Infrastructure, Twitter, 4/8/2021 10:13:26 AM, 252311


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Infrastructure_2021-04-08_01-56-15.xlsx
Infrastructure_2021-04-08_01-56-15.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
April 08, 2021
Short Description:
Infrastructure via NodeXL https://bit.ly/3d4svJT
@potus
@adhicutting
@telmewhuiam
@nokidshive
@secgranholm
@whitehouse
@kingdavidfilms
@anubha1812
@secfudge
@joebiden

Top hashtags:
#maharashtraneedsvaccine
#infrastructure
#americanjobsplan
#fulizanation

Description:
Description
The graph represents a network of 17,753 Twitter users whose recent tweets contained "Infrastructure", 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 Thursday, 08 April 2021 at 09:28 UTC.

The tweets in the network were tweeted over the 4-hour, 4-minute period from Thursday, 08 April 2021 at 04:51 UTC to Thursday, 08 April 2021 at 08:56 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 : 17753
Unique Edges : 23088
Edges With Duplicates : 3090
Total Edges : 26178
Number of Edge Types : 5
Retweet : 14639
Replies to : 2490
MentionsInRetweet : 3566
Tweet : 2583
Mentions : 2900
Self-Loops : 2670
Reciprocated Vertex Pair Ratio : 0.00395185101067454
Reciprocated Edge Ratio : 0.00787259071577233
Connected Components : 2394
Single-Vertex Connected Components : 963
Maximum Vertices in a Connected Component : 11068
Maximum Edges in a Connected Component : 18482
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 6.347588
Graph Density : 7.0131403823439E-05
Modularity : 0.778476
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 17,753 Twitter users whose recent tweets contained "Infrastructure", 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 Thursday, 08 April 2021 at 09:28 UTC.

The tweets in the network were tweeted over the 4-hour, 4-minute period from Thursday, 08 April 2021 at 04:51 UTC to Thursday, 08 April 2021 at 08:56 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 : Infrastructure
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:
[798] https://twitter.com/nowthisnews/status/1379582945107791873
[184] https://twitter.com/sengillibrand/status/1379773312482607106
[171] https://twitter.com/SenGillibrand/status/1379773312482607106
[138] https://twitter.com/ajenglish/status/1380045241382621186
[113] https://www.dailyposter.com/p/manchins-tax-move-could-protect-private
[94] https://devinder-sharma.blogspot.com/2021/04/markets-fail-to-turn-farming-profitable.html
[86] https://twitter.com/thehill/status/1379834882701033476
[81] https://trib.al/OklXPDM
[69] https://twitter.com/yamiche/status/1379859654356910081
[61] https://twitter.com/ValaAfshar/status/1379828014884777989

Top URLs in Tweet in G1:
[64] https://twitter.com/yamiche/status/1379859654356910081
[42] https://twitter.com/SenWarren/status/1379866044697878533
[40] https://twitter.com/SenateBanking/status/1379855239742943234
[28] https://www.rawstory.com/bank/nearly-two-thirds-of-us-voters-back-corporate-tax-hike-to-fund-biden-infrastructure-plan/
[23] https://twitter.com/WhiteHouse/status/1379573388809756673
[20] https://twitter.com/valaafshar/status/1379828014884777989
[17] https://www.politico.com/news/2021/04/07/biden-infrastructure-speech-479721
[15] https://hillreporter.com/bidens-2-25t-infrastructure-plan-could-not-come-at-better-time-for-america-97456
[14] https://americanindependent.com/joe-biden-american-jobs-plan-hugely-popular-data-for-progress-poll-infrastructure-republicans-attack/
[12] https://twitter.com/SecFudge/status/1379847845793181702

Top URLs in Tweet in G2:
[19] https://trib.al/u4BufgO
[17] https://twitter.com/i/broadcasts/1rmxPzNBqOgGN
[17] https://www.politico.com/news/2021/04/07/biden-infrastructure-speech-479721
[15] http://trib.al/hd5m1fR
[10] https://www.youtube.com/watch?v=HAFTuq0mH0U&feature=youtu.be

