pew research, Twitter, 8/20/2020 3:15:00 AM, 233065
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pew research_2020-08-19_19-18-06.xlsx
pew research_2020-08-19_19-18-06.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
August 20, 2020
Short Description:
pew research via NodeXL https://bit.ly/3gaLwbD
@johnjharwood
@chsommers
@realstevenwalk
@sruhle
@pewtrusts
@realdonaldtrump
@northphx_foodlv
@pewenvironment
@pewstates
@aclomaxallen

Top hashtags:
#covid19
#climatechange
#antibiotics
#mangroves
#antibioticresistance

Description:
Description
The graph represents a network of 7,842 Twitter users whose tweets in the requested range contained "pew research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 20 August 2020 at 02:22 UTC.

The requested start date was Thursday, 20 August 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 7-day, 1-hour, 11-minute period from Wednesday, 12 August 2020 at 15:57 UTC to Wednesday, 19 August 2020 at 17:09 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 : 7842
Unique Edges : 1681
Edges With Duplicates : 13434
Total Edges : 15115
Number of Edge Types : 5
Mentions : 845
MentionsInRetweet : 6864
Tweet : 477
Replies to : 361
Retweet : 6568
Self-Loops : 490
Reciprocated Vertex Pair Ratio : 0.00298546209761163
Reciprocated Edge Ratio : 0.00595315128769251
Connected Components : 566
Single-Vertex Connected Components : 238
Maximum Vertices in a Connected Component : 6067
Maximum Edges in a Connected Component : 12835
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 3.209806
Graph Density : 0.000125664503714982
Modularity : 0.422461
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 7,842 Twitter users whose tweets in the requested range contained "pew research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 20 August 2020 at 02:22 UTC.

The requested start date was Thursday, 20 August 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 7-day, 1-hour, 11-minute period from Wednesday, 12 August 2020 at 15:57 UTC to Wednesday, 19 August 2020 at 17:09 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 : GraphServerTwitterSearch
Graph Term : pew research
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 : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[15] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/13/struggling-farmers-work-with-overwhelmed-food-banks-to-stay-afloat
[14] https://www.pewresearch.org/fact-tank/2020/07/20/as-covid-19-cases-increase-most-americans-support-no-excuse-absentee-voting/
[12] https://www.pewresearch.org/hispanic/2020/08/11/about-one-in-four-u-s-hispanics-have-heard-of-latinx-but-just-3-use-it/
[12] https://www.pewresearch.org/politics/2020/08/13/election-2020-voters-are-highly-engaged-but-nearly-half-expect-to-have-difficulties-voting/
[11] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/18/how-misinformation-federalism-and-selfishness-hampered-americas-virus-response
[9] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/antibiotic-resistant-bacteria-is-a-growing-threat
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/13/struggling-farmers-work-with-overwhelmed-food-banks-to-stay-afloat?utm_campaign=financeandeconomy_stl___covid_____&utm_source=twitter_trusts&utm_medium=social&utm_content=statelinearticle_general____linkcard_&utm_term=___fact
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/17/what-reopening-unemployment-stays-high-amid-claims-struggles
[6] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/13/struggling-farmers-work-with-overwhelmed-food-banks-to-stay-afloat?utm_campaign=financeandeconomy_stl___covid_____&utm_source=twitter_states&utm_medium=social&utm_content=statelinearticle_general____linkcard_&utm_term=___fact
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/08/17/fishery-managers-should-ensure-accurate-data-collection-even-during-a-pandemic

Top URLs in Tweet in G1:
[1] https://www.pewresearch.org/politics/2020/08/13/election-2020-voters-are-highly-engaged-but-nearly-half-expect-to-have-difficulties-voting/
[1] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/13/struggling-farmers-work-with-overwhelmed-food-banks-to-stay-afloat
[1] https://www.pewresearch.org/fact-tank/2020/08/14/why-are-covid-19-cases-rising-in-u-s-republicans-point-to-more-testing-democrats-to-more-infections/

