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Larry Elder_2021-09-15_16-50-30.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
September 16, 2021
Short Description:
Larry Elder via NodeXL https://bit.ly/3lnXSBU
@larryelder
@georgepapa19
@mmpadellan
@stevehofstetter
@elienyc
@reportsdanews
@joyannreid
@latimes
@walshfreedom
@gavinnewsom

Top hashtags:
#justicematters
#ca23
#firemccarthy
#californiarecall
#californiarecallelection

Description:
Description
The graph represents a network of 16,438 Twitter users whose recent tweets contained "Larry Elder", 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, 16 September 2021 at 00:21 UTC.

The tweets in the network were tweeted over the 7-hour, 49-minute period from Wednesday, 15 September 2021 at 16:00 UTC to Wednesday, 15 September 2021 at 23:50 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 : 16438
Unique Edges : 21503
Edges With Duplicates : 2633
Total Edges : 24136
Number of Edge Types : 5
Tweet : 2520
Retweet : 13841
Replies to : 2756
Mentions : 2832
MentionsInRetweet : 2187
Self-Loops : 2644
Reciprocated Vertex Pair Ratio : 0.00462370880472209
Reciprocated Edge Ratio : 0.00920485703094399
Connected Components : 1961
Single-Vertex Connected Components : 1185
Maximum Vertices in a Connected Component : 12941
Maximum Edges in a Connected Component : 20628
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.404498
Graph Density : 7.55908572458444E-05
Modularity : 0.755514
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 16,438 Twitter users whose recent tweets contained "Larry Elder", 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, 16 September 2021 at 00:21 UTC.

The tweets in the network were tweeted over the 7-hour, 49-minute period from Wednesday, 15 September 2021 at 16:00 UTC to Wednesday, 15 September 2021 at 23:50 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 : Larry Elder
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:
[234] https://twitter.com/GOPLeader/status/1438172142227664909
[146] https://twitter.com/bgmasters/status/1437914048239071236
[139] https://www.rawstory.com/larry-elder-donald-trump/
[138] https://www.foxnews.com/media/rep-devin-nunes-california-recall-election-larry-elder
[132] https://www.esquire.com/news-politics/politics/a37608877/california-recall-election-results-lessons-gavin-newsom-larry-elder-covid/
[130] https://www.latimes.com/california/story/2021-09-14/larry-elder-future-newsom-recall
[115] https://www.youtube.com/watch?v=vn4iZRlpqM8&feature=youtu.be

[85] https://twitter.com/libdenk/status/1438003952595845120
[83] https://twitter.com/dancrenshawtx/status/1438004298676412421
[83] https://www.axios.com/larry-elder-california-recall-hints-another-run-bda2c805-173d-41b0-aec5-cdb305a54622.html

Top URLs in Tweet in G1:
[73] https://twitter.com/davenewworld_2/status/1438123498816348167
[20] https://www.rawstory.com/larry-elder-donald-trump/
[8] https://twitter.com/jakelobin/status/1437994069943209988
[8] https://twitter.com/libdenk/status/1438003952595845120
[6] https://twitter.com/GOPLeader/status/1438172142227664909
[6] https://www.youtube.com/watch?v=vn4iZRlpqM8&feature=youtu.be

[4] https://www.foxnews.com/media/rep-devin-nunes-california-recall-election-larry-elder
[3] https://twitter.com/larryelder/status/1438236449720070146
[3] https://www.theguardian.com/us-news/2021/sep/15/larry-elder-california-recall-reaction
[2] https://www.theguardian.com/commentisfree/2021/sep/15/california-recall-republicans-larry-elder

