Marxism, Twitter, 4/19/2021 8:41:45 PM, 253137


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Marxism_2021-04-19_12-46-31.xlsx
Marxism_2021-04-19_12-46-31.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
April 19, 2021
Short Description:
Marxism via NodeXL https://bit.ly/3dwIsZh
@laurenboebert
@stealyoredbull
@zei_squirrel
@conceptualjames
@joyannreid
@mollyjongfast
@natsechobbyist
@avindman
@donmoyn
@jaybeware

Top hashtags:
#marxism
#mondaythoughts
#laurenboebertissodumb
#blythvalley
#london

Description:
Description
The graph represents a network of 15,890 Twitter users whose recent tweets contained "Marxism", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 19 April 2021 at 20:06 UTC.

The tweets in the network were tweeted over the 23-hour, 38-minute period from Sunday, 18 April 2021 at 20:08 UTC to Monday, 19 April 2021 at 19:46 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 15890
Unique Edges : 20512
Edges With Duplicates : 4010
Total Edges : 24522
Number of Edge Types : 5
Retweet : 11838
Replies to : 6420
Mentions : 2871
Tweet : 1755
MentionsInRetweet : 1638
Self-Loops : 1820
Reciprocated Vertex Pair Ratio : 0.00887298396980244
Reciprocated Edge Ratio : 0.0175898931000972
Connected Components : 1623
Single-Vertex Connected Components : 891
Maximum Vertices in a Connected Component : 12475
Maximum Edges in a Connected Component : 20952
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 4.259404
Graph Density : 8.15126304375371E-05
Modularity : 0.686569
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 15,890 Twitter users whose recent tweets contained "Marxism", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 19 April 2021 at 20:06 UTC.

The tweets in the network were tweeted over the 23-hour, 38-minute period from Sunday, 18 April 2021 at 20:08 UTC to Monday, 19 April 2021 at 19:46 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : Marxism
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[3701] https://twitter.com/laurenboebert/status/1383434988369022977
[274] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html
[231] https://twitter.com/laurenboebert/status/1383895260309323784
[83] https://twitter.com/RawStory/status/1383960517853646852
[73] https://twitter.com/MollyJongFast/status/1383822548656263168
[62] https://twitter.com/andrewcfollett/status/1383867478564999174
[61] https://truthout.org/articles/covid-profiteering-exposes-the-need-to-make-marxism-accessible-to-all/?utm_campaign=Truthout+Share+Buttons
[36] https://jacobinmag.com/2021/01/marxism-capital-socialism-capitalism-book-review
[35] https://www.youtube.com/watch?v=2gMuVD_1vWU&feature=youtu.be

[35] https://twitter.com/WilliamCail1/status/1383893562916360195

Top URLs in Tweet in G1:
[524] https://twitter.com/laurenboebert/status/1383434988369022977
[37] https://twitter.com/laurenboebert/status/1383895260309323784
[9] https://twitter.com/officialspgb/status/1383888982015057922
[8] https://twitter.com/officialspgb/status/1383887059195088899
[5] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html
[5] https://www.youtube.com/watch?app=desktop&v=kqJRx7tvEO4
[5] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html/amp?__twitter_impression=true
[4] https://www.youtube.com/watch?v=TPgOabxQtMw&feature=youtu.be

[3] https://www.youtube.com/watch?v=kqJRx7tvEO4

[3] https://en.wikipedia.org/wiki/Marxism

Top URLs in Tweet in G2:
[451] https://twitter.com/laurenboebert/status/1383434988369022977
[228] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html
[52] https://twitter.com/andrewcfollett/status/1383867478564999174
[22] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html?utm_source=rss&utm_medium=rss&utm_campaign=lauren-boebert-marxism-ponzi-scheme
[10] https://twitter.com/mattoftheblues/status/1383479500659298309
[10] https://twitter.com/laurenboebert/status/1383895260309323784
[9] https://twitter.com/Roshan_Rinaldi/status/1383477688644476935
[4] https://twitter.com/MollyJongFast/status/1383822548656263168
[4] https://www.youtube.com/watch?v=OeDiK2uy3DU

