2017-03-01 10:42:05,35,15,0,26,5,3,1,0,0,50 39 | 799007653446065,Liberty Viral,right,799007653446065_1491241507556006,,Austin Petersen,note,https://www.facebook.com/notes/austin-petersen/a-message-to-voters-from-a-former-presidential-candidate/1241495585909419/,2016-11-07 22:18:04,40,2,0,38,2,0,0,0,0,42 40 | 33455892182,Crooks and Liars,left,33455892182_10153157658832183,,Blue America,note,https://www.facebook.com/notes/blue-america/bao-nguyen-gop-anti-immigrant-rhetoric-is-despicable/1045619958783810/,2015-08-30 18:48:42,29,6,0,29,0,0,0,0,0,35 41 | 563896500417731,Citizens For Trump,right,563896500417731_633660013441379,,DemoCrap,note,https://www.facebook.com/notes/democrap/list-of-donald-trump-endorsements-confirmed/1548168648829748/,2016-01-28 07:52:31,18,6,0,18,0,0,0,0,0,24 42 | 33455892182,Crooks and Liars,left,33455892182_10153231433442183,"For Bernie to succeed as president, he's going to need support from Members of the Senate and the House. If he wins, there will be plenty of institutional Democratic support. Right now, we want to thank progressive incumbents and candidates with the courage to endorse him. It's just starting: http://bit.ly/1QZiSrv",Blue America,note,https://www.facebook.com/notes/blue-america/progressive-leaders-have-started-endorsing-bernie-sanders/1064383463574126/,2015-10-08 20:07:51,19,2,0,19,0,0,0,0,0,21 43 | 33455892182,Crooks and Liars,left,33455892182_10153314018947183,"Republicans campaign rhetoric is inciting their followers to violence. They must not be rewarded. To Stand With Planned Parenthood and Progressives, donate to our endorsed candidates. Blue America will match your donations up to $1,000 to Planned Parenthood: https://goo.gl/GU6rLM",Blue America,note,https://www.facebook.com/notes/blue-america/giving-tuesday-well-match-your-donation-to-standwithplannedparenthood/1087769224568883/,2015-11-30 20:59:53,19,1,0,19,0,0,0,0,0,20 44 | 463855417049923,Dc Gazette,right,463855417049923_724301757671953,,Lawrence Reed,note,https://www.facebook.com/notes/lawrence-reed/do-you-envy-or-hate-people-who-have-more-than-you-do/1216651545029421/,2015-12-15 19:53:20,7,11,0,7,0,0,0,0,0,18 45 | 10498053716,Media Research Center,right,10498053716_10154571797203717,,Mark Levin,note,https://www.facebook.com/notes/mark-levin/the-week-that-was-with-our-friends-at-mrc/10154148551475946/,2017-03-09 13:30:31,18,0,0,13,0,1,1,0,3,18 46 | 16512617979,The Real News Network,left,16512617979_10153205239307980,"Monday April 20th, join TRNN's own Paul Jay as he speaks with the Iranian Cultural Association in Vienna, VA.",Iranian Cultural Association,note,https://www.facebook.com/notes/iranian-cultural-association/the-revolution-is-being-televised/841515789255074/,2015-04-15 10:28:35,12,2,0,12,0,0,0,0,0,14 47 | 542681229094582,Red Nation Rising,right,542681229094582_978261435536557,PLEASE HELP!!!,Mark Levin,note,https://www.facebook.com/notes/mark-levin/these-gop-house-members-need-to-hear-from-you-immediately/10152491048485946/,2015-01-06 12:19:17,5,1,1,5,0,0,0,0,0,7 48 | 362730580442134,Conservative Firing Line,right,362730580442134_1081563245225527,"I see your fingerprint the work of your hand, it's all in your hands. I see the evidence leaving nothing to chance the world's in your hands. So I rest in your promises now I am sure of this, I'm yours. Let the waters rise, I will stand as the oceans roar, let the earth shake beneath. let the mountains fall, you are God over the storm and I am yours. ~From Lauren Daigle's song I am yours. Rest easy because God's got your back~Joseph 49 | 50 | 51 | https://www.facebook.com/notes/that-writer-fella/enduring-the-storms-of-life/573404862839539",That Writer Fella,note,https://www.facebook.com/notes/that-writer-fella/enduring-the-storms-of-life/573404862839539/,2016-04-01 19:16:30,7,0,0,7,0,0,0,0,0,7 52 | 33455892182,Crooks and Liars,left,33455892182_10153612223707183,"@BlueAmerica is offering a chance to own a Platinum record for 'Violator'… which, as any true fan knows… is as rare in the world of Depeche Mode collectibles as is Florida congressman Alan Grayson's ""policy of truth"" within our corrupt Congress. Details at the link. Hurry, this will be awarded very soon!",Blue America,note,https://www.facebook.com/notes/blue-america/own-this-ultra-rare-depeche-mode-violator-collectible/1167365459942592/,2016-04-15 20:28:58,7,0,0,7,0,0,0,0,0,7 53 | 553923781318329,Young Progressive Voices,left,553923781318329_1397412013636164,"What do you think? 54 | 55 | We agree with Knock Every Door.",Knock Every Door,note,https://www.facebook.com/notes/knock-every-door/why-democrats-lost/1840198072888462/,2017-01-18 13:35:46,3,1,0,2,0,0,0,1,0,4 56 | 33455892182,Crooks and Liars,left,33455892182_10153143698497183,"This week's worthy endorsee is Alex Law, candidate for New Jersey's first Congressional District. Blue America is giving away a gold record for Ice-T's ""OG-Original Gangster"" album to one lucky donor who gives to Alex's account via their act blue account this week: https://goo.gl/090jPW Good luck!",Blue America,note,https://www.facebook.com/notes/blue-america/alex-law-endorses-bernie-sanders-and-ice-t/1041858832493256/,2015-08-23 19:26:26,4,0,0,4,0,0,0,0,0,4 57 | 33455892182,Crooks and Liars,left,33455892182_10153243824552183,"Blue America's Howie Klein used to be the President of Reprise Records (among other things) He now donates the ultracool swag he collected during those days to help raise money to elect more REAL Progressives in Congress. One lucky donor this week will win this baby. Do you know any ""Friends"" fanatics? Great Christmas gift! Please consider giving any or all of the candidates-- as well as Bernie-- a contribution. There is no contribution too small to be appreciated. https://goo.gl/tWrkcX",Blue America,note,https://www.facebook.com/notes/blue-america/keith-ellison-tells-bernie-ill-be-there-for-you/1067657883246684/,2015-10-16 14:26:36,3,0,0,3,0,0,0,0,0,3 58 | 454994297918305,The News Doctors,right,454994297918305_849762938441437,"Interested in learning more about the liberty movement or already well versed and want to check out the latest network? I launched this network today. Feel free to check it out. It'll take about a week before it starts to get interesting as people join the Facebook groups. There will be other ""nodes"" in the network beyond Facebook too. The network is open to people of all ages. -- Eric Dubin 59 | 60 | 61 | https://www.facebook.com/notes/liberty-millennials/liberty-millennials-network-pick-your-page-or-group-here/665885290223001",Liberty Millennials,note,https://www.facebook.com/notes/liberty-millennials/liberty-millennials-network-pick-your-page-or-group-here/665885290223001/,2015-05-04 00:08:57,2,0,0,2,0,0,0,0,0,2 62 | 454994297918305,The News Doctors,right,454994297918305_871396922944705,"Check out the Liberty Millennials network. Open to people of all ages. 63 | 64 | https://www.facebook.com/notes/liberty-millennials/liberty-millennials-network-pick-your-page-or-group-here/665885290223001",Liberty Millennials,note,https://www.facebook.com/notes/liberty-millennials/liberty-millennials-network-pick-your-page-or-group-here/665885290223001/,2015-06-16 12:31:08,0,0,0,0,0,0,0,0,0,0 65 | 1126662784108968,America Uncensored,right,1126662784108968_1156341367807776,"Important to pay attention. They give all the pieces of the puzzle, figuring nobody will put it together",Mark Levin,note,https://www.facebook.com/notes/mark-levin/open-letter-to-cnns-brian-stelter-you-are-thoroughly-dishonest/10154139781040946/,2017-03-06 22:42:52,0,0,0,0,0,0,0,0,0,0 66 | -------------------------------------------------------------------------------- /output/top-50-posts-all.csv: -------------------------------------------------------------------------------- 1 | page_id,page_name,political_category,status_id,status_message,link_name,status_type,status_link,status_published,num_reactions,num_comments,num_shares,num_likes,num_loves,num_wows,num_hahas,num_sads,num_angrys,total_engagement 2 | 341163402640457,NowThis,left,341163402640457_1148531415236981,This is an example of true sportsmanship,Kids Show Us How To Have Compassion In Victory,video,https://www.facebook.com/NowThisNews/videos/1148531415236981/,2016-08-30 13:15:00,2522833,81549,2713886,2073390,408640,27505,2236,10789,273,5318268 3 | 346937065399354,Occupy Democrats,left,346937065399354_1182822125144173,"EPIC. Racism DESTROYED in one minute. A must-see! Video by Occupy Democrats, LIKE our page for more! 4 | 5 | The woman in the video is anti-racism educator Jane Elliot.",Racism DESTROYED in one minute,video,https://www.facebook.com/OccupyDemocrats/videos/1182822125144173/,2016-07-13 15:29:25,1302648,54775,2651074,1141548,145284,13969,1041,506,300,4008497 6 | 160389977329803,ATTN:,left,160389977329803_1125543007481157,"ATTN: EXCLUSIVE: The Black Eyed Peas just decided the world needs the song ""Where is the Love?"" again. 7 | 8 | Like ATTN: on Facebook.",,video,https://www.facebook.com/attn/videos/1125543007481157/,2016-09-01 20:19:14,1241494,73317,2548812,980071,207503,2238,285,51112,285,3863623 9 | 22067606728,Allen West,right,22067606728_10153915542446729,"Mr. Obama, it's a damned stupid thing that you just did. And if people are upset about what I just said, I really don't care.",,video,https://www.facebook.com/AllenBWest/videos/10153915542446729/,2015-07-22 22:23:32,711548,96319,2143789,711548,0,0,0,0,0,2951656 10 | 289189664545158,Bradlee Dean,right,289189664545158_761535460643907,"SEE SOMETHING WRONG WITH PICTURE? ME TOO! STATS MAY VARY, YET THE POINT IS MADE. 11 | 12 | www.sonsoflibertymedia.com",Timeline Photos,photo,https://www.facebook.com/BradleeDeanSOL/photos/a.292070200923771.1073741828.289189664545158/761535460643907/?type=3,2016-01-14 09:35:59,124343,10968,2811735,124343,0,0,0,0,0,2947046 13 | 341163402640457,NowThis,left,341163402640457_1212038988886223,This groom wanted his future step-daughter to know she'll always be loved,Groom Asks Bride's Daughter To Be His Daughter Forever,video,https://www.facebook.com/NowThisNews/videos/1212038988886223/,2016-11-01 13:15:00,1487684,89714,1282279,1056111,387409,6089,1125,36774,176,2859677 14 | 346937065399354,Occupy Democrats,left,346937065399354_1224683567624695,"Hear that, Trump supporters? 15 | 16 | Thanks to The Stop Sign. 17 | 18 | Shared by Occupy Democrats, LIKE our page for more!",This Man Tells The TRUTH About Mexicans,video,https://www.facebook.com/OccupyDemocrats/videos/1224683567624695/,2016-08-29 20:00:00,1038036,75538,1684007,895457,127296,10266,2884,793,1340,2797581 19 | 341163402640457,NowThis,left,341163402640457_851365904953535,Kitten thinks she's a puppy because she was raised by a dog,,video,https://www.facebook.com/NowThisNews/videos/851365904953535/,2015-06-23 19:45:00,886455,145205,1733281,886455,0,0,0,0,0,2764941 20 | 346937065399354,Occupy Democrats,left,346937065399354_1247448632014855,"This has to be seen to be believed! 21 | 22 | Video from The Daily Show. 23 | Shared by Occupy Democrats, LIKE our page for more!",Trump supporters are as DUMB as you think!,video,https://www.facebook.com/OccupyDemocrats/videos/1247448632014855/,2016-09-21 09:31:07,777109,260604,1647261,515085,6560,43760,196956,7800,6948,2684974 24 | 389658314427637,Right Wing News,right,389658314427637_1058193677574094,,Timeline Photos,photo,https://www.facebook.com/OfficialRightWingNews/photos/a.401034789956656.90394.389658314427637/1058193677574094/?type=3,2015-04-24 00:00:01,214699,4597,2457892,214699,0,0,0,0,0,2677188 25 | 346937065399354,Occupy Democrats,left,346937065399354_1396476923778691,"See the difference? 26 | 27 | Video by Occupy Democrats, LIKE our page for more!",There are TWO TYPES of men in the world,video,https://www.facebook.com/OccupyDemocrats/videos/1396476923778691/,2017-01-20 20:21:31,1159564,115239,1378622,954575,144814,6332,50654,2359,830,2653425 28 | 341163402640457,NowThis,left,341163402640457_1269317226491732,These haircuts are literal masterpieces,This Barber Does Insane Hair Art Designs,video,https://www.facebook.com/NowThisNews/videos/1269317226491732/,2016-12-17 19:00:00,361158,83098,1997627,304032,17046,37474,2334,151,121,2441883 29 | 221573484697614,Conservative Post,right,221573484697614_519921734862786,,Timeline Photos,photo,https://www.facebook.com/heyconservativepost/photos/a.221677061353923.1073741827.221573484697614/519921734862786/?type=3,2015-11-13 07:14:01,200101,13453,2191620,200101,0,0,0,0,0,2405174 30 | 221573484697614,Conservative Post,right,221573484697614_430976777090616,,Timeline Photos,photo,https://www.facebook.com/heyconservativepost/photos/a.221677061353923.1073741827.221573484697614/430976777090616/?type=3,2015-05-11 07:00:01,298905,26827,2054158,298905,0,0,0,0,0,2379890 31 | 341163402640457,NowThis,left,341163402640457_1094289017327888,This abandoned child was treated very differently depending on how she was dressed,#FightUnfair Campaign Exposes How Homeless Children Are Treated,video,https://www.facebook.com/NowThisNews/videos/1094289017327888/,2016-06-27 20:00:00,787878,30008,1524774,532630,3925,7028,368,170163,73764,2342660 32 | 341163402640457,NowThis,left,341163402640457_1173103729446416,A cop saved this man from committing suicide by talking to him about football,Officer Talks Man Down From Committing Suicide,video,https://www.facebook.com/NowThisNews/videos/1173103729446416/,2016-09-23 19:17:00,1332150,50715,936632,1026216,143175,7274,924,154148,413,2319497 33 | 341163402640457,NowThis,left,341163402640457_1023251154431675,This company makes 'edible utensils' to limit plastic waste,This Company Develops Edible Eating Utensils,video,https://www.facebook.com/NowThisNews/videos/1023251154431675/,2016-03-25 00:00:01,916653,33971,1365889,855077,37772,23318,405,55,25,2316513 34 | 1557469237907508,Patriot Journal,right,1557469237907508_1622105871443844,,Timeline Photos,photo,https://www.facebook.com/PatriotJournal/photos/a.1570906669897098.1073741828.1557469237907508/1622105871443844/?type=3,2016-04-21 09:30:00,166812,12978,1991444,161829,1960,191,128,148,2556,2171234 35 | 346937065399354,Occupy Democrats,left,346937065399354_877981962294859,"Oh, and he also saved the auto industry, stabilized the housing market, and oversaw the expansion of marriage equality to the entire nation. 36 | 37 | Image by Occupy Democrats, LIKE our page for more!",Timeline Photos,photo,https://www.facebook.com/OccupyDemocrats/photos/a.347907068635687.81180.346937065399354/877981962294859/?type=3,2015-07-02 10:30:01,1012538,60446,1065660,1012538,0,0,0,0,0,2138644 38 | 221573484697614,Conservative Post,right,221573484697614_495104447344515,,Timeline Photos,photo,https://www.facebook.com/heyconservativepost/photos/a.221677061353923.1073741827.221573484697614/495104447344515/?type=3,2015-09-06 06:57:58,273089,76302,1786111,273089,0,0,0,0,0,2135502 39 | 389658314427637,Right Wing News,right,389658314427637_1061425277250934,,Timeline Photos,photo,https://www.facebook.com/OfficialRightWingNews/photos/a.401034789956656.90394.389658314427637/1061425277250934/?type=3,2015-04-26 23:00:01,794282,16054,1316378,794282,0,0,0,0,0,2126714 40 | 114517875225866,The Other 98%,left,114517875225866_1433077970036510,"Ha! 41 | 42 | Awesome video by Rudy Mancuso",This is what life looks like through the eyes of a Trump voter,video,https://www.facebook.com/TheOther98/videos/1433077970036510/,2016-08-26 18:30:00,537948,79683,1483655,388966,10842,1703,134246,827,1364,2101286 43 | 160389977329803,ATTN:,left,160389977329803_1079636055405186,"Our schools should teach people basic life skills again. 