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devos_2017-11-14_05-47-58.xlsx
devos_2017-11-14_05-47-58.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 14, 2017
Short Description:
devos via NodeXL http://bit.ly/2zXWl0c
@shareblue
@khanoisseur
@betsydevosed
@realdonaldtrump
@unpersuaded112
@politico
@funder

Description:
Description
The graph represents a network of 5,358 Twitter users whose tweets in the requested range contained "devos", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 14 November 2017 at 13:49 UTC.

The requested start date was Tuesday, 14 November 2017 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 3-day, 0-hour, 1-minute period from Friday, 10 November 2017 at 22:00 UTC to Monday, 13 November 2017 at 22:01 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 : 5358
Unique Edges : 7122
Edges With Duplicates : 950
Total Edges : 8072
Self-Loops : 962
Reciprocated Vertex Pair Ratio : 0.00950512975256488
Reciprocated Edge Ratio : 0.0188312658795397
Connected Components : 789
Single-Vertex Connected Components : 369
Maximum Vertices in a Connected Component : 3387
Maximum Edges in a Connected Component : 5624
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.342102
Graph Density : 0.000233113097026124
Modularity : 0.781285
NodeXL Version : 1.0.1.389

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[237] http://thehill.com/blogs/blog-briefing-room/news/327074-blackwater-founder-held-meeting-to-establish-trump-russia
[182] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/
[124] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/#.WgnkmVoIj1A.twitter
[87] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/#.WgnhY2czmOs.twitter
[66] https://econ.trib.al/XghMR44
[48] https://www.huffingtonpost.com/entry/devos-department-tries-to-block-public-streaming-of_us_5a09caf7e4b060fb7e59d286?ncid=engmodushpmg00000004
[44] https://www.huffingtonpost.com/entry/5a09caf7e4b060fb7e59d286
[38] https://www.edweek.org/ew/articles/2017/11/09/note-to-progressives-betsy-devos-weakness-is.html?cmp=soc-edit-tw
[30] http://www.motherjones.com/politics/2017/11/voters-in-this-colorado-county-just-sent-betsy-devos-a-helluva-message/
[27] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/#.WgoBt81dfNE.twitter

Top URLs in Tweet in G1:
[42] https://www.huffingtonpost.com/entry/devos-department-tries-to-block-public-streaming-of_us_5a09caf7e4b060fb7e59d286?ncid=engmodushpmg00000004
[30] https://www.huffingtonpost.com/entry/5a09caf7e4b060fb7e59d286
[26] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/#.WgoBt81dfNE.twitter
[9] http://www.motherjones.com/politics/2017/11/voters-in-this-colorado-county-just-sent-betsy-devos-a-helluva-message/
[6] https://deutsch29.wordpress.com/2017/11/06/usdoe-has-not-updated-devos-schedule-in-three-weeks/
[5] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/
[5] https://trib.al/VFvEFdq
[3] https://www.usnews.com/news/best-states/new-york/articles/2017-11-12/lawsuit-seeks-new-recourse-against-for-profit-college-fraud
[3] http://thehill.com/blogs/blog-briefing-room/news/327074-blackwater-founder-held-meeting-to-establish-trump-russia
[3] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/#.WgnkmVoIj1A.twitter

Top URLs in Tweet in G2:
[1] https://twitter.com/i/web/status/929840538521559040
[1] https://twitter.com/i/web/status/848740753186603008
[1] https://twitter.com/i/web/status/930048713078312960
[1] https://twitter.com/i/web/status/929870638516277248
[1] https://twitter.com/i/web/status/930042213257699328
[1] https://twitter.com/bg96bg/status/929983778172178432
[1] https://twitter.com/i/web/status/924033566140502017
[1] https://twitter.com/i/web/status/929809483500417024

Top URLs in Tweet in G3:
[6] https://www.wsj.com/articles/look-inside-the-devos-family-office-1510157138
[6] http://www.npr.org/templates/story/story.php?storyId=560247071&sc=tw
[5] https://twitter.com/adamparkhomenko/status/929598544171945984
[4] https://www.npr.org/sections/ed/2017/11/11/560247071/what-tax-reform-could-mean-for-education-devos-visits-hurricane-hit-islands
[4] http://www.npr.org/templates/story/story.php?storyId=560247071&utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[4] https://econ.trib.al/XghMR44
[4] https://www.washingtonpost.com/news/answer-sheet/wp/2017/11/13/betsy-devos-is-going-to-quit-because-shes-powerless-dont-bet-on-her-leaving-soon-and-shes-plenty-powerful/
[3] https://twitter.com/AdamParkhomenko/status/929598544171945984
[3] http://p2a.co/jrt4yar
[2] https://www.rawstory.com/2017/11/report-details-betsy-devoss-lavish-lifestyle/

