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 | 7.00 | 7.00 | 7.00 | 7.0 | 7.00 | 7.00 | 7.00 | 7.00 | 7.00 | 7.00 | 7.0 | 7.0 | 7.0 | 7.0 | 7.0 | 7.00 | 7.0 | 7.00 | 7.00 | 7.00 |
| num_discovered | 7.00 | 2.00 | 7.00 | 7.0 | 7.00 | 6.00 | 7.00 | 6.00 | 7.00 | 7.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.00 | 0.0 | 3.00 | 7.00 | 7.00 |
| total_discovered | 866.00 | 4.00 | 79.00 | 1078.0 | 872.00 | 3064.00 | 122.00 | 109.00 | 7005.00 | 5792.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 14.00 | 0.0 | 8.00 | 39.00 | 39.00 |
| discoverability | 1.00 | 0.29 | 1.00 | 1.0 | 1.00 | 0.86 | 1.00 | 0.86 | 1.00 | 1.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.71 | 0.0 | 0.43 | 1.00 | 1.00 |
| avg. post per URL | 123.71 | 2.00 | 11.29 | 154.0 | 124.57 | 510.67 | 17.43 | 18.17 | 1000.71 | 827.43 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.80 | 0.0 | 2.67 | 5.57 | 5.57 |
| median post per URL | 46.00 | 2.00 | 11.00 | 54.0 | 108.00 | 110.50 | 8.00 | 7.50 | 88.00 | 514.00 | NaN | NaN | NaN | NaN | NaN | 3.00 | NaN | 3.00 | 2.00 | 7.00 |
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 | 114051.1 | 45536 | 168251.0 | 46031.0 | 19195 | 69154.5 | 36117.0 | 5697 | 60662.5 |
| Conservative-Mainstream | 143162.7 | 31561 | 211936.1 | 26843.7 | 11622 | 31495.5 | 21383.6 | 6995 | 29295.4 |
| Liberal-Fake | 1416.7 | 0 | 1803.9 | 361.7 | 0 | 474.5 | 339.4 | 0 | 470.4 |
| Liberal-Mainstream | 127222.0 | 124722 | 107399.5 | 52355.4 | 47484 | 55605.8 | 25186.6 | 31241 | 21721.6 |
| Unclear-Fake | 27302.4 | 3773 | 42971.2 | 3394.3 | 1554 | 3259.7 | 3304.4 | 499 | 4530.6 |
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/aggregate_200506_200512/user/ -- created
number of unique accounts: 1641
| longivity | |||
|---|---|---|---|
| mean | median | std | |
| label | |||
| Conservative-Fake | 89.9 | 94.5 | 15.4 |
| Conservative-Mainstream | 47.1 | 45.2 | 36.4 |
| Liberal-Fake | 0.1 | 0.1 | 0.0 |
| Liberal-Mainstream | 83.2 | 96.4 | 24.2 |
| Unclear-Fake | 41.1 | 44.9 | 35.9 |
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 | 690 | 24 | 866.0 | 1.255072 | 98.571429 |
| 1 | Conservative-Mainstream | 569 | 25 | 1078.0 | 1.894552 | 81.285714 |
| 2 | Liberal-Fake | 2 | 2 | 4.0 | 2.000000 | 1.000000 |
| 3 | Liberal-Mainstream | 480 | 54 | 872.0 | 1.816667 | 68.571429 |
| 4 | Unclear-Fake | 58 | 4 | 79.0 | 1.362069 | 8.285714 |
Top 20 active users and descriptions for group "Conservative-Mainstream"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 11 | The Official Rush Limbaugh Facebook Group | 1 | 8 | 0 | 0 | 0 |
| 2 | Fox News | 0 | 8 | 0 | 0 | 0 |
| 18 | Biden for president | 1 | 6 | 0 | 2 | 0 |
| 17 | Reopen Alabama | 0 | 6 | 0 | 0 | 0 |
| 13 | Swamp Drainer Disciples: The Counter-Resistance | 1 | 6 | 0 | 0 | 0 |
| 1 | Join the Lawsuit against Illinois Gov. JB Pritzker | 0 | 6 | 0 | 1 | 0 |
