3.2.0
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
/usr/local/stow/python-3.6/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¶
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| 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 | 7.0 | 7.00 | 7.00 | 7.00 | 7.00 | 7.00 | 7.00 | 7.00 | 7.0 | 7.0 | 7.0 | 7.0 | 7.00 | 7.00 | 7.00 | 7.00 | 7.00 | 7.00 |
| num_discovered | 7.0 | 5.00 | 7.0 | 7.00 | 7.00 | 6.00 | 6.00 | 6.00 | 7.00 | 7.00 | 0.0 | 0.0 | 0.0 | 0.0 | 2.00 | 2.00 | 2.00 | 2.00 | 5.00 | 7.00 |
| total_discovered | 133.0 | 308.00 | 70.0 | 472.00 | 1227.00 | 611.00 | 3726.00 | 275.00 | 1486.00 | 8762.00 | 0.0 | 0.0 | 0.0 | 0.0 | 3.00 | 3.00 | 7.00 | 5.00 | 22.00 | 90.00 |
| discoverability | 1.0 | 0.71 | 1.0 | 1.00 | 1.00 | 0.86 | 0.86 | 0.86 | 1.00 | 1.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.29 | 0.29 | 0.29 | 0.29 | 0.71 | 1.00 |
| avg. post per URL | 19.0 | 61.60 | 10.0 | 67.43 | 175.29 | 101.83 | 621.00 | 45.83 | 212.29 | 1251.71 | 0.0 | 0.0 | 0.0 | 0.0 | 1.50 | 1.50 | 3.50 | 2.50 | 4.40 | 12.86 |
| median post per URL | 13.0 | 2.00 | 4.0 | 28.00 | 167.00 | 79.00 | 20.50 | 8.50 | 109.00 | 395.00 | NaN | NaN | NaN | NaN | 1.50 | 1.50 | 3.50 | 2.50 | 3.00 | 14.00 |
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 | 16487.3 | 6415 | 19199.3 | 4421.1 | 1694 | 6014.1 | 3015.7 | 1156 | 5169.3 |
| Conservative-Mainstream | 98389.3 | 20865 | 124760.2 | 43356.6 | 17724 | 71446.1 | 17782.1 | 4065 | 25835.2 |
| Liberal-Fake | 40254.9 | 797 | 105025.1 | 25251.1 | 411 | 66030.6 | 15634.1 | 232 | 40923.0 |
| Liberal-Mainstream | 306180.7 | 122554 | 388062.4 | 89989.3 | 17783 | 129059.6 | 48648.1 | 24771 | 53635.3 |
| Unclear-Fake | 3247.4 | 3173 | 3297.7 | 2036.9 | 770 | 2488.7 | 786.9 | 428 | 813.0 |
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
create directory for top users... /home/zc1245/cross_platform/200426//user/ already exists
number of unique accounts: 1795
| longivity | |||
|---|---|---|---|
| mean | median | std | |
| label | |||
| Conservative-Fake | 50.1 | 18.3 | 63.7 |
| Conservative-Mainstream | 235.9 | 227.6 | 170.7 |
| Liberal-Fake | 57.8 | 0.9 | 127.5 |
| Liberal-Mainstream | 204.7 | 122.0 | 137.1 |
| Unclear-Fake | 71.0 | 44.9 | 98.8 |
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 | 100 | 8 | 133.0 | 1.330000 | 14.285714 |
| 1 | Conservative-Mainstream | 420 | 29 | 472.0 | 1.123810 | 60.000000 |
| 2 | Liberal-Fake | 264 | 6 | 308.0 | 1.166667 | 52.800000 |
| 3 | Liberal-Mainstream | 1073 | 107 | 1227.0 | 1.143523 | 153.285714 |
| 4 | Unclear-Fake | 61 | 3 | 70.0 | 1.147541 | 8.714286 |
Top 20 active users and descriptions for group "Liberal-Mainstream"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 18 | NBC News | 0 | 0 | 0 | 13 | 0 |
| 0 | Occupy Democrats | 0 | 1 | 1 | 5 | 0 |
| 19 | אזרחים בעד מיצוי ההליך המשפטי של נתניהו ומקורביו-לא לעסקאות טיעון! | 0 | 0 | 0 | 5 | 0 |
