pew research, Twitter, 12/17/2020 2:42:21 PM, 243566
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pew research_2020-12-16_19-07-56.xlsx
pew research_2020-12-16_19-07-56.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
December 17, 2020
Short Description:
pew research via NodeXL https://bit.ly/34lyWmJ
@pewtrusts
@pewhealth
@pewenvironment
@joebiden
@pewstates
@realdonaldtrump
@thewraithisback
@peweurope
@elise_ackley
@ashleyeashworth

Top hashtags:
#endoverfishing
#agrifish
#covid19
#phase1
#payback1971begins
#highseas

Description:
Description
The graph represents a network of 4,774 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, 17 December 2020 at 03:12 UTC.

The requested start date was Thursday, 17 December 2020 at 01:01 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 13-day, 22-hour, 39-minute period from Thursday, 03 December 2020 at 01:05 UTC to Wednesday, 16 December 2020 at 23:44 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 : 4774
Unique Edges : 2992
Edges With Duplicates : 5344
Total Edges : 8336
Number of Edge Types : 5
Retweet : 2306
MentionsInRetweet : 2822
Tweet : 843
Mentions : 1835
Replies to : 530
Self-Loops : 863
Reciprocated Vertex Pair Ratio : 0.0164077882301466
Reciprocated Edge Ratio : 0.0322858372793801
Connected Components : 920
Single-Vertex Connected Components : 419
Maximum Vertices in a Connected Component : 1521
Maximum Edges in a Connected Component : 3929
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.301904
Graph Density : 0.000203894427450316
Modularity : 0.565671
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 4,774 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, 17 December 2020 at 03:12 UTC.

The requested start date was Thursday, 17 December 2020 at 01:01 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 13-day, 22-hour, 39-minute period from Thursday, 03 December 2020 at 01:05 UTC to Wednesday, 16 December 2020 at 23:44 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:
[36] https://www.pewresearch.org/science/2020/12/03/intent-to-get-a-covid-19-vaccine-rises-to-60-as-confidence-in-research-and-development-process-increases/
[25] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/04/with-science-and-flexibility-pew-marine-fellow-improves-ocean-conservation-in-east-africa
[18] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/10/good-news-for-southern-oceans-marine-life-industry-halts-krill-fishing-in-hope-bay
[14] https://www.pewsocialtrends.org/2020/12/09/how-the-coronavirus-outbreak-has-and-hasnt-changed-the-way-americans-work/
[13] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/can-revenue-from-legalized-recreational-marijuana-help-states-close-budget-gaps
[13] https://www.pewresearch.org/fact-tank/2020/12/11/20-striking-findings-from-2020/
[13] https://www.pewtrusts.org/en/research-and-analysis/issue-briefs/2020/12/alaskas-pristine-bering-sea-western-interior-at-risk-of-resource-extraction
[12] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/12/01/once-ignored-promises-to-tribes-could-change-the-environmental-landscape
[11] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/dallas-works-to-avoid-sending-people-in-crisis-to-emergency-rooms-or-jails
[10] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/12/03/lawmakers-push-to-preserve-pandemic-voting-access?utm_campaign=2020-12-07+SW&utm_medium=email&utm_source=Pew

Top URLs in Tweet in G1:
[15] https://www.pewresearch.org/science/2020/12/03/intent-to-get-a-covid-19-vaccine-rises-to-60-as-confidence-in-research-and-development-process-increases/
[9] https://www.pewsocialtrends.org/2020/12/09/how-the-coronavirus-outbreak-has-and-hasnt-changed-the-way-americans-work/
[8] https://www.pewresearch.org/fact-tank/2020/12/11/20-striking-findings-from-2020/
[6] https://www.pewresearch.org/fact-tank/2020/12/08/many-americans-are-unsure-whether-sources-of-news-do-their-own-reporting/
[5] https://www.journalism.org/2020/12/08/measuring-news-consumption-in-a-digital-era/
[4] https://www.pewtrusts.org/en/research-and-analysis/reports/2020/12/states-can-shorten-probation-and-protect-public-safety
[4] https://www.pewresearch.org/science/2020/12/10/biotechnology-research-viewed-with-caution-globally-but-most-support-gene-editing-for-babies-to-treat-disease/
[3] https://www.pewresearch.org/fact-tank/2020/12/07/polygamy-is-rare-around-the-world-and-mostly-confined-to-a-few-regions/?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.journalism.org/2020/12/08/the-american-public-shows-mixed-familiarity-with-new-and-evolving-forms-of-news/
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/can-revenue-from-legalized-recreational-marijuana-help-states-close-budget-gaps

