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#ArticlesOfImpeachment_2019-12-05_11-23-27.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
December 05, 2019
Description:
Description
The graph represents a network of 3,352 Twitter users whose recent tweets contained "#ArticlesOfImpeachment", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Thursday, 05 December 2019 at 19:25 UTC.

The tweets in the network were tweeted over the 8-day, 22-hour, 20-minute period from Tuesday, 26 November 2019 at 21:03 UTC to Thursday, 05 December 2019 at 19:23 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 : 3352
Unique Edges : 4112
Edges With Duplicates : 3787
Total Edges : 7899
Self-Loops : 337
Reciprocated Vertex Pair Ratio : 0.00246175487954985
Reciprocated Edge Ratio : 0.0049114190492896
Connected Components : 245
Single-Vertex Connected Components : 152
Maximum Vertices in a Connected Component : 2872
Maximum Edges in a Connected Component : 7393
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.404262
Graph Density : 0.000507542720478837
Modularity : 0.49888
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 3,352 Twitter users whose recent tweets contained "#ArticlesOfImpeachment", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Thursday, 05 December 2019 at 19:25 UTC.

The tweets in the network were tweeted over the 8-day, 22-hour, 20-minute period from Tuesday, 26 November 2019 at 21:03 UTC to Thursday, 05 December 2019 at 19:23 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 : #ArticlesOfImpeachment
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 : Followers
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[14] https://twitter.com/politico/status/1201984786488811522
[5] https://rootsaction.org/
[4] https://twitter.com/cspan/status/1202593696623026176
[4] https://twitter.com/i/events/1202591537915252737
[3] https://twitter.com/shannonrwatts/status/1202629238433579008
[3] https://apnews.com/6ea344e9bf24d8a8b64c20a305c14305
[3] https://twitter.com/RepMarkMeadows/status/1202593642436792321
[3] https://twitter.com/SpeakerPelosi/status/1202589691058491393
[3] https://www.washingtonpost.com/politics/impeachment-hearings-live-updates/2019/12/03/50fec098-15ba-11ea-8406-df3c54b3253e_story.html
[3] https://twitter.com/RepublicanSwine/status/1201937459090616321

Top URLs in Tweet in G1:
[1] https://saraacarter.com/nancy-pelosi-calls-for-articles-of-impeachment/?utm_source=twitter&utm_medium=social&utm_campaign=social-pug
[1] https://twitter.com/realDonaldTrump/status/1202606537342160896
[1] https://twitter.com/braveryhs_lt/status/1202594726240804864
[1] https://twitter.com/airvooocht/status/1202575644355371009
[1] https://www.youtube.com/watch?v=ePwpKYDi-h8

[1] https://conspiracydailyupdate.com/2019/12/05/saracarterdc-nancy-pelosi-calls-for-articlesofimpeachment-do-you-think-she-was-really-sad-do-you-believe-she-called-for-realdonaldtrumps-impeachment-with-humility-what-do-you-think-will-h/
[1] https://twitter.com/kathrynw5/status/1202591217525104640
[1] https://twitter.com/kaitlancollins/status/1202218639547621377
[1] https://twitter.com/jillwinebanks/status/1201319166109782016

Top URLs in Tweet in G2:
[3] https://twitter.com/RepMarkMeadows/status/1202593642436792321
[2] https://twitter.com/shannonrwatts/status/1202629238433579008
[2] https://twitter.com/i/events/1202591537915252737
[2] https://twitter.com/ABCWorldNews/status/1202593699789602818?s=20
[2] http://www.msnbc.com/rachel-maddow/watch/numerous-potential-articles-of-impeachment-sketched-out-in-report-74462789872
[2] https://apps.apple.com/app/apple-store/id670443321?pt=1018685&ct=apppaste&mt=8
[2] https://twitter.com/MugsysRapSheet/status/1202219668112658432
[1] https://theoldschoolpatriot.com/response-speaker-pelosis-announcement-regarding-articles-impeachment/
[1] https://www.latimes.com/opinion/story/2019-12-04/opinion-no-impeachment-doesnt-require-a-criminal-act
[1] https://www.washingtonpost.com/politics/democrats-consider-bribery-obstruction-for-impeachment-articles-against-trump/2019/12/05/b2e89686-1776-11ea-9110-3b34ce1d92b1_story.html

