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DataProgress Twitter NodeXL SNA Map and Report for Friday, 06 March 2020 at 23:24 UTC
DataProgress Twitter NodeXL SNA Map and Report for Friday, 06 March 2020 at 23:24 UTC
From:
marc_smith
Uploaded on:
March 07, 2020
Short Description:
DataProgress via NodeXL http://bit.ly/2v5SKwe
@dataprogress
@mags_mclaugh
@maxkennerly
@kc33phoenix
@arcojove
@berniesanders
@davidsirota
@seanmcelwee
@ppollingnumbers
@berkeleyigs

Top hashtags:
#new
#colorado
#virginia
#texas
#southcarolina
#supertuesday
#utah

Description:
Description
The graph represents a network of 10,046 Twitter users whose recent tweets contained "DataProgress", 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, 06 March 2020 at 23:56 UTC.

The tweets in the network were tweeted over the 9-day, 7-hour, 20-minute period from Wednesday, 26 February 2020 at 14:23 UTC to Friday, 06 March 2020 at 21:43 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 : 10101
Unique Edges : 18789
Edges With Duplicates : 26449
Total Edges : 45238
Number of Edge Types : 5
Replies to : 9579
Mentions : 22757
MentionsInRetweet : 9421
Retweet : 2719
Tweet : 762
Self-Loops : 766
Reciprocated Vertex Pair Ratio : 0.0400328563399767
Reciprocated Edge Ratio : 0.0769838300702498
Connected Components : 276
Single-Vertex Connected Components : 219
Maximum Vertices in a Connected Component : 9710
Maximum Edges in a Connected Component : 44818
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 2.718234
Graph Density : 0.000235806473430236
Modularity : 0.338176
NodeXL Version : 1.0.1.426
Data Import : The graph represents a network of 10,046 Twitter users whose recent tweets contained "DataProgress", 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, 06 March 2020 at 23:56 UTC.

The tweets in the network were tweeted over the 9-day, 7-hour, 20-minute period from Wednesday, 26 February 2020 at 14:23 UTC to Friday, 06 March 2020 at 21:43 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 : DataProgress
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[217] https://twitter.com/DataProgress/status/1232777860030640129
[158] https://twitter.com/DataProgress/status/1234742957779177473
[153] https://www.dataforprogress.org/memos/super-tuesday-final-polling
[101] https://www.dataforprogress.org/memos/super-tuesday-gnd
[94] https://twitter.com/DataProgress/status/1233250774458814464
[59] https://twitter.com/DataProgress/status/1233586508667465729
[47] https://www.dataforprogress.org/blog/2020/2/26/sanders-ahead-in-virginia-and-colorado
[38] https://twitter.com/DataProgress/status/1235602585672876032
[34] https://twitter.com/dataprogress/status/1234742957779177473
[21] https://twitter.com/dataprogress/status/1232777860030640129

Top URLs in Tweet in G1:
[139] https://www.dataforprogress.org/memos/super-tuesday-final-polling
[80] https://www.dataforprogress.org/memos/super-tuesday-gnd
[60] https://twitter.com/DataProgress/status/1232777860030640129
[26] https://twitter.com/DataProgress/status/1233250774458814464
[22] https://twitter.com/DataProgress/status/1234742957779177473
[14] https://secure.actblue.com/donate/bernie-fight-the-power-poster
[13] https://twitter.com/DataProgress/status/1233586508667465729
[12] https://www.dataforprogress.org/blog/2020/2/26/sanders-ahead-in-virginia-and-colorado
[9] https://twitter.com/DataProgress/status/1233586508667465729?s=20
[7] https://berniesanders.com/call/

Top URLs in Tweet in G2:
[34] https://www.dataforprogress.org/blog/2020/2/26/sanders-ahead-in-virginia-and-colorado
[16] https://twitter.com/DataProgress/status/1232777860030640129
[14] https://twitter.com/DataProgress/status/1233250774458814464
[13] https://twitter.com/DataProgress/status/1234742957779177473
[7] https://berniesanders.com/call/
[5] https://www.dataforprogress.org/blog/2020/2/27/biden-maintains-lead-in-south-carolina
[5] https://twitter.com/DataProgress/status/1233586508667465729
[5] https://www.youtube.com/watch?v=W5Nq3RG8b84&feature=youtu.be