Top URLs in Tweet in G2:
[10] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/dallas-works-to-avoid-sending-people-in-crisis-to-emergency-rooms-or-jails
[10] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/can-revenue-from-legalized-recreational-marijuana-help-states-close-budget-gaps
[8] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/12/02/unemployment-payments-weeks-late-in-nearly-every-state
[7] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/03/how-states-can-help-small-businesses-recover-from-the-pandemic
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/12/04/prompted-by-pandemic-some-states-buy-hotels-for-the-homeless
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/12/16/roadkill-moose-fed-alaska-families-for-years-then-came-covid-19
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/12/01/once-ignored-promises-to-tribes-could-change-the-environmental-landscape
[6] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/12/02/unemployment-payments-weeks-late-in-nearly-every-state?utm_campaign=governing_stl___covid_____&utm_source=twitter_states&utm_medium=social&utm_content=statelinearticle_general____map_&utm_term=___summary
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/11/20/if-scientists-dont-develop-new-antibiotics-soon-well-all-be-in-a-lot-of-trouble?utm_campaign=health_arp_antibiotics_______&utm_source=linkedin_trusts&utm_medium=social&utm_content=article_newabxneeded____photo_&utm_term=problem
[6] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/12/08/health-care-workers-can-decline-a-covid-19-shot-for-now

Top URLs in Tweet in G3:
[18] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/04/with-science-and-flexibility-pew-marine-fellow-improves-ocean-conservation-in-east-africa
[9] https://www.pewtrusts.org/en/research-and-analysis/issue-briefs/2020/12/alaskas-pristine-bering-sea-western-interior-at-risk-of-resource-extraction?utm_campaign=conservation_usplrc_land_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[7] https://www.pewtrusts.org/en/research-and-analysis/issue-briefs/2020/12/alaskas-pristine-bering-sea-western-interior-at-risk-of-resource-extraction
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/01/ocean-protections-increasingly-seen-as-key-to-countering-climate-change?utm_campaign=conservation_cwcr_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[5] https://www.pewtrusts.org/en/research-and-analysis/reports/2020/11/coral-reefs-in-the-kimberley-adapt-to-survive?utm_campaign=conservation_ooaa_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=report_general____linkcard_&utm_term=___
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/13/caribbean-blazes-new-path-toward-protecting-corals-fish-communities?utm_campaign=conservation_uso_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/in-oregon-removing-river-barriers-helps-fish-and-communities-thrive?utm_campaign=conservation_usplrc________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/issue-briefs/2019/09/electronic-monitoring-a-key-tool-for-global-fisheries?utm_campaign=conservation_intf_oceans__elcmon20_____&utm_source=twitter_environment&utm_medium=social&utm_content=issuebrief_overfishingsolvable____linkcard_&utm_term=___solution
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/11/10/seychelles-champions-coastal-wetlands-in-climate-commitments?utm_campaign=conservation_cwcr_oceans_seagrass______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/06/07/subsidizing-the-decline-in-ocean-health?utm_campaign=conservation_rhfs_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=podcast_general____stattile_&utm_term=___

