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KamalaHarris_2018-07-11_10-51-29.xlsx
KamalaHarris_2018-07-11_10-51-29.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 11, 2018
Short Description:
KamalaHarris via NodeXL http://bit.ly/2ujMs7I
@kamalaharris
@realjameswoods
@charliekirk11
@realtt2020
@philmccrackin44
@alisand3
@realdonaldtrump
@carrieksada
@johnand011
@klowgren

Top hashtags:
#kamalaharris
#walkaway
#glovesoff
#kag
#scotuspick
#scotus
#maga

Description:
Description
The graph represents a network of 5,043 Twitter users whose tweets in the requested range contained "KamalaHarris", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 11 July 2018 at 17:52 UTC.

The requested start date was Wednesday, 11 July 2018 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 17-hour, 27-minute period from Tuesday, 10 July 2018 at 06:33 UTC to Wednesday, 11 July 2018 at 00:01 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 : 5043
Unique Edges : 8363
Edges With Duplicates : 3561
Total Edges : 11924
Number of Edge Types : 3
Mentions : 8655
Replies to : 2987
Tweet : 282
Self-Loops : 282
Reciprocated Vertex Pair Ratio : 0.019620738792064
Reciprocated Edge Ratio : 0.0384863470221458
Connected Components : 211
Single-Vertex Connected Components : 171
Maximum Vertices in a Connected Component : 4767
Maximum Edges in a Connected Component : 11644
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.996755
Graph Density : 0.000365834387535737
Modularity : 0.52955
NodeXL Version : 1.0.1.400

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[382] https://twitter.com/kamalaharris/status/1016493586462990336
[314] https://twitter.com/kamalaharris/status/1016427523704524801
[92] https://twitter.com/KamalaHarris/status/1016493586462990336
[26] https://twitter.com/KamalaHarris/status/1016502769493168128
[24] https://twitter.com/KamalaHarris/status/1016737568065572864
[16] https://www.thegatewaypundit.com/2018/07/kamala-harris-says-schools-in-berkeley-werent-integrated-when-she-was-a-kid-but-yearbook-pictures-prove-shes-lying/
[14] https://twitter.com/kamalaharris/status/1016737568065572864
[11] https://twitter.com/kamalaharris/status/1013894581207912452
[10] https://twitter.com/kamalaharris/status/1016502769493168128
[9] https://twitter.com/theappeal/status/1016714146635657217

Top URLs in Tweet in G1:
[11] https://www.thegatewaypundit.com/2018/07/kamala-harris-says-schools-in-berkeley-werent-integrated-when-she-was-a-kid-but-yearbook-pictures-prove-shes-lying/
[10] https://twitter.com/KamalaHarris/status/1016493586462990336
[9] https://twitter.com/theappeal/status/1016714146635657217
[8] https://twitter.com/finnygo/status/1016520854694518784
[7] https://twitter.com/kamalaharris/status/1016493586462990336
[4] https://twitter.com/kamalaharris/status/1016427523704524801
[4] https://twitter.com/JudgeJeanine/status/1016781163749347328
[3] https://madworldnews.com/kamala-harris-sex-jeff-sessions/
[2] https://twitter.com/kamalaharris/status/1016737568065572864
[2] https://www.psychologytoday.com/us/blog/the-skeptical-sleuth/201110/negative-mental-health-effects-abortion

Top URLs in Tweet in G2:
[4] https://twitter.com/kamalaharris/status/1016427523704524801
[3] https://twitter.com/kamalaharris/status/1016493586462990336
[3] https://twitter.com/SethAbramson/status/1016725275458113539
[3] https://twitter.com/redstormny/status/1016637251395244032
[2] https://twitter.com/politico/status/1016747645816180741
[2] https://sanfrancisco.cbslocal.com/2018/07/02/big-convention-pulls-out-san-francisco-citing-unsafe-streets/
[2] https://www.eff.org/deeplinks/2018/07/california-shopping-centers-are-spying-ice-contractor
[2] https://twitter.com/tvietor08/status/1016486635532255232
[2] https://m.dailykos.com/stories/2018/7/9/1779207/-Detained-1-year-old-cried-hysterically-immigration-judge-embarrassed-to-ask-baby-legal-question?detail=emaildkre
[2] https://twitter.com/Thx4SharingJerk/status/1016521033959051264

