Cross-platform analysis¶
- Platforms collected: Facebook, Twitter, Instagram, Reddit, and Facebook total interaction
- Volume analysis (post volume, user volume)
- Timeline posting/tweeting pattern on Facebook and Twitter
- Heavy user analysis
An overview of the dataset¶
Number of records: 35
/Users/zc/anaconda/lib/python3.6/site-packages/ipykernel_launcher.py:19: UserWarning: DataFrame columns are not unique, some columns will be omitted.
Result 1. Overall post volume across 4 platforms, and discoverability¶
/Users/zc/anaconda/lib/python3.6/site-packages/numpy/core/fromnumeric.py:3335: RuntimeWarning: Mean of empty slice. out=out, **kwargs) /Users/zc/anaconda/lib/python3.6/site-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount)
| Conservative-Fake | Liberal-Fake | Unclear-Fake | Conservative-Mainstream | Liberal-Mainstream | Conservative-Fake | Liberal-Fake | Unclear-Fake | Conservative-Mainstream | Liberal-Mainstream | Conservative-Fake | Liberal-Fake | Unclear-Fake | Conservative-Mainstream | Liberal-Mainstream | Conservative-Fake | Liberal-Fake | Unclear-Fake | Conservative-Mainstream | Liberal-Mainstream | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| num_record | 7.0 | 7.00 | 7.00 | 7.0 | 7.00 | 7.00 | 7.00 | 7.00 | 7.00 | 7.00 | 7.0 | 7.0 | 7.0 | 7.0 | 7.0 | 7.00 | 7.0 | 7.00 | 7.00 | 7.00 |
| num_discovered | 7.0 | 3.00 | 7.00 | 7.0 | 7.00 | 6.00 | 4.00 | 7.00 | 6.00 | 6.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.00 | 0.0 | 2.00 | 4.00 | 5.00 |
| total_discovered | 168.0 | 9.00 | 37.00 | 224.0 | 1327.00 | 673.00 | 97.00 | 424.00 | 1420.00 | 20795.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.00 | 0.0 | 2.00 | 20.00 | 47.00 |
| discoverability | 1.0 | 0.43 | 1.00 | 1.0 | 1.00 | 0.86 | 0.57 | 1.00 | 0.86 | 0.86 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.29 | 0.0 | 0.29 | 0.57 | 0.71 |
| avg. post per URL | 24.0 | 3.00 | 5.29 | 32.0 | 189.57 | 112.17 | 24.25 | 60.57 | 236.67 | 3465.83 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.00 | 0.0 | 1.00 | 5.00 | 9.40 |
| median post per URL | 12.0 | 2.00 | 4.00 | 14.0 | 71.00 | 59.00 | 3.00 | 80.00 | 181.50 | 349.00 | NaN | NaN | NaN | NaN | NaN | 1.00 | NaN | 1.00 | 5.00 | 5.00 |
2. Aggregated Facebook Reactions (including both private and public posts).¶
| reactionCount | commentCount | shareCount | |||||||
|---|---|---|---|---|---|---|---|---|---|
| mean | median | std | mean | median | std | mean | median | std | |
| source | |||||||||
| Conservative-Fake | 12080.7 | 3771 | 15582.4 | 2219.9 | 1261 | 2374.9 | 2376.3 | 440 | 3335.1 |
| Conservative-Mainstream | 36170.4 | 13118 | 39764.3 | 9962.3 | 10128 | 10795.8 | 5938.1 | 1185 | 8957.3 |
| Liberal-Fake | 267.0 | 153 | 336.8 | 71.1 | 67 | 80.1 | 147.9 | 132 | 166.1 |
| Liberal-Mainstream | 145800.3 | 157523 | 116316.2 | 65265.3 | 32341 | 60353.6 | 38933.9 | 17070 | 37194.9 |
| Unclear-Fake | 1058.0 | 590 | 1177.1 | 369.9 | 233 | 451.3 | 486.4 | 256 | 578.1 |
3. Facebook Analysis¶
- Posting timeline
- Longivity of posts by group (longivity=last post hour - first post hour)
- Total number of unique public Facebook users