[4] https://www.vox.com/2020/1/31/21113780/bernie-sanders-socialism-electability-primaries
[4] https://www.dataforprogress.org/memos/super-tuesday-gnd

Top URLs in Tweet in G3:
[8] https://twitter.com/DataProgress/status/1234742957779177473
[8] https://twitter.com/DataProgress/status/1232777860030640129
[5] https://twitter.com/DataProgress/status/1233250774458814464
[3] https://twitter.com/DataProgress/status/1235602585672876032
[3] https://twitter.com/dataprogress/status/1234742957779177473
[2] https://twitter.com/DataProgress/status/1233586508667465729
[1] https://theintercept.com/2019/11/07/sanders-immigration-plan-ice-cbp/
[1] https://www.nytimes.com/2020/02/27/us/politics/democratic-superdelegates.html
[1] https://twitter.com/DataProgress/status/1177228055242321921
[1] https://twitter.com/DataProgress/status/1232014353953673217

Top URLs in Tweet in G4:
[20] https://strehlspresidentialelection2016.wordpress.com/2020/03/02/the-super-tuesday-prediction-with-video-al-ar-ca-co-ma-me-mn-nc-ok-tn-tx-ut-va-and-vt-by-benjamin-wolfmeier/
[20] https://www.youtube.com/watch?v=F7zN1v3-W7U&feature=youtu.be

[4] https://twitter.com/adamcbest/status/1234658810649698307?s=21
[3] https://twitter.com/DataProgress/status/1233250774458814464
[2] https://twitter.com/DataProgress/status/1232777860030640129
[2] https://twitter.com/dataprogress/status/1234742957779177473
[2] https://twitter.com/ColumbiaBugle/status/1234688627994742784?s=20
[2] https://twitter.com/2016primary/status/1234710202546556928?s=21
[2] https://twitter.com/DataProgress/status/1234742957779177473
[1] https://projects.fivethirtyeight.com/2020-primary-forecast/

Top URLs in Tweet in G5:
[17] https://twitter.com/DataProgress/status/1232777860030640129
[14] https://www.dataforprogress.org/memos/super-tuesday-gnd
[11] https://twitter.com/DataProgress/status/1234742957779177473
[7] https://twitter.com/DataProgress/status/1233250774458814464
[6] https://www.dataforprogress.org/blog/2020/3/4/for-20-blaze-it
[6] https://twitter.com/dataprogress/status/1232750905470136325
[4] http://filesforprogress.org/memos/reducing-excessive-prison-sentences.pdf
[4] https://www.dataforprogress.org/memos/super-tuesday-final-polling
[3] https://www.dataforprogress.org/blog/2020/2/28/democrats-support-a-just-green-new-deal
[3] https://www.dataforprogress.org/memos/revitalizing-farm-communities-with-a-green-new-deal

Top URLs in Tweet in G6:
[14] https://twitter.com/DataProgress/status/1232777860030640129
[5] https://www.dataforprogress.org/memos/super-tuesday-final-polling
[4] https://twitter.com/DataProgress/status/1234742957779177473
[2] https://twitter.com/DataProgress/status/1233250774458814464
[1] https://twitter.com/DataProgress/status/1233586508667465729

Top URLs in Tweet in G7:
[4] https://twitter.com/DataProgress/status/1234742957779177473
[2] https://twitter.com/mattyglesias/status/1233929293077602305?s=21
[2] https://twitter.com/mattyglesias/status/1233929293077602305
[1] https://www.vox.com/2020/2/24/21134677/polling-progressive-ideas-medicare-for-all-drug-costs-climate
[1] https://twitter.com/DataProgress/status/1233250774458814464?s=19
[1] https://www.wfaa.com/article/news/politics/bernie-sanders-were-going-to-win-the-state-of-texas/287-c3a8cbd7-9b2f-402b-8ab3-5e139dbef48b
[1] https://www.youtube.com/watch?v=xpRHnWdDBP4&feature=youtu.be

[1] https://twitter.com/Carolin75054091/status/1235068776908906496?s=19
[1] https://twitter.com/DataProgress/status/1233264979886985216
[1] https://www.cnn.com/election/2020/entrance-and-exit-polls/nevada/democratic

