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 | 7.00 | 7.0 | 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 | 6.00 | 6.00 | 7.00 | 7.0 | 5.00 | 6.00 | 6.00 | 7.00 | 7.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.00 | 0.0 | 1.00 | 5.00 | 5.00 |
| total_discovered | 819.0 | 106.00 | 35.00 | 829.00 | 1575.0 | 1594.00 | 953.00 | 637.00 | 5541.00 | 9349.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 15.00 | 0.0 | 3.00 | 37.00 | 51.00 |
| discoverability | 1.0 | 0.86 | 0.86 | 1.00 | 1.0 | 0.71 | 0.86 | 0.86 | 1.00 | 1.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.57 | 0.0 | 0.14 | 0.71 | 0.71 |
| avg. post per URL | 117.0 | 17.67 | 5.83 | 118.43 | 225.0 | 318.80 | 158.83 | 106.17 | 791.57 | 1335.57 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.75 | 0.0 | 3.00 | 7.40 | 10.20 |
| median post per URL | 51.0 | 15.50 | 5.00 | 14.00 | 86.0 | 180.00 | 141.50 | 33.50 | 74.00 | 990.00 | NaN | NaN | NaN | NaN | NaN | 3.50 | NaN | 3.00 | 4.00 | 9.00 |
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 | 67927.4 | 38801 | 103878.4 | 27548.0 | 11247 | 35780.3 | 18200.0 | 6384 | 30139.1 |
| Conservative-Mainstream | 87201.4 | 18663 | 124462.6 | 24322.7 | 3934 | 38298.5 | 15008.6 | 3634 | 21443.3 |
| Liberal-Fake | 6815.6 | 6288 | 4513.4 | 2699.4 | 3326 | 1755.0 | 2154.4 | 2103 | 1424.1 |
| Liberal-Mainstream | 523369.1 | 160708 | 762321.4 | 187446.4 | 66599 | 357399.1 | 79120.0 | 35005 | 117922.1 |
| Unclear-Fake | 4298.0 | 655 | 7669.8 | 4203.9 | 336 | 8980.8 | 739.1 | 677 | 869.7 |
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: 2621
| longivity | |||
|---|---|---|---|
| mean | median | std | |
| label | |||
| Conservative-Fake | 102.0 | 89.9 | 73.7 |
| Conservative-Mainstream | 84.7 | 41.5 | 82.4 |
| Liberal-Fake | 75.3 | 25.9 | 97.2 |
| Liberal-Mainstream | 117.3 | 103.6 | 107.7 |
| Unclear-Fake | 50.0 | 45.7 | 43.2 |
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 | 709 | 12 | 819.0 | 1.155148 | 101.285714 |
| 1 | Conservative-Mainstream | 726 | 25 | 829.0 | 1.141873 | 103.714286 |
| 2 | Liberal-Fake | 87 | 2 | 106.0 | 1.218391 | 14.500000 |
| 3 | Liberal-Mainstream | 1247 | 123 | 1575.0 | 1.263031 | 178.142857 |
| 4 | Unclear-Fake | 31 | 3 | 35.0 | 1.129032 | 5.166667 |
Top 20 active users and descriptions for group "Conservative-Fake"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 12 | Jacob Rees-Mogg Appreciation Group | 6 | 2 | 0 | 0 | 0 |
| 2 | Matt Walsh | 6 | 0 | 0 | 0 | 0 |
| 3 | Michael Knowles | 6 | 0 | 0 | 0 | 0 |
| 4 | Daily Wire | 6 | 0 | 0 | 0 | 0 |
| 1 | Ben Shapiro | 6 | 0 | 0 | 0 | 0 |
| 8 | Andrew Klavan | 5 | 0 | 0 | 0 | 0 |
| 17 | EDUARDO BOLSONARO [OFICIAL] | 4 | 0 | 0 | 0 | 0 |
| 0 | FOX NEWS with Tucker Carlson | 3 | 6 | 0 | 1 | 0 |
| 18 | GRUPO OLAVO DE CARVALHO | 3 | 0 | 0 | 0 | 0 |
| 16 | Republic TV: Arnab Goswamis | 3 | 0 | 0 | 0 | 0 |
