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Newsom_2021-09-14_11-08-07.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
September 14, 2021
Short Description:
Newsom via NodeXL https://bit.ly/2Xi8s5C
@larryelder
@duty2warn
@gavinnewsom
@hillaryclinton
@funder
@kylegriffin1
@noliewithbtc
@muzikscribe
@aseitzwald
@mishacollins

Top hashtags:
#votenoontherecall
#californiarecall
#votenoonrecall
#recallnewsom

Description:
Description
The graph represents a network of 15,632 Twitter users whose recent tweets contained "Newsom", 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 Tuesday, 14 September 2021 at 18:54 UTC.

The tweets in the network were tweeted over the 2-hour, 22-minute period from Tuesday, 14 September 2021 at 15:45 UTC to Tuesday, 14 September 2021 at 18:08 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 : 15632
Unique Edges : 20208
Edges With Duplicates : 2634
Total Edges : 22842
Number of Edge Types : 5
Tweet : 3011
Retweet : 14194
Replies to : 1758
Mentions : 1931
MentionsInRetweet : 1948
Self-Loops : 3104
Reciprocated Vertex Pair Ratio : 0.00755181832788817
Reciprocated Edge Ratio : 0.0149904316393791
Connected Components : 1941
Single-Vertex Connected Components : 1253
Maximum Vertices in a Connected Component : 12397
Maximum Edges in a Connected Component : 19336
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.149362
Graph Density : 7.69898831724769E-05
Modularity : 0.74114
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 15,632 Twitter users whose recent tweets contained "Newsom", 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 Tuesday, 14 September 2021 at 18:54 UTC.

The tweets in the network were tweeted over the 2-hour, 22-minute period from Tuesday, 14 September 2021 at 15:45 UTC to Tuesday, 14 September 2021 at 18:08 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 : Newsom
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:
[424] https://www.politico.com/news/2021/09/13/california-women-newsom-511303
[423] https://www.nbcnews.com/politics/elections/newsom-leads-california-recall-polls-larry-elder-pushes-baseless-fraud-n1279080
[383] https://www.sos.ca.gov/elections
[294] https://www.nytimes.com/live/2021/09/14/us/california-recall-election-newsom#how-to-vote-california-recall
[198] https://www.cnn.com/2021/09/10/politics/fact-check-republican-claims-recall-rigged-stolen/index.html
[115] https://abcnews.go.com/Politics/video/sen-alex-padilla-gov-newsom-win-big-recall-79999929
[89] https://mobilize.us/cadems
[82] https://www.newyorker.com/news/news-desk/harvey-weinsteins-army-of-spies
[82] https://www.foxnews.com/us/biden-protesters-california-afghanistan-go-home-newsom
[69] https://www.lamag.com/citythinkblog/biden-long-beach/

Top URLs in Tweet in G1:
[313] https://www.sos.ca.gov/elections
[162] https://www.cnn.com/2021/09/10/politics/fact-check-republican-claims-recall-rigged-stolen/index.html
[88] https://mobilize.us/cadems
[61] https://www.sos.ca.gov/elections/polling-place
[38] https://share.demcastusa.com/campaign/DFF59B7D-7EC3-43B2-B572-D3ED3B420AEC
[36] https://trib.al/QP503fd
[36] https://www.nbcnews.com/politics/elections/newsom-leads-california-recall-polls-larry-elder-pushes-baseless-fraud-n1279080
[25] https://twitter.com/aseitzwald/status/1437545443026739207
[25] https://www.businessinsider.com/explainer-californias-recall-election-what-experts-think-will-happen-2021-9
[23] https://www.politico.com/news/2021/09/13/california-women-newsom-511303