Top URLs in Tweet in G8:
[69] https://twitter.com/DataProgress/status/1234742957779177473
[56] https://twitter.com/DataProgress/status/1232777860030640129
[24] https://twitter.com/DataProgress/status/1233250774458814464
[19] https://twitter.com/DataProgress/status/1233586508667465729
[13] https://twitter.com/dataprogress/status/1234742957779177473
[13] https://twitter.com/DataProgress/status/1235602585672876032
[7] https://twitter.com/dataprogress/status/1233586508667465729
[6] https://twitter.com/dataprogress/status/1235602585672876032
[3] https://twitter.com/DataProgress/status/1233586144178319360
[2] https://twitter.com/dataprogress/status/1232777860030640129

Top URLs in Tweet in G9:
[3] https://twitter.com/DataProgress/status/1233586508667465729
[3] https://twitter.com/DataProgress/status/1232777860030640129
[2] https://berniesanders.com/call/
[2] https://www.vox.com/policy-and-politics/2020/2/25/21152538/bernie-sanders-electability-president-moderates-data
[2] https://www.realclearpolitics.com/epolls/2020/president/us/general_election_trump_vs_sanders-6250.html
[1] https://twitter.com/realDonaldTrump/status/1229888362841985025?s=19
[1] https://twitter.com/murshedz/status/1232876253356707841?s=20
[1] https://twitter.com/HertzEnterprise/status/1232790832333443075
[1] https://twitter.com/Politics_Polls/status/1233106310767484930
[1] https://secure.actblue.com/donate/bernie-fight-the-power-poster

Top URLs in Tweet in G10:
[1] https://cdn.cnn.com/cnn/2020/images/02/28/rel1_ca.pdf
[1] http://filesforprogress.org/datasets/2020/2/super_tuesday/nc_2_28.pdf
[1] https://projects.fivethirtyeight.com/polls/president-primary-d/
[1] https://projects.fivethirtyeight.com/polls/20200218_OK_2.pdf
[1] https://projects.fivethirtyeight.com/polls/president-primary-d/south-carolina/
[1] http://filesforprogress.org/datasets/2020/2/super_tuesday/va.pdf
[1] https://magellanstrategies.com/magellan-strategies-colorado-democratic-presidential-primary/
[1] https://becd085d-5f24-4974-b9b5-73518197155a.filesusr.com/ugd/83fab9_6d43cd575778406cb51a50b9a4ccf8a2.pdf
[1] https://www.deseret.com/utah/2020/2/27/21156476/poll-sanders-bloomberg-buttigieg-warren-biden-utah-super-tuesday-democratic-presidential-primary
[1] https://www.wbur.org/news/2020/02/28/wbur-poll-sanders-opens-substantial-lead-in-massachusetts-challenging-warren-on-her-home-turf

Top Domains
Top Domains in Tweet in Entire Graph:
[975] twitter.com
[359] dataforprogress.org
[46] berniesanders.com
[44] youtube.com
[25] fivethirtyeight.com
[23] filesforprogress.org
[21] actblue.com
[20] wordpress.com
[14] cnn.com
[13] jhkforecasts.com

Top Domains in Tweet in G1:
[255] dataforprogress.org
[218] twitter.com
[17] actblue.com
[9] berniesanders.com
[6] jhkforecasts.com
[4] youtube.com
[2] secularprolife.org
[2] filesforprogress.org
[2] qorvis.com
[2] fivethirtyeight.com

Top Domains in Tweet in G2:
[123] twitter.com
[49] dataforprogress.org
[13] youtube.com
[12] berniesanders.com
[8] fivethirtyeight.com
[7] filesforprogress.org
[6] jhkforecasts.com
[4] vox.com
[4] thehill.com
[3] nytimes.com

Top Domains in Tweet in G3:
[36] twitter.com
[1] theintercept.com
[1] nytimes.com
[1] dataforprogress.org

Top Domains in Tweet in G4:
[30] twitter.com
[21] youtube.com
[20] wordpress.com
[8] fivethirtyeight.com
[3] dataforprogress.org
[2] emersonpolling.com
[2] politico.com
[1] jhkforecasts.com
[1] factcheck.org
[1] bostonherald.com