- Total number of verified public Facebook users
- Average number of posts per user
number of unique accounts: 1421
| longivity | |||
|---|---|---|---|
| mean | median | std | |
| label | |||
| Conservative-Fake | 61.2 | 45.9 | 53.0 |
| Conservative-Mainstream | 64.3 | 45.1 | 53.0 |
| Liberal-Fake | 6.3 | 0.9 | 10.1 |
| Liberal-Mainstream | 52.7 | 38.7 | 42.9 |
| Unclear-Fake | 16.1 | 13.1 | 14.0 |
NOTE: The following table only contains public user info
| source | number of unique users | number of verified users | total_discovered | avg post per user | avg user per URL | |
|---|---|---|---|---|---|---|
| 0 | Conservative-Fake | 127 | 12 | 168.0 | 1.322835 | 18.142857 |
| 1 | Conservative-Mainstream | 212 | 12 | 224.0 | 1.056604 | 30.285714 |
| 2 | Liberal-Fake | 8 | 1 | 9.0 | 1.125000 | 2.666667 |
| 3 | Liberal-Mainstream | 1073 | 127 | 1327.0 | 1.236719 | 153.285714 |
| 4 | Unclear-Fake | 30 | 1 | 37.0 | 1.233333 | 4.285714 |
Top 20 active users and descriptions for group "Conservative-Mainstream"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 0 | Conservative Voices | 1 | 2 | 0 | 0 | 0 |
| 2 | The Washington Times | 0 | 2 | 0 | 0 | 0 |
| 3 | ForAmerica | 0 | 2 | 0 | 0 | 0 |
| 4 | Youth for Trump | 0 | 2 | 0 | 0 | 0 |
| 5 | Asian Alliance Against ChiNazi | 1 | 2 | 0 | 0 | 0 |
| 7 | Wake Up America, the Original | 0 | 2 | 0 | 0 | 0 |
| 8 | Team Trump 2020 | 0 | 2 | 0 | 0 | 0 |
| 9 | Women's Republican Club of Miami, Federated | 0 | 2 | 0 | 0 | 0 |
| 1 | Chloroquine Hydroxychloroquine Zinc and Coronavirus | 1 | 2 | 0 | 0 | 0 |
| 11 | IJR Presents | 0 | 2 | 0 | 0 | 0 |
| 12 | IJR | 0 | 2 | 0 | 0 | 0 |
| 13 | IJR Politics | 0 | 2 | 0 | 0 | 0 |
| 16 | Dallas Pakistani & Indian Community | 0 | 1 | 0 | 0 | 0 |
| 18 | Josephine County Neighborhood Chat | 0 | 1 | 0 | 0 | 0 |
| 17 | DUEÑASANON KAMI | 0 | 1 | 0 | 0 | 0 |
| 10 | The Critical Mind | 0 | 1 | 0 | 0 | 0 |
| 15 | Kagay-anon Kontra Kawat | 0 | 1 | 0 | 0 | 0 |
| 14 | Dallas Indians | 0 | 1 | 0 | 0 | 0 |
| 6 | KHAI DÂN TRÍ - CHẤN DÂN KHÍ - HẬU DÂN SINH | 0 | 1 | 0 | 0 | 0 |
| 19 | Pendleton County, KY Community Watchers | 0 | 1 | 0 | 0 | 0 |
Top 20 active users and descriptions for group "Liberal-Mainstream"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 9 | FU Trump | 0 | 0 | 0 | 15 | 0 |
| 1 | Malcolm Nance Fans | 0 | 1 | 0 | 13 | 0 |
| 3 | NBC News | 0 | 0 | 0 | 9 | 0 |
| 8 | Fans of MSNBC and Ari Melber: Politics and Current Events with Joe Parsons | 0 | 0 | 0 | 8 | 0 |
| 13 | Buffoon in Chief Donald Trump | 0 | 0 | 0 | 8 | 0 |
| 5 | Veterans Against Republican Ignorance | 0 | 0 | 0 | 7 | 0 |
| 12 | Donald TRUMP MOST HATED ON EARTH | 0 | 1 | 0 | 7 | 0 |
| 10 | TRUMP Destroyer of America | 0 | 0 | 0 | 6 | 0 |
| 4 | The Democratic Political Active Resistance | 0 | 0 | 0 | 6 | 0 |
| 17 | Activist ★ Democrats | 0 | 0 | 0 | 6 | 0 |
| 16 | original DONALD TRUMP CLOWN UNIVERSITY @ fakeDonaldTrump | 0 | 0 | 0 | 6 | 0 |
| 11 | DUMP TRUMP | 0 | 0 | 0 | 6 | 0 |
| 14 | A SKUNK NAMED TRUMP | 0 | 0 | 0 | 5 | 0 |
| 18 | Really American Activists | 0 | 0 | 0 | 5 | 0 |
| 0 | Kick Ass News | 0 | 1 | 0 | 5 | 0 |