[8] https://www.youtube.com/watch?v=LyHITMBuGdU&feature=youtu.be

[7] https://twitter.com/SCMagazine/status/1379851228750958599
[6] https://www.scmagazine.com/home/security-news/krebs-its-time-for-a-law-that-invests-in-the-digital-infrastructure/
[6] https://www.politico.com/news/2021/04/07/biden-infrastructure-speech-479721?utm_source=dlvr.it&utm_medium=twitter
[4] https://twitter.com/valaafshar/status/1379828014884777989

Top URLs in Tweet in G3:
[111] https://twitter.com/sengillibrand/status/1379773312482607106
[75] https://twitter.com/SenGillibrand/status/1379773312482607106
[27] https://www.theepochtimes.com/trump-says-white-house-infrastructure-plan-is-largest-tax-hike-in-american-history_3757365.html?utm_campaign=socialshare_twitter&utm_source=twitter.com
[22] https://www.nationalreview.com/corner/bidens-infrastructure-bill-aims-to-end-single-family-zoning/
[16] https://thegrio.com/2021/04/06/pete-buttigieg-racism-us-infrastructure/
[13] https://www.economy.com/getlocal?q=C228A0FF-2701-47B2-ADE0-D158B5866251&app=download
[9] https://taxfoundation.org/biden-infrastructure-american-jobs-plan
[9] https://truepundit.com/democrats-could-potentially-pass-massive-infrastructure-bill-without-a-single-gop-vote/
[7] https://www.theconservativebrief.com/messaging-for-bidens-infrastructure-package-doesnt-look-good/
[6] https://www.theblaze.com/news/sen-kirsten-gillibrand-mocked-mercilessly-for-her-expanded-definition-of-infrastructure

Top URLs in Tweet in G4:
[3] https://twitter.com/PuranikShravani/status/1380065737872531458
[2] https://www.youtube.com/watch?v=eUZobIqTuwc&feature=youtu.be

[2] https://diksha.gov.in/
[1] https://twitter.com/Alekya82383871/status/1380053826615529472

Top URLs in Tweet in G5:
[14] https://twitter.com/SenGillibrand/status/1379773312482607106
[13] https://twitter.com/sengillibrand/status/1379773312482607106
[9] https://twitter.com/CalebHowe/status/1379841128103608325
[7] https://www.businessinsider.com/biden-corporate-tax-hike-infrastructure-big-companies-average-americans-2021-4
[7] https://twitter.com/prageru/status/1379994910028349443
[7] https://twitter.com/calebhowe/status/1379841128103608325
[6] https://www.foxnews.com/media/hannity-biden-democrats-say-everything-counts-as-infrastructure-except-actual-infrastructure
[5] https://twitter.com/MarshaBlackburn/status/1379883470491680775
[5] https://twitter.com/ValaAfshar/status/1379828014884777989
[5] https://www.cloudpro.co.uk/it-infrastructure/9022/microsoft-is-submerging-servers-in-boiling-liquid-to-prevent-teams-outages

Top URLs in Tweet in G6:
[794] https://twitter.com/nowthisnews/status/1379582945107791873

Top URLs in Tweet in G7:
[108] https://www.dailyposter.com/p/manchins-tax-move-could-protect-private
[83] https://twitter.com/thehill/status/1379834882701033476
[28] https://www.nytimes.com/2021/04/07/opinion/biden-infrastructure-taxes.html?smid=tw-share
[17] https://twitter.com/taylorlarick/status/1378802788386406400
[16] https://www.nytimes.com/2021/04/07/opinion/biden-infrastructure-taxes.html
[12] http://www.msn.com/en-us/news/politics/biden-says-hes-willing-to-compromise-on-infrastructure-plan/ar-BB1fp9k2?ocid=st
[10] https://www.cnn.com/2021/04/05/politics/manchin-infrastructure-bill-tax-hikes/index.html
[3] https://twitter.com/ajenglish/status/1380045241382621186
[2] https://twitter.com/richard_spoor/status/1380032081846239234
[2] https://www.youtube.com/watch?v=bveLtv0FFQY&feature=youtu.be


