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#DemDebate_2019-12-19_18-23-01.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
December 20, 2019
Short Description:
#DemDebate via NodeXL http://bit.ly/35CgtB4
@ewarren
@andrewyang
@kylekulinski
@berniesanders
@petebuttigieg
@joebiden
@amyklobuchar
@krystalball
@realdonaldtrump
@ninaturner

Top hashtags:
#demdebate
#democraticdebate
#yanggang
#wealthtax
#kag
#trump2020landslide

Description:
Description
The graph represents a network of 11,485 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 Friday, 20 December 2019 at 03:05 UTC.

The tweets in the network were tweeted over the 6-minute period from Friday, 20 December 2019 at 02:16 UTC to Friday, 20 December 2019 at 02:23 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 : 11485
Unique Edges : 17907
Edges With Duplicates : 6545
Total Edges : 24452
Self-Loops : 5211
Reciprocated Vertex Pair Ratio : 0.00141843971631206
Reciprocated Edge Ratio : 0.0028328611898017
Connected Components : 2122
Single-Vertex Connected Components : 1838
Maximum Vertices in a Connected Component : 8937
Maximum Edges in a Connected Component : 21185
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.371451
Graph Density : 0.000128467052340771
Modularity : 0.578547
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 11,485 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 Friday, 20 December 2019 at 03:05 UTC.

The tweets in the network were tweeted over the 6-minute period from Friday, 20 December 2019 at 02:16 UTC to Friday, 20 December 2019 at 02:23 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 : #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:
[80] https://twitter.com/atlanta4bernie/status/1207767379251531811
[76] https://twitter.com/AZachParkinson/status/1207835831047786497
[23] https://twitter.com/i/events/1207380468795985921
[20] https://freebeacon.com/blog/warren-selfie-fail/
[19] https://twitter.com/People4Bernie/status/1184296080902459393
[18] https://secure.actblue.com/donate/bernie-december-donate?refcode=website-petes-wine-cave
[16] https://twitter.com/newshour/status/1207840807773847553
[10] https://www.pewsocialtrends.org/fact-sheet/the-data-on-women-leaders/
[10] https://twitter.com/amyewalter/status/1207838059938471936
[9] https://trib.al/KWTZ9CO

Top URLs in Tweet in G1:
[80] https://twitter.com/atlanta4bernie/status/1207767379251531811
[18] https://twitter.com/People4Bernie/status/1184296080902459393
[7] https://secure.actblue.com/donate/bernie-december-donate?refcode=website-petes-wine-cave
[7] https://twitter.com/briebriejoy/status/1207837498216525825
[6] https://twitter.com/analilia_mejia/status/1207846366589964289
[5] https://twitter.com/sahouraxo/status/1207280252067688448
[5] https://twitter.com/Brisonmills/status/1207845470388785152
[3] https://www.salon.com/2019/06/19/joe-biden-to-rich-donors-nothing-would-fundamentally-change-if-hes-elected/
[2] https://twitter.com/People4Bernie/status/1207837787417800704
[2] https://www.vox.com/policy-and-politics/2019/9/24/20880941/bernie-sanders-wealth-tax-warren-2020

Top URLs in Tweet in G2:
[10] https://twitter.com/i/events/1207380468795985921
[5] https://secure.actblue.com/donate/bernie-december-donate?refcode=website-petes-wine-cave
[3] https://twitter.com/AndrewYang/status/1207842959682609153
[2] https://twitter.com/michaelharriot/status/1207827250562949125
[2] https://twitter.com/krystalball/status/1207847530828054530
[2] https://www.referyourchasecard.com/2/G0P7TWFPLH
[2] http://sofi.com/share/2794691?src=copy
[1] https://www.instagram.com/p/B6RgUFNn3XG/?igshid=amflvpa36ozy
[1] https://twitter.com/ryanafournier/status/1207759407028822016
[1] https://www.livenewsmag.com/cnn-live-streaming/