| 3 | Veterans Against Republican Ignorance | 0 | 1 | 3 | 4 | 0 |
| 7 | Kick Ass News | 0 | 1 | 3 | 4 | 0 |
| 8 | Malcolm Nance Fans | 0 | 2 | 1 | 4 | 0 |
| 16 | CNN Replay | 0 | 0 | 0 | 4 | 0 |
| 1 | FU Trump | 0 | 3 | 6 | 4 | 0 |
| 12 | Donald TRUMP MOST HATED ON EARTH | 0 | 1 | 0 | 4 | 0 |
| 13 | 2040: The Regeneration | 0 | 0 | 0 | 4 | 0 |
| 14 | Vancouver Public Space Network | 0 | 0 | 0 | 3 | 0 |
| 2 | Trump Snake Oil Salesman Group Page | 0 | 0 | 2 | 3 | 1 |
| 17 | Breaking News Today | 0 | 0 | 0 | 3 | 0 |
| 15 | CNN | 0 | 0 | 0 | 3 | 0 |
| 11 | CBS News | 0 | 0 | 0 | 3 | 0 |
| 4 | Fans of Rachel Maddow | 0 | 0 | 1 | 3 | 0 |
| 9 | A SKUNK NAMED TRUMP | 0 | 2 | 2 | 3 | 0 |
| 6 | Freethinkers United Against Trump | 0 | 0 | 2 | 3 | 0 |
| 5 | Veterans Against Putintrumpism (VAP) | 0 | 1 | 2 | 3 | 0 |
| 10 | Freethinkers United For Change | 0 | 0 | 1 | 3 | 0 |
Top 20 active users and descriptions for group "Liberal-Fake"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 6 | FU Trump | 0 | 3 | 6 | 4 | 0 |
| 2 | We Support Our Governor Gretchen Whitmer | 0 | 1 | 4 | 0 | 0 |
| 4 | Dr. Anthony Fauci Fan Club | 0 | 4 | 4 | 0 | 0 |
| 0 | original DONALD TRUMP CLOWN UNIVERSITY @ fakeDonaldTrump | 0 | 1 | 3 | 2 | 0 |
| 9 | Buffoon in Chief Donald Trump | 0 | 2 | 3 | 1 | 0 |
| 14 | Dump On Trump | 0 | 0 | 3 | 2 | 0 |
| 13 | Kick Ass News | 0 | 1 | 3 | 4 | 0 |
| 12 | Trump Haters United | 0 | 0 | 3 | 1 | 0 |
| 1 | Crooks and Liars | 0 | 0 | 3 | 0 | 0 |
| 10 | Americans For Sanity | 0 | 2 | 3 | 3 | 0 |
| 8 | Veterans Against Republican Ignorance | 0 | 1 | 3 | 4 | 0 |
| 3 | Biden for president | 0 | 0 | 3 | 0 | 0 |
| 11 | COVID-19 Memorial Page | 0 | 1 | 2 | 0 | 0 |
| 7 | Trump Snake Oil Salesman Group Page | 0 | 0 | 2 | 3 | 1 |
| 5 | BLOOMBERG FOR PURPOSE | 0 | 1 | 2 | 0 | 0 |
| 15 | CNN News (World News) | 0 | 0 | 2 | 1 | 0 |
| 16 | Michael Bloomberg Supports a Democratic America !!! for President !!! | 0 | 0 | 2 | 0 | 0 |
| 17 | CSpan Caller's - Post your Thoughts HERE | 0 | 0 | 2 | 0 | 0 |
| 18 | A SKUNK NAMED TRUMP | 0 | 2 | 2 | 3 | 0 |
| 19 | Bipartisan Report | 0 | 0 | 2 | 0 | 0 |
Top 20 active users and descriptions for group "Conservative-Mainstream"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 0 | MSnbc = Maddow Station = Rachel Lawrence Joy | 0 | 5 | 1 | 0 | 0 |
| 1 | Dr. Anthony Fauci Fan Club | 0 | 4 | 4 | 0 | 0 |
| 9 | Real Time with Bill Maher SS18 - 2020 | 0 | 3 | 0 | 0 | 0 |
| 16 | The Will County News | 0 | 3 | 0 | 0 | 0 |
| 15 | OFFICIAL Q / QANON | 0 | 3 | 0 | 0 | 1 |
| 14 | Melania & Trump Fans | 0 | 3 | 0 | 1 | 0 |
| 12 | Memes only ( the last meme wins lol ) curt | 0 | 3 | 0 | 0 | 0 |
| 19 | CNBC | 0 | 3 | 0 | 0 | 0 |
| 7 | Blue Wave 2020 | 0 | 3 | 1 | 1 | 0 |
| 3 | FU Trump | 0 | 3 | 6 | 4 | 0 |
| 8 | WSJ Politics | 0 | 2 | 0 | 0 | 0 |
| 6 | A SKUNK NAMED TRUMP | 0 | 2 | 2 | 3 | 0 |
| 11 | Jatt Pardesi | 0 | 2 | 0 | 0 | 0 |
