pew research, Twitter, 8/27/2020 2:41:23 AM, 233624
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pew research_2020-08-26_19-18-06.xlsx
pew research_2020-08-26_19-18-06.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
August 27, 2020
Short Description:
pew research via NodeXL https://bit.ly/3jjR71u
@johnjharwood
@chsommers
@sruhle
@realdonaldtrump
@pewtrusts
@realstevenwalk
@northphx_foodlv
@aclomaxallen
@pewenvironment
@valkayec

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

Description:
Description
The graph represents a network of 7,949 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, 27 August 2020 at 02:21 UTC.

The requested start date was Thursday, 27 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, 2-hour, 10-minute period from Friday, 14 August 2020 at 14:54 UTC to Friday, 21 August 2020 at 17:05 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 : 7949
Unique Edges : 1916
Edges With Duplicates : 13318
Total Edges : 15234
Number of Edge Types : 5
Replies to : 412
Mentions : 1039
MentionsInRetweet : 6798
Retweet : 6461
Tweet : 524
Self-Loops : 541
Reciprocated Vertex Pair Ratio : 0.00306787677361626
Reciprocated Edge Ratio : 0.00611698738371352
Connected Components : 601
Single-Vertex Connected Components : 256
Maximum Vertices in a Connected Component : 5993
Maximum Edges in a Connected Component : 12713
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 3.322313
Graph Density : 0.000124203346408847
Modularity : 0.436227
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 7,949 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, 27 August 2020 at 02:21 UTC.

The requested start date was Thursday, 27 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, 2-hour, 10-minute period from Friday, 14 August 2020 at 14:54 UTC to Friday, 21 August 2020 at 17:05 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/2020/08/19/these-states-arent-waiting-for-the-feds-to-create-covid-19-worker-safety-rules
[14] 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/
[13] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/18/how-misinformation-federalism-and-selfishness-hampered-americas-virus-response
[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/articles/2020/08/17/fishery-managers-should-ensure-accurate-data-collection-even-during-a-pandemic
[10] https://www.pewresearch.org/global/2020/07/30/americans-fault-china-for-its-role-in-the-spread-of-covid-19/
[9] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/20/black-history-instruction-gets-new-emphasis-in-many-states
[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

Top URLs in Tweet in G1:
[2] 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:
[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.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/13/struggling-farmers-work-with-overwhelmed-food-banks-to-stay-afloat
[4] https://www.pewresearch.org/internet/2020/08/19/most-americans-think-social-media-sites-censor-political-viewpoints/
[3] https://www.pewresearch.org/hispanic/2020/08/11/about-one-in-four-u-s-hispanics-have-heard-of-latinx-but-just-3-use-it/
[3] https://www.globaldiasporanews.com/acknowledgments-pew-research-center-16/
[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/
[3] https://www.globaldiasporanews.com/methodology-pew-research-center-13/
[3] https://spinfuel.com/effects-of-marijuana-legalization-on-employment-law/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://www.pewresearch.org/fact-tank/2020/05/14/the-state-of-the-u-s-postal-service-in-8-charts/

Top URLs in Tweet in G4:
[3] https://www.pewresearch.org/fact-tank/2020/05/14/the-state-of-the-u-s-postal-service-in-8-charts/

Top URLs in Tweet in G5:
[10] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/18/how-misinformation-federalism-and-selfishness-hampered-americas-virus-response
[10] 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
[8] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/20/black-history-instruction-gets-new-emphasis-in-many-states
[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/2020/08/13/struggling-farmers-work-with-overwhelmed-food-banks-to-stay-afloat
[6] 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/articles/2020/08/17/fishery-managers-should-ensure-accurate-data-collection-even-during-a-pandemic
[5] https://www.upi.com/Top_News/US/2020/08/20/Most-Americans-oppose-universal-basic-income-poll-shows/9631597927883/?utm_source=dlvr.it&utm_medium=twitter
[5] https://www.pewtrusts.org/en/research-and-analysis/reports/2020/02/how-states-are-expanding-broadband-access
[5] https://www.pewtrusts.org/en/research-and-analysis/fact-sheets/2019/07/21-million-americans-still-lack-broadband-connectivity

