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#demdebate_2019-12-18_03-20-49.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
December 18, 2019
Short Description:
#demdebate via NodeXL http://bit.ly/2twtXjJ
@andrewyang
@unitehere11
@ewarren
@tomthunkitsmind
@berniesanders
@newshour
@petebuttigieg
@joebiden
@dnc
@willyuwaychang

Top hashtags:
#demdebate
#yanggang
#gaming
#readmytweets
#yang2020
#ai
#danceforyang
#metoo
#maga

Description:
Description
The graph represents a network of 5,880 Twitter users whose recent tweets contained "#demdebate", 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 Wednesday, 18 December 2019 at 11:34 UTC.

The tweets in the network were tweeted over the 8-day, 11-hour, 4-minute period from Tuesday, 10 December 2019 at 00:16 UTC to Wednesday, 18 December 2019 at 11:20 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 : 5880
Unique Edges : 12607
Edges With Duplicates : 4588
Total Edges : 17195
Self-Loops : 1205
Reciprocated Vertex Pair Ratio : 0.00803760994843797
Reciprocated Edge Ratio : 0.0159470437791485
Connected Components : 437
Single-Vertex Connected Components : 231
Maximum Vertices in a Connected Component : 4851
Maximum Edges in a Connected Component : 15903
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.80788
Graph Density : 0.000384569544776577
Modularity : 0.593058
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 5,880 Twitter users whose recent tweets contained "#demdebate", 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 Wednesday, 18 December 2019 at 11:34 UTC.

The tweets in the network were tweeted over the 8-day, 11-hour, 4-minute period from Tuesday, 10 December 2019 at 00:16 UTC to Wednesday, 18 December 2019 at 11:20 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 : #demdebate
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:
[39] http://www.msnbc.com/
[31] https://twitter.com/marchandsteve/status/1203814030676238336
[16] http://youtu.be/7Ti9az7GrxA
[14] https://powerfulpanels.com/sixth-democratic-presidential-primary-debate-balanced-yet-boring/
[13] https://www.fox5dc.com/
[13] https://twitter.com/TulsiGabbard/status/1204217776417603584
[12] http://www.unitehere11.org/news
[12] https://twitter.com/thedemocrats/status/1205155386459865088
[11] https://www.politico.com/news/2019/11/21/submit-a-question-for-the-december-2020-debate-stage-069522
[10] https://twitter.com/dianeyentel/status/1206626685996679169

Top URLs in Tweet in G1:
[36] http://www.msnbc.com/
[28] https://twitter.com/marchandsteve/status/1203814030676238336
[5] https://twitter.com/MichaelSatoshi/status/1204835934455418887
[4] https://www.powervoter.us/topic/6th_democratic_debate
[4] https://www.mobilize.us/yang2020/event/175513/
[3] https://www.politico.com/news/2019/11/21/submit-a-question-for-the-december-2020-debate-stage-069522
[3] https://twitter.com/TaceyJean18/status/1204510200817827840
[2] https://www.politico.com/tag/2020-democratic-debates
[2] https://buildyourownhousebodylife.blogspot.com/2019/07/andrew-yang-yanggang-andrewyang2020-i.html
[2] https://twitter.com/cubiclesurvivor/status/1207025622360322048

Top URLs in Tweet in G2:
[12] http://www.unitehere11.org/news
[6] https://www.lmu.edu/debate
[5] https://www.buzzfeednews.com/article/rubycramer/you-dont-know-bernie-sanders
[5] https://twitter.com/kellyfolkers/status/1206741006269460480
[5] https://www.axios.com/dnc-host-four-debates-apple-news-552503f8-5488-4196-922c-bdef83825758.html
[4] https://twitter.com/ewarren/status/1205542327470698497
[4] https://twitter.com/unitehere11/status/1205561555141586944
[4] https://twitter.com/CBSEveningNews/status/1205592635064356864
[3] https://thehill.com/homenews/campaign/473810-coalition-of-more-than-50-progressive-groups-to-endorse-sanders
[3] https://twitter.com/BernieSanders/status/1205550826774769665