[2] https://twitter.com/nathanattrill/status/1384069946997579782

Top URLs in Tweet in G3:
[101] https://twitter.com/laurenboebert/status/1383434988369022977
[24] https://twitter.com/whitefeeiings/status/1383962750771077122
[11] https://twitter.com/laurenboebert/status/1383895260309323784
[9] https://twitter.com/stealyoredbull/status/1383901936395579397
[8] https://twitter.com/garbageape/status/1383902830327570432
[6] https://twitter.com/allyPOUM/status/1381675583323639808?s=19
[4] https://twitter.com/laurenboebert/status/1383895260309323784?s=20
[3] https://twitter.com/paul0silv4/status/1383933826108297219
[2] https://forliberation.wixsite.com/website/post/capitalism-a-utopia-or-a-nightmare-depends-on-your-wallet
[2] https://twitter.com/zei_squirrel/status/1333578537480105984

Top URLs in Tweet in G4:
[1035] https://twitter.com/laurenboebert/status/1383434988369022977
[7] https://twitter.com/laurenboebert/status/1383895260309323784
[5] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html
[5] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=lauren-boebert-marxism-ponzi-scheme
[4] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html?utm_source=rss&utm_medium=rss&utm_campaign=lauren-boebert-marxism-ponzi-scheme
[2] https://threadreaderapp.com/thread/1383899480756391936.html
[2] https://twitter.com/andrewcfollett/status/1383867478564999174
[1] https://twitter.com/i/status/1383987088677236740
[1] https://en.wikipedia.org/wiki/Marxism
[1] https://twitter.com/JoyAnnReid/status/1383899480756391936

Top URLs in Tweet in G5:
[22] https://twitter.com/laurenboebert/status/1383434988369022977
[9] https://www.nytimes.com/2020/11/27/style/trust-fund-activism-resouce-generation.html
[7] https://twitter.com/default_friend/status/1384137944353558535
[6] https://twitter.com/redfashtakes/status/1383865760729030658
[4] https://twitter.com/PYeerk/status/1384129328498180098
[4] https://twitter.com/davidafrench/status/1383611635667849227
[3] https://www.minds.com/newsfeed/1230902262788190208?referrer=vaspotx_
[3] https://fee.org/articles/what-modern-democratic-socialists-can-learn-from-fa-hayek/
[2] https://twitter.com/laurenboebert/status/1383895260309323784
[2] https://twitter.com/DavidAFrench/status/1383611635667849227

Top URLs in Tweet in G6:
[18] https://twitter.com/laurenboebert/status/1383434988369022977
[14] https://twitter.com/zei_squirrel/status/1333578537480105984
[10] https://rainershea612.medium.com/demonization-of-marxism-leninism-serves-only-to-strengthen-the-capitalist-reaction-440e118d0676
[5] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html
[2] https://www.marxists.org/archive/marx/works/1847/wage-labour/
[2] https://rainershea612.medium.com/dictatorship-of-the-proletariat-is-the-only-way-to-stop-imperialisms-brutal-fist-5c9040922e0e
[2] https://twitter.com/ConceptualJames/status/1383622592817336325
[1] https://www.marxists.org/archive/marx/works/1847/11/prin-com.htm
[1] https://www.marxists.org/archive/lenin/works/1917/staterev/
[1] https://www.marxists.org/archive/luxemburg/1900/reform-revolution/

