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¶
/usr/local/stow/python-3.6/lib/python3.6/site-packages/numpy/core/fromnumeric.py:3335: RuntimeWarning: Mean of empty slice. out=out, **kwargs) /usr/local/stow/python-3.6/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 | 7.0 | 7.00 | 7.00 | 7.00 | 7.00 | 7.00 | 7.0 | 7.0 | 7.0 | 7.0 | 7.0 | 7.00 | 7.00 | 7.00 | 7.00 | 7.00 |
| num_discovered | 7.00 | 4.00 | 7.00 | 7.0 | 7.0 | 5.00 | 6.00 | 6.00 | 7.00 | 7.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.00 | 3.00 | 1.00 | 5.00 | 7.00 |
| total_discovered | 580.00 | 25.00 | 52.00 | 273.0 | 945.0 | 5473.00 | 230.00 | 823.00 | 1207.00 | 5156.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 29.00 | 4.00 | 3.00 | 14.00 | 52.00 |
| discoverability | 1.00 | 0.57 | 1.00 | 1.0 | 1.0 | 0.71 | 0.86 | 0.86 | 1.00 | 1.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.71 | 0.43 | 0.14 | 0.71 | 1.00 |
| avg. post per URL | 82.86 | 6.25 | 7.43 | 39.0 | 135.0 | 1094.60 | 38.33 | 137.17 | 172.43 | 736.57 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.80 | 1.33 | 3.00 | 2.80 | 7.43 |
| median post per URL | 43.00 | 6.00 | 4.00 | 11.0 | 109.0 | 196.00 | 16.50 | 8.50 | 44.00 | 491.00 | NaN | NaN | NaN | NaN | NaN | 1.00 | 1.00 | 3.00 | 3.00 | 8.00 |
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 | 57369.0 | 20303 | 71663.7 | 16595.6 | 4968 | 19575.2 | 14898.1 | 5409 | 22147.5 |
| Conservative-Mainstream | 90330.0 | 20707 | 173290.5 | 67395.1 | 6519 | 141488.0 | 14222.9 | 2555 | 28006.0 |
| Liberal-Fake | 2564.0 | 3525 | 2573.3 | 1160.3 | 1355 | 1203.7 | 642.0 | 466 | 910.8 |
| Liberal-Mainstream | 155433.6 | 77820 | 142629.1 | 49540.4 | 38598 | 35811.5 | 24455.1 | 21178 | 19035.8 |
| Unclear-Fake | 2801.7 | 1776 | 3940.8 | 3639.7 | 1457 | 6901.7 | 533.3 | 316 | 597.9 |
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: 1547
| longivity | |||
|---|---|---|---|
| mean | median | std | |
| label | |||
| Conservative-Fake | 126.4 | 99.2 | 114.7 |
| Conservative-Mainstream | 47.0 | 24.5 | 60.2 |
| Liberal-Fake | 46.8 | 22.7 | 64.7 |
| Liberal-Mainstream | 119.8 | 111.0 | 57.7 |
| Unclear-Fake | 65.5 | 12.0 | 88.9 |
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 | 499 | 21 | 580.0 | 1.162325 | 71.285714 |
| 1 | Conservative-Mainstream | 262 | 22 | 273.0 | 1.041985 | 37.428571 |
| 2 | Liberal-Fake | 21 | 2 | 25.0 | 1.190476 | 5.250000 |
| 3 | Liberal-Mainstream | 815 | 56 | 945.0 | 1.159509 | 116.428571 |
| 4 | Unclear-Fake | 44 | 2 | 52.0 | 1.181818 | 6.285714 |
Top 20 active users and descriptions for group "Liberal-Mainstream"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 1 | Dump On Trump | 0 | 1 | 0 | 7 | 0 |
| 13 | Kick Ass News | 0 | 0 | 0 | 6 | 0 |
| 5 | FU Trump | 0 | 1 | 0 | 6 | 0 |