44 | 45 | Like ATTN: on Facebook.",,video,https://www.facebook.com/attn/videos/1079636055405186/,2016-06-27 11:04:00,394719,25978,1675584,372699,15400,1620,1048,3621,331,2096281 46 | 184859785026060,Faith Family America,right,184859785026060_477647949080574,,Timeline Photos,photo,https://www.facebook.com/faithfamilyamerica/photos/a.186576908187681.1073741828.184859785026060/477647949080574/?type=3,2015-06-06 14:00:23,157493,5167,1925500,157493,0,0,0,0,0,2088160 47 | 341163402640457,NowThis,left,341163402640457_1097051240384999,This mobile shower is giving the homeless a place to wash with dignity,"This Man Turned A $5,000 Truck Into A Mobile Shower For The Ho...",video,https://www.facebook.com/NowThisNews/videos/1097051240384999/,2016-07-01 10:30:00,902630,22645,1160280,783630,106054,12266,469,166,45,2085555 48 | 341163402640457,NowThis,left,341163402640457_1211089428981179,This 7-month-old baby has a rare form of dwarfism that makes him the size of a newborn,Baby Boy Has Rare Form Of Dwarfism,video,https://www.facebook.com/NowThisNews/videos/1211089428981179/,2016-10-31 13:15:01,1116317,126864,827726,782155,296672,29976,802,6623,81,2070907 49 | 354522044588660,Upworthy,left,354522044588660_967446766629515,"A bunch of skeletons kiss, hug, and dance in front of a crowd ... to make an excellent point about love. Also, it's not scary, we promise.",,video,https://www.facebook.com/Upworthy/videos/967446766629515/,2015-03-02 11:00:00,552190,30918,1460579,552190,0,0,0,0,0,2043687 50 | 513813158657249,Mad World News,right,513813158657249_1198343146870910,,Timeline Photos,photo,https://www.facebook.com/MadWorldNewsCorp/photos/a.513849865320245.1073741828.513813158657249/1198343146870910/?type=3,2016-10-06 00:00:25,67209,3865,1961861,62853,1483,114,32,322,2405,2032935 51 | 221573484697614,Conservative Post,right,221573484697614_524201487768144,,Timeline Photos,photo,https://www.facebook.com/heyconservativepost/photos/a.221677061353923.1073741827.221573484697614/524201487768144/?type=3,2015-11-24 08:32:01,219695,9841,1770005,219695,0,0,0,0,0,1999541 52 | 15704546335,Fox News,right,15704546335_10154593929716336,"In an incredible show of support, a high school football team in California places orange roses at the feet of a cheerleader who is battling leukemia. Orange is the color of leukemia awareness.",,video,https://www.facebook.com/FoxNews/videos/10154593929716336/,2016-09-08 08:04:39,1226224,32195,738990,1006868,205722,10909,394,2287,44,1997409 53 | 346937065399354,Occupy Democrats,left,346937065399354_998888616870859,"They deserve our full support in this difficult time. #jesuisparis 54 | 55 | Image by Occupy Democrats please ""like"" our page for more.",Timeline Photos,photo,https://www.facebook.com/OccupyDemocrats/photos/a.347907068635687.81180.346937065399354/998888616870859/?type=3,2015-11-14 00:17:38,548970,5620,1324966,548970,0,0,0,0,0,1879556 56 | 341163402640457,NowThis,left,341163402640457_1306796656077122,This woman creates masterpieces by finger painting,This Professional Finger Painter Creates Masterpieces,video,https://www.facebook.com/NowThisNews/videos/1306796656077122/,2017-01-19 11:15:00,904135,47902,894512,762484,84129,56050,1237,169,65,1846549 57 | 114364638621903,ForAmerica,right,114364638621903_890023284389364,Christian country singer Carrie Underwood is under attack by atheist groups for singing about God and being a Christian. We stand with Carrie!,Timeline Photos,photo,https://www.facebook.com/ForAmerica/photos/a.119506304774403.17273.114364638621903/890023284389364/?type=3,2015-01-11 19:00:00,1640002,41597,146726,1640002,0,0,0,0,0,1828325 58 | 341163402640457,NowThis,left,341163402640457_1654340428188178,This woman is alive today because her dog died protecting her,Hero Dog Is Killed Protecting Her Family,video,https://www.facebook.com/NowThisNews/videos/1654340428188178/,2015-12-21 18:00:01,799984,61965,929350,799984,0,0,0,0,0,1791299 59 | 346937065399354,Occupy Democrats,left,346937065399354_1178118032281249,"This is really thought-provoking. 60 | 61 | Shared by Occupy Democrats, like our page for more.",White Audience Left Speechless By BRILLIANT Question About Race,video,https://www.facebook.com/OccupyDemocrats/videos/1178118032281249/,2016-07-08 07:10:00,505966,32090,1231518,439103,45465,17727,892,2001,778,1769574 62 | 341163402640457,NowThis,left,341163402640457_538911576286382,"From robots to medicine to space travel, 2015 was a huge year for science and technology (via NowThis Future)",2015 Was An Amazing Year For Science And Technology,video,https://www.facebook.com/NowThisNews/videos/538911576286382/,2015-12-23 23:00:00,626234,17964,1121897,626234,0,0,0,0,0,1766095 63 | 17108852506,AlterNet,left,17108852506_10152878531972507,Proud to be an ally?,Timeline Photos,photo,https://www.facebook.com/AlterNetNews/photos/a.206928327506.133239.17108852506/10152878531972507/?type=3,2015-05-07 05:00:01,402698,6789,1353289,402698,0,0,0,0,0,1762776 64 | 22067606728,Allen West,right,22067606728_10153397195966729,"On this 70th anniversary of the liberation of Auschwitz, we must never forget, and must together lock arms to vow NEVER AGAIN.",Timeline Photos,photo,https://www.facebook.com/AllenBWest/photos/a.424759776728.200909.22067606728/10153397195966729/?type=3,2015-01-27 21:09:19,389819,38689,1320780,389819,0,0,0,0,0,1749288 65 | 389658314427637,Right Wing News,right,389658314427637_956582867735176,,Timeline Photos,photo,https://www.facebook.com/OfficialRightWingNews/photos/a.401034789956656.90394.389658314427637/956582867735176/?type=3,2015-01-19 00:00:01,1574971,14683,154409,1574971,0,0,0,0,0,1744063 66 | 341163402640457,NowThis,left,341163402640457_1287690954654359,"It doesn't get more ""relationship goals"" than Barack and Michelle Obama #NowThis2016",President Obama Has Always Been Obsessed With Michelle,video,https://www.facebook.com/NowThisNews/videos/1287690954654359/,2016-12-30 16:02:18,943071,47839,736979,688784,246092,1301,5606,786,502,1727889 67 | 114517875225866,The Other 98%,left,114517875225866_1449157778428529,Incredible!,"The next time someone says ""girls can't do that"" - Watch This!",video,https://www.facebook.com/TheOther98/videos/1449157778428529/,2016-09-08 21:00:00,647116,41273,1037260,528616,61890,55089,1309,145,67,1725649 68 | 341163402640457,NowThis,left,341163402640457_1220631778026944,Protests are erupting across the country after Donald J. Trump's shocking victory,Protests Erupt Across America After Donald Trump's Victory,video,https://www.facebook.com/NowThisNews/videos/1220631778026944/,2016-11-09 10:18:36,464002,154465,1074239,352417,28295,20165,11618,34665,16842,1692706 69 | 160389977329803,ATTN:,left,160389977329803_1141941135841344,"Dads and moms deserve more time off with their kids. -- Nev Schulman 70 | 71 | Like ATTN: on Facebook.",,video,https://www.facebook.com/attn/videos/1141941135841344/,2016-09-22 10:21:00,505396,24767,1151892,458790,42808,2913,435,198,252,1682055 72 | 346937065399354,Occupy Democrats,left,346937065399354_1206887309404321,"Everyone who's voting for Trump should see this video before it's too late. 73 | 74 | Video by Occupy Democrats, LIKE our page for more.",Trump Vs. Trump: Proof He's A Con,video,https://www.facebook.com/OccupyDemocrats/videos/1206887309404321/,2016-08-10 19:20:26,312002,55040,1301678,226944,3948,7957,54002,2068,17083,1668720 75 | 169204449790211,Conservative News Today,right,169204449790211_890889424288373,Conservative News Today,Timeline Photos,photo,https://www.facebook.com/ConservativeNewsToday/photos/a.183567061687283.37146.169204449790211/890889424288373/?type=3,2015-03-09 14:46:23,132465,1322,1524272,132465,0,0,0,0,0,1658059 76 | 346937065399354,Occupy Democrats,left,346937065399354_980143042078750,"The look on Trump's face is priceless. 77 | 78 | VIdeo by Occupy Democrats, LIKE our page for more!",That moment when Obama DESTROYS Donald Trump,video,https://www.facebook.com/OccupyDemocrats/videos/980143042078750/,2015-10-21 10:20:01,605563,61686,990160,605563,0,0,0,0,0,1657409 79 | 341163402640457,NowThis,left,341163402640457_989718984496110,Dogs and kids growing up together — this is what the world needs right now ❤️ (via our friends from The Dodo),Kids Growing Up With Dogs,video,https://www.facebook.com/NowThisNews/videos/989718984496110/,2016-11-29 15:15:00,560542,83387,999300,435338,115819,834,8342,143,66,1643229 80 | 354522044588660,Upworthy,left,354522044588660_969921939715331,Mason Wartman abandoned his life on Wall Street to start a pizza shop. Everything was normal until a customer gave Mason an idea that's garnered national attention.,,video,https://www.facebook.com/Upworthy/videos/969921939715331/,2015-03-04 15:00:01,537210,28040,1052202,537210,0,0,0,0,0,1617452 81 | 135665053303678,Eagle Rising,right,135665053303678_325562570980591,"Please LORD - Save the USA. 82 | www.eaglerising.com",Timeline Photos,photo,https://www.facebook.com/theEagleisRising/photos/a.142656825937834.1073741830.135665053303678/325562570980591/?type=3,2015-01-02 16:00:01,194009,9676,1404623,194009,0,0,0,0,0,1608308 83 | 346937065399354,Occupy Democrats,left,346937065399354_1163410920418627,"ZING! 84 | 85 | Video from The Tonight Show Starring Jimmy Fallon/NBC Universal. 86 | Shared by Occupy Democrats, LIKE our page for more!",Pres. Obama's Thank You Note on The Tonight Show,video,https://www.facebook.com/OccupyDemocrats/videos/1163410920418627/,2016-06-17 18:30:00,627629,33950,944181,492653,55663,509,78161,128,515,1605760 87 | -------------------------------------------------------------------------------- /output/top-50-posts-video.csv: -------------------------------------------------------------------------------- 1 | page_id,page_name,political_category,status_id,status_message,link_name,status_type,status_link,status_published,num_reactions,num_comments,num_shares,num_likes,num_loves,num_wows,num_hahas,num_sads,num_angrys,total_engagement 2 | 341163402640457,NowThis,left,341163402640457_1148531415236981,This is an example of true sportsmanship,Kids Show Us How To Have Compassion In Victory,video,https://www.facebook.com/NowThisNews/videos/1148531415236981/,2016-08-30 13:15:00,2522833,81549,2713886,2073390,408640,27505,2236,10789,273,5318268 3 | 346937065399354,Occupy Democrats,left,346937065399354_1182822125144173,"EPIC. Racism DESTROYED in one minute. A must-see! Video by Occupy Democrats, LIKE our page for more! 4 | 5 | The woman in the video is anti-racism educator Jane Elliot.",Racism DESTROYED in one minute,video,https://www.facebook.com/OccupyDemocrats/videos/1182822125144173/,2016-07-13 15:29:25,1302648,54775,2651074,1141548,145284,13969,1041,506,300,4008497 6 | 160389977329803,ATTN:,left,160389977329803_1125543007481157,"ATTN: EXCLUSIVE: The Black Eyed Peas just decided the world needs the song ""Where is the Love?"" again. 7 | 8 | Like ATTN: on Facebook.",,video,https://www.facebook.com/attn/videos/1125543007481157/,2016-09-01 20:19:14,1241494,73317,2548812,980071,207503,2238,285,51112,285,3863623 9 | 22067606728,Allen West,right,22067606728_10153915542446729,"Mr. Obama, it's a damned stupid thing that you just did. And if people are upset about what I just said, I really don't care.",,video,https://www.facebook.com/AllenBWest/videos/10153915542446729/,2015-07-22 22:23:32,711548,96319,2143789,711548,0,0,0,0,0,2951656 10 | 341163402640457,NowThis,left,341163402640457_1212038988886223,This groom wanted his future step-daughter to know she'll always be loved,Groom Asks Bride's Daughter To Be His Daughter Forever,video,https://www.facebook.com/NowThisNews/videos/1212038988886223/,2016-11-01 13:15:00,1487684,89714,1282279,1056111,387409,6089,1125,36774,176,2859677 11 | 346937065399354,Occupy Democrats,left,346937065399354_1224683567624695,"Hear that, Trump supporters? 12 | 13 | Thanks to The Stop Sign. 14 | 15 | Shared by Occupy Democrats, LIKE our page for more!",This Man Tells The TRUTH About Mexicans,video,https://www.facebook.com/OccupyDemocrats/videos/1224683567624695/,2016-08-29 20:00:00,1038036,75538,1684007,895457,127296,10266,2884,793,1340,2797581 16 | 341163402640457,NowThis,left,341163402640457_851365904953535,Kitten thinks she's a puppy because she was raised by a dog,,video,https://www.facebook.com/NowThisNews/videos/851365904953535/,2015-06-23 19:45:00,886455,145205,1733281,886455,0,0,0,0,0,2764941 17 | 346937065399354,Occupy Democrats,left,346937065399354_1247448632014855,"This has to be seen to be believed! 18 | 19 | Video from The Daily Show. 20 | Shared by Occupy Democrats, LIKE our page for more!",Trump supporters are as DUMB as you think!,video,https://www.facebook.com/OccupyDemocrats/videos/1247448632014855/,2016-09-21 09:31:07,777109,260604,1647261,515085,6560,43760,196956,7800,6948,2684974 21 | 346937065399354,Occupy Democrats,left,346937065399354_1396476923778691,"See the difference? 22 | 23 | Video by Occupy Democrats, LIKE our page for more!",There are TWO TYPES of men in the world,video,https://www.facebook.com/OccupyDemocrats/videos/1396476923778691/,2017-01-20 20:21:31,1159564,115239,1378622,954575,144814,6332,50654,2359,830,2653425 24 | 341163402640457,NowThis,left,341163402640457_1269317226491732,These haircuts are literal masterpieces,This Barber Does Insane Hair Art Designs,video,https://www.facebook.com/NowThisNews/videos/1269317226491732/,2016-12-17 19:00:00,361158,83098,1997627,304032,17046,37474,2334,151,121,2441883 25 | 341163402640457,NowThis,left,341163402640457_1094289017327888,This abandoned child was treated very differently depending on how she was dressed,#FightUnfair Campaign Exposes How Homeless Children Are Treated,video,https://www.facebook.com/NowThisNews/videos/1094289017327888/,2016-06-27 20:00:00,787878,30008,1524774,532630,3925,7028,368,170163,73764,2342660 26 | 341163402640457,NowThis,left,341163402640457_1173103729446416,A cop saved this man from committing suicide by talking to him about football,Officer Talks Man Down From Committing Suicide,video,https://www.facebook.com/NowThisNews/videos/1173103729446416/,2016-09-23 19:17:00,1332150,50715,936632,1026216,143175,7274,924,154148,413,2319497 27 | 341163402640457,NowThis,left,341163402640457_1023251154431675,This company makes 'edible utensils' to limit plastic waste,This Company Develops Edible Eating Utensils,video,https://www.facebook.com/NowThisNews/videos/1023251154431675/,2016-03-25 00:00:01,916653,33971,1365889,855077,37772,23318,405,55,25,2316513 28 | 114517875225866,The Other 98%,left,114517875225866_1433077970036510,"Ha! 29 | 30 | Awesome video by Rudy Mancuso",This is what life looks like through the eyes of a Trump voter,video,https://www.facebook.com/TheOther98/videos/1433077970036510/,2016-08-26 18:30:00,537948,79683,1483655,388966,10842,1703,134246,827,1364,2101286 31 | 160389977329803,ATTN:,left,160389977329803_1079636055405186,"Our schools should teach people basic life skills again. 32 | 33 | Like ATTN: on Facebook.",,video,https://www.facebook.com/attn/videos/1079636055405186/,2016-06-27 11:04:00,394719,25978,1675584,372699,15400,1620,1048,3621,331,2096281 34 | 341163402640457,NowThis,left,341163402640457_1097051240384999,This mobile shower is giving the homeless a place to wash with dignity,"This Man Turned A $5,000 Truck Into A Mobile Shower For The Ho...",video,https://www.facebook.com/NowThisNews/videos/1097051240384999/,2016-07-01 10:30:00,902630,22645,1160280,783630,106054,12266,469,166,45,2085555 35 | 341163402640457,NowThis,left,341163402640457_1211089428981179,This 7-month-old baby has a rare form of dwarfism that makes him the size of a newborn,Baby Boy Has Rare Form Of Dwarfism,video,https://www.facebook.com/NowThisNews/videos/1211089428981179/,2016-10-31 13:15:01,1116317,126864,827726,782155,296672,29976,802,6623,81,2070907 36 | 354522044588660,Upworthy,left,354522044588660_967446766629515,"A bunch of skeletons kiss, hug, and dance in front of a crowd ... to make an excellent point about love. Also, it's not scary, we promise.",,video,https://www.facebook.com/Upworthy/videos/967446766629515/,2015-03-02 11:00:00,552190,30918,1460579,552190,0,0,0,0,0,2043687 37 | 15704546335,Fox News,right,15704546335_10154593929716336,"In an incredible show of support, a high school football team in California places orange roses at the feet of a cheerleader who is battling leukemia. Orange is the color of leukemia awareness.",,video,https://www.facebook.com/FoxNews/videos/10154593929716336/,2016-09-08 08:04:39,1226224,32195,738990,1006868,205722,10909,394,2287,44,1997409 38 | 341163402640457,NowThis,left,341163402640457_1306796656077122,This woman creates masterpieces by finger painting,This Professional Finger Painter Creates Masterpieces,video,https://www.facebook.com/NowThisNews/videos/1306796656077122/,2017-01-19 11:15:00,904135,47902,894512,762484,84129,56050,1237,169,65,1846549 39 | 341163402640457,NowThis,left,341163402640457_1654340428188178,This woman is alive today because her dog died protecting her,Hero Dog Is Killed Protecting Her Family,video,https://www.facebook.com/NowThisNews/videos/1654340428188178/,2015-12-21 18:00:01,799984,61965,929350,799984,0,0,0,0,0,1791299 40 | 346937065399354,Occupy Democrats,left,346937065399354_1178118032281249,"This is really thought-provoking. 