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 | 7.00 | 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 | 7.0 | 7.00 | 7.00 | 7.0 | 7.00 | 7.00 |
| num_discovered | 7.00 | 6.00 | 7.00 | 7.0 | 7.00 | 7.00 | 6.00 | 7.00 | 7.00 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.00 | 3.00 | 0.0 | 7.00 | 6.00 |
| total_discovered | 881.00 | 190.00 | 149.00 | 840.0 | 824.00 | 6042.00 | 1003.00 | 526.00 | 3190.00 | 6503.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 36.00 | 13.00 | 0.0 | 57.00 | 48.00 |
| discoverability | 1.00 | 0.86 | 1.00 | 1.0 | 1.00 | 1.00 | 0.86 | 1.00 | 1.00 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.57 | 0.43 | 0.0 | 1.00 | 0.86 |
| avg. post per URL | 125.86 | 31.67 | 21.29 | 120.0 | 117.71 | 863.14 | 167.17 | 75.14 | 455.71 | 929.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.00 | 4.33 | 0.0 | 8.14 | 8.00 |
| median post per URL | 153.00 | 18.00 | 8.00 | 105.0 | 100.00 | 299.00 | 120.00 | 23.00 | 318.00 | 461.0 | NaN | NaN | NaN | NaN | NaN | 4.50 | 4.00 | NaN | 7.00 | 6.50 |
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 | 121751.3 | 50318 | 160100.6 | 68208.9 | 10953 | 134645.7 | 45795.0 | 13449 | 66399.5 |
| Conservative-Mainstream | 138216.7 | 106735 | 183557.2 | 78538.1 | 34866 | 128821.2 | 23902.6 | 12368 | 29387.7 |
| Liberal-Fake | 10525.6 | 2560 | 14377.9 | 5476.4 | 846 | 8290.7 | 3105.6 | 878 | 3867.1 |
| Liberal-Mainstream | 87454.1 | 62211 | 50001.6 | 26976.1 | 22339 | 20404.7 | 19441.6 | 16673 | 11999.8 |
| Unclear-Fake | 75684.9 | 16474 | 162517.6 | 6248.7 | 3174 | 7212.1 | 8759.0 | 1244 | 13959.8 |
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: 2282
| longivity | |||
|---|---|---|---|
| mean | median | std | |
| label | |||
| Conservative-Fake | 117.4 | 138.3 | 81.6 |
| Conservative-Mainstream | 134.2 | 99.7 | 85.5 |
| Liberal-Fake | 85.5 | 33.8 | 136.8 |
| Liberal-Mainstream | 115.4 | 77.8 | 78.7 |
| Unclear-Fake | 59.6 | 49.5 | 65.0 |
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 | 669 | 19 | 881.0 | 1.316891 | 95.571429 |
| 1 | Conservative-Mainstream | 768 | 79 | 840.0 | 1.093750 | 109.714286 |
| 2 | Liberal-Fake | 161 | 3 | 190.0 | 1.180124 | 26.833333 |
| 3 | Liberal-Mainstream | 738 | 100 | 824.0 | 1.116531 | 105.428571 |
| 4 | Unclear-Fake | 136 | 6 | 149.0 | 1.095588 | 19.428571 |
Top 20 active users and descriptions for group "Liberal-Mainstream"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 4 | Covid -19 / Coronavirus uk | 0 | 0 | 0 | 6 | 0 |
| 8 | NBC News | 0 | 10 | 0 | 5 | 0 |
| 0 | Malcolm Nance Fans | 0 | 2 | 8 | 4 | 0 |
| 7 | NBC Politics | 0 | 1 | 0 | 4 | 0 |
| 11 | Doomstead Diner | 0 | 0 | 0 | 4 | 0 |
| 16 | Jatt Pardesi | 0 | 0 | 0 | 4 | 0 |
| 15 | Attorney At Law Jaspreet Singh | 0 | 0 | 0 | 3 | 0 |
| 2 | MSnbc = Maddow Station = Rachel Lawrence Joy | 0 | 5 | 2 | 3 | 0 |
