pew research, Twitter, 6/25/2020 7:38:03 AM, 229869


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pew research_2020-06-24_19-04-30.xlsx
pew research_2020-06-24_19-04-30.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 25, 2020
Short Description:
pew research via NodeXL https://bit.ly/2BB8nP1
@pewtrusts
@pewenvironment
@kylegriffin1
@cindyfitch1
@joebiden
@realdonaldtrump
@theonion
@politicpac
@craken_maccraic
@pewstates

Top hashtags:
#covid19
#unityofmuslimnations
#blacklivesmatter
#pewmarinefellow

Description:
Description
The graph represents a network of 5,879 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, 25 June 2020 at 02:06 UTC.

The requested start date was Thursday, 25 June 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 11-day, 4-hour, 10-minute period from Friday, 12 June 2020 at 23:11 UTC to Wednesday, 24 June 2020 at 03:22 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 : 5879
Unique Edges : 3021
Edges With Duplicates : 7710
Total Edges : 10731
Number of Edge Types : 5
Replies to : 612
Mentions : 2040
Retweet : 3363
MentionsInRetweet : 3949
Tweet : 767
Self-Loops : 792
Reciprocated Vertex Pair Ratio : 0.0118323191345504
Reciprocated Edge Ratio : 0.0233879051119278
Connected Components : 871
Single-Vertex Connected Components : 358
Maximum Vertices in a Connected Component : 1843
Maximum Edges in a Connected Component : 4550
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.142872
Graph Density : 0.00017322224807984
Modularity : 0.559613
NodeXL Version : 1.0.1.436
Data Import : The graph represents a network of 5,879 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, 25 June 2020 at 02:06 UTC.

The requested start date was Thursday, 25 June 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 11-day, 4-hour, 10-minute period from Friday, 12 June 2020 at 23:11 UTC to Wednesday, 24 June 2020 at 03:22 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:
[171] https://www.theonion.com/resigned-pew-research-study-has-no-fucking-clue-what-s-1844086331?utm_campaign=TheOnion&utm_content=1592580224&utm_medium=SocialMarketing&utm_source=twitter
[66] https://www.theonion.com/resigned-pew-research-study-has-no-fucking-clue-what-s-1844086331
[39] 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/
[33] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/15/racism-is-a-public-health-crisis-say-cities-and-counties
[28] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/06/16/how-covid-19-is-driving-big-job-losses-in-state-and-local-government
[28] https://medium.com/pew-research-center-decoded/introducing-pew-research-centers-python-libraries-e2ee8f8fd04d
[19] https://www.pewresearch.org/fact-tank/2020/06/17/americans-broadly-support-legal-status-for-immigrants-brought-to-the-u-s-illegally-as-children/
[15] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/22/black-professionals-miss-out-on-recent-job-gains
[15] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/16/medicaid-rolls-surge-adding-to-budget-woes
[14] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/06/08/how-does-energy-development-affect-wildlife-migration-patterns?utm_campaign=conservation_________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___

Top URLs in Tweet in G1:
[1] https://theprint.in/india/93-muslims-view-hindus-favourably-but-only-65-hindus-view-muslims-positively-pew-survey/442472/?amp&__twitter_impression=true
[1] https://theprint.in/india/93-muslims-view-hindus-favourably-but-only-65-hindus-view-muslims-positively-pew-survey/442472/?amp&_
[1] https://theprint.in/india/93-muslims-view-hindus-favourably-but-only-65-hindus-view-muslims-positively-pew-survey/442472/