| 0 | American Deplorables | 0 | 4 | 0 | 0 | 0 |
| 16 | Millennium Protective Services, Inc. | 0 | 4 | 0 | 0 | 0 |
| 15 | New Jerseyans Against Excessive Quarantine | 0 | 4 | 0 | 0 | 0 |
| 14 | REOPEN NJ | 2 | 4 | 0 | 0 | 0 |
| 12 | Infowars Banned Group | 0 | 4 | 0 | 0 | 0 |
| 10 | The Ingraham Angle | 1 | 4 | 0 | 0 | 0 |
| 9 | Millions Strong Against Socialism | 0 | 4 | 0 | 0 | 0 |
| 8 | Recall Tony Evers | 0 | 4 | 0 | 0 | 0 |
| 7 | Michigan Group for Constitutional Rights | 1 | 4 | 0 | 0 | 0 |
| 6 | Nevadans Against Extended Quarantine | 1 | 4 | 0 | 0 | 0 |
| 5 | Paloma For Trump | 0 | 4 | 0 | 0 | 0 |
| 4 | Drain The Swamp | 2 | 4 | 0 | 0 | 0 |
| 3 | Nationwide Support for Donald J. Trump | 0 | 4 | 0 | 0 | 0 |
| 19 | Blue Wave 2020 | 0 | 4 | 0 | 0 | 0 |
Top 20 active users and descriptions for group "Unclear-Fake"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 18 | IJR Politics | 0 | 0 | 0 | 0 | 4 |
| 17 | IJR | 0 | 0 | 0 | 0 | 4 |
| 16 | IJR Presents | 0 | 0 | 0 | 0 | 4 |
| 0 | WTF Nation Radio | 0 | 0 | 0 | 0 | 2 |
| 8 | The Stupid Log | 0 | 0 | 0 | 0 | 2 |
| 11 | Collective Evolution | 0 | 0 | 0 | 0 | 2 |
| 1 | Duffel Blog | 0 | 0 | 0 | 0 | 2 |
| 9 | Doctrine Man | 0 | 0 | 0 | 0 | 2 |
| 10 | Boneyard Safari | 0 | 0 | 0 | 0 | 2 |
| 7 | Smokepit Fairytales | 0 | 0 | 0 | 0 | 2 |
| 6 | US Army Cavalry Scouts (19 Delta) | 0 | 0 | 0 | 0 | 2 |
| 5 | 188th Engineer Detachment - Facilities Management | 0 | 0 | 0 | 0 | 2 |
| 4 | E Pluribus OTAP | 0 | 0 | 0 | 0 | 2 |
| 3 | Tactical NAV | 0 | 0 | 0 | 0 | 2 |
| 2 | Mrgunsngear | 0 | 0 | 0 | 0 | 2 |
| 12 | Vaccine Resistance Movement: VRM Updates & News From The Trenches | 0 | 0 | 0 | 0 | 1 |
| 13 | The Conspiracy Center | 0 | 0 | 0 | 0 | 1 |
| 14 | The Great Awakening PORTUGAL | 0 | 0 | 0 | 0 | 1 |
| 15 | Filipinos for President Trump...MABUHAY!!! | 0 | 0 | 0 | 0 | 1 |
| 19 | Free Norcal | 0 | 0 | 0 | 0 | 1 |
Top 20 active users and descriptions for group "Liberal-Mainstream"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 9 | FU Trump | 3 | 0 | 0 | 15 | 0 |
| 1 | NBC News | 0 | 0 | 0 | 12 | 0 |
| 12 | MSNBC | 0 | 0 | 0 | 8 | 0 |
| 10 | Kick Ass News | 1 | 1 | 0 | 7 | 0 |
| 8 | The Democratic Political Active Resistance | 1 | 0 | 0 | 7 | 0 |
| 13 | Dr. Anthony Fauci Fan Club | 3 | 1 | 0 | 7 | 0 |
| 11 | Donald TRUMP MOST HATED ON EARTH | 0 | 1 | 0 | 7 | 0 |
| 19 | POLITICO | 0 | 0 | 0 | 6 | 0 |
| 6 | Buffoon in Chief Donald Trump | 2 | 1 | 0 | 6 | 0 |
| 5 | Nastywomen | 0 | 1 | 0 | 6 | 0 |
| 4 | I AM THEREFORE I RESIST! | 0 | 0 | 0 | 5 | 0 |
| 14 | Veterans Against Republican Ignorance | 0 | 1 | 0 | 5 | 0 |
| 16 | A SKUNK NAMED TRUMP | 1 | 2 | 0 | 5 | 0 |
| 18 | Actions and News for Liberals 2020 | 0 | 1 | 0 | 5 | 0 |
| 7 | Occupy Democrats | 0 | 0 | 0 | 4 | 0 |
| 3 | NBC Politics | 0 | 0 | 0 | 4 | 0 |