| 3 | Actions and News for Liberals 2020 | 0 | 3 | 0 | 3 | 0 |
| 5 | COVID-19 UPDATES! | 0 | 1 | 0 | 3 | 0 |
| 6 | Being Liberal | 0 | 1 | 0 | 3 | 0 |
| 1 | Kick Ass News | 0 | 3 | 2 | 3 | 0 |
| 14 | Maple Heights African American Gazette | 0 | 0 | 0 | 3 | 0 |
| 18 | I Watch Rachel Maddow And MSNBC | 0 | 0 | 0 | 2 | 0 |
| 17 | Breaking News | 0 | 0 | 0 | 2 | 0 |
| 10 | I AM THEREFORE I RESIST! | 0 | 2 | 1 | 2 | 0 |
| 13 | Jordan Miller - News | 0 | 0 | 0 | 2 | 0 |
| 12 | TRUMPWATCH | 0 | 1 | 0 | 2 | 0 |
| 9 | Andrea Mitchell Reports | 0 | 1 | 0 | 2 | 0 |
| 19 | THE ALBANY CHRONICLE | 0 | 1 | 0 | 2 | 0 |
Top 20 active users and descriptions for group "Conservative-Fake"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 0 | Ben Shapiro | 12 | 0 | 0 | 0 | 0 |
| 1 | Daily Wire | 12 | 0 | 0 | 0 | 0 |
| 2 | Michael Knowles | 12 | 0 | 0 | 0 | 0 |
| 3 | Matt Walsh | 12 | 0 | 0 | 0 | 0 |
| 7 | The Official Rush Limbaugh Facebook Group | 7 | 1 | 0 | 1 | 0 |
| 8 | Drain The Swamp | 7 | 0 | 0 | 0 | 1 |
| 9 | The Trump Party | 6 | 0 | 0 | 0 | 0 |
| 16 | FOX NEWS with Tucker Carlson | 4 | 1 | 0 | 0 | 0 |
| 15 | Andrew Klavan | 4 | 0 | 0 | 0 | 0 |
| 11 | Women's Republican Club of Miami, Federated | 4 | 0 | 0 | 0 | 0 |
| 10 | The Ingraham Angle | 4 | 0 | 0 | 0 | 0 |
| 6 | FIRST OFFICIAL CANDACE OWENS FAN CLUB | 4 | 1 | 0 | 0 | 0 |
| 5 | Right Wing Courier | 4 | 0 | 0 | 0 | 0 |
| 19 | Avec François Boulo | 4 | 0 | 0 | 0 | 0 |
| 12 | Fed-Up Americans | 3 | 0 | 0 | 0 | 0 |
| 13 | The United Patriots | 3 | 0 | 0 | 0 | 0 |
| 14 | Restless Patriot | 3 | 0 | 0 | 0 | 0 |
| 4 | DNM's World | 3 | 0 | 0 | 0 | 0 |
| 17 | KFI AM 640 - More Stimulating Talk Radio | 3 | 0 | 0 | 0 | 0 |
| 18 | The Common Thread (C) - Freedom and Liberty | 3 | 1 | 0 | 0 | 0 |
Top 20 active users and descriptions for group "Conservative-Mainstream"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 10 | NBC News | 0 | 10 | 0 | 5 | 0 |
| 2 | MSnbc = Maddow Station = Rachel Lawrence Joy | 0 | 5 | 2 | 3 | 0 |
| 3 | FU Trump | 0 | 4 | 4 | 2 | 0 |
| 8 | Americans Against Fox News. | 0 | 3 | 1 | 0 | 0 |
| 16 | บ้านคนไทยในอเมริกา | 0 | 3 | 0 | 0 | 0 |
| 15 | Fox News | 0 | 3 | 0 | 0 | 0 |
| 12 | Vietnamese Americans & Friends Against T.R.U.M.P. | 0 | 3 | 0 | 0 | 0 |
| 1 | Kick Ass News | 0 | 3 | 2 | 3 | 0 |
| 0 | Veterans Against Republican Ignorance | 1 | 3 | 0 | 2 | 0 |
| 7 | Actions and News for Liberals 2020 | 0 | 3 | 0 | 3 | 0 |
| 5 | Occupy Democrats Activists | 0 | 3 | 0 | 1 | 0 |
| 9 | Drumpf Watch | 0 | 2 | 0 | 0 | 0 |
| 11 | Cambridge Citizen Discussion on politics | 0 | 2 | 0 | 0 | 0 |
| 6 | JIMMY DORE FANS! | 0 | 2 | 0 | 0 | 0 |
| 13 | Democratic National Committee Black Caucus | 0 | 2 | 0 | 0 | 0 |
| 14 | I AM THEREFORE I RESIST! | 0 | 2 | 1 | 2 | 0 |