Top URLs in Tweet in G2:
[13] https://www.theonion.com/resigned-pew-research-study-has-no-fucking-clue-what-s-1844086331
[12] https://www.pewresearch.org/fact-tank/2020/06/17/americans-broadly-support-legal-status-for-immigrants-brought-to-the-u-s-illegally-as-children/
[7] https://www.pewsocialtrends.org/2020/06/12/amid-protests-majorities-across-racial-and-ethnic-groups-express-support-for-the-black-lives-matter-movement/
[5] https://www.journalism.org/2020/06/12/majorities-of-americans-say-news-coverage-of-george-floyd-protests-has-been-good-trumps-public-message-wrong/
[5] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/15/racism-is-a-public-health-crisis-say-cities-and-counties
[5] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/18/politicians-shunt-aside-public-health-officials
[4] https://www.pewresearch.org/fact-tank/2020/06/11/unemployment-rose-higher-in-three-months-of-covid-19-than-it-did-in-two-years-of-the-great-recession/
[4] https://www.pewresearch.org/fact-tank/2020/06/15/before-protests-black-americans-said-sermons-should-address-race-relations/
[3] https://10to8.com/book/bvabbyklprqazhonbr/
[3] https://www.pewresearch.org/fact-tank/2019/04/30/shrinking-gap-between-number-of-blacks-and-whites-in-prison/

Top URLs in Tweet in G3:
[26] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/15/racism-is-a-public-health-crisis-say-cities-and-counties
[25] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/06/16/how-covid-19-is-driving-big-job-losses-in-state-and-local-government
[14] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/16/medicaid-rolls-surge-adding-to-budget-woes
[9] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/17/police-ties-to-ring-home-surveillance-comes-under-scrutiny
[9] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/12/why-rural-america-is-joining-the-movement-for-black-lives
[8] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/22/black-professionals-miss-out-on-recent-job-gains
[7] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/03/27/why-hasnt-the-number-of-people-in-us-jails-dropped
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/18/politicians-shunt-aside-public-health-officials
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/23/if-the-police-arent-needed-lets-leave-them-out-completely
[7] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/06/09/forest-service-set-to-rule-on-road-building-in-tongass-national-forest

Top URLs in Tweet in G4:
[14] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/06/08/how-does-energy-development-affect-wildlife-migration-patterns?utm_campaign=conservation_________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/29/dam-removal-in-washington-state-promises-to-benefit-fish-whales-and-people?utm_campaign=conservation_________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/06/08/deep-sea-biologist-says-ocean-conservation-should-unite-people?utm_campaign=conservation_pbol_oceans_marineprotectedareas______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[6] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/22/black-professionals-miss-out-on-recent-job-gains
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/27/anchovies-and-their-predators-help-researcher-solve-ecosystem-mysteries?utm_campaign=conservation_uso________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/22/to-help-coral-reefs-strategic-local-management-is-key?utm_campaign=conservation_pmf_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_dataforconservation____linkcard_&utm_term=___
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/20/chile-recognizes-that-carbon-absorbing-peatlands-can-help-stem-effects-of-climate-change?utm_campaign=conservation_chi________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/06/08/governments-should-act-to-end-harmful-fishing-subsidies?utm_campaign=conservation_rhfs_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/06/18/fishing-closures-needed-off-new-england-to-protect-right-whales?utm_campaign=conservation_uso________&utm_source=twitter_environment&utm_medium=social&utm_content=article_rightwhales____linkcard_&utm_term=___
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/06/11/rocky-mountain-national-park-a-boon-for-local-economy-needs-$80-million-in-overdue-repairs?utm_campaign=conservation_rap________&utm_source=twitter_fixourparks&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___