| 7 | Actions and News for Liberals 2020 | 0 | 0 | 0 | 5 | 0 |
| 6 | Dump Trump Daily | 0 | 0 | 0 | 5 | 0 |
| 19 | The Last Word With Lawrence O’Donnell | 0 | 0 | 0 | 5 | 0 |
| 15 | Blue Tsunami | 0 | 0 | 0 | 4 | 0 |
| 2 | NBC Nightly News with Lester Holt | 0 | 0 | 0 | 4 | 0 |
Top 20 active users and descriptions for group "Unclear-Fake"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 16 | Activist Post | 0 | 0 | 0 | 0 | 4 |
| 18 | O INFORMANTE | 0 | 0 | 0 | 0 | 2 |
| 17 | End Corporate Welfare | 0 | 0 | 0 | 0 | 2 |
| 4 | Anonymous | 0 | 1 | 0 | 0 | 2 |
| 5 | The Investigative | 0 | 0 | 0 | 0 | 2 |
| 0 | Manila Central University Graduates | 0 | 0 | 0 | 0 | 1 |
| 11 | Concerned Citizens Canada | 0 | 0 | 0 | 0 | 1 |
| 15 | The SNLS Network | 0 | 0 | 0 | 0 | 1 |
| 14 | The Liberty Beat | 0 | 0 | 0 | 0 | 1 |
| 13 | The Mind Unleashed | 0 | 0 | 0 | 0 | 1 |
| 12 | BLOWRADIO.COM | 0 | 0 | 0 | 0 | 1 |
| 10 | BREAKING NEWS | 0 | 0 | 0 | 0 | 1 |
| 1 | SDA Truths (Current Events In Light of Bible Prophecy) | 0 | 0 | 0 | 0 | 1 |
| 9 | WORLD NEWS NOW | 0 | 0 | 0 | 0 | 1 |
| 8 | YOBE TRUST | 0 | 0 | 0 | 0 | 1 |
| 7 | קונספיל - אל תאמין בכלום עד שלא הוכחת בעצמך | 0 | 0 | 0 | 0 | 1 |
| 6 | Anonymous Group | 0 | 0 | 0 | 0 | 1 |
| 3 | Educate-A-Liberal | 0 | 1 | 0 | 0 | 1 |
| 2 | Katerina Janouch - journalistik och debatt | 0 | 0 | 0 | 0 | 1 |
| 19 | Zero Hedge | 0 | 0 | 0 | 0 | 1 |
Top 20 active users and descriptions for group "Conservative-Fake"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 0 | Michael Knowles | 6 | 0 | 0 | 0 | 0 |
| 2 | Matt Walsh | 6 | 0 | 0 | 0 | 0 |
| 3 | Daily Wire | 6 | 0 | 0 | 0 | 0 |
| 1 | Ben Shapiro | 6 | 0 | 0 | 0 | 0 |
| 12 | Donald Trump is My President | 2 | 0 | 0 | 0 | 0 |
| 18 | Dr. Subramanian Swamy | 2 | 0 | 0 | 0 | 0 |
| 17 | Brexit Newsgroup | 2 | 0 | 0 | 0 | 0 |
| 16 | Conservative Register | 2 | 0 | 0 | 0 | 0 |
| 15 | The Right News | 2 | 0 | 0 | 0 | 0 |
| 14 | Andrew Klavan | 2 | 0 | 0 | 0 | 0 |
| 13 | The Angry Patriot | 2 | 0 | 0 | 0 | 0 |
| 10 | Conservative News | 2 | 0 | 0 | 0 | 0 |
| 11 | The Real Patriots | 2 | 0 | 0 | 0 | 0 |
| 9 | Lady Patriots | 2 | 0 | 0 | 0 | 0 |
| 8 | Restless Patriot | 2 | 0 | 0 | 0 | 0 |
| 7 | Don't Mess With America | 2 | 0 | 0 | 0 | 0 |
| 6 | The Conservative | 2 | 0 | 0 | 0 | 0 |
| 5 | Fed-Up Americans | 2 | 0 | 0 | 0 | 0 |
| 4 | Boycott | 2 | 0 | 0 | 0 | 0 |
| 19 | MAGA Militia | 2 | 0 | 0 | 0 | 0 |
Top 20 active users and descriptions for group "Liberal-Fake"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 1 | Bipartisan Report | 0 | 0 | 2 | 0 | 0 |
| 10 | Resistance Against Trump | 0 | 0 | 1 | 3 | 0 |
| 2 | Crooks and Liars | 0 | 0 | 1 | 0 | 0 |
| 3 | Republicans Against Trump Group | 0 | 0 | 1 | 0 | 0 |
| 4 | Conservative Clown Car | 0 | 0 | 1 | 0 | 0 |
| 5 | What ignorant new thing has Trump done or said today? | 0 | 0 | 1 | 1 | 0 |
| 6 | Friends Who are Liberal And Proud Of It | 0 | 0 | 1 | 1 | 0 |
| 7 | Blue America | 0 | 0 | 1 | 1 | 0 |
| 14 | Republican Hall Of Shame | 0 | 0 | 0 | 1 | 0 |
| 18 | Republican Security Council | 0 | 1 | 0 | 0 | 0 |