Top URLs in Tweet in G2:
[29] https://www.foxnews.com/us/biden-protesters-california-afghanistan-go-home-newsom
[11] https://www.foxnews.com/politics/newsom-team-no-scenario-where-we-lose
[11] https://www.cnn.com/2021/09/14/politics/larry-elder-covid-newsom-recall/index.html
[9] https://www.nbcnews.com/politics/elections/newsom-leads-california-recall-polls-larry-elder-pushes-baseless-fraud-n1279080
[7] https://www.theguardian.com/us-news/2021/sep/14/california-governor-recall-election-gavin-newsom-latest
[7] https://www.nytimes.com/2021/09/14/us/elections/polls-newsom-elder-recall.html?partner=IFTTT
[6] https://www.rawstory.com/qanon-california/
[6] https://www.foxnews.com/us/california-governor-gavin-newsom-gets-graded-san-francisco-residents
[6] https://www.npr.org/2021/09/14/1035848090/california-recall-governor-newsom-results-elder
[5] https://fivethirtyeight.com/live-blog/california-recall-election-newsom/

Top URLs in Tweet in G3:
[27] https://electelder.com/Voting
[26] https://www.kcrw.com/news/shows/greater-la/newsom-police-oc-homeless/ca-recall-small-business
[17] https://grabien.com/story.php?id=349759
[14] https://trib.al/THGBmIZ
[8] https://www.washingtonexaminer.com/opinion/interview-with-larry-elder-unlike-gavin-newsom-i-will-abide-by-the-rules?_amp=true&__twitter_impression=true
[8] https://trib.al/dHkTiN5
[7] https://www.foxnews.com/politics/newsom-team-no-scenario-where-we-lose
[5] https://www.washingtonexaminer.com/opinion/interview-with-larry-elder-unlike-gavin-newsom-i-will-abide-by-the-rules
[5] https://www.newyorker.com/news/news-desk/harvey-weinsteins-army-of-spies
[4] https://www.electelder.com/news/rose-mcgowan-details-how-gavin-newsoms-wife-approached-her-on-behalf-of-harvey-weinsteins-lawyer/

Top URLs in Tweet in G4:
[11] https://www.sos.ca.gov/elections
[3] https://www.cnn.com/2021/09/10/politics/fact-check-republican-claims-recall-rigged-stolen/index.html
[3] https://share.demcastusa.com/campaign/DFF59B7D-7EC3-43B2-B572-D3ED3B420AEC/static?url=aHR0cHM6Ly93d3cubW9iaWxpemUudXMvZGVtY2FzdHVzYS8_dGFnX2lkcz04NDUz&image_id=5C4202F6-91B0-4023-9AF7-770AB704E40D&social_network=twitter&link_caption=Q0Egdm90ZSBObyBvbiBSZWNhbGwh
[3] https://www.nbcnews.com/politics/elections/newsom-leads-california-recall-polls-larry-elder-pushes-baseless-fraud-n1279080
[2] https://slate.com/news-and-politics/2021/09/california-recall-election-gov-gavin-newsom-elder.html?via=rss
[2] https://twitter.com/SeattleSusieQ/status/1437041916655382532
[2] https://amp.cnn.com/cnn/2021/09/14/politics/larry-elder-covid-newsom-recall/index.html?__twitter_impression=true
[2] https://trib.al/6RRdq3J
[2] https://www.politicsvideochannel.com/biden-im-going-to-make-this-as-simple-as-i-can-you-either-keep-gavin-newsom-as-your-governor-or-youll-get-donald-trump/
[2] https://www.ksby.com/news/california-news/gop-pushes-fraud-claims-before-california-recall

Top URLs in Tweet in G5:
[70] https://www.newyorker.com/news/news-desk/harvey-weinsteins-army-of-spies
[23] https://www.latimes.com/california/story/2021-09-14/california-is-impatient-with-patience-newsom-recall-election-tests-states-frustration-point
[20] https://www.sfchronicle.com/politics/article/The-eyes-of-the-nation-are-on-you-16456721.php
[19] https://www.latimes.com/california/story/2021-09-14/newsom-california-recall-election-day
[14] https://www.latimes.com/politics/story/2021-08-27/where-to-vote-newsom-california-recall-election
[14] https://www.latimes.com/politics/liveblog/live-updates-california-recall-election
[12] https://www.latimes.com/california/story/2021-09-13/biden-newsom-elder-campaign-california-recall
[10] https://www.kalw.org/show/your-call/2021-09-14/today-is-the-last-day-to-vote-in-the-newsom-recall-election-whats-at-stake
[10] https://www.thegatewaypundit.com/2021/09/biden-socal-either-keep-newsom-governor-get-donald-trump-not-joke-video/
[8] https://www.sfchronicle.com/food/restaurants/article/California-is-close-to-permanently-legalizing-16456290.php