Top URLs in Tweet in G3:
[3] https://www.pewresearch.org/fact-tank/2020/05/14/the-state-of-the-u-s-postal-service-in-8-charts/
[1] https://twitter.com/PewHispanic/status/1293246115475869700

Top URLs in Tweet in G4:
[7] https://www.pewresearch.org/politics/2020/08/13/election-2020-voters-are-highly-engaged-but-nearly-half-expect-to-have-difficulties-voting/
[6] https://www.pewresearch.org/hispanic/2020/08/11/about-one-in-four-u-s-hispanics-have-heard-of-latinx-but-just-3-use-it/
[6] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/13/struggling-farmers-work-with-overwhelmed-food-banks-to-stay-afloat
[3] https://www.globaldiasporanews.com/methodology-pew-research-center-13/
[3] https://www.globaldiasporanews.com/a-resource-for-state-preelection-polling-pew-research-center-methods/
[3] https://www.globaldiasporanews.com/methods-101-video-survey-question-wording-pew-research-center-methods/
[2] https://www.pewresearch.org/global/2020/07/20/the-global-god-divide/
[2] https://www.pewresearch.org/fact-tank/2020/05/14/the-state-of-the-u-s-postal-service-in-8-charts/
[2] https://www.pewresearch.org/politics/2020/04/09/public-holds-broadly-favorable-views-of-many-federal-agencies-including-cdc-and-hhs/
[2] https://reflectionsbyken.wordpress.com/2020/06/23/how-does-islam-differ-from-christianity/

Top URLs in Tweet in G5:
[9] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/antibiotic-resistant-bacteria-is-a-growing-threat
[8] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/18/how-misinformation-federalism-and-selfishness-hampered-americas-virus-response
[8] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/13/struggling-farmers-work-with-overwhelmed-food-banks-to-stay-afloat
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/13/struggling-farmers-work-with-overwhelmed-food-banks-to-stay-afloat?utm_campaign=financeandeconomy_stl___covid_____&utm_source=twitter_trusts&utm_medium=social&utm_content=statelinearticle_general____linkcard_&utm_term=___fact
[6] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/13/struggling-farmers-work-with-overwhelmed-food-banks-to-stay-afloat?utm_campaign=financeandeconomy_stl___covid_____&utm_source=twitter_states&utm_medium=social&utm_content=statelinearticle_general____linkcard_&utm_term=___fact
[6] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/17/what-reopening-unemployment-stays-high-amid-claims-struggles
[5] https://www.pewtrusts.org/en/research-and-analysis/fact-sheets/2019/07/21-million-americans-still-lack-broadband-connectivity
[4] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/governors-2020-priorities-in-their-own-words
[4] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/19/these-states-arent-waiting-for-the-feds-to-create-covid-19-worker-safety-rules
[4] https://www.pewtrusts.org/en/research-and-analysis/reports/2020/02/how-states-are-expanding-broadband-access

Top URLs in Tweet in G6:
[2] https://www.pewresearch.org/politics/2020/06/30/publics-mood-turns-grim-trump-trails-biden-on-most-personal-traits-major-issues/
[2] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/24/black-businesses-largely-miss-out-on-opportunity-zone-money
[2] https://www.pewsocialtrends.org/essay/an-early-look-at-the-2020-electorate/
[1] https://www.pewtrusts.org/~/media/legacy/uploadedfiles/pcs_assets/2012/pewupgradingvoterregistrationpdf.pdf
[1] https://twitter.com/realDonaldTrump/status/1296079095479050241
[1] https://www.pewresearch.org/politics/2019/03/14/political-independents-who-they-are-what-they-think/
[1] https://cnn.it/3gVVSxk
[1] https://www.pewresearch.org/fact-tank/2017/01/20/obama-used-more-clemency-power/?amp=1
[1] https://www.pewsocialtrends.org/2018/04/25/the-changing-profile-of-unmarried-parents/
[1] https://www.pewresearch.org/fact-tank/2020/05/26/coronavirus-death-toll-is-heavily-concentrated-in-democratic-congressional-districts/?amp=1