Top URLs in Tweet in G3:
[14] https://powerfulpanels.com/sixth-democratic-presidential-primary-debate-balanced-yet-boring/
[10] https://twitter.com/dianeyentel/status/1206626685996679169
[9] https://www.pbs.org/newshour/politics/got-a-question-for-the-2020-democratic-candidates-we-want-to-hear-it
[8] https://labusinesscouncil.org/homelessness/
[8] https://www.politico.com/news/2019/11/21/submit-a-question-for-the-december-2020-debate-stage-069522
[5] https://twitter.com/UNITEHERE11/status/1206940795292413952
[4] https://www.sfchronicle.com/bayarea/article/Santa-Rosa-struggles-with-biggest-homeless-camp-14906915.php
[3] https://www.pbs.org/newshour/democratic-debate
[3] https://nlihc.org/resource/build-momentum-atlanta-la-join-presidential-debate-tweetstorm-affordable-housing-dec-17
[3] https://p4a.us/Douglass

Top URLs in Tweet in G4:
[3] https://cnsnews.com/news/article/susan-jones/sanders-what-youre-really-talking-about-ending-gun-manufacturing-america-I
[3] http://WWW.FRED4PREZ.US
[3] https://twitter.com/TulsiGabbard/status/1204217776417603584
[3] https://nbcnews.trib.al/xasJGcP
[3] https://nbcnews.trib.al/0MzpkV6
[3] https://twitter.com/DianeRavitch/status/1205200721827770369
[2] https://trib.al/AfYBUQR
[2] http://smartlink.cnn.com/debate_social_live_stream
[2] http://www.snappytv.com/tc/1726912
[2] https://www.msnbc.com/weekends-with-alex-witt/watch/msnbc-acknowledges-andrew-yang-omitted-from-election-graphic-74939461835

Top URLs in Tweet in G5:
[6] https://twitter.com/TulsiGabbard/status/1204217776417603584
[6] https://blog1600penn.com/tv-debatten-2/
[4] https://twitter.com/ewarren/status/1205542327470698497
[3] https://twitter.com/CBSEveningNews/status/1205592635064356864
[2] https://twitter.com/ZachMontellaro/status/1204491407857274882
[2] https://cwa-union.org/elliott
[2] https://twitter.com/rubycramer/status/1205953068094898176
[2] https://twitter.com/i/events/1205589599738683393
[2] https://www.vox.com/policy-and-politics/2019/12/15/21022767/2020-democratic-candidates-dnc-debate-rules
[2] https://spectrumlocalnews.com/nys/rochester/politics/2019/12/11/december-democratic-presidential-debate-los-angeles-what-time-where-to-watch-ny1

Top URLs in Tweet in G6:
[3] https://www.washingtonpost.com/national/obama-administration-placed-children-with-human-traffickers-report-says/2016/01/28/39465050-c542-11e5-9693-933a4d31bcc8_story.html?noredirect=on&utm_term=.6a6c102a65fa
[2] https://twitter.com/i/moments/1197332924489707520
[2] https://twitter.com/millbot/status/1205540912895594497
[2] https://www.mcclatchydc.com/news/politics-government/white-house/article237336659.html
[2] https://www.ny1.com/nyc/all-boroughs/politics/2019/12/11/december-democratic-presidential-debate-los-angeles-what-time-where-to-watch-ny1?cid=twitter_NY1
[1] https://twitter.com/FirstVets/status/1207128887051862016
[1] https://kamalaharris.org/teachers/
[1] https://twitter.com/hulu/status/1204507112019132416
[1] https://twitter.com/rafaelshimunov/status/1205907268052619265
[1] https://twitter.com/spacialk3/status/1206113324431269889

Top URLs in Tweet in G7:
[4] https://twitter.com/nowthisnews/status/1197591257066946560/video/1
[4] https://twitter.com/nowthisnews/status/1197601322306019329/video/1
[1] https://trib.al/U3MM42C

Top URLs in Tweet in G8:
[3] https://twitter.com/JonFlan/status/1204409922424840192
[2] https://twitter.com/id_gordon/status/1204539891951919104
[2] https://twitter.com/maggieNYT/status/1205313684853145601
[2] https://twitter.com/TheTNHoller/status/1205280253725335552
[2] https://twitter.com/WajahatAli/status/1206009306891669504
[2] https://twitter.com/WalshFreedom/status/1206006533252898817
[2] https://twitter.com/thehill/status/1206303161167814658
[2] https://www.wsj.com/articles/the-horowitz-horror-show-11576022683
[2] https://nypost.com/2019/12/10/the-democrats-impeachment-announcement-was-sad-pathetic-and-weird-goodwin/?utm_source=twitter_sitebuttons&utm_medium=site%20buttons&utm_campaign=site%20buttons
[2] https://brainsandeggs.blogspot.com/2019/12/the-weekly-2020-update-part-1-demdebate.html