Top URLs in Tweet in G4:
[10] https://trib.al/R2voLU7
[6] http://www.politico.com/magazine/story/2017/01/betsy-dick-devos-family-amway-michigan-politics-religion-214631
[4] https://www.wsj.com/articles/look-inside-the-devos-family-office-1510157138
[3] https://www.washingtonpost.com/local/education/influential-conservative-group-trump-devos-should-dismantle-education-department-and-bring-god-into-classrooms/2017/02/15/196bf872-f2df-11e6-8d72-263470bf0401_story.html?utm_term=.066a57a55a6f
[3] https://www.salon.com/2017/11/06/officials-expect-devos-to-resign-from-trump-administration_partner/
[3] https://docs.google.com/document/d/1suzsUyHXP2cFHQElDwAC-89SHNZOWukPMt1xQXSiFYQ/edit?usp=sharing
[2] http://pardonmyfrench.typepad.com/pardonmyfrench/2006/08/politicians_sho.html
[2] https://m.metrotimes.com/detroit/you-dont-know-dick/Content
[2] https://johnpavlovitz.com/2017/09/08/betsy-devos-sexual-assault-victims-dont-come-forward/
[1] https://twitter.com/i/web/status/930192583258554368

Top URLs in Tweet in G5:
[118] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/#.WgnkmVoIj1A.twitter
[84] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/#.WgnhY2czmOs.twitter
[11] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/
[9] https://theintercept.com/2017/11/10/education-department-civil-rights-betsy-devos/
[4] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/#.WgnwxyLN4Hg.twitter
[4] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/#.WgoBFxD2icE.twitter
[4] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/#.WgoABjfyS2k.twitter
[3] http://thehill.com/blogs/blog-briefing-room/news/327074-blackwater-founder-held-meeting-to-establish-trump-russia
[2] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/#.WgoIRDhDfxc.twitter
[2] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/#.Wgn1eIg-nEY.twitter

Top URLs in Tweet in G6:
[221] http://thehill.com/blogs/blog-briefing-room/news/327074-blackwater-founder-held-meeting-to-establish-trump-russia
[10] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=twitter#757118699212009472-tw#1510604020514
[8] http://www.motherjones.com/politics/2017/11/voters-in-this-colorado-county-just-sent-betsy-devos-a-helluva-message/?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=twitter#757118699212009472-tw#1510522180527
[5] http://ir.shareaholic.com/e?a=1&u=https%3A%2F%2Fwww.commondreams.org%2Fviews%2F2017%2F10%2F29%2Fbill-gates-betsy-devos-mr-and-mrs-public-school-sabotage%3Futm_campaign%3Dshareaholic%26utm_medium%3Dtwitter%26utm_source%3Dsocialnetwork&r=1
[4] http://m.dailykos.com/stories/1644592?utm_source=dlvr.it&utm_medium=twitter
[4] http://www.politico.com/story/2016/12/betsy-devos-michigan-school-experiment-232399
[2] https://fb.me/PhaQWbFi
[2] https://gadflyonthewallblog.wordpress.com/2017/03/30/newsflash-betsy-devos-opens-mouth-nonsense-falls-out/?utm_content=bufferf926c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://gadflyonthewallblog.wordpress.com/2017/01/10/self-serving-public-servants-trump-devos-and-the-rise-of-the-plutocrats/?utm_content=buffer02c37&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/i/web/status/930172460258824192

Top URLs in Tweet in G7:
[6] https://tcf.org/content/report/college-complaints-unmasked/
[1] https://twitter.com/i/web/status/930173710677565440
[1] https://twitter.com/i/web/status/930173034090020864
[1] https://twitter.com/i/web/status/930171396218597382
[1] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/
[1] https://twitter.com/i/web/status/930150460903829504
[1] https://twitter.com/i/web/status/930141790023438339
[1] https://twitter.com/i/web/status/930141407607754752
[1] https://twitter.com/i/web/status/930135859495559170
[1] https://twitter.com/i/web/status/930131803054137345