| 15 | COViD-19 PNG | 3 | 0 | 0 | 0 | 0 |
| 14 | Movement for the Protection of Plateau Heritage (MOPPLAH) | 3 | 0 | 0 | 0 | 0 |
| 10 | The Angry Patriot | 3 | 0 | 0 | 0 | 0 |
| 11 | Conservative Voices | 3 | 2 | 0 | 0 | 0 |
| 9 | Donald Trump is My President | 3 | 0 | 0 | 0 | 0 |
| 7 | Pro-America News | 3 | 0 | 0 | 0 | 0 |
| 6 | The United Patriots | 3 | 0 | 0 | 0 | 0 |
| 5 | Fed-Up Americans | 3 | 0 | 0 | 0 | 0 |
| 19 | Pres. Bolsonaro 2022 | 3 | 0 | 0 | 0 | 0 |
| 13 | We Support Republic | 2 | 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 | |
|---|---|---|---|---|---|---|
| 6 | FU Trump | 0 | 0 | 0 | 17 | 0 |
| 8 | A SKUNK NAMED TRUMP | 0 | 1 | 1 | 13 | 0 |
| 14 | Kick Ass News | 0 | 0 | 0 | 11 | 0 |
| 4 | Veterans Against Republican Ignorance | 0 | 1 | 0 | 9 | 0 |
| 5 | NBC News | 0 | 0 | 0 | 9 | 0 |
| 16 | Malcolm Nance Fans | 0 | 0 | 2 | 9 | 0 |
| 19 | Tiger King Memes | 0 | 0 | 0 | 8 | 0 |
| 17 | BLOOMBERG FOR PURPOSE | 0 | 0 | 1 | 7 | 0 |
| 9 | Blue Wave 2020 | 0 | 0 | 0 | 7 | 0 |
| 15 | The Democratic Political Active Resistance | 0 | 0 | 1 | 6 | 0 |
| 13 | Memes only ( the last meme wins lol ) curt | 0 | 0 | 0 | 5 | 0 |
| 18 | American Veterans against the GOP | 0 | 0 | 1 | 5 | 0 |
| 0 | Dump Trump Daily | 0 | 0 | 1 | 5 | 0 |
| 12 | Krystal Ball Rising | 0 | 0 | 0 | 5 | 0 |
| 11 | Occupy Democrats | 0 | 0 | 2 | 5 | 0 |
| 1 | The Last Word With Lawrence O’Donnell | 0 | 0 | 2 | 5 | 0 |
| 7 | Veterans Against Putintrumpism (VAP) | 0 | 0 | 1 | 5 | 0 |
| 3 | Friends who like AM Joy on MSNBC | 0 | 0 | 1 | 5 | 0 |
| 2 | MSnbc = Maddow Station = Rachel Lawrence Joy | 0 | 0 | 1 | 5 | 0 |
| 10 | A Skunk Named Trump | 0 | 0 | 1 | 5 | 0 |
Top 20 active users and descriptions for group "Conservative-Mainstream"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 0 | FOX NEWS with Tucker Carlson | 3 | 6 | 0 | 1 | 0 |
| 1 | The Official Rush Limbaugh Facebook Group | 1 | 6 | 0 | 1 | 0 |
| 13 | Israël, My Beloved | 0 | 3 | 0 | 0 | 0 |
| 2 | The Ingraham Angle | 1 | 3 | 0 | 0 | 0 |
| 3 | The Trump Rally | 2 | 3 | 0 | 0 | 0 |
| 6 | FIRST OFFICIAL CANDACE OWENS FAN CLUB | 0 | 3 | 0 | 0 | 0 |
| 7 | Promises Made & Promises Kept Trump 2020 | 0 | 3 | 0 | 0 | 0 |
| 16 | The Real Deplorables | 1 | 3 | 0 | 0 | 0 |
| 18 | Making Friends Through Donald Trump | 0 | 2 | 0 | 0 | 0 |
| 17 | Citizen Action USA | 0 | 2 | 0 | 0 | 0 |
| 15 | Leathernecks, Conservatives And Friends | 0 | 2 | 0 | 0 | 0 |
| 14 | The Alliance/Trump/Q Fan Club | 0 | 2 | 0 | 0 | 0 |
| 10 | American Association of Deplorables | 0 | 2 | 0 | 0 | 0 |
| 12 | Μακεδονία ξακουστή | 0 | 2 | 0 | 0 | 0 |
| 11 | Sebastian Gorka Fan Page | 0 | 2 | 0 | 0 | 0 |
| 9 | American Deplorables | 0 | 2 | 0 | 0 | 0 |
| 8 | American Forebearers | 0 | 2 | 0 | 0 | 0 |
| 5 | CHAD PRATHER FANS | 0 | 2 | 0 | 1 | 0 |
| 4 | Tom and Sadie | 1 | 2 | 0 | 0 | 0 |
| 19 | CIA CLOWN RED PILL SUPER SHOW | 0 | 2 | 0 | 0 | 0 |