Top URLs in Tweet in G4:
[10] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/10/good-news-for-southern-oceans-marine-life-industry-halts-krill-fishing-in-hope-bay
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/06/18/10-reasons-european-governments-must-act-promptly-to-end-overfishing?utm_campaign=conservation_eone_oceans_______&utm_source=twitter_eu&utm_medium=social&utm_content=article_balancedbenefits____linkcard_&utm_term=___
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/09/02/eu-fisheries-management-still-not-in-line-with-scientific-advice-despite-2020-deadline
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/07/european-fisheries-need-transparent-accountable-management-in-2021
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/09/02/eu-fisheries-management-still-not-in-line-with-scientific-advice-despite-2020-deadline?utm_campaign=conservation_eone________&utm_source=twitter_eu&utm_medium=social&utm_content=article_actionoverdue____linkcard_&utm_term=___
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/09/22/whats-next-for-european-fisheries?utm_campaign=conservation_eone_oceans_______&utm_source=twitter_eu&utm_medium=social&utm_content=article_sustainabilityleader____video_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/09/02/eu-fisheries-management-still-not-in-line-with-scientific-advice-despite-2020-deadline?utm_campaign=conservation_eone_oceans_______&utm_source=twitter_eu&utm_medium=social&utm_content=article_followscience____video_&utm_term=___
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/20/european-union-commits-to-secure-additional-southern-ocean-protections?utm_campaign=conservation_paso_oceans_marineprotectedareas______&utm_source=twitter_eu&utm_medium=social&utm_content=article_protectsouthern____linkcard_&utm_term=___
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/11/23/tuna-fishing-oversight-body-should-advance-adoption-of-electronic-monitoring?utm_campaign=conservation_intf_oceans_tuna______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=__iccat_
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/01/ocean-protections-increasingly-seen-as-key-to-countering-climate-change?utm_campaign=conservation_cwcr_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___

Top URLs in Tweet in G5:
[1] https://www.stripes.com/news/us/vaccines-herald-a-return-to-offices-but-workers-don-t-want-to-go-1.654719
[1] https://trib.al/AyXLp1S
[1] https://trib.al/Dvl2MSJ

Top URLs in Tweet in G6:
[1] https://www.businessinsider.com/young-adults-struggling-motivation-covid-pandemic-pew-survey-2020-12

Top URLs in Tweet in G7:
[2] https://www.pewresearch.org/fact-tank/2020/11/19/the-trump-era-has-seen-a-decline-in-americas-global-reputation/
[1] https://www.cnn.com/2018/03/22/politics/democrat-republican-education-poll-women-pew-research-trnd/index.html
[1] https://twitter.com/JulioGLDLSC/status/1338218876329472001
[1] https://thehill.com/homenews/media/529830-german-magazine-der-spiegel-names-trump-loser-of-the-year

Top URLs in Tweet in G8:
[1] https://www.investors.com/politics/editorials/pew-research-center-study-shows-that-democrats-have-shifted-to-the-extreme-left/

Top URLs in Tweet in G9:
[1] https://www.nbcnews.com/news/latino/more-latinos-blacks-hopeful-election-pew-survey-finds-n1250626
[1] https://thehill.com/homenews/state-watch/530128-covid-19-deaths-hit-hardest-in-rural-america
[1] https://trib.al/ImxvnJi
[1] https://trib.al/7IAdrlK
[1] https://www.pewresearch.org/fact-tank/2020/08/27/more-americans-say-they-are-regularly-wearing-masks-in-stores-and-other-businesses/

Top Domains
Top Domains in Tweet in Entire Graph:
[595] pewtrusts.org
[185] pewresearch.org
[70] twitter.com
[23] pewsocialtrends.org
[21] journalism.org
[20] linkedin.com
[13] trib.al
[12] pewforum.org
[9] cnn.com
[9] inquirer.com

Top Domains in Tweet in G1:
[80] pewresearch.org
[35] twitter.com
[29] pewtrusts.org
[20] linkedin.com
[15] pewsocialtrends.org
[13] journalism.org
[5] tweetedtimes.com
[4] wordpress.com
[4] cnn.com
[4] globaldiasporanews.com

Top Domains in Tweet in G2:
[369] pewtrusts.org
[8] twitter.com
[5] pewresearch.org
[2] pewsocialtrends.org
[1] patmorganauthor.com