| 18 | Boris Johnson - Not my PM! | 0 | 0 | 0 | 4 | 0 |
| 3 | Blue Wave 2020 | 0 | 1 | 0 | 4 | 0 |
| 4 | DUMP TRUMP | 0 | 0 | 0 | 4 | 0 |
| 6 | A SKUNK NAMED TRUMP | 0 | 0 | 0 | 4 | 0 |
| 16 | We Support Jeremy Corbyn | 0 | 0 | 0 | 4 | 0 |
| 0 | Really American Activists | 0 | 1 | 1 | 3 | 0 |
| 17 | Reunite EU - British European Rejoiners | 0 | 0 | 0 | 3 | 0 |
| 15 | The Last Word With Lawrence O’Donnell | 0 | 1 | 0 | 3 | 0 |
| 14 | Fans of MSNBC and Ari Melber: Politics and Current Events with Joe Parsons | 0 | 1 | 0 | 3 | 0 |
| 10 | WORLD NEWS NOW | 0 | 0 | 0 | 3 | 0 |
| 12 | Canadians against TRUMP ! :) :) | 0 | 1 | 0 | 3 | 0 |
| 11 | NBC News | 0 | 0 | 0 | 3 | 0 |
| 9 | Trump Snake Oil Salesman Group Page | 0 | 0 | 0 | 3 | 0 |
| 8 | Resist Trump's agenda | 0 | 0 | 0 | 3 | 0 |
| 7 | F#$% Trump | 0 | 0 | 1 | 3 | 0 |
| 2 | Actions and News for Liberals 2020 | 0 | 1 | 0 | 3 | 0 |
| 19 | Labour for Democratic Socialism | 0 | 0 | 0 | 3 | 0 |
Top 20 active users and descriptions for group "Unclear-Fake"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 7 | Collective Evolution | 0 | 0 | 0 | 0 | 3 |
| 0 | Zero Hedge | 0 | 0 | 0 | 0 | 2 |
| 4 | IJR Presents | 0 | 0 | 0 | 0 | 2 |
| 5 | IJR Politics | 0 | 0 | 0 | 0 | 2 |
| 6 | IJR | 0 | 0 | 0 | 0 | 2 |
| 1 | QAnon Australia & NZ | 0 | 0 | 0 | 0 | 2 |
| 11 | Banned.Video Group | 0 | 0 | 0 | 0 | 2 |
| 13 | Republican Party of Lafayette County | 0 | 0 | 0 | 0 | 1 |
| 18 | NO FAKE NEWS HERE, Trump 2020 | 0 | 0 | 0 | 0 | 1 |
| 17 | Anonymous Group | 0 | 0 | 0 | 0 | 1 |
| 16 | The Investigative | 0 | 0 | 0 | 0 | 1 |
| 15 | Anonymous | 0 | 0 | 0 | 0 | 1 |
| 14 | You know you're from Boyle Heights if... | 0 | 0 | 0 | 0 | 1 |
| 10 | County Sheriff Project | 0 | 0 | 0 | 0 | 1 |
| 12 | Trump's FB Warriors | 0 | 0 | 0 | 0 | 1 |
| 9 | Weathersfield Vermont News | 0 | 0 | 0 | 0 | 1 |
| 8 | Never Biden | 0 | 0 | 0 | 0 | 1 |
| 3 | LIFT - LONG ISLANDERS FOR TRUMP | 0 | 1 | 0 | 0 | 1 |
| 2 | The Anonymous Press | 0 | 0 | 0 | 0 | 1 |
| 19 | The Jewish Right | 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 | Michiganders Against Excessive Quarantine | 6 | 0 | 0 | 2 | 0 |
| 9 | Matt Walsh | 4 | 0 | 0 | 0 | 0 |
| 12 | Ben Shapiro | 4 | 0 | 0 | 0 | 0 |
| 11 | Michael Knowles | 4 | 0 | 0 | 0 | 0 |
| 10 | Daily Wire | 4 | 0 | 0 | 0 | 0 |
| 8 | 賴清德之友會 | 3 | 0 | 0 | 0 | 0 |
| 4 | American Association of Deplorables | 3 | 0 | 0 | 1 | 0 |
| 1 | The Official Rush Limbaugh Facebook Group | 3 | 1 | 0 | 1 | 0 |
| 3 | Drain The Swamp | 3 | 1 | 0 | 1 | 1 |
| 2 | NM 33 COUNTIES UNITE ❤🇺🇸 | 3 | 0 | 0 | 1 | 0 |
| 5 | The Religion of Peace | 2 | 0 | 0 | 0 | 0 |
| 6 | End Time Evidence & Prophecy Updates | 2 | 0 | 0 | 0 | 0 |
| 7 | UKIP East Suffolk | 2 | 0 | 0 | 0 | 0 |
| 13 | Lady Patriots | 2 | 0 | 0 | 0 | 0 |