| 5 | Friends Who Like Joe Madison - "The Black Eagle" | 0 | 2 | 1 | 1 | 0 |
| 13 | COVID-19 SARS-2 Coronavirus official updates | 0 | 2 | 0 | 0 | 0 |
| 4 | Americans For Sanity | 0 | 2 | 3 | 3 | 0 |
| 2 | Blue 2020 | 0 | 2 | 1 | 0 | 0 |
| 17 | REPUBLICANS FOR TRUMP | 0 | 2 | 0 | 0 | 0 |
| 18 | MommyPage | 0 | 2 | 0 | 0 | 0 |
| 10 | Peace, Love, Music and Positivity ~ Namaste Worldwide Hippies Friends | 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 | Activist Post | 0 | 0 | 0 | 0 | 3 |
| 3 | MA 4 Trump | 0 | 2 | 0 | 0 | 2 |
| 4 | Zero Hedge | 0 | 0 | 0 | 0 | 2 |
| 5 | County Sheriff Project | 0 | 0 | 0 | 0 | 2 |
| 6 | oath keepers for the Constitution of the United States | 0 | 0 | 0 | 0 | 2 |
| 7 | Three percenters III% | 0 | 0 | 0 | 0 | 2 |
| 9 | The Mind Unleashed | 0 | 0 | 0 | 0 | 2 |
| 1 | Conspiracy Theory & Alternative News | 0 | 0 | 0 | 0 | 2 |
| 14 | TT&T Media | 0 | 0 | 0 | 0 | 1 |
| 18 | Friends Who Like One America News Network | 0 | 0 | 0 | 0 | 1 |
| 17 | Collective Action Against Bill Gates. We Wont Be Vaccinated!! | 0 | 0 | 0 | 0 | 1 |
| 16 | Quarantine Live Streams, Memes, & Other Things | 0 | 0 | 0 | 0 | 1 |
| 15 | Q1NON | 0 | 0 | 0 | 0 | 1 |
| 10 | Facebook South Africa | 0 | 0 | 0 | 0 | 1 |
| 13 | Libertarijanci koji govore naški | 0 | 0 | 0 | 0 | 1 |
| 12 | Libertarian Dank Meme Stash | 0 | 0 | 0 | 0 | 1 |
| 11 | Erin at Health Nut News | 0 | 0 | 0 | 0 | 1 |
| 8 | Goldman Sachs Are Financial Terrorists | 0 | 0 | 0 | 0 | 1 |
| 2 | IJR | 0 | 0 | 0 | 0 | 1 |
| 19 | Worldwide Truth Reporters | 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 | The Daily Caller | 4 | 0 | 0 | 0 | 0 |
| 2 | The Daily Caller Politics | 3 | 0 | 0 | 0 | 0 |
| 3 | Matt Walsh | 3 | 0 | 0 | 0 | 0 |
| 4 | Michael Knowles | 3 | 0 | 0 | 0 | 0 |
| 5 | Ben Shapiro | 3 | 0 | 0 | 0 | 0 |
| 6 | Daily Wire | 3 | 0 | 0 | 0 | 0 |
| 1 | Fans of Trump Pence | 3 | 0 | 0 | 0 | 0 |
| 12 | Andrew Klavan | 3 | 0 | 0 | 0 | 0 |
| 14 | Pro-America News | 2 | 0 | 0 | 0 | 0 |
| 18 | Rush Limbaugh Radio | 2 | 0 | 0 | 0 | 0 |
| 17 | 100 Percent FED Up | 2 | 0 | 0 | 0 | 0 |
| 16 | The Right News | 2 | 0 | 0 | 0 | 0 |
| 15 | Donald Trump is My President | 2 | 0 | 0 | 0 | 0 |
| 10 | Conservative News | 2 | 0 | 0 | 0 | 0 |
| 13 | The Real Patriots | 2 | 0 | 0 | 0 | 0 |
| 11 | Fed-Up Americans | 2 | 0 | 0 | 0 | 0 |
| 9 | Restless Patriot | 2 | 0 | 0 | 0 | 0 |
| 8 | Don't Mess With America | 2 | 0 | 0 | 0 | 0 |
| 7 | The United Patriots | 2 | 0 | 0 | 0 | 0 |
| 19 | Fed Up Americans | 2 | 0 | 0 | 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: 13617
| longivity | |||
|---|---|---|---|
| mean | median | std | |
| label | |||
| Conservative-Fake | 119.4 | 61.2 | 130.4 |
| Conservative-Mainstream | 223.5 | 189.6 | 153.5 |
| Liberal-Fake | 90.2 | 6.3 | 191.9 |
| Liberal-Mainstream | 317.7 | 310.4 | 119.7 |
| Unclear-Fake | 132.4 | 71.0 | 163.7 |
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 | 564 | 7 | 611.0 | 1.083333 | 94.000000 |