41 | 42 | Shared by Occupy Democrats, like our page for more.",White Audience Left Speechless By BRILLIANT Question About Race,video,https://www.facebook.com/OccupyDemocrats/videos/1178118032281249/,2016-07-08 07:10:00,505966,32090,1231518,439103,45465,17727,892,2001,778,1769574 43 | 341163402640457,NowThis,left,341163402640457_538911576286382,"From robots to medicine to space travel, 2015 was a huge year for science and technology (via NowThis Future)",2015 Was An Amazing Year For Science And Technology,video,https://www.facebook.com/NowThisNews/videos/538911576286382/,2015-12-23 23:00:00,626234,17964,1121897,626234,0,0,0,0,0,1766095 44 | 341163402640457,NowThis,left,341163402640457_1287690954654359,"It doesn't get more ""relationship goals"" than Barack and Michelle Obama #NowThis2016",President Obama Has Always Been Obsessed With Michelle,video,https://www.facebook.com/NowThisNews/videos/1287690954654359/,2016-12-30 16:02:18,943071,47839,736979,688784,246092,1301,5606,786,502,1727889 45 | 114517875225866,The Other 98%,left,114517875225866_1449157778428529,Incredible!,"The next time someone says ""girls can't do that"" - Watch This!",video,https://www.facebook.com/TheOther98/videos/1449157778428529/,2016-09-08 21:00:00,647116,41273,1037260,528616,61890,55089,1309,145,67,1725649 46 | 341163402640457,NowThis,left,341163402640457_1220631778026944,Protests are erupting across the country after Donald J. Trump's shocking victory,Protests Erupt Across America After Donald Trump's Victory,video,https://www.facebook.com/NowThisNews/videos/1220631778026944/,2016-11-09 10:18:36,464002,154465,1074239,352417,28295,20165,11618,34665,16842,1692706 47 | 160389977329803,ATTN:,left,160389977329803_1141941135841344,"Dads and moms deserve more time off with their kids. -- Nev Schulman 48 | 49 | Like ATTN: on Facebook.",,video,https://www.facebook.com/attn/videos/1141941135841344/,2016-09-22 10:21:00,505396,24767,1151892,458790,42808,2913,435,198,252,1682055 50 | 346937065399354,Occupy Democrats,left,346937065399354_1206887309404321,"Everyone who's voting for Trump should see this video before it's too late. 51 | 52 | Video by Occupy Democrats, LIKE our page for more.",Trump Vs. Trump: Proof He's A Con,video,https://www.facebook.com/OccupyDemocrats/videos/1206887309404321/,2016-08-10 19:20:26,312002,55040,1301678,226944,3948,7957,54002,2068,17083,1668720 53 | 346937065399354,Occupy Democrats,left,346937065399354_980143042078750,"The look on Trump's face is priceless. 54 | 55 | VIdeo by Occupy Democrats, LIKE our page for more!",That moment when Obama DESTROYS Donald Trump,video,https://www.facebook.com/OccupyDemocrats/videos/980143042078750/,2015-10-21 10:20:01,605563,61686,990160,605563,0,0,0,0,0,1657409 56 | 341163402640457,NowThis,left,341163402640457_989718984496110,Dogs and kids growing up together — this is what the world needs right now ❤️ (via our friends from The Dodo),Kids Growing Up With Dogs,video,https://www.facebook.com/NowThisNews/videos/989718984496110/,2016-11-29 15:15:00,560542,83387,999300,435338,115819,834,8342,143,66,1643229 57 | 354522044588660,Upworthy,left,354522044588660_969921939715331,Mason Wartman abandoned his life on Wall Street to start a pizza shop. Everything was normal until a customer gave Mason an idea that's garnered national attention.,,video,https://www.facebook.com/Upworthy/videos/969921939715331/,2015-03-04 15:00:01,537210,28040,1052202,537210,0,0,0,0,0,1617452 58 | 346937065399354,Occupy Democrats,left,346937065399354_1163410920418627,"ZING! 59 | 60 | Video from The Tonight Show Starring Jimmy Fallon/NBC Universal. 61 | Shared by Occupy Democrats, LIKE our page for more!",Pres. Obama's Thank You Note on The Tonight Show,video,https://www.facebook.com/OccupyDemocrats/videos/1163410920418627/,2016-06-17 18:30:00,627629,33950,944181,492653,55663,509,78161,128,515,1605760 62 | 341163402640457,NowThis,left,341163402640457_1080103675413089,Footage shows a police officer tasing this teenager until he went into cardiac arrest,Missouri Teen Tased Into A Coma,video,https://www.facebook.com/NowThisNews/videos/1080103675413089/,2016-06-08 16:27:30,402713,112210,1062848,190356,1369,6820,639,40755,162774,1577771 63 | 346937065399354,Occupy Democrats,left,346937065399354_1315508435208874,"This is a must-watch; and must-share. 64 | 65 | Credit: Tess Rafferty. 66 | Video shared by Occupy Democrats, LIKE our page for more!",What EVERYONE who voted for Trump NEEDS TO HEAR,video,https://www.facebook.com/OccupyDemocrats/videos/1315508435208874/,2016-11-19 16:47:00,475909,107639,932847,360222,81734,17314,8839,2085,5715,1516395 67 | 341163402640457,NowThis,left,341163402640457_1051220808301376,This 2-year-old blind girl can finally see her mother for the first time,Blind Girl Sees Mom For First Time,video,https://www.facebook.com/NowThisNews/videos/1051220808301376/,2016-04-28 10:00:37,844796,25222,625372,673864,140267,3141,408,27017,59,1495390 68 | 341163402640457,NowThis,left,341163402640457_1011360202287437,This restaurant is actually a soup kitchen for the homeless in disguise,Restaurant-style soup kitchen allows homeless to dine with dig...,video,https://www.facebook.com/NowThisNews/videos/1011360202287437/,2016-03-11 11:30:00,558477,13708,904255,497075,57119,3913,177,173,20,1476440 69 | 433261566868387,Liberty Writers,right,433261566868387_508380339356509,"Mike Pence knows that America is one nation under GOD. 70 | God has blessed this nation and we will always be a nation of prayer. 71 | Can Pence get an ""Amen""?",PENCE NATION OF PRAYERS,video,https://www.facebook.com/LibertyWriters/videos/508380339356509/,2016-08-06 20:00:00,390902,60506,1007812,362619,26251,757,476,262,537,1459220 72 | 341163402640457,NowThis,left,341163402640457_1217308774949980,This man found an unlikely best friend in his pet squirrel,This Squirrel Is A Man's Best Friend,video,https://www.facebook.com/NowThisNews/videos/1217308774949980/,2016-02-03 01:00:00,590554,96199,740039,590554,0,0,0,0,0,1426792 73 | 369527829841639,Groopspeak,left,369527829841639_1098360616958353,"The Governor of Washington just declared Donald Trump an enemy of the United States.This is powerful. 74 | 75 | (y) (y) (y) our page at Groopspeak for more - and SHARE!",,video,https://www.facebook.com/groopspeak/videos/1098360616958353/,2017-01-28 23:58:48,671942,161937,591134,443784,202998,6834,3308,4395,10623,1425013 76 | 160389977329803,ATTN:,left,160389977329803_1176873649014759,"We should burn our garbage like Sweden does. 77 | 78 | Like ATTN: on Facebook.",,video,https://www.facebook.com/attn/videos/1176873649014759/,2016-10-31 10:21:00,173468,10961,1230106,154902,8288,9258,239,451,330,1414535 79 | 160389977329803,ATTN:,left,160389977329803_999088470126612,"Japan's school lunches put America to shame. 80 | 81 | Read about how school lunches around the world compare to America's: http://attn.link/1SXSHno 82 | 83 | Like ATTN: on Facebook.",,video,https://www.facebook.com/attn/videos/999088470126612/,2016-02-18 19:34:01,341126,13828,1008999,341126,0,0,0,0,0,1363953 84 | 346937065399354,Occupy Democrats,left,346937065399354_1165382656888120,"BOOM! And there you have it! 85 | 86 | Shared by Occupy Democrats, LIKE our page for more!",Native Woman's Epic Shutdown of Racist,video,https://www.facebook.com/OccupyDemocrats/videos/1165382656888120/,2016-06-21 07:01:00,601491,39734,713974,500384,69311,25040,5676,348,732,1355199 87 | 20324257234,The Raw Story,left,20324257234_10154965853917235,Meryl Streep just took down Donald Trump at the Golden Globes and she never once mentioned his name.,Meryl Streep just took down Donald Trump and never once mentio...,video,https://www.facebook.com/TheRawStory/videos/10154965853917235/,2017-01-08 22:35:04,538007,43461,759874,402643,124201,2861,4122,1042,3138,1341342 88 | 160389977329803,ATTN:,left,160389977329803_1009495832419209,"Unlike Americans, Europeans don't view recess as a waste of time. 89 | 90 | Like ATTN: on Facebook. 91 | 92 | For a full look at SBS's Dateline program referenced in our video, here is a link to ""Kids Gone Wild,"" about Denmark's forest kindergartens: http://www.sbs.com.au/news/dateline/story/kids-gone-wild",,video,https://www.facebook.com/attn/videos/1009495832419209/,2016-03-08 10:06:00,314611,13295,1004733,303183,9378,1495,151,280,124,1332639 93 | 341163402640457,NowThis,left,341163402640457_869132213176904,An NFL player locked himself in a hot car to send a really powerful message,,video,https://www.facebook.com/NowThisNews/videos/869132213176904/,2015-07-19 11:54:36,275077,9796,1027752,275077,0,0,0,0,0,1312625 94 | 341163402640457,NowThis,left,341163402640457_1595140350503052,"When a family saved this whale from a fishing net she was tangled up in, she thanked them in the most amazing way 🐋💕 (via Dodo Impact)",Family Dives Off Boat To Save Tangled Whale,video,https://www.facebook.com/NowThisNews/videos/1595140350503052/,2017-03-01 03:45:00,720562,28133,558056,494997,205759,17774,706,1217,104,1306751 95 | 341163402640457,NowThis,left,341163402640457_1167280666695389,This boy grew his hair for two years so he could donate it to a girl with cancer,This boy grew his hair out for two years to donate to a girl w...,video,https://www.facebook.com/NowThisNews/videos/1167280666695389/,2016-09-18 10:30:00,722008,26622,552572,555033,156137,9101,567,1128,42,1301202 96 | 160389977329803,ATTN:,left,160389977329803_965107443524715,"Women are brilliantly standing up to breast-feed shaming. 97 | 98 | Read a powerful example right here: http://attn.link/1QsHz2Z 99 | 100 | Like ATTN: on Facebook.",,video,https://www.facebook.com/attn/videos/965107443524715/,2015-12-16 10:03:00,367148,21591,906057,367148,0,0,0,0,0,1294796 101 | 346937065399354,Occupy Democrats,left,346937065399354_1256175014475550,"Harry Reid just told Republicans the truth to their faces in the Senate. 102 | 103 | Video shared by Occupy Democrats, LIKE our page for more!",Harry Reid Tells Republicans You Created Trump By Obstructing ...,video,https://www.facebook.com/OccupyDemocrats/videos/1256175014475550/,2016-09-29 16:01:38,387557,36821,853157,338671,25838,5485,2519,10526,4518,1277535 104 | 341163402640457,NowThis,left,341163402640457_1007415792680054,"These genius ""Seabins"" vacuum garbage and pollution right out of the ocean (via NowThis Future)",The Seabin Can Clean Up The Ocean,video,https://www.facebook.com/NowThisNews/videos/1007415792680054/,2015-12-31 14:30:00,528402,12316,728789,528402,0,0,0,0,0,1269507 105 | -------------------------------------------------------------------------------- /output/top-50-posts-music.csv: -------------------------------------------------------------------------------- 1 | page_id,page_name,political_category,status_id,status_message,link_name,status_type,status_link,status_published,num_reactions,num_comments,num_shares,num_likes,num_loves,num_wows,num_hahas,num_sads,num_angrys,total_engagement 2 | 80256732576,InfoWars,right,80256732576_10153756655242577,"An Indiana sheriff says he would ignore orders issued by President Obama calling for gun confiscation. 3 | 4 | Read the full article: http://www.infowars.com/indiana-sheriff-to-obama-i-will-disregard-executive-order-calling-for-gun-confiscation/",Indiana Sheriff to Obama: I Will Disregard Executive Order Calling for Gun Confiscation,music,https://audioboom.com/boos/3696052-indiana-sheriff-to-obama-i-will-disregard-executive-order-calling-for-gun-confiscation,2015-10-16 14:10:46,482,35,206,482,0,0,0,0,0,723 5 | 475549362567960,Conservative Review,right,475549362567960_991009211021970,You have got to HEAR Daniel Bongino completely dismantle the lies spewed by Hillary last night!,Debunking Hillary Lies During the Debate,music,http://traffic.libsyn.com/renegaderepublican/Debunking_Hillary_Lies_During_the_Debate_.mp3,2016-10-10 10:34:37,362,8,114,332,20,7,2,0,1,484 6 | 80256732576,InfoWars,right,80256732576_10153742646582577,"Residents, community leaders want to ""Defend Roseburg – Deny Barack Obama"" 7 | 8 | Read more: http://www.infowars.com/roseburg-or-residents-to-protest-against-obamas-grandstanding-visit-following-shooting/",Oregon Residents To Protest Obama's Roseburg Visit,music,https://audioboom.com/boos/3670232-oregon-residents-to-protest-obama-s-roseburg-visit,2015-10-09 10:34:02,283,40,98,283,0,0,0,0,0,421 9 | 475549362567960,Conservative Review,right,475549362567960_993128904143334,Why isn't this a BIG DEAL?!,Wikileaks exposes media collusion to elect Hillary Clinton Ep44,music,http://traffic.libsyn.com/thebuzzcr/Wikileaks_exposes_media_collusion_to_elect_Hillary_Clinton_Ep_44.mp3,2016-10-12 13:07:56,160,16,66,112,0,10,1,0,37,242 10 | 80256732576,InfoWars,right,80256732576_10153913748672577,,Infowars Nightly News,music,https://audioboom.com/boos/4019739-texas-governor-challenges-obama-on-gun-control-come-and-take-it,2016-01-05 18:02:29,201,8,0,201,0,0,0,0,0,209 11 | 475549362567960,Conservative Review,right,475549362567960_985219158267642,Daniel Bongino nails it: Liberals are a bunch of HYPOCRITES when it comes to the TAX issue.,Liberals Are Frauds on Trump's Taxes,music,http://traffic.libsyn.com/renegaderepublican/Liberals_Are_Frauds_on_Trumps_Taxes.mp3,2016-10-03 14:28:50,154,4,28,146,4,0,4,0,0,186 12 | 475549362567960,Conservative Review,right,475549362567960_1017786978344193,Some are split over Comey's notice to Congress. The CFC debates what should have happened...,Was Comey right to inform Congress about the Weiner emails? -ep 28,music,http://traffic.libsyn.com/capitolfightclub/CFC20episode202820final20.mp3,2016-11-05 16:30:00,121,40,9,112,5,0,3,0,1,170 13 | 80256732576,InfoWars,right,80256732576_10153918528742577,,Infowars Nightly News,music,https://audioboom.com/boos/4028826-americans-critical-of-government-can-lose-gun-rights-due-to-executive-order,2016-01-08 02:56:37,101,28,0,101,0,0,0,0,0,129 14 | 475549362567960,Conservative Review,right,475549362567960_982813068508251,"Liberals are the worst, because they prey on the weak to their own advantage. 15 | 16 | Listen to Daniel Bongino tell it like it is.",Why Liberals Really Suck,music,http://traffic.libsyn.com/renegaderepublican/Why_Liberals_Really_Suck.mp3,2016-09-30 17:13:20,85,5,37,82,3,0,0,0,0,127 17 | 475549362567960,Conservative Review,right,475549362567960_987039334752291,"How nice it must be for Hillary to have the DOJ and the New York Times blocking downfield for her. 18 | via Deneen Borelli",New York Times and DOJ Promote and Protect Hillary Clinton Ep 43,music,http://traffic.libsyn.com/thebuzzcr/New_York_Times_and_DOJ_Promote_and_Protect_Hillary_Clinton_Ep_43.mp3,2016-10-05 16:33:00,86,6,20,49,0,3,0,0,34,112 19 | 80256732576,InfoWars,right,80256732576_10154203379347577,,Infowars Nightly News,music,https://audioboom.com/boos/4492470-venezuela-declares-2-day-workweek-because-of-energy-shortages,2016-04-28 15:11:20,103,6,0,84,1,2,4,11,1,109 20 | 142868065759441,The Revolution,right,142868065759441_1114119218634316,Most people don't really know that nuclear waste is buried all over the St. Louis ...,Crickets Echo From Washington As St. Louis Is About To Become A Nuclear Waste Disaster » Daily headlines,music,http://dailyheadlines.net/2015/11/crickets-echo-from-washington-as-st-louis-is-about-to-become-a-nuclear-waste-disaster/,2015-11-06 04:12:01,62,0,46,62,0,0,0,0,0,108 21 | 475549362567960,Conservative Review,right,475549362567960_1022888411167383,Even Daniel Bongino is still in a little bit of shock over #ElectionNight.,What the Heck Just Happened!,music,http://traffic.libsyn.com/renegaderepublican/What_the_Heck_Just_Happened.mp3,2016-11-09 15:00:01,91,6,6,87,3,1,0,0,0,103 22 | 475549362567960,Conservative Review,right,475549362567960_992124717577086,"The definition of insanity is doing the same thing over and over again, expecting a different result. 