Top URLs in Tweet in G8:
[2] https://trib.al/c6KEpK0
[2] http://thehill.com/blogs/blog-briefing-room/news/327074-blackwater-founder-held-meeting-to-establish-trump-russia
[2] https://www.washingtonpost.com/opinions/mitt-romney-trump-has-made-a-smart-choice-for-education-secretary/2017/01/06/627550e0-d421-11e6-9cb0-54ab630851e8_story.html?utm_term=.ff421366f01c
[1] https://twitter.com/i/web/status/930186340507045888
[1] https://twitter.com/i/web/status/929731538861903872
[1] https://twitter.com/i/web/status/929169331807834113
[1] https://twitter.com/i/web/status/929221299020460032
[1] https://twitter.com/i/web/status/929401573381410817
[1] https://twitter.com/i/web/status/929529557182447616
[1] https://twitter.com/i/web/status/929819386411589632

Top URLs in Tweet in G9:
[111] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/
[1] http://thehill.com/blogs/blog-briefing-room/news/327074-blackwater-founder-held-meeting-to-establish-trump-russia
[1] https://twitter.com/i/web/status/930109338424766464
[1] https://twitter.com/i/web/status/930159791711899648
[1] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/#.Wgnysd_fWmE.twitter
[1] https://twitter.com/i/web/status/930047667757113344
[1] https://twitter.com/i/web/status/929724109159878656
[1] https://twitter.com/i/web/status/929577967793008640

Top URLs in Tweet in G10:
[12] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/#.WgnlJb3nwKw.twitter
[2] http://thehill.com/blogs/blog-briefing-room/news/327074-blackwater-founder-held-meeting-to-establish-trump-russia
[1] https://www.rawstory.com/2017/11/education-officials-expect-ineffective-betsy-devos-to-step-down-as-her-agenda-collapses-report/
[1] https://shareblue.com/betsy-devos-bans-90000-defrauded-students-from-watching-public-hearing/#.WgnkmVoIj1A.twitter
[1] https://twitter.com/i/web/status/929914234833645570
[1] https://twitter.com/i/web/status/930107233651822592
[1] https://twitter.com/i/web/status/930059879955468288
[1] https://twitter.com/i/web/status/929975238775001088
[1] https://twitter.com/i/web/status/929929531275841536

Top Domains
Top Domains in Tweet in Entire Graph:
[884] twitter.com
[473] shareblue.com
[243] thehill.com
[116] trib.al
[104] huffingtonpost.com
[86] fb.me
[48] edweek.org
[39] motherjones.com
[38] npr.org
[38] politico.com

Top Domains in Tweet in G1:
[74] huffingtonpost.com
[43] twitter.com
[35] shareblue.com
[9] motherjones.com
[6] wordpress.com
[5] trib.al
[4] thehill.com
[3] usnews.com
[2] salon.com
[2] newrepublic.com

Top Domains in Tweet in G2:
[8] twitter.com

Top Domains in Tweet in G3:
[150] twitter.com
[37] fb.me
[23] npr.org
[11] washingtonpost.com
[7] wsj.com
[6] economist.com
[5] google.com
[5] salon.com
[5] huffingtonpost.com
[5] trib.al

Top Domains in Tweet in G4:
[55] twitter.com
[10] trib.al
[6] politico.com
[4] washingtonpost.com
[4] wsj.com
[3] salon.com
[3] google.com
[2] typepad.com
[2] metrotimes.com
[2] johnpavlovitz.com

Top Domains in Tweet in G5:
[242] shareblue.com
[9] theintercept.com
[6] twitter.com
[3] thehill.com
[1] dailykos.com

Top Domains in Tweet in G6:
[221] thehill.com
[10] shareblue.com
[8] motherjones.com
[5] shareaholic.com
[4] dailykos.com
[4] politico.com
[4] wordpress.com
[3] twitter.com
[3] fb.me

Top Domains in Tweet in G7:
[64] twitter.com
[6] tcf.org
[1] shareblue.com
[1] salon.com
[1] newsweek.com

Top Domains in Tweet in G8:
[31] twitter.com
[3] trib.al
[3] washingtonpost.com
[2] thehill.com

Top Domains in Tweet in G9:
[112] shareblue.com
[5] twitter.com
[1] thehill.com

Top Domains in Tweet in G10:
[13] shareblue.com
[5] twitter.com
[2] thehill.com
[1] rawstory.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[317] devos
[243] trumprussia
[237] russiagate
[84] unfittoserve
[71] trumpleaks
[54] defendstudents
[38] ewopinion
[36] schoolchoice
[15] resist
[14] titleix