Top URLs in Tweet in G7:
[173] https://twitter.com/laurenboebert/status/1383434988369022977
[57] https://twitter.com/laurenboebert/status/1383895260309323784
[7] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html
[7] https://twitter.com/stealyoredbull/status/1383901936395579397
[6] https://truthout.org/articles/covid-profiteering-exposes-the-need-to-make-marxism-accessible-to-all/
[5] https://twitter.com/politicususa/status/1383865690298351623
[4] https://twitter.com/MollyJongFast/status/1383822548656263168
[4] https://twitter.com/ConceptualJames/status/1383999318269460485
[3] https://twitter.com/natsechobbyist/status/1383825197665374212
[3] https://truthout.org/articles/covid-profiteering-exposes-the-need-to-make-marxism-accessible-to-all/?eType=EmailBlastContent&eId=da19aa22-8134-413f-a72f-01b72dfd5bb1

Top URLs in Tweet in G8:
[749] https://twitter.com/laurenboebert/status/1383434988369022977
[10] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html
[6] https://twitter.com/laurenboebert/status/1383895260309323784
[4] https://twitter.com/andrewcfollett/status/1383867478564999174
[4] https://twitter.com/aaolomi/status/1383806877411074062
[3] https://twitter.com/kylenabecker/status/1383873126182752261
[3] https://www.marxists.org/
[2] https://www.youtube.com/watch?v=Iy7FgqxA-E8&feature=youtu.be

[1] https://twitter.com/PYeerk/status/1384129328498180098
[1] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html?utm_source=rss&utm_medium=rss&utm_campaign=lauren-boebert-marxism-ponzi-scheme

Top URLs in Tweet in G9:
[43] https://twitter.com/laurenboebert/status/1383434988369022977
[34] https://twitter.com/WilliamCail1/status/1383893562916360195
[22] https://twitter.com/jamaderna/status/1383894829575245835
[5] https://twitter.com/VanLathan/status/1382874774695600129
[4] https://bariweiss.substack.com/p/you-have-to-read-this-letter
[2] https://twitter.com/MollyJongFast/status/1383822548656263168
[1] https://twitter.com/myles_lea/status/1383335209605615616
[1] https://twitter.com/keck553/status/1384170312669929478
[1] https://twitter.com/stealyoredbull/status/1383901936395579397
[1] https://twitter.com/9_tellthetruth/status/1383827323577794562

Top URLs in Tweet in G10:
[267] https://twitter.com/laurenboebert/status/1383434988369022977
[5] https://twitter.com/Transalorian/status/1383481160706138120/photo/1
[5] https://twitter.com/laurenboebert/status/1383895260309323784
[4] https://twitter.com/wef/status/1382650059028844545
[4] https://mvmtfpe.com/reading-lists/liberation-guide
[2] https://twitter.com/wef/status/1382408448395124737
[2] https://www.fema.gov/disasters/coronavirus/economic/funeral-assistance
[1] https://revolutionaryleftradio.libsyn.com/parenti-marx-0
[1] https://jacobinmag.com/2021/01/marxism-capital-socialism-capitalism-book-review

Top Domains
Top Domains in Tweet in Entire Graph:
[4771] twitter.com
[322] politicususa.com
[131] youtube.com
[100] truthout.org
[39] jacobinmag.com
[33] unklesam.net
[25] wikipedia.org
[23] facebook.com
[23] rt.com
[19] medium.com

Top Domains in Tweet in G1:
[596] twitter.com
[16] youtube.com
[10] politicususa.com
[5] wikipedia.org
[4] investopedia.com
[2] larryalextaunton.com
[2] yourdictionary.com
[2] nypost.com
[1] medium.com
[1] townhall.com

Top Domains in Tweet in G2:
[544] twitter.com
[251] politicususa.com
[7] youtube.com
[1] wikipedia.org
[1] uproxx.com
[1] sourcewatch.org

Top Domains in Tweet in G3:
[182] twitter.com
[2] wixsite.com
[2] youtube.com
[2] amazon.com
[2] customphdthesis.com
[1] nnaf.org
[1] democracyatwork.info
[1] truthout.org
[1] thesmokinggun.com
[1] wikipedia.org

Top Domains in Tweet in G4:
[1047] twitter.com
[14] politicususa.com
[2] threadreaderapp.com
[1] wikipedia.org