| 2 | MSNBC Live with Katy Tur | 0 | 0 | 0 | 4 | 0 |
| 15 | Activist ★ Democrats | 1 | 1 | 0 | 4 | 0 |
| 17 | Hillary Won by 2,864,974 Votes | 0 | 0 | 0 | 4 | 0 |
| 0 | CNN News (World News) | 0 | 2 | 0 | 4 | 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 |
| 1 | Josh Israel | 0 | 0 | 2 | 0 | 0 |
| 18 | Real America & Real China | 1 | 0 | 0 | 0 | 0 |
| 17 | RT and Super Fans! | 1 | 0 | 0 | 0 | 0 |
| 16 | Real Bernie Sanders #downwiththesystem | 0 | 0 | 0 | 1 | 0 |
| 15 | RUMBLE (Michael Moore) Listeners | 0 | 0 | 0 | 1 | 0 |
| 14 | ReOpen California | 1 | 0 | 0 | 0 | 0 |
| 13 | Re-Open San Bernardino County/Re-Open California | 1 | 0 | 0 | 0 | 0 |
| 12 | RAPTURE WATCH | 0 | 0 | 0 | 0 | 1 |
| 11 | RE-OPEN Louisiana | 0 | 0 | 0 | 0 | 1 |
| 10 | RECHT OP VRIJHEID! | 1 | 0 | 0 | 0 | 1 |
| 9 | "Attack" - A Do-Nothing Congress | 0 | 0 | 0 | 2 | 0 |
| 8 | Real Conservative News | 1 | 0 | 0 | 2 | 0 |
| 7 | ReOpenMN | 0 | 2 | 0 | 0 | 0 |
| 6 | RE-OPEN CA NOW! | 2 | 2 | 0 | 0 | 0 |
| 5 | Real Texas Politics | 0 | 2 | 0 | 0 | 0 |
| 4 | Real News On The Olympic Peninsula | 0 | 2 | 0 | 0 | 0 |
| 3 | REOPEN NJ | 2 | 4 | 0 | 0 | 0 |
| 2 | ReOpenKS | 0 | 2 | 0 | 0 | 0 |
| 19 | RSEquakes~ The Royal Society for Earthquakes | 1 | 0 | 0 | 0 | 0 |
Top 20 active users and descriptions for group "Conservative-Fake"
| user | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|
| 0 | Michael Knowles | 10 | 0 | 0 | 0 | 0 |
| 2 | Matt Walsh | 10 | 0 | 0 | 0 | 0 |
| 3 | Daily Wire | 10 | 0 | 0 | 0 | 0 |
| 1 | Ben Shapiro | 10 | 0 | 0 | 0 | 0 |
| 15 | DIAMOND AND SILK FAN PAGE. | 5 | 0 | 0 | 0 | 0 |
| 11 | Andrew Klavan | 5 | 0 | 0 | 0 | 0 |
| 12 | Donald Trump is My President | 4 | 0 | 0 | 0 | 0 |
| 18 | Conservative Register | 4 | 0 | 0 | 0 | 0 |
| 17 | STOP the LEFTIST INSANITY!!!! | 4 | 0 | 0 | 0 | 0 |
| 16 | Tucker Carlson Fans | 4 | 2 | 0 | 0 | 0 |
| 14 | US Chronicle | 4 | 0 | 0 | 0 | 0 |
| 13 | The Angry Patriot | 4 | 0 | 0 | 0 | 0 |
| 10 | Pro-America News | 4 | 0 | 0 | 0 | 0 |
| 9 | The Real Patriots | 4 | 0 | 0 | 0 | 0 |
| 8 | Restless Patriot | 4 | 0 | 0 | 0 | 0 |
| 7 | Conservative News | 4 | 0 | 0 | 0 | 0 |
| 6 | The Conservative | 4 | 0 | 0 | 0 | 0 |
| 5 | The United Patriots | 4 | 0 | 0 | 0 | 0 |
| 4 | Fed-Up Americans | 4 | 0 | 0 | 0 | 0 |
| 19 | The Great Awakening | 4 | 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: 10013
| longivity | |||
|---|---|---|---|
| mean | median | std | |
| label | |||
| Conservative-Fake | 92.4 | 103.7 | 26.0 |
| Conservative-Mainstream | 87.3 | 98.4 | 20.8 |
| Liberal-Fake | 18.2 | 10.6 | 19.1 |
| Liberal-Mainstream | 90.5 | 101.0 | 21.2 |
| Unclear-Fake | 37.9 | 13.6 | 49.1 |
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 | 2669 | 19 | 3064.0 | 1.147996 | 444.833333 |
| 1 | Conservative-Mainstream | 3421 | 41 | 7005.0 | 2.047647 | 488.714286 |