Top URLs in Tweet in G6:
[11] https://trishintel.com/its-time-gavin-newsom-faces-recall-voters/
[8] https://www.kcrw.com/news/shows/greater-la/newsom-police-oc-homeless/ca-recall-small-business
[8] https://twitter.com/latimes/status/1437526646714740739
[6] https://twitter.com/DrewHLive/status/1437571037667811331?s=20
[6] https://www.kcra.com/article/voter-guide-california-gubernatorial-recall-election-newsom-track-ballot/37551878
[6] https://thefederalist.com/2021/09/14/gavin-newsoms-covid-power-trip-fueled-his-recall-election-but-outraged-restaurant-owners-popularized-it/
[5] https://www.breitbart.com/politics/2021/09/13/mask-erade-gavin-newsom-and-joe-biden-flip-flop-with-masks-in-california/
[5] https://apple.news/A_E_oRQNxSHyljNMPbGTO8g
[5] https://www.wnd.com/2021/09/mystery-republicans-california-told-already-voted-newsom-recall/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons
[4] https://www.breitbart.com/environment/2021/09/14/biden-newsom-continue-democrat-tradition-of-blaming-climate-change-for-wildfires/

Top URLs in Tweet in G7:
[48] https://www.cnn.com/2021/09/14/politics/california-recall-gavin-newsom-larry-elder-voter-fraud/index.html
[22] https://twitter.com/ericswalwell/status/1437380343707865093
[10] https://www.sos.ca.gov/elections
[10] https://www.nbcnews.com/politics/elections/newsom-leads-california-recall-polls-larry-elder-pushes-baseless-fraud-n1279080
[9] https://www.huffpost.com/entry/gavin-newsom-california-recall-real-threat-democrats_n_613fd807e4b09519c508721a
[8] https://www.cnn.com/2021/09/10/politics/fact-check-republican-claims-recall-rigged-stolen/index.html
[5] https://www.sfgate.com/gavin-newsom-recall/article/QAnon-conspiracies-california-governor-recall-16455748.php
[3] https://www.politico.com/news/2021/09/13/california-women-newsom-511303
[3] https://time.com/6097611/california-recall-election-biden/?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.rawstory.com/qanon-california/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G8:
[315] https://www.nbcnews.com/politics/elections/newsom-leads-california-recall-polls-larry-elder-pushes-baseless-fraud-n1279080
[7] https://www.sos.ca.gov/elections
[5] https://link.chtbl.com/rundown?sid=fnr.tw
[4] https://www.usnews.com/news/elections/articles/2021-09-13/7-reasons-gavin-newsom-can-survive-californias-recall-vote?src=usn_tw
[4] https://www.cnn.com/2021/09/10/politics/fact-check-republican-claims-recall-rigged-stolen/index.html
[4] https://www.npr.org/2021/09/14/1035848090/california-recall-governor-newsom-results-elder
[3] https://twitter.com/nytopinion/status/1437569781440339978
[2] https://www.kpbs.org/news/2021/sep/14/gop-pushes-unfounded-fraud-claims-california-recal/
[2] https://www.lamag.com/citythinkblog/biden-long-beach/
[2] https://www.sacbee.com/opinion/article254218173.html