Top URLs in Tweet in G3:
[300] https://twitter.com/kamalaharris/status/1016493586462990336
[1] https://twitter.com/kamalaharris/status/1016165044264955904
[1] https://twitter.com/i/web/status/1016798934541295616
[1] https://twitter.com/i/web/status/1016802638917074944
[1] https://twitter.com/i/web/status/1016800746023485441
[1] https://twitter.com/i/web/status/1016816480581750784
[1] https://twitter.com/i/web/status/1016815473252392962
[1] https://twitter.com/gatewaypundit/status/1016729423393980417
[1] https://twitter.com/KamalaHarris/status/1016493586462990336
[1] https://twitter.com/i/web/status/1016810475961704450

Top URLs in Tweet in G4:
[286] https://twitter.com/kamalaharris/status/1016427523704524801
[16] https://twitter.com/kamalaharris/status/1016493586462990336
[9] https://twitter.com/KamalaHarris/status/1016502769493168128
[1] https://twitter.com/i/web/status/1016834184365498368
[1] https://twitter.com/i/web/status/1016832325093658624
[1] https://twitter.com/i/web/status/1016815777599537154
[1] https://twitter.com/i/web/status/1016813731215527936
[1] https://twitter.com/i/web/status/1016812150755610624
[1] https://twitter.com/i/web/status/1016786661869604864

Top URLs in Tweet in G5:
[13] https://twitter.com/KamalaHarris/status/1016493586462990336
[3] https://twitter.com/kamalaharris/status/1016493586462990336
[2] https://twitter.com/kamalaharris/status/1016427523704524801
[2] https://www.washingtonpost.com/news/acts-of-faith/wp/2017/02/18/jane-roe-made-abortion-legal-then-a-minister-made-her-repent/?noredirect=on
[1] https://twitter.com/i/web/status/1016536178605150208
[1] https://twitter.com/i/web/status/1016834080527257602
[1] https://twitter.com/i/web/status/1016832322778402816
[1] https://twitter.com/i/web/status/1016822010599616513
[1] https://twitter.com/i/web/status/1016829947829157888
[1] https://twitter.com/i/web/status/1016830395399200769

Top URLs in Tweet in G6:
[5] https://twitter.com/kamalaharris/status/1016493586462990336
[1] https://twitter.com/i/web/status/1016718089600282624
[1] https://twitter.com/i/web/status/1016834441719767040
[1] https://twitter.com/i/web/status/1016705495623536640
[1] https://twitter.com/i/web/status/1016548334188703745
[1] https://twitter.com/i/web/status/1016562659666288640
[1] https://twitter.com/i/web/status/1016687960542965763
[1] https://twitter.com/i/web/status/1016712684992016389
[1] https://twitter.com/i/web/status/1016834162433675266
[1] https://twitter.com/i/web/status/1016833154475282432

Top URLs in Tweet in G7:
[3] https://twitter.com/kamalaharris/status/1016493586462990336
[1] https://twitter.com/i/web/status/1016745801668755456
[1] https://twitter.com/i/web/status/1016718231556513794
[1] https://twitter.com/i/web/status/1016803822486814726
[1] https://twitter.com/i/web/status/1016744750618218496
[1] https://twitter.com/i/web/status/1016747241246281728
[1] https://twitter.com/i/web/status/1016747562274041857
[1] https://twitter.com/i/web/status/1016744988112293891
[1] https://twitter.com/i/web/status/1016730235860119558
[1] https://twitter.com/i/web/status/1016826674934054914