Top URLs in Tweet in G9:
[1] https://twitter.com/bencjacobs/status/1207029446118723586
[1] https://www.cnn.com/2019/12/13/politics/dnc-december-debate-stage/index.html

Top URLs in Tweet in G10:
[2] https://www.ozy.com/news-and-politics/2020-candidates-finally-speak-to-a-not-so-new-constituency-voters-with-disabilities/242093/
[2] https://fivethirtyeight.com/features/seven-candidates-have-qualified-for-the-december-democratic-debate/
[1] https://deadline.com/2019/12/pete-buttigieg-debate-amy-klobuchar-1202810880/
[1] https://fivethirtyeight.com/features/why-its-tougher-to-qualify-for-the-december-democratic-debate/
[1] https://thehill.com/homenews/campaign/474276-democrats-set-early-state-primary-debates-for-2020
[1] https://wlos.com/news/nation-world/andrew-yang-qualifies-for-december-presidential-debate-12-14-2019
[1] https://www.americanprogress.org/issues/disability/news/2019/10/15/475859/10-disability-policy-questions-every-presidential-candidate-answer/

Top Domains
Top Domains in Tweet in Entire Graph:
[714] twitter.com
[66] youtube.com
[41] msnbc.com
[39] mobilize.us
[31] politico.com
[19] trib.al
[17] youtu.be
[16] lmu.edu
[15] cnn.com
[15] pbs.org

Top Domains in Tweet in G1:
[85] twitter.com
[36] msnbc.com
[12] youtube.com
[6] politico.com
[6] mobilize.us
[5] yang2020.com
[5] trib.al
[4] actblue.com
[4] powervoter.us
[2] fivethirtyeight.com

Top Domains in Tweet in G2:
[69] twitter.com
[16] lmu.edu
[13] unitehere11.org
[5] buzzfeednews.com
[5] elizabethwarren.com
[5] axios.com
[4] politico.com
[4] mobilize.us
[4] vox.com
[3] thehill.com

Top Domains in Tweet in G3:
[58] twitter.com
[14] pbs.org
[14] powerfulpanels.com
[13] politico.com
[9] mobilize.us
[8] labusinesscouncil.org
[5] p4a.us
[4] sfchronicle.com
[4] nlihc.org
[4] youtube.com

Top Domains in Tweet in G4:
[49] twitter.com
[10] trib.al
[5] youtube.com
[4] tulsi2020.com
[3] cnn.com
[3] cnsnews.com
[3] fred4prez.us
[2] snappytv.com
[2] msnbc.com
[2] nbcnews.com

Top Domains in Tweet in G5:
[94] twitter.com
[6] youtube.com
[6] blog1600penn.com
[4] mobilize.us
[3] npr.org
[3] cnn.com
[3] vox.com
[3] spectrumlocalnews.com
[2] cwa-union.org
[2] theguardian.com

Top Domains in Tweet in G6:
[26] twitter.com
[5] washingtonpost.com
[2] mcclatchydc.com
[2] youtube.com
[2] ny1.com
[1] kamalaharris.org
[1] nytimes.com
[1] currentaffairs.org
[1] jacobinmag.com
[1] politico.com

Top Domains in Tweet in G7:
[8] twitter.com
[1] trib.al

Top Domains in Tweet in G8:
[218] twitter.com
[6] youtube.com
[4] nypost.com
[3] rawstory.com
[3] wsj.com
[3] cnn.com
[2] nbcnews.com
[2] axios.com
[2] blogspot.com
[2] nytimes.com

Top Domains in Tweet in G9:
[1] twitter.com
[1] cnn.com

Top Domains in Tweet in G10:
[3] fivethirtyeight.com
[2] ozy.com
[1] deadline.com
[1] thehill.com
[1] wlos.com
[1] americanprogress.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4562] demdebate
[621] yanggang
[386] gaming
[238] readmytweets
[222] yang2020
[218] ai
[211] danceforyang
[145] metoo
[130] maga
[125] andrewyang



Top Hashtags in Tweet in G1:
[1069] demdebate
[486] yanggang
[205] danceforyang
[160] yang2020
[96] blacksforyang
[61] humanityfirst
[54] andrewyang
[50] donatetoandrewyang
[41] freedomdividend
[38] yanggangfamily