Top URLs in Tweet in G2:
[11] https://www.westernjournal.com/ap-gops-elder-concedes-california-recall-hints-stay-tuned/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons
[5] https://redstate.com/jeffc/2021/09/15/larry-elder-was-the-wrong-candidate-n443478
[4] https://pjmedia.com/columns/stephen-kruiser/2021/09/15/the-morning-briefing-racist-ca-democrats-reject-chance-to-elect-historic-black-governor-n1478731
[4] https://t.me/patriot911news
[3] https://www.westernjournal.com/ap-gops-elder-concedes-california-recall-hints-stay-tuned/?utm_source=Twitter&utm_medium=PostSideSharingButtons&utm_campaign=websitesharingbuttons
[3] https://twitter.com/DouglasLukasik/status/1437984044839575555
[2] https://www.westernjournal.com/ap-gops-elder-concedes-california-recall-hints-stay-tuned/?utm_source=Twitter&utm_campaign=websitesharingbuttons
[2] https://rumble.com/vmjiw5-larry-elder-as-a-beacon-of-hope-we-may-have-lost-the-battle-but-we-are-goin.html
[1] https://conservativebrief.com/elder-promises-51138/?utm_source=twitter&utm_campaign=nrn&utm_medium=NRN
[1] https://sfist.com/2021/09/15/right-wing-loon-larry-elder-had-over-45-of-vote-which-means-hell-probably-run-against-newsom-in-2022/

Top URLs in Tweet in G3:
[24] https://www.rawstory.com/larry-elder-donald-trump/
[21] https://www.theguardian.com/commentisfree/2021/sep/15/california-recall-republicans-larry-elder
[18] https://www.theguardian.com/us-news/2021/sep/15/larry-elder-california-recall-reaction
[11] https://www.dailykos.com/stories/2021/9/15/2052347/-Larry-Elder-throws-Trump-under-the-bus-says-election-wasn-t-rigged
[10] https://www.cnn.com/2021/09/15/opinions/republican-strategy-fail-larry-elder-yang/index.html
[8] https://twitter.com/latimes/status/1437989928382521349
[8] https://www.theguardian.com/commentisfree/2021/sep/15/california-recall-republicans-larry-elder?CMP=Share_iOSApp_Other
[7] https://www.breitbart.com/politics/2021/09/15/larry-elder-gracious-in-defeat-we-may-have-lost-the-battle-but-we-are-going-to-win-the-war/
[7] https://rumble.com/vmjiw5-larry-elder-as-a-beacon-of-hope-we-may-have-lost-the-battle-but-we-are-goin.html
[6] https://www.washingtonpost.com/politics/2021/09/15/trump-elder-california-recall-fraud-newsom/

Top URLs in Tweet in G4:
[66] https://thehill.com/homenews/campaign/572378-top-democrats-tout-california-recall-with-an-eye-toward-2022
[24] https://www.breitbart.com/politics/2021/09/15/larry-elder-gracious-in-defeat-we-may-have-lost-the-battle-but-we-are-going-to-win-the-war/
[11] https://www.mediaite.com/tv/larry-elder-conceded-but-oan-is-refusing-to-report-that-gavin-newsom-won-in-california/
[5] https://twitter.com/teampelosi/status/1437947820577800192
[4] https://www.latimes.com/california/story/2021-08-05/newsom-criticizes-recall-candidate-larry-elder-to-volunteers
[4] https://trib.al/6RRdq3J
[3] https://trib.al/eAXEV8n
[3] https://twitter.com/aseitzwald/status/1437545443026739207
[3] https://www.sacbee.com/news/politics-government/capitol-alert/article253592444.html
[3] https://www.sacbee.com/news/politics-government/capitol-alert/article253987093.html

Top URLs in Tweet in G5:
[21] https://www.dailysignal.com/2021/09/15/smear-campaign-against-larry-elder-reveals-fraud-by-woke-media/
[17] https://twitter.com/ChuckBerry/status/1438145953014370312
[15] https://www.ocregister.com/2021/09/14/elder-claims-his-own-victory-of-sorts/
[10] https://www.latimes.com/california/story/2021-09-14/larry-elder-future-newsom-recall
[9] https://www.newyorker.com/humor/borowitz-report/larry-elder-claims-widespread-evidence-of-him-losing
[6] https://www.wsj.com/amp/articles/gavin-newsom-white-privilege-larry-elder-racism-inequality-california-recall-election-11631566580
[5] https://news.yahoo.com/larry-elder-mainstream-media-didn-193321172.html
[5] https://deadline.com/2021/09/california-recall-larry-elder-gavin-newsom-1234835531/
[4] https://nypost.com/2021/09/09/media-ignore-racial-attack-on-larry-elder-because-hes-republican/
[4] https://flipboard.com/topic/slavery/larry-elder-fights-the-politics-of-racial-supremacy-the-american-spectator-u/a-Jl7qhY8sTnCPczpp81Vxjw%3Aa%3A2958546402-4af0efca36%2Fspectator.org?format=amp

