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CA recall Twitter NodeXL SNA Map and Report for Tuesday, 14 September 2021 at 22:14 UTC (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
September 15, 2021
Short Description:
CA recall via NodeXL https://bit.ly/3Elu29E
@hillaryclinton
@larryelder
@gavinnewsom
@cwebbonline
@markruffalo
@tedlieu
@brat2381
@rgay
@scrowder
@fatimap72

Top hashtags:
#votenoontherecall
#votenoonrecall
#californiarecall
#recallgavinnewsom
#lwc

Description:
Description
The graph represents a network of 15,991 Twitter users whose recent tweets contained "CA recall", 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 23:09 UTC.

The tweets in the network were tweeted over the 11-hour, 50-minute period from Tuesday, 14 September 2021 at 10:23 UTC to Tuesday, 14 September 2021 at 22:14 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 : 15991
Unique Edges : 22076
Edges With Duplicates : 1419
Total Edges : 23495
Number of Edge Types : 5
Replies to : 1419
Mentions : 1692
Retweet : 15030
MentionsInRetweet : 3355
Tweet : 1999
Self-Loops : 2082
Reciprocated Vertex Pair Ratio : 0.0115828244644761
Reciprocated Edge Ratio : 0.0229003976428879
Connected Components : 1565
Single-Vertex Connected Components : 994
Maximum Vertices in a Connected Component : 13175
Maximum Edges in a Connected Component : 20642
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.042112
Graph Density : 8.16320656291615E-05
Modularity : 0.778909
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 15,991 Twitter users whose recent tweets contained "CA recall", 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 23:09 UTC.

The tweets in the network were tweeted over the 11-hour, 50-minute period from Tuesday, 14 September 2021 at 10:23 UTC to Tuesday, 14 September 2021 at 22:14 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 : CA recall
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:
[1890] https://www.sos.ca.gov/elections
[1421] https://www.sos.ca.gov/elections/polling-place
[859] https://www.sos.ca.gov/elections/polling-place/
[566] https://stoptherepublicanrecall.com/how-to-vote-in-the-recall-election/
[566] https://twitter.com/moveon/status/1437504350813818882
[473] https://twitter.com/bencjacobs/status/1437461490525786112
[347] https://www.kcrw.com/news/shows/greater-la/newsom-police-oc-homeless/ca-recall-small-business
[342] https://www.nytimes.com/live/2021/09/14/us/california-recall-election-newsom#how-to-vote-california-recall
[309] https://caearlyvoting.sos.ca.gov/
[179] https://view.newsletters.cnn.com/messages/1631589329307d5331bf14e35/raw

Top URLs in Tweet in G1:
[371] https://www.sos.ca.gov/elections/polling-place
[125] https://iwillvote.com/CA
[111] https://www.sos.ca.gov/elections
[110] https://caearlyvoting.sos.ca.gov/
[102] https://share.demcastusa.com/campaign/DFF59B7D-7EC3-43B2-B572-D3ED3B420AEC
[99] https://www.sos.ca.gov/elections/
[68] https://www.cnn.com/2021/08/19/politics/kfile-ca-recall-larry-elder-on-women/index.html
[58] https://caearlyvoting.sos.ca.gov
[57] https://iwillvote.com/
[55] https://www.sos.ca.gov/elections/polling-place/

Top URLs in Tweet in G2:
[1205] https://www.sos.ca.gov/elections
[34] https://www.sos.ca.gov/elections/polling-place?fbclid=PAAabO_m_g7BkPNPBG0GRZhJFO_ZTmMHKMTMr2_TkvUcx-477vlSRGNZKwdR8_aem_AQOqzKyX3EM_-PFYFsebuvJDHdliZ5Ebc6mcW_lSzynBFEzq9yvFd_q4aJJByOo5mrnMUKLT5dvdy_VsDUEtgvVPktAg126XE7QllNP85Z5MEt2eiYgo165CfBq1ZfOJ0JA
[22] https://www.sos.ca.gov/elections/polling-place
[8] https://iwillvote.com/CA
[4] https://share.demcastusa.com/campaign/DFF59B7D-7EC3-43B2-B572-D3ED3B420AEC
[4] https://twitter.com/gavinnewsom/status/1437668410121355268
[3] https://twitter.com/hillaryclinton/status/1437776592718151692
[3] https://stopcafraud.com/
[2] https://twitter.com/JamesMWilliam18/status/1437577871808253953
[2] https://www.npr.org/2021/09/14/1035848090/california-recall-governor-newsom-results-elder