| 1 | Conservative-Mainstream | 1350 | 42 | 1486.0 | 1.100741 | 192.857143 |
| 2 | Liberal-Fake | 3305 | 30 | 3726.0 | 1.127383 | 550.833333 |
| 3 | Liberal-Mainstream | 8331 | 248 | 8762.0 | 1.051734 | 1190.142857 |
| 4 | Unclear-Fake | 242 | 2 | 275.0 | 1.136364 | 40.333333 |
Top 20 active users and descriptions for group "Liberal-Mainstream"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 0 | realJohnCurley | I'm boiling Twitter and tweeting & blogging whatever floats to the top.¯\_(ツ)_/¯ Follows/🐦/🔁/❤≠endorsements. VERIFIABLE #news sources #StopFakeNews #FactCheck | 0 | 2 | 4 | 6 | 0 |
| 3 | 2_Wheeled_Wolf | Returnee to cycling despite disability.\n\nBeen complaints I ain't thankful for crap cycle infra, why should I?\n\nIf my language offends, don't tweet or follow | 0 | 0 | 0 | 6 | 0 |
| 10 | danielsenderos | Diputado por el @psealava. Hacia la #TransiciónEcológica de la economía. Preocupado por el #MedioAmbiente. Aquí también en #equipo. Opiniones personales. | 0 | 0 | 0 | 6 | 0 |
| 2 | TransportXtra | News and analysis on transport and urban policy, planning & delivery, highways, passenger transport, intelligent mobility, parking and traffic enforcement | 0 | 0 | 0 | 6 | 0 |
| 5 | Ted33210718 | 💙💙STAY HOME❤️STAY SAFE💙💙Listen to 6 MUSIIC👏👏l hate Injustice 🚨especially Tax Avoiders 🚨Change Needed📸😎 | 0 | 0 | 0 | 5 | 0 |
| 6 | LondonCycle3 | Enjoy cycling in London :) | 0 | 0 | 0 | 5 | 0 |
| 8 | OurFutureBot | I'm a retweetter-bot of #FridaysForFuture and #PlasticFree My creator @GiuseppeHuman | 0 | 0 | 0 | 5 | 0 |
| 13 | GOODgreenCITY | 🌲City GREENSPACE 🏙 🌿 The New Green Deal in the Era of Pandemics. Innovative. Inclusive. 🌸🌼Healthy Cities for Working Women. #Covid19. #CitizenScience. 🌎💧 | 0 | 0 | 0 | 5 | 0 |
| 4 | johnecohound | 0 | 0 | 0 | 4 | 0 | |
| 15 | tjhfx | Manager of Design, Develop Nova Scotia. Volunteer: Planning & Design Centre, Walk 'n' Roll Hfx. Member: Placemaking Leadership Council. Tweets my own. | 0 | 0 | 0 | 4 | 0 |
| 11 | BiciMontse | Familias y profesores del Colegio y el Instituto Montserrat organizados por una movilidad segura #AlColeEnBici 👧👦 #TunelAbierto #EnBiciContraCovid19 | 0 | 0 | 0 | 4 | 0 |
| 1 | careyz | Tintin in Saigon, news junkie, gypsy soul, entrepreneur, android, shutterbug, futurist, useful idiot/stable genius & Mean Green Mother From Outer Space... | 0 | 0 | 1 | 4 | 0 |
| 9 | AndrewRussel15 | Passionate MTB Lover. \nTraveler. Love to go to mountains. | 0 | 0 | 0 | 4 | 0 |
| 7 | fparolotto | Partner at MIC https://t.co/jbWeHXYIou - co-founder of Flow[n] https://t.co/bac9A2Rlrc MIC research unit - interested in all the intersections between mobility and design | 0 | 0 | 0 | 4 | 0 |
| 19 | nised72 | Resister, fighter for equality for all. Dog mom fighting with all moms | 0 | 0 | 0 | 4 | 0 |
| 12 | DejoieYannick | Membre du @partisocialiste PS section Jacques Bravo, Paris 9ème | 0 | 0 | 0 | 3 | 0 |