Top URLs in Tweet in G9:
[58] https://rsbnetwork.com/featured/newsom-says-choosing-larry-elder-is-a-vote-against-diversity-and-racial-justice/
[56] https://hannity.com/media-room/biden-in-california-you-either-keep-gavin-newsom-as-your-governor-or-youll-get-donald-trump/?utm_source=hootsuite
[50] https://www.oann.com/biden-campaigns-for-calif-gov-newsom-amid-recall-while-americans-remain-trapped-in-afghanistan/
[44] https://www.foxnews.com/us/biden-protesters-california-afghanistan-go-home-newsom
[22] https://www.oann.com/candidates-make-final-push-in-calif-gov-recall-race/
[17] https://www.foxnews.com/politics/california-parents-newsom-restrictions-democrat-recall
[14] https://rsbnetwork.com/featured/will-californias-latino-population-be-the-deciding-factor-in-newsoms-recall-election/
[12] https://www.glennbeck.com/
[10] https://twitter.com/akoseff/status/1437607872993456129
[7] https://video.foxbusiness.com/v/6272491167001/?playlist_id=3166411554001

Top URLs in Tweet in G10:
[338] https://www.politico.com/news/2021/09/13/california-women-newsom-511303
[40] https://twitter.com/nytopinion/status/1437569781440339978
[26] https://www.rawstory.com/qanon-california/
[17] https://nymag.com/intelligencer/2021/09/elder-concedes-defeat-and-claims-fraud-before-election-day.html?twitter
[16] https://talkingpointsmemo.com/news/biden-warns-californians-theyll-get-a-trump-clone-if-newsom-loses-recall-its-not-a-joke
[7] https://www.cnn.com/2021/09/14/politics/larry-elder-covid-newsom-recall/index.html
[7] https://www.nbcnews.com/politics/elections/newsom-leads-california-recall-polls-larry-elder-pushes-baseless-fraud-n1279080
[6] https://www.cnn.com/2021/09/10/politics/fact-check-republican-claims-recall-rigged-stolen/index.html
[4] https://www.sos.ca.gov/elections
[3] https://trib.al/hfX7U7i

Top Domains
Top Domains in Tweet in Entire Graph:
[944] twitter.com
[548] ca.gov
[452] nbcnews.com
[435] politico.com
[414] nytimes.com
[348] trib.al
[336] cnn.com
[223] latimes.com
[192] foxnews.com
[138] go.com

Top Domains in Tweet in G1:
[408] ca.gov
[171] cnn.com
[136] twitter.com
[120] trib.al
[93] mobilize.us
[57] nytimes.com
[55] demcastusa.com
[39] nbcnews.com
[29] businessinsider.com
[28] cbsnews.com

Top Domains in Tweet in G2:
[155] twitter.com
[54] foxnews.com
[26] cnn.com
[26] npr.org
[25] youtube.com
[25] msn.com
[19] nytimes.com
[16] latimes.com
[14] co.uk
[11] thegatewaypundit.com

Top Domains in Tweet in G3:
[39] twitter.com
[33] electelder.com
[26] kcrw.com
[25] trib.al
[17] grabien.com
[13] washingtonexaminer.com
[13] foxnews.com
[10] newsweek.com
[7] ca.gov
[5] businessinsider.com

Top Domains in Tweet in G4:
[11] ca.gov
[6] cnn.com
[5] twitter.com
[4] demcastusa.com
[3] nbcnews.com
[3] ksby.com
[2] slate.com
[2] trib.al
[2] politicsvideochannel.com
[1] politico.com

Top Domains in Tweet in G5:
[117] latimes.com
[70] newyorker.com
[49] sfchronicle.com
[44] twitter.com
[41] calmatters.org
[19] ktvu.com
[15] abc7news.com
[12] ca.gov
[12] foxnews.com
[12] thegatewaypundit.com

Top Domains in Tweet in G6:
[34] twitter.com
[20] breitbart.com
[11] trishintel.com
[8] kcrw.com
[6] kcra.com
[6] thefederalist.com
[5] apple.news
[5] wnd.com
[4] ca.gov
[3] mediaite.com

Top Domains in Tweet in G7:
[56] cnn.com
[25] twitter.com
[10] ca.gov
[10] nbcnews.com
[9] huffpost.com
[5] politico.com
[5] sfgate.com
[5] abc7.com
[3] time.com
[3] rawstory.com