Top URLs in Tweet in G6:
[169] https://www.theonion.com/resigned-pew-research-study-has-no-fucking-clue-what-s-1844086331?utm_campaign=TheOnion&utm_content=1592580224&utm_medium=SocialMarketing&utm_source=twitter
[7] https://www.pewresearch.org/2020/06/05/condemning-racism/
[5] https://www.theonion.com/resigned-pew-research-study-has-no-fucking-clue-what-s-1844086331
[3] https://www.theonion.com/resigned-pew-research-study-has-no-fucking-clue-what-s-1844086331?utm_medium=sharefromsite&utm_source=theonion_twitter
[1] https://scotscoop.com/at-an-intersection-of-cultures/
[1] https://www.pewresearch.org/fact-tank/2019/09/25/one-in-five-americans-now-listen-to-audiobooks/
[1] https://medium.com/pew-research-center-decoded/introducing-pew-research-centers-python-libraries-e2ee8f8fd04d
[1] http://abcdeamerica.com/greater-interaction-between-people-of-different-origins-generates-more-positive-attitudes-study-reveals/
[1] https://github.com/pewresearch/pewanalytics
[1] https://www.pewresearch.org/fact-tank/2019/11/06/key-findings-on-marriage-and-cohabitation-in-the-u-s/

Top URLs in Tweet in G8:
[6] https://www.washingtontimes.com/news/2018/mar/22/democrats-more-educated-republicans-pew-research-c/
[5] https://www.businessinsider.com/how-gen-z-republicans-differ-from-older-republicans-pew-research-2020-5
[4] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/05/27/covid-19-is-crushing-black-communities-some-states-are-paying-attention
[1] https://www.whitehouse.gov/briefings-statements/president-donald-j-trump-putting-american-workers-first-restore-economy-greatness/?utm_source=twitter
[1] https://www.pewresearch.org/fact-tank/2020/05/26/coronavirus-death-toll-is-heavily-concentrated-in-democratic-congressional-districts/
[1] https://www.npr.org/2020/06/04/864899178/why-is-voting-by-mail-suddenly-controversial-heres-what-you-need-to-know
[1] http://www.pewresearch.org
[1] https://www.pewsocialtrends.org/essay/on-the-cusp-of-adulthood-and-facing-an-uncertain-future-what-we-know-about-gen-z-so-far/
[1] https://www.pewsocialtrends.org/2013/05/07/gun-homicide-rate-down-49-since-1993-peak-public-unaware/
[1] https://abcnews.go.com/Politics/americans-rank-barack-obama-best-president-lifetimes-poll/story?id=56545031&fbclid=IwAR3E72h_z3TU6gwEUfA17uHEgwYvepA7PxK-c-W_iegVRt43KD-1eQpeAQY

Top URLs in Tweet in G9:
[8] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/gonorrhea-could-soon-become-untreatable?utm_campaign=health_arp_antibiotics_______&utm_source=twitter_health&utm_medium=social&utm_content=infographic_growingthreat____stattile_&utm_term=___
[8] https://www.pewtrusts.org/en/about/news-room/press-releases-and-statements/2020/06/15/5-pew-stewart-scholars-selected-to-spearhead-innovative-cancer-research
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/06/15/37-scientists-embarking-on-innovative-biomedical-research
[4] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/new-antibiotics-needed-to-fight-nightmare-superbug?utm_campaign=health_arp_antibiotics_______&utm_source=twitter_health&utm_medium=social&utm_content=infographic_growingthreat____gif_&utm_term=___
[4] https://www.bcm.edu/news/dr-jihye-yun-named-pew-stewart-scholar-for-cancer-research
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/06/08/in-times-of-emergency-substance-use-treatment-requires-flexibility?utm_campaign=health_supti_healthcare__covid_____&utm_source=twitter_health&utm_medium=social&utm_content=article_rxaccess____linkcard_&utm_term=___
[3] https://www.pewtrusts.org/en/research-and-analysis/video/2016/why-cant-we-find-new-antibiotics
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/18/us-needs-better-food-safety-interventions-starting-on-farms?utm_campaign=health_sf_foodanddrugsafety_______&utm_source=twitter_health&utm_medium=social&utm_content=article_fixfarms____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/29/coronavirus-pandemic-highlights-need-to-spur-antibiotic-innovation?utm_campaign=health_arp_antibiotics__covid_____&utm_source=twitter_health&utm_medium=social&utm_content=article_newabxneeded____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/fact-sheets/2020/05/policymakers-should-leverage-health-it-progress-in-coronavirus-response?utm_campaign=health_hit_healthcare__covid_____&utm_source=twitter_health&utm_medium=social&utm_content=article_sharingshouldbeeasy____linkcard_&utm_term=___