| 14 | blocksb1 | 0 | 0 | 0 | 3 | 0 | |
| 16 | EddyHua42414502 | 0 | 0 | 0 | 3 | 0 | |
| 17 | jfjabbo | Human.. I'm for: #fairness, #happiness, #contentment.. Lifelong student of #capitalism and #freakonomics of greed... #WeAreAllOne #Transform #Change | 0 | 0 | 0 | 3 | 0 |
| 18 | flcupahr | An official chapter of the National CUPA-HR organization representing public and private colleges & universities in the State of Florida. | 0 | 0 | 0 | 3 | 0 |
Top 20 active users and descriptions for group "Liberal-Fake"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 13 | ColombianCris | Stopped practicing law to raise my kids. My son has autism so it is challenging. Proud Latina & liberal. #resist#impeach#scienceisreal | 0 | 9 | 24 | 0 | 0 |
| 6 | JPaperno | 0 | 0 | 18 | 0 | 0 | |
| 7 | RFrumpf | 0 | 0 | 15 | 0 | 0 | |
| 4 | HarrietOlesonOG | Vulture Capitalist. In Utero Pro-Lifer. Prayer Warrior. Evangelical. Moralist. Heirass. Trump Supporter. \nOh and Wife, Mother of Two Perfect Children. | 0 | 0 | 14 | 0 | 0 |
| 19 | BruceRayCarr1 | Navy veteran, Trekkie, Wiccan Pagan, Liberal Progressive, Civil Libertarian, Democratic Socialist Democrat, PATRIOT, Science advocate, technophile, FREEDOMphile | 0 | 0 | 11 | 0 | 0 |
| 5 | HotTakes1 | Conservative snowflakes can’t handle the heat! ❄️ | 0 | 0 | 10 | 0 | 0 |
| 11 | Growthers | Life-Changing Mentoring for those seeking to find their true calling. Transformational Journeys - Challenging – Overcoming – Empowering http://t.co/eX630dxna4 | 0 | 0 | 9 | 0 | 0 |
| 14 | MJS_007 | 0 | 0 | 9 | 0 | 0 | |
| 8 | jackjon24063212 | nothing | 0 | 0 | 8 | 0 | 0 |
| 12 | AnthonyLee59 | Dad of 8 / Grandpa / PC / Tech / Gamer / Sim Racer / Photos / F1 / @Harry_Styles @NiallOfficial @Louis_Tomlinson @Zaynmalik @LiamPayne all follow! \nBrisbane. | 0 | 0 | 8 | 0 | 0 |
| 16 | NEmpirecd2003 | 0 | 0 | 7 | 0 | 0 | |
| 0 | DWMA19 | 0 | 0 | 6 | 0 | 0 | |
| 1 | rikjam1 | Recently retired actor and eyeglass maker. Author of The Isle of Thom, an adventure -thriller, now available to producers and agents as a feature screenplay. | 0 | 0 | 6 | 0 | 0 |
| 2 | VoltFan | Love me some EV driving! | 0 | 0 | 6 | 0 | 0 |
| 10 | mowokyboy | Live in Milwaukee. Really exciting human being. Life has sadly changed in Three years. | 0 | 0 | 6 | 0 | 0 |
| 9 | Wobbledance1 | “Courage is being scared to death...but saddling up anyway” ~ John Wayne / 🚫DM’s! Have A Plan!👉https://t.co/3AsxjWokSe Flatten The Curve! #Resist | 0 | 0 | 5 | 0 | 0 |
| 3 | supernaut817 | If everyone on Earth joined hands around the Equator, many of them would drown. I don't read replies so knock yourself out. #resist | 0 | 0 | 5 | 0 | 0 |
| 15 | faithman71 | KJV Bible Believer. \nSaved by Grace through Faith in Christ alone.\nO.S.A.S. is a Bible Fact!\nJOHN 10:28-30 PROVES IT! | 0 | 0 | 5 | 0 | 0 |
| 17 | fishingfever06 | My kids are my life and it's been a great ride so far!!! | 0 | 0 | 5 | 0 | 0 |