Top URLs in Tweet in G4:
[3] https://twitter.com/cspan/status/1202593696623026176
[2] https://twitter.com/i/events/1202591537915252737
[2] https://www.npr.org/2019/12/05/785014085/watch-live-pelosi-addresses-status-of-impeachment-inquiry
[2] https://twitter.com/SpeakerPelosi/status/1202589691058491393
[2] https://apnews.com/6ea344e9bf24d8a8b64c20a305c14305
[1] https://reason.com/video/judge-napolitano-enough-evidence-to-justify-about-three-or-four-articles-of-impeachment/
[1] https://twitter.com/4YrsToday/status/1200161413022593042
[1] https://twitter.com/nytopinion/status/1200373860660633601
[1] https://twitter.com/Arriadna/status/1200429323121045505
[1] https://twitter.com/iRhysTay/status/1200978894880432132

Top URLs in Tweet in G5:
[1] https://www.politico.com/news/2019/12/05/pelosi-reveals-plan-to-proceed-with-articles-of-impeachment-against-trump-076173

Top URLs in Tweet in G6:
[1] https://www.nydailynews.com/opinion/ny-oped-impeachment-20191008-kzz6qed7lbdidbeqqqsalc6fwi-story.html
[1] https://twitter.com/aoc/status/1202629244259618818
[1] https://anchor.fm/sophia-angeli-nelson/episodes/Speaker-of-the-House-I-have-asked-the-Congress-to-move-forward-with-Articles-of-Impeachment-e9btki

Top URLs in Tweet in G8:
[14] https://twitter.com/politico/status/1201984786488811522
[1] https://www.nytimes.com/2019/12/03/us/politics/impeachment-trump-intelligence-committee.html

Top URLs in Tweet in G9:
[1] https://twitter.com/waltshaub/status/1202407670554210304
[1] https://twitter.com/gtconway3d/status/1202590192990851077

Top URLs in Tweet in G10:
[2] https://twitter.com/kylegriffin1/status/1199475455436480512
[1] https://www.washingtonpost.com/politics/impeachment-hearings-live-updates/2019/12/03/50fec098-15ba-11ea-8406-df3c54b3253e_story.html
[1] https://www.inquirer.com/politics/nation/impeachment-hearing-date-time-tv-channel-streaming-donald-trump-ukraine-jerry-nadler-20191204.html

Top Domains
Top Domains in Tweet in Entire Graph:
[156] twitter.com
[8] washingtonpost.com
[6] nytimes.com
[5] rootsaction.org
[4] youtube.com
[4] cnn.com
[3] apple.news
[3] apnews.com
[3] msnbc.com
[2] instagram.com

Top Domains in Tweet in G1:
[6] twitter.com
[1] saraacarter.com
[1] youtube.com
[1] conspiracydailyupdate.com

Top Domains in Tweet in G2:
[49] twitter.com
[3] washingtonpost.com
[3] msnbc.com
[2] cnn.com
[2] theepochtimes.com
[2] apple.com
[2] nytimes.com
[1] theoldschoolpatriot.com
[1] latimes.com
[1] cnsnews.com

Top Domains in Tweet in G4:
[47] twitter.com
[2] washingtonpost.com
[2] theguardian.com
[2] npr.org
[2] instagram.com
[2] apnews.com
[2] apple.news
[1] reason.com
[1] cnn.com
[1] c-span.org

Top Domains in Tweet in G5:
[1] politico.com

Top Domains in Tweet in G6:
[1] nydailynews.com
[1] twitter.com
[1] anchor.fm

Top Domains in Tweet in G8:
[14] twitter.com
[1] nytimes.com

Top Domains in Tweet in G9:
[2] twitter.com

Top Domains in Tweet in G10:
[2] twitter.com
[1] washingtonpost.com
[1] inquirer.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2887] articlesofimpeachment
[233] trump
[222] pelosi
[214] democrats
[154] impeachment
[76] nancypelosi
[73] impeachmentinquiry
[68] ukraine
[60] quidproquo
[60] joebiden



Top Hashtags in Tweet in G1:
[1747] articlesofimpeachment
[21] trumpisalaughingstock
[19] laughingstockoftheworld
[18] trumpcrimefamilymustgo
[16] americansforimpeachment
[12] dotard
[9] impeachment
[7] senate
[7] democrats
[7] impeachmenthearings