Top URLs in Tweet in G8:
[25] https://twitter.com/kamalaharris/status/1016493586462990336
[20] https://twitter.com/KamalaHarris/status/1016493586462990336
[13] https://twitter.com/KamalaHarris/status/1016737568065572864
[8] https://twitter.com/kamalaharris/status/1016737568065572864
[7] https://twitter.com/kamalaharris/status/1016427523704524801
[5] https://twitter.com/kamalaharris/status/1016502769493168128
[5] https://twitter.com/KamalaHarris/status/1016427523704524801
[5] https://twitter.com/KamalaHarris/status/1016502769493168128
[2] https://twitter.com/kamalaharris/status/1016801236258115584
[1] http://Will.not.rest

Top URLs in Tweet in G9:
[6] https://twitter.com/kamalaharris/status/1016427523704524801
[4] http://www.politifact.com/punditfact/statements/2018/jun/21/blog-posting/no-bill-clinton-law-separating-families/
[1] https://twitter.com/i/web/status/1016438263479984128
[1] https://twitter.com/i/web/status/1016816188901376000
[1] https://twitter.com/i/web/status/1016833661226901504
[1] https://twitter.com/i/web/status/1016830347709906945
[1] https://twitter.com/i/web/status/1016831636409856001
[1] https://twitter.com/i/web/status/1016828018227011584
[1] https://twitter.com/i/web/status/1016832339308044288
[1] https://twitter.com/i/web/status/1016761803852804096

Top URLs in Tweet in G10:
[3] https://twitter.com/kamalaharris/status/1016493586462990336
[2] https://twitter.com/WhiteHouse/status/1016689753675034624?s=19
[2] https://twitter.com/kamalaharris/status/1016427523704524801
[1] https://twitter.com/i/web/status/1016817276497154048
[1] https://twitter.com/i/web/status/1016830521190445056
[1] https://twitter.com/i/web/status/1016830212665958400
[1] https://twitter.com/i/web/status/1016829526351982598
[1] https://twitter.com/i/web/status/1016829107856740352
[1] https://twitter.com/i/web/status/1016755676490575872
[1] https://twitter.com/i/web/status/1016757782018646016

Top Domains
Top Domains in Tweet in Entire Graph:
[2418] twitter.com
[17] thegatewaypundit.com
[8] kamalaharris.org
[5] archive.is
[5] squawker.org
[4] madworldnews.com
[4] politifact.com
[3] washingtonpost.com
[3] youtube.com
[3] foxnews.com

Top Domains in Tweet in G1:
[630] twitter.com
[11] thegatewaypundit.com
[4] madworldnews.com
[2] foxbusiness.com
[2] psychologytoday.com
[2] youtube.com
[2] foxnews.com
[2] babylonbee.com
[2] whitehouse.gov
[2] ca.gov

Top Domains in Tweet in G2:
[235] twitter.com
[2] cbslocal.com
[2] eff.org
[2] dailykos.com
[1] townhall.com
[1] thegatewaypundit.com
[1] hannity.com
[1] foxnews.com
[1] youtube.com

Top Domains in Tweet in G3:
[311] twitter.com

Top Domains in Tweet in G4:
[317] twitter.com

Top Domains in Tweet in G5:
[67] twitter.com
[2] washingtonpost.com

Top Domains in Tweet in G6:
[124] twitter.com
[1] thegatewaypundit.com
[1] fiverr.com

Top Domains in Tweet in G7:
[80] twitter.com
[1] theguardian.com

Top Domains in Tweet in G8:
[170] twitter.com
[7] kamalaharris.org
[1] not.rest

Top Domains in Tweet in G9:
[84] twitter.com
[4] politifact.com
[1] snopes.com
[1] huffingtonpost.com
[1] refworld.org
[1] nytimes.com
[1] latimes.com

Top Domains in Tweet in G10:
[66] twitter.com
[1] facebook.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[61] kamalaharris
[54] walkaway
[46] glovesoff
[35] kag
[34] scotuspick
[33] scotus
[31] maga
[30] gavinnewsom
[29] cocainewilliebrown
[22] resist