| 4 | Blue Wave 2020 | 0 | 2 | 1 | 0 | 0 |
| 17 | LIVE UPDATE Coronavirus covid-19 NYC NEW YORK CITY Quarantine Lockdown | 0 | 2 | 0 | 1 | 0 |
| 18 | Shudder down news Corona Edition | 0 | 2 | 0 | 0 | 0 |
| 19 | America First For Donald Trump | 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 | The Mind Unleashed | 0 | 0 | 0 | 0 | 3 |
| 6 | Kórónuveiran COVID-19 | 0 | 0 | 0 | 0 | 3 |
| 8 | Covid -19 UK and World Wide, Advice, Updates and Support | 0 | 0 | 0 | 2 | 2 |
| 15 | IJR Politics | 0 | 0 | 0 | 0 | 2 |
| 14 | IJR | 0 | 0 | 0 | 0 | 2 |
| 13 | IJR Presents | 0 | 0 | 0 | 0 | 2 |
| 1 | RT and Super Fans! | 0 | 0 | 0 | 0 | 2 |
| 19 | Vladimir Putin Fan Club | 0 | 0 | 0 | 0 | 2 |
| 5 | Kórónuveiran á Íslandi | 0 | 0 | 0 | 0 | 2 |
| 3 | CoronaVirus LIVE updates | 0 | 0 | 0 | 0 | 2 |
| 2 | Mind Unleashed Art | 0 | 0 | 0 | 0 | 2 |
| 7 | Corona Virus Support | 0 | 0 | 0 | 0 | 1 |
| 9 | Arkibong Bayan | 0 | 0 | 0 | 0 | 1 |
| 11 | Corona België - Covid-19 | 0 | 0 | 0 | 1 | 1 |
| 12 | Coronavirus (COVID - 19) - Dr's Advice | 0 | 0 | 0 | 0 | 1 |
| 4 | CoronaVirus Updates | 0 | 0 | 0 | 1 | 1 |
| 16 | Sideline GM | 0 | 0 | 0 | 0 | 1 |
| 17 | Vladimir Putin - A Fighter & Strategist Against USA/EU/NATO Imperialism | 0 | 0 | 0 | 0 | 1 |
| 18 | Vrede met Rusland | 0 | 0 | 0 | 0 | 1 |
| 10 | Coronavirus Case Journal | 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 | |
|---|---|---|---|---|---|---|
| 1 | Malcolm Nance Fans | 0 | 2 | 8 | 4 | 0 |
| 12 | FU Trump | 0 | 4 | 4 | 2 | 0 |
| 0 | Crooks and Liars | 0 | 0 | 3 | 0 | 0 |
| 16 | CNN News (World News) | 0 | 0 | 3 | 0 | 0 |
| 3 | The Democratic Political Active Resistance | 0 | 1 | 3 | 0 | 0 |
| 15 | Washington Press | 0 | 0 | 2 | 0 | 0 |
| 14 | Stephanie Miller Show Fan Club | 0 | 0 | 2 | 1 | 0 |
| 13 | Atheist, Agnostic, and Non-Religious | 0 | 0 | 2 | 0 | 0 |
| 11 | Ramblings from the Underground | 0 | 0 | 2 | 0 | 0 |
| 10 | Veterans Against Putintrumpism (VAP) | 0 | 0 | 2 | 0 | 0 |
| 9 | Freethinkers United For Change | 0 | 0 | 2 | 1 | 0 |
| 8 | Millennial Democrats- Mississippi | 0 | 0 | 2 | 0 | 0 |
| 7 | The Atheist Experience and The Non-Prophets - Fans | 0 | 0 | 2 | 0 | 0 |
| 6 | Atheist Planet | 0 | 0 | 2 | 0 | 0 |
| 5 | Americans For Sanity | 0 | 1 | 2 | 0 | 0 |
| 4 | MSnbc = Maddow Station = Rachel Lawrence Joy | 0 | 5 | 2 | 3 | 0 |
| 2 | Kick Ass News | 0 | 3 | 2 | 3 | 0 |
| 19 | Blue America | 0 | 0 | 2 | 0 | 0 |
| 17 | People Against Trump and his false religious support. | 0 | 0 | 1 | 1 | 0 |
| 18 | NOSOTROS TAMBIEN ORGANIZATION | 0 | 1 | 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: 15378
| longivity | |||
|---|---|---|---|
| mean | median | std | |
| label | |||
| Conservative-Fake | 293.0 | 361.6 | 176.1 |
| Conservative-Mainstream | 230.9 | 238.1 | 145.1 |
| Liberal-Fake | 140.6 | 51.0 | 175.3 |