Top URLs in Tweet in G3:
[33] https://www.sos.ca.gov/elections/polling-place
[12] https://www.sos.ca.gov/elections/upcoming-elections/2021-ca-gov-recall
[11] https://www.sos.ca.gov/elections/polling-place/
[10] https://www.sos.ca.gov/elections
[7] https://www.dailykos.com/stories/2021/9/14/2052125/-My-experience-as-a-poll-worker-in-the-CA-recall
[7] https://m.dailykos.com/stories/2021/8/17/2046470/-CA-Gov-CA-Voters-File-Federal-Lawsuit-Claiming-The-Republican-Recall-Election-Is-Unconstitutional
[6] https://archive.aweber.com/yellowpagecoups
[6] https://caearlyvoting.sos.ca.gov/
[6] https://www.sos.ca.gov/elections/
[6] https://californialocal.com/localnews/statewide/ca/article/show/607/607-california-recall-voting-election-undemocratic-democracy/

Top URLs in Tweet in G4:
[287] https://www.kcrw.com/news/shows/greater-la/newsom-police-oc-homeless/ca-recall-small-business
[44] https://stopcafraud.com/
[35] https://www.politico.com/news/2021/08/17/ca-recall-election-larry-elder-505735
[15] https://www.politico.com/states/california/story/2021/09/14/am-i-on-drugs-these-7-california-recall-moments-had-people-wondering-1390964
[12] https://www.sos.ca.gov/elections/polling-place
[11] https://www.sos.ca.gov/elections
[8] https://www.sos.ca.gov/elections/upcoming-elections/2021-ca-gov-recall
[8] https://www.louderwithcrowder.com/voting-machines-in-ca-recall
[6] https://www.sos.ca.gov/elections/polling-place/
[6] https://twitter.com/bencjacobs/status/1437461490525786112

Top URLs in Tweet in G5:
[420] https://www.sos.ca.gov/elections/polling-place/
[75] https://caearlyvoting.sos.ca.gov/
[24] https://www.abc10.com/article/news/local/california/a-break-down-of-how-much-the-recall-election-is-costing-you/103-e2d18f37-6427-4ec1-910e-71874e0f9ec7
[22] https://www.sos.ca.gov/elections/polling-place
[20] https://www.sos.ca.gov/elections
[13] https://www.sos.ca.gov/elections/polling-place?fbclid=IwAR3tovYimzkFi8_joqh4oArEf01vOieuKtZy-JpwLCJUrhzPZVFd4AMlm6k
[13] https://twitter.com/withastruthinit/status/1437803490147983363
[5] https://www.nytimes.com/2021/09/13/dining/california-recall-election-farmers-drought.html?referringSource=articleShare
[5] https://twitter.com/brooklynmarie/status/1437548867088650241
[4] https://www.cnn.com/2021/08/19/politics/kfile-ca-recall-larry-elder-on-women/index.html

Top URLs in Tweet in G6:
[485] https://stoptherepublicanrecall.com/how-to-vote-in-the-recall-election/
[485] https://twitter.com/moveon/status/1437504350813818882
[26] https://www.sos.ca.gov/elections
[12] https://www.sos.ca.gov/elections/polling-place/
[10] https://www.sos.ca.gov/elections/polling-place
[9] http://www.cbc.ca/1.6174923
[8] https://www.wonkette.com/republicans-scream-rigged-in-ca-recall-nation-yawns
[6] https://locator.lavote.net/locations/vc?id=4278&culture=en
[6] https://locator.lavote.net/locations/vbm
[4] https://caearlyvoting.sos.ca.gov/