Top Hashtags in Tweet in G2:
[606] demdebate
[58] 1u
[23] lmu
[21] yanggang
[19] demdebatelmu
[16] la
[13] bernie2020
[11] askaboutabortion
[9] boldafontheroad
[8] medicareforall

Top Hashtags in Tweet in G3:
[638] demdebate
[79] ourhomesourvotes2020
[50] affordablehousing
[26] costofhome
[23] southcarolina
[20] homeaffordability
[20] askaboutabortion
[18] democraticdebate
[14] rulesanalyst
[12] lmu

Top Hashtags in Tweet in G4:
[306] demdebate
[23] sethrich
[18] tulsi2020
[15] yanggang
[13] election2020
[13] tulsigabbard
[11] democraticdebate
[9] bigtruth
[9] marianne2020
[7] electoralcollege

Top Hashtags in Tweet in G5:
[264] demdebate
[24] yanggang
[14] democraticdebate
[12] yang2020
[12] election2020
[10] democrats
[9] demprimary
[7] bernie2020
[7] blog1600penn
[6] impeachment

Top Hashtags in Tweet in G6:
[190] demdebate
[18] kamalaharris
[10] drewcomments
[10] kamala2020
[9] greennewdeal
[7] nomiddleground
[6] notmeus
[6] bernie2020
[5] democraticdebate
[5] tulsi2020

Top Hashtags in Tweet in G7:
[235] demdebate
[4] sponsored

Top Hashtags in Tweet in G8:
[385] gaming
[273] demdebate
[237] readmytweets
[217] ai
[137] metoo
[114] cybersecurity
[109] joker
[107] maga
[94] iot
[88] domesticabuse

Top Hashtags in Tweet in G9:
[86] demdebate
[1] democraticdebate
[1] dnc

Top Hashtags in Tweet in G10:
[69] demdebate
[60] cripthevote
[21] election2020
[6] revup
[4] saytheword
[4] disabledtwitter

Top Words
Top Words in Tweet in Entire Graph:
[9669] Words in Sentiment List#1: Positive
[5011] Words in Sentiment List#2: Negative
[75] Words in Sentiment List#3: Angry/Violent
[247027] Non-categorized Words
[261707] Total Words
[8355] #demdebate
[2632] president
[2511] m
[1627] running
[1305] andrewyang

Top Words in Tweet in G1:
[2660] #demdebate
[2365] m
[2364] president
[1570] running
[1086] andrewyang
[836] future
[798] seen
[794] here
[794] something
[793] many

Top Words in Tweet in G2:
[1397] #demdebate
[928] workers
[483] picket
[476] line
[471] unitehere11
[426] ewarren
[404] fight
[403] #1u
[381] lmu
[345] contract

Top Words in Tweet in G3:
[1082] #demdebate
[360] candidates
[306] judywoodruff
[279] yamiche
[273] iamamnanawaz
[265] #ourhomesourvotes2020
[251] timalberta
[235] debate
[233] s
[223] next

Top Words in Tweet in G4:
[387] #demdebate
[63] tulsigabbard
[62] up
[62] debate
[58] next
[56] s
[56] cnn
[54] dnc
[54] 2020
[54] iowa

Top Words in Tweet in G5:
[265] #demdebate
[51] debate
[43] candidates
[35] next
[26] s
[24] #yanggang
[22] out
[21] t
[19] yang
[17] bernie

Top Words in Tweet in G6:
[287] #demdebate
[130] still
[71] out
[60] kamalaharris
[51] last
[49] ohio
[47] s
[47] words
[46] #khive
[45] breaking

Top Words in Tweet in G7:
[346] #demdebate
[124] '
[115] harris
[99] one
[97] kamala
[93] gonna
[93] democratic
[88] party
[82] slammed
[82] tulsi

Top Words in Tweet in G8:
[579] #demdebate
[533] #readmytweets
[480] men
[474] #ai
[445] male
[438] #gaming
[434] dual
[425] loyalty
[360] #cybersecurity
[284] both

Top Words in Tweet in G9:
[122] won
[122] t
[122] 7
[86] next
[86] #demdebate
[61] democrat
[61] candidates
[61] president
[61] qualified
[61] weeks

Top Words in Tweet in G10:
[88] #demdebate
[73] #cripthevote
[50] #election2020
[43] democratic
[43] debate
[39] 19
[38] 8
[38] pm
[38] live
[38] primary