Top Domains in Tweet in G8:
[315] nbcnews.com
[10] twitter.com
[7] ca.gov
[5] chtbl.com
[4] usnews.com
[4] cnn.com
[4] npr.org
[3] kpbs.org
[3] latimes.com
[2] lamag.com

Top Domains in Tweet in G9:
[84] rsbnetwork.com
[72] oann.com
[69] foxnews.com
[69] twitter.com
[56] hannity.com
[12] glennbeck.com
[9] breitbart.com
[7] foxbusiness.com
[6] robmaness.com
[5] justthenews.com

Top Domains in Tweet in G10:
[338] politico.com
[50] twitter.com
[26] rawstory.com
[17] nymag.com
[16] talkingpointsmemo.com
[14] cnn.com
[8] nbcnews.com
[7] trib.al
[4] nytimes.com
[4] ca.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[746] votenoontherecall
[577] californiarecall
[573] votenoonrecall
[359] recallnewsom
[291] voteyesontherecall
[288] gavinnewsom
[285] california
[283] recallgavinnewsom
[270] californiarecallelection
[237] newsom



Top Hashtags in Tweet in G1:
[384] votenoontherecall
[169] demvoice1
[129] wtpblue
[108] gavinnewsom
[104] radicallarry
[96] onev1
[94] fresh
[89] electionday
[88] vote
[82] californiarecall

Top Hashtags in Tweet in G2:
[66] californiarecall
[51] newsom
[33] california
[29] votenoontherecall
[24] californiarecallelection
[17] foxnews
[17] gavinnewsom
[16] carecall
[16] recallgavinnewsom
[15] recallelection

Top Hashtags in Tweet in G3:
[122] recallgavinnewsom
[62] wevegotastatetosave
[29] voteyesontherecall
[22] voteyesoncaliforniarecall
[19] recallelection
[18] hypocrisy
[17] mediadoublestandard
[15] californiarecall
[14] carecall
[12] capolitics

Top Hashtags in Tweet in G4:
[7] californiarecall
[6] votenoonrecall
[5] votenoontherecall
[4] votenooncaliforniarecall
[3] newsomdelivers
[2] keepcaliforniablue
[2] foodandwateraction
[2] gavinnewsom
[2] demvoice1
[1] electionday

Top Hashtags in Tweet in G5:
[76] californiarecall
[43] californiarecallelection
[41] voteyesontherecall
[37] recallelection
[35] votenoontherecall
[32] recallgavinnewsom
[32] california
[31] recallnewsom
[30] newsom
[24] votenooncaliforniarecall

Top Hashtags in Tweet in G6:
[169] recallnewsom
[24] recallgavinnewsom
[21] voteyes
[15] voteyesontherecall
[13] californiarecall
[13] recall
[9] wevegotastatetosave
[8] savecalifornia
[4] recallelection
[4] electionintegrity

Top Hashtags in Tweet in G7:
[11] votenoontherecall
[4] californiarecallelection
[3] votenooncaliforniarecall
[3] electionday
[3] radicallarry
[3] carecallelection
[3] fresh
[2] covid
[2] gavinnewsom
[2] votenoonrecall

Top Hashtags in Tweet in G8:
[108] votenoontherecall
[84] votenoonrecall
[77] votenooncaliforniarecall
[74] californiarecallelection
[71] gavinnewsom
[71] california
[71] metgala
[71] metgala2021
[14] californiarecall
[7] newsom

Top Hashtags in Tweet in G9:
[149] voteyesontherecall
[72] oann
[49] recallgavinnewsom
[44] californiarecall
[42] newsom
[41] california
[39] gavinnewsom
[39] carecall
[38] californiarecallelection
[37] savecalifornia

Top Hashtags in Tweet in G10:
[14] votenoontherecall
[6] newsom
[5] votenoonrecall
[4] california
[3] gavinnewsom
[3] votenooncaliforniarecall
[3] californiarecallelection
[3] metgala
[3] metgala2021
[3] noonrecall