Top URLs in Tweet in G8:
[23] https://twitter.com/wonderofscience/status/1324826735368577024
[20] https://www.thenation.com/article/economy/biden-infrastructure-plan-caregiver/
[19] https://www.huffpost.com/entry/marsha-blackburn-elder-care-tweet_n_606e2989c5b6034a70843e78
[16] https://twitter.com/MarshaBlackburn/status/1379883450954551296
[12] https://trib.al/NDBsPo6
[8] https://twitter.com/potus/status/1379954737366327305
[6] https://www.gatestoneinstitute.org/17250/biden-jobs-plan-china
[5] https://www.nytimes.com/2017/12/28/nyregion/new-york-subway-construction-costs.html
[2] https://trib.al/bCISGBl
[2] https://www.usnews.com/news/politics/articles/2021-04-07/biden-signals-flexibility-on-funding-infrastructure-plan?utm_source=usn_tw

Top URLs in Tweet in G9:
[6] https://twitter.com/sengillibrand/status/1379773312482607106
[4] https://twitter.com/SenGillibrand/status/1379773312482607106
[4] https://www.mrctv.org/blog/another-big-lie-biden-he-claims-his-2t-plan-will-create-19m-jobs-it-wont
[3] https://www.vox.com/the-highlight/22154212/coronavirus-women-covid-19-pandemic-workforce
[2] https://sputniknews.com/viral/202104081082566818-us-dem-senator-gillibrand-mocked-online-for-offering-variations-on-infrastructure/
[1] https://twitter.com/hrkbenowen/status/1379873965351534593
[1] https://twitter.com/benshapiro/status/1379797104839823360
[1] https://twitter.com/RetiredOrrin/status/1379954223400562689

Top URLs in Tweet in G10:
[94] https://devinder-sharma.blogspot.com/2021/04/markets-fail-to-turn-farming-profitable.html
[36] https://www.reuters.com/article/us-usa-tax-biden/biden-willing-to-negotiate-on-corporate-taxes-but-sick-and-tired-of-non-payers-idUSKBN2BU2I2
[6] https://trib.al/E1M4qJP
[5] https://podcasts.apple.com/us/podcast/ep-180-era-big-government-is-evil-is-over-feat-david/id1490354763?i=1000516081318
[4] http://trib.al/dOGEAFr
[3] https://slate.com/news-and-politics/2021/04/biden-tax-increases-infrastructure-bill-wages-class-warfare-without-the-war.html?via=rss_socialflow_twitter
[2] https://slate.com/business/2021/04/biden-infrastructure-jobs-families-spending-reagan.html?via=rss_socialflow_twitter
[2] https://www.reuters.com/article/us-usa-biden-infrastructure-coons-idUSKBN2BU2GA?taid=606de06e9974200001474c1e&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.reuters.com/article/uk-usa-tax-yellen-idUKKBN2BU35D?taid=606e5a4a69286a0001062b67&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.reuters.com/article/us-usa-tax-yellen-idUSKBN2BU2FG?taid=606de8a1f01e93000121e5c2&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[2606] twitter.com
[288] trib.al
[113] dailyposter.com
[101] youtube.com
[100] blogspot.com
[98] nytimes.com
[98] politico.com
[96] bloomberg.com
[92] reuters.com
[62] 5stocksinto.com

Top Domains in Tweet in G1:
[323] twitter.com
[55] trib.al
[28] rawstory.com
[25] politico.com
[20] washingtonpost.com
[17] hillreporter.com
[14] americanindependent.com
[10] morningconsult.com
[9] youtube.com
[8] dataforprogress.org

Top Domains in Tweet in G2:
[63] twitter.com
[42] trib.al
[23] politico.com
[20] youtube.com
[8] scmagazine.com
[7] reuters.com
[7] cnbc.com
[5] truthout.org
[4] washingtonpost.com
[4] thehill.com