Top 20 active users and descriptions for group "Unclear-Fake"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 0 | IJR | 0 | 0 | 0 | 0 | 2 |
| 1 | IJR Presents | 0 | 0 | 0 | 0 | 2 |
| 10 | Zero Hedge | 0 | 0 | 0 | 0 | 2 |
| 2 | IJR Politics | 0 | 0 | 0 | 0 | 2 |
| 3 | The Jewish Right | 0 | 0 | 0 | 0 | 1 |
| 12 | Coast To Coast AM With George Noory | 0 | 0 | 0 | 0 | 1 |
| 18 | U.S. General Elections Central | 0 | 0 | 0 | 0 | 1 |
| 17 | Three Percenters (III%ers) for Constitutional Troops and Law Enforcement | 0 | 0 | 0 | 0 | 1 |
| 16 | Right Speak | 0 | 0 | 0 | 0 | 1 |
| 15 | Avec François Boulo | 0 | 0 | 0 | 0 | 1 |
| 14 | The Anonymous Press | 0 | 0 | 0 | 0 | 1 |
| 13 | Gatvol SouthAfrican Group | 0 | 0 | 0 | 0 | 1 |
| 11 | Qanon SA Political News & Decodes | 0 | 0 | 0 | 0 | 1 |
| 4 | Phoenix | 0 | 0 | 0 | 0 | 1 |
| 9 | JFK21 - Nr 21 Mærkesag: Naturmedicin ligestilles med Pharmaceutika. | 0 | 0 | 0 | 0 | 1 |
| 8 | CoronaVirus • CoViD-19 BOOST!!! Your Immune System NATURALLY | 0 | 0 | 0 | 0 | 1 |
| 7 | The News You Won't See On Tv. | 0 | 1 | 0 | 0 | 1 |
| 6 | CORONA VIRUS COVID19 News Group | 0 | 0 | 0 | 0 | 1 |
| 5 | Coronavirus Watch San Francisco Bay Area | 0 | 0 | 0 | 1 | 1 |
| 19 | The Mind Unleashed | 0 | 0 | 0 | 0 | 1 |
Top 20 active users and descriptions for group "Liberal-Fake"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 3 | Democrats against Donald J. Trumpf | 0 | 0 | 4 | 1 | 0 |
| 10 | Americans Against Fox News and Republican Lies | 0 | 0 | 3 | 0 | 0 |
| 11 | People Against Glenn Beck, The Tea Party and Hate Speech | 0 | 0 | 3 | 0 | 0 |
| 9 | Crooks and Liars | 0 | 0 | 2 | 0 | 0 |
| 15 | Tomi Lahren wouldn't make it as a Pole Dancer. | 0 | 0 | 2 | 2 | 0 |
| 14 | People Against Trump and his false religious support. | 0 | 0 | 2 | 1 | 0 |
| 13 | People Against Tea Party Threats and Violence | 0 | 0 | 2 | 0 | 0 |
| 12 | Resistance Against Trump | 0 | 0 | 2 | 0 | 0 |
| 1 | The Last Word With Lawrence O’Donnell | 0 | 0 | 2 | 5 | 0 |
| 0 | Palmer Report | 0 | 0 | 2 | 0 | 0 |
| 8 | Bipartisan Report | 0 | 0 | 2 | 0 | 0 |
| 7 | Malcolm Nance Fans | 0 | 0 | 2 | 9 | 0 |
| 6 | Occupy Democrats | 0 | 0 | 2 | 5 | 0 |
| 4 | Fox News Live Stream | 0 | 1 | 2 | 0 | 0 |
| 2 | 65 MILLION STRONG HILLARY 2020 | 0 | 0 | 2 | 0 | 0 |
| 5 | Trump's Merica: Consortium of rich, racists, bigots, bad policies | 0 | 0 | 1 | 0 | 0 |
| 16 | Unity March 2020 | 0 | 0 | 1 | 0 | 0 |
| 17 | LOCK HIM UP | 0 | 0 | 1 | 2 | 0 |
| 18 | Trump Watchdog Committee | 0 | 0 | 1 | 1 | 0 |
| 19 | Democratic National Committee Black Caucus | 0 | 0 | 1 | 0 | 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: 16308
| longivity | |||
|---|---|---|---|
| mean | median | std | |
| label | |||
| Conservative-Fake | 200.1 | 193.3 | 93.7 |
| Conservative-Mainstream | 136.8 | 135.4 | 48.3 |
| Liberal-Fake | 67.7 | 56.1 | 73.1 |
| Liberal-Mainstream | 162.5 | 226.8 | 122.4 |
