pew research, Twitter, 8/13/2020 12:00:58 PM, 232575


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pew research_2020-08-12_19-18-06.xlsx
pew research_2020-08-12_19-18-06.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2020
Short Description:
pew research via NodeXL https://bit.ly/2CnCD0y
@pewtrusts
@pewenvironment
@_unionistparty
@cnn
@realdonaldtrump
@eaglenews_hk
@pewresearch
@mzhemingway
@amy_siskind
@cosweda

Top hashtags:
#covid19
#china
#greatamericanoutdoorsact
#antibiotic
#climatechange

Description:
Description
The graph represents a network of 6,726 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, 13 August 2020 at 02:23 UTC.

The requested start date was Thursday, 13 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 13-day, 16-hour, 35-minute period from Thursday, 30 July 2020 at 00:26 UTC to Wednesday, 12 August 2020 at 17:01 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 : 6726
Unique Edges : 3693
Edges With Duplicates : 8109
Total Edges : 11802
Number of Edge Types : 5
Retweet : 3639
MentionsInRetweet : 4234
Mentions : 2008
Replies to : 725
Tweet : 1196
Self-Loops : 1229
Reciprocated Vertex Pair Ratio : 0.0126923687133111
Reciprocated Edge Ratio : 0.0250665831113896
Connected Components : 1280
Single-Vertex Connected Components : 590
Maximum Vertices in a Connected Component : 2717
Maximum Edges in a Connected Component : 6604
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 6.281422
Graph Density : 0.000141115816445531
Modularity : 0.550839
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 6,726 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, 13 August 2020 at 02:23 UTC.

The requested start date was Thursday, 13 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 13-day, 16-hour, 35-minute period from Thursday, 30 July 2020 at 00:26 UTC to Wednesday, 12 August 2020 at 17:01 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:
[49] https://www.pewresearch.org/global/2020/07/20/the-global-god-divide/
[48] https://freewestmedia.com/2020/06/27/pew-research-majority-blm-protesters-are-white-democrats/
[48] https://www.scmp.com/news/china/diplomacy/article/3095415/anti-china-sentiment-us-historic-high-pew-research-survey?utm_term=Autofeed&utm_medium=Social&utm_content=article&utm_source=Twitter#Echobox=1596136731
[46] https://foreignpolicy.com/2020/07/30/pew-research-trump-china-american-public/
[45] https://www.journalism.org/2020/07/30/americans-who-mainly-get-their-news-on-social-media-are-less-engaged-less-knowledgeable/
[37] https://www.pewresearch.org/global/2020/07/30/americans-fault-china-for-its-role-in-the-spread-of-covid-19/
[22] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/06/as-covid-19-tanks-the-economy-eviction-moratoriums-expire
[18] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/07/07/conservation-funding-can-strengthen-the-australian-economy-in-the-face-of-covid-19?utm_campaign=conservation_aus________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[15] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/08/04/national-parks-to-get-long-overdue-repairs
[15] https://www.scmp.com/news/china/diplomacy/article/3095415/anti-china-sentiment-us-historic-high-pew-research-survey

Top URLs in Tweet in G1:
[34] https://www.journalism.org/2020/07/30/americans-who-mainly-get-their-news-on-social-media-are-less-engaged-less-knowledgeable/
[27] https://freewestmedia.com/2020/06/27/pew-research-majority-blm-protesters-are-white-democrats/
[20] https://www.pewresearch.org/global/2020/07/30/americans-fault-china-for-its-role-in-the-spread-of-covid-19/
[16] https://foreignpolicy.com/2020/07/30/pew-research-trump-china-american-public/
[9] https://www.pewresearch.org/hispanic/2020/08/11/about-one-in-four-u-s-hispanics-have-heard-of-latinx-but-just-3-use-it/
[8] https://www.scmp.com/news/china/diplomacy/article/3095415/anti-china-sentiment-us-historic-high-pew-research-survey
[8] https://www.pewresearch.org/fact-tank/2020/07/24/a-look-at-the-americans-who-believe-there-is-some-truth-to-the-conspiracy-theory-that-covid-19-was-planned/
[7] https://www.pewresearch.org/fact-tank/2020/08/05/key-things-to-know-about-election-polling-in-the-united-states/
[6] https://www.npr.org/sections/codeswitch/2020/08/11/901398248/hispanic-latino-or-latinx-survey-says
[6] https://spinfuel.com/effects-of-marijuana-legalization-on-employment-law/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost

Top URLs in Tweet in G2:
[18] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/07/07/conservation-funding-can-strengthen-the-australian-economy-in-the-face-of-covid-19?utm_campaign=conservation_aus________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[11] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/07/28/in-chile-indigenous-management-of-coastal-areas-improves-marine-conservation?utm_campaign=conservation_chi________&utm_source=twitter_environment&utm_medium=social&utm_content=article_localcollab____linkcard_&utm_term=___
[10] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/07/23/science-study-shows-that-nearly-80-percent-of-the-annual-plastic-flow-into-the-environment?utm_campaign=conservation_cs________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[8] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/07/31/menhaden-critical-forage-fish-on-the-east-coast-stand-to-gain-from-fisheries-decision
[7] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/08/05/to-protect-seabed-countries-should-thoroughly-review-proposed-mining-projects?utm_campaign=conservation_smp_oceans_seabedmining______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___thread
[6] 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=___
[5] 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=___
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/07/24/holistic-and-historic-partnership-protects-canadian-galapagos-off-british-columbia
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/08/04/national-parks-to-get-long-overdue-repairs
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/07/23/breaking-the-plastic-wave-top-findings?utm_campaign=conservation_pop_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____video_&utm_term=___

Top URLs in Tweet in G3:
[19] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/06/as-covid-19-tanks-the-economy-eviction-moratoriums-expire
[13] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/07/30/nevada-virginia-see-unemployment-spikes
[11] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/07/29/virtual-learning-means-unequal-learning
[10] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/03/lack-of-public-data-hampers-covid-19-fight
[10] https://www.pewtrusts.org/en/research-and-analysis/issue-briefs/2020/08/national-survey-reveals-barriers-to-outpatient-antibiotic-stewardship-efforts
[9] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/07/30/searing-heat-will-make-covid-19-racial-disparities-worse
[8] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/07/28/advocates-rally-to-tear-down-highways-that-bulldozed-black-neighborhoods
[8] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/08/04/national-parks-to-get-long-overdue-repairs
[7] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/07/30/employers-express-satisfaction-with-new-oregon-retirement-savings-program
[7] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/07/23/breaking-the-plastic-wave-top-findings

Top URLs in Tweet in G4:
[7] https://freewestmedia.com/2020/06/27/pew-research-majority-blm-protesters-are-white-democrats/?fbclid=IwAR1WpsToo1RlYaVcBeithUq6IYpE879-j0Gtu2Bfw0iN8HxdpKoOYN6GZfg
[3] https://freewestmedia.com/2020/06/27/pew-research-majority-blm-protesters-are-white-democrats/
[2] https://freewestmedia.com/2020/06/27/pew-research-majority-blm-protesters-are-white-democrats/?fbclid=IwAR3sBo33LMhFPVz2rUWt83qPkPm5Vm4vyEZnFOTgwGuLCiDwiucXKNikPaM
[2] https://www.pewresearch.org/politics/2016/04/26/a-wider-ideological-gap-between-more-and-less-educated-adults/
[2] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2019/12/19/poverty-grew-in-one-third-of-counties-despite-strong-national-economy
[1] https://www.npr.org/sections/codeswitch/2020/08/11/901398248/hispanic-latino-or-latinx-survey-says
[1] https://www.pewresearch.org/global/2020/01/08/trump-ratings-remain-low-around-globe-while-views-of-u-s-stay-mostly-favorable/
[1] https://freewestmedia.com/2020/06/27/pew-research-majority-blm-protesters-are-white-democrats/?fbclid=IwAR0q_2JxGknhgM5XC50IHgSrb__dWu-_-Vc7O1ohedupU6WNYJ3THGXBJbQ
[1] https://freewestmedia.com/2020/06/27/pew-research-majority-blm-protesters-are-white-democrats/?fbclid=IwAR2M53Q-pv9v9h7cb7xwfFpUxEUL5NBMdmndQogl5oNHs8iVL5TlJIYW87A
[1] https://www.pewresearch.org/fact-tank/2020/06/26/views-on-why-black-americans-face-higher-covid-19-hospitalization-rates-vary-by-party-race-and-ethnicity/