Top Domains in Tweet in G3:
[219] twitter.com
[30] theepochtimes.com
[22] nationalreview.com
[16] thegrio.com
[15] truepundit.com
[13] economy.com
[9] taxfoundation.org
[8] foxnews.com
[7] theconservativebrief.com
[6] theblaze.com

Top Domains in Tweet in G4:
[4] twitter.com
[2] youtube.com
[2] gov.in

Top Domains in Tweet in G5:
[175] twitter.com
[62] 5stocksinto.com
[26] dy.si
[20] co.uk
[19] youtube.com
[13] linkedin.com
[12] businessinsider.com
[12] co.za
[11] nytimes.com
[8] washingtonpost.com

Top Domains in Tweet in G6:
[794] twitter.com

Top Domains in Tweet in G7:
[112] twitter.com
[108] dailyposter.com
[46] nytimes.com
[12] msn.com
[10] cnn.com
[2] youtube.com
[2] hillreporter.com
[1] actblue.com
[1] theguardian.com
[1] politico.com

Top Domains in Tweet in G8:
[56] twitter.com
[20] thenation.com
[19] huffpost.com
[17] trib.al
[6] gatestoneinstitute.org
[5] nytimes.com
[2] usnews.com
[2] tmz.com
[2] msn.com
[1] morningconsult.com

Top Domains in Tweet in G9:
[13] twitter.com
[4] mrctv.org
[3] vox.com
[2] sputniknews.com

Top Domains in Tweet in G10:
[94] blogspot.com
[42] reuters.com
[13] trib.al
[5] slate.com
[5] apple.com
[3] twitter.com
[2] cnn.com
[2] latimes.com
[1] apnews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[796] maharashtraneedsvaccine
[326] infrastructure
[302] americanjobsplan
[201] fulizanation
[149] changeeducationministervarshagaikwad
[144] exams
[123] eritrea
[113] cancelboards2021
[99] cancelboardexam2021
[94] groundreality



Top Hashtags in Tweet in G1:
[240] americanjobsplan
[23] infrastructure
[15] onev1
[12] goptaxscam
[12] demvoice1
[12] wtpblue
[11] carecantwait
[7] fam46
[6] china
[6] demcast

Top Hashtags in Tweet in G2:
[58] climateemergency
[58] standwithstandingrock
[58] shutdowndapl
[31] americanjobsplan
[22] infrastructure
[7] infrastructurebill
[6] resilientinfra
[5] endcitizensunited
[4] taxhikes
[3] gqp

Top Hashtags in Tweet in G3:
[3] infrastructure
[2] infrastructurebill
[2] conservative
[1] americanjobsplan
[1] foxnews
[1] potatohead

Top Hashtags in Tweet in G4:
[795] maharashtraneedsvaccine
[148] changeeducationministervarshagaikwad
[140] exams
[67] cancelboardexams2021
[52] examscancelhoga
[30] supportmaharashtrastudents
[30] varshagaikwadresign
[28] varshajababdaar
[24] cancelboardsexam2021
[18] cancelboards2021

Top Hashtags in Tweet in G5:
[96] infrastructure
[60] stocks
[39] investment
[35] bigdata
[33] iot
[32] dividends
[31] stockmarket
[31] construction
[22] engineering
[18] transport

Top Hashtags in Tweet in G7:
[4] americanrescueplan
[4] wtpblue
[4] onev1
[3] mmt
[2] freshvoicesrise
[1] americanjobsplan
[1] goptaxscam

Top Hashtags in Tweet in G8:
[9] 11thhour
[6] biden
[6] china
[6] america
[2] covid19
[2] americanjobsplan

Top Hashtags in Tweet in G9:
[6] infrastructure
[2] elizabethmacdonough
[2] dembabble
[1] freelancers
[1] liberation
[1] noabctest
[1] voteherout
[1] wafflemuch
[1] nxvivm
[1] alzheimers

Top Hashtags in Tweet in G10:
[94] groundreality
[3] infrastructure
[2] whitehouse
[2] taxes
[2] corporations

Top Words
Top Words in Tweet in Entire Graph:
[21171] infrastructure
[2684] biden
[2581] plan
[2039] people
[2008] jobs
[1953] bill
[1825] made
[1657] one
[1520] america
[1495] president