Top Hashtags in Tweet in G1:
[26] walkaway
[15] kamalaharris
[13] maga
[13] scotuspick
[12] supportjudgekavanauh
[10] scotus
[9] buildthewall
[7] classlesskamalaharris
[6] trump
[4] democrats

Top Hashtags in Tweet in G2:
[46] glovesoff
[12] scotus
[9] democrats
[5] merrickgarland
[4] noscotusvote
[4] senatechambers
[3] scotuspick
[3] liberals
[2] kamalaharris
[2] strongertogether

Top Hashtags in Tweet in G3:
[1] affirmativeactionisracist
[1] resist
[1] kamalaharris
[1] walkaway
[1] scotuspick

Top Hashtags in Tweet in G4:
[2] walkaway
[1] dnatest
[1] kevincooper
[1] mexicocity

Top Hashtags in Tweet in G5:
[10] maga
[8] kavanaugh
[8] walkaway
[6] redwaverising
[3] walkawayfromdemocrats
[2] kamaltoe
[2] scotus
[2] scotuspick
[1] gavinnewsom
[1] kamalaharris

Top Hashtags in Tweet in G6:
[6] scotuspick
[3] walkaway
[1] hypocrisy
[1] liberalismisamentaldisorder
[1] williepump
[1] endfilibuster
[1] gonuclear
[1] prayers
[1] ladyspreadsalot
[1] walkawaynow

Top Hashtags in Tweet in G7:
[25] kag
[14] resist
[6] congress
[3] redwaverising2020
[3] confirmkavanaugh
[2] walkaway
[2] sotus
[2] judgekavanaugh
[1] lifematters
[1] maga

Top Hashtags in Tweet in G8:
[5] kamalaharris
[4] scotuspick
[2] walkaway
[2] immigration
[1] whore
[1] cacklingkamala
[1] america
[1] homewrecker
[1] scotuspickuptheshit
[1] hellnokavanaugh

Top Hashtags in Tweet in G9:
[2] crookeddems
[2] saveflintchallenge
[2] phoneyoutrage
[1] hypocrit

Top Hashtags in Tweet in G10:
[3] maga
[3] kag
[2] bebest
[2] scotus
[1] evangelicals
[1] trump
[1] potus
[1] mikepence
[1] amjoy
[1] thebase

Top Words
Top Words in Tweet in Entire Graph:
[2300] Words in Sentiment List#1: Positive
[3511] Words in Sentiment List#2: Negative
[44] Words in Sentiment List#3: Angry/Violent
[82792] Non-categorized Words
[88604] Total Words
[4343] kamalaharris
[747] t
[661] s
[448] abortion
[412] millions

Top Words in Tweet in G1:
[1949] kamalaharris
[166] s
[157] t
[151] care
[115] nominee
[108] rights
[105] gatewaypundit
[104] court
[102] health
[102] millions

Top Words in Tweet in G2:
[369] kamalaharris
[152] senfeinstein
[149] senschumer
[128] nancypelosi
[76] senwarren
[64] thedemocrats
[60] sengillibrand
[58] old_osc
[53] corybooker
[51] demand

Top Words in Tweet in G3:
[315] realjameswoods
[302] t
[301] open
[300] sadly
[300] abortion
[300] chop
[300] shop
[300] stay
[300] aren
[300] funding

Top Words in Tweet in G4:
[288] babies
[288] separated
[287] charliekirk11
[287] millions
[287] womb
[287] each
[287] year
[286] never
[286] tweet
[286] mention

Top Words in Tweet in G5:
[379] kamalaharris
[58] kamala
[54] flywithkamala
[51] arizonakayte
[41] potus
[31] s
[28] simplemagnus
[26] t
[25] care
[23] matter

Top Words in Tweet in G6:
[388] kamalaharris
[181] julesitter
[167] darthschmucky
[138] mheatherly3
[84] angeloftruth16
[77] t
[44] care
[44] nursegamma
[43] sorry
[35] obama