Top URLs in Tweet in G6:
[60] https://www.thedailybeast.com/larry-elder-preemptively-concedes-defeat-launches-voter-fraud-site-for-california-governor-recall-election
[5] https://www.latimes.com/california/story/2021-09-14/larry-elder-future-newsom-recall
[4] https://www.rawstory.com/larry-elder-donald-trump/?e=genej101@yahoo.com&utm_source=&utm_medium=email&utm_campaign=7851
[2] https://www.dailykos.com/stories/2021/9/15/2052347/-Larry-Elder-throws-Trump-under-the-bus-says-election-wasn-t-rigged
[2] https://www.sfgate.com/gavin-newsom-recall/article/Gavin-Newsom-recall-Larry-Elder-Trump-voter-fraud-16459320.php?utm_campaign=CMS%20Sharing%20Tools%20(Premium)&utm_source=t.co&utm_medium=referral
[1] https://twitter.com/GOPLeader/status/1438172142227664909
[1] https://www.youtube.com/watch?v=QwbBjrlHgR4&feature=youtu.be

[1] https://twitter.com/natespuewell/status/1438199403836182529
[1] https://www.latimes.com/california/story/2021-08-22/state-officials-investigation-larry-elder-disclose-income-sources
[1] https://www.newsweek.com/larry-elder-campaign-removes-election-fraud-section-website-after-landslide-loss-1629258?amp=1

Top URLs in Tweet in G7:
[7] https://www.huffpost.com/entry/larry-elder-mocked-twitter_n_614183ace4b090b79e8ad887?ncid=engmodushpmg00000004
[4] https://www.huffpost.com/entry/mike-piazza-larry-elder-video_n_61420ca6e4b0628d0963bdf9?d_id=2612809&ncid_tag=tweetlnkushpmg00000016&utm_medium=Social&utm_source=Twitter&utm_campaign=us_politics
[4] https://twitter.com/latimes/status/1437989928382521349
[2] https://www.huffpost.com/entry/larry-elder-abolish-medicaid_n_61293d45e4b0231e369bb1a7
[2] https://www.huffpost.com/entry/california-recall-gop-fraud-claims_n_61418e68e4b0628d09625308?d_id=2610821&ncid_tag=tweetlnkushpmg00000016&utm_medium=Social&utm_source=Twitter&utm_campaign=us_politics
[2] https://www.alternet.org/2021/09/larry-elder-concedes/
[2] https://thefederalist.com/2021/09/13/exclusive-media-matters-electioneering-against-larry-elder-broke-irs-rules-complaint-says/
[2] https://www.theguardian.com/commentisfree/2021/sep/15/california-recall-republicans-larry-elder
[2] https://www.msn.com/en-us/news/politics/larry-elder-announces-hes-%e2%80%9cdetected-fraud%e2%80%9d-in-california-recall-vote-results-which-dont-yet-exist/ar-AAOrpJr?li=BBnb7Kz
[2] https://www.huffpost.com/entry/larry-elder-twisted-results-website_n_61409274e4b0dda4cbd3d916?ncid=engmodushpmg00000004