Top Hashtags in Tweet in G2:
[283] articlesofimpeachment
[49] impeachmentinquiry
[40] impeachment
[22] impeachmenthearings
[18] trumpisnotabovethelaw
[18] muellerreport
[16] constitution
[15] trump
[15] ruleoflaw
[13] impeachinghearings

Top Hashtags in Tweet in G3:
[206] articlesofimpeachment
[195] pelosi
[191] trump
[191] democrats
[1] kavanaugh
[1] trump2020landside
[1] coupattempt
[1] comey
[1] clinton

Top Hashtags in Tweet in G4:
[171] articlesofimpeachment
[17] nancypelosi
[16] impeachment
[11] trump
[9] impeachtrump
[9] pelosi
[9] impeachmentinquiry
[7] trumpcrimefamilymustgo
[5] impeachinghearings
[5] trumpisalaughingstock

Top Hashtags in Tweet in G5:
[29] articlesofimpeachment
[14] speakerpelosi
[1] twitler
[1] impeachedpresidentsclub

Top Hashtags in Tweet in G6:
[59] impeachment
[58] quidproquo
[58] ukraine
[58] joebiden
[22] articlesofimpeachment
[1] uspresident
[1] podcasts
[1] applepodcasts
[1] madamspeaker

Top Hashtags in Tweet in G7:
[8] articlesofimpeachment
[2] pelosi
[2] trump
[2] democrats

Top Hashtags in Tweet in G8:
[16] articlesofimpeachment
[1] impeachtrump

Top Hashtags in Tweet in G9:
[29] republicans
[23] articlesofimpeachment
[8] americansforimpeachment
[8] trumpcrimefamilymustgo
[8] trumpisalaughingstock
[8] itmf
[2] impeachment
[1] impeachtrumpnow
[1] mattgaetz
[1] dnc

Top Hashtags in Tweet in G10:
[45] articlesofimpeachment
[14] bribery
[14] extortion
[14] abuseofpower
[14] obstructionofjustice
[6] obstructionofcongress
[3] impeachandremovetrump
[2] threateningwitness
[2] coverup
[2] lyingtothepublic

Top Words
Top Words in Tweet in Entire Graph:
[1413] Words in Sentiment List#1: Positive
[3223] Words in Sentiment List#2: Negative
[11] Words in Sentiment List#3: Angry/Violent
[101284] Non-categorized Words
[105920] Total Words
[3578] think
[3434] #articlesofimpeachment
[1942] impeachment
[1929] nancy
[1918] calls

Top Words in Tweet in G1:
[3390] think
[1771] #articlesofimpeachment
[1698] impeachment
[1695] pelosi
[1694] nancy
[1693] saracarterdc
[1691] calls
[1690] sad
[1689] democrats
[1689] 2020

Top Words in Tweet in G2:
[461] #articlesofimpeachment
[253] speakerpelosi
[111] up
[97] time
[95] those
[93] city
[93] better
[92] plenty
[91] #impeachmenthearing
[90] crap

Top Words in Tweet in G3:
[206] #articlesofimpeachment
[199] calls
[195] #pelosi
[192] president
[191] breaking
[191] speaker
[191] officially
[191] vs
[191] #trump
[191] surprised

Top Words in Tweet in G4:
[170] #articlesofimpeachment
[23] impeachment
[20] trump
[20] pelosi
[18] house
[17] #impeachment
[17] #nancypelosi
[16] articles
[13] president
[13] proceed

Top Words in Tweet in G5:
[96] testify
[89] #articlesofimpeachment
[63] s
[52] seemed
[49] wh
[48] shouldn
[48] t
[48] biden
[48] claim
[48] absolute

Top Words in Tweet in G6:
[118] think
[81] #articlesofimpeachment
[75] #impeachment
[58] framed
[58] wrongly
[58] isn
[58] t
[58] #quidproquo
[58] w
[58] #ukraine

Top Words in Tweet in G7:
[69] #articlesofimpeachment
[67] nancy
[67] impeachment
[67] democrats
[62] nervous
[62] forever
[62] changed
[62] history
[62] request
[62] move