Top Words
Top Words in Tweet in Entire Graph:
[18370] newsom
[14676] vote
[10514] recall
[8593] gavin
[7552] california
[5977] election
[5394] today
[4701] yes
[3636] governor
[2590] elder

Top Words in Tweet in G1:
[2764] newsom
[1979] recall
[1884] vote
[1786] gavin
[1300] california
[1081] governor
[1053] election
[873] today
[611] trump
[590] elder

Top Words in Tweet in G2:
[1198] newsom
[582] recall
[512] california
[471] gavin
[390] vote
[268] election
[174] governor
[169] biden
[158] today
[157] gov

Top Words in Tweet in G3:
[4359] vote
[3029] yes
[1747] california's
[1741] future
[1649] gavin
[841] newsom
[626] newsom's
[587] streets
[584] message
[584] kids

Top Words in Tweet in G4:
[2114] newsom
[1874] vote
[1784] risk
[1784] choice
[980] recall
[957] california
[926] election
[919] support
[912] today
[905] californians

Top Words in Tweet in G5:
[1124] newsom
[482] recall
[403] vote
[346] gavin
[339] california
[300] gavinnewsom
[253] election
[194] gov
[171] today
[168] governor

Top Words in Tweet in G6:
[1228] vote
[1139] newsom
[782] recall
[640] gavin
[600] yes
[361] california
[239] today
[224] california's
[223] governor
[219] go

Top Words in Tweet in G7:
[821] newsom
[632] vote
[623] recall
[495] today
[448] next
[410] joke
[401] texas
[271] election
[142] gavin
[136] california

Top Words in Tweet in G8:
[713] newsom
[556] election
[452] fraud
[443] recall
[436] vote
[436] larry
[348] results
[302] campaign
[300] over
[298] website

Top Words in Tweet in G9:
[604] newsom
[429] vote
[382] gavin
[270] california
[212] against
[205] recall
[198] biden
[186] today
[157] kids
[149] #voteyesontherecall

Top Words in Tweet in G10:
[804] newsom
[676] women
[676] showing
[449] election
[446] california
[416] voters
[356] gov
[339] newsom's
[338] striking
[338] gender

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6777] gavin,newsom
[4331] vote,yes
[3267] recall,election
[2163] california's,future
[1744] larry,elder
[1446] vote,california's
[1282] vote,recall
[1238] gov,newsom
[1211] newsom,governor
[1164] election,today

Top Word Pairs in Tweet in G1:
[1746] gavin,newsom
[673] recall,election
[518] newsom,governor
[339] vote,question
[316] postmarked,today
[312] today,person
[311] larry,elder
[311] californians,sit
[311] sit,today's
[311] today's,recall

Top Word Pairs in Tweet in G2:
[433] gavin,newsom
[162] recall,election
[111] gov,gavin
[103] california,recall
[98] larry,elder
[83] recall,newsom
[65] newsom,recall
[57] vote,recall
[51] vote,yes
[42] california,gov

Top Word Pairs in Tweet in G3:
[3005] vote,yes
[1740] california's,future
[1160] vote,california's
[595] gavin,newsom's
[581] clean,streets
[580] newsom's,closing
[580] closing,message
[580] message,vote
[580] future,vote
[580] future,gavin

Top Word Pairs in Tweet in G4:
[914] recall,election
[892] stake,california
[892] california,everything
[892] everything,national
[892] national,risk
[892] support,keeping
[892] keeping,newsom
[892] risk,choice
[892] choice,between
[892] between,newsom

Top Word Pairs in Tweet in G5:
[298] gavin,newsom
[115] recall,election
[111] vote,yes
[102] harvey,weinstein
[91] gov,newsom
[76] gov,gavin
[75] joebiden,gavinnewsom
[70] newsom,part
[70] part,harvey
[70] weinstein,army

Top Word Pairs in Tweet in G6:
[588] vote,yes
[506] gavin,newsom
[365] recall,newsom
[299] recall,gavin
[260] yes,recall
[251] vote,recall
[199] needs,go
[197] newsom,worst
[195] california's,future
[193] today,vote

