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Biden Infrastructure_2021-04-08_03-19-47.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
April 08, 2021
Short Description:
Biden Infrastructure via NodeXL https://bit.ly/3t4zwQ8
@kylegriffin1
@lindyli
@tedcruz
@yamiche
@kimstrassel
@marshablackburn
@gopchairwoman
@politico
@american2084
@davidsirota

Top hashtags:
#infrastructure
#americanjobsplan
#marsha
#onev1
#demvoice1
#goptaxscam

Description:
Description
The graph represents a network of 15,056 Twitter users whose recent tweets contained "Biden 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 10:56 UTC.

The tweets in the network were tweeted over the 10-hour, 46-minute period from Wednesday, 07 April 2021 at 23:31 UTC to Thursday, 08 April 2021 at 10:18 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 : 15056
Unique Edges : 19451
Edges With Duplicates : 2108
Total Edges : 21559
Number of Edge Types : 5
Retweet : 15971
Tweet : 1790
MentionsInRetweet : 2032
Mentions : 1051
Replies to : 715
Self-Loops : 1846
Reciprocated Vertex Pair Ratio : 0.00159328695097987
Reciprocated Edge Ratio : 0.0031815048517949
Connected Components : 1228
Single-Vertex Connected Components : 771
Maximum Vertices in a Connected Component : 12749
Maximum Edges in a Connected Component : 19104
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.97282
Graph Density : 8.32009518058299E-05
Modularity : 0.753873
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 15,056 Twitter users whose recent tweets contained "Biden 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 10:56 UTC.

The tweets in the network were tweeted over the 10-hour, 46-minute period from Wednesday, 07 April 2021 at 23:31 UTC to Thursday, 08 April 2021 at 10:18 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 : Biden 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:
[394] https://twitter.com/sengillibrand/status/1379773312482607106
[273] https://www.dailyposter.com/p/manchins-tax-move-could-protect-private
[217] https://www.politico.com/news/2021/04/07/biden-infrastructure-speech-479721
[206] https://www.nytimes.com/2021/04/07/opinion/biden-infrastructure-taxes.html?smid=tw-share
[192] https://hillreporter.com/bidens-2-25t-infrastructure-plan-could-not-come-at-better-time-for-america-97456
[175] https://www.thenation.com/article/economy/biden-infrastructure-plan-caregiver/
[157] https://www.dataforprogress.org/blog/2021/4/6/voters-support-the-american-jobs-plan?fbclid=IwAR18TxmkIzUpXSzZks3F2-gG09F3KQ1uHzRZs0FVHCGhyk_8UWK4EuFup5M
[137] https://trib.al/u4BufgO
[134] https://www.nationalreview.com/corner/bidens-infrastructure-bill-aims-to-end-single-family-zoning/
[106] https://www.reuters.com/article/us-usa-tax-biden/biden-willing-to-negotiate-on-corporate-taxes-but-sick-and-tired-of-non-payers-idUSKBN2BU2I2

Top URLs in Tweet in G1:
[18] https://www.businessinsider.com/biden-corporate-tax-hike-infrastructure-big-companies-average-americans-2021-4?utm_source
[8] https://www.businessinsider.com/biden-corporate-tax-hike-infrastructure-big-companies-average-americans-2021-4
[7] https://markets.businessinsider.com/news/1030283009
[6] https://www.dataforprogress.org/blog/2021/4/6/voters-support-the-american-jobs-plan?fbclid=IwAR18TxmkIzUpXSzZks3F2-gG09F3KQ1uHzRZs0FVHCGhyk_8UWK4EuFup5M
[5] https://americanindependent.com/joe-biden-american-jobs-plan-hugely-popular-data-for-progress-poll-infrastructure-republicans-attack/
[5] https://trib.al/u4BufgO
[5] https://hillreporter.com/bidens-2-25t-infrastructure-plan-could-not-come-at-better-time-for-america-97456
[4] https://www.washingtonpost.com/politics/2021/04/05/gop-claim-that-only-5-7-percent-bidens-plan-is-real-infrastructure/
[4] https://twitter.com/JaneyMurph/status/1379864579065442308
[3] https://www.politico.com/news/2021/04/07/biden-infrastructure-speech-479721