Top URLs in Tweet in G7:
[2] https://twitter.com/queerxichisme/status/1293938946599038976
[1] https://twitter.com/germanrlopez/status/1293246049788846081

Top URLs in Tweet in G8:
[3] https://www.pewtrusts.org/en/research-and-analysis/reports/2020/03/a-path-to-creating-the-first-generation-of-high-seas-protected-areas?utm_campaign=conservation_olhs_oceans_______&utm_source=twitter_trusts&utm_medium=social&utm_content=report_general____gallery_&utm_term=___
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/08/05/new-marine-park-in-australias-northern-territory-protects-a-flourishing-ecosystem?utm_campaign=conservation_aus________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/07/23/breaking-the-plastic-wave-top-findings
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/07/22/fisheries-subsidies-reform-could-reduce-overfishing-and-illegal-fishing-case-studies-find?utm_campaign=conservation_rhfs________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/08/04/map-of-scott-islands-highlights-important-areas-for-migratory-birds?utm_campaign=conservation_clco_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_vastseas____map_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/07/09/how-a-coast-guard-career-led-to-the-illegal-fishing-fight?utm_campaign=conservation_intf_oceans_illegalfishing______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/08/03/nature-based-solutions-can-help-rebuild-economies-after-covid-19?utm_campaign=conservation_cwcr________&utm_source=twitter_environment&utm_medium=social&utm_content=article_climateresilience____photo_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/08/05/tribes-and-wildlife-would-benefit-under-custer-gallatin-national-forest-plan?utm_campaign=conservation_usplrc_land_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_blmforestsvc____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/08/03/nature-based-solutions-can-help-rebuild-economies-after-covid-19?utm_campaign=conservation_cwcr________&utm_source=twitter_environment&utm_medium=social&utm_content=article_climateresilience____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/08/04/french-polynesia-to-seek-large-scale-biosphere-reserve-in-austral-islands?utm_campaign=conservation_pbol_oceans_marineprotectedareas______&utm_source=twitter_eu&utm_medium=social&utm_content=article_mpasneeded____linkcard_&utm_term=___

Top URLs in Tweet in G9:
[3] https://www.pewresearch.org/fact-tank/2020/08/13/the-u-s-budget-deficit-is-rising-amid-covid-19-but-public-concern-about-it-is-falling/
[1] https://www.newsweek.com/56-joe-biden-voters-are-voting-because-he-not-trump-new-poll-says-1525259
[1] https://www.marketwatch.com/story/i-was-in-so-much-fear-that-i-started-running-asian-americans-must-grapple-with-racism-as-well-as-the-coronavirus-pandemic-2020-08-13

Top URLs in Tweet in G10:
[1] https://www.pewresearch.org/fact-tank/2020/06/18/three-in-ten-or-more-democrats-and-republicans-dont-agree-with-their-party-on-abortion/

Top Domains
Top Domains in Tweet in Entire Graph:
[269] pewtrusts.org
[174] pewresearch.org
[39] twitter.com
[9] globaldiasporanews.com
[9] pewsocialtrends.org
[7] pewforum.org
[7] npr.org
[7] medium.com
[7] time.com
[6] washingtonpost.com

Top Domains in Tweet in G1:
[2] pewresearch.org
[1] pewtrusts.org

Top Domains in Tweet in G3:
[3] pewresearch.org
[1] twitter.com

Top Domains in Tweet in G4:
[68] pewresearch.org
[22] pewtrusts.org
[15] twitter.com
[9] globaldiasporanews.com
[4] tweetedtimes.com
[4] wordpress.com
[2] npr.org
[2] yahoo.com
[2] apnews.com
[2] catholicculture.org

Top Domains in Tweet in G5:
[186] pewtrusts.org
[5] twitter.com
[2] pew.org
[1] ama-assn.org