| 2 | Liberal-Fake | 67 | 3 | 122.0 | 1.820896 | 9.571429 |
| 3 | Liberal-Mainstream | 3987 | 178 | 5792.0 | 1.452721 | 569.571429 |
| 4 | Unclear-Fake | 58 | 3 | 109.0 | 1.879310 | 9.666667 |
Top 20 active users and descriptions for group "Conservative-Mainstream"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 19 | AprilNovak6 | 0 | 21 | 0 | 0 | 0 | |
| 14 | MarshalHolliday | Licensed medical professional. Twitter needs an edit button. Unfiltered tweets. Unpopular opinions. | 0 | 20 | 0 | 0 | 0 |
| 18 | JustinChilds22 | 👑He who is not courageous enough to take risks will accomplish nothing in life!👑\n#KAGA #MAGA #TRUMP2020 #KAG\n #Conservative #CCOT #NRA #ProLife #Military #MAG | 1 | 14 | 0 | 0 | 0 |
| 4 | texasfreedom101 | born poorer than dirt; worked for everything I have | 0 | 14 | 0 | 0 | 0 |
| 9 | shellymarmie | 0 | 12 | 0 | 0 | 0 | |
| 6 | jaketx281 | I STAND!\n🇺🇲 America - Love It or Leave It! 🇺🇲 | 0 | 12 | 0 | 0 | 0 |
| 2 | michaelcontello | 0 | 10 | 0 | 0 | 0 | |
| 1 | ImWatchingToo | ♥Don't Breed Or Buy While Homeless Pets Die Adopt From A Shelter Or Rescue♥ 🚫AnimalAbuse🚫ChildAbuse 🚫Lists #RetTechnicalWriterSystemsBanking #WalkedAway | 0 | 8 | 0 | 0 | 0 |
| 10 | TurtleD18093793 | 0 | 8 | 0 | 0 | 0 | |
| 8 | BlaqRepublican4 | Jesus Christ is the Way, the Truth and the Life. His grace is sufficient. | 0 | 8 | 0 | 0 | 0 |
| 7 | kasmouse | SGT RET MP VET FEMALE #MAGA, #AMERICAFIRST #SOVERITY #STOPNWO #HATEPC #TRUMP2020 #KAG #Q #2A #NATIONALISM #BLOCKPORN iraqveteran proud to be followed gen flynn | 0 | 6 | 0 | 0 | 0 |
| 11 | brayc2 | ArmyVet/Married/Father/Future GOP Cand/NRA,/Fmr.Pres.TSFA/Ldrship Inst./#46TRUMP/Lead,follow/Get out of the way. IFB/DM if I miss U/MAGA!/Followed by Patriots. | 0 | 6 | 0 | 0 | 0 |
| 12 | LawsEris | #pro Trump#pro life #James Woods#Bongino#Tom Fitton#KatieHopkins Obamagate# | 0 | 6 | 0 | 0 | 0 |
| 13 | OldW0LFLY | #KAG Husband, father, proud American. Love 🚔cops🚔 and anyone serving. Liberal tear collector. #Trump2020. | 0 | 6 | 0 | 0 | 0 |
| 5 | MichaelMajor12 | 0 | 6 | 0 | 0 | 0 | |
| 15 | AlRobins2015 | 🇺🇸#TrumpWarrior Since JUNE 16,2015 🇺🇸#Trump20 #KAG #IStandByTrump #IStandByGenFlynn #IStandByIsrael #FinishOurDamnWall #NoMoreWar @AlRobins2015 On Parler | 0 | 6 | 0 | 0 | 0 |
| 16 | Deborahcox_caye | kindness #patriot #allmilitary 🇺🇸MAGA🇺🇸 #veterans#allpeople just following the news | 0 | 6 | 0 | 0 | 0 |
| 17 | TexPatriotGirl | #MAGA #Christian ~ Followers @RitaCosby @CharlieKirk11 @JessieJaneDuff @RyanAFournier @AlvedaCKing ~ I follow back all Patriots | 0 | 6 | 0 | 0 | 0 |
| 3 | usajustice4all | GOD; FAMILY; COUNTRY-Supporter of Military; Police & Conservative Gov!Trumper! MAGA-Lions don’t lose sleep over opinions of Sheep! GOD is good! Married; No DM | 0 | 6 | 0 | 0 | 0 |