| Unclear-Fake | 99.9 | 61.7 | 94.3 |
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 | 1504 | 11 | 1594.0 | 1.059840 | 300.800000 |
| 1 | Conservative-Mainstream | 5076 | 52 | 5541.0 | 1.091608 | 725.142857 |
| 2 | Liberal-Fake | 868 | 5 | 953.0 | 1.097926 | 144.666667 |
| 3 | Liberal-Mainstream | 8633 | 256 | 9349.0 | 1.082938 | 1233.285714 |
| 4 | Unclear-Fake | 559 | 2 | 637.0 | 1.139535 | 93.166667 |
Top 20 active users and descriptions for group "Conservative-Fake"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 7 | vic_tracy | Traveling and Experiencing Life, Gay\nNo regrets.......#LifeWellTraveled \nWhat we do does not define who we are;What defines us is how well we rise after falling | 8 | 0 | 0 | 0 | 0 |
| 9 | CimeronR | Nothing impressive. Just a mom, a wife and a Trump supporter. | 4 | 0 | 0 | 0 | 0 |
| 11 | JeunesseLon | 4 | 0 | 0 | 0 | 0 | |
| 19 | noraelisa44 | Diseñadora de Interiores, quiero una Colombia libre, grande, justa, honesta. | 3 | 0 | 0 | 0 | 0 |
| 3 | oxfordvic | You may not always like my Politics but I will always treat a woman like a lady and protect their honor ! | 3 | 0 | 0 | 0 | 0 |
| 8 | Michael77640977 | #Zionist #MAGA #Christian \n Fight Fascism, Nazis, #Islamofascism | 3 | 0 | 0 | 0 | 0 |
| 1 | kjfkugkujvj | 3 | 0 | 0 | 0 | 0 | |
| 12 | peterhrsteyn | Father, Husband, Entrepreneur, Project Manager, Retail Operations guru and Environmental custodian | 3 | 0 | 0 | 0 | 0 |
| 14 | marciocaaby | 2 | 0 | 0 | 0 | 0 | |
| 18 | v8broum | Big Brother vous regarde Big Brother is watching you | 2 | 0 | 0 | 0 | 0 |
| 17 | cd_lutetia | Followed by\n🇺🇸@RyanAFournier 🇺🇸@RealOmarNavarro 🇺🇸@Harlan Z. Hill, Advisory Board @realDonaldTrump 2020 Campaign 🇺🇸@GenFlynn 🇫🇷Sénateur @alainhoupert | 2 | 0 | 0 | 0 | 0 |
| 16 | rlopezaliaga1 | Secretario General de Solidaridad Nacional. Empresario: Finanzas, Hoteles (Monasterio, Nazarenas,RioSagrado), Tren (PeruRail), Energía. Inmobiliaria. | 2 | 0 | 0 | 0 | 0 |
| 15 | nwokolo_leo | 2 | 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 |
| 13 | GVkacha | #Independent🇮🇱🇦🇽🇦🇺🇱🇷🇳🇱🇷🇺🏴🇫🇷🇬🇲🇭🇷🇯🇲🇨🇦🇺🇸🇪🇹 🇬🇧🇿🇦 🇫🇷 | 2 | 0 | 0 | 0 | 0 |
| 6 | Regulus1007 | 2 | 0 | 0 | 0 | 0 | |
| 5 | 9Circles9 | Libertarian Centrist/Classical Liberal. Gallows humor. Horror, Sci-Fi, Fantasy, & Mystery. Amateur guitarist. Metal-head. Sigma-male. To thine own self be true. | 2 | 0 | 0 | 0 | 0 |
| 4 | StopInsanity75 | 2 | 0 | 0 | 0 | 0 | |
| 2 | EYoung04171603 | 100% for Trump #BestPresidentEver #AmericaFirst #1A #2A #BuildTheWall #DeportIllegals #CloseBorder #ProLife #KickUNout #HillaryForPrison #LockHerUp #NoDACA | 2 | 1 | 0 | 1 | 0 |
| 10 | Teddybl39989726 | Stand with Hong Kong. Stand with Uyghurs. Stand with freedom. 5 demands not 1 less. | 2 | 1 | 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 | |
|---|---|---|---|---|---|---|---|
| 19 | jr50903400 | 0 | 0 | 0 | 14 | 0 | |