Top Domains in Tweet in G5:
[95] twitter.com
[41] dataforprogress.org
[7] filesforprogress.org
[4] youtube.com
[2] npr.org
[2] berniesanders.com
[1] vox.com
[1] pewsocialtrends.org
[1] vox-cdn.com
[1] gallup.com

Top Domains in Tweet in G6:
[21] twitter.com
[5] dataforprogress.org

Top Domains in Tweet in G7:
[13] twitter.com
[4] cnn.com
[1] vox.com
[1] wfaa.com
[1] youtube.com

Top Domains in Tweet in G8:
[229] twitter.com
[1] harvestthevotebook.com
[1] berniesanders.com
[1] washingtonpost.com
[1] nbcchicago.com

Top Domains in Tweet in G9:
[12] twitter.com
[3] realclearpolitics.com
[2] berniesanders.com
[2] vox.com
[1] actblue.com
[1] commondreams.org
[1] google.com
[1] morningconsult.com

Top Domains in Tweet in G10:
[18] twitter.com
[6] fivethirtyeight.com
[6] uml.edu
[5] cnn.com
[5] filesforprogress.org
[3] reportablenews.com
[3] publicpolicypolling.com
[3] monmouth.edu
[2] surveyusa.com
[1] magellanstrategies.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1399] new
[620] colorado
[569] virginia
[145] texas
[135] southcarolina
[129] supertuesday
[106] utah
[74] california
[71] biden
[63] minnesota



Top Hashtags in Tweet in G1:
[1060] new
[502] colorado
[450] virginia
[111] texas
[92] southcarolina
[78] utah
[51] california
[45] minnesota
[40] maine
[38] tennessee

Top Hashtags in Tweet in G2:
[181] new
[74] colorado
[72] supertuesday
[65] virginia
[31] southcarolina
[17] utah
[17] texas
[16] bernie2020
[14] notmeus
[13] maine

Top Hashtags in Tweet in G3:
[24] new
[18] virginia
[15] colorado
[4] supertuesday
[2] voteforbernie
[2] minnesota
[2] bernie2020
[1] california
[1] maine
[1] utah

Top Hashtags in Tweet in G4:
[67] new
[13] virginia
[8] texas
[5] utah
[5] southcarolina
[5] colorado
[4] california
[4] minnesota
[4] maine
[4] supertuesday

Top Hashtags in Tweet in G5:
[27] greennewdeal
[15] new
[9] colorado
[8] virginia
[4] abolishice
[4] supertuesday
[3] southcarolina
[3] teamwarren
[2] neverbernie
[2] choosewarren

Top Hashtags in Tweet in G6:
[5] new
[2] colorado
[1] virginia
[1] southcarolina

Top Hashtags in Tweet in G7:
[18] new
[6] virginia
[5] colorado
[3] texas
[3] alabama
[3] arkansas
[2] bernie
[2] teamjoe
[2] tennessee
[1] southcarolina

Top Hashtags in Tweet in G8:
[3] radicaldemocrats
[3] supertuesday
[2] greennewdeal
[2] lfg
[2] bernie2020
[2] notmeus
[2] gotv
[1] demdebate2020
[1] democraticprimary
[1] election2020

Top Hashtags in Tweet in G9:
[5] colorado
[5] new
[5] onlybernie
[5] bernie2020
[4] berniebeatstrump
[3] virginia
[3] berniebros
[2] dropoutwarren
[2] notmeus
[2] onlyberniebeatstrump

Top Hashtags in Tweet in G10:
[53] biden
[28] sanders
[21] carolinedusud
[15] supertuesday
[13] buttigieg
[7] bloomberg
[7] new
[6] klobuchar
[5] texas
[3] warren

Top Words
Top Words in Tweet in Entire Graph:
[14394] Words in Sentiment List#1: Positive
[9159] Words in Sentiment List#2: Negative
[17] Words in Sentiment List#3: Angry/Violent
[436110] Non-categorized Words
[459663] Total Words
[14046] dataprogress
[11815] biden
[9457] sanders
[7268] warren
[5543] bloomberg

Top Words in Tweet in G1:
[7101] biden
[6417] sanders
[4919] dataprogress
[4901] warren
[3981] bloomberg
[3532] poll
[3228] buttigieg
[2738] klobuchar
[2126] 25
[1875] 11