23 | via Daniel Horowitz",Conservatives voting blindly for the GOP is the definition of INSANITY Ep 64,music,http://traffic.libsyn.com/conservativeconscience/Conservatives_voting_blindly_for_the_GOP_is_the_definition_of_INSANITY_Ep_64.mp3,2016-10-11 14:31:31,60,18,16,53,0,0,1,1,5,94 24 | 475549362567960,Conservative Review,right,475549362567960_1022928067830084,"Republicans won across the board, but with those victories come a lot of challenges as well as opportunities for conservatives. 25 | via Daniel Horowitz","The Outcome, Opportunities, and Challenges of the Big Win",music,http://traffic.libsyn.com/conservativeconscience/The_Outcome_Opportunities_and_Challenges_of_the_Big_Win_Ep_70.mp3,2016-11-09 19:00:00,82,4,8,77,5,0,0,0,0,94 26 | 80256732576,InfoWars,right,80256732576_10153813104827577,,Infowars Nightly News,music,https://audioboom.com/boos/3819804-copyright-laws-could-outlaw-linking-to-websites,2015-11-17 17:39:40,83,3,0,83,0,0,0,0,0,86 27 | 142868065759441,The Revolution,right,142868065759441_1113961868650051,Most people don't really know that nuclear waste is buried all over the St. Louis ...,Crickets Echo From Washington As St. Louis Is About To Become A Nuclear Waste Disaster » Daily headlines,music,http://dailyheadlines.net/2015/11/crickets-echo-from-washington-as-st-louis-is-about-to-become-a-nuclear-waste-disaster/,2015-11-05 21:12:01,36,1,21,36,0,0,0,0,0,58 28 | 475549362567960,Conservative Review,right,475549362567960_1017756388347252,Daniel Horowitz sets the stage for Tuesday.,"Tying up Loose Ends Before the Election: Courts, Obamacare, and the Future Ep 69",music,http://traffic.libsyn.com/conservativeconscience/Tying_up_Loose_Ends_Before_the_Election_Courts_Obamacare_and_the_Future_Ep_69.mp3,2016-11-05 18:30:00,31,3,13,31,0,0,0,0,0,47 29 | 126313621603,Prison Planet.TV,right,126313621603_10153264113981604,Bernie Sanders Was A Bum Who Didn't Earn A Steady Paycheck Until He Was 40 Years Old - http://bit.ly/1oyVTvO,Bernie Sanders Was A Bum Who Didn't Earn A Steady Paycheck Until He Was 40 Years Old,music,https://audioboom.com/boos/4196061-bernie-sanders-was-a-bum-who-didn-t-earn-a-steady-paycheck-until-he-was-40-years-old,2016-02-21 08:01:03,38,2,7,38,0,0,0,0,0,47 30 | 229633827099583,Victoria Jackson,right,229633827099583_1075005062562451,"http://www.lifelessonsradio.org/Mediafiles/2015-12-29.mp3 31 | 32 | MUST HEAR AUDIO SERMON",Why Christians Suffer....,music,http://www.lifelessonsradio.org/Mediafiles/2015-12-29.mp3,2016-02-23 00:09:24,33,3,6,33,0,0,0,0,0,42 33 | 126313621603,Prison Planet.TV,right,126313621603_10153047296876604,"Why has Barack Obama airdropped 50 tons of ammunition into areas that ""moderate rebels"" in Syria supposedly control? 34 | 35 | Read more: http://www.infowars.com/is-barack-obama-actually-trying-to-start-world-war-iii/",Is Barack Obama Actually TRYING To Start World War III?,music,https://audioboom.com/boos/3686446-is-barack-obama-actually-trying-to-start-world-war-iii,2015-10-14 11:56:45,20,1,19,20,0,0,0,0,0,40 36 | 475549362567960,Conservative Review,right,475549362567960_1021537387969152,PREVIEW of Tonight ... Daniel Bongino walks us through his thoughts on how today will play out.,Election Predictions And Analysis,music,http://traffic.libsyn.com/renegaderepublican/Election_Predictions_And_Economic_Analysis.mp3,2016-11-08 13:22:33,31,0,7,29,2,0,0,0,0,38 37 | 186457858051439,Latino Rebels,left,186457858051439_1244950902202124,Tonight's #LatinoRebelsRadio,Our Little Podcast Tribute to Juan Gabriel,music,https://audioboom.com/boos/4985312-our-little-podcast-tribute-to-juan-gabriel,2016-08-28 23:36:36,35,0,3,26,3,0,0,6,0,38 38 | 126313621603,Prison Planet.TV,right,126313621603_10153185669751604,"Psychologists could diagnose conservatives, libertarians with ""Oppositional Defiant Disorder in adults"" 39 | 40 | Read more: http://www.infowars.com/americans-critical-of-government-can-lose-gun-rights-due-to-executive-order/",Americans Critical Of Government Can Lose Gun Rights Due To Executive Order,music,https://audioboom.com/boos/4028826-americans-critical-of-government-can-lose-gun-rights-due-to-executive-order,2016-01-07 17:34:03,18,2,14,18,0,0,0,0,0,34 41 | 186457858051439,Latino Rebels,left,186457858051439_1251238741573340,"Here is tonight's #LatinoRebelsRadio show. We spoke with Marco ""Taco Trucks on Every Corner"" Gutierrez.",Taco Trucks on Every Corner?,music,https://audioboom.com/boos/5011039-taco-trucks-on-every-corner,2016-09-04 22:26:02,16,13,4,16,0,0,0,0,0,33 42 | 142868065759441,The Revolution,right,142868065759441_1117764428269795,"While this case is set in a small town in south central Missouri, the tenants ...",TPN Media Exclusive: Judicial Overreach In The Case Of Child Custody And Parental Rights » Daily headlines,music,http://dailyheadlines.net/2015/11/tpn-media-exclusive-judicial-overreach-in-the-case-of-child-custody-and-parental-rights/,2015-11-11 21:12:02,22,1,8,22,0,0,0,0,0,31 43 | 126313621603,Prison Planet.TV,right,126313621603_10153123222301604,"What would you do if the power grid went down and never came back up? 44 | 45 | Read more: http://www.infowars.com/electromagnetic-pulse-one-day-we-will-wake-up-in-an-america-without-electricity-and-society-will-totally-break-down/",Electromagnetic Pulse: America Is Not Ready,music,https://audioboom.com/boos/3904012-electromagnetic-pulse-america-is-not-ready,2015-12-04 01:00:03,17,4,10,17,0,0,0,0,0,31 46 | 186457858051439,Latino Rebels,left,186457858051439_1141779065852642,New In The Thick is now playing: Is #TedCruz downplaying his Latino identity,#7: Is Ted Cruz Downplaying His Latino Identity?,music,http://po.st/qa53fg,2016-04-06 17:11:58,14,7,6,13,0,0,1,0,0,27 47 | 475549362567960,Conservative Review,right,475549362567960_981765275279697,"Steve Deace has a pretty interesting idea for starting a new country... 48 | 49 | You've GOT to hear this.",Ep. 41: If Steve could start any country...,music,http://traffic.libsyn.com/countercultural/CC_9.29_final.mp3,2016-09-29 11:18:58,16,1,9,16,0,0,0,0,0,26 50 | 475549362567960,Conservative Review,right,475549362567960_981347411988150,Who won the Debate? Well it depends on who you believe...,Hostra Debate Recap - Ep 23,music,http://traffic.libsyn.com/capitolfightclub/CFC20episode202320final20-2093A273A162C201.2220PM.mp3,2016-09-29 08:00:01,15,9,2,11,1,1,0,0,2,26 51 | 126313621603,Prison Planet.TV,right,126313621603_10153052764391604,"Captain America started out by taking on Nazis and defending freedom, now, however, Marvel has him siding with Democrats in Washington and beating up on conservatives who quote the US Constitution. 52 | 53 | Read the full article: http://www.infowars.com/new-villains-in-captain-america-comic-are-opponents-of-illegal-immigration/",Villains In New Captain America Comic Are Opponents Of Illegal Immigration,music,https://audioboom.com/boos/3700480-villains-in-new-captain-america-comic-are-opponents-of-illegal-immigrationCaptain,2015-10-18 10:35:02,16,2,8,16,0,0,0,0,0,26 54 | 126313621603,Prison Planet.TV,right,126313621603_10153180924866604,"Governor invokes revolutionary battle cry in defense of Texans' Second Amendment rights 55 | 56 | Read the full article: http://www.infowars.com/texas-governor-challenges-obama-on-gun-control-come-and-take-it/",Texas Governor Challenges Obama on Gun Control: 'Come and Take It',music,https://audioboom.com/boos/4019739-texas-governor-challenges-obama-on-gun-control-come-and-take-it,2016-01-04 21:08:03,17,1,6,17,0,0,0,0,0,24 57 | 475549362567960,Conservative Review,right,475549362567960_993870817402476,What now for Team Trump?,Where does Trump go from here? Ep 25,music,http://traffic.libsyn.com/capitolfightclub/CFC20episode2025.mp3,2016-10-13 08:35:03,16,7,0,14,0,2,0,0,0,23 58 | 126313621603,Prison Planet.TV,right,126313621603_10153025849931604,"The purge of culture thanks to ""political correctness"" 59 | 60 | Read more: http://www.infowars.com/school-goes-into-lockdown-after-student-displays-confederate-flag-on-backpack/",School goes into lockdown after student displays Confederate flag on backpack,music,https://audioboom.com/boos/3638809-school-goes-into-lockdown-after-student-displays-confederate-flag-on-backpack,2015-09-30 16:54:17,10,0,7,10,0,0,0,0,0,17 61 | 126313621603,Prison Planet.TV,right,126313621603_10153129849136604,"You can be more powerful than the government. 62 | 63 | Learn more: http://www.infowars.com/what-they-dont-want-you-to-know-about-jury-nullification/",What They Don't Want You To Know About Jury Nullification,music,https://audioboom.com/boos/3917724-what-they-don-t-want-you-to-know-about-jury-nullification,2015-12-08 08:00:11,10,1,5,10,0,0,0,0,0,16 64 | 126313621603,Prison Planet.TV,right,126313621603_10153049290376604,"Arming its 200 ""special agents"" to fight ""environmental crime"" 65 | 66 | Read more: http://www.infowars.com/epa-spends-millions-on-military-style-weapons-watchdog-group-reports/",EPA Spends Millions on Military-style Weapons,music,https://audioboom.com/boos/3696109-epa-spends-millions-on-military-style-weapons,2015-10-15 17:56:23,7,1,7,7,0,0,0,0,0,15 67 | 186457858051439,Latino Rebels,left,186457858051439_1408828475814365,This week's #LatinoRebelsRadio now playing. #Ecuador,Ecuador's Struggle for Environmental Rights,music,https://audioboom.com/posts/5571845-ecuador-s-struggle-for-environmental-rights,2017-02-04 14:37:25,9,1,4,9,0,0,0,0,0,14 68 | 126313621603,Prison Planet.TV,right,126313621603_10153051228846604,"""Why is it that we have background checks for guns but not background checks for ammunition? It makes no sense."" 69 | 70 | Read more: http://www.infowars.com/ammo-control-picks-up-steam-among-democrats-aiming-to-limit-gun-access/",'Ammo Control' Picks Up Steam Among Democrats Aiming To Limit Gun Access,music,https://audioboom.com/boos/3700804-ammo-control-picks-up-steam-among-democrats-aiming-to-limit-gun-access,2015-10-17 08:33:04,8,3,2,8,0,0,0,0,0,13 71 | 126313621603,Prison Planet.TV,right,126313621603_10153027637866604,"The US Environmental Protection Agency warned against the danger posed to plant life by ""sunny days"" Tuesday in a highly criticized post on Twitter. 72 | 73 | Read the full article: http://www.infowars.com/obamas-epa-warns-sunlight-dangerous-to-plants/",Obama's EPA Warns Sunlight Dangerous to Plants,music,https://audioboom.com/boos/3643283-obama-s-epa-warns-sunlight-dangerous-to-plants,2015-10-01 23:30:03,9,0,4,9,0,0,0,0,0,13 74 | 171190156249770,Tea Party Tribune,right,171190156249770_1055597934475650,"If Trump makes this a referendum on the past eight years, he'll be our next POTUS, Tea Party movement co-founder and Tea Party Community Michael Johns told WIOD yesterday: 75 | 76 | http://media.ccomrcdn.com/media/station_content/1175/2016/08/mp3/default/national_tea_party_movement_co_0_1470148393.mp3",National Tea Party Movement Co 0 1470148393,music,http://media.ccomrcdn.com/media/station_content/1175/2016/08/mp3/default/national_tea_party_movement_co_0_1470148393.mp3,2016-08-03 11:35:06,7,2,3,7,0,0,0,0,0,12 77 | 126313621603,Prison Planet.TV,right,126313621603_10153079352806604,"Administration remains tight-lipped on cause of disaster 78 | 79 | Read the full article: http://www.infowars.com/source-obama-fears-muslim-brotherhood-link-to-downing-of-russian-airliner/",Source: Obama Fears Muslim Brotherhood Link to Downing of Russian Airliner,music,https://audioboom.com/boos/3781189-source-obama-fears-muslim-brotherhood-link-to-downing-of-russian-airliner,2015-11-05 23:30:03,8,1,3,8,0,0,0,0,0,12 80 | 126313621603,Prison Planet.TV,right,126313621603_10153036628131604,"News icon calls on President & Hillary to relinquish Secret Service protection. 81 | 82 | Read the full article: http://www.infowars.com/matt-drudge-challenges-obama-give-up-your-guns/ 83 | 84 | Watch the FULL interview here: https://www.youtube.com/watch?v=hxbvYWKhX48",#DisarmObama: Matt Drudge Challenges Obama 'Give Up Your Guns',music,https://audioboom.com/boos/3665675-disarmobama-matt-drudge-challenges-obama-give-up-your-guns,2015-10-07 20:00:05,8,0,4,8,0,0,0,0,0,12 85 | 186457858051439,Latino Rebels,left,186457858051439_1161931130504102,No live #LatinoRebelsRadio tonight bc of Mothers' Day so we are running a 2014 rebroadcast of our most popular show ever.,A Mexican Flag on the Lawn (2014 REBROADCAST),music,https://audioboom.com/boos/4538263-a-mexican-flag-on-the-lawn-2014-rebroadcast,2016-05-08 16:38:11,8,0,3,8,0,0,0,0,0,11 86 | 126313621603,Prison Planet.TV,right,126313621603_10153131267496604,"Says ""micro"" and ""mini"" efforts to destroy 2nd Amendment not working 87 | 88 | Read the full article: http://www.infowars.com/huffington-post-calls-for-government-to-seize-all-firearms/",Huffington Post Calls For Government To Seize All Firearms,music,https://audioboom.com/boos/3922469-huffington-post-calls-for-government-to-seize-all-firearms?t=0,2015-12-09 07:06:04,8,2,1,8,0,0,0,0,0,11 89 | 126313621603,Prison Planet.TV,right,126313621603_10153049780421604,"An Indiana sheriff says he would ignore orders issued by President Obama calling for gun confiscation. 90 | 91 | Read the full article: http://www.infowars.com/indiana-sheriff-to-obama-i-will-disregard-executive-order-calling-for-gun-confiscation/",Indiana Sheriff to Obama: I Will Disregard Executive Order Calling for Gun Confiscation,music,https://audioboom.com/boos/3696052-indiana-sheriff-to-obama-i-will-disregard-executive-order-calling-for-gun-confiscation,2015-10-16 06:00:03,8,1,2,8,0,0,0,0,0,11 92 | 186457858051439,Latino Rebels,left,186457858051439_1445080398855839,#LatinoRebelsRadio this week!,"A Convo With John Leguizamo and Our First SXSW Clips (Van Jones, Wagner Moura, Alice Braga)",music,https://audioboom.com/posts/5700416-a-convo-with-john-leguizamo-and-our-first-sxsw-clips-van-jones-wagner-moura-alice-braga,2017-03-12 23:18:40,9,0,1,8,1,0,0,0,0,10 93 | 186457858051439,Latino Rebels,left,186457858051439_1402694609761085,Tonight's #LatinoRebelsRadio is now playing on audioBoom: Trump's Immigration Ban and Our First Sundance Report,Trump's Immigration Ban and Our First Sundance Report,music,https://audioboom.com/posts/5548518-trump-s-immigration-ban-and-our-first-sundance-report,2017-01-29 23:29:20,9,0,1,9,0,0,0,0,0,10 94 | 186457858051439,Latino Rebels,left,186457858051439_1265786123451935,Why Is the US Afraid of Immigrants?,#30: Why Is the US Afraid of Immigrants?,music,http://traffic.libsyn.com/futuromedia/ITT_30.mp3,2016-09-21 18:50:40,9,1,0,9,0,0,0,0,0,10 95 | 126313621603,Prison Planet.TV,right,126313621603_10153061571621604,"Carried out at Planned Parenthood health centers in Houston, Dallas and San Antonio",Texas Raids Several Planned Parenthood Facilities,music,https://audioboom.com/boos/3728956-texas-raids-several-planned-parenthood-facilities,2015-10-24 10:00:21,8,1,1,8,0,0,0,0,0,10 96 | 186457858051439,Latino Rebels,left,186457858051439_1451480058215873,Here is our latest #LatinoRebelsRadio with special guest Residente now playing! #SXSW,Residente at SXSW,music,https://audioboom.com/posts/5725491-residente-at-sxsw,2017-03-19 21:48:00,5,0,4,4,1,0,0,0,0,9 97 | -------------------------------------------------------------------------------- /output/top-50-posts-photo.csv: -------------------------------------------------------------------------------- 1 | page_id,page_name,political_category,status_id,status_message,link_name,status_type,status_link,status_published,num_reactions,num_comments,num_shares,num_likes,num_loves,num_wows,num_hahas,num_sads,num_angrys,total_engagement 2 | 289189664545158,Bradlee Dean,right,289189664545158_761535460643907,"SEE SOMETHING WRONG WITH PICTURE? ME TOO! STATS MAY VARY, YET THE POINT IS MADE. 3 | 4 | www.sonsoflibertymedia.com",Timeline Photos,photo,https://www.facebook.com/BradleeDeanSOL/photos/a.292070200923771.1073741828.289189664545158/761535460643907/?type=3,2016-01-14 09:35:59,124343,10968,2811735,124343,0,0,0,0,0,2947046 5 | 389658314427637,Right Wing News,right,389658314427637_1058193677574094,,Timeline Photos,photo,https://www.facebook.com/OfficialRightWingNews/photos/a.401034789956656.90394.389658314427637/1058193677574094/?type=3,2015-04-24 00:00:01,214699,4597,2457892,214699,0,0,0,0,0,2677188 6 | 221573484697614,Conservative Post,right,221573484697614_519921734862786,,Timeline Photos,photo,https://www.facebook.com/heyconservativepost/photos/a.221677061353923.1073741827.221573484697614/519921734862786/?type=3,2015-11-13 07:14:01,200101,13453,2191620,200101,0,0,0,0,0,2405174 7 | 221573484697614,Conservative Post,right,221573484697614_430976777090616,,Timeline Photos,photo,https://www.facebook.com/heyconservativepost/photos/a.221677061353923.1073741827.221573484697614/430976777090616/?type=3,2015-05-11 07:00:01,298905,26827,2054158,298905,0,0,0,0,0,2379890 8 | 1557469237907508,Patriot Journal,right,1557469237907508_1622105871443844,,Timeline Photos,photo,https://www.facebook.com/PatriotJournal/photos/a.1570906669897098.1073741828.1557469237907508/1622105871443844/?type=3,2016-04-21 09:30:00,166812,12978,1991444,161829,1960,191,128,148,2556,2171234 9 | 346937065399354,Occupy Democrats,left,346937065399354_877981962294859,"Oh, and he also saved the auto industry, stabilized the housing market, and oversaw the expansion of marriage equality to the entire nation. 