Top URLs in Tweet in G3:
[16] https://twitter.com/newshour/status/1207840807773847553
[7] https://trib.al/BPB2bzV
[6] https://trib.al/KWTZ9CO
[6] https://thehill.com/homenews/campaign/475418-yang-gives-shout-out-to-booker-i-think-cory-will-be-back
[5] https://twitter.com/holmstp/status/1207840225977753600
[4] https://twitter.com/FastCompany/status/1207845875151769601
[4] https://www.politicususa.com/2019/12/19/joe-biden-tears-apart-republicans-for-smearing-his-family-to-distract-from-trumps-crimes.html
[4] https://twitter.com/Blklivesmatter/status/1207840703335845889
[4] https://twitter.com/rodericka/status/1207837631800922113
[4] https://sputniknews.com/us/201912201077644734-live-updates-final-2019-primary-democratic-debate/

Top URLs in Tweet in G4:
[6] https://www.npr.org/2019/12/16/788549518/obama-links-many-of-world-s-problems-to-old-men-not-getting-out-of-the-way
[5] https://twitter.com/Castro4Congress/status/1207832310902603778
[4] https://twitter.com/BeingCharisBlog/status/1207836056235728897
[4] https://twitter.com/juliancastro/status/1207827203221647361
[4] https://twitter.com/cmclymer/status/1207835109606543363
[3] https://twitter.com/corybooker/status/1207681968898527232
[3] https://twitter.com/brucefranksjr/status/1207845869824835584
[2] https://secure.actblue.com/donate/julian-castro-2020?refcode=staffdrop
[2] https://www.themarshallproject.org/2019/03/21/medicare-for-all-is-missing-a-vital-group-the-incarcerated
[2] https://twitter.com/crisalexjimenez/status/1207841425821519873

Top URLs in Tweet in G5:
[74] https://twitter.com/AZachParkinson/status/1207835831047786497
[20] https://freebeacon.com/blog/warren-selfie-fail/
[10] https://twitter.com/amyewalter/status/1207838059938471936
[7] https://www.realclearpolitics.com/articles/2019/10/15/its_a_middle-class_boom_141497.html
[4] https://trib.al/ObhNgCp
[3] https://theintercept.com/2019/05/03/biden-son-china-business/
[2] https://twitter.com/andrewyang/status/1207797332537942017
[2] https://poll.qu.edu/national/release-detail?ReleaseID=3652
[2] https://twitter.com/PhilipWegmann/status/1207846384977817600
[2] https://twitter.com/yungpreet/status/1207847471604477952

Top URLs in Tweet in G6:
[4] https://www.opensecrets.org/2020-presidential-race/small-donors
[4] https://www.cbsnews.com/live-updates/democratic-debate-december-tonight-biden-sanders-warren-buttigieg-loyola-marymount-2019-12-19/?ftag=CNM-00-10aab7e&linkId=79373978
[3] https://trib.al/83GPjRu
[3] http://smartlink.cnn.com/go
[2] https://trib.al/XdW3o9F
[2] http://www.politico.com//2020debates
[2] https://trib.al/KWTZ9CO
[2] https://www.cbsnews.com/live-updates/democratic-debate-december-tonight-biden-sanders-warren-buttigieg-loyola-marymount-2019-12-19/?ftag=CNM-00-10aab7e&linkId=79373829
[2] https://twitter.com/alliance4youth/status/1206589799563317248?s=20
[1] https://trib.al/AIsGPnW

Top URLs in Tweet in G7:
[2] https://twitter.com/i/broadcasts/1eaKbAAQrwQxX
[1] https://twitter.com/thehill/status/1207757250347110411
[1] https://twitter.com/Kaci3D/status/1207848186296954880
[1] https://trib.al/87uuHsB
[1] https://twitter.com/bpolitics/status/789286379813568512
[1] https://twitter.com/asymmetricinfo/status/1207841614036688896
[1] https://www.latimes.com/politics/story/2019-12-19/presidential-candidate-skid-row-julian-castro?_amp=true&__twitter_impression=true
[1] https://twitter.com/JulianCastro/status/1190467492155723776