Top URLs in Tweet in G8:
[79] https://www.latimes.com/california/story/2021-09-14/larry-elder-future-newsom-recall
[37] https://www.newyorker.com/humor/borowitz-report/larry-elder-claims-widespread-evidence-of-him-losing?utm_source=twitter&utm_medium=social&utm_campaign=onsite-share&utm_brand=the-new-yorker&utm_social-type=earned
[24] https://www.latimes.com/california/story/2021-09-15/california-recall-republican-party-larry-elder
[23] https://www.latimes.com/california/story/2021-09-15/larry-elder-california-recall-loss-shows-gop-weak-racism
[11] https://twitter.com/latimes/status/1437989928382521349
[8] https://www.latimes.com/california/story/2021-09-15/larry-elders-future-as-republican-star-politics-tv-radio-and-beyond
[8] http://trib.al/hVcO2NE
[5] https://www.latimes.com/people/erika-d-smith
[4] https://www.vice.com/en/article/3aq9v5/qanon-claims-the-california-recall-was-rigged-but-it-wasnt-even-close?utm_source=vicenewstwitter
[4] https://www.businessinsider.com/larry-elder-california-recall-election-voter-fraud-trump-big-lie-2021-9

Top URLs in Tweet in G9:
[102] https://www.youtube.com/watch?v=vn4iZRlpqM8&feature=youtu.be

[18] https://www.nbcnews.com/politics/elections/newsom-leads-california-recall-polls-larry-elder-pushes-baseless-fraud-n1279080
[10] https://www.youtube.com/watch?v=9RatYrjdiFs&feature=youtu.be

[6] https://www.youtube.com/watch?v=kz0Cl7HHTrE&feature=youtu.be

[6] https://www.rawstory.com/larry-elder-donald-trump/
[5] https://www.youtube.com/watch?v=uyrb_0D1O1A&feature=youtu.be

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

[4] https://www.youtube.com/watch?v=7RfBGCoXVWM&feature=youtu.be

[4] https://twitter.com/GOPLeader/status/1438172142227664909
[3] https://www.washingtonpost.com/politics/2021/09/15/trump-elder-california-recall-fraud-newsom/

Top URLs in Tweet in G10:
[23] https://twitter.com/kasie/status/1437977095997726727
[14] https://www.patreon.com/posts/quid-pro-joe-56168345
[7] https://www.theguardian.com/us-news/2021/sep/14/larry-elder-california-recall-election-trump
[4] https://twitter.com/TuckerCarlson/status/1438214376301944842?s=20
[2] https://twitter.com/BeingJWood/status/1438223327110258693
[2] https://www.kqed.org/news/11888445/officials-fear-a-new-normal-as-republicans-make-baseless-california-fraud-claims
[2] https://www.cnn.com/videos/politics/2021/09/04/california-recall-election-larry-elder-women-rob-reiner-sot-nr-vpx.cnn?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.esquire.com/news-politics/politics/a37608877/california-recall-election-results-lessons-gavin-newsom-larry-elder-covid/
[2] https://twitter.com/daveweigel/status/1437987320708231168
[2] https://twitter.com/peterbakernyt/status/1438146052272574469

Top Domains
Top Domains in Tweet in Entire Graph:
[1416] twitter.com
[244] youtube.com
[238] latimes.com
[188] rawstory.com
[181] foxnews.com
[157] esquire.com
[136] trib.al
[129] thedailybeast.com
[117] theguardian.com
[97] cnn.com

Top Domains in Tweet in G1:
[114] twitter.com
[23] rawstory.com
[7] youtube.com
[5] theguardian.com
[4] foxnews.com
[4] newyorker.com
[4] dailykos.com
[3] cnn.com
[3] latimes.com
[2] actblue.com

Top Domains in Tweet in G2:
[16] westernjournal.com
[5] redstate.com
[4] pjmedia.com
[4] t.me
[4] twitter.com
[3] rumble.com
[1] conservativebrief.com
[1] sfist.com
[1] cbsnews.com
[1] breitbart.com

Top Domains in Tweet in G3:
[195] twitter.com
[58] theguardian.com
[35] rawstory.com
[29] youtube.com
[18] cnn.com
[16] newsweek.com
[15] huffpost.com
[15] npr.org
[14] latimes.com
[13] rumble.com

Top Domains in Tweet in G4:
[66] thehill.com
[24] breitbart.com
[17] twitter.com
[17] mediaite.com
[13] trib.al
[6] sacbee.com
[5] latimes.com
[5] cnn.com
[3] mediamatters.org
[3] politico.com