10 | 11 | Image by Occupy Democrats, LIKE our page for more!",Timeline Photos,photo,https://www.facebook.com/OccupyDemocrats/photos/a.347907068635687.81180.346937065399354/877981962294859/?type=3,2015-07-02 10:30:01,1012538,60446,1065660,1012538,0,0,0,0,0,2138644 12 | 221573484697614,Conservative Post,right,221573484697614_495104447344515,,Timeline Photos,photo,https://www.facebook.com/heyconservativepost/photos/a.221677061353923.1073741827.221573484697614/495104447344515/?type=3,2015-09-06 06:57:58,273089,76302,1786111,273089,0,0,0,0,0,2135502 13 | 389658314427637,Right Wing News,right,389658314427637_1061425277250934,,Timeline Photos,photo,https://www.facebook.com/OfficialRightWingNews/photos/a.401034789956656.90394.389658314427637/1061425277250934/?type=3,2015-04-26 23:00:01,794282,16054,1316378,794282,0,0,0,0,0,2126714 14 | 184859785026060,Faith Family America,right,184859785026060_477647949080574,,Timeline Photos,photo,https://www.facebook.com/faithfamilyamerica/photos/a.186576908187681.1073741828.184859785026060/477647949080574/?type=3,2015-06-06 14:00:23,157493,5167,1925500,157493,0,0,0,0,0,2088160 15 | 513813158657249,Mad World News,right,513813158657249_1198343146870910,,Timeline Photos,photo,https://www.facebook.com/MadWorldNewsCorp/photos/a.513849865320245.1073741828.513813158657249/1198343146870910/?type=3,2016-10-06 00:00:25,67209,3865,1961861,62853,1483,114,32,322,2405,2032935 16 | 221573484697614,Conservative Post,right,221573484697614_524201487768144,,Timeline Photos,photo,https://www.facebook.com/heyconservativepost/photos/a.221677061353923.1073741827.221573484697614/524201487768144/?type=3,2015-11-24 08:32:01,219695,9841,1770005,219695,0,0,0,0,0,1999541 17 | 346937065399354,Occupy Democrats,left,346937065399354_998888616870859,"They deserve our full support in this difficult time. #jesuisparis 18 | 19 | Image by Occupy Democrats please ""like"" our page for more.",Timeline Photos,photo,https://www.facebook.com/OccupyDemocrats/photos/a.347907068635687.81180.346937065399354/998888616870859/?type=3,2015-11-14 00:17:38,548970,5620,1324966,548970,0,0,0,0,0,1879556 20 | 114364638621903,ForAmerica,right,114364638621903_890023284389364,Christian country singer Carrie Underwood is under attack by atheist groups for singing about God and being a Christian. We stand with Carrie!,Timeline Photos,photo,https://www.facebook.com/ForAmerica/photos/a.119506304774403.17273.114364638621903/890023284389364/?type=3,2015-01-11 19:00:00,1640002,41597,146726,1640002,0,0,0,0,0,1828325 21 | 17108852506,AlterNet,left,17108852506_10152878531972507,Proud to be an ally?,Timeline Photos,photo,https://www.facebook.com/AlterNetNews/photos/a.206928327506.133239.17108852506/10152878531972507/?type=3,2015-05-07 05:00:01,402698,6789,1353289,402698,0,0,0,0,0,1762776 22 | 22067606728,Allen West,right,22067606728_10153397195966729,"On this 70th anniversary of the liberation of Auschwitz, we must never forget, and must together lock arms to vow NEVER AGAIN.",Timeline Photos,photo,https://www.facebook.com/AllenBWest/photos/a.424759776728.200909.22067606728/10153397195966729/?type=3,2015-01-27 21:09:19,389819,38689,1320780,389819,0,0,0,0,0,1749288 23 | 389658314427637,Right Wing News,right,389658314427637_956582867735176,,Timeline Photos,photo,https://www.facebook.com/OfficialRightWingNews/photos/a.401034789956656.90394.389658314427637/956582867735176/?type=3,2015-01-19 00:00:01,1574971,14683,154409,1574971,0,0,0,0,0,1744063 24 | 169204449790211,Conservative News Today,right,169204449790211_890889424288373,Conservative News Today,Timeline Photos,photo,https://www.facebook.com/ConservativeNewsToday/photos/a.183567061687283.37146.169204449790211/890889424288373/?type=3,2015-03-09 14:46:23,132465,1322,1524272,132465,0,0,0,0,0,1658059 25 | 135665053303678,Eagle Rising,right,135665053303678_325562570980591,"Please LORD - Save the USA. 26 | www.eaglerising.com",Timeline Photos,photo,https://www.facebook.com/theEagleisRising/photos/a.142656825937834.1073741830.135665053303678/325562570980591/?type=3,2015-01-02 16:00:01,194009,9676,1404623,194009,0,0,0,0,0,1608308 27 | 625416194262163,Patriotic Folks,right,625416194262163_673493416121107,Can I get an AMEN?,Timeline Photos,photo,https://www.facebook.com/patrioticfolks/photos/a.628065323997250.1073741828.625416194262163/673493416121107/?type=3,2015-07-31 16:02:52,178504,34278,1359210,178504,0,0,0,0,0,1571992 28 | 184859785026060,Faith Family America,right,184859785026060_693799864132047,,Timeline Photos,photo,https://www.facebook.com/faithfamilyamerica/photos/a.186576908187681.1073741828.184859785026060/693799864132047/?type=3,2016-09-09 13:30:00,308685,7967,1169424,290574,13410,166,103,3799,633,1486076 29 | 15704546335,Fox News,right,15704546335_10154481813316336,"Chris Kyle's hometown of Odessa, Texas unveiled this memorial statue of the American Sniper. http://bit.ly/2ard1QX",Timeline Photos,photo,https://www.facebook.com/FoxNews/photos/a.184044921335.134777.15704546335/10154481813316336/?type=3,2016-07-28 17:06:25,1192233,17535,227270,1070419,113469,6719,388,1028,210,1437038 30 | 387740238090754,Yes I'm Right,right,387740238090754_424031594461618,"Back when I was a kid, spanking was how you got set straight! 31 | 32 | For more conservative news, head over to www.yesimright.com",Timeline Photos,photo,https://www.facebook.com/yesiamright/photos/a.390904674440977.1073741828.387740238090754/424031594461618/?type=3,2015-10-28 10:15:00,176866,8434,1249879,176866,0,0,0,0,0,1435179 33 | 1557469237907508,Patriot Journal,right,1557469237907508_1696623380658759,,Timeline Photos,photo,https://www.facebook.com/PatriotJournal/photos/a.1570906669897098.1073741828.1557469237907508/1696623380658759/?type=3,2016-08-31 13:37:01,303678,6715,1115139,278767,23810,797,97,154,53,1425532 34 | 160389977329803,ATTN:,left,160389977329803_840004966034964,"Do you agree with Anne? Let us know: http://bit.ly/1FLmcoh 35 | 36 | LIKE ATTN: on Facebook to stand up for LGBT rights!",Timeline Photos,photo,https://www.facebook.com/attn/photos/a.196549437047190.41358.160389977329803/840004966034964/?type=3,2015-03-26 02:30:00,1003531,12865,394119,1003531,0,0,0,0,0,1410515 37 | 346937065399354,Occupy Democrats,left,346937065399354_844186619007727,Every American should support this.,Mobile Uploads,photo,https://www.facebook.com/OccupyDemocrats/photos/a.517901514969574.1073741825.346937065399354/844186619007727/?type=3,2015-05-17 17:26:40,201466,12876,1185837,201466,0,0,0,0,0,1400179 38 | 389658314427637,Right Wing News,right,389658314427637_1071049499621845,,Timeline Photos,photo,https://www.facebook.com/OfficialRightWingNews/photos/a.401034789956656.90394.389658314427637/1071049499621845/?type=3,2015-05-04 23:00:00,299215,8302,1079668,299215,0,0,0,0,0,1387185 39 | 43179984254,Daily Kos,left,43179984254_10154136688499255,Yep.,Timeline Photos,photo,https://www.facebook.com/dailykos/photos/a.416444264254.190398.43179984254/10154136688499255/?type=3,2016-03-26 15:00:00,409653,18532,954343,389348,14442,644,4021,694,490,1382528 40 | 389658314427637,Right Wing News,right,389658314427637_957502224309907,,Timeline Photos,photo,https://www.facebook.com/OfficialRightWingNews/photos/a.401034789956656.90394.389658314427637/957502224309907/?type=3,2015-01-20 00:00:00,172218,2832,1179796,172218,0,0,0,0,0,1354846 41 | 311190048935167,100 Percent FED Up,right,311190048935167_1203665123020984,100percentfedup.com,Timeline Photos,photo,https://www.facebook.com/100PercentFEDUp/photos/a.330374477016724.83603.311190048935167/1203665123020984/?type=3,2016-12-03 14:30:00,103890,11273,1239304,86321,641,705,1995,2939,11289,1354467 42 | 112723252096438,The Political Insider,right,112723252096438_898263610209061,Don't let the door hit you on the way OUT!,Timeline Photos,photo,https://www.facebook.com/ThePoliticalInsider/photos/a.498948690140557.1073741825.112723252096438/898263610209061/?type=3,2015-06-09 12:33:36,161742,47200,1144610,161742,0,0,0,0,0,1353552 43 | 221573484697614,Conservative Post,right,221573484697614_612710792250546,,Timeline Photos,photo,https://www.facebook.com/heyconservativepost/photos/a.221677061353923.1073741827.221573484697614/612710792250546/?type=3,2016-06-24 07:02:01,115825,3779,1228476,111735,966,96,70,154,2804,1348080 44 | 330201017032791,National Liberty Federation,right,330201017032791_1019235298129356,,Timeline Photos,photo,https://www.facebook.com/libertyheadquarters/photos/a.451425028243722.130624.330201017032791/1019235298129356/?type=3,2015-09-13 15:15:00,92146,5882,1225353,92146,0,0,0,0,0,1323381 45 | 114517875225866,The Other 98%,left,114517875225866_1431486223529018,Our EpiPen petition is going viral: bit.ly/StopEpiPen,Timeline Photos,photo,https://www.facebook.com/TheOther98/photos/a.115969958413991.17486.114517875225866/1431486223529018/?type=3,2016-08-25 15:45:00,281585,11561,991394,223554,4098,2152,240,2247,49294,1284540 46 | 169204449790211,Conservative News Today,right,169204449790211_908643029179679,,Timeline Photos,photo,https://www.facebook.com/ConservativeNewsToday/photos/a.183567061687283.37146.169204449790211/908643029179679/?type=3,2015-04-09 19:00:00,189920,7578,1073042,189920,0,0,0,0,0,1270540 47 | 124538510989702,2nd Amendment,right,124538510989702_880517848725094,Do you agree?,Timeline Photos,photo,https://www.facebook.com/2ndAmendmentSupporters/photos/a.180057538771132.33801.124538510989702/880517848725094/?type=3,2016-03-29 16:23:53,205371,6962,1055320,198779,4390,279,1728,63,132,1267653 48 | 133961323610549,Donald Trump For President,right,133961323610549_433373560335989,#maga,Timeline Photos,photo,https://www.facebook.com/DonaldTrump4President/photos/a.135704630102885.1073741829.133961323610549/433373560335989/?type=3,2016-11-03 18:12:19,187685,6636,1070781,177624,8623,201,1000,53,184,1265102 49 | 1119554641443403,Conservative Patriots,right,1119554641443403_1129184703813730,,Timeline Photos,photo,https://www.facebook.com/ConsPatriots/photos/a.1122328227832711.1073741828.1119554641443403/1129184703813730/?type=3,2016-06-07 06:25:01,72600,10328,1172344,69591,1980,71,25,210,723,1255272 50 | 389658314427637,Right Wing News,right,389658314427637_1244404442286349,,Timeline Photos,photo,https://www.facebook.com/OfficialRightWingNews/photos/a.401034789956656.90394.389658314427637/1244404442286349/?type=3,2015-09-23 23:00:01,394277,8600,841410,394277,0,0,0,0,0,1244287 51 | 389658314427637,Right Wing News,right,389658314427637_1067891653270963,,Timeline Photos,photo,https://www.facebook.com/OfficialRightWingNews/photos/a.401034789956656.90394.389658314427637/1067891653270963/?type=3,2015-05-02 00:00:01,313188,9218,919776,313188,0,0,0,0,0,1242182 52 | 24674986856,Michael Moore,left,24674986856_10153182868471857,"Today I went & stood in front of Trump Tower & held a sign until the police came. Then I went home & wrote Donald a letter. Here it is: 53 | 54 | Dear Donald Trump: 55 | 56 | You may remember (you do, after all, have a ""perfect memory!""), that we met back in November of 1998 in the green room of a talk show where we were both scheduled to appear one afternoon. But just before going on, I was pulled aside by a producer from the show who said that you were ""nervous"" about being on the set with me. She said you didn't want to be ""ripped apart"" and you wanted to be reassured I wouldn't ""go after you."" 57 | 58 | ""Does he think I'm going to tackle him and put him in a choke hold?"" I asked, bewildered. 59 | 60 | ""No,"" the producer replied, ""he just seems all jittery about you."" 61 | 62 | ""Huh. I've never met the guy. There's no reason for him to be scared,"" I said. ""I really don't know much about him other than he seems to like his name on stuff. I'll talk to him if you want me to."" 63 | 64 | And so, as you may remember, I did. I went up and introduced myself to you. ""The producer says you're worried I might say or do something to you during the show. Hey, no offense, but I barely know who you are. I'm from Michigan. Please don't worry -- we're gonna get along just fine!"" 65 | 66 | You seemed relieved, then leaned in and said to me, ""I just didn't want any trouble out there and I just wanted to make sure that, you know, you and I got along. That you weren't going to pick on me for something ridiculous."" 67 | 68 | ""Pick on"" you? I thought, where are we, in 3rd grade? I was struck by how you, a self-described tough guy from Queens, seemed like such a fraidey-cat. 69 | 70 | You and I went on to do the show. Nothing untoward happened between us. I didn't pull on your hair, didn't put gum on your seat. ""What a wuss,"" was all I remember thinking as I left the set. 71 | 72 | And now, here we are in 2015 and, like many other angry white guys, you are frightened by a bogeyman who is out to get you. That bogeyman, in your mind, are all Muslims. Not just the ones who have killed, but ALL MUSLIMS. 73 | 74 | Fortunately, Donald, you and your supporters no longer look like what America actually is today. We are not a country of angry white guys. Here's a statistic that is going to make your hair spin: Eighty-one percent of the electorate who will pick the president next year are either female, people of color, or young people between the ages of 18 and 35. In other words, not you. And not the people who want you leading their country. 75 | 76 | So, in desperation and insanity, you call for a ban on all Muslims entering this country. I was raised to believe that we are all each other's brother and sister, regardless of race, creed or color. That means if you want to ban Muslims, you are first going to have to ban me. And everyone else. 77 | 78 | We are all Muslim. 