Top Word Pairs in Tweet in G7:
[442] newsom,recall
[412] vote,today
[400] today,newsom
[400] recall,next
[400] next,texas
[400] texas,joke
[140] gavin,newsom
[79] larry,elder
[75] recall,election
[58] recall,newsom

Top Word Pairs in Tweet in G8:
[292] larry,elder's
[291] voter,fraud
[289] elder's,campaign
[289] newsom,won
[288] found,voter
[288] problem,election
[279] election,happened
[255] campaign,promoting
[251] promoting,website
[251] recall,over

Top Word Pairs in Tweet in G9:
[256] gavin,newsom
[185] vote,against
[126] vote,yes
[120] against,corruption
[120] today,#voteyesontherecall
[97] gavin,newsom's
[89] larry,elder
[78] recall,election
[69] california's,future
[67] stay,home

Top Word Pairs in Tweet in G10:
[340] gov,newsom
[338] california,women
[338] women,showing
[338] showing,gov
[338] newsom,striking
[338] striking,gender
[338] gender,divide
[338] divide,crystalized
[338] crystalized,lead
[338] lead,election

Top Replied-To
Top Replied-To in Entire Graph:
@joebiden
@gavinnewsom
@larryelder
@robreiner
@ida_skibenes
@theleoterrell
@kamalaharris
@rickklein
@dailycaller
@rubinreport

Top Replied-To in G1:
@gop
@hillaryclinton
@andy4democracy
@mrscottlads
@larryelder
@kwikwarren
@nytimes
@davidmweissman
@justinbaragona
@msnbc

Top Replied-To in G3:
@larryelder
@theleoterrell
@rickklein
@dineshdsouza
@rubinreport
@libsoftiktok
@tristansnell
@isabellarileyus
@emilia26774099
@ceaser_sigala

Top Replied-To in G4:
@duty2warn
@politvidchannel
@jonathansimon14
@dog_incognito
@votesaveamerica
@jdubswoke
@lefthandedlarue
@imizjkh
@viewsfordays
@thalia_nyx

Top Replied-To in G5:
@joebiden
@gavinnewsom
@kamalaharris
@latimes
@brontyman
@fiercelyfitbyg
@rosemcgowan
@rubinreport
@rbreich
@wekesawakisika

Top Replied-To in G6:
@gunthereagleman
@principles1798
@drewhlive
@itamaraloves45
@amyphanwest
@namastekuba
@carebelbase
@thislajenn
@ronnyjacksontx
@tomilahren

Top Replied-To in G7:
@b52malmet
@carolyneast2
@monicamallon
@gemdrgn1
@funder
@abc7
@davidhogg111
@artquijada
@aubreyhirsch
@aaronparnas

Top Replied-To in G8:
@robreiner
@imspeaking13
@aseitzwald
@mmpadellan
@iampoliticsgirl
@donwinslow
@gavinnewsom
@meidastouch
@acyn
@rewegreatyet

Top Replied-To in G9:
@foxnews
@seanhannity
@rsbnetwork
@stevehiltonx
@kevinmkruse
@lenabenas21
@aseitzwald
@whiskey4weekend
@chadgilmartinca
@murraybill9

Top Replied-To in G10:
@nytopinion
@ericboehlert
@pminn76
@cnn
@heatherthomasaf
@ciocmaz73
@axjus
@josh_inglewood
@inthenoosphere
@kylegriffin1

Top Mentioned
Top Mentioned in Entire Graph:
@gavinnewsom
@larryelder
@teampelosi
@joebiden
@davidplouffe
@lawrence
@wjmcgurn
@leedrutman
@wsjopinion
@youtube

Top Mentioned in G1:
@teampelosi
@nate_cohn
@cbspolitics
@nytimes
@stevekornacki
@gop
@bulwarkonline
@palmerreport
@timodc
@cagovernor

Top Mentioned in G2:
@ajbcsurveys
@rodzvianca
@realjavedbashir
@politic_talks
@gerstnation