| 7 | BeverlyMann19 | Views my own, but you may borrow them.\n\nGrateful for the above nature area 1/2 mile from home, but no longer walking there.\n\nProud Berner since spring '15. | 0 | 0 | 0 | 9 | 0 |
| 11 | boxersjolie | 0 | 0 | 0 | 9 | 0 | |
| 0 | Joni_Looking | Viet-NamVet\n *VoteBlueNoMatterWho*\n\n#BanHorseSlaughter:\n'SAFEAct' HR961 & S.2006\n \n#NetNeutrality\n-During DownTime: I Listen to STEVE PerryMusic & Design Quilts | 0 | 0 | 1 | 9 | 0 |
| 3 | ed_bernhardi | 0 | 0 | 0 | 8 | 0 | |
| 6 | realJohnCurley | I'm boiling Twitter and tweeting & blogging whatever floats to the top.¯\_(ツ)_/¯ Follows/🐦/🔁/❤≠endorsements. VERIFIABLE #news sources #StopFakeNews #FactCheck | 0 | 0 | 0 | 7 | 0 |
| 12 | christinekysely | Artistic. Poetic. Imagery. 4,300,000 + Followers on Pinterest. 12,500 + Facebook Followers. CEO Branding / Marketing / Content Influencer Trend Identifier | 0 | 0 | 0 | 7 | 0 |
| 16 | Macgyver2921 | US Army Ret L Company 101st Airborne Div Long Range Surveillance Detachment (LRSD) \nBut if thought corrupts language, language can also corrupt thought | 0 | 0 | 0 | 7 | 0 |
| 4 | afaduln2 | Love friendly chats on any issues, also music & reading. Like 2 make friends on twitter, a challenging social media. I only support Democrats; never GOP's! | 0 | 0 | 0 | 6 | 0 |
| 8 | zdsf_ | 10/23/18 tue 🌙 🦕 - Dame Cicely Veronica #Wedgwood: Discontent and disorder [are] signs of energy and hope, Not of despair ( ----- ) #paperback #book | 0 | 0 | 0 | 6 | 0 |
| 14 | AnnHedinger | BA, Retired Elementary Music Teacher, Harpist\nMother of 2, Grandmother of 2,\nVegan, Advocate for animals & the Earth | 0 | 0 | 0 | 6 | 0 |
| 5 | FreedomTVR | Remember, remember to #VoteBlue in November - to save America. 🌊 #resist 🌊 #TrumpLiesMatter 🌊 #Biden2020 🌊 #VoteBlueToSaveAmerica 🌊 #FBR 🌊 | 0 | 0 | 0 | 5 | 0 |
| 9 | breitbarpht | Promoting truth and facts. Countering the false narrative promoted by alt-right media outlets. The Truth Matters, and is key to protecting American democracy. | 0 | 0 | 0 | 5 | 0 |
| 1 | MagnoliaG2012 | Your health is 1! Everything else are 0s after 1 - Health Expert - https://t.co/Z5AcFD6A2L | 0 | 0 | 0 | 5 | 0 |
| 2 | mortgageconsult | SocialConscience;Truth;BrothersKeeper;SavePlanet/Equality JOIN ME inCivil Discourse/HumanRights RT=Noteworthy/ Mum to 3 Strong Women;Gran to 1/NO DM | 0 | 0 | 0 | 5 | 0 |
| 15 | theReal_Rebel | Filmmaker, Writer, Artist, former Actress, comicbook artist/writer sometime Comics reporter, VFX artist 3D & 2D & stop-mo Animator,Writer's Ass't. | 0 | 0 | 0 | 5 | 0 |
| 17 | DavegFla | US Army (Ret.) Germany/Korea/Bosnia/Iraq | 0 | 0 | 0 | 5 | 0 |
| 18 | mayra_feeley | 0 | 0 | 0 | 5 | 0 | |
| 10 | RichardSams16 | USMC, Geologist. | 0 | 0 | 0 | 5 | 0 |
| 13 | JorgeSimonHern1 | I can see clearly now\n#OnAMissonFromGod \njust following orders\nO-negative\nstaying positive | 0 | 0 | 0 | 4 | 0 |