79 | 80 | Just as we are all Mexican, we are all Catholic and Jewish and white and black and every shade in between. We are all children of God (or nature or whatever you believe in), part of the human family, and nothing you say or do can change that fact one iota. If you don't like living by these American rules, then you need to go to the time-out room in any one of your Towers, sit there, and think about what you've said. 81 | 82 | And then leave the rest of us alone so we can elect a real president who is both compassionate and strong -- at least strong enough not to be all whiny and scared of some guy in a ballcap from Michigan sitting next to him on a talk show couch. You're not so tough, Donny, and I'm glad I got to see the real you up close and personal all those years ago. 83 | 84 | We are all Muslim. Deal with it. 85 | 86 | All my best, 87 | Michael Moore 88 | 89 | P.S. I'm asking everyone who reads this letter to go here (http://michaelmoore.com/weareallmuslim), and sign the following statement: ""WE ARE ALL MUSLIM"" -- and then post a photo of yourself holding a homemade sign saying ""WE ARE ALL MUSLIM"" on Twitter, Facebook, or Instagram using the hashtag #WeAreAllMuslim. I will post all the photos on my site and send them to you, Mr. Trump. Feel free to join us. 90 | 91 | P.P.S. - To sign my statement for #WeAreAllMuslim, go here on my website: http://michaelmoore.com/weareallmuslim",Timeline Photos,photo,https://www.facebook.com/mmflint/photos/a.10150288227701857.331023.24674986856/10153182868471857/?type=3,2015-12-16 21:24:22,797413,50097,386199,797413,0,0,0,0,0,1233709 92 | 346937065399354,Occupy Democrats,left,346937065399354_980090048750716,"What a wonderful idea! Would your city leaders consider this? 93 | 94 | Read more here: http://bit.ly/1hUJ3DM 95 | Image by Occupy Democrats, LIKE our page for more!",Timeline Photos,photo,https://www.facebook.com/OccupyDemocrats/photos/a.347907068635687.81180.346937065399354/980090048750716/?type=3,2015-10-20 20:45:01,203395,5494,992965,203395,0,0,0,0,0,1201854 96 | 440106476051475,Freedom Daily,right,440106476051475_937745322954252,"ALERT: Raymond Devere Johnson was a Signalman on LST - 218 in World War Two. He was wondering if any of his Shipmates are still around...PLEASE share this, in hopes that he might have a reunion with any of them !!! 97 | Freedom Daily",Mobile Uploads,photo,https://www.facebook.com/FreedomDailyNews/photos/a.571165216278933.1073741830.440106476051475/937745322954252/?type=3,2015-06-10 22:31:06,43619,3459,1150674,43619,0,0,0,0,0,1197752 98 | 114517875225866,The Other 98%,left,114517875225866_1473470415997265,,Timeline Photos,photo,https://www.facebook.com/TheOther98/photos/a.115969958413991.17486.114517875225866/1473470415997265/?type=3,2016-09-28 17:30:00,78317,6009,1110599,72267,5282,639,102,12,15,1194925 99 | 15139936162,Steven Crowder,right,15139936162_10153598129081163,"Hey Obama! Priorities much? 100 | www.LouderWithCrowder.com",Timeline Photos,photo,https://www.facebook.com/stevencrowderofficial/photos/a.10152464900576163.1073741825.15139936162/10153598129081163/?type=3,2015-10-29 13:30:00,251400,24680,901184,251400,0,0,0,0,0,1177264 101 | 389658314427637,Right Wing News,right,389658314427637_1180185968708197,,Timeline Photos,photo,https://www.facebook.com/OfficialRightWingNews/photos/a.401034789956656.90394.389658314427637/1180185968708197/?type=3,2015-07-29 23:00:00,288032,24986,862835,288032,0,0,0,0,0,1175853 102 | 440106476051475,Freedom Daily,right,440106476051475_976704815724969,"Do you think we need to cut off their government assistance? 103 | 104 | Like our page for more great posts! 105 | www.facebook.com/briankolfage",Mobile Uploads,photo,https://www.facebook.com/FreedomDailyNews/photos/a.571165216278933.1073741830.440106476051475/976704815724969/?type=3,2015-08-19 15:38:32,129398,6050,1038751,129398,0,0,0,0,0,1174199 106 | 389658314427637,Right Wing News,right,389658314427637_1022130384513757,,Timeline Photos,photo,https://www.facebook.com/OfficialRightWingNews/photos/a.401034789956656.90394.389658314427637/1022130384513757/?type=3,2015-03-23 02:00:01,443135,8978,717735,443135,0,0,0,0,0,1169848 107 | 346937065399354,Occupy Democrats,left,346937065399354_1219223038170748,We couldn't agree more!,Timeline Photos,photo,https://www.facebook.com/OccupyDemocrats/photos/a.347907068635687.81180.346937065399354/1219223038170748/?type=3,2016-08-24 09:29:42,286125,15446,867018,257985,24196,759,2864,86,235,1168589 108 | 221573484697614,Conservative Post,right,221573484697614_453000811554879,,Timeline Photos,photo,https://www.facebook.com/heyconservativepost/photos/a.221677061353923.1073741827.221573484697614/453000811554879/?type=3,2015-06-19 09:32:35,954467,10401,176074,954467,0,0,0,0,0,1140942 109 | 15704546335,Fox News,right,15704546335_10153909569721336,"Powerful Photo: Four-year-old Prestyn requested something different for Christmas this year. After learning about a baby who is on life support, he asked Santa to kneel and pray for a miracle. http://bit.ly/1I6QswJ",Timeline Photos,photo,https://www.facebook.com/FoxNews/photos/a.184044921335.134777.15704546335/10153909569721336/?type=3,2015-12-15 12:29:31,629926,20360,478496,629926,0,0,0,0,0,1128782 110 | -------------------------------------------------------------------------------- /output/top-50-posts-link.csv: -------------------------------------------------------------------------------- 1 | page_id,page_name,political_category,status_id,status_message,link_name,status_type,status_link,status_published,num_reactions,num_comments,num_shares,num_likes,num_loves,num_wows,num_hahas,num_sads,num_angrys,total_engagement 2 | 179035672287016,American News,right,179035672287016_878637648993478,"Kanye West is finally leaving. 3 | Thank the lord. We don't want him anyway. 4 | Can we get 5,000 'LIKES' to have Kanye leave for good!",Kanye West OFFICIALLY Leaving The Country After Donald Trump Is Elected,link,http://americannews.com/kanye-west-to-leave-the-country-because-america-is-too-racist/,2016-11-09 20:00:00,795137,88422,91517,724645,31567,927,37354,307,337,975076 5 | 114364638621903,ForAmerica,right,114364638621903_957561337635558,One mom actually did something when she found out her son joined the Baltimore riots… she forcibly removed him!,Mom of the Year?,link,http://www.foramerica.org/2015/04/baltimore-mom-of-the-year/,2015-04-28 19:00:02,718396,29220,32848,718396,0,0,0,0,0,780464 6 | 179035672287016,American News,right,179035672287016_879257232264853,"Wow, he is a true hero. Let's show him our support. 7 | 8 | Can we get 30,000 'LIKES' for this wounded vet?",Inspiring Wounded War Veteran Opened A Business For The Sole Purpose Of Employing Other Vets,link,http://americannews.com/inspiring-wounded-war-veteran-opened-a-business-for-the-sole-purpose-of-employing-other-vets/,2016-11-10 22:00:00,529848,13593,172283,495663,27690,930,166,5300,99,715724 9 | 15704546335,Fox News,right,15704546335_10154688417966336,Tim Tebow put his hand over the man and prayed until he regained consciousness.,Tim Tebow Prays Over Fan Who Appears to Have a Seizure,link,http://www.foxnews.com/sports/2016/10/11/tim-tebow-reportedly-resuscitates-fan-suffering-from-seizure.html,2016-10-12 06:43:40,507018,12616,139775,415608,85142,5442,569,208,49,659409 10 | 15704546335,Fox News,right,15704546335_10154387325996336,"Rodney Sumter Jr., who was shot three times in the Orlando attack, shared a photo on Instagram with the caption: ""My high school quarterback left the Bahamas to come and see me. [Tim Tebow] has always been an awesome person.""",PHOTO: Tim Tebow Visits Ex-Teammate Wounded in Orlando Attack,link,http://insider.foxnews.com/2016/06/22/photo-tebow-visits-ex-teammate-who-was-shot-orlando-terror-attack,2016-06-22 13:04:08,551235,8250,71426,506217,41593,3032,170,201,22,630911 11 | 114517875225866,The Other 98%,left,114517875225866_1674480069229631,This.,Pope Francis: You cannot reject refugees and call yourself a Christian,link,http://usuncut.com/news/pope-francis-cannot-reject-refugees-call-christian/,2017-01-28 15:42:37,352350,11448,241862,310696,34497,677,776,4998,706,605660 12 | 179035672287016,American News,right,179035672287016_878909868966256,"Rosie O'Donnell's worst nightmare just came to fruition. 13 | 14 | Good riddance, get her out of the country asap. 15 | 16 | Can we get 20,000 'LIKES' to get Rosie out now!",Rosie O'Donnell Leaving The Country for Good… She's Never Coming Back,link,http://americannews.com/rosie-odonnell-leaving-the-country-for-good-shes-never-coming-back/,2016-11-10 10:15:00,478315,67959,48686,438825,14717,564,23253,411,545,594960 17 | 179035672287016,American News,right,179035672287016_800821746775069,"Firefighters Told To Remove American Flags From Their Trucks, So They Do THIS Instead 18 | 19 | If they want to fly their flags, let them fly their flags! 20 | 21 | Can we get 150,000 'LIKES' for our firefighters!","Firefighters Told To Remove American Flags From Their Trucks, So They Do THIS Instead",link,http://americannews.com/firefighters-told-to-remove-american-flags-from-their-trucks-so-they-do-this-instead/,2016-06-04 08:00:00,432159,28649,128425,397906,28505,1124,2941,258,1425,589233 22 | 15704546335,Fox News,right,15704546335_10153057341066336,"A group of middle school basketball players walked off the court during a game when they heard bullying coming from the stands directed at cheerleader, Desiree Andrews, who has Down syndrome.",Players Leave Court Mid-Game to Confront Bully of Cheerleader with Down Syndrome,link,http://www.foxnews.com/us/2015/03/12/players-leave-court-mid-game-to-confront-bully-cheerleader-with-down-syndrome/,2015-03-12 19:38:41,490594,11831,71915,490594,0,0,0,0,0,574340 23 | 15704546335,Fox News,right,15704546335_10154589855556336,"""If any of my players sit on the bench for the national anthem, they will sit there the rest of the game,"" Team USA's Coach John Tortorella is reported as saying.",Team USA Hockey Coach: Stand For The Anthem Or 'Sit On The Bench',link,http://insider.foxnews.com/2016/09/06/team-usa-hockey-coach-john-tortorella-stand-national-anthem-unlike-kaepernick-or-sit,2016-09-06 19:30:00,392497,14441,131238,345054,45133,631,1258,66,355,538176 24 | 69813760388,Sean Hannity,right,69813760388_10157856229030389,,Here's The List Of 16 Celebrities Who Will Be Leaving The United States Today,link,http://www.hannity.com/articles/hanpr-election-493995/heres-the-list-of-16-celebrities-15283184/,2016-11-09 09:14:25,333083,93705,104101,264574,18643,848,48310,411,297,530889 25 | 146422995398181,Addicting Info,left,146422995398181_1053507178023087,Sir Richard Branson just told new parents at his company to take a year off to get to know their children - with full pay.,Richard Branson Gives Employees Year Of Paid Leave So They Can Watch Their Newborns Grow Up,link,http://www.addictinginfo.org/2015/06/09/richard-branson-gives-employees-year-of-paid-leave-so-they-can-watch-their-newborns-grow-up/,2015-06-09 20:45:01,442595,12629,68299,442595,0,0,0,0,0,523523 26 | 15704546335,Fox News,right,15704546335_10154844086541336,"Mark Wahlberg says it's high time celebrities recognize that no one between the coasts cares what they think about President-elect Donald J. Trump. 27 | 28 | Do you agree?",Mark Wahlberg: 'Hollywood is Living in a Bubble' And Stars Shouldn't Talk Politics,link,http://www.foxnews.com/entertainment/2016/12/01/mark-wahlberg-hollywood-is-living-in-bubble-and-stars-shouldnt-talk-politics.html,2016-12-02 00:45:00,460673,16417,37767,424366,30435,471,5140,55,206,514857 29 | 15704546335,Fox News,right,15704546335_10155018015311336,"Steve Harvey is defending his decision to meet with President-elect Donald J. Trump, saying ""the only way we can heal the divide in this country is through conversation.""",Steve Harvey Was 'Hurt' by Backlash Following Trump Meeting,link,http://www.foxnews.com/entertainment/2017/01/19/steve-harvey-was-hurt-by-backlash-following-trump-meeting.html,2017-01-19 22:04:30,429407,17783,34621,393148,30424,702,474,3989,670,481811 30 | 15704546335,Fox News,right,15704546335_10155054445301336,FedEx is backing the driver in Iowa who stopped flag-burning protesters from desecrating American flags.,FedEx Backs Driver Seen in Viral Video Saving Old Glory,link,http://www.foxnews.com/us/2017/01/28/fedex-backs-driver-seen-in-viral-video-saving-old-glory-from-being-torched.html,2017-01-28 12:25:00,418912,16362,44564,371059,46487,530,645,41,150,479838 31 | 223008867858902,American Action News,right,223008867858902_524293897730396,Do you support Donald Trump? Let him know here.,Support Donald Trump 2016 | American Action News,link,http://americanactionnews.com/calls-to-action/support-donald-trump-2016,2015-12-18 08:00:01,367860,84616,26216,367860,0,0,0,0,0,478692 32 | 15704546335,Fox News,right,15704546335_10154386721291336,"After Joshua saw the restaurant manager shake an officer's hand and thank him for his service, the little boy decided he wanted to say ""thank you"" in his own way.",Powerful Photo Shows Little Boy Praying With Police Officers,link,http://insider.foxnews.com/2016/06/22/little-boy-prays-florida-police-officers-st-petersburg-bob-evans-powerful-photo,2016-06-23 04:00:00,391707,7576,79056,341231,48314,1905,168,70,19,478339 33 | 15704546335,Fox News,right,15704546335_10154757149006336,Meet Asher!,Georgia Boy with Down Syndrome to be Featured in OshKosh Holiday Ads,link,http://www.foxnews.com/health/2016/11/01/georgia-boy-with-down-syndrome-to-be-featured-in-oshkosh-holiday-ads.html,2016-11-03 01:45:00,421606,7208,47041,343211,77179,362,778,25,51,475855 34 | 15704546335,Fox News,right,15704546335_10153828628141336,"Do you agree with Candace Cameron Bure on the Starbucks ""red cup"" controversy?",Candace Cameron Bure: There's No 'Starbucks War on Christmas',link,http://insider.foxnews.com/2015/11/11/candace-cameron-bure-defends-starbucks-new-holiday-cup-design,2015-11-11 19:20:00,418239,12299,39607,418239,0,0,0,0,0,470145 35 | 15704546335,Fox News,right,15704546335_10154855171496336,It was the first time in NFL history that a quarterback threw for less than five yards and was sacked five times in a game. (CC: Colin Kaepernick),Kaepernick Benched After Historically Bad Performance,link,http://insider.foxnews.com/2016/12/05/colin-kaepernick-benched-after-historically-bad-performance-49ers-loss-bears,2016-12-05 09:43:12,328407,41324,65225,204279,14938,2784,105734,371,301,434956 36 | 95475020353,Breitbart,right,95475020353_10158051502820354,The Doctor is In!,Ben Carson Says He'll Help Trump Find a Replacement to Obamacare,link,http://trib.al/gGropRX,2016-11-09 17:18:26,327201,9870,89420,299084,25842,462,1416,126,271,426491 37 | 15704546335,Fox News,right,15704546335_10154049451986336,What do you think of this law?,North Carolina Is Now Drug Testing Welfare Recipients and Applicants,link,http://insider.foxnews.com/2016/02/11/north-carolina-now-drug-testing-welfare-recipients-and-applicants,2016-02-11 18:30:01,350726,25251,37266,350726,0,0,0,0,0,413243 38 | 273864989376427,MSNBC,left,273864989376427_887600914669495,"""I myself am a Buddhist, not a Christian. But I cannot help but think that if Christ ran a public establishment, it would be open to all, and He would be the last to refuse service to anyone. It is, simply put, the most un-Christian of notions."" 39 | 40 | - George Takei",George Takei: Boycott Indiana,link,http://on.msnbc.com/1F9dYU5,2015-03-30 08:00:46,316864,15935,67882,316864,0,0,0,0,0,400681 41 | 15704546335,Fox News,right,15704546335_10154409375611336,Deputies say the hero had a valid concealed weapons permit and will not be facing charges.,Concealed Carrier Shuts Down Active Shooter at SC Nightclub,link,http://insider.foxnews.com/2016/06/30/concealed-carrier-shuts-down-active-shooter-lyman-south-carolina-nightclub,2016-06-30 20:43:12,199596,3975,196740,187684,10764,505,597,16,30,400311 42 | 354522044588660,Upworthy,left,354522044588660_1115245268516330,Humor: An essential parenting survival skill. - Laura Willard,15 hilarious parenting comics that are almost too real.,link,http://u.pw/1jQC3Jl,2015-10-19 16:45:01,219896,10092,166870,219896,0,0,0,0,0,396858 43 | 354522044588660,Upworthy,left,354522044588660_1241990925841763,This is the art of fatherhood. - Doyin Richards,"Dad and daughter relationships, as explained by 10 paintings.",link,http://u.pw/1Wj20RQ,2016-04-08 19:09:25,255546,15671,124910,226417,27091,171,492,1342,20,396127 44 | 15704546335,Fox News,right,15704546335_10153019628186336,"After a 67-year-long romance, U.S. Navy veteran Floyd Hartwig and his wife Violet took their last breaths together while holding hands.","A ""Notebook"" Ending: Couple Dies Hand-in-Hand After 67-Year-Long Romance",link,http://www.foxnews.com/us/2015/02/27/california-couple-dies-hand-in-hand-after-67-year-long-storybook-romance/,2015-02-27 22:50:01,340791,7600,45306,340791,0,0,0,0,0,393697 45 | 15704546335,Fox News,right,15704546335_10154846479031336,Mike Rowe took aim at students who support burning the flag and express fear at the sight of Old Glory.,"Mike Rowe to Flag-Burning Students: If You Hate America, Don't Accept Federal Aid!",link,http://insider.foxnews.com/2016/12/02/mike-rowe-flag-burning-students-if-you-hate-america-dont-accept-school-loans,2016-12-02 11:01:13,287479,7024,96929,258094,24091,446,4463,92,293,391432 46 | 142868065759441,The Revolution,right,142868065759441_890996610946579,I think it's a good idea. What do you think?,Wisconsin Governor Wants To Drug Test Welfare Recipients,link,http://www.freepatriotpost.com/wisconsin-governor-wants-to-drug-test-welfare-recipients-2/,2015-01-23 09:39:40,343139,27695,18159,343139,0,0,0,0,0,388993 47 | 179035672287016,American News,right,179035672287016_710965352427376,"Kurt Russell is under for fire taking an extreme stance against Obama. 