Ponzi, Twitter, 4/19/2021 11:48:09 PM, 253143


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Ponzi_2021-04-19_15-26-24.xlsx
Ponzi_2021-04-19_15-26-24.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
April 19, 2021
Short Description:
Ponzi via NodeXL https://bit.ly/3srZg84
@laurenboebert
@zei_squirrel
@natsechobbyist
@avindman
@cnbc
@mollyjongfast
@gabriel77697410
@michiganwolv101
@donmoyn
@jeremynewberger

Top hashtags:
#ponzi
#bitcoin
#btc
#asicfiasco
#dogecoin
#sterlingdisaster

Description:
Description
The graph represents a network of 17,505 Twitter users whose recent tweets contained "Ponzi", 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 23:00 UTC.

The tweets in the network were tweeted over the 1-day, 21-hour, 56-minute period from Sunday, 18 April 2021 at 00:29 UTC to Monday, 19 April 2021 at 22:26 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 : 17505
Unique Edges : 22170
Edges With Duplicates : 4126
Total Edges : 26296
Number of Edge Types : 5
Retweet : 11384
Replies to : 6592
Tweet : 2036
Mentions : 3091
MentionsInRetweet : 3193
Self-Loops : 2126
Reciprocated Vertex Pair Ratio : 0.00830373206624533
Reciprocated Edge Ratio : 0.0164706958869012
Connected Components : 2403
Single-Vertex Connected Components : 1093
Maximum Vertices in a Connected Component : 11168
Maximum Edges in a Connected Component : 18723
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.404698
Graph Density : 7.13331056626809E-05
Modularity : 0.694144
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 17,505 Twitter users whose recent tweets contained "Ponzi", 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 23:00 UTC.

The tweets in the network were tweeted over the 1-day, 21-hour, 56-minute period from Sunday, 18 April 2021 at 00:29 UTC to Monday, 19 April 2021 at 22:26 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 : Ponzi
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:
[3449] https://twitter.com/laurenboebert/status/1383434988369022977
[304] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html
[156] https://twitter.com/laurenboebert/status/1383895260309323784
[105] https://twitter.com/politicususa/status/1383865690298351623
[75] https://www.scotsman.com/news/politics/insight-greensill-collapse-raises-questions-over-scottish-governments-steel-deals-3204082
[60] https://twitter.com/zei_squirrel/status/1279629581453078528
[49] 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
[45] https://twitter.com/JacobKinge/status/1383748722178158597
[43] https://www.thetimes.co.uk/article/25769424-9f9c-11eb-9528-e3733dc789af?shareToken=315efadafa105f01d831b0b59603cf8a
[37] https://twitter.com/FirstSquawk/status/1383655852381335561

Top URLs in Tweet in G1:
[590] https://twitter.com/laurenboebert/status/1383434988369022977
[95] https://twitter.com/politicususa/status/1383865690298351623
[36] https://twitter.com/laurenboebert/status/1383895260309323784
[18] https://www.amazon.com/dp/0767914996/ref=cm_sw_r_cp_api_glt_fabc_HF8VHBAC5R29ZSR3V8WJ?fbclid=IwAR1aJYZXM8GUQwt7jXRCR96KnJP-_K6dLdoOTIGHhybESvkui-xoeo93RGM
[9] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html
[8] https://www.cbsnews.com/news/trump-pardons-white-collar-criminals/
[5] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html/amp?__twitter_impression=true
[4] https://en.m.wikipedia.org/wiki/Ponzi_scheme
[3] https://en.m.wikipedia.org/wiki/Marxism
[2] https://www.msnbc.com/opinion/how-trump-s-election-scam-still-making-him-money-n1263566

Top URLs in Tweet in G2:
[257] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html
[237] https://twitter.com/laurenboebert/status/1383434988369022977
[35] 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
[21] https://www.cbsnews.com/news/trump-pardons-white-collar-criminals/
[19] https://www.forbes.com/sites/jeffmcmahon/2019/04/05/the-world-economy-is-a-pyramid-scheme-steven-chu-says/
[15] https://www.tampabay.com/news/florida-politics/2021/01/19/trump-commutes-40-year-sentence-of-clearwater-ponzi-scheme-operator/
[7] https://twitter.com/laurenboebert/status/1383895260309323784
[2] https://twitter.com/PoliticusSarah/status/1383866026803175425
[2] https://twitter.com/elonmusk/status/1383280704042127363
[2] https://twitter.com/jzikah/status/1383436724345348099

