Qualified Immunity, Twitter, 7/31/2020 6:11:07 PM, 231511


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Qualified Immunity_2020-07-31_09-59-58.xlsx
Qualified Immunity_2020-07-31_09-59-58.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
July 31, 2020
Short Description:
Qualified Immunity via NodeXL https://bit.ly/33hY6D9
@justinamash
@reppressley
@realdonaldtrump
@nicholsuprising
@gtconway3d
@beinlibertarian
@whatzit2utho
@lpnational
@repbarbaralee
@chescaleigh

Top hashtags:
#georgefloyd
#medicareforall
#greennewdeal
#mtvdecoded

Description:
Description
The graph represents a network of 18,764 Twitter users whose recent tweets contained "Qualified Immunity", 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 Friday, 31 July 2020 at 17:26 UTC.

The tweets in the network were tweeted over the 8-day, 19-hour, 45-minute period from Wednesday, 22 July 2020 at 21:14 UTC to Friday, 31 July 2020 at 16:59 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 : 18764
Unique Edges : 23988
Edges With Duplicates : 3489
Total Edges : 27477
Number of Edge Types : 5
Replies to : 4025
Mentions : 5196
Tweet : 1749
Retweet : 12733
MentionsInRetweet : 3774
Self-Loops : 1806
Reciprocated Vertex Pair Ratio : 0.00969686749019773
Reciprocated Edge Ratio : 0.0192074825671218
Connected Components : 1693
Single-Vertex Connected Components : 726
Maximum Vertices in a Connected Component : 14459
Maximum Edges in a Connected Component : 23288
Maximum Geodesic Distance (Diameter) : 24
Average Geodesic Distance : 5.528605
Graph Density : 6.80236107854015E-05
Modularity : 0.783346
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 18,764 Twitter users whose recent tweets contained "Qualified Immunity", 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 Friday, 31 July 2020 at 17:26 UTC.

The tweets in the network were tweeted over the 8-day, 19-hour, 45-minute period from Wednesday, 22 July 2020 at 21:14 UTC to Friday, 31 July 2020 at 16:59 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 : Qualified Immunity
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:
[533] https://twitter.com/justinamash/status/1288144750655217666
[488] https://www.thenation.com/article/politics/democratic-platform-medicare/?nc=1
[465] https://twitter.com/andrewmcrespo/status/1285738680049639424
[243] https://twitter.com/theappeal/status/1287915677567709185
[164] https://theappeal.org/impunity-for-law-enforcement-must-end-that-includes-officers-in-jails-and-prisons/
[161] https://vippusa.org/felony-murder-is-the-right-answer-for-rayshard-brooks-killing/
[136] https://reason.com/2020/07/22/the-majority-of-americans-oppose-qualified-immunity-where-is-congress/
[83] https://twitter.com/maxoregonian/status/1286453752455561217
[76] https://trib.al/wB4TQBc
[72] https://twitter.com/KyleIboshi/status/1286455979400245248

Top URLs in Tweet in G1:
[495] https://twitter.com/justinamash/status/1288144750655217666
[204] https://twitter.com/theappeal/status/1287915677567709185
[46] https://twitter.com/LPNH/status/1288147757673455616
[19] https://twitter.com/realspikecohen/status/1288147667311366144
[16] https://twitter.com/RealSpikeCohen/status/1288147667311366144
[11] https://reason.com/2020/07/22/the-majority-of-americans-oppose-qualified-immunity-where-is-congress/
[9] https://twitter.com/LPNational/status/1288177400543666176
[5] https://www.youtube.com/watch?v=Yy5eNZxMVSY&feature=youtu.be

[5] https://jo20.com/
[4] https://twitter.com/LPNational/status/1266724046277881858?s=19