Top Words in Tweet in G7:
[277] kamalaharris
[93] starcrosswolf
[71] kamala
[53] happypatriotgal
[52] t
[41] hey
[40] poor
[40] obviously
[40] brightest
[40] gal

Top Words in Tweet in G8:
[19] s
[18] kamala
[17] t
[12] one
[10] kamalaharris
[9] court
[9] harris
[8] care
[7] trump
[7] think

Top Words in Tweet in G9:
[174] kamalaharris
[72] elaineb619
[52] pamjrutledge
[42] bobbi2124
[35] monkychi83
[33] changenow86
[27] bigtexasskyblue
[17] repstevensmith
[16] s
[14] up

Top Words in Tweet in G10:
[103] kamalaharris
[51] realdonaldtrump
[30] mac33cam1
[29] cryptoknight200
[29] bruincarolcb
[20] jasonhi13311739
[16] caitlinh24
[13] nancysinatra
[12] hillaryclinton
[10] s

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[348] aren,t
[335] chop,shop
[334] sadly,abortion
[334] abortion,chop
[334] shop,stay
[334] stay,open
[334] open,aren
[334] t,funding
[334] funding,anymore
[332] realjameswoods,sadly

Top Word Pairs in Tweet in G1:
[97] health,care
[97] supreme,court
[72] court,nominee
[70] kamalaharris,health
[68] care,millions
[68] millions,rights
[68] rights,americans
[68] americans,threatened
[68] threatened,supreme
[68] nominee,outside

Top Word Pairs in Tweet in G2:
[67] kamalaharris,senfeinstein
[55] senschumer,kamalaharris
[51] nancypelosi,senschumer
[51] paper,ballots
[44] thedemocrats,nancypelosi
[34] senwarren,kamalaharris
[32] senfeinstein,kamalaharris
[27] glovesoff,thedemocrats
[25] demand,national
[25] national,paper

Top Word Pairs in Tweet in G3:
[300] sadly,abortion
[300] abortion,chop
[300] chop,shop
[300] shop,stay
[300] stay,open
[300] open,aren
[300] aren,t
[300] t,funding
[300] funding,anymore
[299] realjameswoods,sadly

Top Word Pairs in Tweet in G4:
[287] each,year
[286] never,tweet
[286] tweet,mention
[286] mention,millions
[286] millions,babies
[286] babies,separated
[286] separated,mother
[286] mother,s
[286] s,womb
[286] womb,each

Top Word Pairs in Tweet in G5:
[53] flywithkamala,kamalaharris
[45] arizonakayte,kamalaharris
[30] kamalaharris,kamala
[28] simplemagnus,kamalaharris
[27] kamalaharris,potus
[22] markamcgaha2,simplemagnus
[21] keep,resisting
[20] kamalaharris,matter
[20] matter,chosen
[20] chosen,keep

Top Word Pairs in Tweet in G6:
[148] darthschmucky,kamalaharris
[78] mheatherly3,darthschmucky
[77] julesitter,mheatherly3
[70] julesitter,darthschmucky
[56] mheatherly3,julesitter
[42] angeloftruth16,kamalaharris
[34] julesitter,kamalaharris
[34] nursegamma,kamalaharris
[26] haven,t
[24] sorry,loss

Top Word Pairs in Tweet in G7:
[72] starcrosswolf,kamalaharris
[44] happypatriotgal,starcrosswolf
[40] kamalaharris,poor
[40] poor,kamala
[40] kamala,obviously
[40] obviously,brightest
[40] brightest,gal
[40] gal,block
[40] block,hey
[40] hey,maybe

Top Word Pairs in Tweet in G8:
[7] supreme,court
[5] kamala,harris
[5] schools,berkeley
[4] don,t
[4] harris,schools
[4] berkeley,integrated
[4] integrated,kid
[4] kid,yearbook
[4] yearbook,pictures
[4] pictures,prove