48 | He needs our support. 49 | Can we get 310,000 'LIKES' for Kurt Russell?",Actor Kurt Russell Says He Wants Obama Out Of The White House IMMEDIATELY,link,http://americannews.com/actor-kurt-russell-says-he-wants-obama-out-of-the-white-house-immediately/,2015-12-11 05:00:01,316700,14315,55246,316700,0,0,0,0,0,386261 50 | 15704546335,Fox News,right,15704546335_10154727728276336,"After deciding to take an Uber home, she returned to her car the next morning and found quite the surprise.",Woman Receives Surprise After Leaving Car in Bar Parking Lot Overnight,link,http://insider.foxnews.com/2016/10/24/woman-gets-surprise-after-leaving-car-original-joes-restaurant-bar-parking-lot,2016-10-24 10:38:16,360745,2866,22336,330322,24467,5677,252,14,13,385947 51 | 221573484697614,Conservative Post,right,221573484697614_466491956872431,FINALLY...,New Louisiana Law Fines Anyone Wearing Saggy Pants - Do you AGREE with this LAW?,link,http://conservativepost.com/louisiana-town-fining-anyone-with-saggy-pants/,2015-07-07 16:02:00,212824,27414,144257,212824,0,0,0,0,0,384495 52 | 15704546335,Fox News,right,15704546335_10154777197491336,"""It is time for us to come together as one united people."" 53 | 54 | Watch Donald J. Trump's entire victory speech.",Trump Speaks After Election Victory,link,http://insider.foxnews.com/2016/11/09/trump-speaks-after-election-victory-it-time-us-come-together,2016-11-09 04:04:45,329718,7937,40904,283226,39241,445,592,997,5217,378559 55 | 143021112391265,Jacobin Magazine,left,143021112391265_1217276521632380,"""The appearance of Jacobin magazine has been a bright light in dark times."" — Noam Chomsky, a very smart person.",Subscribe | Jacobin,link,http://jacobinmag.com/subscribe/,2015-11-20 17:10:27,360639,1280,890,360639,0,0,0,0,0,362809 56 | 1726840707573399,Conservative Media,right,1726840707573399_1867835493473919,"BARRON FOR THE WIN! 57 | 58 | LET'S GET 1 MILLION 'LIKES' FOR BARRON!!",Barron Trump Just MELTED Our Hearts By Doing This At Signing Ceremony!,link,http://conservativefighters.com/news/barron-trump-just-melted-hearts-signing-ceremony/,2017-01-21 20:04:20,334140,6138,13457,312213,21078,143,466,58,182,353735 59 | 15704546335,Fox News,right,15704546335_10153474003431336,"""It makes absolutely no sense that Marines and Airmen and Sailors and Soldiers who defend our nation are unable to defend themselves – on American soil,"" writes Todd Starnes.",Starnes: Chattanooga Shooting Proves It's Time to Arm our Armed Forces,link,http://www.foxnews.com/opinion/2015/07/16/it-s-time-to-arm-armed-forces.html,2015-07-16 21:00:01,265244,12251,71415,265244,0,0,0,0,0,348910 60 | 179035672287016,American News,right,179035672287016_883102211880355,"Miley Cyrus packing her bags and taking off after trying to take on Donald Trump. 61 | 62 | Say goodbye! Good riddance. 63 | 64 | Can we get 30,000 'LIKES' to have Miley leave the country?",Miley Cyrus To Leave America For Good After Challenging Donald Trump And Losing Big Time,link,http://americannews.com/miley-cyrus-to-leave-america-for-good-after-challenging-donald-trump-and-losing-big-time/,2016-11-18 10:15:00,281407,41721,24202,258279,6834,337,15462,220,275,347330 65 | 179035672287016,American News,right,179035672287016_617486331775279,"Al Sharpton wants Kid Rock's head, but he's refusing to back down. 66 | 67 | He is a true patriot. Let's show him our support. 68 | 69 | Can we get 200,000 'LIKES' for Kid Rock?","Al Sharpton Demands That Kid Rock Ditch The Confederate Flag, So He Does THIS Instead [VIDEO]",link,http://americannews.com/al-sharpton-demands-that-kid-rock-ditch-the-confederate-flag-so-he-does-this-instead-video/,2015-07-11 11:00:01,255640,17014,67365,255640,0,0,0,0,0,340019 70 | 15704546335,Fox News,right,15704546335_10155051503716336,The FedEx driver used a fire extinguisher to break up a flag burning protest.,MUST-SEE VIDEO: FedEx Driver Breaks Up Flag Burning Protest in IA,link,http://insider.foxnews.com/2017/01/27/fedex-driver-saves-flag-burning-protest-iowa,2017-01-27 13:07:27,272552,15951,49179,234821,33827,1715,912,380,897,337682 71 | 15704546335,Fox News,right,15704546335_10153048676636336,"As rescuers rushed to the car, four police officers all say they heard the same thing: a woman calling out, begging for help.",Unexplained Calls for Help Lead Police to Toddler Trapped in Car,link,http://insider.foxnews.com/2015/03/10/unexplained-calls-help-lead-police-toddler-trapped-car,2015-03-10 07:52:46,234613,11345,91171,234613,0,0,0,0,0,337129 72 | 133961323610549,Donald Trump For President,right,133961323610549_490696307937047,Please like and share this since the FAKE NEWS media won't.,Trump's actual crowd as it rained,link,http://redstatewatcher.com/article.asp?id=59044,2017-01-22 15:45:00,202900,6507,123313,186880,12282,2727,762,63,186,332720 73 | 15704546335,Fox News,right,15704546335_10154705573506336,"When the Millikin University football team decided to protest the national anthem by remaining inside the locker room, Connor Brewer chose to stand – alone.",Starnes: The Day A College Football Player Stood Alone To Honor America,link,http://www.foxnews.com/opinion/2016/10/17/day-college-football-player-stood-alone-to-honor-america.html,2016-10-18 04:00:00,267274,14898,48865,227979,32671,4038,156,1515,915,331037 74 | 7642602143,Mother Jones,left,7642602143_10154430448842144,"THIS. 75 | 76 | Pay attention, Donald J. Trump.","Uplifting, heartbreaking, enormous crowds at women's marches around the world",link,http://www.motherjones.com/politics/2017/01/womens-march-trump-updates-2,2017-01-21 14:07:57,265414,6285,58777,219118,40192,4862,586,215,441,330476 77 | 1969250316633715,WD Americans Online,right,1969250316633715_2224193904472687,"CAN KURT RUSSELL GET 5,000 'LIKES?'",Kurt Russell UNLOADS on Celebrities Who Trashed Trump at Golden Globes,link,https://www.truthmonitor.com/2017/01/kurt-russell-unloads-on-celebrities-who-get-political/,2017-01-09 21:22:00,281871,7789,38514,270214,9331,460,1348,114,404,328174 78 | 15704546335,Fox News,right,15704546335_10155057830091336,A new poll shows more American voters support President Donald J. Trump's executive order to temporarily suspend immigration from several Middle Eastern and North African countries than do not.,Poll: Nearly Half of America Voters Support Trump's Immigration Order,link,http://insider.foxnews.com/2017/01/29/poll-nearly-half-america-voters-support-trumps-immigration-order,2017-01-29 15:05:25,264727,23263,35723,244160,15905,1580,1060,540,1482,323713 79 | 179035672287016,American News,right,179035672287016_879248045599105,"I guess it's time to say goodbye, and good riddance. 80 | 81 | 'LIKE' if you support Whoopi leaving the country!",Whoopi Goldberg To Leave Country Following Trump Victory,link,http://americannews.com/whoopi-goldberg-says-she-might-leave-the-country-if-trump-is-elected/,2016-11-10 19:00:00,256036,37681,24027,236617,7367,291,11243,218,300,317744 82 | 69813760388,Sean Hannity,right,69813760388_10157793962330389,Huge.,BREAKING: FBI Has Reopened The Investigation Into Hillary Clinton's Email Server,link,http://www.hannity.com/articles/hanpr-election-493995/breaking-fbi-has-reopened-the-investigation-15249389/,2016-10-28 12:27:19,190069,18611,107726,158477,17256,3216,10531,82,507,316406 83 | 15704546335,Fox News,right,15704546335_10155054677211336,FedEx is backing the driver who intervened in a public protest in Iowa where several people were desecrating and burning American flags.,FedEx Backs Driver Who Saved Flag From Burning at Iowa Protest,link,http://insider.foxnews.com/2017/01/28/fedex-backs-driver-who-saved-flag-burning-iowa-protest,2017-01-28 18:00:00,280207,9132,22219,247519,31729,349,386,72,152,311558 84 | 346937065399354,Occupy Democrats,left,346937065399354_1407951705964546,California is fighting fire with fire.,California Just Threatened To Stop Paying Taxes If Trump Cuts Federal Funding Over Sanctuary City Status,link,http://occupydemocrats.com/2017/01/29/california-just-threatened-stop-paying-taxes-trump-cuts-federal-funding-sanctuary-city-status/,2017-01-28 22:20:00,221330,10396,78039,184468,25319,3711,7347,111,374,309765 85 | 15704546335,Fox News,right,15704546335_10155075989291336,"The Black Rifle Coffee Company, which is veteran owned, responded to Starbucks' refugee pledge and announced their own plan to hire 10,000 veterans.","Coffee Company Takes on Starbucks' Refugee Plan, Pledges to Hire 10,000 Veterans",link,http://www.foxnews.com/food-drink/2017/02/02/coffee-company-takes-on-starbucks-refugee-plan-pledges-to-hire-10000-veterans.html,2017-02-03 16:45:04,247437,11767,44528,211086,32819,550,2544,51,387,303732 86 | -------------------------------------------------------------------------------- /output/fb-page-info-summary.csv: -------------------------------------------------------------------------------- 1 | page_id,political_category,page_name,fan_count 2 | 100434040001314,left,Wonkette,96322 3 | 1014803551921469,right,SourcesNews,59306 4 | 1019871961378419,right,Rare America,2982929 5 | 1035617169863710,right,I DID NOT Vote For Hillary in 2016,36269 6 | 1036253643101134,left,Proud Liberal,510991 7 | 1036841469686059,left,We Are Liberal,1278889 8 | 103971336305218,right,Hot Air,820318 9 | 104037195986,left,Black Agenda Report,23332 10 | 1046400185439764,left,Proud Progressive,915863 11 | 10498053716,right,Media Research Center,1728105 12 | 1059410987429703,right,Trump Revolution,53784 13 | 1061277377271291,right,Knox Report,8256 14 | 106154574485,right,Legal Insurrection,377026 15 | 1065157933581240,right,Proud to Be Deplorable,318937 16 | 106547192707583,right,RedState,533105 17 | 107222359687604,right,American Lens,922 18 | 107606936297999,right,Americon News,37149 19 | 107705785934333,right,The Federalist Papers,2300975 20 | 108038612554992,left,Americans Against the Tea Party,583256 21 | 108247159506719,right,LifeZette,1027656 22 | 1086868394685992,right,Usa News 24/7,7957 23 | 108728919161573,right,Liberty Juice,6900 24 | 1089660871073245,right,Overpasses For America,367821 25 | 1109093812491437,right,CRTV,268868 26 | 1119554641443403,right,Conservative Patriots,594885 27 | 112114435501106,right,Hugh Hewitt,131934 28 | 112415152112864,right,Conservative Lady,459427 29 | 1125333984241125,right,Conservative Fighters,19880 30 | 1126662784108968,right,America Uncensored,69 31 | 112723252096438,right,The Political Insider,3014947 32 | 1129007383778921,right,Heat Street,263470 33 | 114345125931,left,YES! 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644891892279936,right,End The Fed,365486 395 | 645859405473969,right,Barbwire.com,16917 396 | 64639136366,left,Truthdig,242517 397 | 651833651535152,left,Second Nexus,49360 398 | 667824596689766,right,USA Supreme,202599 399 | 689005071241062,right,USA News Studio,108345 400 | 695526053890545,right,Ann Coulter,686489 401 | 69813760388,right,Sean Hannity,3180094 402 | 704811763010803,left,Left Scoop,498243 403 | 706919156150156,right,CSC Media Group US,13465 404 | 729272437222215,left,Justice Writers,204229 405 | 730086470386080,right,Political Illusions Exposed,737 406 | 731244080298286,left,Reverb Press,792957 407 | 735302356547665,right,The American Mirror,117859 408 | 7458504675,left,The Frisky,112826 409 | 749061648443344,right,Liberty Talk FM,10133 410 | 752089438256272,right,USA 24,271222 411 | 762592150466931,left,If You Only News,579218 412 | 7629206115,left,The Nation Magazine,620870 413 | 7642602143,left,Mother Jones,1545183 414 | 767739230029205,right,Daily News 24/7,1045 415 | 768969409823211,right,IOTW Report,783 416 | 769354053132340,right,American Patriot Daily News Network,382506 417 | 776713152468040,left,In Democrats We Trust,641395 418 | 778293698901245,right,Big American News,8059 419 | 799007653446065,right,Liberty Viral,23400 420 | 80256732576,right,InfoWars,795716 421 | 811793512220923,right,The Rebel,138454 422 | 81307324765,left,Countercurrents.org,88264 423 | 822016851270450,right,The Trump Media,63551 424 | 824651571003336,right,SpartaReport,3054 425 | 825897147516847,right,Us viewer,349 426 | 827052560703226,left,Higgins News Network,743 427 | 83865976093,left,Truthout,748762 428 | 85452072376,right,Newsmax,1199572 429 | 870254066367607,right,usdefensewatch.com,1320 430 | 872535699511452,right,The Angry Patriot,1109597 431 | 879232675425585,right,Right Edition Your Conservative Right Wing News Website and Blog,1098 432 | 879307625456770,left,Daily News Bin,71497 433 | 879418882166765,right,Today Politics,242094 434 | 882703445081566,right,Political Ears,70 435 | 8936818385,right,Accuracy in Media,12471 436 | 897023440417172,right,DC Whispers,3712 437 | 903791689730369,right,Excalibur News,38453 438 | 91414372270,right,Foreign Policy Journal,15345 439 | 916120348409972,right,WeaselZippers,4248 440 | 929534787140343,right,World News Politics,2107026 441 | 940295849386709,right,Conservative World Daily,1354663 442 | 9432926737,left,Rewire,110470 443 | 945145548946376,right,Think Right Politics,1591 444 | 946155132159916,right,Insta world news,914 445 | 95475020353,right,Breitbart,3524540 446 | 956112704484286,right,American Update,33825 447 | 961038380624167,left,Jeffrey Dunetz's The Lid Blog,119187 448 | 968877143183195,left,Liberal Mountain,146796 449 | 97464672662,right,Tammy Bruce,89598 450 | 978296472213431,right,The Proud Conservative,741768 451 | 979613892126968,left,Proud Liberals,2413702 452 | 98658495398,left,Talking Points Memo,417009 453 | 993293174040189,right,Pro-America News,298593 454 | -------------------------------------------------------------------------------- /notebooks/03-analyze-whois-registration-dates.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "# Analysis of sites' WHOIS registration dates\n", 8 | "\n", 9 | "The notebook below collects and analyzes the registration dates of the website domains for this project's list of sites.\n", 10 | "\n", 11 | "The first section standardizes the site URLs to generate a list of unique domains, excluding domains belonging to blogging platforms.\n", 12 | "\n", 13 | "The second section aggregates the WHOIS data for those domains by year, month, and political affiliation." 14 | ] 15 | }, 16 | { 17 | "cell_type": "code", 18 | "execution_count": 1, 19 | "metadata": { 20 | "collapsed": true 21 | }, 22 | "outputs": [], 23 | "source": [ 24 | "import pandas as pd\n", 25 | "import re" 26 | ] 27 | }, 28 | { 29 | "cell_type": "markdown", 30 | "metadata": {}, 31 | "source": [ 32 | "## Creating the list of domains" 33 | ] 34 | }, 35 | { 36 | "cell_type": "markdown", 37 | "metadata": {}, 38 | "source": [ 39 | "### Loading the sites and converting URLs to domains" 40 | ] 41 | }, 42 | { 43 | "cell_type": "code", 44 | "execution_count": 2, 45 | "metadata": { 46 | "collapsed": true 47 | }, 48 | "outputs": [], 49 | "source": [ 50 | "def site_to_domain(site):\n", 51 | " if pd.isnull(site): return None\n", 52 | " if re.match(r\"^http\", site):\n", 53 | " site = re.search(\"https?://([^/]+)\", site).group(1)\n", 54 | " site = re.sub(r\"/.*$\", \"\", site)\n", 55 | " return \".\".join(site.split(\".\")[-2:]).lower()" 56 | ] 57 | }, 58 | { 59 | "cell_type": "code", 60 | "execution_count": 3, 61 | "metadata": {}, 62 | "outputs": [ 63 | { 64 | "data": { 65 | "text/plain": [ 66 | "665" 67 | ] 68 | }, 69 | "execution_count": 3, 70 | "metadata": {}, 71 | "output_type": "execute_result" 72 | } 73 | ], 74 | "source": [ 75 | "all_sites = pd.read_csv(\"../data/all-partisan-sites.csv\")\n", 76 | "all_sites[\"site\"] = all_sites[\"site\"].str.strip().str.lower()\n", 77 | "all_sites[\"domain\"] = all_sites[\"site\"].apply(site_to_domain)\n", 78 | "all_domains = all_sites[\"domain\"].dropna().unique()\n", 79 | "len(all_domains)" 80 | ] 81 | }, 82 | { 83 | "cell_type": "markdown", 84 | "metadata": {}, 85 | "source": [ 86 | "### Ignoring three domains from the list that belong to blogging platforms" 87 | ] 88 | }, 89 | { 90 | "cell_type": "code", 91 | "execution_count": 4, 92 | "metadata": { 93 | "collapsed": true 94 | }, 95 | "outputs": [], 96 | "source": [ 97 | "DOMAINS_TO_IGNORE = [\n", 98 | " \"blogspot.com\",\n", 99 | " \"blogspot.ca\",\n", 100 | " \"wordpress.com\",\n", 101 | "]" 102 | ] 103 | }, 104 | { 105 | "cell_type": "code", 106 | "execution_count": 5, 107 | "metadata": {}, 108 | "outputs": [ 109 | { 110 | "data": { 111 | "text/html": [ 112 | "