Top URLs in Tweet in G7:
[98] https://www.cbsnews.com/news/california-recall-newsom-confident/
[35] https://www.sos.ca.gov/elections
[18] https://twitter.com/michelle_byoung/status/1428377597784862722
[17] https://twitter.com/UFWupdates/status/1428847423451930624
[15] https://www.npr.org/2021/09/13/1036696853/if-republicans-lose-the-california-recall-election-they-might-claim-fraud
[11] https://www.sos.ca.gov/elections/polling-place/
[11] https://www.nbcnews.com/politics/elections/newsom-leads-california-recall-polls-larry-elder-pushes-baseless-fraud-n1279080
[10] https://www.sos.ca.gov/elections/polling-place
[9] https://twitter.com/katyperry/status/1437612359955070976
[8] https://twitter.com/kabir_here/status/1437510927054778378

Top URLs in Tweet in G8:
[404] https://twitter.com/bencjacobs/status/1437461490525786112
[27] https://www.sos.ca.gov/elections
[10] https://www.sos.ca.gov/elections/polling-place/
[9] https://stoptherepublicanrecall.com/how-to-vote-in-the-recall-election/
[9] https://twitter.com/moveon/status/1437504350813818882
[7] https://www.sos.ca.gov/elections/polling-place
[2] https://www.sos.ca.gov/elections/polling-place?fbclid=PAAaaxbQ4tMO5igWZkcXCWQGGIZstkOZK_N3xAIZLOp_ES2BFOE-9VAaf9Inw_aem_AfDymdHipRES-gbOGP0y2-KnRnpElyTCXaIgcZg0JjfUyFXskFBtKzXiYUveWXsjHszxLMZSyga5H8qgPZ8AAIn2Rhnd4A5ySeNg1geuKb-EmFp9wJnXnLO8bj52UOy3Rmk
[2] https://share.demcastusa.com/campaign/DFF59B7D-7EC3-43B2-B572-D3ED3B420AEC
[2] https://www.rawstory.com/newsom-recall-impact/
[2] https://twitter.com/UFWupdates/status/1428847423451930624

Top URLs in Tweet in G9:
[21] https://www.glennbeck.com/
[17] https://www.kcrw.com/news/shows/greater-la/newsom-police-oc-homeless/ca-recall-small-business
[1] https://twitter.com/77WABCradio/status/1437853663964241922
[1] https://twitter.com/NancyLoo/status/1437877647606902787

Top URLs in Tweet in G10:
[363] https://www.sos.ca.gov/elections/polling-place
[30] https://twitter.com/jakelobin/status/1437227674330705920
[26] https://www.sos.ca.gov/elections
[6] https://twitter.com/laurenceb/status/1436028309024874519
[3] https://www.sos.ca.gov/elections/polling-place/
[3] https://www.sos.ca.gov/elections/upcoming-elections/2021-ca-gov-recall/newsom-recall-faqs
[3] https://twitter.com/rrrubenstein/status/1437190589028581383
[2] https://twitter.com/mmpadellan/status/1434382641848066050
[2] https://share.demcastusa.com/campaign/DFF59B7D-7EC3-43B2-B572-D3ED3B420AEC
[2] https://share.demcastusa.com/campaign/DFF59B7D-7EC3-43B2-B572-D3ED3B420AEC/static?url=aHR0cHM6Ly93d3cubW9iaWxpemUudXMvZGVtY2FzdHVzYS8_dGFnX2lkcz04NDUz&image_id=6BF8F247-2C67-4C49-9C0A-4C5A4E60E0D1&social_network=twitter&link_caption=Q0Egdm90ZSBObyBvbiBSZWNhbGwh

Top Domains
Top Domains in Tweet in Entire Graph:
[5232] ca.gov
[1992] twitter.com
[591] stoptherepublicanrecall.com
[461] nytimes.com
[347] kcrw.com
[304] cnn.com
[223] iwillvote.com
[205] demcastusa.com
[156] trib.al
[148] stopcafraud.com

Top Domains in Tweet in G1:
[858] ca.gov
[191] twitter.com
[182] iwillvote.com
[169] demcastusa.com
[136] fieldteam6.org
[79] cnn.com
[61] nytimes.com
[51] npr.org
[50] latimes.com
[28] vote.org