Top Words in Tweet in G1:
[5003] infrastructure
[1115] plan
[1102] biden
[877] president
[784] people
[672] american
[637] bill
[598] one
[585] water
[564] jobs

Top Words in Tweet in G2:
[2247] infrastructure
[677] america
[655] years
[645] two
[645] trains
[642] made
[637] ago
[637] choice
[636] hundred
[636] weren

Top Words in Tweet in G3:
[2199] infrastructure
[458] biden
[421] bill
[366] pipeline
[365] keystone
[323] xl
[280] actually
[249] guess
[238] green
[216] joe

Top Words in Tweet in G4:
[1260] infrastructure
[1056] medical
[968] exams
[902] varshaegaikwad
[902] students
[877] collapsed
[852] still
[797] expose
[797] teachers
[797] parents

Top Words in Tweet in G5:
[989] infrastructure
[151] biden
[118] #infrastructure
[116] plan
[87] more
[64] #bigdata
[62] #iot
[61] bill
[60] #stocks
[58] #dividends

Top Words in Tweet in G6:
[796] infrastructure
[794] jobs
[794] smart
[794] hell
[794] made
[794] servers
[794] believe
[794] problem
[794] customer
[2] build

Top Words in Tweet in G7:
[393] infrastructure
[327] private
[324] equity
[229] bill
[205] joe
[189] manchin
[176] rate
[143] take
[137] pay
[124] tax

Top Words in Tweet in G8:
[391] infrastructure
[91] biden
[88] care
[80] marshablackburn
[72] plan
[70] people
[46] video
[43] caregiving
[43] bill
[38] more

Top Words in Tweet in G9:
[437] infrastructure
[114] sengillibrand
[49] care
[48] paid
[48] child
[48] caregiving
[47] leave
[38] plan
[35] joe
[30] biden's

Top Words in Tweet in G10:
[210] infrastructure
[191] investments
[188] farm
[108] already
[100] massive
[98] made
[96] america
[94] logic
[94] modern
[94] agricultural

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1430] infrastructure,bill
[1352] infrastructure,plan
[1188] medical,infrastructure
[949] biden,infrastructure
[938] president,biden
[830] years,ago
[827] traditional,infrastructure
[821] infrastructure,collapsed
[808] ago,trains
[799] customer,infrastructure

Top Word Pairs in Tweet in G1:
[648] president,biden
[586] biden,infrastructure
[464] infrastructure,plan
[441] infrastructure,bill
[410] water,infrastructure
[403] electrical,grid
[403] grid,infrastructure
[396] reliable,electrical
[375] housing,infrastructure
[374] jobs,plan

Top Word Pairs in Tweet in G2:
[637] years,ago
[636] two,hundred
[636] hundred,years
[636] ago,trains
[636] trains,weren
[636] weren,traditional
[636] traditional,infrastructure
[636] infrastructure,until
[636] until,america
[636] america,made

Top Word Pairs in Tweet in G3:
[333] pipeline,infrastructure
[323] keystone,xl
[323] xl,pipeline
[268] infrastructure,bill
[247] guess,keystone
[195] joe,biden
[150] better,infrastructure
[145] america,doesn
[145] doesn,better
[144] infrastructure,two

Top Word Pairs in Tweet in G4:
[1056] medical,infrastructure
[818] infrastructure,collapsed
[797] teachers,parents
[795] #maharashtraneedsvaccine,still
[795] still,varshaegaikwad
[795] varshaegaikwad,expose
[795] expose,students
[795] students,teachers
[795] parents,upcoming
[795] upcoming,exams

Top Word Pairs in Tweet in G5:
[77] infrastructure,plan
[56] #iot,#bigdata
[44] infrastructure,bill
[44] #stockmarket,#dividends
[38] #stocks,#investment
[31] biden,infrastructure
[30] #dividends,#iot
[24] trillion,infrastructure
[21] joe,biden
[18] open,compromise