Top URLs in Tweet in G3:
[1263] https://twitter.com/laurenboebert/status/1383434988369022977
[11] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html
[3] https://twitter.com/laurenboebert/status/1383895260309323784
[2] https://twitter.com/natsechobbyist/status/1383825197665374212
[2] https://fee.org/articles/ponzi-schemes-and-socialism-rely-on-the-same-economic-snake-oil/
[1] https://twitter.com/zei_squirrel/status/1279629581453078528
[1] https://www.cbsnews.com/news/trump-pardons-white-collar-criminals/
[1] https://www.tampabay.com/news/florida-politics/2021/01/19/trump-commutes-40-year-sentence-of-clearwater-ponzi-scheme-operator/
[1] https://www.stephendiehl.com/blog/ponzi.html
[1] https://www.smithsonianmag.com/history/in-ponzi-we-trust-64016168/

Top URLs in Tweet in G4:
[250] https://twitter.com/laurenboebert/status/1383434988369022977
[37] https://twitter.com/laurenboebert/status/1383895260309323784
[9] https://twitter.com/MollyJongFast/status/1383822548656263168
[7] https://twitter.com/politicususa/status/1383865690298351623
[6] https://twitter.com/ezeqmina/status/1383421472132067337
[6] https://twitter.com/mollyjongfast/status/1383822548656263168
[6] 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=rss&utm_medium=rss&utm_campaign=lauren-boebert-marxism-ponzi-scheme
[4] https://www.drorpoleg.com/the-ponzi-career/
[4] https://www.sozcu.com.tr/2021/yazarlar/soner-yalcin/ponzi-oyunu-6376154/

Top URLs in Tweet in G5:
[115] https://twitter.com/laurenboebert/status/1383434988369022977
[57] https://twitter.com/zei_squirrel/status/1279629581453078528
[8] https://twitter.com/BillKristol/status/1383897711951237139
[5] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html
[2] https://twitter.com/politicususa/status/1383865690298351623
[1] https://www.forbes.com/sites/jeffmcmahon/2019/04/05/the-world-economy-is-a-pyramid-scheme-steven-chu-says/

Top URLs in Tweet in G6:
[45] https://twitter.com/laurenboebert/status/1383434988369022977
[7] https://twitter.com/NRO/status/1383745404756365314
[6] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html
[3] https://twitter.com/laurenboebert/status/1383895260309323784
[3] https://www.latimes.com/business/story/2021-04-14/the-sec-madoff-fraud
[2] https://www.forbes.com/sites/jeffmcmahon/2019/04/05/the-world-economy-is-a-pyramid-scheme-steven-chu-says/
[1] https://twitter.com/russ_burgos/status/1383888810715475969
[1] https://en.wikipedia.org/wiki/Great_Chinese_Famine
[1] https://www.rfa.org/english/news/uyghur/hungry-02242020153509.html
[1] https://en.wikipedia.org/wiki/Princelings

Top URLs in Tweet in G7:
[33] https://davidgerard.co.uk/blockchain/2017/12/17/why-you-cant-cash-out-pt-1-why-bitcoins-price-is-largely-fictional/
[33] https://davidgerard.co.uk/blockchain/2017/12/23/why-you-cant-cash-out-pt-2-bitcoin-and-know-your-customer-anti-money-laundering-laws-kyc-aml/
[33] https://davidgerard.co.uk/blockchain/2018/01/04/why-you-cant-cash-out-pt-3-bitcoin-is-not-a-ponzi-scheme-it-just-works-like-one/
[3] https://twitter.com/kopeboy/status/1384177497680404499
[3] https://twitter.com/MarketRebels/status/1383190175375896579
[2] https://twitter.com/thatkimparker/status/1384149560717549584
[2] https://www.bloomberg.com/news/articles/2021-04-14/ap-newsalert-ap-source-ponzi-schemer-bernie-madoff-has-died-in-a-federal-prison-believed-to-be-from-natural-causes?utm_content=business&utm_source=twitter&utm_campaign=socialflow-organic&utm_medium=social&cmpid=socialflow-twitter-business
[2] https://twitter.com/davidgerard/status/1383733665889341442
[2] https://twitter.com/HillebrandMax/status/1383522529315151881?s=19
[2] https://www.sowetanlive.co.za/news/south-africa/2021-04-19-cape-town-fires-suspect-being-questioned-as-city-probes-arson-link/