Top Domains in Tweet in G5:
[51] twitter.com
[22] dailysignal.com
[15] ocregister.com
[11] latimes.com
[9] foxnews.com
[9] newyorker.com
[8] yahoo.com
[6] wsj.com
[6] youtube.com
[5] businessinsider.com

Top Domains in Tweet in G6:
[60] thedailybeast.com
[6] latimes.com
[4] rawstory.com
[2] twitter.com
[2] youtube.com
[2] dailykos.com
[2] sfgate.com
[1] newsweek.com
[1] mediaite.com

Top Domains in Tweet in G7:
[20] huffpost.com
[13] twitter.com
[3] theguardian.com
[3] msn.com
[2] alternet.org
[2] thefederalist.com
[2] rawstory.com
[1] leezeldinrecord.com
[1] mercurynews.com
[1] thepetitionsite.com

Top Domains in Tweet in G8:
[148] latimes.com
[37] newyorker.com
[27] twitter.com
[8] trib.al
[8] businessinsider.com
[6] paymeinbitcoin.com
[4] dailykos.com
[4] vice.com
[3] sacbee.com
[3] rawstory.com

Top Domains in Tweet in G9:
[168] youtube.com
[18] nbcnews.com
[9] twitter.com
[6] rawstory.com
[4] washingtonpost.com
[2] axios.com
[1] alternet.org
[1] thedailybeast.com
[1] newyorker.com
[1] nybooks.com

Top Domains in Tweet in G10:
[35] twitter.com
[14] patreon.com
[7] theguardian.com
[2] kqed.org
[2] cnn.com
[2] esquire.com
[2] slate.com
[1] yahoo.com
[1] rawstory.com
[1] axios.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[311] justicematters
[234] ca23
[234] firemccarthy
[199] californiarecall
[186] californiarecallelection
[120] rigged
[102] demvoice1
[70] bluewave2022
[69] dickoftheday
[53] ca48



Top Hashtags in Tweet in G1:
[82] californiarecallelection
[23] demvoice1
[21] californiarecall
[20] voteblue2022
[12] justicematters
[9] votenoontherecall
[8] magaisover
[7] votenooncaliforniarecall
[6] ca23
[6] firemccarthy

Top Hashtags in Tweet in G2:
[8] carecall
[4] rigged
[1] smartnews

Top Hashtags in Tweet in G3:
[22] californiarecall
[12] smartnews
[10] larryelder
[8] california
[7] californiarecallelection
[6] gop
[5] gavinnewsom
[5] wednesdaythought
[5] recallelection
[5] thankyoucalifornia

Top Hashtags in Tweet in G4:
[97] rigged
[21] californiarecall
[10] thankyoucalifornia
[9] elder
[6] votenoontherecall
[5] votenooncaliforniarecall
[5] newsom
[4] connecticut
[3] trump
[3] justicematters

Top Hashtags in Tweet in G5:
[44] koonsrus
[41] uncleruckus
[41] buckdancersinc
[41] butterbiscuitbrigade
[41] stepnfetchitministries
[37] recallgavinnewsom
[29] wevegotastatetosave
[22] californiarecall
[5] larryelder
[3] california

Top Hashtags in Tweet in G6:
[3] votenoontherecall
[2] trevonmartin
[2] justicematters
[1] ca23
[1] firemccarthy
[1] newsomwins
[1] demvoice1

Top Hashtags in Tweet in G7:
[5] demvoice1
[5] votebluetosaveamerica
[5] endthefilibuster
[3] californiarecallelection
[3] loser
[2] votenoonrecallca
[2] ettd
[2] fascist
[1] endthegop
[1] trumpism

Top Hashtags in Tweet in G8:
[44] ca48
[30] ca39
[22] californiarecall
[7] funfactsbyapollworker
[6] demvoice1
[5] onev1
[5] dems4usa
[4] california
[3] demcast
[3] paymeinbitcoin

Top Hashtags in Tweet in G9:
[285] justicematters
[4] ca23
[4] firemccarthy
[4] californiarecallelection
[3] morningjoe
[2] californiarecall
[1] koonsrus
[1] uncleruckus
[1] buckdancersinc
[1] butterbiscuitbrigade