Top Domains in Tweet in G3:
[90] pewtrusts.org

Top Domains in Tweet in G4:
[51] pewtrusts.org
[4] twitter.com

Top Domains in Tweet in G5:
[2] trib.al
[1] stripes.com

Top Domains in Tweet in G6:
[1] businessinsider.com

Top Domains in Tweet in G7:
[2] pewresearch.org
[1] cnn.com
[1] twitter.com
[1] thehill.com

Top Domains in Tweet in G8:
[1] investors.com

Top Domains in Tweet in G9:
[2] trib.al
[1] nbcnews.com
[1] thehill.com
[1] pewresearch.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[219] endoverfishing
[198] agrifish
[68] covid19
[68] phase1
[59] payback1971begins
[35] highseas
[34] covid_19
[21] cjreform
[19] southernocean
[13] mpa



Top Hashtags in Tweet in G1:
[10] covid19
[4] borderobserver
[4] news
[3] technology
[3] vaccine
[3] genz
[3] health
[3] digital
[3] tech
[3] coronavirus

Top Hashtags in Tweet in G2:
[42] covid19
[21] cjreform
[9] antibiotics
[8] dental
[7] antibiotic
[6] minnesota
[5] vaccine
[5] healthcare
[5] pandemic
[5] sustainability

Top Hashtags in Tweet in G3:
[19] highseas
[16] southernocean
[11] mpa
[9] blmwild
[7] iattc
[7] parisagreement
[5] canada
[5] wcpfc
[5] covid19
[4] em4fish

Top Hashtags in Tweet in G4:
[218] endoverfishing
[198] agrifish
[14] highseas
[8] deepsea
[7] ccamlr
[5] krill
[3] southernocean
[3] agrigish
[2] iattc
[2] stopfundingoverfishing

Top Hashtags in Tweet in G7:
[1] crybabytrump

Top Words
Top Words in Tweet in Entire Graph:
[1979] pew
[1874] research
[840] center
[625] more
[498] americans
[437] covid
[406] 19
[369] according
[344] people
[339] know

Top Words in Tweet in G1:
[444] pew
[420] research
[250] center
[103] americans
[95] according
[69] vaccine
[53] covid
[53] 19
[52] survey
[47] news

Top Words in Tweet in G2:
[249] pewtrusts
[169] states
[160] pewstates
[148] probation
[142] more
[118] people
[69] jail
[68] health
[60] mental
[57] help

Top Words in Tweet in G3:
[270] pewenvironment
[81] fishing
[67] ocean
[46] climate
[46] today
[45] solution
[43] more
[43] change
[41] area
[40] proposed

Top Words in Tweet in G4:
[262] peweurope
[218] #endoverfishing
[216] eu
[198] #agrifish
[184] limits
[165] prioritise
[164] sustainability
[152] week's
[152] council
[152] sets

Top Words in Tweet in G5:
[150] more
[150] half
[144] know
[144] someone
[144] hospitalized
[144] died
[144] due
[143] slightly
[143] adults
[143] 54

Top Words in Tweet in G6:
[150] americans
[149] ryanstruyk
[108] 54
[107] know
[107] someone
[107] hospitalized
[107] died
[107] covid
[107] 19
[106] majority

Top Words in Tweet in G7:
[41] research
[39] pew
[33] realdonaldtrump
[16] registered
[14] more
[14] voters
[11] trump
[9] democrats
[9] votes
[8] identify

Top Words in Tweet in G8:
[3] research
[2] no2wind
[2] htservadac
[2] claudel1979
[2] unwilling
[2] pay
[2] pew
[2] people
[2] center

Top Words in Tweet in G9:
[58] pew
[58] research
[45] center
[43] thehill
[43] finds
[43] populated
[42] analysis
[42] conducted
[42] rural
[42] areas

Top Words in Tweet in G10:
[154] 75
[79] 73
[77] 美國皮尤研究中心
[77] pew
[77] research
[77] center
[77] 调查显示
[77] 西方国家对中国的负面印象普遍加剧
[77] 最多日本人最讨厌中国
[77] 比例达86

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1726] pew,research
[834] research,center
[393] covid,19
[273] know,someone
[271] someone,hospitalized
[266] according,pew
[260] hospitalized,died
[215] more,half
[155] half,adults
[154] prioritise,sustainability