Top URLs in Tweet in G9:
[11] https://twitter.com/laurenboebert/status/1383434988369022977
[10] https://twitter.com/Rager/status/1383979512283627523
[6] https://www.youtube.com/watch?v=n1CsSd1ffRY&feature=youtu.be

[4] https://twitter.com/laurenboebert/status/1383895260309323784
[3] https://www.getrevue.co/profile/yourtipsheet/issues/how-to-run-a-successful-ponzi-scheme-555079
[2] https://www.manhattanda.org/d-a-vance-investment-manager-charged-for-multimillion-dollar-ppp-loan-scam/
[1] https://mobile.twitter.com/smdiehl/status/1372495183271628800
[1] https://www.independent.co.uk/news/world/americas/trump-pyramid-scheme-family-lawsuit-acn-promoting-a9523201.html?amp

Top URLs in Tweet in G10:
[197] https://twitter.com/laurenboebert/status/1383434988369022977
[12] https://www.newyorker.com/magazine/2009/02/09/the-ponzi-state
[10] 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
[3] https://www.politicususa.com/2021/04/18/lauren-boebert-marxism-ponzi-scheme.html
[2] 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
[1] https://www.tampabay.com/news/florida-politics/2021/01/19/trump-commutes-40-year-sentence-of-clearwater-ponzi-scheme-operator/

Top Domains
Top Domains in Tweet in Entire Graph:
[4294] twitter.com
[374] politicususa.com
[189] co.uk
[82] youtube.com
[75] scotsman.com
[54] trib.al
[34] forbes.com
[33] livemint.com
[32] cbsnews.com
[29] haloinvest.ng

Top Domains in Tweet in G1:
[734] twitter.com
[18] amazon.com
[15] politicususa.com
[13] wikipedia.org
[8] cbsnews.com
[4] forbes.com
[2] youtube.com
[2] msnbc.com
[2] tampabay.com
[2] nytimes.com

Top Domains in Tweet in G2:
[293] politicususa.com
[256] twitter.com
[21] cbsnews.com
[19] forbes.com
[15] tampabay.com
[5] co.uk
[2] trib.al
[1] ssa.gov
[1] ncpssm.org
[1] scotsman.com

Top Domains in Tweet in G3:
[1272] twitter.com
[11] politicususa.com
[2] fee.org
[1] cbsnews.com
[1] tampabay.com
[1] stephendiehl.com
[1] smithsonianmag.com
[1] forbes.com
[1] nypost.com

Top Domains in Tweet in G4:
[471] twitter.com
[16] politicususa.com
[15] youtube.com
[7] co.uk
[5] wallstreetonparade.com
[5] drorpoleg.com
[4] com.tr
[3] nytimes.com
[3] theguardian.com
[3] amazon.com

Top Domains in Tweet in G5:
[182] twitter.com
[5] politicususa.com
[1] forbes.com

Top Domains in Tweet in G6:
[64] twitter.com
[6] politicususa.com
[3] latimes.com
[2] wikipedia.org
[2] forbes.com
[1] rfa.org
[1] uproxx.com
[1] politizoom.com
[1] co.uk
[1] huffpost.com

Top Domains in Tweet in G7:
[100] co.uk
[20] twitter.com
[2] bloomberg.com
[2] co.za
[2] unicamp.br
[1] yahoo.com
[1] cnbc.com
[1] lynalden.com

Top Domains in Tweet in G9:
[26] twitter.com
[6] youtube.com
[3] getrevue.co
[2] manhattanda.org
[1] co.uk

Top Domains in Tweet in G10:
[197] twitter.com
[15] politicususa.com
[12] newyorker.com
[1] tampabay.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[224] ponzi
[209] bitcoin
[119] btc
[116] asicfiasco
[112] dogecoin
[80] sterlingdisaster
[65] laurenboebertissodumb
[57] asiclies
[53] cryptocurrency
[49] xrp



Top Hashtags in Tweet in G1:
[34] ponzi
[18] ponzischeme
[9] laurenboebertissodumb
[7] marxism
[2] gqptraitorstodemocracy
[2] youbigdummy
[2] gqp
[2] capitalism
[1] bitcoin
[1] dropoutbarbie

Top Hashtags in Tweet in G2:
[42] laurenboebertissodumb
[39] freshvoicesrise
[39] demvoice1
[6] ponzi
[3] blahblahboebert
[3] marxism
[2] desperatelyseekingpurpose
[2] reimaginingspirituality
[2] bitcoin
[1] seditionist