| 18 | IlannaPhillips | Lifestyle & Culture Beauty | 0 | 0 | 5 | 0 | 0 |
Top 20 active users and descriptions for group "Conservative-Mainstream"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 14 | TicaGibson | Just want to see us all getting along.#TheResistance #PeacefulProtest #SaveACA #BlueWave🌊 #NetNeutrality #GunControlNOW #FBR twitter limited my follow back | 0 | 31 | 0 | 0 | 0 |
| 16 | massmediamobile | IOT, AI, XAI: playbook, roadmap and toolkit for transformative innovation. Partner at https://t.co/Sn4ZzRlQBG Opinions expressed are my own. | 0 | 16 | 0 | 0 | 0 |
| 0 | ColombianCris | Stopped practicing law to raise my kids. My son has autism so it is challenging. Proud Latina & liberal. #resist#impeach#scienceisreal | 0 | 9 | 24 | 0 | 0 |
| 8 | EllyDavis | Brexit: Project 'Fear' meet Project Reality.\n\n#WeWereWarned | 0 | 5 | 0 | 0 | 0 |
| 9 | windy_pants | Devoted husband and father. Proud veteran. Freelance model maker. Trolling trump from across the pond. | 0 | 5 | 0 | 0 | 0 |
| 6 | mandyinSeaLA | I'm an Enneagram type 8 which means I have good instincts, have to watch my temper, have a big mouth, curse, ❤ wolves, and fight for justice #BidenWarren2020 | 0 | 5 | 0 | 0 | 0 |
| 7 | Arbcoemployee88 | 0 | 5 | 0 | 0 | 0 | |
| 11 | Arlamae3230 | Co-owner, Sarabande Productions, Inc. Television Writer-Producer. Judge, Ojai Playwrights Conference; former member Hollywood Women's Political Comm. | 0 | 4 | 0 | 0 | 0 |
| 19 | jamesvgingerich | #ChangeAgent following #DigitalTransformation, #InsurTech. @Expeflow helping IMEs and Insurance firms automate their #Claims workflow to become more productive. | 0 | 4 | 0 | 0 | 0 |
| 5 | Birneybau | We won't know just what we've lost until the Winter thaws\n\nIt/That\n\nDublin | 0 | 4 | 0 | 0 | 0 |
| 1 | BeniBainLevain | 0 | 3 | 0 | 0 | 0 | |
| 4 | SpicyHabaneros | 0 | 3 | 0 | 0 | 0 | |
| 12 | champagnesocia8 | Democratic socialist, DSA member, Anarcho-syndicalist\n#bluetogreen\nGreen Party: @howiehawkins\n\n\nInstagram: https://t.co/jWtqNBvzqv | 0 | 3 | 0 | 0 | 0 |
| 3 | boptilyadrop1 | Average Joe | 0 | 3 | 0 | 0 | 0 |
| 15 | funnymcmurray | funny stuff...occasionally | 0 | 3 | 0 | 0 | 0 |
| 2 | nancyleeny | Liberal. Radical Feminist. PhD. Advocate. #Resistance #TrumpGenocide #resister #resist #BlueWave2020 #VoteBlue #Biden2020 #DumpTrump | 0 | 3 | 0 | 0 | 0 |
| 13 | re_si_st | We Are In The Endgame Now. Choose your side in the War Against #COVID and the Genocidal #TerroristInChief. Protect Health Care Workers. #NeverAgain #Resist | 0 | 2 | 0 | 0 | 0 |
| 17 | ImWatchingToo | ♥Don't Breed Or Buy While Homeless Pets Die Adopt From A Shelter Or Rescue♥ 🚫AnimalAbuse🚫ChildAbuse 🚫Lists #RetTechnicalWriterSystemsBanking #WalkedAway | 0 | 2 | 0 | 0 | 0 |
| 18 | Juchtervbergen | The European Chamber of Digital Commerce is your hub for the top developments in Digitalization and Fintech.\n\nR.A.U. Juchter van Bergen Quast, CEO | 0 | 2 | 0 | 0 | 0 |