Top Hashtags in Tweet in G1:
[45] defendstudents
[9] 4profit
[9] devos
[6] tbats
[4] wechoose
[3] russiagate
[3] trumprussia
[3] dcpublicschools
[3] emmys
[2] devosdepartment

Top Hashtags in Tweet in G2:
[1] darkdata

Top Hashtags in Tweet in G3:
[10] devos
[6] defendstudents
[5] adistantsummer
[4] education
[2] us
[2] tax
[2] tcot
[2] essa
[1] toxicwhitehouse
[1] usdeptofed

Top Hashtags in Tweet in G4:
[65] trumpleaks
[22] devos
[7] trumprussia
[4] connell
[4] donatelli
[3] alec
[3] koch
[3] devosresign
[2] heritage
[2] tipofthespear

Top Hashtags in Tweet in G5:
[14] titleix
[4] devos
[3] russiagate
[3] trumprussia
[1] whatadickdoes
[1] trump
[1] trumpleaks
[1] unfittoserve

Top Hashtags in Tweet in G6:
[225] devos
[221] russiagate
[221] trumprussia
[4] trump
[1] defendstudents

Top Hashtags in Tweet in G7:
[2] maga
[2] devos
[1] trumpclowntrain
[1] covfefe
[1] trumpleaks
[1] votetemout
[1] stopbetsy
[1] taxcuts
[1] pruitt
[1] mnuchin

Top Hashtags in Tweet in G8:
[3] wsjceocouncil
[3] devos
[2] russiagate
[2] trumprussia
[1] unqualified
[1] trumpleaks

Top Hashtags in Tweet in G9:
[2] devos
[2] seems
[2] gop
[1] russiagate
[1] trumprussia
[1] swampscum
[1] trumpleaks

Top Hashtags in Tweet in G10:
[78] unfittoserve
[12] resist
[2] devos
[2] russiagate
[2] trumprussia

Top Words
Top Words in Tweet in Entire Graph:
[2986] Words in Sentiment List#1: Positive
[2332] Words in Sentiment List#2: Negative
[23] Words in Sentiment List#3: Angry/Violent
[84851] Non-categorized Words
[90169] Total Words
[2897] devos
[1541] betsy
[1068] trump
[658] public
[564] hearing

Top Words in Tweet in G1:
[342] devos
[200] public
[179] betsydevosed
[175] higherednotdebt
[171] hearing
[144] debt
[140] department
[123] shareblue
[121] student
[120] claremccann

Top Words in Tweet in G2:
[361] khanoisseur
[360] 1
[360] pence
[359] thing
[358] smartest
[358] trump
[358] told
[358] pick
[358] operative
[358] kochs

Top Words in Tweet in G3:
[309] devos
[145] betsy
[99] education
[43] tax
[32] reform
[31] trump
[30] mean
[30] visits
[29] islands
[28] s

Top Words in Tweet in G4:
[149] devos
[107] funder
[104] betsy
[80] christian
[70] devos'
[70] russia
[69] 2
[66] 000
[66] american
[65] trumpleaks

Top Words in Tweet in G5:
[268] devos
[258] betsy
[241] shareblue
[239] 000
[239] students
[239] public
[239] hearing
[238] bans
[238] 90
[238] defrauded

Top Words in Tweet in G6:
[270] devos
[233] trump
[228] unpersuaded112
[224] putin
[221] brother
[221] held
[221] secret
[221] meeting
[221] establish
[221] backchannel

Top Words in Tweet in G7:
[135] realdonaldtrump
[126] devos
[79] betsy
[28] senwhitehouse
[27] gop
[17] more
[16] s
[15] education
[15] help
[15] know

Top Words in Tweet in G8:
[214] devos
[198] politico
[154] betsy
[142] trump
[141] think
[141] undercoached
[134] blames
[131] handling
[130] transition
[130] team

Top Words in Tweet in G9:
[114] ericboehlert
[34] devos
[17] russian
[15] here
[15] lies
[15] another
[15] problem
[15] family
[15] maintains
[15] personal

Top Words in Tweet in G10:
[80] s
[79] picks
[78] ladyhawkerfinds
[78] single
[78] one
[78] 45
[78] officials
[78] ineffective
[78] corrupt
[78] unfittoserve

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1320] betsy,devos
[392] khanoisseur,1
[390] 1,smartest
[390] smartest,thing
[390] thing,trump
[390] trump,told
[390] told,pick
[390] pick,pence
[390] pence,operative
[390] operative,kochs