Top URLs in Tweet in G2:
[6] https://www.latimes.com/politics/story/2021-03-31/biden-seeing-opportunity-calls-for-big-spending-on-infrastructure
[5] https://www.businessinsider.com/biden-corporate-tax-hike-infrastructure-big-companies-average-americans-2021-4
[4] https://www.politico.com/news/2021/04/07/biden-infrastructure-speech-479721
[4] https://www.dataforprogress.org/blog/2021/4/6/voters-support-the-american-jobs-plan?fbclid=IwAR18TxmkIzUpXSzZks3F2-gG09F3KQ1uHzRZs0FVHCGhyk_8UWK4EuFup5M
[4] https://slate.com/news-and-politics/2021/04/biden-tax-increases-infrastructure-bill-wages-class-warfare-without-the-war.html?via=rss
[4] https://crooksandliars.com/2021/04/biden-burns-down-gop-infrastructure
[3] https://www.rawstory.com/73-of-us-voters-including-57-percent-of-republicans-back-bidens-2-25-trillion-infrastructure-plan-poll2-47/
[3] https://www.mediaite.com/news/biden-stock-market-outperforms-trump-and-obama-sets-record-after-infrastructure-news/
[2] http://rss.cnn.com/~r/rss/cnn_allpolitics/~3/Yh3x7msMDpg/index.html
[2] https://www.thenation.com/article/politics/biden-infrastructure-bill/

Top URLs in Tweet in G3:
[361] https://twitter.com/sengillibrand/status/1379773312482607106
[21] https://www.newsmax.com/politics/soros-biden-infrastructure-plan/2021/04/05/id/1016378/
[14] https://twitchy.com/dougp-3137/2021/04/07/ted-cruz-uses-bidens-infrastructure-plan-to-point-out-what-dems-apparently-do-not-define-as-infrastructure/
[8] https://www.nationalreview.com/corner/bidens-infrastructure-bill-aims-to-end-single-family-zoning/
[7] https://notthebee.com/article/sen-gillibrand-tried-redefining-infrastructure-to-justify-bidens-2-trillion-spending-spree-and-got-absolutely-roasted
[6] https://www.foxnews.com/media/hannity-biden-democrats-say-everything-counts-as-infrastructure-except-actual-infrastructure
[4] https://twitter.com/SenGillibrand/status/1379773312482607106
[4] https://www.nytimes.com/interactive/2021/03/31/upshot/whats-in-bidens-infrastructure-plan.html
[3] https://twitter.com/kaylatausche/status/1379783535108710402
[3] https://nypost.com/2021/04/07/biden-touts-trains-as-fast-as-planes-supersonic-jets-in-infrastructure-push/?utm_campaign=iphone_nyp&utm_source=twitter_app

Top URLs in Tweet in G4:
[27] https://www.businessinsider.com/biden-corporate-tax-hike-infrastructure-big-companies-average-americans-2021-4
[14] https://www.nationalreview.com/corner/bidens-infrastructure-bill-aims-to-end-single-family-zoning/
[14] https://www.politico.com/news/2021/04/07/biden-infrastructure-speech-479721
[11] http://www.msn.com/en-us/money/markets/top-biden-officials-busted-telling-an-enormous-lie-about-infrastructure-plan/ar-BB1fo0a9?ocid=st
[11] https://www.nytimes.com/2021/04/08/opinion/biden-jobs-infrastructure-economy.html?partner=IFTTT
[10] https://www.nytimes.com/2021/04/07/opinion/biden-infrastructure-taxes.html
[10] https://www.foxnews.com/media/hannity-biden-democrats-say-everything-counts-as-infrastructure-except-actual-infrastructure
[9] https://www.cnn.com/2021/04/07/politics/infrastructure-corporate-tax-hikes-biden/index.html
[8] https://www.nytimes.com/2021/04/07/opinion/biden-infrastructure-taxes.html?smid=tw-share
[8] https://www.npr.org/2021/04/08/985217680/with-his-legacy-in-mind-biden-seeks-u-s-transformation-with-infrastructure-plan