| 0 | NewaiGreen | A 60+ wife, mother, grandmother who wants the America I grew up with BACK! Conservative , Christian & Freedom-Loving! | 2 | 6 | 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 | |
|---|---|---|---|---|---|---|---|
| 18 | TheIJR | Independent Journal Review (IJR). \nExperience the News. | 0 | 0 | 0 | 0 | 4 |
| 17 | ap_yolorx | 0 | 0 | 0 | 0 | 3 | |
| 0 | DuffelBlog | The American military's most-trusted news source. 👉🏻 https://t.co/GTDf71NPg8 | 0 | 0 | 0 | 0 | 2 |
| 1 | bsdhanoa | INTJ, Atheist, Facts Excite Me, and Federer is the 🐐! Was putting the "gen" in future Generals and doing a bad job of it, till they retired me! | 0 | 0 | 0 | 0 | 2 |
| 16 | AndreaHe2018 | Articles of interest and cool online findings. #BetterBIOsomeday | 0 | 0 | 0 | 0 | 2 |
| 15 | lisa_mcclay | 0 | 0 | 0 | 0 | 2 | |
| 14 | James_scowcroft | 0 | 0 | 0 | 0 | 2 | |
| 13 | Jenazar | Work Hard Play Hard. Soldier. I'm just trying to navigate being a woman in a man's world.\nAll thoughts my own. When they aren't I will let you know who to blame | 0 | 0 | 0 | 0 | 2 |
| 12 | Roland_Stiles | Deplorable American, Ex-Inf. Paratrooper, Live by rule of law or be ruled by man #AmericaFirst | 0 | 0 | 0 | 0 | 2 |
| 11 | jan_michael_yap | Cartoon character par excellence | Not in gerbil form atm | 0 | 0 | 0 | 0 | 2 |
| 10 | CapnBrunchUSA | American born abroad. Thank me for my service, I’m a fucking war hero. I invented bourbonboarding. 1984 U18 All Valley Karate Championships, 2nd Place | 0 | 0 | 0 | 0 | 2 |
| 9 | VitothaDon | Danny Wright, US Army Warrant Officer Retired. ODS, OJF, OIF, OEF Veteran. | 0 | 0 | 0 | 0 | 2 |
| 8 | Millican17 | U.S. Marine, Roman Catholic, TCU alumnus, Alabama native, Civil War buff, former GOP Senate/Presidential campaign consultant. Opinions mine not DoD or USMC. | 0 | 0 | 0 | 0 | 2 |
| 7 | FueledbyLOLZ | Keeping our LOLZ tanks full. Run Specialty Employee. Overpromoting blogger. 1:22.03 half. Coffee always in hand. Knowledge of Military tankers & private planes | 0 | 0 | 0 | 0 | 2 |
| 6 | JLindquistBP | Producer. Nerd. Former Army Reservist. | 0 | 0 | 0 | 0 | 2 |
| 5 | N0ctrnl1110 | I wear a lot of hats. Swear periodically. Enjoy Mad Russians 🍸, rap music, NBA, wrestling, astrology, metaphysics, cooking, transchrono synthesis, & red meat. | 0 | 0 | 0 | 0 | 2 |
| 4 | AndyWendt | Ohio Constitutionalist, Christian, Highly Flawed. #Security #History #Tech #Science #2a #ProLife Second Home Is https://t.co/BnYHHF4ubH Opinions Are My Own | 0 | 0 | 0 | 0 | 2 |
| 3 | Jamie_Venom | Centrist. Admire Bismarck, Ataturk, Ben Gurion and Nehru. Issue based support. Oppose Marxism and RSS. \nhttps://t.co/8gwgzQNirA… | 0 | 0 | 0 | 0 | 2 |
| 2 | MsDixieLeigh | I walked away from the Democratic Party. It has become the party of hate and morphed into unamerican socialist party! #brainsurgerysurvivor | 0 | 0 | 0 | 0 | 2 |