Top Domains in Tweet in G5:
[54] twitter.com
[9] nytimes.com
[3] minds.com
[3] fee.org
[1] threadreaderapp.com

Top Domains in Tweet in G6:
[38] twitter.com
[12] medium.com
[5] marxists.org
[5] politicususa.com

Top Domains in Tweet in G7:
[363] twitter.com
[14] youtube.com
[13] politicususa.com
[9] truthout.org
[4] fiverr.com
[3] uproxx.com
[2] blogspot.com
[2] aeon.co
[2] pareymedia.com
[2] jacobinmag.com

Top Domains in Tweet in G8:
[771] twitter.com
[11] politicususa.com
[3] marxists.org
[2] youtube.com

Top Domains in Tweet in G9:
[112] twitter.com
[4] substack.com
[1] britannica.com

Top Domains in Tweet in G10:
[283] twitter.com
[4] mvmtfpe.com
[2] fema.gov
[1] libsyn.com
[1] jacobinmag.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[431] marxism
[89] mondaythoughts
[54] laurenboebertissodumb
[45] blythvalley
[45] london
[45] liverpool
[45] croydon
[45] neverlabour
[45] neversocialism
[45] north



Top Hashtags in Tweet in G1:
[44] marxism
[12] laurenboebertissodumb
[9] marxist
[9] socialism
[5] blacklivesmatter
[2] youbigdummy
[2] blahblahboebert
[1] dropoutbarbie
[1] mondaythoughts
[1] commonsensegunlaws

Top Hashtags in Tweet in G2:
[27] laurenboebertissodumb
[20] marxism
[19] freshvoicesrise
[19] demvoice1
[10] squeakyboebert
[3] satire
[3] electedrepublicans
[3] ignorant
[2] mondaythoughts
[2] fascism

Top Hashtags in Tweet in G3:
[94] marxism
[9] socialism
[8] communism
[4] marxian
[3] sundaythoughts
[3] laurenboebertissodumb
[2] anticapitalism
[2] marxist
[2] socialist
[2] communist

Top Hashtags in Tweet in G4:
[5] marxism
[4] ponzi
[2] laurenboebertissodumb
[1] mondaythoughts
[1] freshvoicesrise
[1] demvoice1
[1] rtplz
[1] bernie
[1] gqp
[1] boebert

Top Hashtags in Tweet in G5:
[2] marxism
[2] liberty
[1] communism
[1] peterson
[1] zizek
[1] video
[1] debate
[1] ideology
[1] philosophy
[1] crt

Top Hashtags in Tweet in G6:
[2] marxism

Top Hashtags in Tweet in G7:
[83] marxism
[9] blm
[7] miavla
[6] ponzi
[6] waterparkst1
[6] capitalism
[6] communism
[5] laurenboebertissodumb
[5] socialism
[5] blacklivesmatter

Top Hashtags in Tweet in G8:
[3] ponzi
[2] marxism
[1] gqp
[1] congress
[1] criminalsarestupid
[1] laurenboebert4prison
[1] deathcultdemocrats
[1] read
[1] fasist
[1] trumpism

Top Hashtags in Tweet in G9:
[31] marxism
[1] sanfrancisco
[1] trainedmarxist

Top Hashtags in Tweet in G10:
[4] marxism
[1] socialism
[1] communism

Top Words
Top Words in Tweet in Entire Graph:
[19135] marxism
[7567] ponzi
[5157] scheme
[3105] people
[3036] laurenboebert
[2586] greatest
[2292] know
[2288] boebert
[1886] schemes
[1727] lauren

Top Words in Tweet in G1:
[3029] marxism
[1707] laurenboebert
[1601] ponzi
[1234] scheme
[958] everyone
[480] top
[476] come
[469] promises
[469] success
[466] ones

Top Words in Tweet in G2:
[3186] marxism
[2114] ponzi
[1253] scheme
[1061] laurenboebert
[707] boebert
[677] lauren
[595] schemes
[479] more
[454] greatest
[420] know