Top Hashtags in Tweet in G10:
[11] newsomwins
[2] californiarecall
[2] larrytheloser
[1] rigged
[1] california
[1] voteblue2022
[1] ca23
[1] firemccarthy

Top Words
Top Words in Tweet in Entire Graph:
[18414] larry
[18234] elder
[6438] california
[3782] recall
[3559] election
[3211] newsom
[2361] gop
[1752] lost
[1735] gavin
[1677] trump

Top Words in Tweet in G1:
[3268] larry
[3212] elder
[1299] california
[659] newsom
[641] recall
[563] again
[466] governor
[411] already
[357] run
[354] win

Top Words in Tweet in G2:
[1297] larry
[1291] elder
[1093] california
[842] gop
[840] applauded
[839] grassroots
[838] leadership
[838] given
[838] fact
[838] achieve

Top Words in Tweet in G3:
[1187] larry
[1157] elder
[319] california
[272] recall
[208] newsom
[169] election
[118] trump
[107] gavin
[103] people
[95] gop

Top Words in Tweet in G4:
[751] larry
[738] elder
[259] california
[220] recall
[212] election
[176] gavinnewsom
[175] newsom
[135] contrast
[117] against
[107] people

Top Words in Tweet in G5:
[730] larry
[684] elder
[446] larryelder
[170] california
[97] recall
[93] governor
[84] dancrenshawtx
[75] election
[66] newsom
[65] state

Top Words in Tweet in G6:
[700] elder
[697] larry
[311] lot
[296] told
[296] supporters
[296] let's
[296] gracious
[296] defeat
[296] sounds
[296] concession

Top Words in Tweet in G7:
[586] larry
[570] elder
[387] california
[350] covid
[344] reparations
[340] state
[339] large
[339] minimum
[339] wage
[337] thinks

Top Words in Tweet in G8:
[548] elder
[540] larry
[225] california
[158] recall
[147] trump
[116] gop
[96] newsom
[96] latimes
[92] republican
[91] lost

Top Words in Tweet in G9:
[880] election
[687] crimes
[628] larry
[600] elder
[499] prosecute
[384] elections
[383] before
[344] held
[285] #justicematters
[239] fraud

Top Words in Tweet in G10:
[557] larry
[543] elder
[357] black
[257] california
[235] election
[221] recall
[216] hunt
[193] kasie
[181] night
[173] lost

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[17024] larry,elder
[1398] gavin,newsom
[1125] recall,election
[1037] california,recall
[895] fact,larry
[888] gop,leadership
[887] california,given
[885] leadership,california
[885] given,fact
[885] elder,achieve

Top Word Pairs in Tweet in G1:
[3138] larry,elder
[430] governor,california
[315] run,governor
[314] elder,already
[313] already,hinting
[313] hinting,run
[313] california,2022
[313] 2022,guarantees
[313] guarantees,newsom
[313] newsom,win

Top Word Pairs in Tweet in G2:
[1291] larry,elder
[838] gop,leadership
[838] leadership,california
[838] california,given
[838] given,fact
[838] fact,larry
[838] elder,achieve
[838] achieve,simply
[838] simply,assistance
[838] assistance,grassroots

Top Word Pairs in Tweet in G3:
[1074] larry,elder
[94] gavin,newsom
[87] california,recall
[66] recall,election
[49] larry,elder's
[29] elder,lost
[29] california,democrats
[28] republicans,overplayed
[28] overplayed,hand
[28] hand,california

Top Word Pairs in Tweet in G4:
[720] larry,elder
[144] recall,election
[100] against,larry
[98] election,california
[97] thinks,recall
[97] california,#rigged
[97] #rigged,against
[69] contrast,between
[66] harrisonjaime,saw
[66] saw,reality

Top Word Pairs in Tweet in G5:
[643] larry,elder
[77] larryelder,larry
[72] dancrenshawtx,larryelder
[42] footage,larry
[41] live,footage
[41] elder,trying
[41] trying,california
[41] california,governor
[41] governor,mansion
[41] mansion,#koonsrus