Top URLs in Tweet in G8:
[7] https://twitter.com/sarahkendzior/status/1085374192667766791
[5] https://twitter.com/willripleyCNN/status/1207843427771023360
[3] https://www.cnn.com/politics/live-news/pbs-politico-democratic-debate-12-19-19/h_86b3ce76a1773ae1037fdcc06c8a9b3e
[2] https://twitter.com/politico/status/1207837543150039040
[2] https://twitter.com/i/events/1207380468795985921
[1] https://twitter.com/fmanjoo/status/1207844428091518977
[1] https://twitter.com/patricktcondon/status/1207844003267395585
[1] https://www.desmoinesregister.com/story/news/elections/presidential/caucus/2019/04/27/2020-election-iowa-caucuses-candidate-elizabeth-warren-policies-child-care-presidential-campaign/3564057002/?utm_source=oembed&utm_medium=onsite&utm_campaign=storylines&utm_content=news&utm_term=1154103001
[1] https://www.usatoday.com/story/news/politics/elections/2019/12/13/election-2020-can-andrew-yang-use-yang-gang-fundraising-win/2384580001/
[1] https://www.usatoday.com/story/news/politics/elections/2019/12/19/election-2020-democratic-debate-comes-day-after-trump-impeachment/2689291001/

Top URLs in Tweet in G9:
[2] https://jolttx.org/donate
[2] https://trib.al/BPB2bzV
[2] https://twitter.com/isaiasreyna/status/1207846818073198595
[1] https://www.pewsocialtrends.org/fact-sheet/the-data-on-women-leaders/
[1] https://twitter.com/i/events/1207380468795985921
[1] https://www.cbsnews.com/live-updates/democratic-debate-december-tonight-biden-sanders-warren-buttigieg-loyola-marymount-2019-12-19/?ftag=CNM-00-10aab7e&linkId=79373090
[1] https://twitter.com/jwgop/status/1207845548692267014
[1] https://twitter.com/MattWolking/status/1207841685310443520
[1] https://www.themarshallproject.org/2019/03/21/medicare-for-all-is-missing-a-vital-group-the-incarcerated
[1] https://trib.al/Dz4e6vI

Top URLs in Tweet in G10:
[2] https://twitter.com/i/events/1207380468795985921
[1] https://www.vox.com/2016/7/27/12266378/electing-women-congress-hillary-clinton
[1] https://www.washingtonpost.com/nation/2019/12/17/georgia-purged-voters-its-rolls-its-second-state-make-cuts-less-than-week/
[1] https://twitter.com/People4Bernie/status/1184296080902459393
[1] https://www.huffpost.com/entry/kamala-harris-democrat-presidential-candidates-all-white_n_5de6b944e4b00149f7372d6d?ncid=tweetlnkushpmg00000067
[1] https://www.huffpost.com/entry/lowland-kids-isle-de-jean-charles-documentary_n_5dadbf62e4b0f34e3a79b909?ncid=tweetlnkushpmg00000067
[1] https://www.huffpost.com/entry/december-democratic-debate-2020-los-angeles_n_5dfb9fc5e4b0eb2264d5e739?ncid=tweetlnkushpmg00000067
[1] https://twitter.com/amyklobuchar/status/1207844558895276033
[1] https://trib.al/XdW3o9F
[1] https://www.cnn.com/politics/live-news/pbs-politico-democratic-debate-12-19-19/index.html?utm_medium=social&utm_source=twCNN&utm_content=2019-12-20T01:30:45

Top Domains
Top Domains in Tweet in Entire Graph:
[629] twitter.com
[68] trib.al
[29] actblue.com
[20] freebeacon.com
[15] pewsocialtrends.org
[15] cnn.com
[13] thehill.com
[12] youtube.com
[11] cbsnews.com
[11] yahoo.com

Top Domains in Tweet in G1:
[177] twitter.com
[8] actblue.com
[3] salon.com
[3] jacobinmag.com
[3] curbed.com
[2] vox.com
[1] thehill.com
[1] thenation.com
[1] politico.com
[1] americaforall2020.org

Top Domains in Tweet in G2:
[83] twitter.com
[6] actblue.com
[4] youtube.com
[3] fiverr.com
[2] referyourchasecard.com
[2] sofi.com
[1] instagram.com
[1] livenewsmag.com
[1] justalk.com
[1] curbed.com