Top Words in Tweet in G3:
[1811] marxism
[906] stealyoredbull
[258] capitalism
[231] trending
[144] system
[142] class
[139] people
[136] know
[126] describe
[123] ponzi

Top Words in Tweet in G4:
[1297] marxism
[871] define
[693] without
[687] looking
[678] please
[675] congresswoman
[432] ponzi
[362] scheme
[192] take
[185] need

Top Words in Tweet in G5:
[1197] smarter
[1189] marxism
[646] people
[617] money
[612] good
[611] many
[607] lot
[604] reason
[602] work
[601] ideologies

Top Words in Tweet in G6:
[1125] marxism
[838] ponzi
[834] scheme
[808] greatest
[806] people
[805] system
[804] devised
[804] wage
[803] saying
[803] living

Top Words in Tweet in G7:
[945] marxism
[172] ponzi
[132] scheme
[122] know
[103] people
[100] capitalism
[84] #marxism
[71] boebert
[69] lauren
[64] socialism

Top Words in Tweet in G8:
[1476] ponzi
[1000] marxism
[773] scheme
[709] avindman
[700] greatest
[694] boebert
[691] schemes
[690] know
[690] more
[684] those

Top Words in Tweet in G9:
[714] marxism
[343] people
[204] under
[180] inequality
[155] socialism
[139] never
[113] lived
[112] support
[109] communism
[98] everyone

Top Words in Tweet in G10:
[387] marxism
[264] capitalism
[261] thing
[256] describe
[253] good
[253] socialism
[252] communism
[251] great
[251] actually
[250] describing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5065] ponzi,scheme
[2513] greatest,ponzi
[2466] marxism,greatest
[1772] ponzi,schemes
[1756] marxism,ponzi
[1395] scheme,devised
[1356] define,marxism
[1325] boebert,marxism
[1243] lauren,boebert
[973] saying,marxism

Top Word Pairs in Tweet in G1:
[1207] ponzi,scheme
[467] success,everyone
[463] come,top
[462] promises,success
[462] ones,come
[461] top,criminals
[461] criminals,charge
[460] everyone,defrauds
[460] defrauds,everyone
[460] everyone,involved

Top Word Pairs in Tweet in G2:
[1239] ponzi,scheme
[832] marxism,ponzi
[579] ponzi,schemes
[549] lauren,boebert
[447] marxism,greatest
[446] greatest,ponzi
[402] boebert,marxism
[355] understands,marxism
[352] cool,industrial
[352] industrial,strength

Top Word Pairs in Tweet in G3:
[792] stealyoredbull,marxism
[117] ponzi,scheme
[116] know,marxism
[112] marxism,trending
[110] anticommunists,know
[110] marxism,attempt
[110] attempt,describe
[110] describe,failing
[110] failing,system
[110] system,pull

Top Word Pairs in Tweet in G4:
[865] define,marxism
[682] without,looking
[676] marxism,without
[672] congresswoman,please
[672] please,define
[357] ponzi,scheme
[232] marxism,ponzi
[179] scheme,take
[179] take,many
[179] many,tweets

Top Word Pairs in Tweet in G5:
[599] suspect,lot
[599] lot,reason
[599] reason,many
[599] marxism,marxian
[599] marxian,ideologies
[599] ideologies,simultaneously
[599] simultaneously,good
[598] many,academic
[598] academic,temperament
[598] temperament,types

Top Word Pairs in Tweet in G6:
[833] ponzi,scheme
[807] marxism,greatest
[807] greatest,ponzi
[804] scheme,devised
[802] saying,marxism
[802] devised,defending
[802] defending,system
[802] system,design
[802] design,funnels
[802] funnels,billions

Top Word Pairs in Tweet in G7:
[124] ponzi,scheme
[71] marxism,ponzi
[54] lauren,boebert
[41] marxism,trending
[40] know,marxism
[33] ponzi,schemes
[28] marxism,leninism
[24] marxism,socialism
[24] define,marxism
[18] don,know