Top URLs in Tweet in G2:
[448] https://twitter.com/andrewmcrespo/status/1285738680049639424
[138] https://theappeal.org/impunity-for-law-enforcement-must-end-that-includes-officers-in-jails-and-prisons/
[24] https://www.masslive.com/politics/2020/07/massachusetts-house-passes-a-police-reform-bill-but-lawmakers-still-face-opposition-on-qualified-immunity.html
[19] https://twitter.com/ProgressiveMass/status/1286805747460976640
[18] https://actionnetwork.org/letters/fight-for-the-strongest-police-reform-bill
[16] https://www.wbur.org/news/2020/07/22/health-car-police-reform-massachusetts
[16] https://www.masslive.com/opinion/2020/07/viewpoint-john-lewis-preached-courage-massachusetts-state-reps-could-use-some-on-police-reform-and-limit-qualified-immunity-for-officers.html
[15] https://www.repmikeconnolly.org/house_police_reform_debate
[12] https://twitter.com/theappeal/status/1287915677567709185
[12] https://www.masslive.com/politics/2020/07/massachusetts-house-police-reform-bill-takes-different-approach-to-qualified-immunity-than-senate-policing-bill.html

Top URLs in Tweet in G3:
[20] https://www.washingtonpost.com/outlook/2020/07/29/arrests-portland-unconstitutional-qualified-immunity/
[12] https://twitter.com/Jorgensen4POTUS/status/1288170323175669767
[12] https://twitter.com/LPNational/status/1288177400543666176
[11] https://twitter.com/RealSpikeCohen/status/1288147667311366144
[9] https://www.washingtonpost.com/video/national/qualified-immunity-explained/2020/07/30/fee69093-4d9f-4da4-8b9c-021bd570b7f6_video.html
[8] https://twitter.com/justinamash/status/1288144750655217666
[8] https://twitter.com/jorgensen4potus/status/1288170323175669767
[7] https://reason.com/2020/07/22/the-majority-of-americans-oppose-qualified-immunity-where-is-congress/
[6] https://twitter.com/AthulKAcharya/status/1286458185142767616
[5] https://www.boston.com/news/racial-justice/2020/07/25/massachusetts-house-police-reform-qualified-immunity

Top URLs in Tweet in G4:
[448] https://www.thenation.com/article/politics/democratic-platform-medicare/?nc=1
[39] https://www.theday.com/op-edguest-opinions/20200726/phony-racist-excited-delirium-used-to-justify-police-brutality
[23] https://twitter.com/SettleForBiden/status/1288880910226595848
[4] https://theappeal.org/impunity-for-law-enforcement-must-end-that-includes-officers-in-jails-and-prisons/
[3] https://twitter.com/People4Bernie/status/1286378581791248390
[2] http://www.msn.com/en-us/news/us/qualified-immunity-explained/vi-BB17ne1b?ocid=st2
[1] https://twitter.com/ajplus/status/1288963284494741504
[1] https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3659540
[1] https://twitter.com/JCSchwartzProf/status/1260990053674659840

Top URLs in Tweet in G5:
[20] https://news.google.com/articles/CAIiEGGKTw-PDCI9J0HQ6m8yZkAqGQgEKhAIACoHCAowocv1CjCSptoCMPrTpgU?hl=en-US&gl=US&ceid=US%3Aen
[19] https://www.thenation.com/article/politics/democratic-platform-medicare/?nc=1
[4] https://twitter.com/People4Bernie/status/1286378581791248390
[4] https://twitter.com/bourgeoisalien/status/1287751530045739008
[2] https://reason.com/2020/07/13/joe-biden-qualified-immunity-police-unions-criminal-justice/
[2] https://twitter.com/justinamash/status/1288144750655217666
[2] https://twitter.com/JENFL23/status/1286362250400366592
[2] https://www.youtube.com/watch?v=DA3XU1s5s7k&feature=youtu.be

[2] https://twitter.com/JoeBiden/status/1285729269646274561
[1] https://theappeal.org/impunity-for-law-enforcement-must-end-that-includes-officers-in-jails-and-prisons/