| 19 | RicVaDude | Conservative activist who loves "triggering" & "defeating" liberals!! #MAGA & #KAG & #WWG1WGA. Text TRUMP TO 88022. "Philly" born & raised!\n\n✝️IN GOD WE TRUST✝️ | 0 | 0 | 0 | 0 | 2 |
Top 20 active users and descriptions for group "Liberal-Mainstream"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 5 | realJohnCurley | I'm boiling Twitter and tweeting & blogging whatever floats to the top.¯\_(ツ)_/¯ Follows/🐦/🔁/❤≠endorsements. VERIFIABLE #news sources #StopFakeNews #FactCheck | 0 | 1 | 0 | 11 | 0 |
| 2 | NBCNightlyNews | Breaking news, in-depth reporting, context on news from around the world | Full episodes: https://t.co/wVdgxKe8EP | Newsletter: https://t.co/L0ZBH4PQSi | 0 | 0 | 0 | 9 | 0 |
| 0 | 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 | 8 | 0 |
| 9 | GetWisdomDude | Careful. You won't want to get crushed by those Knuckle dragging Troglodytes who rant against fairness & truth. They wanna rule the world? Let's dance. #Persist | 0 | 0 | 0 | 8 | 0 |
| 3 | madcow455 | #DisabledVet, CPA, Tax Practitioner & Fraud Examiner- Woodstock, NY. #RESIST #DumpTrump #MassMurder #TeamBiden🌊🌊🌊🌊🌊🌊🌊🌊🌊🌊🌊🌊🌊🌊🌊🌊 | 0 | 0 | 0 | 8 | 0 |
| 12 | Trump_4Prison | #TrumpisTreason #NotMyPresident #MoscowMitch #FBR\nNo DM's No Lists. #Biden2020 Followed by @GlennKirschner2 | 0 | 0 | 0 | 8 | 0 |
| 7 | FrancisDMillet | You have to disturb the soil to grow a garden. Same with a mind - a little agitation is good. | 0 | 0 | 0 | 8 | 0 |
| 8 | boxersjolie | 0 | 0 | 0 | 8 | 0 | |
| 14 | CoastieKate1 | U. S. Coast Guard Veteran... My Oath has NO expiration date...DAV #VetsResistSquadron #VetsResistSupportSquadron #TheResistance #PRU #CountryOverParty | 0 | 0 | 0 | 7 | 0 |
| 10 | talkingfrog | nisgaa elder (MANY EYES ARE WATCHING YOU)\r\nhobby reading news you will seek for the wise they will be gone they will take their wisdom with them | 1 | 0 | 0 | 7 | 0 |
| 13 | AmyAzeEng | THE ORACLE\n\nBlocked By @SeanHannity 😭 \n..#TheTruth stings a bit😁 \n..TRUTH, FAIRNESS & JUSTICE!!\n..here for Truthful honest debate\n..Truth is coming 4U\n | 0 | 0 | 0 | 6 | 0 |
| 4 | goldvines1 | 0 | 0 | 0 | 6 | 0 | |
| 17 | cindygallop | I like to blow shit up. I am the Michael Bay of business. | 0 | 0 | 0 | 6 | 0 |
| 18 | politico | Nobody knows politics like POLITICO. Got a news tip for us? \n👉 https://t.co/fp9nugJuND | 0 | 0 | 0 | 6 | 0 |
| 1 | icryforUSA | 0 | 0 | 0 | 5 | 0 | |
| 6 | kkmbol2 | SoCal liberal loner since leaving Mass for good in 1978. East Coast roots and West Coast sensibilities. MSNBC fan girl. No DMs and NO LISTS... please | 0 | 0 | 0 | 5 | 0 |
| 16 | mrangelbaby6 | 0 | 0 | 0 | 5 | 0 | |
| 19 | jdickerson | 60 Minutes Correspondent. CBS Political Analyst. Contributing Writer, The Atlantic. Author of The Hardest Job in the World. RT's don't mean this: https://t.co/9ObPUpOeWB | 0 | 0 | 0 | 5 | 0 |