Top Words in Tweet in G2:
[4072] dataprogress
[1854] ppollingnumbers
[1626] biden
[1086] sanders
[840] warren
[805] politics_polls
[793] bernie
[696] poll
[629] polls
[600] bloomberg

Top Words in Tweet in G3:
[2355] depress
[1216] over
[1213] 45
[1188] 75
[1184] keep
[1180] respondents
[1179] gt
[1179] re
[1179] fighting
[1178] turnout

Top Words in Tweet in G4:
[1909] dataprogress
[1647] biden
[1464] swayable
[1181] polls
[1011] natesilver538
[932] sanders
[542] model
[540] super
[535] tuesday
[511] good

Top Words in Tweet in G5:
[1588] dataprogress
[767] seanmcelwee
[465] biden
[441] warren
[340] primary
[331] b_schaffner
[271] sanders
[254] chrislhayes
[249] _jon_green
[231] sexism

Top Words in Tweet in G6:
[630] vote
[267] warren
[236] state
[236] race
[233] bloomberg
[230] 15
[219] both
[218] delegates
[215] second
[215] viable

Top Words in Tweet in G7:
[395] dataprogress
[225] mattyglesias
[173] biden
[163] briebriejoy
[113] sanders
[77] poll
[73] bernie
[68] warren
[58] bloomberg
[53] populismupdates

Top Words in Tweet in G8:
[48] biden
[29] bernie
[29] warren
[26] sanders
[16] bloomberg
[15] go
[14] going
[13] virginia
[13] good
[12] vote

Top Words in Tweet in G9:
[502] dataprogress
[159] bernie
[91] iamjusthere4be1
[83] breakingnorfolk
[82] jwgerard773
[79] sanders
[71] trump
[65] biden
[65] ettc19
[59] lsarsour

Top Words in Tweet in G10:
[146] dataprogress
[144] biden
[140] sanders
[116] warren
[109] buttigieg
[100] klobuchar
[97] changepolls
[93] #biden
[92] bloomberg
[89] morningconsult

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2264] dataprogress,poll
[1969] poll,sanders
[1831] ppollingnumbers,dataprogress
[1586] dataprogress,swayable
[1575] super,tuesday
[1492] dataprogress,polls
[1350] over,45
[1295] 75,respondents
[1293] respondents,over
[1292] cross,tabs

Top Word Pairs in Tweet in G1:
[1767] dataprogress,poll
[1703] poll,sanders
[1104] dataprogress,polls
[1032] latino,voters
[1016] sanders,51
[1016] 51,bloomberg
[1004] 10,klobuchar
[990] 23,25
[985] warren,11
[983] 11,buttigieg

Top Word Pairs in Tweet in G2:
[1653] ppollingnumbers,dataprogress
[686] politics_polls,dataprogress
[263] dataprogress,poll
[219] dataprogress,polls
[187] arij323,ppollingnumbers
[173] buttigieg,klobuchar
[160] super,tuesday
[155] 10,klobuchar
[151] biden,25
[144] #new,dataprogress

Top Word Pairs in Tweet in G3:
[1210] over,45
[1180] 75,respondents
[1179] gt,75
[1179] respondents,over
[1179] keep,fighting
[1177] cross,tabs
[1177] tabs,gt
[1177] 45,re
[1177] re,trying
[1177] trying,depress

Top Word Pairs in Tweet in G4:
[1432] dataprogress,swayable
[852] natesilver538,dataprogress
[535] super,tuesday
[471] swayable,polls
[470] quite,good
[467] polls,super
[467] good,biden
[466] tuesday,state
[466] state,dataprogress
[466] polls,quite

Top Word Pairs in Tweet in G5:
[358] seanmcelwee,dataprogress
[192] _jon_green,dataprogress
[167] dataprogress,b_schaffner
[155] seanmcelwee,chrislhayes
[133] sexism,penalty
[127] swear,intend
[127] intend,pre
[127] pre,write
[127] write,b_schaffner
[127] b_schaffner,dug

Top Word Pairs in Tweet in G6:
[209] big,assumptions
[209] assumptions,impute
[209] impute,second
[209] second,choices
[209] choices,vote
[209] vote,goes
[209] goes,way
[209] way,warren
[209] warren,amp
[209] amp,bloomberg