| 17 | Remain EU Citizens | 0 | 0 | 0 | 1 | 0 |
| 16 | Remain In The European Union | 0 | 0 | 0 | 1 | 0 |
| 15 | Really American Activists | 0 | 0 | 0 | 5 | 0 |
| 0 | Republican Party of Lafayette County | 1 | 0 | 0 | 0 | 0 |
| 13 | Republicans Against Donald Trump | 0 | 0 | 0 | 2 | 0 |
| 12 | Republican Bigotry, Hate, Fear, Lies and Distortion | 0 | 0 | 0 | 1 | 0 |
| 11 | Reliable Sources in the USA | 0 | 0 | 0 | 1 | 0 |
| 9 | Recovery Advocacy Project | 0 | 0 | 0 | 1 | 0 |
| 8 | Representative David Crowley | 0 | 0 | 0 | 1 | 0 |
| 19 | Reject Donald Trump | 0 | 0 | 0 | 1 | 0 |
4. Twitter Analysis¶
- Posting timeline
- Longivity of posts by group (longivity=last post hour - first post hour)
- Total number of unique public Twitter users
- Total number of verified public Twitter users
- Average number of posts per user
number of unique accounts: 18988
| longivity | |||
|---|---|---|---|
| mean | median | std | |
| label | |||
| Conservative-Fake | 73.7 | 44.6 | 62.4 |
| Conservative-Mainstream | 70.1 | 56.0 | 43.3 |
| Liberal-Fake | 28.1 | 11.5 | 41.4 |
| Liberal-Mainstream | 88.7 | 65.5 | 50.5 |
| Unclear-Fake | 56.9 | 56.2 | 40.6 |
NOTE: The following table only contains public user info
| source | number of unique users | number of verified users | total_discovered | avg post per user | avg user per URL | |
|---|---|---|---|---|---|---|
| 0 | Conservative-Fake | 607 | 6.0 | 673.0 | 1.108731 | 101.166667 |
| 1 | Conservative-Mainstream | 1336 | 10.0 | 1420.0 | 1.062874 | 222.666667 |
| 2 | Liberal-Fake | 93 | 1.0 | 97.0 | 1.043011 | 23.250000 |
| 3 | Liberal-Mainstream | 16805 | 647.0 | 20795.0 | 1.237429 | 2800.833333 |
| 4 | Unclear-Fake | 242 | 0.0 | 424.0 | 1.752066 | 34.571429 |
Top 20 active users and descriptions for group "Conservative-Mainstream"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 16 | HatamotoRokudan | Texan Patriot Loves USA \nRokyudan Aikido | 0 | 10 | 0 | 0 | 0 |
| 17 | BearsDieHard68 | 0 | 6 | 0 | 0 | 0 | |
| 4 | libertyspot | just a guy that loves personal LIBERTY ! An Ordinary man pursuing Extraordinary Knowledge | 0 | 6 | 0 | 0 | 0 |
| 0 | WashTimes | Reliable reporting, hard-hitting analysis & breaking news, plus RTs from our writers and reporters. Also at @WashTimesOpEd, @WashTimesLocal, @WashTimesSports | 0 | 5 | 0 | 0 | 0 |
| 8 | crust53 | Patriotic Conservative & Avid President Donald J. Trump Supporter. Political Correctness HARMS USA. Legal Immigrants ONLY. America First over Globalism. #MAGA | 0 | 3 | 0 | 0 | 0 |
| 18 | WayneIv | 0 | 3 | 0 | 0 | 0 | |
| 10 | DanielSHSU | SHSU23 Major in Software Engineering proud liberal #Biden2020 #BlueWave🌊\n#traitortrump | 0 | 3 | 0 | 0 | 0 |
| 6 | Greg_DeFusco | Trouble's like a cancer, you gotta get it early. If you don't get it early, it gets to big, then it kills you. You gotta cut it out. Capeesh? | 0 | 3 | 0 | 0 | 0 |
| 3 | MarijaneGreen | Christian, Conservative, American Legion Auxiliary member. Wichita St. Univ. journalism grad. Trump 2020, best President in my lifetime. Royals & Chiefs fan! | 0 | 3 | 0 | 0 | 0 |