Top Domains in Tweet in G3:
[94] twitter.com
[22] trib.al
[10] thehill.com
[6] cnn.com
[6] politicususa.com
[4] sputniknews.com
[3] nytimes.com
[3] thepetechannel.com
[2] medium.com
[2] nbcnews.com

Top Domains in Tweet in G4:
[62] twitter.com
[7] actblue.com
[6] npr.org
[4] themarshallproject.org
[2] businessinsider.com
[1] nbcnews.com
[1] nymag.com
[1] pbs.org
[1] pewsocialtrends.org
[1] julianforthefuture.com

Top Domains in Tweet in G5:
[101] twitter.com
[20] freebeacon.com
[7] realclearpolitics.com
[5] trib.al
[3] theintercept.com
[2] qu.edu
[1] agweb.com
[1] salon.com
[1] yahoo.com
[1] foxnews.com

Top Domains in Tweet in G6:
[17] trib.al
[16] twitter.com
[8] cbsnews.com
[5] cnn.com
[5] opensecrets.org
[4] politico.com
[2] pbs.org
[1] nytimes.com
[1] youtube.com
[1] berniesanders.com

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

Top Domains in Tweet in G8:
[20] twitter.com
[3] cnn.com
[2] usatoday.com
[1] desmoinesregister.com
[1] trib.al
[1] npr.org

Top Domains in Tweet in G9:
[7] twitter.com
[3] trib.al
[2] jolttx.org
[1] pewsocialtrends.org
[1] cbsnews.com
[1] themarshallproject.org

Top Domains in Tweet in G10:
[5] twitter.com
[3] huffpost.com
[1] vox.com
[1] washingtonpost.com
[1] trib.al
[1] cnn.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[13281] demdebate
[783] democraticdebate
[389] yanggang
[124] wealthtax
[122] kag
[121] trump2020landslide
[112] bernie2020
[82] isupportandrewyang
[75] demdebates
[75] yang2020



Top Hashtags in Tweet in G1:
[3414] demdebate
[95] democraticdebate
[75] bernie2020
[18] notmeus
[17] demdebatelmu
[17] demdebate6
[16] climatecrisis
[15] presidentberniesanders
[10] greennewdeal
[9] donatetobernie

Top Hashtags in Tweet in G2:
[2440] demdebate
[156] democraticdebate
[21] elizabethwarren
[20] warren2020
[20] warren
[17] yanggang
[13] democrats
[13] bernie2020
[10] isupportandrewyang
[9] petebuttigieg

Top Hashtags in Tweet in G3:
[2118] demdebate
[323] yanggang
[102] democraticdebate
[62] yang2020
[49] isupportandrewyang
[33] peteforamerica
[24] teampete
[24] peteforpresident
[22] andrewyang
[16] petebuttigieg

Top Hashtags in Tweet in G4:
[1650] demdebate
[119] democraticdebate
[110] wealthtax
[39] cripthevote
[35] warren2020
[27] juliándebates
[27] juliandebates
[12] presidentwarren
[11] elizabethwarren
[8] demdebates

Top Hashtags in Tweet in G5:
[852] demdebate
[119] trump2020landslide
[119] kag
[42] thestory
[41] tucker
[41] hannity
[41] ingrahamangle
[31] kag2020
[19] trump2020
[17] foxandfriends

Top Hashtags in Tweet in G6:
[304] demdebate
[18] yanggang
[13] democraticdebate
[5] isupportandrewyang
[4] doctorsforbernie
[4] apgovcca
[4] genderlens2020
[4] elizabethwarren
[3] warren
[3] bernie2020

Top Hashtags in Tweet in G7:
[321] demdebate
[107] democraticdebate
[4] debate6
[4] losangeles
[3] klobuchar
[3] klobuchar2020
[3] winbig
[3] amyforamerica
[3] votingrights
[3] foreignpolicymatters

Top Hashtags in Tweet in G8:
[230] demdebate
[11] democraticdebate
[8] winwithwarren
[4] presidentialdebate
[3] allthewaywithamyk
[3] amyforamerica
[3] buttigieg
[2] winbig
[2] wealthtax
[1] klobuchar