| Liberal-Mainstream | 261.1 | 251.1 | 147.0 |
| Unclear-Fake | 143.5 | 22.4 | 186.7 |
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 | 5190 | 12 | 6042.0 | 1.164162 | 741.428571 |
| 1 | Conservative-Mainstream | 3001 | 112 | 3190.0 | 1.062979 | 428.714286 |
| 2 | Liberal-Fake | 910 | 7 | 1003.0 | 1.102198 | 151.666667 |
| 3 | Liberal-Mainstream | 6141 | 374 | 6503.0 | 1.058948 | 877.285714 |
| 4 | Unclear-Fake | 472 | 4 | 526.0 | 1.114407 | 67.428571 |
Top 20 active users and descriptions for group "Liberal-Mainstream"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 1 | realJohnCurley | I'm boiling Twitter and tweeting & blogging whatever floats to the top.¯\_(ツ)_/¯ Follows/🐦/🔁/❤≠endorsements. VERIFIABLE #news sources #StopFakeNews #FactCheck | 0 | 3 | 0 | 19 | 0 |
| 12 | Empezando51 | https://t.co/tzQRHSJSwV \nla lucha es entre lo REAL y lo SIMBOLICO:el nombre del Padre Si tengo algo bueno ese no soy Yo si bueno es del Otro | 0 | 0 | 0 | 13 | 0 |
| 18 | BicyclesOnly | #BikeNYC lawyer and activist; @StreetsPAC/@TransAlt/@BikeNewYork/@NYCycleClub leader. These views my own. | 0 | 0 | 0 | 6 | 0 |
| 3 | VictorTHPX | Campeão nacional de natação na modalidade tijolo. 😎\n\n¯\_(ツ)_/¯ | 0 | 0 | 0 | 6 | 0 |
| 16 | MikeOkuda | Graphic designer. Science fan. Space geek. Tweets, opinions, and politics my own. Evidence matters. Resistance is not futile. | 0 | 0 | 0 | 6 | 0 |
| 4 | tom_beshere | Lawyer, writer, Blue Devil. | 0 | 0 | 0 | 5 | 0 |
| 0 | perdidostschool | Paddle Steamer Deckhand | 0 | 0 | 1 | 4 | 0 |
| 17 | manish_vij | Tech entrepreneur | 0 | 0 | 0 | 4 | 0 |
| 15 | uskakodker1 | Seeker, Blogger, Student Forever of Physics and Metaphysics, trying to make sense of the apparent, Analyst of the Abstract | 0 | 0 | 0 | 4 | 0 |
| 14 | dxchapman | 0 | 0 | 0 | 4 | 0 | |
| 13 | puzicus | Defeat Trump. Pro Obama, Clinton, Biden, people, saving our plant, income equality, health care. Snowbird NJ-FL. Dog loving poodle owner. Proud of my kids. | 0 | 0 | 0 | 4 | 0 |
| 10 | JasonJacquet3 | Stage IV Cancer Survivor / BSCJ Ohio University / Trump is Genocide | 0 | 0 | 0 | 4 | 0 |
| 8 | tripsegars | Life is good! | 0 | 0 | 0 | 4 | 0 |
| 7 | 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 | 4 | 0 |
| 5 | Marc_ymarc | Consultant for https://t.co/tKDJmWisbI Proprietary AI lead generation bot providing unlimited qualified leads and generating client demand & offer 100% refund. | 0 | 0 | 0 | 4 | 0 |
| 2 | ibbourne | https://t.co/VEofqIro5f post-punk twisted pop synths guitars bass drum electro art-punk | 0 | 0 | 0 | 4 | 0 |
| 19 | 29361RMSM | # Vote BLUE. Citizens Let your voices be heard and your vote count. Our country & constitution are being abused. Lets save our country before it’s to late. | 0 | 0 | 0 | 4 | 0 |