| 7 | EddieDonovan | Rock/Blues/Folk/Country Musician/Songwriter/Singer w/400+ recordings fb @thebeatles https://t.co/n8TICk2kr2 | 0 | 2 | 0 | 0 | 0 |
| 9 | Hoya97 | Christian, conservative #TheGreatAwakening #WWG1WGA #MAGA #KAG #DrainTheSwamp NO LISTS | 0 | 2 | 0 | 0 | 0 |
| 1 | sevans1375 | 0 | 2 | 0 | 0 | 0 | |
| 11 | donaldrusso994 | Just to be clear, I worship the ground that Donald Trump walks on. MAGA, KAG, four more years 2020. Proud to be followed by General Mike Flynn. | 0 | 2 | 0 | 0 | 0 |
| 12 | jfistacuffs | Rebel with a lot of causes.\nI am only human, and the human race is the only race in which I am an active participant \n(no DM,s)\n\n#TheResistance\n#VeganForLife | 0 | 2 | 0 | 0 | 0 |
| 13 | BelkissObadia | Contemporary Artist & Medical Interpreter DC, VA & MD #StillWithHer #ImpeachTrump 🌊🌊🌊 WILL BLOCK trumpFools #JoeBidenForPresident🇺🇸 | 0 | 2 | 0 | 0 | 0 |
| 14 | pltwister | 0 | 2 | 0 | 0 | 0 | |
| 15 | CynsTreat | Take Personal responsibility for your decisions cuz while it is easy to blame others for your plight People got their own problems to solve without yours | 0 | 2 | 0 | 0 | 0 |
| 5 | Vols32488 | RETIRED SMALL BUS. OWNER, #MAGA, #DRAINTHESWAMP, #AmericaFirst, #TrumpTrain, Conservative, Pro Police, Military, 2nd Amend., NRA.#TNVOLS, NASCAR, FI, INDY CAR | 0 | 2 | 0 | 0 | 0 |
| 2 | RoScarborough | News/opinion writer, WashTimes. Owner, rescued fox red lab. Author, Dog Park, a story about insanely good-hearted dog owners. https://t.co/KUTaVZh3ip | 0 | 2 | 0 | 0 | 0 |
| 19 | XGAMMA999 | 0 | 2 | 0 | 0 | 0 |
Top 20 active users and descriptions for group "Liberal-Mainstream"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 2 | realJohnCurley | I'm boiling Twitter and tweeting & blogging whatever floats to the top.¯\_(ツ)_/¯ Follows/🐦/🔁/❤≠endorsements. VERIFIABLE #news sources #StopFakeNews #FactCheck | 0 | 0 | 0 | 149 | 0 |
| 13 | ClaraGu05568105 | 0 | 0 | 0 | 53 | 0 | |
| 5 | bridgeportbay | 0 | 0 | 0 | 40 | 0 | |
| 9 | GingerResists | 🌊I am #TheResistance 🌊 🤪 https://t.co/YRxeEfC1N7 🤪\nNew album 🎶 Something's Going On 🎶 by @TraceAdkins is freaking AWESOME!! 🔥🔥 | 0 | 0 | 0 | 32 | 0 |
| 10 | PolacaZ | I am a human woman who is lucky to enjoy my family, pets, home and health. I love the natural world, wisdom, knowledge, evolution, and higher consciousness | 0 | 0 | 0 | 31 | 0 |
| 12 | TWITTWIT310 | 0 | 0 | 0 | 28 | 0 | |
| 16 | WLC940 | 0 | 0 | 0 | 26 | 0 | |
| 18 | JimWill74380031 | Not much. | 0 | 0 | 0 | 25 | 0 |
| 8 | BorrelliGerlach | Shirley Chisholm - If they don't give you a seat at the table, bring a folding chair.\n#AllRoadsLeadToPutin\nBlocked by D Loesch and Tammy Bruce\n🚫DM's/Lists | 0 | 0 | 0 | 25 | 0 |
| 4 | meowsJ | 0 | 0 | 0 | 24 | 0 | |
| 6 | BeachBreeze2 | Former Libertarian, proud Liberal. Rebel. Intelligent enough to realize that Trump is an asshole. Defender of equality for all, especially the underdog. #Resist | 0 | 0 | 0 | 22 | 0 |
| 15 | gschmidt1959 | Wecke keine schlafenden Hunde! | 0 | 0 | 0 | 20 | 0 |
| 0 | maggieNYT | White House correspondent for NYTimes, analyst for CNN. RTs don't imply agreement. maggie.haberman@nytimes.com | 0 | 0 | 0 | 19 | 0 |