Top Domains in Tweet in G6:
[9] pewresearch.org
[4] pewtrusts.org
[3] pewsocialtrends.org
[2] npr.org
[1] twitter.com
[1] cnn.it
[1] medium.com
[1] ksltv.com
[1] civilbeat.org
[1] apple.news

Top Domains in Tweet in G7:
[3] twitter.com

Top Domains in Tweet in G8:
[42] pewtrusts.org
[1] twitter.com
[1] pewforum.org

Top Domains in Tweet in G9:
[3] pewresearch.org
[1] newsweek.com
[1] marketwatch.com

Top Domains in Tweet in G10:
[1] pewresearch.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[49] covid19
[18] climatechange
[16] antibiotics
[15] mangroves
[13] antibioticresistance
[13] greatamericanoutdoorsact
[12] antibiotic
[12] latinx
[10] coastalwetlands
[8] breakingtheplasticwave



Top Hashtags in Tweet in G3:
[6] latinx
[1] latinxisracist

Top Hashtags in Tweet in G4:
[2] covid19
[2] pewresearch
[2] borderobserver
[2] job
[1] keeponmoving
[1] stillmoving
[1] gogroupadventures
[1] hispanic
[1] biden
[1] trump

Top Hashtags in Tweet in G5:
[39] covid19
[16] antibiotics
[13] antibioticresistance
[12] antibiotic
[5] climatechange
[5] broadband
[5] unemployment
[4] philadelphia
[3] coronavirus
[2] economic

Top Hashtags in Tweet in G6:
[1] votebymail2020
[1] rcp
[1] factsmatter

Top Hashtags in Tweet in G8:
[14] mangroves
[13] greatamericanoutdoorsact
[12] climatechange
[10] coastalwetlands
[8] breakingtheplasticwave
[2] sharkweek
[2] menhaden
[2] covid19
[1] seagrass
[1] indianriverlagoon

Top Words
Top Words in Tweet in Entire Graph:
[9309] trump
[9230] biden
[6413] pew
[6338] research
[5010] whites
[4810] college
[4802] without
[4762] johnjharwood
[4734] poll
[4619] national

Top Words in Tweet in G1:
[8890] trump
[8889] biden
[4673] johnjharwood
[4673] without
[4673] college
[4638] whites
[4467] pew
[4466] research
[4463] poll
[4462] national

Top Words in Tweet in G2:
[294] pew
[294] research
[269] priority
[269] postal
[269] service
[269] serve
[269] american
[269] people
[269] make
[269] money

Top Words in Tweet in G3:
[260] research
[259] pew
[248] whites
[247] chsommers
[247] center
[247] 2019
[247] majority
[247] 78
[247] blacks
[247] 62

Top Words in Tweet in G4:
[256] pew
[238] research
[147] center
[45] americans
[40] more
[37] according
[36] trump
[33] survey
[28] voters
[28] vote

Top Words in Tweet in G5:
[106] pewtrusts
[70] pewstates
[53] states
[39] #covid19
[34] state
[30] americans
[28] food
[25] million
[23] help
[21] federal

Top Words in Tweet in G6:
[65] research
[64] pew
[38] realdonaldtrump
[34] trump
[29] biden
[22] center
[15] poll
[13] 30
[13] without
[13] college

Top Words in Tweet in G7:
[161] queerxichisme
[144] lgbt
[139] latin
[122] people
[120] irony
[120] using
[120] white
[120] woke
[120] erase
[120] progressive

Top Words in Tweet in G8:
[132] pewenvironment
[61] marine
[49] life
[44] migratory
[44] 10
[40] habitat
[37] 50
[35] provide
[34] high
[34] seas

Top Words in Tweet in G9:
[118] research
[117] pew
[92] joebiden
[91] year
[90] vote
[89] survey
[89] quotes
[89] 37
[89] old
[89] southerner

Top Words in Tweet in G10:
[103] pew
[103] research
[99] know
[99] center
[98] record
[98] 83
[98] voters
[98] really
[98] matters
[98] wins