Top URLs in Tweet in G5:
[2] https://www.pewresearch.org/global/2020/07/30/americans-fault-china-for-its-role-in-the-spread-of-covid-19/
[1] https://foreignpolicy.com/2020/07/30/pew-research-trump-china-american-public/
[1] https://twitter.com/eaglenews_hk/status/1289929606355550209
[1] https://www.scmp.com/news/china/diplomacy/article/3095415/anti-china-sentiment-us-historic-high-pew-research-survey?utm_term=Autofeed&utm_medium=Social&utm_content=article&utm_source=Twitter#Echobox=1596136731
[1] https://www.inkstonenews.com/politics/americans-opinion-china-hits-new-lows/article/3095455?utm_source=twitter&utm_medium=social&utm_content=article

Top URLs in Tweet in G6:
[3] https://www.pewsocialtrends.org/2019/01/17/generation-z-looks-a-lot-like-millennials-on-key-social-and-political-issues/
[1] https://trib.al/n0UV6OZ
[1] https://trib.al/tBGHbPG
[1] https://twitter.com/witfnews/status/1292094055472480256
[1] https://trib.al/9Fm8QCm
[1] https://www.businessinsider.com/how-gen-z-republicans-differ-from-older-republicans-pew-research-2020-5
[1] https://www.washingtontimes.com/news/2018/mar/22/democrats-more-educated-republicans-pew-research-c/

Top URLs in Tweet in G7:
[1] https://www.breitbart.com/politics/2020/06/24/pew-research-only-1-in-6-protesters-are-black-46-percent-are-white/
[1] https://techcrunch.com/2020/07/30/study-u-s-adults-who-mostly-rely-on-social-media-for-news-are-less-informed-exposed-to-more-conspiracies/
[1] https://www.foxnews.com/opinion/democrats-surrendering-minneapolis-newt-gingrich
[1] https://american-herald.com/2020/07/31/new-poll-highlights-record-high-animosity-toward-china/

Top URLs in Tweet in G8:
[13] https://foreignpolicy.com/2020/07/30/pew-research-trump-china-american-public/
[7] https://www.pewresearch.org/2020/06/05/condemning-racism/
[2] https://medium.com/pew-research-center-decoded/introducing-pewmethods-an-r-package-for-working-with-survey-data-97601a250a46?utm_content=buffere53f4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.dallasnews.com/espanol/al-dia/dallas-fort-worth/2020/08/11/que-es-latinx-mayoria-de-latinos-desconoce-el-termino-afirma-pew-research-center/
[1] https://freebeacon.com/culture/just-3-percent-of-hispanics-call-themselves-latinx/
[1] https://freebeacon.com/national-security/poll-unfavorable-views-of-china-at-all-time-high/
[1] https://sph.umd.edu/news-item/sacoby-wilson-tells-pew-research-center-heat-will-make-covid-19-racial-disparities-worse
[1] https://freewestmedia.com/2020/06/27/pew-research-majority-blm-protesters-are-white-democrats/
[1] https://www.pewtrusts.org/en/research-and-analysis/issue-briefs/2020/08/national-survey-reveals-barriers-to-outpatient-antibiotic-stewardship-efforts?utm_source=STAT+Newsletters&utm_campaign=ff490ed371-MR_COPY_13&utm_medium=email&utm_term=0_8cab1d7961-ff490ed371-149632857
[1] https://www.ama-assn.org/press-center/press-releases/ama-pew-research-shows-barriers-combating-antibiotic-resistance

Top URLs in Tweet in G10:
[1] https://www.pewresearch.org/politics/2020/08/06/most-americans-say-state-governments-have-lifted-covid-19-restrictions-too-quickly/

Top Domains
Top Domains in Tweet in Entire Graph:
[651] pewtrusts.org
[393] pewresearch.org
[85] twitter.com
[73] scmp.com
[63] freewestmedia.com
[47] journalism.org
[46] foreignpolicy.com
[34] pewforum.org
[29] pewsocialtrends.org
[15] npr.org

Top Domains in Tweet in G1:
[154] pewresearch.org
[44] pewtrusts.org
[41] twitter.com
[36] journalism.org
[28] freewestmedia.com
[16] foreignpolicy.com
[15] pewsocialtrends.org
[9] scmp.com
[9] time.com
[8] pewforum.org

Top Domains in Tweet in G2:
[175] pewtrusts.org
[1] twitter.com
[1] icims.com
[1] pewsocialtrends.org

Top Domains in Tweet in G3:
[348] pewtrusts.org
[9] twitter.com
[4] pewresearch.org
[3] pew.org
[2] freewestmedia.com
[1] linkedin.com

Top Domains in Tweet in G4:
[17] pewresearch.org
[14] freewestmedia.com
[2] npr.org
[2] pewtrusts.org
[1] cornell.edu
[1] washingtontimes.com
[1] kq2.com
[1] theatlantic.com
[1] pewsocialtrends.org
[1] cnn.com