| 11 | RealRBHJr | Trump Tweets Bureau Chief, Fox News, early adopter to Bespoke News. Featured in NYT bestseller, "Yuge!" and in sequel, "Sad!" https://t.co/1W17YhCw4y | 0 | 0 | 0 | 4 | 0 |
| 15 | Rico3050 | 0 | 0 | 0 | 4 | 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 | 6 | 0 | 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 | 5 | 2 | 0 |
| 2 | owillis | Senior Writer @AmerIndependent. Prev @mmfa. I also write Fanfic about The News - join now! https://t.co/helKgw7AnY | 0 | 0 | 2 | 0 | 0 |
| 3 | Out5p0ken | I am not what you think I am. You are what you think I am. #Resist #Z7 #MeToo #TeamJoe #IAmTheDemocraticEstablishment Married. | 0 | 0 | 2 | 0 | 0 |
| 18 | kevinfinch23 | #Political and #Social Activist, #Architectural Designer, #Draftsperson, #Artist, #Photographer | 0 | 0 | 2 | 0 | 0 |
| 17 | aem11138 | 0 | 0 | 2 | 0 | 0 | |
| 16 | Annette23348076 | Mom of 3 Girls: 2 Veterans & a Musician/Philanthropist. I'm a Proud Progressive & Rule Breaker. #SinglePayer #ImpeachTrump #TrumpRussia #GOPtraitors #Resistance | 0 | 0 | 2 | 0 | 0 |
| 15 | gritslady | I am a #Resistor and proud of it. Mom to 3 stray cats. Wife and Mom. Like Sci Fi and true crime. #VoteBlueNoMatterWho #PaperBallots #RidenWithBiden | 0 | 0 | 2 | 0 | 0 |
| 14 | ResisterChic | Empath🦋Recovering Alcoholic 🦚Narcissistic Abuse Survivor🎗Spiritual🙏🏻 Animal Lover🐾Sarcastic Humor #Resistance #ProChoice #ClimateChange #VoteBlue #wtp2020 | 0 | 0 | 2 | 0 | 0 |
| 13 | NeverBorg1 | Writer/Novelist. Generally Anti-Labels. I believe in Freedom, Faith, Love n Truth #WritingCommunity #AmWriting \nSelf-Pub under- J.E.Andrews as well as S.Hawk | 0 | 0 | 2 | 4 | 0 |
| 12 | Trishalla2012 | Mother of 3, Grandmother of 7 Great Grandmother of 4, Wife to a Beloved Husband... \nThrilled&Flattered to be Followed by @Rosie #TheResistance #MeToo #BlueWave | 0 | 0 | 2 | 0 | 0 |
| 11 | greggo34 | WE are the #Resistance! Trump must be removed now!! We must #Resist More than ever!! #Impeach45. The time is now!! #ByeByeElise #IncarcerateTrump #MoscowMitch | 0 | 0 | 2 | 0 | 0 |
| 1 | jeisrael | (he/him/his) Senior writer @amerindependent. Any views expressed here are entirely my own. Retweets not necessarily endorsements, but could be. | 0 | 0 | 2 | 0 | 0 |
| 9 | kategoliday | Blah blah blah coffee Blah. | 0 | 0 | 2 | 0 | 0 |
| 8 | CutTheCurtains | Hard worker good friend & overly sensitive. | 0 | 0 | 2 | 0 | 0 |
| 7 | jonpier | Very astute curmudgeon independent. Former lifelong Republican, left after 2004 elections after seeing unethical and illegal actions taken by the GOP. | 0 | 0 | 2 | 0 | 0 |
| 6 | sundene | Retired Chemistry Educator, Jazz afficionado, Reader, Recycler, Lover of technology and green spaces. USMC wife. Mom of the amazing @ChrisWahl. Go Cubs! | 0 | 0 | 2 | 1 | 0 |
| 5 | stephela | The GOP must go. | 0 | 0 | 2 | 0 | 0 |
| 4 | carstarr6 | Just curious about life, culture and politics | 0 | 0 | 2 | 0 | 0 |