Top URLs in Tweet in G10:
[2] https://www.pewsocialtrends.org/2020/06/12/amid-protests-majorities-across-racial-and-ethnic-groups-express-support-for-the-black-lives-matter-movement/
[1] https://www.pewresearch.org/fact-tank/2020/06/17/americans-broadly-support-legal-status-for-immigrants-brought-to-the-u-s-illegally-as-children/
[1] https://www.pewresearch.org/fact-tank/2020/06/17/americans-broadly-support-legal-status-for-immigrants-brought-to-the-u-s-illegally-as-children/ft_2020-06-17_daca_03/
[1] https://www.pewresearch.org/fact-tank/2015/08/24/what-americans-want-to-do-about-illegal-immigration/
[1] https://www.people-press.org/2015/06/04/broad-public-support-for-legal-status-for-undocumented-immigrants/
[1] https://www.pewforum.org/2019/10/17/in-u-s-decline-of-christianity-continues-at-rapid-pace/
[1] https://www.pewforum.org/2019/10/17/in-u-s-decline-of-christianity-continues-at-rapid-pace/pf_10-17-19_rdd_update-00-020/
[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/
[1] https://www.pewresearch.org/fact-tank/2019/08/30/facts-about-abortion-debate-in-america/
[1] https://www.people-press.org/2019/08/29/u-s-public-continues-to-favor-legal-abortion-oppose-overturning-roe-v-wade/

Top Domains
Top Domains in Tweet in Entire Graph:
[572] pewtrusts.org
[246] theonion.com
[183] pewresearch.org
[59] twitter.com
[39] carjiescott.com
[35] medium.com
[30] pewsocialtrends.org
[18] people-press.org
[17] theverge.com
[16] pewforum.org

Top Domains in Tweet in G1:
[3] theprint.in

Top Domains in Tweet in G2:
[89] pewresearch.org
[44] pewtrusts.org
[30] twitter.com
[19] theonion.com
[17] pewsocialtrends.org
[8] journalism.org
[6] medium.com
[6] people-press.org
[5] washingtonpost.com
[4] pewforum.org

Top Domains in Tweet in G3:
[346] pewtrusts.org
[6] twitter.com
[2] theonion.com

Top Domains in Tweet in G4:
[102] pewtrusts.org
[1] twitter.com
[1] lenfestocean.org

Top Domains in Tweet in G6:
[177] theonion.com
[9] pewresearch.org
[1] scotscoop.com
[1] medium.com
[1] abcdeamerica.com
[1] github.com

Top Domains in Tweet in G8:
[6] washingtontimes.com
[5] businessinsider.com
[4] pewtrusts.org
[3] pewresearch.org
[2] pewsocialtrends.org
[1] whitehouse.gov
[1] npr.org
[1] go.com
[1] people-press.org
[1] usatoday.com

Top Domains in Tweet in G9:
[57] pewtrusts.org
[4] bcm.edu
[2] twitter.com
[1] vox.com

Top Domains in Tweet in G10:
[12] pewresearch.org
[4] people-press.org
[3] pewforum.org
[2] pewsocialtrends.org
[1] journalism.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[89] covid19
[54] unityofmuslimnations
[38] blacklivesmatter
[30] pewmarinefellow
[23] antibiotics
[23] amjoy
[21] python
[13] dyk
[12] coronavirus
[9] india



Top Hashtags in Tweet in G1:
[1] saturdaythoughts

Top Hashtags in Tweet in G2:
[4] gslisdml
[3] blm
[3] womenofwealth
[2] mentalhealth
[2] americans
[2] covid19
[2] islam
[2] government
[2] phishing
[2] respectdata