| 11 | LeighGTurner | Faculty member, University of Minnesota Center for Bioethics & School of Public Health | 0 | 0 | 0 | 3 | 0 |
| 9 | jprochette_ | 0 | 0 | 0 | 3 | 0 | |
| 6 | VOJay_Pgh | I am passionate about equity, inclusive excellence and matters of social justice... | 0 | 0 | 0 | 3 | 0 |
Top 20 active users and descriptions for group "Conservative-Fake"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 14 | bonacci_mike | A hero is someone who is concerned about other people’s well-being & will go out of their way to help them even if there’s no chance of reward. Child of Christ | 49 | 0 | 0 | 0 | 0 |
| 5 | Bill09927369 | Freedom | 22 | 0 | 0 | 0 | 0 |
| 3 | Hawkeye920214 | USMC | 16 | 0 | 0 | 0 | 0 |
| 9 | SucksTwidder | followed by @GenFlynn⭐️⭐️⭐️\nfutures 24/5.5 | 12 | 0 | 0 | 0 | 0 |
| 16 | KateKosberger | 10boys, 2 sons Navy submarines -volunteer firefighter❤️⚓️⚓️5th son Marine❤️Israel#NRA,#maga Pro-life -Catholic -#MAGA homeschool#freeLorance | 10 | 0 | 0 | 0 | 0 |
| 15 | Cindy123go | Proud Grandma and Patriotic American 🇺🇸 | 9 | 0 | 0 | 0 | 0 |
| 0 | vinny02126 | Proud ex Army infantry, won’t sit back while freedoms I fought for are destroyed. I don't care what is popular I always do what I feel is right. I FOLLOW BACK | 6 | 0 | 0 | 0 | 0 |
| 12 | cwebdesign02 | 100% Venezolana 🇻🇪 La justicia viene de un poder divino. | 6 | 0 | 0 | 0 | 0 |
| 17 | Dearieme65 | I do not read comments made on my posts. I find most to be uneducated and hateful. I am a 66 y/o female who walked away from the Democrats! | 6 | 0 | 0 | 0 | 0 |
| 13 | SealeTeam1 | Oregon\rGrass Roots Tea- Party conservative volunteer #MAGA | 6 | 0 | 0 | 0 | 0 |
| 10 | lbrot1 | 🇺🇸♥️🇺🇸GOD, MY KIDS, MY PRESIDENT, USA, my DOGS! Pet stylist (aka dog groomer) 🐶! I follow back all Trump supporters! #MAGA | 6 | 0 | 0 | 0 | 0 |
| 7 | nnavajojohn | @navajojohn | 6 | 1 | 0 | 0 | 0 |
| 4 | THEGAG444 | 😎 verified deplorable and I sleep in a basket clinging to my bible and my gun. I do not have a website and too old to be honest about my birthdate.#MAGA#Trump | 6 | 0 | 0 | 0 | 0 |
| 11 | WK_EJ | playing bass since 2003\n\n#43 location for Team Tiger Awsome's Patriotica 3! | 5 | 0 | 0 | 0 | 0 |
| 1 | theozshady | 5 | 0 | 0 | 0 | 0 | |
| 8 | powerglobalus | https://t.co/EzfpAkkzCl A Conservative Voice in Global News https://t.co/WyXFtphuGx | 5 | 0 | 0 | 0 | 0 |
| 6 | Stips620 | #KAG2020 #MAGA #Trump2020 #KAG #Conservative #Covfefe #Patriot #2A #BuildTheWall Love President TRUMP. #MAGA Followed by @DineshDSouza #ISupport45 | 5 | 0 | 0 | 0 | 0 |
| 2 | SheepDogSociety | An organization of Great American Patriots. Become a member today. Membership is free. Link to website below. Veteran Owned & Operated \n#TRUMP2020 #NRA #Veteran | 5 | 0 | 0 | 0 | 0 |
| 18 | aest644 | #Follow our Laws #Rules are Good#ProLife#Family🇺🇸#Teachers!#Veterans🇺🇸#Civics Matter🇺🇸Constitution Matters! | 5 | 0 | 0 | 0 | 0 |