| 10 | chrisndupont1 | 0 | 2 | 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 | |
|---|---|---|---|---|---|---|---|
| 9 | LJBSipahelut | 'I'm harder than life but kinder than love. Secretly I'm a saint.'--Nick Yarris | 0 | 0 | 0 | 0 | 6 |
| 11 | zeusFanHouse | 'It is what it is'#MAGA KAG KAG2020 TRUMP PATRIOT CONSERVATIVE FBTS DrainTheSwamp BuildTheWall VoterID Constitutional Crisis sanctuarycities MigrantInvasion2018 | 0 | 0 | 0 | 0 | 5 |
| 17 | NoDemocracyInUK | Globalist have destroyed our country. Time for the people to bring common sense back into politics \n 🇬🇧🇺🇸⭐️⭐️⭐️ | 0 | 0 | 0 | 0 | 5 |
| 13 | AHBecz | 0 | 0 | 0 | 0 | 4 | |
| 0 | ActivistPost | Alternative News and Independent Views for Peace and Freedom! | 0 | 0 | 0 | 0 | 3 |
| 16 | YankeesBruins | The World would be a better place, without Liberals. Just one Man’s Opinion. | 0 | 0 | 0 | 0 | 3 |
| 18 | macmac______ | 0 | 0 | 0 | 0 | 2 | |
| 15 | TIGERRCOOKIE | 0 | 0 | 0 | 0 | 2 | |
| 14 | rjohnson32405 | Happily married. Tolerant of all except those who choose emotion over reason, logic and facts. Idiocy is my pet peeve. Christian saved by the grace of God. | 0 | 0 | 0 | 0 | 2 |
| 12 | Welly_World | Opinionated #MAGA | 0 | 0 | 0 | 0 | 2 |
| 10 | zeroedtweets | Tweets Market, macro, geo-political risk and contrarian opinions from #Zerohedge. Not affiliated to https://t.co/eeMlIHdsem (Links≠Endorsement) #FreeZeroHedge | 0 | 0 | 0 | 0 | 2 |
| 1 | ewclearclue | 0 | 0 | 0 | 0 | 2 | |
| 7 | Expendable45 | criminal justice major and muscian.\ndeporable -proud boy -Unapolegic American | 0 | 0 | 0 | 0 | 2 |
| 6 | NobleValue | Exposing the Judeo-Masonic Conspiracy pushing our sleepwalking world off a cliff in the age of long prophesied anti-Christ deceit | 0 | 0 | 0 | 0 | 2 |
| 5 | ds13_manon | 0 | 0 | 0 | 0 | 2 | |
| 4 | PlayTheManPod | Be of good cheer, and play the Man! PTMP is a Christian Libertarian Podcast dedicated to peaceful reform, agorism, and orthodoxy. Follow the network: @RYHnet | 0 | 0 | 0 | 0 | 2 |
| 3 | angrynationalis | A key influencer on Twitter. A little left & a lot more right. A proud Nationalist who despises Globalists/Communists🔹 | 0 | 0 | 0 | 0 | 2 |
| 2 | CGH54 | Fed up of being treated like a mushroom, kept in the dark and fed a bit of crap now and again. | 0 | 0 | 0 | 0 | 2 |
| 19 | mikenjnyc | Living a life with an unruly ID, pestering Ego and a SuperEgo that remains incognito.Unconventional imagination fueled by my facetious mortal friends.LGBTQ. | 0 | 0 | 0 | 0 | 2 |
| 8 | czar19842012 | Very Liberal, Pro Union, Pro Environment/Non-GMO/gardener/former potter/Sculptor/married/NVIC beliefs. Love The Lakes/Water/Oceans.Go Green/Solar/Wind #Resist | 0 | 0 | 0 | 0 | 1 |
Top 20 active users and descriptions for group "Conservative-Fake"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 0 | DailyCaller | The journalists who love America. | 7 | 0 | 0 | 0 | 0 |