| 17 | tzmaltesemama | trump must go. | 0 | 0 | 0 | 18 | 0 |
| 19 | del23175551 | 0 | 0 | 0 | 18 | 0 | |
| 11 | springkid73 | 0 | 0 | 0 | 17 | 0 | |
| 14 | P2Jeff | Politically moderate, not happy with Trumpism, angry about Russia attacking US elections and on Twitter because of the Trump disaster. | 0 | 0 | 0 | 17 | 0 |
| 1 | rhonda_harbison | Fighting for Democracy, WOCN RN, BSN, J.D. NO LIST Do not DM me. Twitter is not a dating site. | 0 | 0 | 0 | 17 | 0 |
| 7 | rbc2222 | Dogs, cigars, wine, coffee | 0 | 0 | 0 | 17 | 0 |
| 3 | NotoriousRBF | Early Childhood Educator. Proud Mama. Finance background. #1 Objective: high quality early education for all. | 0 | 0 | 0 | 17 | 0 |
Top 20 active users and descriptions for group "Unclear-Fake"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 10 | Expendable45 | criminal justice major and muscian.\ndeporable -proud boy -Unapolegic American | 0 | 0 | 0 | 0 | 8 |
| 8 | foodoregon | The only person in Oregon who doesn’t have their head up their ass- We are the #News Mthr FKrs! | 0 | 0 | 0 | 0 | 8 |
| 18 | 1FRAC1 | 💥Trump 2020💥#MAGA In a time of universal deceit,telling the truth is a revolutionary act! #StillNotYourTurn#AnotherNothingBurger@TaxpayersExpense | 0 | 0 | 0 | 0 | 6 |
| 1 | ActivistPost | Alternative News and Independent Views for Peace and Freedom! | 0 | 0 | 0 | 0 | 6 |
| 0 | ShinichiroMika1 | チェンマイ在住\n己の生物学的、金融的サバイバルが第一目的\n情報の共有は第二目的 | 0 | 0 | 0 | 0 | 5 |
| 5 | annika1021 | It's expensive to be poor these days,but if you are a Corporation everything becomes cheaper. ResMedicinal Chemist questioning political leadership/inequalities | 0 | 0 | 0 | 0 | 4 |
| 6 | NIsakoff | Against the fascist, globalist New World Order! Localist. Anti-imperialist, and very anti-censorship. Agitator, former semi-pro philosopher, current librarian. | 0 | 0 | 0 | 0 | 4 |
| 7 | illumin8ongodes | I add light to the world & laugh a lot! | 0 | 0 | 0 | 0 | 4 |
| 4 | Phil85074090 | Learn from history. Learn not to repeat it. | 0 | 0 | 0 | 0 | 4 |
| 9 | shartstorm8d8 | Geopolitical News With Humanitarian Focus. Exchange of Ideas & Humor in Response to MSM Social Engineering & Provocateurs. | 0 | 0 | 0 | 0 | 4 |
| 3 | DeejayMcSkin | Hobby DJ | 0 | 0 | 0 | 0 | 4 |
| 11 | AwakeNowReady | 0 | 0 | 0 | 0 | 4 | |
| 12 | BluehandRising | Welcome to the Official #Bluehand account - Follow and DM to join our movement or visit our websites https://t.co/iN3jswSGfV or https://t.co/JAmLcxButd and use the contact forms. | 0 | 0 | 0 | 0 | 4 |
| 13 | AwakenOntwaken | Friends of By Agent US INC, LTD, B.V., S.A. concerned about all the major national and world issues, committed to speak out and write about them. | 0 | 0 | 0 | 0 | 4 |
| 14 | alejoGaviria | #Libertarian #BitcoinSV defender. True believer in a global P2P electronic cash system, lower fees. Self sustainable comunities and best education for all ✌️ | 0 | 0 | 0 | 0 | 4 |
| 15 | HeadlineJuice | News. Reconstituted. A friend calls me the ‘anti-terrorist.’ So why am I on the FBI’s terrorist watch list?#TargetedIndividual #Noninvestigativesubject | 0 | 0 | 0 | 0 | 4 |
| 16 | mairn_pap | 🐾 | 0 | 0 | 0 | 0 | 4 |