Top URLs in Tweet in G6:
[74] https://trib.al/wB4TQBc
[61] https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3659540
[56] https://twitter.com/JCSchwartzProf/status/1260990053674659840
[29] https://www.cato.org/publications/survey-reports/poll-63-americans-favor-eliminating-qualified-immunity-police
[19] https://twitter.com/45thabsurdist/status/1286624315236945929?s=21
[19] https://twitter.com/45thabsurdist/status/1286624315236945929
[14] https://www.supremecourt.gov/DocketPDF/19/19-1261/147096/20200707122220897_Taylor%20Cert%20Reply.pdf
[11] https://www.cato.org/publications/survey-reports/poll-63-americans-favor-eliminating-qualified-immunity-police?fbclid=IwAR13CIZTR85C-sHpyTvl5gZHae9MlXWXtuapXVE3ctRiRUMFSwcUCU3pLiE#introduction
[9] https://anchor.fm:443/rightscast
[7] https://reason.com/2020/07/22/the-majority-of-americans-oppose-qualified-immunity-where-is-congress/

Top URLs in Tweet in G7:
[11] https://twitter.com/justinamash/status/1288144750655217666
[2] https://twitter.com/verminsupreme/status/1288147884391772161
[2] https://twitter.com/KamalaHarris/status/1287040874166329344
[1] https://reason.com/2020/07/22/the-majority-of-americans-oppose-qualified-immunity-where-is-congress/
[1] https://twitter.com/LPNational/status/1288177400543666176
[1] https://twitter.com/deangeliscorey/status/1288580672068755456
[1] https://store.law.com/Registration/Login.aspx?mode=silent&source=https%3A%2F%2Fwww.law.com%2Fnationallawjournal%2F2020%2F06%2F03%2Fat-supreme-court-sotomayor-is-leading-voice-against-alleged-police-abuses%2F%3Fslreturn%3D20200631130529
[1] https://twitter.com/zellnor4ny/status/1278761979986018311?s=21
[1] https://twitter.com/RealSpikeCohen/status/1288147667311366144
[1] https://twitter.com/LPNational/status/1287072454892978177

Top URLs in Tweet in G8:
[11] https://www.fox61.com/article/news/local/a-vote-expected-on-the-police-accountability-bill-tonight-in-state-senate/520-b3f69904-9a1f-4409-88a4-856db866b6ff
[10] https://twitter.com/acluct/status/1285986606269313025
[9] https://twitter.com/ctmirror/status/1288441869802917888
[8] https://trib.al/pgkJfZn
[8] https://www.acluct.org/en/news/what-qualified-immunity
[8] https://twitter.com/FOX61News/status/1286649067666386944
[7] https://twitter.com/angelobav/status/1287482920064692231
[7] https://www.courant.com/politics/hc-pol-connecticut-police-accountability-20200729-jmvodtnfzvgsrf5ovbybupdecq-story.html
[6] https://twitter.com/ctnewsjunkie/status/1286636398213201920
[5] https://action.aclu.org/send-message/ct-police-accountability-bill-2020-special?ms_aff=CT&initms_aff=CT&ms_chan=tw&initms_chan=tw

Top URLs in Tweet in G9:
[7] https://www.youtube.com/watch?v=jK4NBbazDw0

[3] https://reason.com/2020/07/22/the-majority-of-americans-oppose-qualified-immunity-where-is-congress/
[3] https://judiciary.house.gov/uploadedfiles/fact_sheet_for_justice_in_policing_2020.pdf?utm_campaign=4052-519
[2] https://www.cbsnews.com/news/tim-scott-police-reform-bill-qualified-immunity-face-the-nation/
[2] https://www.youtube.com/watch?v=jK4NBbazDw0&feature=youtu.be