Top URLs in Tweet in G5:
[30] 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
[26] https://www.theconservativebrief.com/messaging-for-bidens-infrastructure-package-doesnt-look-good/
[20] https://truepundit.com/bidens-energy-secretary-doesnt-deny-tax-hikes-to-pay-for-massive-infrastructure-plan-will-hit-the-middle-class-hard/
[9] https://twitter.com/sengillibrand/status/1379773312482607106
[9] https://truepundit.com/biden-fact-checked-over-remark-economy-will-create-19-million-jobs-if-infrastructure-plan-is-passed/
[8] https://dailycaller.com/2021/04/07/bovard-joe-bidens-no-boondoggle-left-behind-plan/
[7] https://taxfoundation.org/biden-infrastructure-american-jobs-plan/
[7] https://twitter.com/ektrit/status/1379795841217617931
[6] https://www.nationalreview.com/corner/bidens-infrastructure-bill-aims-to-end-single-family-zoning/
[5] https://www.foxnews.com/entertainment/samantha-bee-biden-pulls-punches

Top URLs in Tweet in G6:
[113] https://trib.al/u4BufgO
[68] https://trib.al/OklXPDM
[66] http://trib.al/hd5m1fR
[63] https://trib.al/413UrnK
[37] https://www.mediaite.com/news/just-in-new-poll-reveals-broad-support-for-bidens-corporate-tax-increase-and-infrastructure-bill/
[33] https://www.msnbc.com/opinion/why-conservatives-are-wrong-say-broadband-access-isn-t-infrastructure-n1263253
[28] https://trib.al/gBC00fa
[12] http://trib.al/RPCU4Jd
[12] https://trib.al/2BaVcKZ
[11] https://www.newsnationnow.com/politics/just-politics-transportation-secretary-buttigieg-responds-to-concerns-about-scope-of-2-3t-infrastructure-package/

Top URLs in Tweet in G7:
[43] https://morningconsult.com/2021/04/07/biden-infrastructure-plan-energy-polling/
[5] https://www.politico.com/news/2021/04/07/biden-infrastructure-speech-479721
[4] https://www.washingtonpost.com/opinions/2021/04/05/republicans-scramble-reasons-oppose-biden-infrastructure-plan/
[4] https://morningconsult.com/2021/04/07/infrastructure-corporate-tax-hikes-polling/
[3] http://www.tampabay.com/news/2021/04/08/biden-open-to-compromise-on-infrastructure-but-not-inaction/?utm_campaign=SocialFlow&utm_source=twitter&utm_content=%40TB_Tmes&utm_medium=social
[2] https://www.latimes.com/politics/story/2021-04-07/biden-addresses-his-infrastructure-plus-plan-as-it-confronts-hurdles-on-capitol-hill
[2] https://trib.al/u4BufgO
[2] https://trib.al/2BaVcKZ
[2] https://trib.al/OklXPDM
[2] https://hillreporter.com/bidens-2-25t-infrastructure-plan-could-not-come-at-better-time-for-america-97456