| 17 | boungyucks | I am not special even though my mother thinks I am and some others might feel the same. I am a huge fan of life especially the things I disagree with. | 0 | 0 | 0 | 0 | 4 |
| 2 | PRANGELMARMOL | ¡CARPE DIEM! Especialidad y Maestría en la UANL México. Doctor en Ciencias Gerenciales. Profesor de la Universidad del Zulia | 0 | 0 | 0 | 0 | 4 |
| 19 | EmpireExp | Worldwide Geopolitical Games of Psychopaths Reports! #Exposing #Lies #TruthSeeker #JusticeWarrior #AntiWars #WeatherWarfare #BacteriologicWarfare | 0 | 0 | 0 | 0 | 4 |
Top 20 active users and descriptions for group "Conservative-Fake"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 15 | KaySmoggy | 13 | 0 | 0 | 0 | 0 | |
| 18 | Polly_Politics | #Brexitfollowback | 6 | 0 | 0 | 0 | 0 |
| 7 | SteveKayser | #Author of "Acceptance Bridge,"; "The Greatest Words You've Never Heard: True Stories of Triumph,"and Founder of Kayser Media https://t.co/fAHabLtmNN #writer | 5 | 0 | 0 | 0 | 0 |
| 9 | EPLC45 | 4 | 0 | 0 | 0 | 0 | |
| 12 | DeplorableNew | Proud of My President & First Lady! Will follow all Trump Supporters!Love My Country, Love My Flag, NOT tired of WINNING!If “resist” is in your profile: BLOCKED | 3 | 0 | 0 | 0 | 0 |
| 6 | Hector32z | Seeker of truths behind the haze of both individual & media bias and agenda's. Open to listening to different opinions on politics, philosophy and faith. | 3 | 0 | 0 | 0 | 0 |
| 0 | MadWorldNews | Mad World News is devoted to bringing you news and opinions on politics, economics, and constitutional rights. http://t.co/lerIF9G1px | 2 | 0 | 0 | 0 | 0 |
| 17 | ravenboldie | Advanced Computer Technician. PC programmer. Ex White Hat Hacker. Ex Black Hat Hacker. Video Editor, Pro Virus Removal Expert etc. Don't like left leaning polit | 2 | 0 | 0 | 0 | 0 |
| 16 | Rod4Brexit | Writer, columnist and Cllr on District Council for five years from 2013 to 2018. I support any politician or group working for an independent Britain. | 2 | 0 | 0 | 0 | 0 |
| 14 | MMNewzz | News, politics, science, technology. 17\nUse your own brain, it's not illegal (yet). \nRetweet is not an endorsement. \nNO LISTS! #IFB patriots! #MAGA #nocommunism | 2 | 1 | 0 | 0 | 0 |
| 13 | JeffDeluca44 | 2 | 0 | 0 | 0 | 0 | |
| 10 | AuthorCClerk | 2 | 0 | 0 | 0 | 0 | |
| 11 | musicmakessense | Musician, therapist, teacher,...dad. | 2 | 0 | 0 | 0 | 0 |
| 1 | TheNewResist | We believe in our Constitution & those who swore an Oath to uphold it. We are about God, Family, Country & Support and Love our Military! AMEN! #tcot #MAGA | 2 | 0 | 0 | 0 | 0 |
| 8 | coop22089074 | I'm a retired low income conservative senior citizen on SSI | 2 | 0 | 0 | 0 | 0 |
| 5 | electsub | 🔴 Laugh Or Go Insane 🔴 🇺🇸 IFB 🇺🇸 / Military / Back The Blue / 🇮🇱 Israel 🖍️ We Vote. We Win. VOTE RED 🖍️ MAGA / KAG Trump-2020 | 2 | 1 | 0 | 0 | 0 |
| 4 | Chartsie1 | 2 | 0 | 0 | 0 | 0 | |
| 3 | PatriotCELL | We are devoted to bringing you news and opinions on politics, economics, and constitutional rights. | 2 | 0 | 0 | 0 | 0 |
| 2 | The4GNet | God, Guns, Guts, & Glory is devoted to bringing you news and opinions on faith, patriotism, and constitutional rights. https://t.co/lerIF9FtzZ | 2 | 0 | 0 | 0 | 0 |