[2] https://www.dailyprincetonian.com/article/2020/06/u-must-drop-demand-for-qualified-immunity-george-floyd-protests-police
[1] https://www.kgw.com/
[1] https://www.kgw.com/article/news/local/the-story/how-could-oregon-end-qualified-immunity/283-f5ff7603-cef2-4002-8fe1-38cb8fe66b2d
[1] https://twitter.com/fancy_mustard88/status/1288685989850943494
[1] https://twitter.com/KOINNews/status/1288664057411592192

Top URLs in Tweet in G10:
[5] https://twitter.com/kenklippenstein/status/1288930681536552960
[3] https://www.congress.gov/bill/116th-congress/house-bill/7085?q=%7B%22search%22%3A%5B%22HR+7085%22%5D%7D&r=1&s=1
[2] https://www.oregonlive.com/portland/2020/07/judge-inclined-to-restrain-federal-law-enforcement-from-using-force-threats-dispersal-orders-against-journalists-legal-observers.html
[1] https://twitter.com/Ron4Trump38/status/1288620486696620032
[1] https://twitter.com/Ron4Trump38/status/1288623989942824962
[1] https://reason.com/2020/07/13/joe-biden-qualified-immunity-police-unions-criminal-justice/
[1] https://www.lawfareblog.com/what-qualified-immunity-and-what-does-it-have-do-police-reform#:~:text=Qualified%20immunity%20is%20a%20judicially,violate%20%E2%80%9Cclearly%20established%E2%80%9D%20law
[1] https://www.unlawfulshield.com/frequently-asked-questions-about-qualified-immunity/
[1] https://thehill.com/homenews/senate/504065-gop-senator-introducing-bill-to-scale-back-qualified-immunity-for-police
[1] https://www.thenation.com/article/politics/democratic-platform-medicare/?nc=1

Top Domains
Top Domains in Tweet in Entire Graph:
[2793] twitter.com
[489] thenation.com
[180] theappeal.org
[168] reason.com
[161] vippusa.org
[90] trib.al
[80] theepochtimes.com
[76] youtube.com
[73] ssrn.com
[70] masslive.com

Top Domains in Tweet in G1:
[847] twitter.com
[15] reason.com
[10] youtube.com
[5] house.gov
[5] jo20.com
[4] ssrn.com
[3] cato.org
[3] congress.gov
[2] reuters.com
[2] bostonherald.com

Top Domains in Tweet in G2:
[540] twitter.com
[146] theappeal.org
[63] masslive.com
[18] actionnetwork.org
[16] wbur.org
[15] repmikeconnolly.org
[12] boston.com
[9] spectrumnews1.com
[6] aclum.org
[6] washingtonpost.com

Top Domains in Tweet in G3:
[273] twitter.com
[30] washingtonpost.com
[10] reason.com
[10] instagram.com
[8] aclu.org
[8] boston.com
[7] theepochtimes.com
[5] youtube.com
[4] lawenforcementtoday.com
[4] iheart.com

Top Domains in Tweet in G4:
[448] thenation.com
[39] theday.com
[28] twitter.com
[4] theappeal.org
[2] msn.com
[1] ssrn.com

Top Domains in Tweet in G5:
[22] twitter.com
[20] google.com
[19] thenation.com
[2] lawfareblog.com
[2] reason.com
[2] youtube.com
[1] theappeal.org
[1] cato.org
[1] nypost.com
[1] usatoday.com

Top Domains in Tweet in G6:
[143] twitter.com
[77] trib.al
[64] ssrn.com
[40] cato.org
[14] supremecourt.gov
[9] anchor.fm
[8] cbc.ca
[7] reason.com
[5] washingtonpost.com
[3] billypenn.com

Top Domains in Tweet in G7:
[24] twitter.com
[1] reason.com
[1] law.com

Top Domains in Tweet in G8:
[92] twitter.com
[21] fox61.com
[11] aclu.org
[8] trib.al
[8] nbcconnecticut.com
[8] acluct.org
[7] courant.com
[5] wtnh.com
[5] wfsb.com
[5] ctexaminer.com