Top Words in Tweet in G8:
[73] trump
[63] #articlesofimpeachment
[50] day
[49] impeachment
[48] foreign
[48] election
[48] interference
[38] report
[25] founding
[25] fathers

Top Words in Tweet in G9:
[59] #articlesofimpeachment
[35] lindseygrahamsc
[33] gop
[31] up
[30] senatemajldr
[30] made
[29] anyone
[29] mind
[29] senate
[29] #republicans

Top Words in Tweet in G10:
[46] #articlesofimpeachment
[41] #impeachandremovetrump
[27] cheers
[27] american
[27] patriot
[27] madam
[27] speaker
[27] nancy
[27] pelosi
[27] tre45on

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1914] calls,#articlesofimpeachment
[1826] nancy,pelosi
[1722] pelosi,calls
[1718] #articlesofimpeachment,think
[1718] think,happen
[1717] think,really
[1717] really,sad
[1717] sad,believe
[1717] believe,called
[1717] realdonaldtrump's,impeachment

Top Word Pairs in Tweet in G1:
[1692] nancy,pelosi
[1691] pelosi,calls
[1691] calls,#articlesofimpeachment
[1689] #articlesofimpeachment,think
[1688] think,really
[1688] really,sad
[1688] sad,believe
[1688] believe,called
[1688] realdonaldtrump's,impeachment
[1688] impeachment,'humility'

Top Word Pairs in Tweet in G2:
[90] plenty,crap
[90] #articlesofimpeachment,#impeachmenthearing
[89] crap,literally
[89] literally,speakerpelosi
[89] speakerpelosi,clean
[89] clean,up
[89] up,city
[89] city,san
[89] san,francisco
[89] francisco,methinks

Top Word Pairs in Tweet in G3:
[199] calls,#articlesofimpeachment
[191] breaking,speaker
[191] speaker,#pelosi
[191] #pelosi,officially
[191] officially,calls
[191] #articlesofimpeachment,vs
[191] vs,president
[191] president,#trump
[191] #trump,surprised
[191] surprised,#democrats

Top Word Pairs in Tweet in G4:
[10] articles,impeachment
[7] proceed,#articlesofimpeachment
[6] nancy,pelosi
[6] #articlesofimpeachment,against
[5] #impeachmentinquiry,#articlesofimpeachment
[5] pelosi,#articlesofimpeachment
[4] #articlesofimpeachment,being
[4] #articlesofimpeachment,#nancypelosi
[4] speaker,#nancypelosi
[4] proceed,articles

Top Word Pairs in Tweet in G5:
[48] shouldn,t
[48] t,biden
[48] biden,claim
[48] claim,absolute
[48] absolute,immunity
[48] immunity,called
[48] called,testify
[48] testify,make
[48] make,take
[48] take,court

Top Word Pairs in Tweet in G6:
[58] think,framed
[58] framed,#impeachment
[58] #impeachment,wrongly
[58] wrongly,isn
[58] isn,t
[58] t,#quidproquo
[58] #quidproquo,w
[58] w,#ukraine
[58] #ukraine,#joebiden
[58] #joebiden,standard

Top Word Pairs in Tweet in G7:
[62] nervous,nancy
[62] nancy,forever
[62] forever,changed
[62] changed,history
[62] history,request
[62] request,move
[62] move,forward
[62] forward,articles
[62] articles,impeachment
[62] impeachment,democrats

Top Word Pairs in Tweet in G8:
[25] trump,founding
[25] founding,fathers
[25] fathers,feared
[25] feared,one
[25] one,day
[25] day,president
[25] president,today
[25] today,democrats
[25] democrats,stood
[25] stood,up

Top Word Pairs in Tweet in G9:
[29] gop,senatemajldr
[29] senatemajldr,lindseygrahamsc
[29] lindseygrahamsc,anyone
[29] anyone,made
[29] made,up
[29] up,mind
[29] mind,senate
[29] senate,#republicans
[29] #republicans,already
[29] already,acquitted

Top Word Pairs in Tweet in G10:
[27] cheers,american
[27] american,patriot
[27] patriot,madam
[27] madam,speaker
[27] speaker,nancy
[27] nancy,pelosi
[27] pelosi,#articlesofimpeachment
[27] #articlesofimpeachment,tre45on
[27] tre45on,bribed
[27] bribed,foreign