Top Word Pairs in Tweet in G7:
[211] mattyglesias,dataprogress
[139] briebriejoy,mattyglesias
[50] dataprogress,populismupdates
[29] dataprogress,poll
[28] realmrmeeseeks_,dataprogress
[26] relentlessyapp,mattyglesias
[24] briebriejoy,relentlessyapp
[22] super,tuesday
[21] dataprogress,polls
[19] young,people

Top Word Pairs in Tweet in G8:
[6] data,progress
[6] super,tuesday
[3] looking,good
[3] elizabeth,warren
[3] south,carolina
[3] favorable,66
[3] 66,unfavorable
[3] biden,gt
[2] state,ve
[2] ve,volunteered

Top Word Pairs in Tweet in G9:
[87] iamjusthere4be1,dataprogress
[58] jwgerard773,dataprogress
[58] dataprogress,lsarsour
[50] ppollingnumbers,dataprogress
[48] badsunak,dataprogress
[46] breakingnorfolk,iamjusthere4be1
[45] joebos617,ppollingnumbers
[42] dataprogress,a_pitts515
[42] ettc19,dataprogress
[40] hertzenterprise,iamjusthere4be1

Top Word Pairs in Tweet in G10:
[87] morningconsult,changepolls
[87] changepolls,atlas_intel
[85] atlas_intel,senatorreid
[85] senatorreid,betoorourke
[85] betoorourke,repescobar
[85] repescobar,repmarciafudge
[85] repmarciafudge,kamalaharris
[84] kamalaharris,emilyslist
[75] emilyslist,dataprogress
[63] dataprogress,natesilver538

Top Replied-To
Top Replied-To in Entire Graph:
@dataprogress
@ppollingnumbers
@natesilver538
@politics_polls
@seanmcelwee
@wiiziwiig
@briebriejoy
@breakingnorfolk
@ferric242
@loyddmongo

Top Replied-To in G1:
@dataprogress
@karpmj
@ppollingnumbers
@some_meaning
@zerogbadillion
@xternaleternal
@albertine_uws
@politics_polls
@badbunnytwitch
@chuckrocha

Top Replied-To in G2:
@ppollingnumbers
@dataprogress
@politics_polls
@ferric242
@loyddmongo
@fffiii2020
@esaagar
@natesilver538
@mikeroyce34
@mocean218

Top Replied-To in G3:
@dataprogress
@oxygenliker
@dicey__
@guillotineshout
@mags_mclaugh
@seanmcelwee
@ppollingnumbers
@breakingbraavos
@mrburgerboy
@paul_dalen

Top Replied-To in G4:
@natesilver538
@dataprogress
@botrosabudjej
@ppete2020
@adawgma
@ppollingnumbers
@politics_polls
@dylanmolloy3
@justin_reuben
@the_r341_samu3l

Top Replied-To in G5:
@seanmcelwee
@dataprogress
@wiiziwiig
@ceolaf
@specialpuppy1
@janzilinsky
@usarpp
@_jon_green
@jnoisecat
@kennygoo

Top Replied-To in G6:
@hardogsnight
@chelounger
@seanmcelwee
@jnoisecat
@jnlcgrmn
@ajentleson
@notrumpformet

Top Replied-To in G7:
@briebriejoy
@mattyglesias
@dataprogress
@realmrmeeseeks_
@pauljamesjunior
@briancoswald
@yfmoharram
@bibleasshole
@guffjasper
@lovingislivingx

Top Replied-To in G8:

Top Replied-To in G9:
@breakingnorfolk
@jwgerard773
@hertzenterprise
@dataprogress
@317spier
@uplink2
@humanchain5
@granolalesbian
@condemnedswine
@tolle55319974

Top Replied-To in G10:
@morningconsult
@dataprogress
@mathieugallard
@nbcnews
@clemsonuniv
@ppppolls
@unautreregard_
@yougovus
@shahidforchange
@changepolls

Top Mentioned
Top Mentioned in Entire Graph:
@dataprogress
@swayable
@ppollingnumbers
@natesilver538
@berkeleyigs
@politics_polls
@seanmcelwee
@b_schaffner
@chrislhayes
@_jon_green

Top Mentioned in G1:
@dataprogress
@berkeleyigs
@karpmj
@ppollingnumbers
@50linesonly
@kevinmkruse
@zerogbadillion
@albertine_uws
@gbrockell
@steamyporkbuns