| 19 | twee_c | 5 | 0 | 0 | 0 | 0 |
Top 20 active users and descriptions for group "Conservative-Mainstream"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 5 | 1rantingrooster | Those who make peaceful revolution impossible, will make violent revolution inevitable. - JFK \n\n So what's it going to be? | 0 | 15 | 0 | 0 | 0 |
| 9 | rene_los | 0 | 8 | 0 | 0 | 0 | |
| 16 | macbesten | 0 | 8 | 0 | 0 | 0 | |
| 6 | somebodystop_me | Recovering Republican never Trumper, hoping IMPOTUS doesn't kill us all with his lies and incompetence. Sick of #prodeathcult45 | 0 | 7 | 0 | 0 | 0 |
| 11 | Dave_Fouchey | Atheist Liberal Nature Geek, Father & Grandfather, Widower,Cancer killed my son Cook & Herb Gardener & Photog At Twitter Limit 5000 https://t.co/XpGCN5dJQK☮️❤️😊 | 0 | 7 | 0 | 0 | 0 |
| 10 | SafetyPinDaily | "Striving for social justice is the most valuable thing to do in life." -- Albert Einstein\n\nA daily source for progressive news and opinions | 0 | 4 | 0 | 0 | 0 |
| 2 | NEWSWORLD555 | ＜BOT＞#BreakingWorldNews | 0 | 4 | 0 | 3 | 0 |
| 4 | trashytrashrat | Angry AF at the state of the US under the “leadership” our malignant narcissist of a president. Blocked by Eric Trump and lots of minor trumpflakes #resistance | 0 | 4 | 0 | 0 | 0 |
| 8 | Resisto18504954 | BA in electronic engineering. The first rule of engineering: "Better" is the enemy of "good" The second rule: Beware of prototypes. | 0 | 4 | 0 | 0 | 0 |
| 14 | knarf2016 | Loyalty to country ALWAYS. Loyalty to gov't, when it deserves it. This is our time to be loyal. I follow back patriots...#MAGA #AMERICA #KAG #PATRIOT | 0 | 3 | 0 | 0 | 0 |
| 18 | abrugnago | Designer gráfico, artista plástico, padeiro artesanal e caçador de fake news e desinformação. | 0 | 3 | 0 | 0 | 0 |
| 17 | Big_crusher1000 | Award-winning columnist, Freelance writer, Book Writer, , professional poker player, I enjoy triggering Snowflakes and Soy Boys Inquiries: broomble@gmail.com | 0 | 3 | 0 | 0 | 0 |
| 15 | ChineseFNEnglsh | English & Chinese language news & information from https://t.co/NUKFebPwmd & https://t.co/uDk0F9vOAt (OTCQB:$CIIX).Posted tweets are not financial advice. Do your own DD. | 0 | 3 | 0 | 0 | 0 |
| 0 | realJohnCurley | I'm boiling Twitter and tweeting & blogging whatever floats to the top.¯\_(ツ)_/¯ Follows/🐦/🔁/❤≠endorsements. VERIFIABLE #news sources #StopFakeNews #FactCheck | 0 | 3 | 0 | 19 | 0 |
| 13 | JacekWierzbicki | 24/7 Capital Markets News Service plus independent ideas; Links & RT ≠ endorsement; also @BlackCentaurFX; Atheist, Libertarian, Humanist | 0 | 3 | 0 | 1 | 0 |
| 12 | 3scoutmom | Mom of 3 teenaged sons & 2 rescue dogs. NYC native & lived in all 5 boros. Jesuit educated. A.M.D.G. | 0 | 3 | 0 | 0 | 0 |
| 1 | tomb20386520 | 0 | 3 | 0 | 0 | 0 | |