Top URLs in Tweet in G6:
[3] https://www.investors.com/politics/editorials/pew-research-center-study-shows-that-democrats-have-shifted-to-the-extreme-left/
[3] https://www.pewresearch.org/politics/2020/06/30/publics-mood-turns-grim-trump-trails-biden-on-most-personal-traits-major-issues/
[2] https://carjiescott.com/2018/06/17/cdc-report-on-fathers-involvement-proves-that-black-dads-are-most-involved-and-the-pew-research-center-reports-that-the-role-of-the-american-dad-is-changing/
[1] https://www.pewresearch.org/fact-tank/2020/05/26/coronavirus-death-toll-is-heavily-concentrated-in-democratic-congressional-districts/
[1] https://africanarguments.org/2020/08/20/why-do-so-many-nigerians-love-donald-trump/
[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://www.pewresearch.org/fact-tank/2017/01/20/obama-used-more-clemency-power/?amp=1
[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:
[1] https://humandefense.com/new-pew-research-poll-majority-of-country-believe-abortion-should-be-legal-in-all-most-cases/

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/2020/07/22/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=___
[3] 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=___
[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/2020/08/05/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/2020/08/06/western-states-use-science-and-data-to-safeguard-migrating-wildlife?utm_campaign=conservation_usplrc________&utm_source=twitter_environment&utm_medium=social&utm_content=article_migrations____linkcard_&utm_term=___
[2] 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=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/07/22/florida-suspends-apalachicola-oyster-fishing-to-help-species-rebound?utm_campaign=conservation_uso_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_oysters____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/07/29/three-reasons-to-protect-the-nolichucky-river-gorge?utm_campaign=conservation_usplrc________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/08/21/land-of-the-ancestors-thaidene-nene-celebrates-its-first-year?utm_campaign=conservation_ibc_land_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_climateresilience____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.axios.com/fbi-counterintelligence-china-election-interference-87aa1353-dd92-4010-baf7-cbb521179aa2.htmlttps:/foreignpolicy.com/2020/07/30/pew-research-trump-china-american-public/
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/08/03/nature-based-solutions-can-help-rebuild-economies-after-covid-19
[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:
[305] pewtrusts.org
[198] pewresearch.org
[49] twitter.com
[13] pewsocialtrends.org
[12] globaldiasporanews.com
[7] pewforum.org
[7] linkedin.com
[7] medium.com
[6] washingtonpost.com
[5] upi.com

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

Top Domains in Tweet in G3:
[72] pewresearch.org
[26] pewtrusts.org
[20] twitter.com
[12] globaldiasporanews.com
[6] linkedin.com
[5] pewsocialtrends.org
[4] tweetedtimes.com
[4] wordpress.com
[3] mensdivorce.com
[3] spinfuel.com

Top Domains in Tweet in G4:
[3] pewresearch.org

Top Domains in Tweet in G5:
[199] pewtrusts.org
[5] upi.com
[4] twitter.com
[2] pew.org

Top Domains in Tweet in G6:
[10] pewresearch.org
[3] investors.com
[2] carjiescott.com
[2] pewtrusts.org
[2] npr.org
[1] africanarguments.org
[1] twitter.com
[1] medium.com
[1] ksltv.com
[1] civilbeat.org

Top Domains in Tweet in G7:
[1] humandefense.com

Top Domains in Tweet in G8:
[41] pewtrusts.org
[1] pewforum.org

Top Domains in Tweet in G9:
[3] pewresearch.org
[1] axios.com
[1] pewtrusts.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:
[58] covid19
[28] climatechange
[18] antibiotic
[16] antibiotics
[15] mangroves
[14] greatamericanoutdoorsact
[13] antibioticresistance
[9] naturebasedsolutions
[9] usps
[8] coastalwetlands



Top Hashtags in Tweet in G1:
[1] registertovotenow
[1] 79days

Top Hashtags in Tweet in G3:
[4] socialmedia
[4] borderobserver
[3] genderequality
[3] survey
[3] research
[2] democrats
[2] covid19
[2] pew
[2] voting
[2] election2020