Top Word Pairs in Tweet in G1:
[384] pew,research
[248] research,center
[61] according,pew
[43] covid,19
[36] pew,charitable
[33] charitable,trusts
[21] 19,vaccine
[19] ø,ø
[17] ø,ù
[15] definitely,probably

Top Word Pairs in Tweet in G2:
[54] people,probation
[51] more,people
[41] mental,health
[35] pewtrusts,study
[35] study,time
[35] time,served
[35] served,probation
[35] probation,important
[35] important,more
[35] probation,jail

Top Word Pairs in Tweet in G3:
[43] climate,change
[30] symptom,climate
[30] change,solution
[30] solution,high
[30] high,list
[30] list,potential
[28] ocean,isn
[28] isn,symptom
[28] potential,actions
[27] offshore,pacific

Top Word Pairs in Tweet in G4:
[154] prioritise,sustainability
[152] week's,#agrifish
[152] #agrifish,council
[152] council,eu
[152] eu,prioritise
[152] sustainability,#endoverfishing
[152] #endoverfishing,limits
[152] limits,sets
[151] peweurope,week's
[51] fisheries,ministers

Top Word Pairs in Tweet in G5:
[150] more,half
[144] know,someone
[144] someone,hospitalized
[144] hospitalized,died
[144] died,due
[143] slightly,more
[143] half,adults
[143] adults,54
[143] 54,know
[143] due,covid

Top Word Pairs in Tweet in G6:
[107] know,someone
[107] someone,hospitalized
[107] hospitalized,died
[107] covid,19
[106] majority,americans
[106] americans,54
[106] 54,personally
[106] personally,know
[106] died,covid
[105] ryanstruyk,majority

Top Word Pairs in Tweet in G7:
[39] pew,research
[7] according,pew
[7] registered,voters
[7] research,center
[6] realdonaldtrump,pew
[6] 49,registered
[5] voters,identify
[3] 44,identify
[3] research,152
[3] 152,000

Top Word Pairs in Tweet in G8:
[2] pew,research

Top Word Pairs in Tweet in G9:
[57] pew,research
[45] research,center
[42] analysis,conducted
[42] conducted,pew
[42] center,finds
[42] finds,rural
[42] rural,areas
[42] areas,sparsely
[42] sparsely,populated
[42] populated,account

Top Word Pairs in Tweet in G10:
[77] 美國皮尤研究中心,pew
[77] pew,research
[77] research,center
[77] center,调查显示
[77] 调查显示,西方国家对中国的负面印象普遍加剧
[77] 西方国家对中国的负面印象普遍加剧,最多日本人最讨厌中国
[77] 最多日本人最讨厌中国,比例达86
[77] 比例达86,瑞典居次
[77] 瑞典居次,85
[77] 85,澳大利亚第三

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@bbcnews
@skynews
@lbc
@caseclosed_101
@r2t124
@peevee1977
@ghostsdrives
@guardian
@nudgephilosophy

Top Replied-To in G2:
@sellensatt
@gwdc
@espovich
@sorcass0
@pausjanet
@fakaiyun
@mountainspurple

Top Replied-To in G5:
@cnn
@michael61596929
@d_williams101

Top Replied-To in G6:
@ryanstruyk

Top Replied-To in G7:
@realdonaldtrump
@danmurphy2018
@butidkwhyimhere
@andrewyang
@stillbreezy2004
@tabiblakemore
@shinylegendz
@shawgerald4
@juliogldlsc
@nominoe922

Top Replied-To in G8:
@dense_evi
@manifesto2000
@dorkyalexandra

Top Replied-To in G9:
@distinct_words
@fenringcount

Top Mentioned
Top Mentioned in Entire Graph:
@pewenvironment
@pewtrusts
@peweurope
@pewstates
@ryanstruyk
@cnn
@dudiaohan
@eucouncil
@__sipahi
@dartsandletters

Top Mentioned in G1:
@joniej2016
@cloudatalytics
@limitlessleila
@isaiahquintana_
@pediafact