| 14 | Restless Patriot | 2 | 0 | 0 | 0 | 0 |
| 15 | American Patriot | 2 | 0 | 0 | 0 | 0 |
| 16 | Mad World News | 2 | 0 | 0 | 0 | 0 |
| 17 | The Real Patriots | 2 | 0 | 0 | 0 | 0 |
| 18 | The Right News | 2 | 0 | 0 | 0 | 0 |
| 19 | US Chronicle | 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 | |
|---|---|---|---|---|---|---|
| 0 | The American Independent | 0 | 0 | 2 | 0 | 0 |
| 8 | Washington Press | 0 | 0 | 2 | 0 | 0 |
| 18 | Funny Trump Memes | 0 | 0 | 2 | 0 | 0 |
| 10 | Occupy Democrats | 0 | 0 | 2 | 2 | 0 |
| 4 | Really American Activists | 0 | 1 | 1 | 3 | 0 |
| 5 | Fight Against Fake News, Propagandist and Conspiracy Pushers #FactsMatter | 0 | 0 | 1 | 0 | 0 |
| 6 | ONE 14 Spare | 1 | 1 | 1 | 2 | 0 |
| 7 | F#$% Trump | 0 | 0 | 1 | 3 | 0 |
| 3 | Annul Trump's Presidency | 0 | 0 | 1 | 3 | 0 |
| 9 | Fight Trump | 0 | 0 | 1 | 0 | 0 |
| 1 | tRump Error Syndrome | 0 | 0 | 1 | 0 | 0 |
| 11 | Anti-Trump Army | 0 | 0 | 1 | 0 | 0 |
| 12 | Thank You President Obama | 0 | 0 | 1 | 0 | 0 |
| 13 | Verified Politics | 0 | 0 | 1 | 0 | 0 |
| 14 | Pro-America Anti-trump | 0 | 0 | 1 | 0 | 0 |
| 15 | Anti-Trump Memes | 0 | 0 | 1 | 0 | 0 |
| 16 | Occidental Mindoro Sulong Sa Pag Asenso | 0 | 0 | 1 | 0 | 0 |
| 17 | Crooks and Liars | 0 | 0 | 1 | 0 | 0 |
| 2 | 1 Progressive Activists | 0 | 0 | 1 | 0 | 0 |
| 19 | Mind Your Own F'ing Business | 0 | 0 | 1 | 0 | 0 |
Top 20 active users and descriptions for group "Conservative-Mainstream"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 4 | Americans For Sanity | 0 | 3 | 0 | 0 | 0 |
| 10 | Attorney At Law Jaspreet Singh | 0 | 2 | 0 | 1 | 0 |
| 14 | CNBC | 0 | 2 | 0 | 0 | 0 |
| 2 | Drumpf Watch | 0 | 2 | 0 | 0 | 0 |
| 7 | original DONALD TRUMP CLOWN UNIVERSITY @ fakeDonaldTrump | 0 | 2 | 0 | 2 | 0 |
| 15 | NVR: NEVER vote republican | 0 | 2 | 0 | 1 | 0 |
| 9 | Best Beat Music Inc | 0 | 2 | 0 | 2 | 0 |
| 1 | The Wall Street Journal | 0 | 2 | 0 | 0 | 0 |
| 11 | Democrats For The Animals | 0 | 2 | 0 | 1 | 0 |
| 12 | Newsmax | 0 | 2 | 0 | 0 | 0 |
| 18 | THE TRUMPERS!!! | 0 | 1 | 0 | 0 | 0 |
| 17 | Exposing Political Corruption In The United States | 0 | 1 | 0 | 0 | 0 |
| 16 | Escambia Citizens Watch (free speech) | 0 | 1 | 0 | 0 | 0 |
| 0 | FIRST OFFICIAL CANDACE OWENS FAN CLUB | 2 | 1 | 0 | 1 | 0 |
| 13 | FORWARD MANAGEMENT ENTERTAINMENT | 0 | 1 | 0 | 0 | 0 |
| 8 | FU Trump | 0 | 1 | 0 | 6 | 0 |
| 6 | THE REPUBLIC OF WESTERN CANADA PUBLIC INTEREST | 0 | 1 | 0 | 0 | 0 |
| 5 | Maryland Society of Patriots | 0 | 1 | 0 | 0 | 0 |
| 3 | THE WHOLE LAKE COUNTY #1 | 0 | 1 | 0 | 0 | 0 |
| 19 | TMI | 0 | 1 | 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: 11589
| longivity | |||
|---|---|---|---|
| mean | median | std | |
| label | |||
| Conservative-Fake | 253.9 | 257.5 | 131.3 |