Top Word Pairs in Tweet in G6:
[794] jobs,smart
[794] smart,hell
[794] hell,made
[794] made,servers
[794] servers,believe
[794] believe,problem
[794] problem,customer
[794] customer,infrastructure

Top Word Pairs in Tweet in G7:
[324] private,equity
[229] infrastructure,bill
[184] joe,manchin
[108] scoop,joe
[108] manchin,raked
[108] raked,cash
[108] cash,private
[108] equity,zillionaires
[108] zillionaires,given
[108] given,award

Top Word Pairs in Tweet in G8:
[60] infrastructure,plan
[41] biden,infrastructure
[37] infrastructure,bill
[30] elder,care
[23] infrastructure,month
[23] month,commences
[23] commences,everyone
[23] everyone,watch
[23] watch,video
[23] video,proud

Top Word Pairs in Tweet in G9:
[48] child,care
[47] paid,leave
[44] leave,infrastructure
[44] infrastructure,child
[44] care,infrastructure
[44] infrastructure,caregiving
[44] caregiving,infrastructure
[23] fuck,11
[23] 11,infrastructure
[21] infrastructure,plan

Top Word Pairs in Tweet in G10:
[95] infrastructure,investments
[94] logic,modern
[94] modern,agricultural
[94] agricultural,practices
[94] practices,capital
[94] capital,investments
[94] investments,boosts
[94] boosts,farm
[94] farm,incomes
[94] incomes,massive

Top Replied-To
Top Replied-To in Entire Graph:
@ndtvfeed
@unhumanrights
@calebhowe
@sengillibrand
@marshablackburn
@potus
@lcsenecal
@valaafshar
@yamiche
@prageru

Top Replied-To in G1:
@yamiche
@valaafshar
@johnpavlovitz
@whitehouse
@rbreich
@tedlieu
@secgranholm
@secfudge
@kylegriffin1
@jstein_wapo

Top Replied-To in G2:
@potus
@infernalliberal
@ewarren
@senwarren
@aoc
@senschumer
@seniormaple
@jennielouleeder
@rubinsrants
@nwbvt

Top Replied-To in G3:
@prageru
@tedcruz
@scottlincicome
@donaldjtrumpjr
@newsmax
@kimstrassel
@stevedaines
@govkristinoem
@stevemilleroc
@buzzpatterson

Top Replied-To in G4:
@ndtvfeed
@varshaegaikwad
@drrpnishank
@drsanjeevbalyan
@akshit25999161
@cmomaharashtra
@satirical_dhruv
@nidhiindiatv
@shrirangas
@timesnow

Top Replied-To in G5:
@nyctaxicabtales

Top Replied-To in G6:
@nokidshive
@drutangathome

Top Replied-To in G7:
@senduckworth
@timrunshismouth
@davidsirota
@burgessev
@dmtrubman
@stephaniekelton
@andyb25334608
@nomatatas
@latstetter
@j_manprime21

Top Replied-To in G8:
@marshablackburn
@jojofromjerz
@samjmintz
@beschlossdc
@repmeijer
@tinphx
@nationvexed
@ilhanmn
@cnnpolitics
@nicholsuprising

Top Replied-To in G9:
@sengillibrand
@ildonaldotrumpo
@catturd2
@hashtagkaren
@knottedthreads
@walshfreedom
@gerrydales
@frenchak47
@samhannon16
@norawk

Top Replied-To in G10:
@mehraanhaider
@reuters
@paulkoretzcd5

Top Mentioned
Top Mentioned in Entire Graph:
@varshaegaikwad
@potus
@joebiden
@vp
@anubha1812
@kamalaharris
@cmomaharashtra
@rajeshtope11
@thedemocrats
@citylab

Top Mentioned in G1:
@joebiden
@potus
@thedemocrats
@petebuttigieg
@secretarypete
@yamiche
@seanmcelwee
@presssec
@kwelkernbc
@whitehouse

Top Mentioned in G2:
@potus
@vp
@joebiden
@kamalaharris
@thehill
@c_c_krebs
@dhsgov
@elonmusk
@sierranolandely
@truthout