Top Hashtags in Tweet in G3:
[7] ponzi
[2] laurenboebertissodumb
[2] berniemadoff
[2] schumer
[2] clintons
[1] bitcoin
[1] epicfail
[1] gqp
[1] congress
[1] criminalsarestupid

Top Hashtags in Tweet in G4:
[37] ponzi
[26] bitcoin
[13] marxism
[11] safemoon
[9] dogecoin
[9] btc
[8] crypto
[7] binance
[7] doge
[7] madoff

Top Hashtags in Tweet in G6:
[3] laurenboebertissodumb
[1] mookiebetts
[1] mlb
[1] marxist
[1] colorado
[1] blahblahboebert
[1] buzzwords
[1] madoff
[1] qanoncult
[1] laurenhoebert

Top Hashtags in Tweet in G7:
[17] bitcoin
[11] btc
[10] usdt
[9] safemoon
[8] tether
[6] ponzi
[5] dogecoin
[5] ath
[5] eth
[3] doge

Top Hashtags in Tweet in G9:
[67] dogecoin
[64] btc
[11] bitcoin
[6] dogearmy
[3] ponzi
[2] bybit
[1] doge
[1] sopanjirasgulla
[1] donthatetheplayer
[1] dogeday420

Top Hashtags in Tweet in G10:
[12] florida
[5] removethemall
[1] laurenboebertissodumb
[1] freshvoicesrise
[1] demvoice1

Top Words
Top Words in Tweet in Entire Graph:
[20185] ponzi
[12842] scheme
[9093] marxism
[4679] greatest
[3931] schemes
[3615] laurenboebert
[2881] know
[2651] devised
[2648] boebert
[2347] more

Top Words in Tweet in G1:
[3954] ponzi
[3069] scheme
[2866] marxism
[1925] laurenboebert
[1257] greatest
[1185] devised
[1130] everyone
[684] schemes
[574] top
[558] promises

Top Words in Tweet in G2:
[3353] ponzi
[2346] marxism
[2056] scheme
[1173] laurenboebert
[859] boebert
[806] schemes
[727] lauren
[614] greatest
[572] know
[558] more

Top Words in Tweet in G3:
[2836] ponzi
[1448] scheme
[1422] marxism
[1305] avindman
[1301] schemes
[1269] know
[1268] greatest
[1257] boebert
[1250] those
[1248] capitalist

Top Words in Tweet in G4:
[1191] ponzi
[622] scheme
[250] marxism
[200] schemes
[104] know
[92] madoff
[86] capitalism
[83] people
[74] bernie
[69] money

Top Words in Tweet in G5:
[1163] ponzi
[1116] scheme
[1043] greatest
[1034] devised
[1014] marxism
[960] people
[887] system
[885] healthcare
[885] living
[884] saying

Top Words in Tweet in G6:
[900] ponzi
[676] scheme
[548] mollyjongfast
[303] laurenboebert
[196] marxism
[126] schemes
[123] knows
[117] boebert
[111] working
[108] know

Top Words in Tweet in G7:
[372] ponzi
[122] scheme
[81] bitcoin
[70] btc
[66] shocked
[65] crypto
[65] down
[52] one
[48] see
[47] schemes

Top Words in Tweet in G8:
[335] scheme
[331] ponzi
[325] another
[324] manmohan
[324] singh
[324] sold
[324] lifetime
[324] investment
[324] power
[324] narrative

Top Words in Tweet in G9:
[293] ponzi
[128] scheme
[123] friends
[120] problem
[79] fiat
[67] #dogecoin
[65] crypto
[64] #btc
[63] make
[61] hearing

Top Words in Tweet in G10:
[288] ponzi
[246] scheme
[234] marxism
[180] define
[180] tweets
[178] take
[178] many
[178] need
[34] boebert
[31] schemes

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[12516] ponzi,scheme
[4626] greatest,ponzi
[3926] marxism,greatest
[3766] ponzi,schemes
[2618] scheme,devised
[2268] marxism,ponzi
[1837] boebert,marxism
[1449] inherently,capitalist
[1443] schemes,inherently
[1396] things,ponzi

Top Word Pairs in Tweet in G1:
[3024] ponzi,scheme
[1240] greatest,ponzi
[1169] scheme,devised
[1131] marxism,greatest
[676] ponzi,schemes
[545] promises,success
[545] success,everyone
[544] scheme,promises
[544] everyone,involved
[543] everyone,defrauds

Top Word Pairs in Tweet in G2:
[2041] ponzi,scheme
[1100] marxism,ponzi
[787] ponzi,schemes
[660] lauren,boebert
[611] greatest,ponzi
[524] marxism,greatest
[480] boebert,marxism
[435] understands,marxism
[434] cool,industrial
[434] industrial,strength