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6265] pew,research
[4791] without,college
[4752] whites,without
[4569] college,degree
[4566] national,poll
[4565] research,national
[4563] degree,trump
[4529] trump,64
[4529] 64,biden
[4529] biden,34

Top Word Pairs in Tweet in G1:
[4673] without,college
[4638] whites,without
[4465] pew,research
[4462] research,national
[4462] national,poll
[4461] college,degree
[4461] degree,trump
[4427] everyone,biden
[4426] poll,whites
[4426] trump,64

Top Word Pairs in Tweet in G2:
[294] pew,research
[269] priority,postal
[269] postal,service
[269] service,serve
[269] serve,american
[269] american,people
[269] people,make
[269] make,money
[269] money,according
[269] according,april

Top Word Pairs in Tweet in G3:
[259] pew,research
[247] research,center
[247] center,2019
[247] 2019,majority
[247] majority,whites
[247] whites,78
[247] 78,blacks
[247] blacks,62
[247] 62,hispanics
[247] hispanics,65

Top Word Pairs in Tweet in G4:
[224] pew,research
[147] research,center
[25] according,pew
[20] pew,charitable
[20] charitable,trusts
[14] postal,service
[13] covid,19
[12] center,survey
[10] research,poll
[9] social,media

Top Word Pairs in Tweet in G5:
[21] million,americans
[15] rising,again
[15] covid,19
[13] 17,million
[13] americans,face
[13] face,food
[13] food,insecurity
[13] insecurity,result
[13] result,pandemic
[13] pandemic,according

Top Word Pairs in Tweet in G6:
[61] pew,research
[21] research,center
[13] without,college
[12] presssec,realdonaldtrump
[12] realdonaldtrump,wonder
[12] wonder,pouts
[12] pouts,making
[12] making,ostentatious
[12] ostentatious,display
[12] display,finally

Top Word Pairs in Tweet in G7:
[120] irony,using
[120] using,white
[120] white,woke
[120] woke,people
[120] people,erase
[120] erase,progressive
[120] progressive,lgbt
[120] lgbt,folks
[120] folks,latin
[120] latin,america

Top Word Pairs in Tweet in G8:
[39] marine,life
[34] high,seas
[34] seas,provide
[34] provide,habitat
[34] habitat,migratory
[34] migratory,routes
[34] routes,sharks
[34] sharks,marine
[34] 10,spots
[34] spots,ripe

Top Word Pairs in Tweet in G9:
[117] pew,research
[89] research,survey
[89] survey,quotes
[89] quotes,37
[89] 37,year
[89] year,old
[89] old,southerner
[89] southerner,saying
[89] saying,joebiden
[89] joebiden,vote

Top Word Pairs in Tweet in G10:
[103] pew,research
[99] research,center
[98] record,83
[98] 83,voters
[98] voters,know
[98] know,really
[98] really,matters
[98] matters,wins
[98] wins,year
[98] year,pew

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@_ramblr_
@richardgrenell
@johnjharwood
@baroquespiral
@markmeadows
@jvalencia151
@amjoyshow
@pewresearch
@a_byzantine

Top Replied-To in G1:
@johnjharwood

Top Replied-To in G3:
@4evernevertrump
@danheitz
@chsommers

Top Replied-To in G6:
@realdonaldtrump
@baroquespiral
@markmeadows
@amjoyshow
@therealkenecik
@elem_penguins
@miggssd1964
@fuckblm13
@nazka1108
@leedavis113

Top Replied-To in G7:
@pockicchi
@queerxichisme

Top Replied-To in G9:
@kristya26221234
@charliekirk11
@goosegandermom
@realdonaldtrump
@e_man_ou1
@sunnyshine1976
@realjameswoods
@lorigilc
@cynthiafallon3
@flightcrew

Top Mentioned
Top Mentioned in Entire Graph:
@johnjharwood
@sruhle
@chsommers
@queerxichisme
@pewenvironment
@pewtrusts
@larrysabato
@joebiden
@thedemcoalition
@pewstates