| Conservative-Mainstream | 122.4 | 108.0 | 90.8 |
| Liberal-Fake | 49.7 | 9.2 | 97.9 |
| Liberal-Mainstream | 231.1 | 262.7 | 94.5 |
| Unclear-Fake | 100.0 | 73.4 | 91.2 |
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 | 4940 | 28 | 5473.0 | 1.107895 | 988.000000 |
| 1 | Conservative-Mainstream | 1138 | 53 | 1207.0 | 1.060633 | 162.571429 |
| 2 | Liberal-Fake | 206 | 2 | 230.0 | 1.116505 | 34.333333 |
| 3 | Liberal-Mainstream | 4671 | 128 | 5156.0 | 1.103832 | 667.285714 |
| 4 | Unclear-Fake | 766 | 2 | 823.0 | 1.074413 | 127.666667 |
Top 20 active users and descriptions for group "Liberal-Mainstream"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 4 | GreelyJerry | 0 | 0 | 0 | 54 | 0 | |
| 12 | LorettaO9 | Never too old to try new things like social media. Trying to maintain some privacy. Twitter can ask me ANY thing. | 0 | 0 | 0 | 30 | 0 |
| 7 | johnchamp03 | 0 | 0 | 0 | 14 | 0 | |
| 15 | USSRSanctions | Comet Ping Pong | 0 | 0 | 0 | 10 | 0 |
| 9 | TomthunkitsMind | Tomthunkit's Mind Diner is open 24/7. All-you-can-eat smorgasbord of hand-picked deliciously sweet tweets for your political palate. Donations Welcome. | 0 | 0 | 0 | 10 | 0 |
| 0 | cleancoalmyarse | Serial Leftie. | 0 | 0 | 0 | 9 | 0 |
| 14 | JonReid06439454 | Entrepreneurship, Golf, Small Business | 0 | 0 | 0 | 7 | 0 |
| 10 | LockEmAllUpNow | The account I use when the idiots at twitter lock my real account because they think I'm a bot. | 0 | 0 | 0 | 7 | 0 |
| 6 | firepainter | 0 | 0 | 0 | 6 | 0 | |
| 18 | HeartLikeBoxers | 0 | 0 | 0 | 6 | 0 | |
| 19 | Goat4ire | 0 | 0 | 0 | 6 | 0 | |
| 11 | TNCat53 | 0 | 0 | 0 | 5 | 0 | |
| 5 | maltshul | 0 | 0 | 0 | 5 | 0 | |
| 13 | OceanDude2 | 0 | 0 | 0 | 5 | 0 | |
| 3 | nutcrackermom | Once upon a time, I held GOP Gubernatorial appointment... from a decent man. MBA-CPA, mom, wife, PRIVILEGED\Frightened in Post-TRUTH America. Moderate No More | 0 | 0 | 0 | 5 | 0 |
| 2 | 415holgate | A long-time resident of San Francisco. A supporter of equal rights for all & a member of the LGBTQ community. Believe climate change is real. Blacklivesmatter! | 0 | 0 | 0 | 5 | 0 |
| 16 | DearGoodPeople | #ImpeachTrump, Mom, #resister & global citizen, trying to make this world a better place for our kids. #GunReform #keepFamiliesTogether #VoteBlueNoMatterWho | 0 | 0 | 0 | 5 | 0 |
| 17 | NYCFunnyGirl1 | Artist | 0 | 0 | 0 | 5 | 0 |
| 8 | ChiquilloBarber | Presidente Internacional Red @UNESCO Rutas de la Seda Online Platform. Focal Point Spain of the UNESCO’s International Network of Silk Roads #UNESCOSilkRoads | 0 | 0 | 0 | 4 | 0 |
| 1 | donelson52 | Memphis boy. A grandfather of interactive computer sci, a liberal gnurd-philosopher. In London since 1985. Amazing 7 yr NHS cure of prostate cancer, my cost $0! | 0 | 0 | 0 | 4 | 0 |