Top Hashtags in Tweet in G3:
[77] covid19
[11] coronavirus
[6] philadelphia
[6] shrinkthesystem
[5] cjreform
[5] antibiotics
[4] cancelrent
[4] medicaid
[3] courts
[3] debt

Top Hashtags in Tweet in G4:
[28] pewmarinefellow
[10] dyk
[8] endoverfishing
[6] stateline
[4] fixourparks
[3] nationalriversmonth
[3] covid19
[3] seagrass
[2] worldenvironmentday
[2] baltic

Top Hashtags in Tweet in G6:
[7] india
[2] python
[1] audiobooks
[1] opensource
[1] data
[1] us
[1] colombia
[1] jordan
[1] kenya
[1] lebanon

Top Hashtags in Tweet in G7:
[23] amjoy
[23] blacklivesmatter

Top Hashtags in Tweet in G9:
[18] antibiotics
[7] covid19
[7] superbug
[7] standuptosuperbugs
[5] antibiotic
[4] opioid
[3] cancerresearch
[2] healthit
[2] antibioticresistance
[1] zebrafish

Top Words
Top Words in Tweet in Entire Graph:
[3061] pew
[2934] research
[1006] center
[941] muslims
[786] cent
[780] hindus
[688] viewed
[539] black
[516] people
[484] support

Top Words in Tweet in G1:
[754] muslims
[751] hindus
[679] cent
[674] viewed
[374] 93
[374] favourably
[374] 65
[339] khanthefatima
[337] positive
[337] light

Top Words in Tweet in G2:
[405] pew
[373] research
[235] center
[90] americans
[67] according
[54] black
[42] more
[40] study
[31] public
[29] charitable

Top Words in Tweet in G3:
[283] pewtrusts
[118] state
[114] pewstates
[84] states
[81] health
[80] local
[76] #covid19
[64] public
[63] help
[48] re

Top Words in Tweet in G4:
[299] pewenvironment
[114] ocean
[87] more
[82] help
[75] mangroves
[72] deep
[68] carbon
[57] world
[48] wildlife
[47] divaamon

Top Words in Tweet in G5:
[274] diversity
[274] pew
[274] research
[273] rakibehsan
[273] people
[273] favour
[273] increased
[273] respective
[273] societies
[273] 2018

Top Words in Tweet in G6:
[203] pew
[195] research
[177] theonion
[177] study
[175] americans
[173] resigned
[173] fucking
[173] clue
[173] going
[173] 15

Top Words in Tweet in G7:
[318] support
[233] pew
[232] research
[206] poll
[206] adults
[204] kylegriffin1
[169] 67
[147] black
[146] lives
[146] matter

Top Words in Tweet in G8:
[43] research
[42] pew
[34] realdonaldtrump
[12] center
[10] americans
[9] black
[8] according
[7] trump
[7] 2020
[6] poll

Top Words in Tweet in G9:
[99] pew
[54] 2020
[48] named
[40] scholar
[39] research
[32] pewhealth
[29] scholars
[24] assistant
[24] professor
[22] drshrutinaik

Top Words in Tweet in G10:
[33] pew
[33] research
[30] center
[8] legal
[7] favor
[7] status
[7] adults
[7] americans
[6] 74
[6] those

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2776] pew,research
[994] research,center
[440] cent,muslims
[380] hindus,favourably
[380] favourably,65
[345] cent,hindus
[343] 93,cent
[343] muslims,viewed
[343] viewed,hindus
[343] 65,cent

Top Word Pairs in Tweet in G1:
[374] hindus,favourably
[374] favourably,65
[341] cent,muslims
[338] cent,hindus
[337] 93,cent
[337] muslims,viewed
[337] viewed,hindus
[337] 65,cent
[337] hindus,viewed
[337] viewed,muslims