Top 20 active users and descriptions for group "Conservative-Mainstream"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 10 | GUHURA | For a life with dignity. Retweet does not mean endorsement! | 0 | 19 | 0 | 0 | 0 |
| 13 | Alessias_Dad | 0 | 16 | 0 | 0 | 0 | |
| 14 | jammo2002uk | 10 yrs on twitter. 1 yr active .\nBrit married to a yank from NY. \n2 cats 1 dog. #Brexit #Farage #England #trump #BJohnson #buildthewall #kag | 0 | 7 | 0 | 0 | 0 |
| 16 | petercap7 | 0 | 5 | 0 | 0 | 0 | |
| 1 | lopezgovlaw | Husband | Father x5 | Attorney | Author https://t.co/bJBji5r9BF | “Don’t be alarmed ... Jesus the Nazarene, who was crucified. He has risen!” #Mark 16:6 | 0 | 5 | 0 | 0 | 0 |
| 9 | Commentator481 | wisdom, justice, courage, moral life, Psalm 139:13-14 MD retired💯% for 45 ⭐️⭐️⭐️#patriot,#conservative.#MAGA 🇺🇸🙏#support45in2020 #KAG WWG1WGA. 🚫PORN | 0 | 4 | 0 | 0 | 0 |
| 18 | wawembiird | 1 | 4 | 0 | 0 | 0 | |
| 12 | EddieDonovan | Rock/Blues/Folk/Country Musician/Songwriter/Singer w/400+ recordings music playlist! https://t.co/n8TICk2kr2 | 0 | 4 | 0 | 0 | 0 |
| 0 | Therealdeal2244 | Be Still.......\n\nPolitics, Policy, Poker | 0 | 4 | 0 | 0 | 0 |
| 7 | TheUnsilentMaj3 | 🇺🇸🇮🇱MAGA🇮🇱🇺🇸KAG🇺🇸🇮🇱#Trump2020 🇺🇸🇮🇱#ProLife❤️Trump is still president. James Woods is back. Remain calm. All is well. Nothing to see here 🇺🇸👍 | 0 | 4 | 0 | 0 | 0 |
| 4 | LyellBan | Pro Israel, #MAGA and #TRUMP. | 0 | 4 | 0 | 0 | 0 |
| 3 | chfortrump | #Architect🏘#ProLife🤰🏻#Nationalist🇺🇸 #Conservative💯#InGodWeTrust🙏🏻#WWG1WGA 🐇 Geopolítica AntiZurdos NoSocialismo NoFeminazi #RedPillersFollowME ♥️ | 0 | 4 | 0 | 0 | 0 |
| 2 | d_roneal | Intelligence only allowed!Trump Maga If not supporter of Trump U don’t belong on my site!English only,if I can’t read it I block it!Dont need dates or DM | 0 | 4 | 0 | 0 | 0 |
| 8 | Jwilco123 | Father, Grandfather, Conservative, Registered Nurse & Ute fan. if you’re a betting man I recommend Pascal’s wager. IFB #MAGA #Trump2020 🇺🇸 Laura for Congress! | 0 | 3 | 0 | 0 | 0 |
| 11 | DBurton3 | #MILITARY #VETS🇺🇸 \n #JESUSCHRISTISKING #TRUMPTRAIN🚂 #MAGA #HOOSIERTRUMPERS #GENERALFLYNN\n#BUILDTHEWALL #BACKTHEBLUE👮. #MARRIED❤️ | 0 | 3 | 0 | 0 | 0 |
| 6 | 4ourCountry | Trump/Pence 2020! POTUS accomplishing SO much! Dems & Media liars! Law & order! God! 🙏 #MAGA #BackTheBlue #FakeNewsMedia #BuildTheWall | 0 | 3 | 0 | 0 | 0 |
| 5 | lonestarmango | Dad, Husband, Veteran, Retired international businessman, Centrist Conservative..No lists, please. RTs are RTs | 0 | 3 | 0 | 0 | 0 |
| 15 | Al82754998 | HongKonger, Canadian, World citizen. I’m an optimist, tweeting all things HK with a touch of humour(hope I still can) #followbackhongkong #科勞手足 #手足互科 | 0 | 3 | 0 | 0 | 0 |
| 17 | direita_PT | Primeiro Portugal 🇵🇹 🇵🇹🇵🇹\nhttps://t.co/s7QbbW6Fea\n\n#PT #Portugal #Direita #RealNews | 0 | 3 | 0 | 0 | 0 |
| 19 | Marek_PK | Profile and header photos give a clue. | 0 | 3 | 0 | 0 | 0 |