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@speakerpelosi
@gopleader
@kylegriffin1
@saracarterdc
@lindseygrahamsc
@joepaulson2
@cnnpolitics
@trumpinterprtr
@vp

Top Replied-To in G1:
@realdonaldtrump
@saracarterdc
@eaglefourteen
@speakerpelosi

Top Replied-To in G2:
@realdonaldtrump
@speakerpelosi
@gopleader
@cnnpolitics
@vp
@just_old_joe
@capaction
@kokomothegreat
@msnbc
@rudygiuliani

Top Replied-To in G3:
@ravmabay

Top Replied-To in G9:
@lindseygrahamsc
@trumpinterprtr
@realdonaldtrump
@joncoopertweets
@repmattgaetz
@stevescalise
@gop
@franklin_graham
@realdailywire

Top Replied-To in G10:
@kylegriffin1
@ryanstruyk

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@saracarterdc
@speakerpelosi
@cnn
@anacabrera
@gop
@lindseygrahamsc
@senatemajldr
@potus
@teampelosi

Top Mentioned in G1:
@realdonaldtrump
@saracarterdc
@gop
@senatemajldr
@lindseygrahamsc

Top Mentioned in G2:
@speakerpelosi
@realdonaldtrump
@potus
@teampelosi
@housejudiciary
@houseintel
@repjerrynadler
@repadamschiff
@senatedems
@whitehouse

Top Mentioned in G3:
@realdonaldtrump
@saracarterdc

Top Mentioned in G6:
@cnn
@anacabrera
@speakerpelosi
@iamsophianelson
@cherijacobus

Top Mentioned in G7:
@realdonaldtrump
@saracarterdc

Top Mentioned in G9:
@gop
@lindseygrahamsc
@senatemajldr
@speakerpelosi
@mspscheer
@realdonaldtrump
@dnc
@how66
@bmjteacher
@repmattgaetz

Top Mentioned in G10:
@roripierpont1
@joanbiskupic

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@souljahsingh
@joefreedomlove
@sharneal
@dancas2
@debrammason1
@yojudenz
@jver1
@4pawshop
@kak089

Top Tweeters in G1:
@souljahsingh
@joefreedomlove
@sharneal
@debrammason1
@mkues65
@joej2020usa
@ambinc1
@scribbledpages1
@edwardcalame
@loyaltotrump

Top Tweeters in G2:
@missb62
@dancas2
@just_old_joe
@miss_placed_
@mtmarilyn2
@foxnews
@trumpgot2go
@wbaltv11
@fran_neena20409
@sueglashauser

Top Tweeters in G3:
@yojudenz
@jver1
@toby_dorena
@anilns425
@mlong42947
@ladyredwave
@alicia45kag
@baalter
@darhar981
@jamierodr14

Top Tweeters in G4:
@tiniskwerl
@irhystay
@rascality
@wendymarcinkie1
@emeryvillematty
@mimitexasangel
@harleyb11
@desertgardens
@amaenad
@washnewsline

Top Tweeters in G5:
@windmillcharger
@blogdiva
@nancypeggy
@kingscuprun27
@ncfarmer321
@skrbelly1
@lbpyyz
@yemayah777
@wfrolik
@abirish

Top Tweeters in G6:
@txsleuthusa
@cindycrum
@royaleight
@iamsophianelson
@cnn
@comeonnoles
@dfmichaelartist
@cherijacobus
@rebelliousval
@kenwarnock

Top Tweeters in G7:
@mitchiepoo46
@texangalcindy
@gaetasusan
@ladydshops
@ouchinagirl
@pixiedust5135
@pinkk9lover
@kevin9359
@tiredofbs13
@robjh1

Top Tweeters in G8:
@nasty_woman2
@debsomewhere
@stanspak
@janattheocean
@matthewcronin9
@lora_loramonroe
@bob_levitt
@sandykalano
@artsycarol
@cindyceemerson

Top Tweeters in G9:
@kak089
@amandas15866691
@rinaray56644337
@dontpanic1955
@skamama01
@madelynerants
@joncoopertweets
@wir_global
@americanist4u
@realdailywire

Top Tweeters in G10:
@mayirmamay14
@dpmax100
@roripierpont1
@visitkarte
@aprylsmithts
@sumoh7
@ravenrlyyeh
@dianacialino
@cherkalleck
@posuttrump