Top URLs in Tweet in G8:
[138] https://hillreporter.com/bidens-2-25t-infrastructure-plan-could-not-come-at-better-time-for-america-97456
[63] https://www.politico.com/news/2021/04/07/biden-infrastructure-speech-479721
[56] https://www.meidastouch.com/post/biden-s-2-25t-infrastructure-plan-could-not-come-at-a-better-time-for-america
[41] https://www.nbcnews.com/politics/white-house/biden-push-back-criticism-infrastructure-bill-goes-too-far-n1263293
[38] https://www.rawstory.com/bank/nearly-two-thirds-of-us-voters-back-corporate-tax-hike-to-fund-biden-infrastructure-plan/
[19] https://www.youtube.com/c/ReallyAmerican
[16] https://www.politicususa.com/2021/04/07/biden-infrastructure-gop-good-faith.html?utm_source=rss&utm_medium=rss&utm_campaign=biden-infrastructure-gop-good-faith
[12] https://www.politico.com/news/2021/04/06/corporate-america-biden-infrastructure-plan-479490
[12] https://www.dailykos.com/stories/2021/4/7/2024843/-Biden-plan-recognizes-care-economy-is-integral-to-infrastructure-public-agrees
[9] https://apple.news/AxEo8AvCjT7-9KUw4xCqMHg

Top URLs in Tweet in G9:
[19] https://twitter.com/MarshaBlackburn/status/1379883470491680775
[9] https://www.politifact.com/factchecks/2021/apr/07/pete-buttigieg/joe-bidens-infrastructure-bill-fully-paid/
[7] https://hillreporter.com/bidens-2-25t-infrastructure-plan-could-not-come-at-better-time-for-america-97456
[5] https://www.dataforprogress.org/blog/2021/4/6/voters-support-the-american-jobs-plan?fbclid=IwAR18TxmkIzUpXSzZks3F2-gG09F3KQ1uHzRZs0FVHCGhyk_8UWK4EuFup5M
[4] https://www.washingtonpost.com/outlook/2021/04/07/biden-wants-go-big-infrastructure-history-says-thats-right-call/#click=https://t.co/A247ocnknx
[4] https://www.politico.com/news/2021/04/07/biden-infrastructure-speech-479721
[3] https://americanindependent.com/joe-biden-american-jobs-plan-hugely-popular-data-for-progress-poll-infrastructure-republicans-attack/
[2] https://trib.al/413UrnK
[1] https://trib.al/gBC00fa
[1] https://trib.al/OklXPDM

Top URLs in Tweet in G10:
[172] https://www.nytimes.com/2021/04/07/opinion/biden-infrastructure-taxes.html?smid=tw-share
[70] https://www.nytimes.com/2021/04/07/opinion/biden-infrastructure-taxes.html
[22] https://www.nytimes.com/2021/04/07/opinion/biden-infrastructure-taxes.html?referringSource=articleShare
[19] https://www.politico.com/news/2021/04/06/corporate-america-biden-infrastructure-plan-479490
[18] https://trib.al/0rXiqqs
[16] https://www.nytimes.com/2021/04/05/opinion/biden-infrastructure.html
[12] https://twitter.com/ThePlumLineGS/status/1379446337842905089
[10] https://www.cnn.com/2021/04/06/politics/infrastructure-plan-biden-green-energy-states/index.html
[9] https://trib.al/uEnJMW6
[8] https://www.reuters.com/article/us-usa-biden-infrastructure-mcconnell/mcconnell-sees-possible-path-for-targeted-infrastructure-that-does-not-revisit-2017-tax-cuts-idUSKBN2BU3AA

Top Domains
Top Domains in Tweet in Entire Graph:
[856] trib.al
[779] twitter.com
[430] nytimes.com
[398] politico.com
[273] dailyposter.com
[218] reuters.com
[198] hillreporter.com
[191] thenation.com
[169] dataforprogress.org
[166] nationalreview.com

Top Domains in Tweet in G1:
[33] businessinsider.com
[13] twitter.com
[11] trib.al
[8] washingtonpost.com
[6] dataforprogress.org
[5] americanindependent.com
[5] hillreporter.com
[4] politico.com
[4] apple.news
[3] morningconsult.com