Top Mentioned in G3:
@larryelder
@gavinnewsom
@averiharper
@alisawiersema
@kevinkileyca
@rosemcgowan
@informedanthony
@foxandfriends
@davidplouffe
@lawrence

Top Mentioned in G4:
@duty2warn
@fwaction
@gavinnewsom
@ericbradner
@jerrybrowngov

Top Mentioned in G5:
@gavinnewsom
@joebiden
@larryelder
@rosemcgowan
@latimes
@jensiebelnewsom
@calmatters
@akoseff
@sfchronicle
@foxla

Top Mentioned in G6:
@realamvoice
@breitbartnews
@drewhlive
@hopemiller
@cagop
@larryelder
@commdiginews
@carebelbase
@jenvanlaar
@thislajenn

Top Mentioned in G7:
@monicamallon
@abc7
@aubreyhirsch
@realtuckfrumper
@davidplouffe
@lawrence
@lynnsharig8
@mrsorwell0625

Top Mentioned in G8:
@leedrutman
@aseitzwald
@gztoghetto
@mmpadellan
@colbertlateshow
@lesliemarshall
@beastjohncox
@larryelder
@rzstprogramming
@iampoliticsgirl

Top Mentioned in G9:
@adamcarolla
@foxnews
@glennbeck
@morningsmaria
@foxbusiness
@heytammybruce
@scottadamssays
@larryelder
@carebelbase
@bretbaier

Top Mentioned in G10:
@tpm
@highbrow_nobrow
@miriampawel
@goldsmithb
@teri_kanefield
@davidplouffe
@lawrence
@heatherthomasaf
@jbpnw9
@belichickthis

Top Tweeters
Top Tweeters in Entire Graph:
@pulpnews
@missb62
@onlinelisting
@oldlady12345
@filafresh
@rashidaldosari
@berkleybearnews
@zyiteblog
@mistersalesman
@chris_1791

Top Tweeters in G1:
@filafresh
@mistersalesman
@britpoptarts
@muzikscribe
@akuma_river
@denniskoch10
@govkhan
@lavenderblue27
@princessbravato
@sylviaz1913

Top Tweeters in G2:
@pulpnews
@onlinelisting
@berkleybearnews
@zyiteblog
@jacekwierzbicki
@elpoliticonews
@crweworld
@globalissuesweb
@chronlaw
@foro_tv

Top Tweeters in G3:
@docwashburn
@oldsalz
@jimpolk
@mzee26
@michaelbarger1
@marciabunney
@jimboazil
@siaayrom
@purrpatrol
@johnjonny1

Top Tweeters in G4:
@kenkircher1
@cheezwitham
@rhiles2760
@jilevin
@antipandemonium
@trumpwatchnews
@iamforeverblue2
@jacquelinehine1
@nasty_woman2
@mms5048

Top Tweeters in G5:
@mattmurph24
@faby_nava77
@copyofone
@stockguy61
@brontyman
@metaquest
@_yvonneburton
@all435reps
@dcexaminer
@monicarivpin

Top Tweeters in G6:
@mscontrariansci
@franceafrik
@dhrxsol1234
@pilarmel13
@studpardee
@identidadesdios
@rdtbook
@blgaethgaeth
@marvlbluechip
@kcranews

Top Tweeters in G7:
@russelltim151
@pgrandee10
@ajgma
@marilyncapps
@snw106
@deansherrys
@penneyewart
@pauldramone
@beverlynotmypre
@andrea_51544005

Top Tweeters in G8:
@yarosisnancy
@itseffinjas
@morgfair
@aclaysuper
@oufenix
@frackhazreveal
@radseed
@weskusgogga
@dawneryans
@pecunium

Top Tweeters in G9:
@chris_1791
@phildecarolis
@andreinilla
@redeemedseven
@bikerbd
@foxnews
@nypost
@agueros_henry
@julie34479
@mark_shim

Top Tweeters in G10:
@missb62
@7b73f39b85e1415
@thereal_rebel
@thepoliticalcat
@inspiteoftrump
@theresamax
@sheiladecker19
@alllwftopic
@tallyannae
@stacymichelleb