Top Domains in Tweet in G5:
[2] pewresearch.org
[1] foreignpolicy.com
[1] twitter.com
[1] scmp.com
[1] inkstonenews.com

Top Domains in Tweet in G6:
[3] trib.al
[3] pewsocialtrends.org
[1] twitter.com
[1] businessinsider.com
[1] washingtontimes.com

Top Domains in Tweet in G7:
[1] breitbart.com
[1] techcrunch.com
[1] foxnews.com
[1] american-herald.com

Top Domains in Tweet in G8:
[13] foreignpolicy.com
[10] pewresearch.org
[3] medium.com
[2] freebeacon.com
[2] atr.org
[2] google.com
[2] scmp.com
[1] dallasnews.com
[1] umd.edu
[1] freewestmedia.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[149] covid19
[64] china
[56] greatamericanoutdoorsact
[50] antibiotic
[47] climatechange
[37] banconversions
[31] antibioticresistance
[30] coastalwetlands
[24] antibiotics
[23] american



Top Hashtags in Tweet in G1:
[7] socialmedia
[5] covid19
[5] genz
[5] health
[4] china
[3] news
[3] research
[3] eu
[3] europe
[3] us

Top Hashtags in Tweet in G2:
[55] greatamericanoutdoorsact
[27] climatechange
[19] covid19
[18] coastalwetlands
[12] breakingtheplasticwave
[12] dyk
[5] sharkweek
[5] menhaden
[4] worldoysterday
[2] wildlifemigration

Top Hashtags in Tweet in G3:
[82] covid19
[15] climatechange
[11] coastalwetlands
[9] eviction
[7] breakingtheplasticwave
[6] coronavirus
[6] philadelphia
[5] wildlifemigration
[5] antibiotics
[4] opioid

Top Hashtags in Tweet in G4:
[3] electiondayholiday
[2] trumpevictions
[2] pedogate
[2] trump
[1] latinx
[1] pizzagate
[1] draintheswamp
[1] qanon
[1] trumpisacompletefailure
[1] trumpisalaughingstock

Top Hashtags in Tweet in G6:
[1] climatechange
[1] worldoysterday

Top Hashtags in Tweet in G7:
[7] beijingbiden

Top Hashtags in Tweet in G8:
[4] china
[3] trump
[2] latinx
[2] antibioticstewardship
[2] american
[1] covid19
[1] coastalwetlands
[1] hcsm
[1] hcsmsa
[1] antibioticresistance

Top Words
Top Words in Tweet in Entire Graph:
[3191] pew
[3106] research
[1249] center
[727] more
[618] americans
[614] covid
[533] china
[521] pewenvironment
[478] 19
[448] according

Top Words in Tweet in G1:
[612] pew
[579] research
[347] center
[159] americans
[101] news
[96] social
[94] less
[90] media
[82] according
[80] china

Top Words in Tweet in G2:
[494] pewenvironment
[253] plastic
[140] ocean
[115] marine
[110] flow
[102] 80
[100] both
[97] help
[87] management
[87] next

Top Words in Tweet in G3:
[256] pewtrusts
[140] pewstates
[110] states
[86] state
[80] #covid19
[50] help
[47] public
[47] revenue
[46] 19
[43] covid

Top Words in Tweet in G4:
[99] pew
[98] research
[38] realdonaldtrump
[37] center
[25] more
[24] msnbc
[22] world
[20] joebiden
[19] according
[18] trump

Top Words in Tweet in G5:
[196] much
[194] eaglenews_hk
[190] pew
[190] research
[171] covid
[171] 19
[170] more
[169] compared
[169] democrats
[169] republicans

Top Words in Tweet in G6:
[152] more
[151] coronavirus
[151] pandemic
[150] making
[149] latino
[149] households
[149] united
[149] states
[149] having
[149] trouble

Top Words in Tweet in G7:
[111] accuses
[111] leadership
[111] malfeasance
[111] instead
[111] focusing
[111] seeks
[111] abolish
[111] entire
[111] organization
[111] ap

Top Words in Tweet in G8:
[137] china
[74] pew
[70] pewresearch
[62] research
[51] foreignpolicy
[50] survey
[43] more
[41] americans
[39] poll
[35] center

Top Words in Tweet in G9:
[272] doing
[137] job
[136] pew
[136] research
[136] trump's
[136] handling
[136] covid
[136] 63
[136] poor
[136] fair