Top Hashtags in Tweet in G9:
[326] demdebate
[18] democraticdebate
[4] tx2020
[4] movimiento2020
[4] genderlens2020
[2] okayboomer
[2] planbetterjokes
[2] warren2020
[2] climatechange
[2] puertorico

Top Hashtags in Tweet in G10:
[111] demdebate
[4] bernie
[2] parisagreement
[2] cop25
[1] toofarleft
[1] goptalkingpoints
[1] democraticdebate
[1] unifyordie
[1] wealthtax
[1] winecave

Top Words
Top Words in Tweet in Entire Graph:
[14051] Words in Sentiment List#1: Positive
[13746] Words in Sentiment List#2: Negative
[172] Words in Sentiment List#3: Angry/Violent
[411017] Non-categorized Words
[438820] Total Words
[19671] #demdebate
[2669] s
[2458] warren
[2070] bernie
[1695] woman

Top Words in Tweet in G1:
[5168] #demdebate
[1357] bernie
[1104] climate
[876] age
[752] gender
[625] change
[599] berniesanders
[582] _____
[543] race
[524] question

Top Words in Tweet in G2:
[2442] #demdebate
[553] warren
[304] pete
[246] s
[227] woman
[205] biden
[194] youngest
[156] #democraticdebate
[154] inaugurated
[145] president

Top Words in Tweet in G3:
[3399] #demdebate
[793] s
[723] andrewyang
[578] stage
[577] tonight
[550] #yanggang
[511] petebuttigieg
[481] yang
[467] candidate
[414] debate

Top Words in Tweet in G4:
[2468] #demdebate
[853] ewarren
[504] woman
[498] youngest
[471] inaugurated
[371] warren
[339] s
[306] president
[232] people
[215] crisis

Top Words in Tweet in G5:
[1912] #demdebate
[529] biden
[465] trump
[389] moderator
[374] joe
[355] realdonaldtrump
[340] economy
[333] president
[330] americans
[319] china

Top Words in Tweet in G6:
[564] #demdebate
[104] start
[98] color
[79] andrewyang
[75] debate
[74] trump
[72] first
[70] #yanggang
[69] politico
[68] yang

Top Words in Tweet in G7:
[384] #demdebate
[140] warren
[127] woman
[125] youngest
[123] elizabeth
[122] inaugurated
[112] #democraticdebate
[67] t
[50] klobuchar
[47] s

Top Words in Tweet in G8:
[462] #demdebate
[165] '
[146] warren
[118] s
[111] president
[107] inaugurated
[80] klobuchar
[78] oligarchy
[69] white
[64] youngest

Top Words in Tweet in G9:
[418] #demdebate
[117] warren
[60] biden
[55] out
[50] s
[42] pete
[39] youngest
[38] woman
[36] joe
[31] bernie

Top Words in Tweet in G10:
[282] #demdebate
[68] one
[67] back
[66] warren
[54] more
[42] white
[39] hear
[39] t
[37] color
[37] years

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1181] youngest,woman
[861] woman,inaugurated
[857] climate,change
[707] elizabeth,warren
[690] joe,biden
[659] #demdebate,#democraticdebate
[475] age,gender
[472] tonight,#demdebate
[460] andrew,yang
[445] stage,tonight

Top Word Pairs in Tweet in G1:
[594] climate,change
[442] age,gender
[388] _____,_____
[365] stop,asking
[300] race,gender
[279] racial,justice
[276] everyone,#demdebate
[274] gender,age
[273] amount,debate
[273] debate,fixated

Top Word Pairs in Tweet in G2:
[164] youngest,woman
[115] #demdebate,#democraticdebate
[100] elizabeth,warren
[99] woman,inaugurated
[63] mayor,pete
[62] warren,#demdebate
[55] pete,#demdebate
[53] joe,biden
[48] d,youngest
[44] wine,cave

Top Word Pairs in Tweet in G3:
[357] #demdebate,#yanggang
[320] tonight,#demdebate
[261] stage,tonight
[249] andrew,yang
[243] debate,stage
[241] candidate,color
[175] color,stage
[161] lone,candidate
[155] honor,disappointment
[146] both,honor