Top Mentioned in G1:
@johnjharwood
@dj_brucebanner
@lawrence

Top Mentioned in G2:
@sruhle
@johnjharwood
@chrisstirewalt

Top Mentioned in G3:
@chsommers
@lalodagach
@londongal_63
@thebadnewsb
@atrupar
@4evernevertrump
@danheitz
@johnjharwood

Top Mentioned in G4:
@bizy94
@blogdiva
@60sfolks

Top Mentioned in G5:
@pewtrusts
@pewstates
@saveantibiotics
@feedingamerica
@vanderbiltu
@pewhealth
@sleiseca
@mazen_kheirbek
@hygetahun
@an_catherine

Top Mentioned in G6:
@realdonaldtrump
@montyboa99
@presssec
@gop
@cnn
@potus
@hkrassenstein
@beansandrodda
@andrewyang
@kaitlancollins

Top Mentioned in G7:
@queerxichisme
@r3dridinghoodie

Top Mentioned in G8:
@pewenvironment
@peweurope
@fixourparksus
@asmfc
@pewtrusts
@ecologywa
@pewstates
@bertarelli_fdn
@zmgreenberg
@ucfcoastal

Top Mentioned in G9:
@joebiden
@thedemcoalition
@johnjharwood
@realdonaldtrump
@realjameswoods
@sruhle
@kamalaharris
@intenseca
@4_the_babies
@barackobama

Top Mentioned in G10:
@larrysabato
@johnjharwood

Top Tweeters
Top Tweeters in Entire Graph:
@pairsonnalites
@_redfrog
@thereal_rebel
@debilu2
@tempodotco
@homegypsy
@onahunttoday
@faby_nava77
@cheezwitham
@kenkircher1

Top Tweeters in G1:
@thereal_rebel
@debilu2
@homegypsy
@onahunttoday
@cheezwitham
@kenkircher1
@stockguy61
@davidbewart
@kak089
@1loriking

Top Tweeters in G2:
@kiaspeaks
@sheiladecker19
@wellness4you13
@micjojd
@briangrnotabot
@antipandemonium
@gregmroscoe
@dsochoa
@skepmi
@tempkt

Top Tweeters in G3:
@madanabhat
@betseyross
@sunilkumaraus
@purrpatrol
@jfcarpio
@real_dr_roy
@rguezcheca
@athe1stp0wer
@mariame42546452
@pups4potus

Top Tweeters in G4:
@pairsonnalites
@tempodotco
@blogdiva
@drpatfarrell
@rpstranslations
@watchingeye
@omahagemgirl
@blodico
@banromulanbirds
@jedidahdavid

Top Tweeters in G5:
@cwharlow
@npsusa
@mr_spock
@suzanneinlgb
@mary_swilling
@watchdogsniffer
@vievararosel
@jennykim
@marierose42
@conjja

Top Tweeters in G6:
@reuters
@huffpost
@foxnews
@gmanfan45
@cnn
@ap
@nbcnews
@msnbc
@freddyatton
@todayshow

Top Tweeters in G7:
@moreandagain
@linluv5
@bartzebest
@smeezewitme
@backthatelfup
@sirjamesa12
@kathrina_mia
@upthetwerx
@transcomics
@lorenacupcake

Top Tweeters in G8:
@_redfrog
@dgendvil
@willseattle
@dawnroseturner
@akaxochi
@trudaoceans
@missnea1968
@moisturevapor8r
@ana_captures
@thereisanocean

Top Tweeters in G9:
@wismiss3
@deansherrys
@marykeithbare1
@passarelliallan
@lrihendry
@northwind1ndn
@ebner_jane
@polillitam
@intenseca
@otoolefan

Top Tweeters in G10:
@raygibbs1
@cece_23spalding
@jamessemaj1220
@theresaschroe14
@paladine
@rosierifka
@nanaware1
@visiblesoul
@deb_tiva
@quarryco


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