Top 20 active users and descriptions for group "Unclear-Fake"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 17 | serveBC | DEMOCRACY without LIBERTY is just a mechanism for electing Dictators. We are all in the same canoe, when the Left paddles too hard, the Right must paddle harder | 0 | 0 | 0 | 0 | 11 |
| 1 | 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 | 6 |
| 12 | CanuckGTA | Against socialism, nepotism, corruption, inept politicians, illegal border crossings. Pro- Business, law, growth 🇨🇦 #MCGA# 🇨🇦 | 0 | 0 | 0 | 0 | 6 |
| 10 | flea_bisk_it | ☝🏽Cocoa the Cat 🐈 Newest addition to the fam! Retweets NOT endorsements. They may be points to ponder. | 0 | 0 | 0 | 0 | 4 |
| 15 | HaoleGuy1 | 0 | 0 | 0 | 0 | 4 | |
| 19 | Chris91138742 | Trying to understand the modern world and our place in the universe | 0 | 0 | 0 | 0 | 4 |
| 3 | plasmaglyphs | Don't Loose Freedom thru Fear. ZINC-PICOLINATE supplement BEATS CrnaVirs. 5G opens Volltage-Gate 2 Viruses. Follow Jesus, not me. Right-Thinking 2020&beyond | 0 | 0 | 0 | 0 | 4 |
| 8 | johnmknox | CHINA LIED PEOPLE DIED 🇬🇧➡ #TGDN #Canzuk #KAG #ChinaLiedPeopleDied #Sanctions #ChineseCoronavirus #XiVirus #CCPcoverup Defund the WHO and UN. | 0 | 1 | 0 | 1 | 3 |
| 11 | again_censored | American patriot. Will work for food and will fight for freedom & liberty. IT Professional. Can't live without a dog. | 0 | 0 | 0 | 0 | 3 |
| 14 | greenheartsinfo | 0 | 0 | 0 | 0 | 3 | |
| 16 | FedUpCdn | Take care of yourselves and a senior and #StayHomeCanada we can do this! U.S. self isolate with Canada and lets stop this and save lives! #FlattenTheCurve | 0 | 0 | 0 | 0 | 3 |
| 6 | Matthew52338399 | married to my awesome wife Tina. Live Pd fan. Retired emt. Love animals. History nut. Railroad history. Contributor to Railpace news magazine | 0 | 0 | 0 | 0 | 2 |
| 7 | MedicalQuack | Health Care IT Consultant and Blogger,Discussing PHR, EHR, Health Technology, And Ducks | 0 | 0 | 0 | 0 | 2 |
| 9 | Palmdalekid2 | Jaded Nonconformist | 0 | 0 | 0 | 0 | 2 |
| 5 | FxBookLTTG | Made by traders for traders | 0 | 0 | 0 | 0 | 2 |
| 4 | ZH_Headline_Bot | Just the headlines from ZeroHedge\n(not affiliated with ZeroHedge) | 0 | 0 | 0 | 0 | 2 |
| 13 | Dwarvish123 | #MAGAorGTFO | 0 | 0 | 0 | 0 | 2 |
| 2 | agingboomer1 | 0 | 0 | 0 | 0 | 2 | |
| 18 | tatreeves63 | In the confrontation between the stream and the rock, the stream always wins not because of strength because of perseverance PERSEVERANCE | 0 | 2 | 0 | 0 | 2 |
| 0 | icare4america16 | Trump Landslide in 2020 #IndependentConservative CALIFORNIA is a #DEBTBOMB KEEP AMERICA SAFE & STRONG #MCGA #ShadowBanned https://t.co/mNgueP1ISs | 0 | 0 | 0 | 1 | 2 |
Top 20 active users and descriptions for group "Liberal-Fake"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 0 | PalmerReport | Political analysis ahead of the curve. | 0 | 0 | 9 | 0 | 0 |