Top Word Pairs in Tweet in G4:
[440] youngest,woman
[311] woman,inaugurated
[210] ewarren,#demdebate
[168] inaugurated,ewarren
[144] d,youngest
[138] elizabeth,warren
[115] oldest,president
[112] president,inaugurated
[81] inaugurated,#demdebate
[79] gun,violence

Top Word Pairs in Tweet in G5:
[331] joe,biden
[305] blue,collar
[239] president,trump
[198] willing,sacrifice
[197] biden,answers
[195] hundreds,thousands
[195] thousands,blue
[176] collar,workers
[176] yes,#demdebate
[174] back,#demdebate

Top Word Pairs in Tweet in G6:
[64] donald,trump
[61] solving,problems
[61] problems,donald
[61] trump,elected
[61] elected,first
[61] first,place
[61] place,#demdebate
[60] andrew,yang
[55] stop,being
[55] being,obsessed

Top Word Pairs in Tweet in G7:
[122] youngest,woman
[118] elizabeth,warren
[112] woman,inaugurated
[96] #democraticdebate,#demdebate
[93] warren,youngest
[91] inaugurated,#democraticdebate
[31] doesn,t
[28] klobuchar,slams
[28] slams,trump
[28] trump,walking

Top Word Pairs in Tweet in G8:
[103] ',#demdebate
[88] inaugurated,'
[49] oldest,president
[46] youngest,women
[45] warren,oldest
[45] president,inaugurated
[44] moderator,'senator
[44] 'senator,warren
[44] ',warren
[44] warren,'i'd

Top Word Pairs in Tweet in G9:
[36] joe,biden
[33] youngest,woman
[22] warren,#demdebate
[19] good,joe
[19] biden,calling
[19] calling,out
[19] out,china
[19] china,putting
[19] putting,million
[19] million,uighur

Top Word Pairs in Tweet in G10:
[36] 40,years
[33] elizabeth,warren
[32] stage,tonight
[31] color,stage
[28] powering,campaigns
[28] campaigns,grassroots
[28] grassroots,donors
[28] donors,having
[28] having,one
[28] one,hand

Top Replied-To
Top Replied-To in Entire Graph:
@ewarren
@petebuttigieg
@andrewyang
@amyklobuchar
@joebiden
@berniesanders
@senwarren
@sidneypowell1
@kylekulinski
@realdonaldtrump

Top Replied-To in G1:
@berniesanders
@kylekulinski
@senwarren
@krystalball
@bern_identity
@kicranston
@kthalps
@ninaturner
@ewarren
@uwdaction

Top Replied-To in G3:
@petebuttigieg
@andrewyang
@amyklobuchar
@joebiden
@ewarren
@senwarren
@berniesanders
@krystalball
@kjwalsh_news
@themaxburns

Top Replied-To in G4:
@ewarren
@petebuttigieg
@amyklobuchar
@clarajeffery
@berniesanders
@joanwalsh
@nickkristof
@alyssa_milano
@chrislhayes
@pete

Top Replied-To in G5:
@realdonaldtrump
@firstlastsecond
@tiwannarn42
@petebuttigieg
@jewellen
@fastcompany
@kimstrassel
@juliew38138
@americarising
@amyklobuchar

Top Replied-To in G6:
@newshour
@davidsiders
@joebiden
@cnn
@jonahsb19
@amyklobuchar
@tulsigabbard
@frances_fisher
@politico
@senamyklobuchar

Top Replied-To in G7:
@amyklobuchar
@joebiden

Top Replied-To in G8:
@mmpadellan
@ewarren
@amyklobuchar

Top Replied-To in G9:
@trevornoah
@ewarren
@amyklobuchar
@thedailyshow
@senwarren
@aapd
@wajahatali
@amyklobachar

Top Replied-To in G10:
@sahilkapur

Top Mentioned
Top Mentioned in Entire Graph:
@ewarren
@andrewyang
@berniesanders
@petebuttigieg
@amyklobuchar
@realdonaldtrump
@joebiden
@juliancastro
@tomsteyer
@politico