Top Words in Tweet in G10:
[138] ryanstruyk
[120] pew
[109] president
[93] research
[84] poll
[83] trump's
[82] americans
[81] approval
[81] rating
[51] stands

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2863] pew,research
[1239] research,center
[459] covid,19
[311] handling,covid
[303] according,pew
[189] united,states
[186] coronavirus,pandemic
[180] research,poll
[179] much,more
[177] democrats,republicans

Top Word Pairs in Tweet in G1:
[549] pew,research
[345] research,center
[83] social,media
[64] covid,19
[48] according,pew
[40] news,social
[39] media,less
[39] less,knowledgeable
[38] mainly,news
[37] less,engaged

Top Word Pairs in Tweet in G2:
[109] flow,plastic
[76] first,kind
[74] nearly,80
[73] kind,science
[73] science,model
[73] model,finds
[73] finds,flow
[73] plastic,both
[73] both,land
[73] land,sea

Top Word Pairs in Tweet in G3:
[40] covid,19
[28] pew,research
[20] eviction,moratoriums
[19] nature,based
[18] based,solutions
[18] julio_rosas11,mzhemingway
[18] mzhemingway,brianstelter
[18] brianstelter,emarvelous
[18] emarvelous,pew
[18] research,found

Top Word Pairs in Tweet in G4:
[93] pew,research
[36] research,center
[16] nancysinatra,designationsix
[16] designationsix,msnbc
[16] msnbc,pew
[16] research,world
[16] world,leaders
[16] leaders,more
[16] more,confidence
[16] confidence,xi

Top Word Pairs in Tweet in G5:
[190] pew,research
[171] covid,19
[169] research,compared
[169] compared,democrats
[169] democrats,republicans
[169] republicans,much
[169] much,more
[169] more,critical
[169] handling,covid
[168] eaglenews_hk,pew

Top Word Pairs in Tweet in G6:
[151] coronavirus,pandemic
[149] latino,households
[149] households,united
[149] united,states
[149] states,having
[149] having,more
[149] more,trouble
[149] trouble,making
[149] making,ends
[149] ends,meet

Top Word Pairs in Tweet in G7:
[111] accuses,leadership
[111] leadership,malfeasance
[111] malfeasance,instead
[111] instead,focusing
[111] focusing,seeks
[111] seeks,abolish
[111] abolish,entire
[111] entire,organization
[111] organization,ap
[110] cosweda,accuses

Top Word Pairs in Tweet in G8:
[62] pew,research
[35] research,center
[31] view,china
[24] toward,china
[24] pewresearch,survey
[23] unfavorable,view
[22] survey,73
[21] according,pewresearch
[21] 73,percent
[21] percent,citizens

Top Word Pairs in Tweet in G9:
[136] pew,research
[136] research,trump's
[136] trump's,handling
[136] handling,covid
[136] covid,63
[136] 63,doing
[136] doing,poor
[136] poor,fair
[136] fair,job
[136] job,37

Top Word Pairs in Tweet in G10:
[93] pew,research
[84] research,poll
[81] president,trump's
[81] trump's,approval
[81] approval,rating
[79] ryanstruyk,president
[51] rating,stands
[51] stands,approve
[51] approve,88
[51] 88,disapprove

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@dineshdsouza
@paul_omekanda
@therealloavert
@projectlincoln
@ghar_e_hira
@tailfeathers_wa
@shaktis20804856
@stephmillershow
@jeffstraka

Top Replied-To in G2:
@jaredlholt
@realsexycyborg

Top Replied-To in G3:
@robgreer1
@amanda_kass
@julio_rosas11
@emarvelous
@daviddaleiden
@johnfetterman
@larrysabato
@ariannahuff
@pewtrusts

Top Replied-To in G4:
@realdonaldtrump
@paul_omekanda
@projectlincoln
@thehill
@dbongino
@retiregunny0369
@mitchellreports
@dr_g_enigma
@superyayadize
@tghalk

Top Replied-To in G5:
@huxijin_gt
@yellowribbontoo

Top Replied-To in G6:
@franpolitic
@hank_ill
@juliusc39617214
@eril2030

Top Replied-To in G7:
@robertplewis
@amandadonnell14

Top Replied-To in G8:
@ninaandtito
@pewresearch
@rontuvia
@soham_pablo
@amermedicalassn
@insidepolling1