\n", 113 | "\n", 126 | "\n", 127 | " \n", 128 | " \n", 129 | " \n", 130 | " \n", 131 | " \n", 132 | " \n", 133 | " \n", 134 | " \n", 135 | " \n", 136 | " \n", 137 | " \n", 138 | " \n", 139 | " \n", 140 | " \n", 141 | " \n", 142 | " \n", 143 | " \n", 144 | " \n", 145 | " \n", 146 | " \n", 147 | " \n", 148 | " \n", 149 | " \n", 150 | " \n", 151 | " \n", 152 | " \n", 153 | " \n", 154 | " \n", 155 | " \n", 156 | " \n", 157 | " \n", 158 | " \n", 159 | " \n", 160 | " \n", 161 | " \n", 162 | " \n", 163 | " \n", 164 | " \n", 165 | " \n", 166 | " \n", 167 | "
sitedomainpolitical_category
44threvolutionarywar.wordpress.comwordpress.comleft
144counterinformation.wordpress.comwordpress.comleft
362newzeal.blogspot.comblogspot.comright
492sharpelbowsstl.blogspot.cablogspot.caright
534theimmoralminority.blogspot.cablogspot.caleft
\n", 168 | "
" 169 | ], 170 | "text/plain": [ 171 | " site domain political_category\n", 172 | "4 4threvolutionarywar.wordpress.com wordpress.com left\n", 173 | "144 counterinformation.wordpress.com wordpress.com left\n", 174 | "362 newzeal.blogspot.com blogspot.com right\n", 175 | "492 sharpelbowsstl.blogspot.ca blogspot.ca right\n", 176 | "534 theimmoralminority.blogspot.ca blogspot.ca left" 177 | ] 178 | }, 179 | "execution_count": 5, 180 | "metadata": {}, 181 | "output_type": "execute_result" 182 | } 183 | ], 184 | "source": [ 185 | "all_sites[\n", 186 | " all_sites[\"domain\"].isin(DOMAINS_TO_IGNORE)\n", 187 | "][[ \"site\", \"domain\", \"political_category\" ]]" 188 | ] 189 | }, 190 | { 191 | "cell_type": "markdown", 192 | "metadata": {}, 193 | "source": [ 194 | "### Generating a list of unique domains" 195 | ] 196 | }, 197 | { 198 | "cell_type": "code", 199 | "execution_count": 6, 200 | "metadata": {}, 201 | "outputs": [ 202 | { 203 | "data": { 204 | "text/plain": [ 205 | "['100percentfedup.com',\n", 206 | " '21stcenturywire.com',\n", 207 | " '24dailynew.com',\n", 208 | " '24usnews.com',\n", 209 | " '63red.com']" 210 | ] 211 | }, 212 | "execution_count": 6, 213 | "metadata": {}, 214 | "output_type": "execute_result" 215 | } 216 | ], 217 | "source": [ 218 | "unique_domains = list(sorted(set(all_domains) - set(DOMAINS_TO_IGNORE)))\n", 219 | "unique_domains[:5]" 220 | ] 221 | }, 222 | { 223 | "cell_type": "code", 224 | "execution_count": 7, 225 | "metadata": { 226 | "collapsed": true 227 | }, 228 | "outputs": [], 229 | "source": [ 230 | "with open(\"../output/unique-domains.txt\", \"w\") as f:\n", 231 | " f.write(\"\\n\".join(unique_domains))" 232 | ] 233 | }, 234 | { 235 | "cell_type": "markdown", 236 | "metadata": {}, 237 | "source": [ 238 | "## Fetching WHOIS data for the domains\n", 239 | "\n", 240 | "The domains above were then submitted to DomainTools' [Bulk Parsed Whois service](https://research.domaintools.com/bulk-parsed-whois/), which produced the file at [`data/domaintools-whois-results.csv`](../data/domaintools-whois-results.csv)." 241 | ] 242 | }, 243 | { 244 | "cell_type": "markdown", 245 | "metadata": {}, 246 | "source": [ 247 | "## Analyzing the domain registration dates" 248 | ] 249 | }, 250 | { 251 | "cell_type": "markdown", 252 | "metadata": {}, 253 | "source": [ 254 | "The main columns of interest in the WHOIS data are the domain and the WHOIS registration date:" 255 | ] 256 | }, 257 | { 258 | "cell_type": "code", 259 | "execution_count": 8, 260 | "metadata": {}, 261 | "outputs": [ 262 | { 263 | "data": { 264 | "text/html": [ 265 | "
\n", 266 | "\n", 279 | "\n", 280 | " \n", 281 | " \n", 282 | " \n", 283 | " \n", 284 | " \n", 285 | " \n", 286 | " \n", 287 | " \n", 288 | " \n", 289 | " \n", 290 | " \n", 291 | " \n", 292 | " \n", 293 | " \n", 294 | " \n", 295 | " \n", 296 | " \n", 297 | " \n", 298 | " \n", 299 | " \n", 300 | " \n", 301 | " \n", 302 | " \n", 303 | " \n", 304 | " \n", 305 | " \n", 306 | " \n", 307 | " \n", 308 | " \n", 309 | " \n", 310 | " \n", 311 | " \n", 312 | " \n", 313 | " \n", 314 | "
domaindate_registered
0100percentfedup.com2012-03-13
121stcenturywire.com2009-11-03
224dailynew.com2017-02-21
324usnews.com2016-07-03
463red.com2011-12-05
\n", 315 | "
" 316 | ], 317 | "text/plain": [ 318 | " domain date_registered\n", 319 | "0 100percentfedup.com 2012-03-13\n", 320 | "1 21stcenturywire.com 2009-11-03\n", 321 | "2 24dailynew.com 2017-02-21\n", 322 | "3 24usnews.com 2016-07-03\n", 323 | "4 63red.com 2011-12-05" 324 | ] 325 | }, 326 | "execution_count": 8, 327 | "metadata": {}, 328 | "output_type": "execute_result" 329 | } 330 | ], 331 | "source": [ 332 | "whois = pd.read_csv(\"../data/domaintools-whois-results.csv\", parse_dates=[ \"create date\" ])\\\n", 333 | " .rename(columns={\n", 334 | " \"create date\": \"date_registered\"\n", 335 | " })\n", 336 | "whois.head()[[ \"domain\", \"date_registered\" ]]" 337 | ] 338 | }, 339 | { 340 | "cell_type": "markdown", 341 | "metadata": {}, 342 | "source": [ 343 | "### Merging the WHOIS data with the manually-collected political affiliations" 344 | ] 345 | }, 346 | { 347 | "cell_type": "code", 348 | "execution_count": 9, 349 | "metadata": {}, 350 | "outputs": [ 351 | { 352 | "data": { 353 | "text/html": [ 354 | "
\n", 355 | "\n", 368 | "\n", 369 | " \n", 370 | " \n", 371 | " \n", 372 | " \n", 373 | " \n", 374 | " \n", 375 | " \n", 376 | " \n", 377 | " \n", 378 | " \n", 379 | " \n", 380 | " \n", 381 | " \n", 382 | " \n", 383 | " \n", 384 | " \n", 385 | " \n", 386 | " \n", 387 | " \n", 388 | " \n", 389 | " \n", 390 | " \n", 391 | " \n", 392 | " \n", 393 | " \n", 394 | " \n", 395 | " \n", 396 | " \n", 397 | " \n", 398 | " \n", 399 | " \n", 400 | " \n", 401 | " \n", 402 | " \n", 403 | " \n", 404 | " \n", 405 | " \n", 406 | " \n", 407 | " \n", 408 | " \n", 409 | " \n", 410 | " \n", 411 | " \n", 412 | " \n", 413 | " \n", 414 | " \n", 415 | " \n", 416 | " \n", 417 | " \n", 418 | " \n", 419 | " \n", 420 | " \n", 421 | " \n", 422 | " \n", 423 | " \n", 424 | " \n", 425 | " \n", 426 | " \n", 427 | "
sitedomainpolitical_categorydate_registeredyear_registeredmonth_registered
44threvolutionarywar.wordpress.comwordpress.comleftNaNNaNNaN
144counterinformation.wordpress.comwordpress.comleftNaNNaNNaN
362newzeal.blogspot.comblogspot.comrightNaNNaNNaN
492sharpelbowsstl.blogspot.cablogspot.carightNaNNaNNaN
534theimmoralminority.blogspot.cablogspot.caleftNaNNaNNaN
\n", 428 | "
" 429 | ], 430 | "text/plain": [ 431 | " site domain political_category \\\n", 432 | "4 4threvolutionarywar.wordpress.com wordpress.com left \n", 433 | "144 counterinformation.wordpress.com wordpress.com left \n", 434 | "362 newzeal.blogspot.com blogspot.com right \n", 435 | "492 sharpelbowsstl.blogspot.ca blogspot.ca right \n", 436 | "534 theimmoralminority.blogspot.ca blogspot.ca left \n", 437 | "\n", 438 | " date_registered year_registered month_registered \n", 439 | "4 NaN NaN NaN \n", 440 | "144 NaN NaN NaN \n", 441 | "362 NaN NaN NaN \n", 442 | "492 NaN NaN NaN \n", 443 | "534 NaN NaN NaN " 444 | ] 445 | }, 446 | "execution_count": 9, 447 | "metadata": {}, 448 | "output_type": "execute_result" 449 | } 450 | ], 451 | "source": [ 452 | "registration_dates = pd.merge(\n", 453 | " all_sites[[ \"site\", \"domain\", \"political_category\" ]],\n", 454 | " whois[[ \"domain\", \"date_registered\" ]],\n", 455 | " on=\"domain\",\n", 456 | " how=\"left\"\n", 457 | ").drop_duplicates(subset=[\"site\"])\\\n", 458 | " .sort_values([ \"date_registered\", \"site\" ])\n", 459 | "\n", 460 | "registration_dates[\"year_registered\"] = registration_dates[\"date_registered\"].dt.strftime(\"%Y\")\n", 461 | "registration_dates[\"month_registered\"] = registration_dates[\"date_registered\"].dt.strftime(\"%Y-%m\")\n", 462 | "registration_dates[\"date_registered\"] = registration_dates[\"date_registered\"].dt.strftime(\"%Y-%m-%d\")\n", 463 | "\n", 464 | "registration_dates = registration_dates.replace(\"NaT\", pd.np.nan)\n", 465 | "\n", 466 | "registration_dates.head()" 467 | ] 468 | }, 469 | { 470 | "cell_type": "code", 471 | "execution_count": 10, 472 | "metadata": { 473 | "collapsed": true 474 | }, 475 | "outputs": [], 476 | "source": [ 477 | "registration_dates.to_csv(\"../output/whois-registration-dates.csv\", index=False)" 478 | ] 479 | }, 480 | { 481 | "cell_type": "markdown", 482 | "metadata": {}, 483 | "source": [ 484 | "### Checking for sites for which we don't have WHOIS registration dates\n", 485 | "\n", 486 | "Good sign: They are only those for which we have, above, explictly excluded the domains." 487 | ] 488 | }, 489 | { 490 | "cell_type": "code", 491 | "execution_count": 11, 492 | "metadata": {}, 493 | "outputs": [ 494 | { 495 | "data": { 496 | "text/html": [ 497 | "
\n", 498 | "\n", 511 | "\n", 512 | " \n", 513 | " \n", 514 | " \n", 515 | " \n", 516 | " \n", 517 | " \n", 518 | " \n", 519 | " \n", 520 | " \n", 521 | " \n", 522 | " \n", 523 | " \n", 524 | " \n", 525 | " \n", 526 | " \n", 527 | " \n", 528 | " \n", 529 | " \n", 530 | " \n", 531 | " \n", 532 | " \n", 533 | " \n", 534 | " \n", 535 | " \n", 536 | " \n", 537 | " \n", 538 | " \n", 539 | " \n", 540 | " \n", 541 | " \n", 542 | " \n", 543 | " \n", 544 | " \n", 545 | " \n", 546 | " \n", 547 | " \n", 548 | " \n", 549 | " \n", 550 | " \n", 551 | " \n", 552 | " \n", 553 | " \n", 554 | " \n", 555 | " \n", 556 | " \n", 557 | " \n", 558 | " \n", 559 | " \n", 560 | " \n", 561 | " \n", 562 | " \n", 563 | " \n", 564 | " \n", 565 | " \n", 566 | " \n", 567 | " \n", 568 | " \n", 569 | " \n", 570 | "
sitedomainpolitical_categorydate_registeredyear_registeredmonth_registered
44threvolutionarywar.wordpress.comwordpress.comleftNaNNaNNaN
144counterinformation.wordpress.comwordpress.comleftNaNNaNNaN
362newzeal.blogspot.comblogspot.comrightNaNNaNNaN
492sharpelbowsstl.blogspot.cablogspot.carightNaNNaNNaN
534theimmoralminority.blogspot.cablogspot.caleftNaNNaNNaN
\n", 571 | "
" 572 | ], 573 | "text/plain": [ 574 | " site domain political_category \\\n", 575 | "4 4threvolutionarywar.wordpress.com wordpress.com left \n", 576 | "144 counterinformation.wordpress.com wordpress.com left \n", 577 | "362 newzeal.blogspot.com blogspot.com right \n", 578 | "492 sharpelbowsstl.blogspot.ca blogspot.ca right \n", 579 | "534 theimmoralminority.blogspot.ca blogspot.ca left \n", 580 | "\n", 581 | " date_registered year_registered month_registered \n", 582 | "4 NaN NaN NaN \n", 583 | "144 NaN NaN NaN \n", 584 | "362 NaN NaN NaN \n", 585 | "492 NaN NaN NaN \n", 586 | "534 NaN NaN NaN " 587 | ] 588 | }, 589 | "execution_count": 11, 590 | "metadata": {}, 591 | "output_type": "execute_result" 592 | } 593 | ], 594 | "source": [ 595 | "registration_dates[\n", 596 | " registration_dates[\"date_registered\"].isnull()\n", 597 | "]" 598 | ] 599 | }, 600 | { 601 | "cell_type": "markdown", 602 | "metadata": {}, 603 | "source": [ 604 | "### Aggregating registration dates by year, month, and political affiliation" 605 | ] 606 | }, 607 | { 608 | "cell_type": "code", 609 | "execution_count": 12, 610 | "metadata": {}, 611 | "outputs": [ 612 | { 613 | "data": { 614 | "text/html": [ 615 | "
\n", 616 | "\n", 629 | "\n", 630 | " \n", 631 | " \n", 632 | " \n", 633 | " \n", 634 | " \n", 635 | " \n", 636 | " \n", 637 | " \n", 638 | " \n", 639 | " \n", 640 | " \n", 641 | " \n", 642 | " \n", 643 | " \n", 644 | " \n", 645 | " \n", 646 | " \n", 647 | " \n", 648 | " \n", 649 | " \n", 650 | " \n", 651 | " \n", 652 | " \n", 653 | " \n", 654 | " \n", 655 | " \n", 656 | " \n", 657 | " \n", 658 | " \n", 659 | " \n", 660 | " \n", 661 | " \n", 662 | " \n", 663 | " \n", 664 | " \n", 665 | " \n", 666 | " \n", 667 | " \n", 668 | " \n", 669 | " \n", 670 | " \n", 671 | " \n", 672 | " \n", 673 | " \n", 674 | " \n", 675 | " \n", 676 | "
political_categoryleftrighttotal
year_registered
1994213
199571017
1996257
1997358
199851015
\n", 677 | "
" 678 | ], 679 | "text/plain": [ 680 | "political_category left right total\n", 681 | "year_registered \n", 682 | "1994 2 1 3\n", 683 | "1995 7 10 17\n", 684 | "1996 2 5 7\n", 685 | "1997 3 5 8\n", 686 | "1998 5 10 15" 687 | ] 688 | }, 689 | "execution_count": 12, 690 | "metadata": {}, 691 | "output_type": "execute_result" 692 | } 693 | ], 694 | "source": [ 695 | "annual_registrations = registration_dates\\\n", 696 | " .dropna(subset=[\"date_registered\"])\\\n", 697 | " .groupby([ \"year_registered\", \"political_category\" ])\\\n", 698 | " .size()\\\n", 699 | " .unstack().fillna(0).astype(int)\\\n", 700 | " .assign(total=lambda x: x.sum(axis=1))\n", 701 | "\n", 702 | "annual_registrations.to_csv(\"../output/whois-registration-counts-annual.csv\")\n", 703 | "annual_registrations.head()" 704 | ] 705 | }, 706 | { 707 | "cell_type": "code", 708 | "execution_count": 13, 709 | "metadata": {}, 710 | "outputs": [ 711 | { 712 | "data": { 713 | "text/html": [ 714 | "
\n", 715 | "\n", 728 | "\n", 729 | " \n", 730 | " \n", 731 | " \n", 732 | " \n", 733 | " \n", 734 | " \n", 735 | " \n", 736 | " \n", 737 | " \n", 738 | " \n", 739 | " \n", 740 | " \n", 741 | " \n", 742 | " \n", 743 | " \n", 744 | " \n", 745 | " \n", 746 | " \n", 747 | " \n", 748 | " \n", 749 | " \n", 750 | " \n", 751 | " \n", 752 | " \n", 753 | " \n", 754 | " \n", 755 | " \n", 756 | " \n", 757 | " \n", 758 | " \n", 759 | " \n", 760 | " \n", 761 | " \n", 762 | " \n", 763 | " \n", 764 | " \n", 765 | " \n", 766 | " \n", 767 | " \n", 768 | " \n", 769 | " \n", 770 | " \n", 771 | " \n", 772 | " \n", 773 | " \n", 774 | " \n", 775 | "
political_categoryleftrighttotal
month_registered
1994-11011
1994-12202
1995-02101
1995-03011
1995-04112
\n", 776 | "
" 777 | ], 778 | "text/plain": [ 779 | "political_category left right total\n", 780 | "month_registered \n", 781 | "1994-11 0 1 1\n", 782 | "1994-12 2 0 2\n", 783 | "1995-02 1 0 1\n", 784 | "1995-03 0 1 1\n", 785 | "1995-04 1 1 2" 786 | ] 787 | }, 788 | "execution_count": 13, 789 | "metadata": {}, 790 | "output_type": "execute_result" 791 | } 792 | ], 793 | "source": [ 794 | "monthly_registrations = registration_dates\\\n", 795 | " .dropna(subset=[\"date_registered\"])\\\n", 796 | " .groupby([ \"month_registered\", \"political_category\" ])\\\n", 797 | " .size()\\\n", 798 | " .unstack().fillna(0).astype(int)\\\n", 799 | " .assign(total=lambda x: x.sum(axis=1))\n", 800 | " \n", 801 | "monthly_registrations.to_csv(\"../output/whois-registration-counts-monthly.csv\")\n", 802 | "monthly_registrations.head()" 803 | ] 804 | }, 805 | { 806 | "cell_type": "markdown", 807 | "metadata": {}, 808 | "source": [ 809 | "---\n", 810 | "\n", 811 | "---\n", 812 | "\n", 813 | "---" 814 | ] 815 | } 816 | ], 817 | "metadata": { 818 | "kernelspec": { 819 | "display_name": "Python 3", 820 | "language": "python", 821 | "name": "python3" 822 | }, 823 | "language_info": { 824 | "codemirror_mode": { 825 | "name": "ipython", 826 | "version": 3 827 | }, 828 | "file_extension": ".py", 829 | "mimetype": "text/x-python", 830 | "name": "python", 831 | "nbconvert_exporter": "python", 832 | "pygments_lexer": "ipython3", 833 | "version": "3.4.3" 834 | } 835 | }, 836 | "nbformat": 4, 837 | "nbformat_minor": 2 838 | } 839 | --------------------------------------------------------------------------------