Top 20 active users and descriptions for group "Unclear-Fake"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 12 | IsraeliZara | My Presidents! Carles Puigdemont! And Quim Torra! Catalan Jews love freedom and democracy! 🔯 Democratic Republic of Catalonia. The objective! Independence!!! | 0 | 0 | 0 | 0 | 7 |
| 10 | JeffLee2020 | I woke 2009.\nI post macro economics by experts. \nI inform public USA & WORLD FIAT $ Debt System.\nI WARNED 2020 is 1929 Great Depression begin NOW!\nUSA! WORLD! | 0 | 0 | 0 | 0 | 3 |
| 3 | DBTC_TEAM | Collectible Bitcoin on DigiByte - The fastest Bitcoin on the planet\nMeme of BTC with supply of 21 million secured by five algorithms of Digibyte blockchain | 0 | 0 | 0 | 0 | 3 |
| 15 | spookyfudge | hardest thing about life, is living, vegas player | 0 | 0 | 0 | 0 | 3 |
| 11 | enki0999 | Electrical\Computer Engineer, Creator of ENKI Religion; Truth, The Electric Universe, Grand Solar Minimum, Veteran US ARMY, 9/11 false flag - Hog fan for life | 0 | 0 | 0 | 0 | 2 |
| 18 | Rainbow_Golden | I speak truth to power!\nThe Left & Right need to Unite against the Predatory Ruling Class!\nI love nature. \nI'm an avid Star Trek fan.\nI enjoy Star Wars. | 0 | 0 | 0 | 0 | 2 |
| 17 | scott_werdal | Ex-non-ordained clergy, non-practicing lawyer, retired CRE appraiser, underwriter and bank examiner, et al | 0 | 0 | 0 | 0 | 2 |
| 16 | Russell91998187 | 0 | 0 | 0 | 0 | 2 | |
| 14 | Palinspired | I moved.https://t.co/tRkra7M7rc https://t.co/9INpbozHcy or\nhttps://t.co/cNtq9ipptH or \nor https://t.co/OtEA7i0IqY or https://t.co/SngqtH7amQ | 0 | 0 | 0 | 0 | 2 |
| 13 | jamestrumpster1 | #DrainTheSwamp #Winning #NoSnowflakes #LockHerUp #StandWithFlynn | 0 | 0 | 0 | 0 | 2 |
| 0 | hippadrone | ⚔S.A.R. 7th GEN Armed Forces⚔ Constitutional Conservative, Classic Liberal, Independent Originalist, Honoring Founding Fathers ✞✡☧ن #MAGA #KAG 👈✌💘 NEWS 📰📊 | 1 | 0 | 0 | 0 | 2 |
| 1 | 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 |
| 9 | Cletus1942 | "How long, O Lord, holy and true, will You refrain from judging and avenging our blood on those who dwell on the earth?" Rev 6:10 | 0 | 0 | 0 | 0 | 2 |
| 8 | SeeTeeShock | 0 | 0 | 0 | 0 | 2 | |
| 7 | icare4america16 | Trump Landslide in 2020 #IndependentConservative CALIFORNIA is a #DEBTBOMB KEEP AMERICA SAFE & STRONG #MCGA #ShadowBanned https://t.co/mNgueP1ISs | 0 | 0 | 0 | 0 | 2 |
| 6 | nanotechexec | Managing Director, CEO\nhttps://t.co/1TbDGgSQMj\nhttps://t.co/UPlwbvMIfy | 0 | 0 | 0 | 0 | 2 |
| 5 | Tiago_R_Vale | eu sou eu, licuri é um coco de tamanho proporcional a minha altura. \nPerfil de cunho humorístico, satírico, dicaz, bufo, epigramático, cáustico, mordaz. Paródia | 0 | 0 | 0 | 0 | 2 |
| 4 | anonymous_ib | 🌎 Trader & Altfolio Investor | Fintech & Crypto enthusiast #libertarian #zerohedge | 0 | 0 | 0 | 0 | 2 |