Top Mentioned in G3:
@budgetmodel
@stinchfield1776
@tedcruz
@donaldjtrumpjr
@ustreasury
@potus
@inezfeltscher
@briantylercohen
@benshapiro
@morningsmaria

Top Mentioned in G4:
@varshaegaikwad
@anubha1812
@cmomaharashtra
@rajeshtope11
@ajitpawarspeaks
@narendramodi
@drrpnishank
@eduminofindia
@pmoindia
@cbseindia29

Top Mentioned in G5:
@carol_must
@wsav
@justjobs_greece
@blockcastcc
@techzineeu

Top Mentioned in G6:
@kyylareneee

Top Mentioned in G7:
@stephaniekelton
@potus
@tweegem
@sen_joemanchin
@nytopinion
@johnarnoldfndtn
@jessicadenson07
@clistonbrown
@jenmercieca
@johnwdean

Top Mentioned in G8:
@ilhanmn
@marshablackburn
@potus
@philiprucker
@emarvelous
@bhadeliamd
@profmmurray
@joycewhitevance
@eugene_robinson
@murphymike

Top Mentioned in G9:
@sengillibrand
@naral
@heydanseegil
@gopsenate
@gophouse
@lindseygrahamsc
@sarahemcbride
@govkristinoem
@walshfreedom
@blondebombmn

Top Mentioned in G10:
@ddayen
@ap
@latimesopinion
@cityattorneyla
@latimes
@burbankleader
@myburbanknews
@reuters
@petebuttigieg

Top Tweeters
Top Tweeters in Entire Graph:
@rojname_com
@missb62
@myfavoritescene
@hrblock_21
@pairsonnalitesu
@pairsonnalitesa
@chidambara09
@cybersec_feeds
@scarfizal
@engineersday

Top Tweeters in G1:
@missb62
@7b73f39b85e1415
@manmet80
@bannerite
@washumom
@backstorymom1
@saragomezaranci
@lechatnoire4
@sandradunn1955
@b1e56df9ce6549f

Top Tweeters in G2:
@orgetorix
@sddphoto
@gojira007x
@john1966olsen
@thehill
@hijcp
@minotauresse
@pgrandee10
@asmith702
@bethsinniresist

Top Tweeters in G3:
@jjauthor
@msavaarmstrong
@mikedesai
@schwingcat
@88seattle61
@tres444
@deenie7940
@alettaha
@sigstarget
@kurtschlichter

Top Tweeters in G4:
@timesnow
@electric_rahul
@ndtvfeed
@pib_india
@iamsimpreet
@ddnewslive
@terence_fdes
@mib_india
@predesai
@mukeshmarda

Top Tweeters in G5:
@rojname_com
@pairsonnalitesu
@pairsonnalitesa
@engineersday
@inquirerdotnet
@politicalhedge
@flashbloglive
@davidpapp
@newsfilterio
@dataaugmented

Top Tweeters in G6:
@bighomiekodaq
@idekchia
@tahoe17
@shlimhardaway
@ohhthatszee
@trillintoronto
@skinnyassdame
@inbtwnnames
@_petiteting
@sithlordteej

Top Tweeters in G7:
@dgendvil
@kaijuking23
@helenyg
@jeffreymeursing
@amyharlib
@ht4ecosocialism
@ruthsorbello
@philipjtaylor1
@avildsen
@lovabelow98

Top Tweeters in G8:
@patriot_girl_tx
@purplegarter1
@zentaoprincess
@the_lady_red
@cryborg
@netbacker
@odoylecharlotte
@jrehnj
@maryjan62216031
@echenze

Top Tweeters in G9:
@bluesea1964
@suestroud
@epeterd916
@anthonyabides
@lauferlaw
@juliesbooks
@brenner_colleen
@chuckbaggett
@chrislongview
@younglady037833

Top Tweeters in G10:
@kak089
@reuters
@therezafontoura
@9b3or2qditmbdcd
@slate
@net2ayurveda
@muntaziraapka
@gr8india
@beckmansasikter
@wmn4srvl