Top Mentioned in G2:
@dataprogress
@ppollingnumbers
@politics_polls
@arij323
@berniesanders
@emersonpolling
@fivethirtyeight
@joebiden
@leantossup
@decisiondeskhq

Top Mentioned in G3:
@dataprogress
@thesaltwithin1
@mags_mclaugh
@dudesterthe
@paul_dalen
@berkeleyigs
@berniesanders
@mdc_dsa
@arjavrawal
@politics_polls

Top Mentioned in G4:
@dataprogress
@swayable
@natesilver538
@botrosabudjej
@esaagar
@geoffreyvs
@acharmedlife4me
@politics_polls
@fungeonmaster1
@bacongrillin123

Top Mentioned in G5:
@dataprogress
@seanmcelwee
@b_schaffner
@chrislhayes
@_jon_green
@ewarren
@repshalala
@johnlray
@philippemicheal
@ethanbwinter

Top Mentioned in G6:
@dataprogress
@kerryeleveld
@ajentleson
@nycsouthpaw
@seanmcelwee
@fivethirtyeight
@b_schaffner
@rachelpopp7

Top Mentioned in G7:
@dataprogress
@mattyglesias
@briebriejoy
@populismupdates
@relentlessyapp
@realmrmeeseeks_
@bobsimms1978
@lovingislivingx
@guffjasper
@seanmcelwee

Top Mentioned in G9:
@dataprogress
@iamjusthere4be1
@ettc19
@lsarsour
@junkiechurch
@ppollingnumbers
@badsunak
@joebos617
@a_pitts515
@granolalesbian

Top Mentioned in G10:
@dataprogress
@changepolls
@atlas_intel
@betoorourke
@senatorreid
@repescobar
@repmarciafudge
@kamalaharris
@emilyslist
@natesilver538

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@paoloigna1
@solutioneer72
@zerglinator
@mattmurph24
@cagney1991
@sharneal
@roblwilson
@rjber15
@thepoliticalcat

Top Tweeters in G1:
@missb62
@solutioneer72
@mattmurph24
@roblwilson
@thepoliticalcat
@twitlertwit
@drdaveanddee
@thereal_rebel
@myplace4u
@truthglow

Top Tweeters in G2:
@justiceoutcry
@thehill
@bamaperry
@anoldlefty
@spryguy
@eddieiscaligula
@costanzo740
@katgodspell
@abc
@redwoodgirl

Top Tweeters in G3:
@zerglinator
@bernieupstateny
@leoluminary
@catswithbats
@dualgrey
@boogwinchester
@progressivedrey
@young_maymay
@riffs_man
@stewartsmithtwt

Top Tweeters in G4:
@argojournal
@serendipitysays
@kenkircher1
@leehillerlondon
@sylviaz1913
@mdjacksondallas
@kjones88swag
@pinchandscrimp
@davidpsdem
@limeylizzie

Top Tweeters in G5:
@cagney1991
@rjber15
@threadreaderapp
@b1e56df9ce6549f
@damonbethea1
@gpwriter
@sueleugers
@tyberzannxxxx
@reuters
@llama_strudel

Top Tweeters in G6:
@inspiteoftrump
@talkintou
@_silversmith
@wellness4you13
@wise_diva
@hester_hen
@johnnydee62
@nycsouthpaw
@iamsophianelson
@vonkarama

Top Tweeters in G7:
@dgendvil
@freeandclear1
@masg66
@reesetheone1
@weldtowrite
@bluthx
@brownsugar7878
@sponson
@treasonhappens
@bstnboy

Top Tweeters in G8:
@ifortknox
@saodionisio
@ruckcohlchez
@rascalfkennedy
@beltransmole23
@privateopinion9
@lim_observer
@backyardconserv
@trillscottp
@dansilver2

Top Tweeters in G9:
@overunderclover
@drkc4
@uspatriotdude90
@mykiwitwit
@cujowasagoodboy
@cheryl_smith1
@supertwaddle
@teambernie27001
@matunos
@littlemeanj9

Top Tweeters in G10:
@paoloigna1
@complaymentdo
@wcvb
@pouceopposable
@latimes
@uninoticias
@nbcnews
@cbsnews
@abc7
@newson6


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