Top Word Pairs in Tweet in G1:
[119] shareblue,explain
[119] explain,betsydevosed
[119] betsydevosed,higherednotdebt
[119] higherednotdebt,claremccann
[119] claremccann,america
[119] america,deserve
[119] deserve,answer
[117] student,debt
[104] tries,block
[104] block,public

Top Word Pairs in Tweet in G2:
[358] khanoisseur,1
[358] 1,smartest
[358] smartest,thing
[358] thing,trump
[358] trump,told
[358] told,pick
[358] pick,pence
[358] pence,operative
[358] operative,kochs
[358] kochs,spent

Top Word Pairs in Tweet in G3:
[131] betsy,devos
[32] tax,reform
[30] devos,visits
[29] education,devos
[28] reform,mean
[28] mean,education
[27] visits,hurricane
[27] hurricane,hit
[27] hit,islands
[14] devos,family

Top Word Pairs in Tweet in G4:
[65] trumpleaks,doc
[65] doc,betsy
[65] betsy,devos'
[65] devos',foundation
[65] foundation,gave
[65] gave,2
[65] 2,493
[65] 493,000
[65] 000,russian
[65] russian,american

Top Word Pairs in Tweet in G5:
[257] betsy,devos
[238] devos,bans
[238] bans,90
[238] 90,000
[238] 000,defrauded
[238] defrauded,students
[238] students,watching
[238] watching,public
[238] public,hearing
[231] hearing,shareblue

Top Word Pairs in Tweet in G6:
[225] unpersuaded112,devos
[221] devos,brother
[221] brother,held
[221] held,secret
[221] secret,meeting
[221] meeting,establish
[221] establish,trump
[221] trump,putin
[221] putin,backchannel
[221] backchannel,russiagate

Top Word Pairs in Tweet in G7:
[65] betsy,devos
[19] realdonaldtrump,betsy
[14] senwhitehouse,realdonaldtrump
[14] gop,realdonaldtrump
[11] devos,please
[11] please,help
[11] help,use
[11] use,correct
[11] correct,wait
[11] wait,know

Top Word Pairs in Tweet in G8:
[152] betsy,devos
[136] undercoached,betsy
[135] think,undercoached
[133] devos,blames
[133] blames,trump
[130] trump,transition
[130] transition,team
[130] team,handling
[130] handling,confirmation
[128] politico,think

Top Word Pairs in Tweet in G9:
[15] here,lies
[15] lies,another
[15] another,problem
[15] problem,devos
[15] devos,family
[15] family,maintains
[15] maintains,personal
[15] personal,investments
[15] investments,number
[15] number,firms

Top Word Pairs in Tweet in G10:
[78] single,one
[78] one,45
[78] 45,s
[78] s,officials
[78] officials,picks
[78] picks,ineffective
[78] ineffective,corrupt
[78] corrupt,unfittoserve
[78] unfittoserve,collapse
[77] ladyhawkerfinds,single

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@politico
@adamparkhomenko
@funder
@tyler_devos
@vp
@senwhitehouse
@breitbartnews
@soledadobrien
@devos_jade_

Top Replied-To in G1:
@betsydevosed
@usedgov
@debbiesideris
@educounsel
@jimgray7582
@gnimie
@betsydevos
@wsj
@sheridanfinaid
@peterdaou

Top Replied-To in G2:
@khanoisseur
@20committee
@slobbergoober
@michael36776349
@imageshome

Top Replied-To in G3:
@koymkeng

Top Replied-To in G4:
@funder
@vp
@jennycohn1
@lovetogive2
@speakerryan
@joyannreid
@ex67t20
@amandablount2
@margeryapw
@amy_siskind

Top Replied-To in G5:
@mch7576
@docrocktex26
@ramaxe1965
@politjunkiem

Top Replied-To in G6:
@unpersuaded112
@kassandraseven
@actdontreact

Top Replied-To in G7:
@realdonaldtrump
@senwhitehouse
@dearauntcrabby
@unitealbertans
@jidk1187
@dtpjustin
@kennethmeador33
@hale4jesus
@ed_sped_rehab
@ontothefifth

Top Replied-To in G8:
@politico
@renato_mariotti
@washingtonpost
@cdion34
@nicadispatch
@linc0lnpark
@wjwcooks
@brusmckee
@anti_djtrump
@fullonbitches

Top Replied-To in G9:
@ericboehlert
@senatemajldr
@jamesforflorida
@shareblue

Top Replied-To in G10:
@sethabramson
@demredistrict
@mystcole
@abc
@jor3lofkrypton
@ladyhawkerfinds