Top Word Pairs in Tweet in G3:
[1436] ponzi,scheme
[1296] ponzi,schemes
[1268] greatest,ponzi
[1261] marxism,greatest
[1231] boebert,marxism
[1214] schemes,inherently
[1214] inherently,capitalist
[1211] avindman,know
[1211] things,ponzi
[1210] scheme,avindman

Top Word Pairs in Tweet in G4:
[595] ponzi,scheme
[188] ponzi,schemes
[105] marxism,ponzi
[67] bernie,madoff
[37] lauren,boebert
[34] greatest,ponzi
[33] know,ponzi
[29] home,fixed
[29] fixed,match
[29] match,prediction

Top Word Pairs in Tweet in G5:
[1114] ponzi,scheme
[1042] greatest,ponzi
[1033] scheme,devised
[892] marxism,greatest
[884] saying,marxism
[884] devised,defending
[884] defending,system
[884] system,design
[884] design,funnels
[884] funnels,billions

Top Word Pairs in Tweet in G6:
[666] ponzi,scheme
[166] mollyjongfast,laurenboebert
[125] ponzi,schemes
[104] working,poor
[98] laurenboebert,ponzi
[95] knows,ponzi
[87] marxism,ponzi
[78] mollyjongfast,ponzi
[59] chances,knows
[53] idea,marxist

Top Word Pairs in Tweet in G7:
[113] ponzi,scheme
[47] ponzi,schemes
[35] goes,down
[34] digital,gold
[33] shocked,shocked
[33] shocked,see
[33] see,withdrawals
[33] withdrawals,working
[33] working,multiple
[33] multiple,exchanges

Top Word Pairs in Tweet in G8:
[330] ponzi,scheme
[325] another,ponzi
[324] manmohan,singh
[324] singh,another
[324] scheme,sold
[324] sold,lifetime
[324] lifetime,investment
[324] investment,power
[324] power,narrative
[324] narrative,wrong

Top Word Pairs in Tweet in G9:
[118] ponzi,scheme
[67] #dogecoin,ponzi
[63] fiat,ponzi
[61] hearing,rumours
[61] rumours,#dogecoin
[61] scheme,address
[61] address,friends
[61] friends,friends
[61] friends,parents
[61] parents,coworkers

Top Word Pairs in Tweet in G10:
[244] ponzi,scheme
[203] marxism,ponzi
[179] define,marxism
[178] scheme,take
[178] take,many
[178] many,tweets
[178] tweets,need
[31] ponzi,schemes
[31] greatest,ponzi
[19] scheme,devised

Top Replied-To
Top Replied-To in Entire Graph:
@laurenboebert
@mollyjongfast
@joyannreid
@natsechobbyist
@davidmweissman
@courtkarnataka
@teapainusa
@donmoyn
@politicususa
@billkristol

Top Replied-To in G1:
@laurenboebert
@joyannreid
@mollyjongfast
@lauferlaw
@john_sipher
@gordongchang
@rbknight4
@dave_khan
@anarcholesbian
@jaybefaunt

Top Replied-To in G2:
@laurenboebert
@davidmweissman
@donmoyn
@mattoftheblues
@jeremynewberger
@politicususa
@mollyjongfast
@charlesppierce
@roshan_rinaldi
@9_tellthetruth

Top Replied-To in G3:
@laurenboebert
@natsechobbyist
@csuwildcat
@mollyjongfast
@jentaub
@sireaglestrike
@spiroagnewghost
@rogerwa80331466
@yogaskidogs
@lisa_phila

Top Replied-To in G4:

Top Replied-To in G5:
@laurenboebert
@zei_squirrel
@proudsocialist
@mike_from_pa
@asatarbair
@ltrotsky21

Top Replied-To in G6:
@mollyjongfast
@laurenboebert
@andrewcfollett
@no1hollyfreedom
@repboebert
@joyannreid
@phredirick
@dialecticdingo
@stevehofstetter
@dusm1811

Top Replied-To in G7:
@binance
@xentagz
@cnbc
@zssbecker
@apompliano
@peterschiff
@adrikbrennan
@shakrypto
@justawordaway
@cryptowhale

Top Replied-To in G8:
@nisheethsharan
@drharshvardhan

Top Replied-To in G9:
@crypto_bitlord7
@fossgregfoss
@cameron27832619
@warobusiness
@spearfish57
@passivefool
@glendenningj
@brandyfromtx
@dogecoinrise
@itsallrisky