| 2 | Nothing2no123 | 🕍🔫🇺🇸🦁🇮🇱🐸💩🌪 DM'S earn an INSTABLOCK! The forces of darkness can run, but they can't hide. We will find you. | 0 | 0 | 0 | 0 | 2 |
| 19 | TheInvisibleDan | The Invisible Hand - Fighting statism since late last night. Ringleader. Retweets ≠ endorsements; Likes ≠ likes | 0 | 0 | 0 | 0 | 2 |
Top 20 active users and descriptions for group "Conservative-Fake"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 9 | HenryTheMaker | Created business strategy tools, learning from political & war strategies as well. | 13 | 0 | 0 | 0 | 0 |
| 13 | longtallbaldy | #de-islamize #voteWilders #PVV\nWe need more heroes like Salvini Orban Farage Trump & Wilders\n#banislam | 10 | 0 | 0 | 0 | 0 |
| 10 | charlesrmonroe | 8 | 0 | 0 | 0 | 0 | |
| 17 | Only1Tabatha | God❤Family❤#AmericaFirst🇺🇸 Only on Twitter to hear directly from President Trump | 8 | 0 | 0 | 0 | 0 |
| 16 | MremigiusS | There is NO Climate emergency - EEG - Dierenvriend - Deed/Doet iets op internet - Ondernemer - Voorstander kernenergie | 8 | 0 | 0 | 0 | 0 |
| 18 | _borninthe60s | 6 | 0 | 0 | 0 | 0 | |
| 15 | Barrymorcom | i don't look my age. i look older ! Ex-Labour activist not now, firmly center left.. Due to the fact far leftist's start slinging abuse after the 2nd tweet😂 | 6 | 0 | 0 | 0 | 0 |
| 12 | perthmoment | Hong Konger now living in Australia. Environmentalist and IT Consultant. Protect Australia 🇦🇺 | Stand with Hong Kong 🇭🇰 | 6 | 0 | 0 | 0 | 0 |
| 19 | vongeer1 | 6 | 0 | 0 | 0 | 0 | |
| 8 | Binet7007 | Amante de la verdad! | 6 | 0 | 0 | 0 | 0 |
| 7 | III_Means_Free | Democrats (JACOBIN)(MARXISTS) are the domestic enemy. Gitmo awaits you. | 6 | 0 | 0 | 0 | 0 |
| 4 | GrizzlyJoeShow | NYPD ret, B.S. PoliSci J.D. fb @CPAC @JessieJaneDuff @mschlapp @DLoesch @JimGeraghty @CamEdwards @JrzyJoePiscopo @realKTMcFarland @SidneyPowell1 @SeanParnellUSA | 6 | 0 | 0 | 0 | 0 |
| 2 | Danfe0944 | 6 | 0 | 0 | 0 | 0 | |
| 1 | AbsurdWeb | #Veterans #LegalImmigration #Environment #Farmers #AnimalWelfare | 5 | 0 | 0 | 0 | 0 |
| 11 | Sandrajh13U | American Women who loves USA. Constitutional Conservative who believes our rights must always be protected. 111%er Bloodline & Proud #2ndAmendment \n🇺🇸🦅🇺🇸 | 5 | 0 | 0 | 0 | 0 |
| 6 | good_karma_bon | Legal expert. Life is hard and tough, but what goes around comes around. You are on your own. | 5 | 0 | 0 | 0 | 0 |
| 14 | vodevil951 | 5 | 0 | 0 | 0 | 0 | |
| 5 | PatriotCzar | Honorably Discharged, Service Connected 50% DisABLEd Veteran⚓️►"UNDOCUMENTED IMMIGRANT to Parler @PatriotCzar - laffed @ by @Julietknows1 🤣 ►Photo 1982 SD Ca | 5 | 0 | 0 | 0 | 0 |
| 3 | 50sRelic | 5 | 0 | 0 | 0 | 0 | |
| 0 | mmccart72425513 | 5 | 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 | AmerIndependent | The American Independent is the No. 1 digital platform for progressive news, reaching millions of people each month. | 0 | 0 | 4 | 0 | 0 |