Top Mentioned in G1:
@berniesanders
@petebuttigieg
@senwarren
@ewarren
@pbs
@amyklobuchar
@politico
@andrewyang
@sensanders
@thedemocrats

Top Mentioned in G3:
@andrewyang
@petebuttigieg
@amyklobuchar
@joebiden
@ewarren
@berniesanders
@tomsteyer
@peteforamerica
@kcyanggang
@joco_dems

Top Mentioned in G4:
@ewarren
@juliancastro
@corybooker
@petebuttigieg
@kamalaharris
@berniesanders
@andrewyang
@barackobama
@amyklobuchar
@joebiden

Top Mentioned in G5:
@realdonaldtrump
@joebiden
@petebuttigieg
@judywoodruff
@andrewyang
@speakerpelosi
@gop
@repadamschiff
@ewarren
@amyklobuchar

Top Mentioned in G6:
@andrewyang
@politico
@cnn
@newshour
@timalberta
@ewarren
@yamiche
@loyolamarymount
@joebiden
@amyklobuchar

Top Mentioned in G7:
@hillaryclinton
@ewarren
@reignofapril
@berniesanders
@amyklobuchar
@joebiden
@senwarren
@petebuttigieg
@teamwarren
@thedemcoalition

Top Mentioned in G8:
@amyklobuchar
@sensanders
@staceyabrams
@ewarren
@berniesanders
@joebiden
@corybooker
@ing
@petebuttigieg

Top Mentioned in G9:
@trevornoah
@stevekornacki
@ewarren
@berniesanders
@amyklobuchar
@alivelshi
@thedailyshow
@andrewyang
@petebuttigieg
@barackobama

Top Mentioned in G10:
@berniesanders
@amyklobuchar
@leeladaou
@ewarren

Top Tweeters
Top Tweeters in Entire Graph:
@alllibertynews
@solutioneer72
@joleonbusby
@twitlertwit
@bannerite
@thereal_rebel
@argojournal
@n7irl
@maybel65
@talkintou

Top Tweeters in G1:
@cook_robert_l
@senseof_outrage
@kaijuking23
@shasta_otter
@bernieupstateny
@godandthebear
@tates5a
@wkndgirl
@richrake
@librab103

Top Tweeters in G2:
@cnbc
@batsflywest
@knicks148
@ak2webd3
@momsthoughts
@journeyman15
@mwk89
@gustavoarellano
@leftjew
@b_effin_g

Top Tweeters in G3:
@solutioneer72
@thehill
@bellesapepper37
@rolandsmartin
@jameskthompson1
@dcexaminer
@ant95four
@slicknickshady
@gwydion620
@nytimes

Top Tweeters in G4:
@thereal_rebel
@n7irl
@ligayaloyola
@russelltim151
@damonbethea1
@windmillcharger
@_silversmith
@blogdiva
@yayayarndiva
@hijcp

Top Tweeters in G5:
@alllibertynews
@scribbledpages1
@lovecovfefe2020
@rentonmagauk
@anilns425
@usatopguns
@kassandratroy
@alicia45kag
@consmover
@shirleyringuet5

Top Tweeters in G6:
@joleonbusby
@bannerite
@argojournal
@givemepie360
@mastaofmp3s
@neilyoungsaveus
@genghisgalahad2
@washingtonpost
@time
@viriyabot

Top Tweeters in G7:
@rhiles2760
@reignofapril
@sullyanne1
@ab_owl
@karolcummins
@deemoney521
@thedailybeast
@ballerinax
@michaelsen_erik
@kate_littleton

Top Tweeters in G8:
@maybel65
@thetrudz
@metaquest
@joekoffee
@gryking
@katalin_pota
@kristenmchugh22
@happysorceress
@usatoday
@bengin1003

Top Tweeters in G9:
@talkintou
@c_coolidge
@whirledcitizen_
@cnbsnana
@rwwatchma
@boogwinchester
@wsj
@nitemists
@deray
@mehdirhasan

Top Tweeters in G10:
@huffpost
@castonchris
@mobea
@ken_crichlow
@cunningham_cch
@painter_nancy
@lltwing
@wendyverran
@nberlat
@netbacker


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