Top Domains in Tweet in G2:
[1264] ca.gov
[15] twitter.com
[8] iwillvote.com
[4] demcastusa.com
[3] stopcafraud.com
[2] npr.org
[1] nytimes.com
[1] latimes.com

Top Domains in Tweet in G3:
[108] ca.gov
[104] twitter.com
[66] patch.com
[19] dailykos.com
[18] californialocal.com
[10] latimes.com
[9] youtube.com
[6] aweber.com
[6] westernjournal.com
[6] nytimes.com

Top Domains in Tweet in G4:
[287] kcrw.com
[53] politico.com
[46] ca.gov
[44] stopcafraud.com
[36] twitter.com
[8] louderwithcrowder.com
[6] thetrafalgargroup.org
[5] predictit.org
[4] globalnews.ca
[4] into-action.us

Top Domains in Tweet in G5:
[558] ca.gov
[30] twitter.com
[24] abc10.com
[7] nytimes.com
[5] huffpost.com
[5] demcastusa.com
[4] cnn.com
[3] stoptherepublicanrecall.com
[2] fieldteam6.org
[1] lgbtqnation.com

Top Domains in Tweet in G6:
[491] twitter.com
[485] stoptherepublicanrecall.com
[57] ca.gov
[12] lavote.net
[9] cbc.ca
[8] wonkette.com
[3] iwillvote.com
[3] businessinsider.com
[2] politico.com
[2] demcastusa.com

Top Domains in Tweet in G7:
[98] cbsnews.com
[71] twitter.com
[69] ca.gov
[15] npr.org
[11] nbcnews.com
[7] nytimes.com
[6] cnn.com
[5] demcastusa.com
[4] sfgate.com
[4] go.com

Top Domains in Tweet in G8:
[418] twitter.com
[46] ca.gov
[9] stoptherepublicanrecall.com
[2] demcastusa.com
[2] rawstory.com
[1] nytimes.com

Top Domains in Tweet in G9:
[21] glennbeck.com
[17] kcrw.com
[2] twitter.com

Top Domains in Tweet in G10:
[396] ca.gov
[42] twitter.com
[4] demcastusa.com
[2] iwillvote.com
[1] nytimes.com
[1] actblue.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1680] votenoontherecall
[1601] votenoonrecall
[661] californiarecall
[480] recallgavinnewsom
[400] lwc
[346] wevegotastatetosave
[328] recallnewsom
[287] wtpblue
[277] voteyesontherecall
[260] demvoice1



Top Hashtags in Tweet in G1:
[616] votenoontherecall
[437] votenoonrecall
[185] voterizer
[175] newsomdelivers
[160] noonrecall
[141] demvoice1
[133] wtpblue
[127] onev1
[98] californiarecall
[60] stoptherepublicanrecall

Top Hashtags in Tweet in G2:
[34] thisisnotadrill
[34] newsommuststay
[34] gavinnewsommuststay
[10] votenoonrecall
[9] votenoontherecall
[4] carecall
[2] hellno
[2] noonrecall
[2] californiarecall
[2] votenoonrecallca

Top Hashtags in Tweet in G3:
[37] vote
[31] californiarecall
[25] californiarecallelection
[21] votenoontherecall
[18] california
[17] recallelection
[17] ca
[15] voteno
[13] recall
[13] recallgavinnewsom

Top Hashtags in Tweet in G4:
[288] recallgavinnewsom
[288] wevegotastatetosave
[35] breaking
[30] votenoontherecall
[18] carecall
[11] californiarecall
[8] poll
[6] votenooncaliforniarecall
[6] reconnected
[5] stoptherepublicanrecall

Top Hashtags in Tweet in G5:
[86] wtpblue
[86] demvoice1
[53] onev1
[29] ca
[23] votenoontherecall
[21] votenoonrecall
[13] california
[9] votenooncaliforniarecall
[9] gavinnewsom
[6] californiarecallelection