| 15 | 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 | 4 | 0 | 0 |
| 13 | OccupyDemocrats | We are the #resistance. Grassroots political information website dedicated to the goals of progressive Democrats. | 0 | 0 | 3 | 0 | 0 |
| 10 | _Carja | 🌊🌊🌊ProudDemocrat🌊Votes for Compassion,peace,equal rights,&healthcare for all. Luv old movies🎥British mysteries🕵️♀️🕵️♂️yellow flowers🌷🌻animals🦅🦒🦉🐱chocolate😋. | 0 | 0 | 3 | 0 | 0 |
| 4 | VictorMattoon | Music, especially classical and jazz, but "There are simply two kinds of music, good music and the other kind" - Edward Kennedy Ellington\n#TheResistance #NoWar | 0 | 0 | 2 | 0 | 0 |
| 5 | catinouye | 0 | 0 | 2 | 0 | 0 | |
| 7 | vdpierre9 | pro 17:27-The one who has knowledge uses words with restraint, and whoever has understanding is even-tempered. | 0 | 0 | 2 | 0 | 0 |
| 8 | NETTA76716520 | 0 | 0 | 2 | 0 | 0 | |
| 9 | FixOurSenate | Fighting obstruction and Mitch McConnell’s dangerous legislative agenda. | 0 | 0 | 2 | 0 | 0 |
| 1 | lguapo76 | Always working to live & never living to work. Be❤️ family & all things TX,SA Spurs, Fightin' Irish & futbol. Retweets (que importa?!) own & not endorsements | 0 | 0 | 2 | 0 | 0 |
| 11 | ClaraListenspre | American time traveler. Clara Actual. #TheResistance but I block Starfleet. I do trolls. \n #BlackSheepSquadron | 0 | 0 | 2 | 0 | 0 |
| 12 | jilevin | Marketing Programs Manager, social media, human rights, politics and news junkie, equality. #RESIST #FBR | 0 | 0 | 2 | 2 | 0 |
| 3 | Crabeiest | Windmill cancer survivor. | 0 | 0 | 2 | 0 | 0 |
| 14 | princesshoped | Myasthenia gravis&Graves disease Twin Mom South Baton Rouge LSU Agribusiness Alumna Meditation Healing Positive fucking energy only $princesshoped | 0 | 0 | 2 | 0 | 0 |
| 2 | mila_bowen | Wife, Mother, Retired US Soldier, Believer in TRUE Facts, and pro-humanity | 0 | 0 | 2 | 0 | 0 |
| 16 | Markus03121966 | Moderate - Middle Class Democrat. Accountant/DayTrader/Real Estate. Hiking/Ragbrai/Fishing/Beekeeping/some Hunting/Collecting. | 0 | 0 | 2 | 0 | 0 |
| 17 | crooksandliars | Watching the media since 2004!\r\n Follow the entire C&L staff at http://t.co/r7HJj9pIgK | 0 | 0 | 2 | 0 | 0 |
| 19 | 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 | 2 | 1 | 0 |
| 6 | Mattyxy | Rage-tweeting truth into the ether. Argues with crazy. Rurbanist. | 0 | 0 | 1 | 0 | 0 |
| 18 | Kimmycon3 | 🐴🤠😎❤️🇺🇸🌵🌹🌻🏈 | 0 | 0 | 1 | 0 | 0 |
Top 20 active users and descriptions for group "Conservative-Mainstream"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 17 | SpritePix | Rasslin’ fan | DUUUVAL | YouTubin | Former Halo Pro | #SortaSponsored by @Vitaminwater! | #WET_FAM | 0 | 8 | 0 | 0 | 0 |