Top Word Pairs in Tweet in G8:
[768] ponzi,scheme
[699] greatest,ponzi
[698] marxism,greatest
[689] ponzi,schemes
[676] boebert,marxism
[663] avindman,know
[663] more,thought
[662] scheme,avindman
[662] know,those
[662] those,things

Top Word Pairs in Tweet in G9:
[113] marxism,people
[113] never,lived
[113] lived,under
[112] people,support
[112] support,marxism
[112] people,never
[112] under,marxism
[90] trying,reduce
[90] reduce,economic
[90] economic,inequality

Top Word Pairs in Tweet in G10:
[250] marxism,communism
[250] describing,capitalism
[249] great,example
[249] example,good
[249] good,old
[249] old,capitalists
[249] capitalists,describe
[249] describe,socialism
[249] socialism,marxism
[249] communism,describing

Top Replied-To
Top Replied-To in Entire Graph:
@laurenboebert
@stealyoredbull
@mollyjongfast
@andrewcfollett
@stevehofstetter
@joyannreid
@natsechobbyist
@conceptualjames
@zackbornstein
@rexzane1

Top Replied-To in G1:
@laurenboebert
@lauferlaw
@mollyjongfast
@permmiller
@kayandskittles
@devtrospective
@denydiaz14
@ericrolson
@sandman_slim101
@senatetim

Top Replied-To in G2:
@laurenboebert
@mollyjongfast
@stevehofstetter
@politicususa
@andrewcfollett
@tazornissen
@mattoftheblues
@donmoyn
@jeremynewberger
@roshan_rinaldi

Top Replied-To in G3:
@stealyoredbull
@laurenboebert
@proudsocialist
@as_a_worker
@birthmarxist
@robertr00947210
@tymrhon
@quinncat13
@leonkhanin1234
@buckeye69636473

Top Replied-To in G4:
@joyannreid
@laurenboebert
@teapainusa
@305buckeye
@repboebert
@christopherhahn
@skywatcher1600
@mollyjongfast
@stealyoredbull
@urocklive1

Top Replied-To in G5:
@conceptualjames
@default_friend
@robertsepehr
@thequartering
@ajeburrd
@stealyoredbull
@billiekapoor
@thealicesmith
@leisetritt
@spartanpolitik

Top Replied-To in G6:
@laurenboebert
@stealyoredbull
@zei_squirrel
@doomergloomer
@imfnews
@partisanval
@lunarsigil_
@femverhoxha
@postingcarter
@uajdx14

Top Replied-To in G7:

Top Replied-To in G8:
@laurenboebert
@natsechobbyist
@kylenabecker
@naveedajamali
@yogaskidogs
@jj70052087
@joyannreid
@autoautism
@jonmanning26
@theprimalplot

Top Replied-To in G9:
@marceyplay
@disclosetv
@bbtusn
@_flateric
@benshapiro
@ooeylik
@myles_lea
@laurenboebert
@theacebandit187
@libertyoverpol1

Top Replied-To in G10:
@laurenboebert
@fabsocialist
@jaybeware
@void_z_
@hermit_hwarang
@stealyoredbull
@theealexlawson
@wendigoboi
@fleshandbrand
@mfs27280146

Top Mentioned
Top Mentioned in Entire Graph:
@avindman
@laurenboebert
@politicususa
@mollyjongfast
@zackbornstein
@truthout
@stevehofstetter
@conceptualjames
@dlamick
@andrewcfollett

Top Mentioned in G1:
@laurenboebert
@mollyjongfast
@avindman
@bobclendenin
@ajlunce
@kayandskittles
@lauferlaw
@alechc00
@mattoftheblues
@hollowman928

Top Mentioned in G2:
@politicususa
@laurenboebert
@avindman
@stevehofstetter
@mollyjongfast
@dlamick
@andrewcfollett
@mattoftheblues
@terence61616880
@tracyscott6583