Top Hashtags in Tweet in G6:
[494] votenoonrecall
[9] votenoontherecall
[5] californiarecall
[4] wtpblue
[4] demvoice1
[3] noonrecall
[2] onev1
[2] newsomdelivers
[2] voterizer
[1] hellno

Top Hashtags in Tweet in G7:
[306] votenoontherecall
[135] votenoonrecall
[29] wtpblue
[28] onev1
[11] dontjustblockreport
[7] caliswag
[6] noonrecall
[6] nvsen
[5] votenooncaliforniarecall
[3] hellno

Top Hashtags in Tweet in G8:
[14] votenoonrecall
[4] votenoontherecall
[2] gqptaliban
[2] bluewave2022
[2] fightfordemocracy
[2] votelikeyourlifedependsonit
[1] proudpunks
[1] oathkreepers
[1] demvoice1
[1] onev1

Top Hashtags in Tweet in G9:
[383] lwc
[17] recallgavinnewsom
[17] wevegotastatetosave
[1] voteyesontherecall
[1] recallnewsom
[1] californiarecall

Top Hashtags in Tweet in G10:
[9] votenoontherecall
[9] wtpblue
[7] votenoonrecall
[6] keepcablue
[3] onev1
[3] demvoice1
[3] truthbrigade
[2] votedno
[2] ca
[2] newsomdelivers

Top Words
Top Words in Tweet in Entire Graph:
[18007] recall
[17595] vote
[15420] ca
[9424] election
[8579] today
[5943] day
[5793] ballot
[4983] newsom
[4383] person
[4201] california

Top Words in Tweet in G1:
[3568] vote
[3037] recall
[2372] ca
[1750] day
[1434] today
[1338] ballot
[1328] election
[1000] california
[876] find
[803] keep

Top Words in Tweet in G2:
[1460] vote
[1358] recall
[1266] today
[1250] election
[1244] californians
[1230] newsom
[1215] mail
[1214] person
[1212] state
[1211] gavin

Top Words in Tweet in G3:
[1073] recall
[913] ca
[544] vote
[437] election
[274] today
[174] newsom
[166] california
[161] day
[144] ballot
[115] elder

Top Words in Tweet in G4:
[736] recall
[668] ca
[455] election
[393] newsom
[343] california
[334] larryelder
[322] vote
[318] gavin
[311] gov
[289] small

Top Words in Tweet in G5:
[1536] vote
[994] voting
[753] recall
[575] california
[570] day
[521] elder
[513] find
[512] same
[511] ballot
[507] larry

Top Words in Tweet in G6:
[1155] vote
[1030] ca
[970] live
[970] pls
[540] person
[537] day
[536] ballot
[512] question
[509] drop
[500] call

Top Words in Tweet in G7:
[671] recall
[667] ca
[649] vote
[601] ballot
[492] election
[384] democrats
[374] gqp
[370] embarrass
[367] nonsense
[363] today

Top Words in Tweet in G8:
[873] election
[808] explain
[808] stolen
[501] recall
[476] ca
[407] claims
[406] former
[405] still
[405] presidential
[404] president

Top Words in Tweet in G9:
[767] today
[417] ca
[417] recall
[384] larry
[384] elder
[383] long
[383] time
[383] friend
[383] show
[383] re

Top Words in Tweet in G10:
[913] vote
[712] place
[709] polling
[489] recall
[441] today
[381] newsom
[380] mail
[375] gavin
[369] find
[368] voted

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6363] recall,election
[5097] ca,recall
[3308] vote,recall
[3279] gavin,newsom
[2743] polling,place
[2394] vote,person
[2299] vote,question
[2021] larry,elder
[1913] election,vote
[1853] live,ca

Top Word Pairs in Tweet in G1:
[815] recall,election
[725] vote,recall
[577] polling,place
[500] last,day
[459] ca,recall
[451] vote,person
[417] day,vote
[403] find,polling
[356] election,day
[332] day,california

Top Word Pairs in Tweet in G2:
[1238] recall,election
[1211] gavin,newsom
[1207] vote,question
[1206] election,vote
[1205] californians,sit
[1205] sit,today's
[1205] today's,recall
[1205] trump,follower
[1205] follower,taking
[1205] mail,postmarked