Top Word Pairs in Tweet in G9:
[57] elaineb619,kamalaharris
[42] bobbi2124,kamalaharris
[36] pamjrutledge,elaineb619
[25] changenow86,bobbi2124
[17] repstevensmith,kamalaharris
[16] pamjrutledge,kamalaharris
[15] monkychi83,pamjrutledge
[14] bigtexasskyblue,changenow86
[9] pjones_om,pamjrutledge
[9] elaineb619,pamjrutledge

Top Word Pairs in Tweet in G10:
[26] cryptoknight200,kamalaharris
[21] bruincarolcb,mac33cam1
[17] kamalaharris,realdonaldtrump
[17] jasonhi13311739,bruincarolcb
[17] mac33cam1,cryptoknight200
[12] nancysinatra,kamalaharris
[12] realdonaldtrump,hillaryclinton
[8] mac33cam1,kamalaharris
[6] bruincarolcb,cryptoknight200
[6] caitlinh24,bruincarolcb

Top Replied-To
Top Replied-To in Entire Graph:
@kamalaharris
@julesitter
@gatewaypundit
@flywithkamala
@angeloftruth16
@monkychi83
@mheatherly3
@elaineb619
@starcrosswolf
@aspies123

Top Replied-To in G1:
@kamalaharris
@gatewaypundit
@lazybones30
@kathygriffin
@ktvu
@david_yenne
@ottoweinert
@death2tyrants84
@edwardashton30
@pismo_b

Top Replied-To in G2:
@kamalaharris
@senfeinstein
@senschumer
@old_osc
@katyturnbc
@thebaddadder
@senkamalaharris
@sengillibrand
@solitairesays
@ericgarland

Top Replied-To in G3:
@realjameswoods
@kamalaharris
@conservamator
@luluhoohoo
@chelseanathie
@dseifer24
@jaforrest1369
@schmuckal51

Top Replied-To in G4:
@kamalaharris
@charliekirk11
@gatewaypundit

Top Replied-To in G5:
@kamalaharris
@flywithkamala
@markamcgaha2
@agitate1865
@ginambraun
@mlwestie77
@arizonakayte
@dholloway3279
@margare73964619
@artyvanguard

Top Replied-To in G6:
@julesitter
@kamalaharris
@angeloftruth16
@mheatherly3
@aspies123
@darthschmucky
@flywithkamala
@summernmarshall
@raven72076
@barbspitz

Top Replied-To in G7:
@kamalaharris
@starcrosswolf
@yvettejacqr
@happypatriotgal
@rsultzba
@jbc99
@4freedomospeech
@scottyinca
@moderncynicism
@publicservic

Top Replied-To in G9:
@monkychi83
@elaineb619
@kamalaharris
@bigtexasskyblue
@shay_sauce
@bobbi2124
@changenow86
@arrdjay
@pamjrutledge
@slyaugustus

Top Replied-To in G10:
@kamalaharris
@jasonhi13311739
@caitlinh24
@nancysinatra
@realdonaldtrump
@cryptoknight200
@mac33cam1
@bruincarolcb
@snowconvallaria
@niaplatt2

Top Mentioned
Top Mentioned in Entire Graph:
@kamalaharris
@realjameswoods
@charliekirk11
@darthschmucky
@senfeinstein
@senschumer
@nancypelosi
@mheatherly3
@julesitter
@starcrosswolf

Top Mentioned in G1:
@kamalaharris
@gatewaypundit
@truthseeker126
@berkeleyside
@jjdancen1
@berkeleyunified
@belle4djt
@stevedettelbach
@q_101_x
@fastndelicious

Top Mentioned in G2:
@kamalaharris
@senschumer
@senfeinstein
@nancypelosi
@senwarren
@thedemocrats
@sengillibrand
@corybooker
@old_osc
@tedlieu

Top Mentioned in G3:
@realjameswoods
@kamalaharris
@harrietbaldwin
@chelseanathie
@conservamator
@vmooreatlanta
@gameonpatriots
@luluhoohoo
@darthur111
@jtlol