| 10 | espritdecorpsna | In the spirit of the United States of America Armed Forces and the people who care about American democracy. | 0 | 0 | 2 | 0 | 0 |
Top 20 active users and descriptions for group "Conservative-Fake"
| user | description | Conservative-Fake | Conservative-Mainstream | Liberal-Fake | Liberal-Mainstream | Unclear-Fake | |
|---|---|---|---|---|---|---|---|
| 4 | julieasmyle | I’m a Patriot waking people up one tweet at a time, We will not be silenced, Proud Trump supporter,#MAGA, #Trump2020, #KAG | 26 | 0 | 0 | 0 | 0 |
| 19 | AmericanEthical | truth writer. mother of two. MBA. small business owner. traitor trump needs to go. #GOPTreason #Equality4All #Resist follow me. you’ll like it. 😉 #ElectWomen | 20 | 0 | 0 | 0 | 0 |
| 8 | yourdeal | ✝️ 🇺🇸 | 17 | 0 | 0 | 0 | 0 |
| 18 | BandiDog8 | Watch Dog, Political Junkie, Proud Parent, Left of Center, #NeverTrump, | 15 | 0 | 0 | 0 | 0 |
| 14 | Foolsareblind | dont follow me. Because what I say is based on what I think is 100% true not every one will agree especially the govt | 10 | 0 | 0 | 0 | 0 |
| 7 | HealthyGutGirl | Jesus Lover, Wife, Author, Health Educator & HOST of the podcast "Stuff Your Doctor Should Know" teaching gut health! biz inquiry:healthygutgirl@gmail.com | 7 | 0 | 0 | 0 | 0 |
| 10 | Herrly5 | I'm a white male, who believes in THIS country, my fellow Patriots, and Q.\nI love my kid's, and my president. \naccording to the MSM, that's a bad thing. | 7 | 0 | 0 | 0 | 0 |
| 13 | Pucci1967 | Not 'swayed' by one ideology or party. Try my best to not drink the "Kool Aid" . Data Analysis and FACTS. No BS. | 6 | 0 | 0 | 0 | 0 |
| 6 | jax4336 | just a hard working patriot. trying to make sure this is still a great country for my grandson to grow up in! | 5 | 0 | 0 | 0 | 0 |
| 5 | Tommy_Voltaire | 5 | 0 | 0 | 0 | 0 | |
| 1 | EYoung04171603 | 100% for Trump #BestPresidentEver #AmericaFirst #1A #2A #BuildTheWall #DeportIllegals #CloseBorder #ProLife #KickUNout #HillaryForPrison #LockHerUp #NoDACA | 5 | 0 | 0 | 0 | 0 |
| 12 | cshulsky | 5 | 0 | 0 | 0 | 0 | |
| 3 | BISON781 | 5 | 0 | 0 | 0 | 0 | |
| 17 | ken501 | self employed who pays tax | 5 | 0 | 0 | 0 | 0 |
| 9 | ChimerReilly | 4 | 0 | 0 | 0 | 0 | |
| 11 | ohiocanbegreat | Common sense Ohioan, Dad, Musician , Educated Buckeye, American Patriot. | 4 | 0 | 0 | 0 | 0 |
| 15 | BjCruickshank | Socialist and believer in the right of the Scottish people to determine their own future: In the proud tradition of John McLean, James Connolly and Jimmy Reid | 4 | 0 | 0 | 0 | 0 |
| 16 | PalmaSeljan | Cardiologist, Researcher, Mother, Needlepointer, Gardener | 4 | 0 | 0 | 0 | 0 |
| 2 | DarkLig48321955 | 4 | 0 | 0 | 0 | 0 | |
| 0 | IsraelNewsLinks | Christian, lover of Israel, patriotic American, nature lover in awe of God's handiwork. | 4 | 0 | 0 | 0 | 0 |