| 13 | support_dem | 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 | 4 | 0 | 0 | 0 |
| 0 | JamesVGrimaldi | James Grimaldi is a Pulitzer-winning journalist from Kansas City, Mo., living in Washington D.C., working for The Wall Street Journal. | 0 | 3 | 0 | 0 | 0 |
| 11 | realJohnCurley | I'm boiling Twitter and tweeting & blogging whatever floats to the top.¯\_(ツ)_/¯ Follows/🐦/🔁/❤≠endorsements. VERIFIABLE #news sources #StopFakeNews #FactCheck | 0 | 3 | 0 | 2 | 0 |
| 18 | JasonRoycht | 0 | 3 | 0 | 0 | 0 | |
| 16 | MeLoveDoggies | She's a good girl, crazy 'bout animals...\nCoffee, wine, & Tom Petty💔 too...and Freddie Mercury. Advocate for poor/disabled/elderly/social justice/environment. | 0 | 3 | 0 | 0 | 0 |
| 10 | chiefragingbull | a Reagan conservative. less government. term limits. born on Christmas day. Cubs fan, Patroits fan and Michigan fan, saw my first Michigan game in 1966. | 0 | 3 | 0 | 0 | 0 |
| 4 | SteveRamsey333 | Politics has failed. The left wants you silent, enslaved, or dead. The conversation is over. It's you or them. Prepare for Civil War II. | 0 | 3 | 0 | 0 | 1 |
| 7 | CW33433 | Unapologetic Jewish Trump-supporting conservative from South Florida!\n\n#Trump2020Landslide #MAGA #KAG IFB! \nPLEASE NO TRAINS OR FUNDRAISING (I wont RT them) | 0 | 2 | 0 | 0 | 0 |
| 8 | NinaDeplorable | Critical Care Paramedic 🚑, #Christian, #Conservative #Trump2020 #KeepAmericaGreat, #ProIsrael 🙏🇺🇸❤🇮🇱🕊 Followed by General Flynn. | 0 | 2 | 0 | 0 | 0 |
| 9 | SassySouthern10 | Southern Sass; a touch of kiss my ass💋💋💋 ForeverLoved&Missed @JOHNWUSMC #TrumpMan #TornadoTrump #1A #2A❤NCIS/MARK HARMON STALKER❤💜FB @TobyKeith @GenFlynn💜 | 0 | 2 | 0 | 0 | 0 |
| 1 | Anthony | Strategy Editor at @WSJ - U.S. News, Investigations and Special Projects\n\nhttps://t.co/d3Znnkmhht / https://t.co/ib3ognxqN3 | 0 | 2 | 0 | 0 | 0 |
| 6 | FrenOfPepe | 45 🦁 Supporter💯\n⭐️⭐️⭐️Free Flynn\n#WWG1WGA | 0 | 2 | 0 | 0 | 0 |
| 12 | nabojtweet | Naboj is a website that allows users to review scientific papers online in real time. | 0 | 2 | 0 | 0 | 0 |
| 5 | frodo3245 | 0 | 2 | 0 | 0 | 0 | |
| 14 | TunguzReview | #Science #Technology #Gadgets\r\nhttp://t.co/OgepTwEGc7 | 0 | 2 | 0 | 0 | 0 |
| 15 | TunguzReviews | Amazon Hall of Fame reviewer. Top 50 #Amazon #reviewer. #Books, #products, #gadgets, #software #reviews. | 0 | 2 | 0 | 0 | 0 |
| 3 | MitchellMeeks11 | Native American USN Vet⚓ Father, Grandfather, General Contractor. I'm here for the #Resistance #Impeachment #WaterIsLife #VetsResistanceSquadron\n#Vote2020🌊 | 0 | 2 | 0 | 0 | 0 |
| 2 | Lovli1P | 👄 #KAG2020 🇱🇷 #Trump2020 🇱🇷 US against the Elite 🇱🇷\nGod Bless America 💋 🦊 Foxy 🦊 🇺🇸 | 0 | 2 | 0 | 0 | 0 |
| 19 | Neoprankster | Wings. Sports. Comics. Games. Toons.\nHe/Him/His. | 0 | 2 | 0 | 0 | 0 |