Top Domains in Tweet in G9:
[10] youtube.com
[4] twitter.com
[4] reason.com
[3] house.gov
[2] kgw.com
[2] cbsnews.com
[2] dailyprincetonian.com
[1] lawfulmasses.com
[1] findlaw.com
[1] npr.org

Top Domains in Tweet in G10:
[12] twitter.com
[3] congress.gov
[2] oregonlive.com
[1] reason.com
[1] lawfareblog.com
[1] unlawfulshield.com
[1] thehill.com
[1] thenation.com
[1] pfaw.org
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1022] georgefloyd
[495] medicareforall
[490] greennewdeal
[295] mtvdecoded
[155] waynejones
[154] endhumantrafficking
[143] mapoli
[141] blacklivesmatter
[77] abolishqi
[68] qualifiedimmunity



Top Hashtags in Tweet in G1:
[815] georgefloyd
[26] portlandkidnappings
[20] blacklivesmatter
[17] votegold
[14] endqualifiedimmunity
[11] endhumantrafficking
[11] jojorgensen2020
[10] liberty
[10] spikecohen
[9] policereform

Top Hashtags in Tweet in G2:
[120] mapoli
[29] gnd
[29] netneutrality
[26] policeaccountability
[20] whosesideareyouon
[7] whichsideareyouon
[7] qualifiedimmunity
[7] bospoli
[6] defundbric
[4] greennewdeal

Top Hashtags in Tweet in G3:
[12] blacklivesmatter
[9] defundthepolice
[6] qualifiedimmunity
[6] barrhearing
[5] endqualifiedimmunity
[5] breonnataylor
[4] lawenforcement
[4] blm
[4] policereformnow
[3] portland

Top Hashtags in Tweet in G4:
[448] greennewdeal
[448] medicareforall
[23] defundthepolice

Top Hashtags in Tweet in G5:
[24] medicareforall
[21] greennewdeal
[20] abolishthepolice
[7] blacklivesmatter
[6] ubi
[4] endthefed
[4] gnd
[3] endsexism
[3] metoo
[3] equality

Top Hashtags in Tweet in G6:
[67] abolishqi
[32] blacklivesmatter
[28] catopolls
[8] cdnpoli
[8] aboriginallivesmatter
[6] cjreform
[5] qualifiedimmunity
[5] rightscast
[4] cps
[3] badlawyers

Top Hashtags in Tweet in G7:
[139] endhumantrafficking
[6] defundthepolice
[1] abolishqi
[1] ftp
[1] georgefloyd
[1] breonnataylor
[1] kennethwalker

Top Hashtags in Tweet in G8:
[24] blacklivesmatter
[21] hb6004
[17] connecticut
[17] nbcct
[9] fightbackct
[7] qualifiedimmunity
[7] ctpolitics
[7] nojusticenopeace
[6] specialsession
[4] policereform

Top Hashtags in Tweet in G9:
[2] qualifiedimmunity
[2] endqualifiedimmunity
[1] endhumantrafficking
[1] lawfulmassess
[1] portlandprotests
[1] portland
[1] tro
[1] feds
[1] rayshardbrooks
[1] blacklivesmatter

Top Hashtags in Tweet in G10:
[2] georgefloyd
[1] waynejones
[1] mtvdecoded
[1] defundspd
[1] seattleprotests
[1] greennewdeal
[1] medicareforall
[1] acab
[1] blm

Top Words
Top Words in Tweet in Entire Graph:
[18095] immunity
[17907] qualified
[12880] end
[6980] police
[2963] fails
[2884] officers
[2420] act
[1876] law
[1531] ending
[1273] still

Top Words in Tweet in G1:
[4978] immunity
[4975] qualified
[4574] end
[1137] police
[910] ending
[896] act
[885] justinamash
[841] officers
[823] still
[821] house