Top Domains in Tweet in G2:
[7] businessinsider.com
[6] slate.com
[6] latimes.com
[4] politico.com
[4] dataforprogress.org
[4] crooksandliars.com
[4] mediaite.com
[3] trib.al
[3] msn.com
[3] twitter.com

Top Domains in Tweet in G3:
[372] twitter.com
[21] newsmax.com
[14] twitchy.com
[9] nationalreview.com
[8] foxnews.com
[7] notthebee.com
[4] nytimes.com
[3] trib.al
[3] nypost.com
[3] townhall.com

Top Domains in Tweet in G4:
[57] twitter.com
[49] nytimes.com
[38] businessinsider.com
[31] washingtonpost.com
[27] msn.com
[19] politico.com
[19] foxnews.com
[17] cnbc.com
[16] cnn.com
[15] theguardian.com

Top Domains in Tweet in G5:
[32] theepochtimes.com
[29] truepundit.com
[26] theconservativebrief.com
[16] twitter.com
[16] dailycaller.com
[8] theblaze.com
[7] washingtonexaminer.com
[7] taxfoundation.org
[7] foxnews.com
[6] nationalreview.com

Top Domains in Tweet in G6:
[459] trib.al
[43] msnbc.com
[38] mediaite.com
[19] newsnationnow.com
[19] cnbc.com
[14] americanindependent.com
[11] washingtonpost.com
[11] newsweek.com
[7] cbsnews.com
[6] twitter.com

Top Domains in Tweet in G7:
[47] morningconsult.com
[7] trib.al
[5] politico.com
[4] washingtonpost.com
[3] tampabay.com
[2] americanindependent.com
[2] latimes.com
[2] hillreporter.com
[2] dataforprogress.org
[1] rawstory.com

Top Domains in Tweet in G8:
[141] hillreporter.com
[75] politico.com
[56] meidastouch.com
[41] nbcnews.com
[39] rawstory.com
[22] trib.al
[19] youtube.com
[17] politicususa.com
[15] apple.news
[14] dailykos.com

Top Domains in Tweet in G9:
[19] twitter.com
[9] politifact.com
[7] trib.al
[7] hillreporter.com
[7] politico.com
[6] washingtonpost.com
[5] dataforprogress.org
[4] americanindependent.com
[2] nytimes.com
[2] businessinsider.com

Top Domains in Tweet in G10:
[283] nytimes.com
[53] trib.al
[26] twitter.com
[19] politico.com
[17] washingtonpost.com
[10] cnn.com
[9] politicususa.com
[8] nbcnews.com
[8] reuters.com
[7] rawstory.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[239] infrastructure
[157] americanjobsplan
[99] marsha
[98] onev1
[94] demvoice1
[91] goptaxscam
[88] biden
[77] fresh
[60] buildbackbetter
[42] dems4usa



Top Hashtags in Tweet in G1:
[5] goptaxscam
[3] biden
[3] infrastructure
[3] corporatetax
[3] moscowmitch
[2] americanjobsplan
[2] trump
[2] americanjobplan
[2] americanrescueplan
[1] smartnews

Top Hashtags in Tweet in G3:
[1] newsmax
[1] americanjobsplan

Top Hashtags in Tweet in G4:
[29] infrastructure
[19] biden
[11] americanjobsplan
[9] smartnews
[5] usa
[5] news
[5] politics
[4] corporatetax
[4] joebiden
[4] us

Top Hashtags in Tweet in G5:
[4] newspeak
[2] corporatetaxrate
[2] infrastructure
[2] democratsareliars
[2] liberalhypocrisy
[2] liberallies

Top Hashtags in Tweet in G6:
[4] newsnationprime
[2] infrastructurebill
[2] buildbackbetter
[2] thereidout
[1] mfjs2140
[1] americanjobsplan
[1] corporatetaxrate
[1] infrastructure
[1] goptaxscam
[1] demvoice1