| 12 | LindaHaleRCSD | 🚫NoDMs🚫NO Magats 🆘 #USArmyVeteran @TheDemocrats @KamalaHarris @SenWarren @HillaryClinton @SpeakerPelosi #Liberal #MarijuanaAdvocate 🌊#FBResisters #TorC #NM | 0 | 0 | 8 | 0 | 0 |
| 2 | AmbiiMoore | 0 | 0 | 4 | 0 | 0 | |
| 5 | KennaStevens1 | I like cookies. Dem volunteer. VOTE BLUE NO MATTER WHO! | 0 | 0 | 4 | 0 | 0 |
| 1 | seppala_e | Officially I wear many hats, grew up in school of hard knocks, and raised to vote, after I did my homework on the person running. No nonsense, & straight up. | 0 | 0 | 3 | 0 | 0 |
| 18 | Lmo66Olson | Boomer ; retired nurse/artist/activist/Feminist who thought she was done protesting/marching! #45 NOT MY PRESIDENT!#RESIST Never QUIT! NO DMs!!!! | 0 | 0 | 3 | 1 | 0 |
| 15 | ten24get | I can see my house from here. #UniteBlue | 0 | 0 | 3 | 0 | 0 |
| 14 | ann_neels | 0 | 0 | 3 | 2 | 0 | |
| 19 | InSpiteOfTrump | Space Force Commander since 2018\n#TheResistance since 2016\n\n \n \n\n\n\n\n\n\n\n\n\n\n\n\n\n \n \n\n\n\n\n\n\n\n\n\n\n\n\n\nFormer Attorney General I guess? | 0 | 0 | 3 | 0 | 0 |
| 8 | LGSoderlund1 | #BlueTsunami2020, #Resist, #FBR, #WitnessesAndDocuments,#Coward #TruthMatters, #WeThePeople, #WeWantWittnesses,#RIPGOP, #GOPCorruptionOverCountry, | 0 | 0 | 3 | 0 | 0 |
| 7 | MerleJennings18 | Retired, Democrat, Dislike the entire tramp family, US ARMY VET I will refollow as long as you're not just trying to sell something or a DAMNED TRAMP BOT | 0 | 0 | 3 | 0 | 0 |
| 4 | Jenny__Blue | I work with kids/Huge animal lover-especially canines/can't stand donald trump or his minions! No lists please. | 0 | 0 | 3 | 0 | 0 |
| 3 | 0ffTheGriddle | 0 | 0 | 3 | 0 | 0 | |
| 9 | bethsinniresist | proud liberal notmypresident. #theresistance #Trumprussia #resistance #russiagate #fbr #metoo #WeAreThePatriots | 0 | 0 | 2 | 0 | 0 |
| 11 | healingtouch221 | Published author & speaker. Director of Volunteer Services. Love my children, cooking, photography, creating, healing, counseling, #Resister 🌊 🍑 NO DM's Pls | 0 | 0 | 2 | 0 | 0 |
| 13 | HollyHuntley3 | daughter, sister, aunt, brain aneurism survivor, animal & environmental lover, no tolerance for "idiots" or "stupid" people. | 0 | 0 | 2 | 1 | 0 |
| 6 | matange2 | French/Italian, mom who loves to read, walk, cook & watch , baseball, ,football ,Hockey & Nascar with my family and friends!! | 0 | 0 | 2 | 0 | 0 |
| 16 | lister_lester | Defending DEMOCRACY from RightWingNutJobs & White Supremacists Every Day ! #TheResistance\n🌊🌊🌊🌊🌊🌊🌊 | 0 | 0 | 2 | 0 | 0 |
| 17 | drsistrunk | The theme most impressionable upon me...is one of hope and opportunity. It doesn't matter where you come from...there's no limit to what you can accomplish. | 0 | 0 | 2 | 0 | 0 |
| 10 | drseid | Retired, after nearly 38 years at UAMS in Little Rock.\nBorn 1946, life long Arkansan. \n3 years of college towards EE, no degree.\nDemocrat. | 0 | 0 | 2 | 1 | 0 |