Top Words in Tweet in G2:
[1430] immunity
[1421] qualified
[899] illegal
[896] arrest
[686] officers
[510] those
[504] law
[485] good
[455] well
[453] under

Top Words in Tweet in G3:
[774] immunity
[761] qualified
[341] police
[220] end
[87] officers
[75] law
[65] cops
[61] people
[58] reform
[56] bill

Top Words in Tweet in G4:
[2688] fails
[646] qualified
[646] immunity
[555] police
[449] support
[449] federal
[449] commit
[448] endorse
[448] marijuana
[448] legalization

Top Words in Tweet in G5:
[544] qualified
[544] immunity
[270] end
[202] policing
[190] justice
[184] act
[180] pass
[155] police
[126] still
[114] fails

Top Words in Tweet in G6:
[467] immunity
[438] qualified
[271] police
[120] feds
[92] court
[92] illegal
[88] legal
[83] officers
[81] law
[80] portland

Top Words in Tweet in G7:
[5180] end
[575] qualified
[575] immunity
[486] war
[458] drug
[457] wars
[457] act
[456] fed
[456] laws
[456] corporate

Top Words in Tweet in G8:
[796] immunity
[755] qualified
[498] police
[483] bill
[221] accountability
[174] vote
[137] officers
[130] ct
[128] house
[120] state

Top Words in Tweet in G9:
[296] immunity
[284] qualified
[138] police
[79] end
[52] cops
[47] tedcruz
[42] people
[36] portlandpolice
[34] law
[34] mrandyngo

Top Words in Tweet in G10:
[282] immunity
[280] qualified
[178] police
[102] realdonaldtrump
[86] stop
[67] officers
[57] knock
[57] warrants
[57] being
[55] johncornyn

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[17850] qualified,immunity
[6976] end,qualified
[1412] ending,qualified
[1343] police,officers
[1165] immunity,police
[886] immunity,act
[839] killed,police
[829] heard,justinamash
[828] 61,days
[828] days,#georgefloyd

Top Word Pairs in Tweet in G1:
[4974] qualified,immunity
[3857] end,qualified
[882] ending,qualified
[841] immunity,act
[828] police,officers
[816] heard,justinamash
[815] 61,days
[815] days,#georgefloyd
[815] #georgefloyd,killed
[815] killed,police

Top Word Pairs in Tweet in G2:
[1420] qualified,immunity
[449] law,qualified
[448] good,news
[448] news,precisely
[448] precisely,arrest
[448] arrest,clearly
[448] clearly,illegal
[448] illegal,under
[448] under,well
[448] well,settled

Top Word Pairs in Tweet in G3:
[756] qualified,immunity
[176] end,qualified
[41] law,enforcement
[40] police,officers
[39] police,reform
[38] ending,qualified
[34] police,accountability
[33] immunity,police
[19] police,unions
[18] defund,police

Top Word Pairs in Tweet in G4:
[646] qualified,immunity
[451] immunity,police
[448] fails,endorse
[448] endorse,marijuana
[448] marijuana,legalization
[448] legalization,fails
[448] fails,reject
[448] reject,qualified
[448] police,fails
[448] fails,support

Top Word Pairs in Tweet in G5:
[543] qualified,immunity
[248] end,qualified
[179] immunity,pass
[178] pass,justice
[178] justice,policing
[178] policing,act
[86] abolish,qualified
[80] believe,democrats
[80] democrats,control
[80] control,wh

Top Word Pairs in Tweet in G6:
[436] qualified,immunity
[75] perspective,feds
[75] feds,won
[75] won,face
[75] face,legal
[75] legal,consequences
[75] consequences,illegal
[75] illegal,arrests
[75] arrests,portland
[59] immunity,working

Top Word Pairs in Tweet in G7:
[575] qualified,immunity
[509] end,qualified
[461] immunity,end
[458] drug,war
[457] end,drug
[456] end,fed
[456] fed,end
[456] end,wars
[456] wars,end
[456] corporate,bailouts