Top Mentioned in G2:
@pewtrusts
@pewstates
@thejakehorowitz
@pewhealth
@smartincentives
@an_catherine
@saveantibiotics
@sleiseca
@mikethompsongvt
@pewenvironment

Top Mentioned in G3:
@pewenvironment
@blmnational
@politamiami
@pewtrusts
@jenioleary
@peweurope
@coloradoogcc
@zannlittleak
@will_hackman
@thewcs

Top Mentioned in G4:
@peweurope
@eucouncil
@pewenvironment
@pewtrusts
@kavanaghty
@bejustnfearnot
@jcvandevelde77
@e
@wto
@bmcvrkel

Top Mentioned in G5:
@cnn
@cnni
@starsandstripes
@tacosjihad
@cnnopinion

Top Mentioned in G6:
@ryanstruyk
@bymadisonhall
@cnn

Top Mentioned in G7:
@realdonaldtrump
@briankempga
@llinwood
@jennaellisesq
@genflynn
@andrewyang
@oann
@puffnblow_at_gp
@joeqpublic3608
@joebiden

Top Mentioned in G8:
@no2wind
@htservadac
@claudel1979
@mikedel21893959
@b_bolshevik100
@paprikalady
@kctaz
@anvndarnamn5
@ammocrypta
@mark_a_lunn

Top Mentioned in G9:
@thehill
@nbcnews
@nbclatino
@jumoffit
@tonybaloney305
@thehillopinion

Top Mentioned in G10:
@dudiaohan

Top Tweeters
Top Tweeters in Entire Graph:
@robinsnewswire
@alllibertynews
@federicoalves
@bella623
@immoralreport
@rachel_mcrea
@wardj15
@legallybae
@yymods
@daily_express

Top Tweeters in G1:
@robinsnewswire
@ahmetisitez
@reporteni
@anahabercom
@wjz
@netbacker
@jimmyroybloom
@inews24
@watchingeye
@shehzadyounis

Top Tweeters in G2:
@cwharlow
@rockyintx
@mary_swilling
@suzanneinlgb
@annfinster
@annie5133
@jennykim
@abc
@trudaoceans
@conjja

Top Tweeters in G3:
@adekleine
@genghisgalahad2
@lizdolphinfluff
@ana_captures
@dragoncat936362
@thereisanocean
@whysharksmatter
@mariecolemanao
@carlfletcher15
@pdeppisch

Top Tweeters in G4:
@astraea_styx
@glynmoody
@underyourtree
@reemul64
@alienobserver1
@atlasb2b
@ramchandanigp
@dede17_86
@timg33
@prysmith

Top Tweeters in G5:
@govsherazkhan
@ikateufel
@dunaisiaka
@njmike731
@ygjumi
@cnn
@steph80335
@gonzo_30531
@bresla_linda
@barack_mcbush

Top Tweeters in G6:
@tiniskwerl
@pamcurtis4210
@69nicebot69
@deepvard
@clintonite33
@wtf_imtooold
@nshrubs
@wfrolik
@samsmith_phd
@christ0pherwade

Top Tweeters in G7:
@hoosiers1986
@oann
@xyan1061
@matthewjshow
@sidneypowell1
@thomasebrown3
@columbiabugle
@puffnblow_at_gp
@julie_kelly2
@realdonaldtrump

Top Tweeters in G8:
@reddragonfly19
@teajunkie1
@friendsoscience
@stuffedfantod
@asinister
@ecowarriorss
@michaelemann
@no2wind
@oscarswild1
@jaggermickoz

Top Tweeters in G9:
@thehill
@ggg_says
@ludmarx1
@iveyjanette_207
@kalaax008
@charluv2011
@caroljdavy
@zardoz420wpn
@lonegamer78
@burtonbrown

Top Tweeters in G10:
@taizidang19732
@dudiaohan
@ming63791097
@gybg1949
@acquavivarreon8
@nonowong2
@maureenbee1
@qingsong357
@es18bpxklaf2baj
@wwoowy


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