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1602] running,president
[1599] m,running
[798] being,president
[796] president,m
[795] president,fantasized
[795] fantasized,being
[795] seen,future
[795] something,willing
[794] president,many
[794] many,here

Top Word Pairs in Tweet in G1:
[1567] running,president
[1566] m,running
[784] being,president
[784] president,m
[783] president,fantasized
[783] fantasized,being
[783] seen,future
[783] something,willing
[782] president,many
[782] many,here

Top Word Pairs in Tweet in G2:
[474] picket,line
[252] #demdebate,#1u
[244] lmu,workers
[213] look,forward
[209] thursday's,#demdebate
[185] contract,agreement
[180] tentative,contract
[178] #demdebate,go
[174] job,security
[174] december,#demdebate

Top Word Pairs in Tweet in G3:
[156] next,#demdebate
[148] judywoodruff,iamamnanawaz
[137] #demdebate,#ourhomesourvotes2020
[121] iamamnanawaz,yamiche
[118] yamiche,judywoodruff
[113] newshour,politico
[112] iamamnanawaz,timalberta
[109] dec,19
[96] timalberta,iamamnanawaz
[94] judywoodruff,timalberta

Top Word Pairs in Tweet in G4:
[38] dnc,#demdebate
[37] january,14
[37] 14,2020
[36] drakeuniversity,des
[36] des,moines
[36] moines,iowa
[36] #iacaucus,#fitn
[36] #fitn,#wedupolitics
[35] breaking,drakeuniversity
[35] iowa,host

Top Word Pairs in Tweet in G5:
[14] next,#demdebate
[10] #yanggang,#demdebate
[8] next,week
[7] #yanggang,#yang2020
[7] bernie,sanders
[7] andrew,yang
[7] labor,dispute
[6] #demdebate,#democraticdebate
[6] #democraticdebate,#demdebate
[6] week,s

Top Word Pairs in Tweet in G6:
[43] inspired,still
[43] still,ohio
[43] ohio,conference
[43] conference,speech
[43] speech,words
[43] words,breaking
[43] breaking,barriers
[43] barriers,began
[43] began,painting
[43] painting,tribute

Top Word Pairs in Tweet in G7:
[104] ',#demdebate
[97] kamala,harris
[88] democratic,party
[82] harris,slammed
[82] slammed,tulsi
[82] tulsi,gabbard
[82] gabbard,criticism
[82] criticism,democratic
[82] party,#demdebate
[78] whatcha,gonna

Top Word Pairs in Tweet in G8:
[425] dual,loyalty
[418] male,dual
[396] loyalty,#gaming
[280] both,sides
[261] men,both
[248] #demdebate,#ai
[223] #readmytweets,#ai
[165] #ai,#maga
[163] #maga,#metoo
[146] jersey,city

Top Word Pairs in Tweet in G9:
[122] won,t
[61] t,7
[61] 7,democrat
[61] democrat,candidates
[61] candidates,president
[61] president,qualified
[61] qualified,next
[61] next,weeks
[61] weeks,#demdebate
[61] #demdebate,7

Top Word Pairs in Tweet in G10:
[38] 8,pm
[38] #cripthevote,live
[38] democratic,primary
[38] primary,debate
[38] #demdebate,#election2020
[33] pm,eastern
[33] eastern,#cripthevote
[33] live,tweet
[33] tweet,democratic
[27] debate,#demdebate

Top Replied-To
Top Replied-To in Entire Graph:
@andrewyang
@exchangeseva
@berniesanders
@abcpolitics
@politico
@emilykingsleigh
@ewarren
@bopinion
@zachmontellaro
@gillesclavreul

Top Replied-To in G1:
@andrewyang
@abcpolitics
@emilykingsleigh
@politico
@bopinion
@jtsamoa
@zach_graumann
@jaxyanggang
@claudiakins_bts
@zachandmattshow

Top Replied-To in G2:
@berniesanders
@andrewyang
@ewarren
@zachmontellaro
@dnc
@jaxyanggang
@thedemocrats
@amyklobuchar
@unitehere11
@thehill

Top Replied-To in G3:
@andrewyang
@ewarren
@amyklobuchar
@joebiden
@sensanders
@judywoodruff
@politico
@kristenabigail
@maddow
@berniesanders

Top Replied-To in G4:
@theblackchannel
@tulsigabbard
@thehill
@philipersia
@hebegb5
@cnn
@joerogan
@nbcpolitics
@nbpts
@andrewyang