Top Word Pairs in Tweet in G8:
[755] qualified,immunity
[212] police,accountability
[154] accountability,bill
[79] police,officers
[76] immunity,police
[47] removal,qualified
[43] remove,qualified
[42] immunity,bill
[41] end,qualified
[41] police,reform

Top Word Pairs in Tweet in G9:
[283] qualified,immunity
[50] end,qualified
[27] ending,qualified
[13] immunity,police
[11] police,brutality
[11] immunity,feds
[11] tedcruz,foxnews
[11] foxnews,foxnewsnight
[9] judge,strips
[9] strips,qualified

Top Word Pairs in Tweet in G10:
[277] qualified,immunity
[57] knock,warrants
[54] police,unions
[52] warrants,qualified
[42] being,held
[38] immunity,civil
[38] civil,forfeiture
[38] stop,police
[37] mannyramirez_tx,johncornyn
[37] johncornyn,fwpoa

Top Replied-To
Top Replied-To in Entire Graph:
@jamespmorrison
@chrislu44
@chrisrager3
@realdonaldtrump
@mannyramirez_tx
@ilhan
@jenaihuff
@thebeardofxabi
@ccoceans311
@attorneycrump

Top Replied-To in G1:
@justinamash
@reppressley
@lpnational
@jorgensen4potus
@mepfuller
@therealrobcorn
@wardpatriot
@toddhagopian
@ilhan
@jonathantcasey

Top Replied-To in G2:
@chrisrager3
@ccoceans311
@andstillrise
@jaketapper
@progressivemass
@voterussell
@muskoxherder
@abreg_1
@erin84293781
@ewingsaoirse

Top Replied-To in G3:

Top Replied-To in G4:
@acidsmooth
@preetbharara
@devincow
@cbalfer
@rachelrieken
@dragonraceryod

Top Replied-To in G5:
@attorneycrump
@akeem_olaj
@jenfl23
@hawkerplt
@joebiden
@kamalaharris
@funder
@joekennedy
@hazelfinley18
@becca2400

Top Replied-To in G6:
@doctorow
@mathieulrolland
@athulkacharya
@charlottegarden
@huffzerozero9
@elgincharles
@88duprey
@jendowlingkoin6
@jcschwartzprof
@washingtonpost

Top Replied-To in G7:
@ilhan
@realdonaldtrump
@aoc
@kanyewest
@miskeencore
@helmetbuster
@themongoose0861
@lehighvalley
@berniesanders
@shahidforchange

Top Replied-To in G8:
@patricksasser5
@ctdems
@32bjseiu
@malcolm_flex48
@ctgop
@govnedlamont
@fox61news
@ctnewsjunkie
@johncraven1
@steinberg06880

Top Replied-To in G9:
@tedcruz
@oregongovbrown
@shannonbream
@emekamd
@mrandyngo
@johnc32116200
@woollymammoth19
@uwrockbuster
@mtracey
@constituentnow

Top Replied-To in G10:
@mannyramirez_tx
@realdonaldtrump
@hanneelynne
@johncornyn
@mphill4
@cbpmarkmorgan
@govinslee
@city_of_letters
@tomfitton
@rusty_pharris

Top Mentioned
Top Mentioned in Entire Graph:
@justinamash
@reppressley
@mikeperryavatar
@realdonaldtrump
@omarscruggs
@joebiden
@edmarkey
@dhs_wolf
@andrewmcrespo
@katebrownforor

Top Mentioned in G1:
@justinamash
@reppressley
@jorgensen4potus
@lpnational
@realspikecohen
@randpaul
@toddhagopian
@freddettejeff
@ayannapressley
@debates

Top Mentioned in G2:
@edmarkey
@andrewmcrespo
@speakerdeleo
@columbuspolice
@repdaverogers
@aclu_mass
@repjonhecht
@cvrose3
@naacp_neac
@ayannapressley