| 19 | AtheistJacob | Non religious. I respect your faiths.\nTrying to convince me will lead to conflict.\nTHERE IS NO VIRUS. RESEARCH ON THE TEST\nDutch Patriot. Writes code for money. | 6 | 0 | 0 | 0 | 0 |
| 18 | LockdownClara | Ansichten.\nOpinions.\nThe other side of the coin. | 4 | 0 | 0 | 0 | 0 |
| 6 | SweekimY | 4 | 0 | 0 | 0 | 0 | |
| 8 | mzee26 | Politically Independent/Conservative,mostly political tweets. Big Brother fan, Love Dallas Stars, NY Yankees. @YDugout99 on TWITTER. USA baby! I follow back! | 4 | 0 | 0 | 0 | 0 |
| 14 | senorita_LLB | 3 | 0 | 0 | 0 | 0 | |
| 13 | Holly1ForTrump | President Trump has saved millions of lives with his brilliance and backbone. 🦅 Clear the honorable General Flynn. 🇺🇸 Abortion is a crime. 🍼 🌸 No DMs | 3 | 0 | 0 | 0 | 0 |
| 2 | Proven_Right | True Patriot. Always telling it like it is, with a sense of humor. | 2 | 0 | 0 | 0 | 0 |
| 12 | pjkate | Ret.SuperiorCourtClerk⚖️ HappilyMarriedRet.NavyWife⚓️ GOD🙏Family❤️Country🇺🇸 Constitution🏛️Israel 🇮🇱 #KAG #Trump2020👍#ProLife😇#1A#2A #GodBlessUSA🎆🚫Porn🚫DM's | 2 | 0 | 0 | 0 | 0 |
| 17 | LastStand2019 | “When you tear out a man's tongue, you are not proving him a liar, you're only telling the world that you fear what he might say.” -- George R.R. Martin #MAGA | 2 | 0 | 0 | 0 | 0 |
| 16 | know1intrinsic | Yeshua disciple, Patriot, some parody. Employed Voter. 100% debt free! @GunOwners & @NRA Life, @USCCA https://t.co/itvqoveCbh #KAG2020 (#COVIDBollocks Frontline Worker) | 2 | 0 | 0 | 0 | 0 |
| 15 | My2centz_1 | I follow media & post news so u get all the facts in 1 place. I support my country and R pres. Family is more important than anything #Conservative #America1st | 2 | 0 | 0 | 0 | 0 |
| 11 | america_danger | We are patriotic conservative Christians who put the safety of Americans first while we live in these dangerous times. | 2 | 0 | 0 | 0 | 0 |
| 3 | DanaBoos3 | #MAGA,Constitutional Conservative,Drain the Swamp,No Dems,No RINOS, #RollTide,Anti-Globalist,Honor our 🇺🇸,country&Vets,General Flynn has been Exonerated | 2 | 0 | 0 | 0 | 0 |
| 1 | No1Trump2020 | I am President Trump’s #1 Fan. Committed to fight against FakeNews and Democrat Lies. #MAGA #Trump2020 #2A #Cult45 | 2 | 0 | 0 | 0 | 0 |
| 9 | PatriotCELL | We are devoted to bringing you news and opinions on politics, economics, and constitutional rights. | 2 | 0 | 0 | 0 | 0 |
| 7 | missyens | mom of five. joined the Twitter world to annoy each and every one of them:) | 2 | 0 | 0 | 0 | 0 |
| 5 | NateGavronsky | President of Constituent's Direct. I have worked with hundreds of policy makers around the country to create deals that accommodate everyone, not just a few. | 2 | 0 | 0 | 0 | 0 |
| 4 | Marlor18 | 🇺🇸#KAG #MAGA #TRUMP2020 #TRUMP #PATRIOT #CONSERVATIVE #AmericaFirst #Q #QANON | 2 | 0 | 0 | 0 | 0 |
| 10 | 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 |