Top Word Pairs in Tweet in G3:
[363] ca,recall
[315] recall,election
[140] vote,recall
[77] gubernatorial,recall
[75] larry,elder
[59] vote,ca
[57] california,recall
[52] gavin,newsom
[50] last,day
[49] polling,place

Top Word Pairs in Tweet in G4:
[317] gavin,newsom
[290] gov,gavin
[290] ca,recall
[287] california,small
[287] small,businesses
[287] businesses,gov
[287] newsom,#recallgavinnewsom
[287] #recallgavinnewsom,#wevegotastatetosave
[256] recall,election
[108] ca,legislature

Top Word Pairs in Tweet in G5:
[565] vote,recall
[507] larry,elder
[481] voting,center
[481] center,vote
[450] same,day
[434] day,registration
[433] vote,person
[426] late,vote
[420] california,late
[420] recall,find

Top Word Pairs in Tweet in G6:
[970] live,ca
[970] ca,pls
[513] vote,person
[512] vote,question
[496] drop,ballot
[486] ballot,vote
[485] more,important
[485] important,tuesday
[485] tuesday,final
[485] final,day

Top Word Pairs in Tweet in G7:
[383] ca,democrats
[370] embarrass,gqp
[365] recall,election
[292] vote,person
[286] drop,ballot
[275] polls,open
[271] ballot,postmarked
[271] today,#votenoontherecall
[269] gqp,nonsense
[269] make,sure

Top Word Pairs in Tweet in G8:
[808] election,stolen
[457] recall,election
[426] ca,recall
[405] presidential,election
[404] former,president
[404] president,still
[404] still,explain
[404] explain,stole
[404] stole,presidential
[404] stolen,claims

Top Word Pairs in Tweet in G9:
[405] ca,recall
[384] larry,elder
[383] today,ca
[383] recall,today
[383] today,long
[383] long,time
[383] time,friend
[383] friend,larry
[383] elder,show
[383] show,re

Top Word Pairs in Tweet in G10:
[705] polling,place
[379] today,vote
[375] gavin,newsom
[361] find,polling
[350] haven,already
[348] vote,keep
[348] place,vote
[346] california,friends
[346] friends,today
[346] keep,gavin

Top Replied-To
Top Replied-To in Entire Graph:
@larryelder
@gavinnewsom
@anthonyzenkus
@joebiden
@aseitzwald
@harleyrouda
@meidastouch
@mmpadellan
@kwikwarren
@kylegriffin1

Top Replied-To in G1:
@gavinnewsom
@joebiden
@harleyrouda
@thedemocrats
@latimes
@katyperry
@jules1327
@hamillhimself
@ca_dem
@harrisonjaime

Top Replied-To in G2:
@titonka
@hunterjcullen
@bettierose100
@yickomode
@s1lentonexx88
@uniquestan2223
@david_darmofal
@nycsouthpaw
@paulrudnickny

Top Replied-To in G4:
@larryelder
@aseitzwald
@mmpadellan
@rubinreport
@theleoterrell
@imspeaking13
@nathaliejacoby1
@b52malmet
@joycewhitevance
@rsbnetwork

Top Replied-To in G5:
@karoli
@julesnyny
@atrupar
@eb454
@tiannals84
@wajahatali
@bob_bv
@capilady

Top Replied-To in G6:
@judson4congress
@evalyn27

Top Replied-To in G7:
@nothoodlum
@wjmcgurn
@tify330
@eedwardsellis
@larrywoolfolk2
@analisa_swan
@hwilliams0085
@imspeaking13
@belladonamodels

Top Replied-To in G8:
@lifeandtimesof8
@tedlieu
@ltgrusselhonore

Top Replied-To in G9:
@marthamaccallum
@westpacoalgal

Top Replied-To in G10:
@ddayen
@aubreyhirsch
@charlesc_70
@artemis888infin
@smc429
@duty2warn
@kenolin1
@msterrymcmillan
@bettemidler
@amvetsupport