Top Hashtags in Tweet in G5:
[52] covid19
[7] bi2020
[5] climatechange
[5] broadband
[5] unemployment
[4] philadelphia
[3] antibiotic
[2] economic
[2] coronavirus
[2] foodinsecurity

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

Top Hashtags in Tweet in G8:
[23] climatechange
[14] mangroves
[14] greatamericanoutdoorsact
[8] coastalwetlands
[6] covid
[4] breakingtheplasticwave
[2] sharkweek
[2] pewmarinefellow
[1] boreal
[1] worldphotoday

Top Hashtags in Tweet in G9:
[9] naturebasedsolutions

Top Words
Top Words in Tweet in Entire Graph:
[8882] trump
[8808] biden
[6439] pew
[6394] research
[4819] whites
[4603] college
[4593] without
[4565] poll
[4548] johnjharwood
[4408] national

Top Words in Tweet in G1:
[8460] trump
[8459] biden
[4461] johnjharwood
[4461] without
[4461] college
[4426] whites
[4255] pew
[4254] research
[4250] poll
[4249] national

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

Top Words in Tweet in G3:
[279] pew
[261] research
[166] center
[51] according
[50] americans
[44] survey
[32] more
[31] voters
[30] trump
[30] 2020

Top Words in Tweet in G4:
[254] research
[253] pew
[248] whites
[247] chsommers
[247] center
[247] 2019
[247] majority
[247] 78
[247] blacks
[247] 62

Top Words in Tweet in G5:
[120] pewtrusts
[87] pewstates
[74] states
[52] #covid19
[44] state
[31] safety
[27] federal
[26] americans
[26] pandemic
[24] food

Top Words in Tweet in G6:
[79] research
[77] pew
[48] realdonaldtrump
[42] trump
[31] biden
[26] center
[17] without
[17] college
[16] poll
[15] 64

Top Words in Tweet in G7:
[161] pew
[161] research
[159] political
[159] division
[159] started
[159] under
[159] obama
[159] source
[159] center
[158] realsaavedra

Top Words in Tweet in G8:
[143] pewenvironment
[54] marine
[40] habitat
[40] life
[37] 50
[36] migratory
[36] 10
[36] economic
[35] based
[34] high

Top Words in Tweet in G9:
[116] pew
[116] research
[92] joebiden
[90] vote
[89] survey
[89] quotes
[89] 37
[89] year
[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:
[6309] pew,research
[4582] without,college
[4541] whites,without
[4358] college,degree
[4353] national,poll
[4352] research,national
[4350] degree,trump
[4318] trump,64
[4318] 64,biden
[4318] biden,34

Top Word Pairs in Tweet in G1:
[4461] without,college
[4426] whites,without
[4253] pew,research
[4249] research,national
[4249] national,poll
[4248] college,degree
[4248] degree,trump
[4213] poll,whites
[4213] trump,64
[4213] 64,biden

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

Top Word Pairs in Tweet in G3:
[251] pew,research
[166] research,center
[35] according,pew
[22] social,media
[19] pew,charitable
[19] charitable,trusts
[18] postal,service
[17] center,survey
[13] censor,political
[12] photo,credit

Top Word Pairs in Tweet in G4:
[253] 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 G5:
[19] covid,19
[16] rising,again
[16] million,americans
[12] safety,rules
[11] again,states
[10] re,knife
[10] knife,edge
[10] unemployment,appears
[10] appears,rising
[10] states,extra

Top Word Pairs in Tweet in G6:
[75] pew,research
[24] research,center
[17] without,college
[13] whites,without
[13] trump,64
[13] 64,biden
[13] biden,34
[13] 34,everyone
[13] everyone,biden
[13] biden,68

Top Word Pairs in Tweet in G7:
[161] pew,research
[159] political,division
[159] division,started
[159] started,under
[159] under,obama
[159] obama,source
[159] source,pew
[159] research,center
[158] realsaavedra,political
[3] major,cultural