Top Word Pairs in Tweet in G6:
[694] larry,elder
[296] elder,told
[296] let's,gracious
[296] gracious,defeat
[295] told,supporters
[295] supporters,let's
[295] defeat,sounds
[295] sounds,lot
[295] lot,concession
[294] concession,trumpers

Top Word Pairs in Tweet in G7:
[558] larry,elder
[339] minimum,wage
[336] rejected,larry
[335] california,rejected
[335] elder,weird
[335] weird,large
[335] large,racially
[335] racially,diverse
[335] diverse,state
[335] state,doesn

Top Word Pairs in Tweet in G8:
[464] larry,elder
[66] gavin,newsom
[54] donald,trump
[53] larry,elder's
[47] republican,party
[43] endorsed,larry
[40] ca,gop
[35] elder,claims
[35] claims,widespread
[35] widespread,evidence

Top Word Pairs in Tweet in G9:
[586] larry,elder
[376] elections,crimes
[311] prosecute,election
[311] election,crimes
[246] crimes,prosecute
[203] fraud,before
[197] glennkirschner2,b52malmet
[197] b52malmet,cherijacobus
[197] election,fraud
[189] elder,claimed

Top Word Pairs in Tweet in G10:
[507] larry,elder
[193] kasie,hunt
[179] recall,election
[168] california,recall
[159] elder,lost
[158] lost,california
[158] election,night
[158] night,kasie
[158] hunt,hold
[158] hold,beer

Top Replied-To
Top Replied-To in Entire Graph:
@larryelder
@chriscillizza
@dancrenshawtx
@latimes
@stevehofstetter
@jrubinblogger
@danrather
@msnbc
@theplumlinegs
@tomilahren

Top Replied-To in G1:
@walshfreedom
@larryelder
@smc429
@fake_biden
@jakelobin
@reportsdanews
@nothoodlum
@martina
@lepapillonblu
@chriscillizza

Top Replied-To in G2:
@georgepapa19
@carikelemen
@w_terrence
@chodemasterlvr
@homedabrave
@peggyhill755
@rikem14
@nivizivi
@dfbharvard
@josssssyjoness

Top Replied-To in G3:

Top Replied-To in G4:
@danrather
@gavinnewsom
@nickiminaj
@hasanthehun
@daveweigel
@therightmelissa
@ananavarro
@cnn
@joncoopertweets
@msnbc

Top Replied-To in G5:
@larryelder
@dancrenshawtx
@tomilahren
@seanhannity
@rabbishmuley
@mikepiazza31
@kristinakaramo
@realdeancain
@talbertswan
@prageru

Top Replied-To in G6:
@mmpadellan
@msnbc
@robreiner
@morgfair
@cavamom
@larryelder
@sfgate
@scpresto
@joncoopertweets
@razor71910449

Top Replied-To in G7:
@joyannreid
@hooper_hottakes
@therese54966169
@deepstate_shu2
@donaldjtrumpjr
@gop
@wandaljames
@georgetakei
@willmcavoyacn
@leadermcconnell

Top Replied-To in G8:
@latimes
@jrubinblogger
@sprucy52
@cagop
@ltspara
@gavinnewsom
@wendyrogersaz
@millanpatterson
@chicago1ray
@intemperateund

Top Replied-To in G9:
@chattjazz
@ordinary1world
@drkennethmbeck
@judypete
@leedrutman
@earlofenough
@aseitzwald
@bobothenewt
@prawfbainbridge
@nancydeena

Top Replied-To in G10:
@ericboehlert
@elienyc
@chriscillizza
@wajahatali
@detroitmandi
@nbcpolitics
@mongoslade64
@gkitty54
@suepersists
@wing_are

Top Mentioned
Top Mentioned in Entire Graph:
@larryelder
@glennkirschner2
@gavinnewsom
@b52malmet
@cherijacobus
@youtube
@latimes
@cagop
@harrisonjaime
@standforbetter

Top Mentioned in G1:
@larryelder
@standforbetter
@glennkirschner2
@b52malmet
@cherijacobus
@youtube
@mrrjnkns
@lolocgop
@repyoungkim
@repsteel