Top Hashtags in Tweet in G7:
[5] americanjobsplan
[3] goptaxscam
[2] buildbackbetter
[2] demvoice1
[2] dems4usa
[1] infrastructure
[1] bidennewdeal

Top Hashtags in Tweet in G8:
[81] onev1
[68] fresh
[68] demvoice1
[61] goptaxscam
[31] dems4usa
[25] buildbackbetter
[23] wtpblue
[12] demcast
[12] eldercare
[10] infrastructure

Top Hashtags in Tweet in G9:
[3] goptaxscam

Top Hashtags in Tweet in G10:
[13] infrastructure
[6] politics
[6] trump
[6] corruption
[5] progress
[5] infrastructue
[4] americanjobsplan
[4] mmt
[3] buildbackbetter
[3] biden

Top Words
Top Words in Tweet in Entire Graph:
[21855] infrastructure
[14827] biden
[7707] plan
[6913] president
[5491] bill
[3573] biden's
[3366] tax
[3041] people
[2628] joe
[2608] proposal

Top Words in Tweet in G1:
[2676] infrastructure
[2169] biden
[1639] president
[1312] plan
[1082] people
[1012] tax
[1007] open
[974] proposal
[949] making
[929] one

Top Words in Tweet in G2:
[1929] infrastructure
[1503] biden
[1436] president
[1070] bill
[1070] elderly
[1067] marsha
[1067] blackburn
[1067] 68
[1066] senator
[1066] age

Top Words in Tweet in G3:
[3018] infrastructure
[1353] bill
[1122] biden
[748] roads
[744] bridges
[726] jobs
[618] deal
[570] green
[415] joe
[415] called

Top Words in Tweet in G4:
[731] infrastructure
[640] biden
[357] plan
[123] biden's
[119] bill
[116] tax
[116] president
[104] joe
[102] trillion
[86] open

Top Words in Tweet in G5:
[932] actually
[906] infrastructure
[755] biden
[667] joe
[527] bill
[506] energy
[478] proposal
[478] green
[474] spending
[472] think

Top Words in Tweet in G6:
[881] infrastructure
[667] biden
[499] plan
[332] president
[308] tax
[259] biden's
[204] pay
[194] corporate
[169] big
[133] trillion

Top Words in Tweet in G7:
[1947] infrastructure
[967] biden
[636] always
[585] needs
[580] pres
[525] making
[448] china
[448] investments
[428] people
[370] definition

Top Words in Tweet in G8:
[1020] infrastructure
[794] biden
[542] plan
[386] president
[239] better
[196] time
[194] america
[178] come
[177] 25t
[175] tax

Top Words in Tweet in G9:
[615] infrastructure
[520] biden
[482] plan
[410] senator
[408] republican
[395] attack
[392] tried
[392] thedemocrats
[392] reposted
[392] exact

Top Words in Tweet in G10:
[281] infrastructure
[235] biden
[169] latest
[146] plan
[127] case
[127] missed
[117] pay
[92] biden's
[83] president
[77] go

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5597] biden,infrastructure
[5338] president,biden
[4366] infrastructure,bill
[4177] infrastructure,plan
[1808] biden's,infrastructure
[1779] joe,biden
[1746] infrastructure,proposal
[1565] marsha,blackburn
[1495] senator,marsha
[1488] attacks,president

Top Word Pairs in Tweet in G1:
[1529] president,biden
[1138] biden,infrastructure
[971] infrastructure,proposal
[970] proposal,open
[881] open,ideas
[881] ideas,pay
[881] pay,plan
[881] plan,one
[881] one,exception
[881] exception,impose

Top Word Pairs in Tweet in G2:
[1417] president,biden
[1212] biden,infrastructure
[1068] infrastructure,bill
[1067] marsha,blackburn
[1066] senator,marsha
[1066] blackburn,age
[1066] age,68
[1066] 68,attacks
[1066] attacks,president
[1066] bill,investing