Top Mentioned
Top Mentioned in Entire Graph:
@gavinnewsom
@larryelder
@kyunglahcnn
@davidplouffe
@lawrence
@gop
@cbspolitics
@johnmyers
@_ericting
@ca_dem

Top Mentioned in G1:
@gavinnewsom
@johnmyers
@ca_dem
@joebiden
@schwarzenegger
@lademocrats
@snoopdogg
@dpoc
@cagovernor
@davidplouffe

Top Mentioned in G2:
@laurenunderwood
@luckyluna07
@_denisesalcedo
@gavinnewsom
@hillaryclinton
@joebiden
@gop
@thomasacriswell
@js_edit
@peace1

Top Mentioned in G3:
@drlaurabelmonte

Top Mentioned in G4:
@larryelder
@gavinnewsom
@politico
@jeremybwhite
@kyamamura
@mackenziemays
@colbybermel
@alexdrnieves
@vcolliver
@debra_kahn

Top Mentioned in G5:
@huffpostpol
@xeni
@stephenbright
@pauldereume
@wajahatali

Top Mentioned in G7:
@cbspolitics
@adamlaxalt
@chrislhayes
@sfgate
@davidplouffe
@lawrence
@wjmcgurn
@gavinnewsom
@brat2381
@deardean22

Top Mentioned in G8:
@gavinnewsom
@osler78
@hc_richardson
@capitolpolice
@fbiwfo
@dhsgov
@potus

Top Mentioned in G9:
@glennbeck
@senatorhagerty
@repmccaul
@marthamaccallum
@sandrasmithfox
@johnrobertsfox
@varneyco
@theunkaren
@janjano134
@elizabethbetsyr

Top Mentioned in G10:
@amvetsupport
@colleenhenley
@actblue

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@knewz_currently
@oldlady12345
@filafresh
@matthewtwihard
@dichristine
@mistersalesman
@monicasloves
@yodaism
@mattmurph24

Top Tweeters in G1:
@mattmurph24
@solutioneer72
@7b73f39b85e1415
@thereal_rebel
@inspiteoftrump
@bannerite
@gojira007x
@raumunz
@awelab1956
@rcrockett

Top Tweeters in G2:
@filafresh
@dichristine
@mistersalesman
@kenkircher1
@akuma_river
@katcapps
@samhainnight
@rebellegrrl
@jomajority
@mymimisthebest

Top Tweeters in G3:
@knewz_currently
@guardian_elite
@loulachat
@dsochoa
@ibangel
@starrick1
@beatricelacy
@carol38553
@nymets22
@briefing__room

Top Tweeters in G4:
@wrikent3500
@princessbibirf_
@jmhamiltonblog
@tigerbeat
@blackrepublican
@dcexaminer
@hermitme1
@leighlike1234
@cryborg
@radseed

Top Tweeters in G5:
@monicasloves
@joni_looking
@roripierpont1
@gwydion620
@alllwftopic
@aprylsmithts
@aclaysuper
@ydanasmithdutra
@wismiss3
@marykeithbare1

Top Tweeters in G6:
@79topper
@joekoffee
@slimchick1900
@joanisparkles
@lianabrooks
@multijo1
@janet_yackle
@cathleenkucz
@mikereesem
@aquarius1049

Top Tweeters in G7:
@billm9
@manmet80
@rhiles2760
@mayirmamay14
@paulstewartii
@itswanda
@antipandemonium
@publicoutcrysy
@darrellpmwest
@bmlewis2

Top Tweeters in G8:
@backstorymom1
@stockguy61
@sandradunn1955
@sylviaz1913
@linda1746
@3chicspolitico
@thomasjankow
@vmbritsch
@kcolaizzo
@tati_vict

Top Tweeters in G9:
@jpwilloughby
@cnovelo66
@jazzymsc
@wantbighammer
@sonofbharat2020
@joan1barb
@reneedahl5
@bwdreyer
@ludy730
@seabees1822

Top Tweeters in G10:
@yoongiyonce
@overunderclover
@dbchirpy
@kenikewahine78
@jovnnv
@prpeep
@murjanian
@melodyisdestiny
@ofthedirewolves
@viphires


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