| 7 | RabiesTrump | #resisting pedoPutinTrump | 0 | 3 | 0 | 0 | 0 |
| 3 | dorisat58862534 | When stumbling in the darkness, even the faintest of light can define your path........Me | 0 | 3 | 0 | 0 | 0 |
| 19 | domremaro | 2020 is starting weird man🤷🏻♂️. | 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 | |
|---|---|---|---|---|---|---|---|
| 16 | Stan69099246 | 0 | 0 | 0 | 0 | 11 | |
| 17 | gamleboeger | Amatørfotograf og bognørd. Blogger på gamleboeger.dk | 0 | 0 | 0 | 0 | 5 |
| 13 | KelvinBSP | Love cycling, synths, pop, & Indie + Lindy Hop, Jive, Swing, & Nothern Soul dancing. Electrical engineer. Occasional musician & Artist. | 0 | 0 | 0 | 0 | 5 |
| 2 | louiedadawg | Nurse/Artist/Writer/Researcher, Animal Lobbyist/ Environmentalist/former democrat STAND STRONG 💪 for TRUMP 2020 | 4 | 0 | 0 | 0 | 4 |
| 18 | CorreoTorreon | Periódico. | 0 | 0 | 0 | 0 | 4 |
| 10 | OccupySchagen | Waarheid zoekend. No white lies, but the naked Truth. Exposing Lies🤥 Blacklisted news. Stop The Anglo🇺🇸Zionist🇮🇱Empire. Europe to leave NATO🚀. Neurodiverse🧠. | 0 | 0 | 0 | 0 | 3 |
| 9 | sf2012 | 0 | 0 | 0 | 0 | 3 | |
| 1 | CindyVien | Business Administration graduate, have OCD I acquired at 26 at my desk with a click in the brain same as Howie Mandel and Howard Hughes, love cooking | 0 | 0 | 0 | 0 | 3 |
| 12 | rafios | 0 | 0 | 0 | 0 | 2 | |
| 15 | Russ_Warrior | Pro Multipolarity and Eurasian Cooperation.\nAgainst West's exceptionalism and US imperialism. \n\n🇷🇺 🇨🇳 ALLIANCE | 0 | 0 | 0 | 0 | 2 |
| 14 | MartinDrake | 0 | 0 | 0 | 0 | 2 | |
| 0 | BrainSightsApp | Stay on top of the latest Brain & Neuroscience research & news from all the best sources delivered directly to your iPhone/iPad | 0 | 0 | 0 | 0 | 2 |
| 11 | freezerohedge | Providing #zerohedge content daily. \n#FreeZerohedge | 0 | 0 | 0 | 0 | 2 |
| 8 | RafalKedzierski | MD/Ph.D. by training, asset management, cave exploration in younger years, antiquity and early human civilization | 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 |
| 6 | iambatmandoug | Lover Of Truth, Save All Animals......Military Police Corp 1980, Studied behavior sciences, Child Abuse Surviiver, Bernie Sanders Independent | 0 | 0 | 0 | 0 | 2 |
| 5 | ZachdaleAalderi | twitter world News feed and moments NFL/college sports team News/Big Ten News/Detroit Lions News/Hope College Sports&News/Hamilton Hawkeye NEWS&Sports | 0 | 0 | 0 | 0 | 2 |
| 4 | ap_yolorx | 0 | 0 | 0 | 0 | 2 | |
| 3 | gladeolie | Just a common man with a scientific temper\n#geek #technosavvy #geopolitics #nature #health #astrophyscics #blogger #fashion\n\n\nRetweet is not an endorsement.®© | 0 | 0 | 0 | 0 | 2 |
| 19 | IRazumikin | Cosechador de habas | 0 | 0 | 0 | 0 | 2 |
Top 20 active users and descriptions for group "Liberal-Fake"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 13 | KellyCh80459892 | Medical Editor, mom of 3 adult children, liberal. Canucks Fan. | 0 | 0 | 8 | 0 | 0 |