Top Mentioned in G4:
@charliekirk11
@realjameswoods
@liz_wheeler
@kamalaharris
@yiayia1234
@mlwestie77
@gopjenna
@angeloftruth16
@ike19777

Top Mentioned in G5:
@kamalaharris
@arizonakayte
@potus
@flywithkamala
@simplemagnus
@kf9ug
@mlwestie77
@halnjosmom1
@markamcgaha2
@kennygmanno

Top Mentioned in G6:
@kamalaharris
@darthschmucky
@mheatherly3
@julesitter
@angeloftruth16
@nursegamma
@barbspitz
@flywithkamala
@pismo_b
@airbornesailor

Top Mentioned in G7:
@kamalaharris
@starcrosswolf
@happypatriotgal
@carrieksada
@danamerica45
@yvettejacqr
@rsultzba
@gameonpatriots
@sheepdogsmokey
@lilbulli1031

Top Mentioned in G8:
@rrblu
@jdanelman

Top Mentioned in G9:
@kamalaharris
@elaineb619
@pamjrutledge
@bobbi2124
@changenow86
@bigtexasskyblue
@repstevensmith
@monkychi83
@pjones_om
@kingnatalieking

Top Mentioned in G10:
@kamalaharris
@realdonaldtrump
@bruincarolcb
@mac33cam1
@cryptoknight200
@hillaryclinton
@jasonhi13311739
@caitlinh24
@potus
@flotus

Top Tweeters
Top Tweeters in Entire Graph:
@chris_1791
@immoralreport
@turtlewoman777
@sharneal
@bannerite
@manmet80
@homerwhite
@pmgeezer
@babysgramma
@rockynickydog

Top Tweeters in G1:
@immoralreport
@manmet80
@rockynickydog
@sonofliberty357
@saveusrepublic2
@swensonmember
@reevynap
@zwoodbutcher
@winyanstaz
@kjones88swag

Top Tweeters in G2:
@sharneal
@imlacerci
@rachel_mcrea
@phendricks71
@teetweetshere
@mredtrain
@vabvox
@jmturner_author
@politico
@stageyaneu

Top Tweeters in G3:
@homerwhite
@harrietbaldwin
@darthur111
@jtlol
@camilian1sabel
@sammie_snickers
@laurelcatherine
@museisluse
@beenewsdaily
@aliciatolbert45

Top Tweeters in G4:
@pmgeezer
@01greenen
@r98250729
@bryan700
@terrydvl
@tavernkeepers
@marymac41
@mllnola
@shelley2021
@ann_marie1

Top Tweeters in G5:
@indecardio
@clark7950
@azws
@whosfibbing
@sylvesterbrenda
@siddonsdan
@awhatdafudge
@jojoinguette
@chug_soylent
@claralkatzenmai

Top Tweeters in G6:
@babysgramma
@skyjones55
@mrsesk
@ambinc1
@sarobards
@chelseax05
@sareed59
@sambyhere
@savannahbaybvi
@franktheolder

Top Tweeters in G7:
@rosehasmorefun
@oufenix
@friendlyjmc
@reneecarrollaz
@usaforyoubruv
@bgood12345
@z_chrissie
@betramobet
@bluesea1964
@khshan

Top Tweeters in G8:
@blameitonbho
@ymcglaun
@hoosierworld
@unrealallan
@seekandfind
@carmank1
@twtepa
@marilougeorge
@lirehirsch
@gapundit

Top Tweeters in G9:
@socallls
@repstevensmith
@superyayadize
@trumponly
@kachninja
@matihargrove
@beachcity55
@dcasapwarren
@limbaugh2016
@harveystaub1

Top Tweeters in G10:
@sweetfreedom29
@nytimes
@washingtonpost
@casuperrunner
@latimes
@houstonchron
@chicagotribune
@neff630
@seattletimes
@barbl219