Top Replied-To in G10:
@ryanstruyk
@cantsleeptweete

Top Mentioned
Top Mentioned in Entire Graph:
@pewenvironment
@pewtrusts
@eaglenews_hk
@pewstates
@amy_siskind
@ryanstruyk
@cnn
@cosweda
@radiostydoba
@peweurope

Top Mentioned in G1:
@tormengeorges
@fishyfilaments
@isaiahquintana_
@southerngemgal
@med_psych1
@nobodybutme17
@mediapsychp
@bonds3030
@aborderlife

Top Mentioned in G2:
@pewenvironment
@peweurope
@pewtrusts
@asmfc
@fixourparksus
@afoceans
@politamiami
@bmcvrkel
@petertbaker
@isbahq

Top Mentioned in G3:
@pewtrusts
@pewstates
@mzhemingway
@sleiseca
@pewenvironment
@brianstelter
@emarvelous
@craftmastah
@julio_rosas11
@noellestraub

Top Mentioned in G4:
@realdonaldtrump
@msnbc
@joebiden
@designationsix
@science_vote
@nancysinatra
@foxnews
@seanhannity
@cnn
@ingrahamangle

Top Mentioned in G5:
@eaglenews_hk
@inkstonenews
@secpompeo
@iloveamanemisa
@solo
@solomonyue
@chankobrick
@kahinglkh
@dongguanboy
@ybigliar

Top Mentioned in G6:
@cnn
@cnni
@pewenvironment
@nastyoldwomyn
@ktla
@foreignpolicy
@cnnbusiness
@moderateviewer
@genzgoporg
@genzgoppod

Top Mentioned in G7:
@cosweda
@americafirstpac
@1foreverseeking
@gjohnston2014
@noelvaz65398394
@amandadonnell14

Top Mentioned in G8:
@pewresearch
@foreignpolicy
@gutavsaraiva
@freebeacon
@dan_haverty
@firstsquawk
@biteproject
@taxreformer
@pewmethods
@redboxwire

Top Mentioned in G9:
@amy_siskind

Top Mentioned in G10:
@ryanstruyk
@westwingreport
@cnn
@amy_siskind

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@thaitvnews
@robinsnewswire
@jurylady5
@marcodacostafx
@bella623
@joefreedomlove
@amaia_haikazti
@phuketdailynews
@revolution_fr

Top Tweeters in G1:
@thaitvnews
@robinsnewswire
@andyvermaut
@realblack212
@bhumharit
@ken_crichlow
@summer7570
@drwilda
@southerngemgal
@macbeestje

Top Tweeters in G2:
@jurylady5
@_redfrog
@dgendvil
@willseattle
@frecklesxx20
@lianabrooks
@petchary
@conexionmaestra
@pauljimerson
@watchdogsniffer

Top Tweeters in G3:
@onahunttoday
@rosenchild
@lizditz
@rodneyclaeys
@suzanneinlgb
@mary_swilling
@jimw_in_nm
@aplemkseriously
@protectingterra
@jennykim

Top Tweeters in G4:
@thehill
@superyayadize
@rhonda_harbison
@dcexaminer
@starrick1
@charluv2011
@foxnews
@nytimes
@cnbc
@abc

Top Tweeters in G5:
@proglocommons
@unetomaterouge
@skypilot18
@hkdemonow
@ledzepfan400
@phaedraxteddy
@wonw080
@curlybo2
@paulgre05158719
@softwarnet

Top Tweeters in G6:
@backstorymom1
@givemepie360
@kimvie
@slimchick1900
@ipulleddatrigga
@africaupdates
@njmike731
@januaryhandl
@rascality
@coronaupdatebot

Top Tweeters in G7:
@babysgramma
@rentonmagauk
@drawandstrike
@jjmac55
@magannohate
@mouse458
@adudefromnowere
@purrpatrol
@cc125
@cherishedsolace

Top Tweeters in G8:
@marcodacostafx
@mary620497
@sueleugers
@viriyabot
@govsherazkhan
@melissajpeltier
@beank511
@irhystay
@quorumcall
@burtonbrown

Top Tweeters in G9:
@phillip92321
@stockguy61
@paulstewartii
@kat_lynd
@penndragonart
@mdjacksondallas
@winterthur
@teckiegirl
@jonups_
@digyoursoul

Top Tweeters in G10:
@bkindngood
@akuma_river
@cwharlow
@maryalicebisho2
@tiniskwerl
@deepvard
@skrbelly1
@theresaschroe14
@bobsarmymom
@llacigart


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