Top Replied-To in G10:
@teapainusa
@laurenboebert
@spike9151
@grantfricks
@andreagardens
@joyannreid
@mollyjongfast

Top Mentioned
Top Mentioned in Entire Graph:
@avindman
@laurenboebert
@politicususa
@albomp
@denisebrailey
@joshfrydenberg
@senatorwong
@mollyjongfast
@jechalmers
@natsechobbyist

Top Mentioned in G1:
@laurenboebert
@avindman
@joyannreid
@malcolmnance
@eegarim
@mary28653912
@anthonyzenkus
@montanaisthebes
@politicususa
@ericrolson

Top Mentioned in G2:
@politicususa
@laurenboebert
@avindman
@gop
@davidmweissman
@donmoyn
@roshan_rinaldi
@laddie43
@rachmiata
@wendybugliari

Top Mentioned in G3:
@avindman
@natsechobbyist
@laurenboebert
@politicususa
@sireaglestrike
@friendhugger
@csuwildcat
@naveedajamali
@louiegohmerttx1
@repboebert

Top Mentioned in G4:
@supercovfefe72

Top Mentioned in G5:
@politicususa
@r6rider
@avindman
@om_eye_goodness

Top Mentioned in G6:
@laurenboebert
@mollyjongfast
@avindman
@kno
@repboebert
@whenipourireign
@politicususa
@andrewcfollett
@leedogmom
@natsechobbyist

Top Mentioned in G7:
@binance
@elonmusk
@cnbc
@cz_binance
@firstsquawk
@apompliano
@drhosp1
@realwillybot
@paoloardoino
@santiagoaufund

Top Mentioned in G8:
@totonarayan
@sureshnakhua

Top Mentioned in G9:
@crypto_bitlord7
@itsallrisky
@cryptocapo_
@avindman
@twitter
@warobusiness
@tasipred
@humourme1234
@ripplexrpie
@runninglow

Top Mentioned in G10:
@avindman
@teapainusa
@laurenboebert
@greyseeker

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@sectest9
@phildecarolis
@cybersec_feeds
@monicasloves
@bisniscom
@1denmadrid
@cagney1991
@kat4obama
@gambiste1

Top Tweeters in G1:
@missb62
@phildecarolis
@kat4obama
@jjauthor
@housecracka
@porridgeisgood
@marthalynneowe1
@rhiles2760
@qbankendy
@frecklesxx20

Top Tweeters in G2:
@yarosisnancy
@mayirmamay14
@n7irl
@hazelglasgow
@akuma_river
@ecclesias
@justwhatnowwhy
@liverpotlian
@hijcp
@solusnan1

Top Tweeters in G3:
@monicasloves
@cagney1991
@britpoptarts
@ligayaloyola
@lizditz
@sar_oso
@miss_placed_
@linda1746
@rustymk2
@pgrandee10

Top Tweeters in G4:
@fleming77
@heatherpeno
@libbyliberalnyc
@welfordwrites
@persiankittenz
@cabroncita
@corporatte_thug
@webnowcompany
@gracels
@jorgeretamar3

Top Tweeters in G5:
@armywrn
@flugennock
@brendahazelhur1
@tates5a
@socialistvoice
@march4progress
@stutteringgiant
@chyierieiqhs
@iteration23
@cb765

Top Tweeters in G6:
@1denmadrid
@msavaarmstrong
@bmangh
@hardknoxfirst
@michelejeanson1
@marykeithbare1
@solomankarl
@stevijopayne
@jamesisaak2
@ruthsorbello

Top Tweeters in G7:
@business
@sufiy
@zerohedge
@cnbc
@_ardeej
@washingtonpost
@marketwatch
@newtonmark
@karaonza
@danspena

Top Tweeters in G8:
@amoltikam
@250praveen
@n2r3ndr2
@kailashkaushik8
@vinirish
@akshaychandorka
@tiru_2000
@ranganaathan
@arunsharma2304
@raghuaiyar

Top Tweeters in G9:
@miguelicarlos
@alisyngayle
@fromagefrait
@mostapi
@insight0f_m
@anothergreen
@smallgov4all
@franje__
@whywouldyou_uk
@commieresting

Top Tweeters in G10:
@washumom
@lechatnoire4
@politicalbee
@astwisa
@princessbravato
@actdontreact
@maryalicebisho2
@tallyannae
@gregmroscoe
@deansherrys