Top Mentioned in G3:
@motoristnews
@motorists

Top Mentioned in G4:
@asharangappa_
@crgibs
@oregonianpol
@eliehonig
@ciaspygirl
@preetbharara
@joshscampbell
@keith_newtonyyz
@peterdaou
@tomahawk903

Top Mentioned in G5:
@joebiden
@3truthhurts3
@triocmc
@proudsocialist
@griffinmalone6
@shaunking
@fusion_allusion
@georges27457381
@briebriejoy
@king_of_bob

Top Mentioned in G6:
@aclu_or
@athulkacharya
@45thabsurdist
@jcschwartzprof
@washingtonpost
@haimabraham
@conlawwarrior
@reuters
@ajenniferpage
@thenimraaa

Top Mentioned in G7:
@debates
@sullydish
@aoc
@kurtschlichter
@ilhan
@irothenbaum
@robrousseau
@nocentrists
@van604east

Top Mentioned in G8:
@ctdems
@wtnh
@fox61news
@stevestafstrom
@nbcconnecticut
@alex4ct
@maddonline
@govnedlamont
@ctgop
@joearesimowicz

Top Mentioned in G9:
@portlandpolice
@mrandyngo
@tedcruz
@mtracey
@elijahschaffer
@stillgray
@seattlepd
@foxnewsnight
@foxnews
@therealcoryelia

Top Mentioned in G10:
@realdonaldtrump
@johncornyn
@fwpoa
@natpoliceassoc
@billwaybourn
@fwrepwomen
@cleat
@unitedcops
@tomwilder1995
@dhsgov

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@missb62
@tomthunkitsmind
@rashidaldosari
@dichristine
@threadreaderapp
@mattmurph24
@raybae689
@gottalaff
@phillip92321

Top Tweeters in G1:
@britpoptarts
@ohiomail
@vedehimajumdar
@theresamax
@bluebirdtrini
@ecclesias
@rafalover16
@micjojd
@doodlebug0
@tyberzannxxxx

Top Tweeters in G2:
@givemepie360
@wellness4you13
@publicoutcrysy
@wcvb
@katalin_pota
@bostonglobe
@bjorkian15
@nobiggovduh
@skrbelly1
@rwwatchma

Top Tweeters in G3:
@backstorymom1
@kentpg
@mesmitch
@watsupamericas
@shoshpd
@briefing__room
@therevengerists
@drumr48
@milehighbrendan
@cherylbatchelo3

Top Tweeters in G4:
@drdaveanddee
@bernieupstateny
@tates5a
@missabsinthe
@brendahazelhur1
@lltwing
@march4progress
@roxann_minerals
@teka21bat
@xaipe3

Top Tweeters in G5:
@mjohnso27
@theresaschroe14
@politico
@sableviews
@vv4change
@elisha1022
@jjmccabe2
@clarknt67
@aine
@hanjangho76

Top Tweeters in G6:
@rashidaldosari
@phillip92321
@russelltim151
@willseattle
@mastaofmp3s
@reuters
@sba1211
@rickbkylex
@merlingyr
@heatherpeno

Top Tweeters in G7:
@kurtschlichter
@robinenochs
@oldgeek64
@latino_chill
@libertyhowl
@lehighvalley
@leslie_pender
@mistrmeh_ca
@big_e98
@marvwon1986

Top Tweeters in G8:
@justmepammy
@trump417
@4djt2016
@sokattastic
@1718106j
@blerdmommy
@yolanda53311253
@houlaphx
@fox61news
@wfsbnews

Top Tweeters in G9:
@rentonmagauk
@cipherequality
@patricklee6669
@foxnews
@nypost
@stillgray
@nydailynews
@brighidsforge
@johnfromcranber
@eminently_me5

Top Tweeters in G10:
@politicalbee
@rhiles2760
@royaleight
@lrihendry
@casuperrunner
@memeburk
@cnn
@nbcnews
@cnni
@socalvalleygal