Top Mentioned
Top Mentioned in Entire Graph:
@khanoisseur
@shareblue
@unpersuaded112
@betsydevosed
@higherednotdebt
@politico
@claremccann
@owillis
@ericboehlert
@funder

Top Mentioned in G1:
@betsydevosed
@higherednotdebt
@shareblue
@claremccann
@aftunion
@usedgov
@dahalperin
@betsydevos
@debtcrisisorg
@afr

Top Mentioned in G2:
@khanoisseur
@dharveyrno
@theonion
@keithwillwynne
@michael36776349
@profcarroll
@andreachalupa
@savannahbaybvi

Top Mentioned in G3:
@libbyliberalnyc
@dominiquepucini
@jerriswann21

Top Mentioned in G4:
@funder
@lovetogive2
@jennycohn1
@wsj
@potus
@hhsgov
@johncbussey
@carolynellis5
@violetreads
@realdonaldtrump

Top Mentioned in G5:
@shareblue
@owillis
@docrocktex26
@muckrock
@betsydevosed
@higherednotdebt
@claremccann
@vanitaguptacr
@sweetnonnie
@khanoisseur

Top Mentioned in G6:
@unpersuaded112
@kassandraseven
@coopmike48
@lirakarri
@emmarusset
@khanoisseur
@edfocus
@destroy_alec
@healthcare_ceo
@actdontreact

Top Mentioned in G7:
@realdonaldtrump
@gop
@senwhitehouse
@un
@internadam
@patfoster698
@unitealbertans
@microbalt
@remusjlupin2017
@wickedkittin1

Top Mentioned in G8:
@politico
@washingtonpost
@pkeenan516
@nicadispatch
@devos
@betsydevosed
@fullonbitches
@wsjpolitics
@brusmckee
@jfb1900

Top Mentioned in G9:
@ericboehlert
@resistance411
@pulsa48
@shareblue
@melaniedeppen
@unpersuaded112
@betsydevosed
@higherednotdebt
@claremccann
@khanoisseur

Top Mentioned in G10:
@ladyhawkerfinds
@rath_22
@sethabramson
@skthegawd
@shareblue
@khanoisseur
@unpersuaded112
@u3y4bde
@kellycward
@abc

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@gnews_center
@marcylauren
@tomwellborn
@tukang_update
@investinglatest
@alllibertynews
@dichristine
@heelleclech
@coopmike48

Top Tweeters in G1:
@marcylauren
@metaquest
@huffpost
@backstorymom1
@grainofsands
@solutioneer72
@dominiquevanpee
@lindacollins11
@lastcharmander
@sufiboy

Top Tweeters in G2:
@joannecangal
@ggg_says
@givemepie360
@theresamax
@calvinswine905
@suekhi
@mmjblair
@krakenstein
@stageyaneu
@saysshetoday

Top Tweeters in G3:
@tukang_update
@investinglatest
@ebertolaccini
@hotchknewstweet
@planetnewsspace
@onahunttoday
@breakingnewzman
@airiters
@pascorevolution
@thebfroom

Top Tweeters in G4:
@astwisa
@cindy_52s
@linda1746
@oufenix
@wsj
@tadrow
@ap
@leftnotright
@june4wanda
@nartist

Top Tweeters in G5:
@itswanda
@sddphoto
@owillis
@manyazuba
@cberrl
@docrocktex26
@mog7546
@mch7576
@cheezwitham
@ramaxe1965

Top Tweeters in G6:
@coopmike48
@lehimesa
@paxnostrum
@adamsflafan
@actdontreact
@mills_abbot
@mikeloburgio
@thomasb00001
@robleamusic
@shondi99

Top Tweeters in G7:
@hale4jesus
@unitealbertans
@jodotcom
@mimi_x4
@deray
@yllekonadnerb
@phil_lewis_
@steegvan
@betsy_manning
@jjj5819

Top Tweeters in G8:
@politico
@washingtonpost
@thedailybeast
@anti_djtrump
@enrico056
@abosife2010
@ic206bones
@blackswan725
@ruth6625
@kathryncroft

Top Tweeters in G9:
@dichristine
@katcapps
@teetweetshere
@sheiladecker19
@pgrandee10
@dawnarickelz
@trixiedalek
@drhug
@lkgrube
@johntmarohn

Top Tweeters in G10:
@phillip92321
@jentromans
@bethsinni21
@abc
@funnagan
@leticia17922167
@lavernewright13
@mrsmaxdewinter
@edskipper
@gumboqueen3030