Top Mentioned in G3:
@stealyoredbull
@phiopschappie
@teamdave2002
@kylarreger
@allisonpons
@zackbornstein
@godandthebear
@laurenboebert
@siriannista
@ladyoversteegen

Top Mentioned in G4:
@laurenboebert
@joyannreid
@repboebert
@politicususa
@avindman
@lwjottawa
@christopherhahn
@thatboykhalifax
@urocklive1
@305buckeye

Top Mentioned in G5:
@conceptualjames
@thequartering
@default_friend
@actnormalorelse
@queersocialism
@shaykhmhssi
@redheron0
@theabsoluteboyy
@wokal_distance
@avindman

Top Mentioned in G6:
@zei_squirrel
@politicususa
@theirishjihad
@kgeorgieva
@parathesocdem
@baznoded
@gero4568
@pondscumdumb
@nafeeesaaa
@lunarsigil_

Top Mentioned in G8:
@avindman
@natsechobbyist
@politicususa
@laurenboebert
@timcast
@kylenabecker
@socdoneleft
@terfposting
@csuwildcat
@nickknudsenus

Top Mentioned in G9:
@myles_lea
@beezsweettweets
@boredinsight
@benshapiro
@disclosetv
@declanburke2
@marceyplay
@erkkiri
@allahpundit
@juliaxlx

Top Mentioned in G10:
@avindman
@calebmaupin
@jaybeware
@coltwill11
@sarahsaidso
@transalorian
@furyoriental
@kristinaabusch
@anarchocorvidae
@fabsocialist

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@threadreaderapp
@phildecarolis
@1denmadrid
@cagney1991
@zerglinator
@ez4u2say_janis
@kat4obama
@independent
@phillip92321

Top Tweeters in G1:
@kat4obama
@marthalynneowe1
@rhiles2760
@theresamax
@frecklesxx20
@cblazblaz
@free_media_hub
@girlzinger
@sustain05
@deathtocrazy

Top Tweeters in G2:
@yarosisnancy
@ligayaloyola
@n7irl
@hazelglasgow
@akuma_river
@ecclesias
@solusnan1
@fieryreddragon
@bmangh
@mdjacksondallas

Top Tweeters in G3:
@armywrn
@eschertology
@tates5a
@yananous
@godandthebear
@march4progress
@shell_loyd
@fabucat
@elisha1022
@cb765

Top Tweeters in G4:
@missb62
@threadreaderapp
@inspiteoftrump
@washumom
@debilu2
@padakitty
@kak089
@politicalbee
@jjj5819
@unlewis

Top Tweeters in G5:
@copyofone
@unathi_kwaza
@staythecourse7
@weldtowrite
@clarenceonyeks
@mcarsonaos
@mrtallerjerry
@chasrmartin
@nc_24
@omnipangolin

Top Tweeters in G6:
@stutteringgiant
@chyierieiqhs
@iteration23
@ht4ecosocialism
@andreyonthespot
@jebocanegra1
@lovabelow98
@ukdemockery
@l1ght3n
@alexagudelo10

Top Tweeters in G7:
@gus_802
@mrkalman
@purrpatrol
@persiankittenz
@pecunium
@litlgrey
@hephaestus7
@eclectelectric
@reverendentity
@truthseeker6761

Top Tweeters in G8:
@cagney1991
@britpoptarts
@sar_oso
@rustymk2
@briangrnotabot
@sallyagale
@hypnocoach183
@demgirl50
@jodzio
@sharonsharonh10

Top Tweeters in G9:
@msavaarmstrong
@_yvonneburton
@dhinakaranrajan
@saveaslave
@jhainley1
@simplify77
@jimw_in_nm
@pray_4truth
@browngravy_93
@sioxielegend

Top Tweeters in G10:
@mariayells
@morbid_elation
@hesatyowindow
@clowchan
@kristinaabusch
@carin_mcleoud
@tichyij
@kev_bundlesss
@mainey_maine
@hanzi83