Top Word Pairs in Tweet in G8:
[37] marine,life
[32] high,seas
[32] seas,provide
[32] provide,habitat
[32] habitat,migratory
[32] migratory,routes
[32] routes,sharks
[32] sharks,marine
[32] 10,spots
[32] spots,ripe

Top Word Pairs in Tweet in G9:
[116] 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
@sfluffel
@richardgrenell
@johnjharwood
@my_opinions34
@civildefense5
@sashabeauloux
@celsus46245348
@michaeljones1o
@goldaleahbatzvi

Top Replied-To in G1:
@johnjharwood

Top Replied-To in G4:
@4evernevertrump
@danheitz
@chsommers

Top Replied-To in G6:
@realdonaldtrump
@michaeljones1o
@proudsocialist
@aballsack2
@therealkenecik
@baroquespiral
@markmeadows
@openmind67
@pizzathehut3
@demconvention

Top Replied-To in G7:
@jvalencia151

Top Replied-To in G9:
@cxrhartt
@sunishername
@solidfreez
@charliekirk11
@chrislyons360
@realjameswoods
@realdonaldtrump
@e_man_ou1
@sunnyshine1976
@lorigilc

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

Top Mentioned in G1:
@johnjharwood
@dj_brucebanner
@porter_anderson
@pewresearch
@lawrence

Top Mentioned in G2:
@sruhle
@johnjharwood
@chrisstirewalt

Top Mentioned in G3:
@blogdiva
@60sfolks
@pitch4kdemocrat

Top Mentioned in G4:
@chsommers
@londongal_63
@thebadnewsb
@atrupar
@4evernevertrump
@danheitz
@johnjharwood

Top Mentioned in G5:
@pewtrusts
@pewstates
@sleiseca
@pewhealth
@vanderbiltu
@an_catherine
@bldgsciences
@mazen_kheirbek
@feedingamerica
@nih

Top Mentioned in G6:
@realdonaldtrump
@montyboa99
@presssec
@gop
@realcandaceo
@barackobama
@potus
@africaarguments
@axios
@jemelehill

Top Mentioned in G7:
@realsaavedra
@humandefenseini
@deserializeme
@defundspd
@jerzboyusa
@seattlepd

Top Mentioned in G8:
@pewenvironment
@fixourparksus
@peweurope
@asmfc
@pewstates
@pewtrusts
@ecologywa
@octavioaburto
@thaidenenene
@bertarelli_fdn

Top Mentioned in G9:
@joebiden
@thedemcoalition
@johnjharwood
@edoceanleaders
@realdonaldtrump
@realjameswoods
@sruhle
@intenseca
@buddie80786486
@trumpwarroom

Top Mentioned in G10:
@larrysabato
@johnjharwood

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

Top Tweeters in G1:
@thereal_rebel
@debilu2
@homegypsy
@onahunttoday
@cheezwitham
@kenkircher1
@stockguy61
@davidbewart
@kak089
@damonbethea1

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

Top Tweeters in G3:
@pairsonnalites
@tempodotco
@blogdiva
@drpatfarrell
@charlierichmond
@rpstranslations
@watchingeye
@omahagemgirl
@banromulanbirds
@jedidahdavid

Top Tweeters in G4:
@madanabhat
@betseyross
@sunilkumaraus
@purrpatrol
@jfcarpio
@real_dr_roy
@rguezcheca
@mariame42546452
@pups4potus
@_iogan

Top Tweeters in G5:
@mary620497
@cwharlow
@npsusa
@mr_spock
@mary_swilling
@vievararosel
@jennykim
@marierose42
@danwibg
@conjja

Top Tweeters in G6:
@gmanfan45
@nbcnews
@freddyatton
@todayshow
@openmind67
@therealkenecik
@montyboa99
@cassomalley1
@nikkiwatitdo
@hoosiers1986

Top Tweeters in G7:
@souljahsingh
@friendlyjmc
@dianafry18
@awhatdafudge
@dianachic1
@admomof3
@deeznutjobs
@speakinfromtn
@whigsntwigs
@jerzboyusa

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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