Top Replied-To in G6:
@notcapnamerica
@realdonaldtrump
@w_terrence
@teelaresists
@trumpwarroom
@gunnelswarren
@2020_oklahoma
@bostonglobe
@cbseveningnews
@blonde_mich

Top Replied-To in G8:
@thenation
@cnnpolitics
@corybooker

Top Mentioned
Top Mentioned in Entire Graph:
@andrewyang
@ewarren
@unitehere11
@judywoodruff
@tomperez
@yamiche
@berniesanders
@iamamnanawaz
@sodexousa
@timalberta

Top Mentioned in G1:
@andrewyang
@willyuwaychang
@rbw_mamamoo
@benpu_nbc
@tomsteyer
@quinnipiacpoll
@truckersforyang
@cnn
@cpicciolini
@unitehere11

Top Mentioned in G2:
@unitehere11
@ewarren
@tomperez
@sodexousa
@berniesanders
@dnc
@loyolamarymount
@andrewyang
@lmumagazine
@thedemocrats

Top Mentioned in G3:
@judywoodruff
@yamiche
@iamamnanawaz
@timalberta
@politico
@newshour
@petebuttigieg
@joebiden
@pbs
@amyklobuchar

Top Mentioned in G4:
@tulsigabbard
@cnn
@dnc
@andrewyang
@drakeuniversity
@corybooker
@msnbc
@marwilliamson
@juliancastro
@nbcnews

Top Mentioned in G5:
@shaunxmoviefree
@ppfamerica

Top Mentioned in G6:
@kamalaharris
@realdonaldtrump
@teamtrump
@ewarren
@mikebloomberg
@parscale
@kayleighmcenany
@blackwomenviews
@plpolitics
@reesetheone1

Top Mentioned in G8:
@nypost
@hillaryclinton
@democracynow
@rt_com
@nytimes
@theatlantic
@rt_america
@reason
@salon
@scottienhughes

Top Mentioned in G10:
@fivethirtyeight

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@oldlady12345
@sectest9
@robinsnewswire
@dichristine
@immoralreport
@solutioneer72
@cagney1991
@rjber15
@ginalawriw

Top Tweeters in G1:
@real_infinity95
@guardian
@jamchrisjoy
@bointhesound
@stevenmroberts
@thepowerofmeow
@drizzyjae
@francvs
@usajobs2019
@el1421

Top Tweeters in G2:
@solutioneer72
@cagney1991
@manmet80
@bannerite
@citrus_kyoto
@mystery_girl14
@padakitty
@homegypsy
@marieproia
@b1e56df9ce6549f

Top Tweeters in G3:
@oldlady12345
@dichristine
@rjber15
@bkindngood
@ligayaloyola
@darlene_edw
@nancypeggy
@dismisstrump
@hockeyfangirl12
@tigerbeat

Top Tweeters in G4:
@starcoreone02
@thehill
@dgendvil
@foxnews
@mauraleelang
@jamessemaj1220
@johnapp63499667
@washingtonpost
@time
@pastorabharris

Top Tweeters in G5:
@iam__network
@heykim
@ronsupportsyou
@stand4free
@wlfpack81
@dogstar7tweets
@scattermae777m
@oldsaukriver
@sirjamesa12
@dianavalerie

Top Tweeters in G6:
@immoralreport
@magannohate
@axxisonmargaret
@bostonglobe
@crystal4obama
@henrygalvin88
@wtf_imtooold
@amorgaia
@myecoll
@reesetheone1

Top Tweeters in G7:
@tomthunkitsmind
@cheezwitham
@davidbewart
@phendricks71
@79topper
@mdjacksondallas
@rcastle06
@pgrandee10
@aquarius1049
@takethatgods

Top Tweeters in G8:
@sectest9
@chidambara09
@aaroncuddeback
@huffpost
@fintechna
@cybersec_feeds
@nytimes
@complex
@rt_com
@usatoday

Top Tweeters in G9:
@boriquagoddess
@rains6944
@nmharley2
@nicole_insley
@mattmackowiak
@veldamcconnell2
@junesmith888
@cinrui
@lisaetter1
@walkmaster1

Top Tweeters in G10:
@bellesapepper37
@sfdirewolf
@birdtrees
@owillis
@sasyecat
@actuallyanansi
@politics_nyy
@tinu
@connorofkane
@greggberatan


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