| 19 | PoliticsL | All things politics & law (South Africa & World). satire - debate - news - quotes - opinion - cartoons - pro freedom of speech - anti hate speech & fake news | 2 | 0 | 0 | 0 | 0 |
Top 20 active users and descriptions for group "Liberal-Fake"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 0 | crooksandliars | Watching the media since 2004!\r\n Follow the entire C&L staff at http://t.co/r7HJj9pIgK | 0 | 0 | 2 | 0 | 0 |
| 18 | graybeard1959 | #Resist Proud libertarian. Interested in all points of view. Love animal & nature pics & vids. Love humor, especially when it's dark. #TNOIIECBAFTATPPAAFPDATW | 0 | 0 | 2 | 0 | 0 |
| 5 | jilevin | Marketing Programs Manager, social media, human rights, politics and news junkie, equality. #RESIST #FBR | 0 | 0 | 2 | 0 | 0 |
| 7 | 70Formula | VOTE TO REMOVE THE GOP REPUBLICAN'S\n#FakeNews & #HOAX President \nOn \nNovember 3rd 2020 !\n\nVOTE ONLY \n@DNC @JoeBiden @AmyMcGrathKY @harrisonjaime @SaraGideon | 0 | 0 | 2 | 0 | 0 |
| 11 | StayHopeful16 | #LoyalDemocrat #AlwaysWithHer #Revote #NotMyPresident #TheResistance #MoscowMitch #HillaryWarnedUs #ImpeachBarr #TrumpVirus #RidinWithBiden | 0 | 0 | 1 | 0 | 0 |
| 17 | booyah_woman | Laloma (greetings) I am Hopi/Dine Native American woman. Cares about Mother Earth & her inhabitants. Liberal Democrat. #stillwithher #noDAPL #Biden2020 | 0 | 0 | 1 | 0 | 0 |
| 16 | tribble09 | U of M Dearborn graduate, cat lover, crafty lady | 0 | 0 | 1 | 0 | 0 |
| 15 | ann_neels | 0 | 0 | 1 | 0 | 0 | |
| 14 | PaulCogan | 0 | 0 | 1 | 1 | 0 | |
| 13 | SharonAlmalee | I have lived through 12 Presidents and not once was I ever afraid to face what the morning would bring..until now. \n#resist | 0 | 0 | 1 | 3 | 0 |
| 12 | Jeanabella | volunteer, mom, wife, friend, liberal progressive, Kindle lover, cook, loving daughter to Mom who taught me to love not hate! North End Boston girl! Vote 2020 | 0 | 0 | 1 | 1 | 0 |
| 10 | LiberalFenix | #ImpeachTrump #NeverBernie No #MAGA’ts NO blind DM’s @LiberalFenixToo Band name: @CraftyClitoris | 0 | 0 | 1 | 0 | 0 |
| 1 | Gilda91138208 | 0 | 0 | 1 | 0 | 0 | |
| 9 | cecijet99 | I'm me. #UniteBlue #TNTweeters #USLatino #GunSense #FlipItDem #StrongerTogether #TheResistance #resist #WeThePeople #VoteBlue #Bluewave #FBR | 0 | 0 | 1 | 0 | 0 |
| 8 | davelikesfish | 0 | 0 | 1 | 1 | 0 | |
| 6 | Nightshade_Nine | Anthropologist, Pagan Witch, Opinionated Independent, Latvian-American, Naturist, Hiker, Lover of Outdoors, Mythology n Legends, Occult, Classic Horror, BDSM | 0 | 0 | 1 | 0 | 0 |
| 4 | randerdd | I'm from the Boot, a independent minded thinker, a jazz and photography lover, a military brat and AF vet. | 0 | 0 | 1 | 0 | 0 |
| 3 | HermioneIsHere | “With you, all roads lead to Putin” GOP=Gov't Of Putin RT≠Endorsement Pls no DM’s | 0 | 0 | 1 | 0 | 0 |
| 2 | Conniepae | One Lonely Voice, trying to make a difference! \n#TruthMattersAlways | 0 | 0 | 1 | 0 | 0 |
| 19 | pannlewis44 | Female, Senior Cit. If ur for Trump or against BLM DON'T TALK 2 ME. | 0 | 0 | 1 | 1 | 0 |