| 11 | dismisstrump | 0 | 0 | 8 | 0 | 0 | |
| 0 | crooksandliars | Watching the media since 2004!\r\n Follow the entire C&L staff at http://t.co/r7HJj9pIgK | 0 | 0 | 4 | 0 | 0 |
| 5 | richcasa | Lifetime Dem & Voter......Recovering Catholic (Atheist) All around good guy and nerd! Drives too Fast! The #Resistance #FBR | 0 | 1 | 4 | 0 | 0 |
| 9 | Karoli | Managing Editor, @CrooksandLiars , Co-host, @MOMocrats podcast https://t.co/stcCYdNfqm @Karoli@mastodon.cloud Likes are NOT endorsements | 0 | 0 | 4 | 0 | 0 |
| 1 | SocialPowerOne1 | One person CAN make a difference #VoteBlueNoMatterWho #FBR #TheResistance #TrumpRussia #Resist #p2 #Uniteblue #StillWithHer #BlackLivesMatter #Fashion #EDM | 0 | 0 | 3 | 0 | 0 |
| 17 | Phil_Free_ | Politics, economics, planet, YNWA, Street art, depression, likes a good rant about life :-) | 0 | 0 | 3 | 0 | 0 |
| 16 | RubyAndrewsU2 | Recording Artist, Producer, CEO, COO, CFO Owner of Zodiac Records Corporation.🎶👠💋🎵 | 0 | 0 | 3 | 0 | 0 |
| 14 | willapercy | #RESISTANCE to inhumanity, criminality, racism and bigotry. Please, no DMs, no lists | 0 | 1 | 3 | 0 | 0 |
| 12 | ewindham3 | #FBR #Resister. I Enjoy friendly debate but these days...I’m trying to be a better listener...#FuckTrump | 0 | 0 | 3 | 0 | 0 |
| 19 | AmbiiMoore | 0 | 0 | 3 | 0 | 0 | |
| 8 | Hope012015 | Attorney at Law, #Resist U.S. Constitutional Advocate, Fmr US Dept of Homeland Security, Agent, Asylum, Refugee & Immigration Law, Humanitarian, @TeaPainUSA | 0 | 0 | 3 | 0 | 0 |
| 7 | PhilOssifer2 | “A popular government, without popular information, or the means of acquiring it, is but a Prologue to a Farce or a Tragedy; or, perhaps both.” James Madison | 0 | 0 | 3 | 0 | 0 |
| 6 | cj_disabledVet | loving wife - permanently disabled VET - I'm a prisoner of my own hell. Learned helplessness. RESIST/ | 0 | 0 | 3 | 0 | 0 |
| 4 | jsayler | Passionate about Living! HCR - Politics - Wrong-wing nutjobs - Freedom - Equality - Justice for All! | 0 | 1 | 3 | 0 | 0 |
| 3 | jilevin | Marketing Programs Manager, social media, human rights, politics and news junkie, equality. #RESIST #FBR | 0 | 0 | 3 | 0 | 0 |
| 2 | LiberalFenix | #ImpeachTrump #NeverBernie No #MAGA’ts NO blind DM’s @LiberalFenixToo Band name: @CraftyClitoris | 0 | 0 | 3 | 0 | 0 |
| 15 | TammyNesbitt | I love my boys and work ! ❤️ trying to spend my life living ! Staying strong ya know 🤪 | 0 | 0 | 2 | 0 | 0 |
| 18 | LindaHaleRCSD | 🚫NoDMs🚫NO Magats 🆘 #USArmyVeteran @TheDemocrats @KamalaHarris @SenWarren @HillaryClinton @SpeakerPelosi #Liberal #MarijuanaAdvocate 🌊#FBResisters #TorC #NM | 0 | 0 | 2 | 0 | 0 |
| 10 | ArrghPaine | Actively engaged in staunching the deleterious effects of stupid... Yeah we're talking politics. | 0 | 0 | 2 | 0 | 0 |