Top Mentioned in G2:
@westjournalism
@redstate
@thejordanrachel
@actbrigitte
@kimkbaltimore
@brownbrandon503
@sirhottest

Top Mentioned in G3:

Top Mentioned in G4:
@gavinnewsom
@harrisonjaime
@nickiminaj
@hasanthehun
@jacobsoboroff
@cnn
@breitbartnews
@gop
@msnbc
@mediaite

Top Mentioned in G5:
@larryelder
@gavinnewsom
@dailysignal
@jarrettstepman
@dancrenshawtx
@mikepiazza31
@caitlyn_jenner
@raineytime
@latimes
@imspeaking13

Top Mentioned in G6:
@larryelder
@keepitbluedems
@msnbc
@mmpadellan
@sfgate
@reallyamerican1
@lloydallison12
@ejeancarroll
@jon_wainwright
@drlearnalot

Top Mentioned in G7:
@gop
@huffpostpol
@larryelder
@georgetakei
@gopchairwoman
@joyannreid
@gopleader
@leadermcconnell
@angryblacklady
@latimes

Top Mentioned in G8:
@cagop
@latimes
@repsteel
@repyoungkim
@newyorker
@lolocgop
@larryelder
@ronnehring
@jeffcorless
@kevin_faulconer

Top Mentioned in G9:
@glennkirschner2
@b52malmet
@cherijacobus
@youtube
@eliseviebeck
@thamburger
@leedrutman
@gztoghetto
@vanguard_pod
@72metzger

Top Mentioned in G10:
@gaslitnation
@sarahkendzior
@govwhitmer
@elienyc
@miamidecor
@freep
@malcolmnance
@kqednews
@laloalcaraz
@larryelder

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@missb62
@knewz_currently
@oldlady12345
@rashidaldosari
@threadreaderapp
@barntiques859
@robinsnewswire
@souljahsingh
@rk70534

Top Tweeters in G1:
@barntiques859
@joleonbusby
@debilu2
@betterw05759703
@vedehimajumdar
@theresamax
@lavenderblue27
@stonefree63
@justwhatnowwhy
@88seattle61

Top Tweeters in G2:
@souljahsingh
@lyndae222
@joec1776
@salomnm
@saveaslave
@cannoneerfour
@gesanda
@sigstarget
@jimw_in_nm
@jimboazil

Top Tweeters in G3:
@knewz_currently
@andyvermaut
@rocketnews1
@diymikes
@jimpolk
@swissbusiness
@bmangh
@gstuedler
@gregmroscoe
@mzee26

Top Tweeters in G4:
@oldlady12345
@kat4obama
@lizditz
@stockguy61
@onahunttoday
@beverly21811568
@brontyman
@reagancbrown
@jrbkjrbk
@straitarrow10

Top Tweeters in G5:
@hoperadio1
@sexygirl798
@emersonfan1
@rolandsmartin
@dcexaminer
@therealzanetta
@budgothmog44
@mailonline
@socratic1
@bdbgoldens3

Top Tweeters in G6:
@dancas2
@morgfair
@reneevoicebrand
@betseybess
@costanzo740
@prosyria2
@camoxendale
@dian_simplethin
@lonegamer78
@smcenturff

Top Tweeters in G7:
@iamjoetrudeau
@criticalanglez
@kw1979
@angryblacklady
@zsarrina
@kane007
@pgmckim
@locou9
@missourigirl62
@lsferguson

Top Tweeters in G8:
@kenkircher1
@qbankendy
@hijcp
@carrybeyond
@businessinsider
@cherokeenative3
@bmlewis2
@kimpy123
@cindycrum
@leighlike1234

Top Tweeters in G9:
@rk70534
@padakitty
@rhiles2760
@hasscho
@sherrikuczeryk
@hockeyfangirl12
@penneyewart
@masky_jay_hoody
@ponytail122
@downatthepound

Top Tweeters in G10:
@gojira007x
@cindy_52s
@fieryreddragon
@alllwftopic
@suekhi
@ansisegle
@safetypindaily
@edgeoforever
@deansherrys
@mms5048