Top Word Pairs in Tweet in G3:
[1339] infrastructure,bill
[733] roads,bridges
[558] green,deal
[412] joe,biden
[404] called,infrastructure
[397] biden,infrastructure
[394] kill,hundreds
[394] hundreds,thousands
[394] thousands,jobs
[365] gun,control

Top Word Pairs in Tweet in G4:
[244] infrastructure,plan
[135] biden,infrastructure
[88] infrastructure,bill
[78] joe,biden
[65] corporate,tax
[62] trillion,infrastructure
[59] biden,open
[55] biden's,infrastructure
[49] president,biden
[46] open,compromise

Top Word Pairs in Tweet in G5:
[586] joe,biden
[466] listen,joe
[466] biden,think
[466] think,proposal
[466] proposal,actually
[466] actually,infrastructure
[466] infrastructure,actually
[466] actually,bill
[466] bill,social
[466] social,spending

Top Word Pairs in Tweet in G6:
[280] infrastructure,plan
[190] corporate,tax
[175] president,biden
[170] biden's,infrastructure
[135] biden,infrastructure
[132] president,biden's
[113] perspective,biden
[113] biden,go
[113] go,big
[113] big,infrastructure

Top Word Pairs in Tweet in G7:
[580] pres,biden
[369] definition,infrastructure
[358] expanding,definition
[354] biden,defending
[354] defending,expanding
[321] idea,infrastructure
[321] infrastructure,always
[321] always,evolved
[321] evolved,meet
[321] meet,aspirations

Top Word Pairs in Tweet in G8:
[413] infrastructure,plan
[394] biden,infrastructure
[271] president,biden
[177] 25t,infrastructure
[177] plan,come
[177] come,better
[177] better,time
[177] time,america
[141] biden,25t
[136] inaction,option

Top Word Pairs in Tweet in G9:
[441] biden,infrastructure
[440] infrastructure,plan
[392] republican,senator
[392] senator,tried
[392] tried,attack
[392] attack,biden
[392] plan,thedemocrats
[392] thedemocrats,reposted
[392] reposted,exact
[392] exact,graphic

Top Word Pairs in Tweet in G10:
[127] case,missed
[127] missed,latest
[57] biden,go
[57] go,bigger
[57] infrastructure,plan
[53] bigger,pay
[53] pay,old
[53] old,way
[51] president,biden
[45] jobs,plan

Top Replied-To
Top Replied-To in Entire Graph:
@potus
@marshablackburn
@jojofromjerz
@sen_joemanchin
@kylegriffin1
@breaking911
@tedcruz
@gopchairwoman
@jnorl77
@sentedcruz

Top Replied-To in G1:
@kylegriffin1
@duty2warn
@gopchairwoman
@jojofromjerz

Top Replied-To in G2:
@minggao26
@lindyli

Top Replied-To in G3:
@tedcruz
@gopchairwoman
@srcc
@pinebox28
@newsmax
@huffpost
@sentoddyoung

Top Replied-To in G4:

Top Replied-To in G5:
@theblaze
@jasonl_campbell

Top Replied-To in G6:
@gopleader
@washingtonpost
@scottvarney501
@domshow1210
@nowthisnews
@thehill
@sengillibrand
@anniegabstonh
@speakerpelosi
@bfmtv

Top Replied-To in G7:
@yamiche
@repjeffries
@aagcobb1
@acyn

Top Replied-To in G8:
@potus

Top Replied-To in G10:
@leadermcconnell
@donaldjtrumpjr
@chipfranklin
@stephaniekelton
@timrunshismouth
@rawstory
@marshablackburn
@nbcnews
@maddow
@jojofromjerz

Top Mentioned
Top Mentioned in Entire Graph:
@thedemocrats
@ilhanmn
@budgetmodel
@potus
@politico
@marshablackburn
@politicususa
@stephaniekelton
@morningconsult
@rytime98

Top Mentioned in G1:
@budgetmodel
@politicususa
@beschlossdc

Top Mentioned in G2:
@googlenews
@sasha70098993

Top Mentioned in G3:
@budgetmodel
@foxnews
@thedemocrats
@twitchyteam
@newsmax
@sentoddyoung
@greenhousenyt
@tedcruz
@trish_regan

Top Mentioned in G4:
@_4vto_
@thesolarmove
@politic_talks
@ric9871ric
@wsav

Top Mentioned in G5:
@theblaze
@dailycaller

Top Mentioned in G6:
@mediaite
@hayesbrown
@msnbc
@kaylatausche
@secretarypete
@msnbcdaily
@cnn
@steveliesman
@cnbc
@thehill

Top Mentioned in G7:
@kwelkernbc
@kathylslaughter
@lawrencehurley
@thedemocrats
@radiocandied

Top Mentioned in G8:
@rytime98
@reallyamerican1
@dailykos
@thedemocrats
@phil_mattingly
@senhydesmith
@senatorwicker
@gop
@ilhanmn

Top Mentioned in G9:
@thedemocrats
@politifact

Top Mentioned in G10:
@stephaniekelton
@kwelkernbc
@gop
@paulkrugman
@leadermcconnell
@morningmoneyben
@ronbrownstein
@maddow
@senategop
@rawstory

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@oldlady12345
@sectest9
@filafresh
@barntiques859
@easy_branches
@zyiteblog
@marciojmsilva
@pairsonnalitesu
@zyitegadgets

Top Tweeters in G1:
@rjber15
@rachel_mcrea
@jamestoupin
@phendricks71
@radlein
@ami_tvdfan
@gwydion620
@joanisparkles
@patricklee6669
@dhinakaranrajan

Top Tweeters in G2:
@monicasloves
@7b73f39b85e1415
@britpoptarts
@lehimesa
@jilevin
@theresamax
@frecklesxx20
@greeeneyedwhwom
@spencz1997
@tinamorphis

Top Tweeters in G3:
@joec1776
@mikedesai
@88seattle61
@huffpost
@cannoneerfour
@victorb123
@tamzilla_52
@foxnews
@bobby6740
@hrothenb

Top Tweeters in G4:
@marciojmsilva
@pairsonnalitesu
@lucas_wyrsch
@flashbloglive
@thedextazlab
@usrealitycheck
@ussanews
@davidpapp
@ahmadnormaulana
@robinmcouch

Top Tweeters in G5:
@jjauthor
@docwashburn
@sustain05
@jimw_in_nm
@jpwilloughby
@mightymouth5413
@mefbama
@ihatethemedia
@eileendiana
@doubleeagle49

Top Tweeters in G6:
@tinamarie_80s
@5fec93919a544d3
@orgetorix
@bannerite
@saragomezaranci
@thehill
@givemepie360
@wildwillow65
@magicdmw
@daminous_purity

Top Tweeters in G7:
@betterw05759703
@sylviaz1913
@ken_crichlow
@roripierpont1
@gregmroscoe
@margaritateresa
@skepmi
@lawgirl318
@ginou1010
@didifrench

Top Tweeters in G8:
@lechatnoire4
@kak089
@79topper
@sophialamar1
@reneevoicebrand
@lorisums
@rodneyclaeys
@bbkenn92
@drseid
@ecwpunk81

Top Tweeters in G9:
@manmet80
@rhiles2760
@denniskoch10
@ubathediplomat
@samhainnight
@billieo2
@asmith702
@shirfire218
@sallyagale
@edgeoforever

Top Tweeters in G10:
@oldlady12345
@govsherazkhan
@thejoshuablog
@sullyanne1
@shareitarie10
@tempkt
@helenyg
@sds_sunlight
@charlenegapeach
@pookoo_2000


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