Top Word Pairs in Tweet in G2:
[355] pew,research
[234] research,center
[50] according,pew
[29] pew,charitable
[28] charitable,trusts
[28] research,study
[15] covid,19
[15] legal,status
[14] center,survey
[14] brought,illegally

Top Word Pairs in Tweet in G3:
[49] state,local
[39] public,health
[31] local,government
[28] job,losses
[28] cities,counties
[26] health,crisis
[25] covid,19
[24] racism,public
[23] re,reading
[23] crisis,cities

Top Word Pairs in Tweet in G4:
[32] drinking,water
[32] salmon,trout
[31] healthy,ocean
[31] free,flowing
[27] pewenvironment,restoring
[26] high,seas
[26] deep,sea
[26] sea,biologist
[25] #pewmarinefellow,octavioaburto
[24] dazzling,images

Top Word Pairs in Tweet in G5:
[274] pew,research
[273] people,favour
[273] favour,increased
[273] increased,diversity
[273] diversity,respective
[273] respective,societies
[273] societies,pew
[273] research,2018
[273] 2018,italy
[273] italy,26

Top Word Pairs in Tweet in G6:
[193] pew,research
[173] resigned,pew
[173] research,study
[173] study,fucking
[173] fucking,clue
[173] clue,going
[173] going,15
[173] 15,americans
[168] theonion,resigned
[13] research,center

Top Word Pairs in Tweet in G7:
[232] pew,research
[206] research,poll
[204] kylegriffin1,pew
[146] poll,67
[146] 67,adults
[146] adults,support
[146] support,black
[146] black,lives
[146] lives,matter
[146] matter,38

Top Word Pairs in Tweet in G8:
[41] pew,research
[12] research,center
[7] according,pew
[5] parscale,realdonaldtrump
[5] covid,19
[4] 19,crushing
[4] crushing,black
[4] black,communities
[4] communities,states
[4] states,paying

Top Word Pairs in Tweet in G9:
[48] 2020,pew
[40] named,2020
[27] pew,scholar
[24] assistant,professor
[19] pew,stewart
[14] cancer,research
[14] pew,scholars
[13] michael,baym
[13] baym,assistant
[13] professor,harvarddbmi

Top Word Pairs in Tweet in G10:
[33] pew,research
[30] research,center
[7] favor,legal
[7] legal,status
[6] 74,favor
[6] status,those
[6] those,brought
[6] brought,illegally
[6] illegally,children
[6] children,supreme

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@xbtboston
@stonerperfuma
@charliekirk11
@nabynumber8
@danielmazahreh
@boguslaw_w
@ziadrashad17
@shaunking
@khanumarfa

Top Replied-To in G1:
@macharajarao
@ramprakriya

Top Replied-To in G3:
@elinor_haider

Top Replied-To in G5:
@headpyramidjin

Top Replied-To in G6:
@epatientdave
@bravebosom
@pewscience
@theonion
@neil_ruiz
@wana____

Top Replied-To in G7:
@mtaibbi

Top Replied-To in G8:
@realdonaldtrump
@whitehouse
@payer_single
@swenhome_linda
@edward22j
@parscale
@destinyuhva
@maddjack2007
@cindy_csomer37
@andreassiebert

Top Replied-To in G9:
@drshrutinaik

Top Replied-To in G10:
@chaseemmert7
@mark_georgiou
@denyessence

Top Mentioned
Top Mentioned in Entire Graph:
@khanthefatima
@pewtrusts
@pewenvironment
@rakibehsan
@kylegriffin1
@theonion
@pewstates
@alejandrito
@msavaarmstrong
@iamcouncil

Top Mentioned in G1:
@khanthefatima
@aarifshaah
@ambreen62986028
@iamcouncil
@shahid_siddiqui

Top Mentioned in G2:
@tormengeorges
@eusebiaaq
@truthseekers111
@seekersarticles
@gjrt888
@callmeargentino
@vicemalaysia
@knowhownation
@nellie_belle66
@stem_nastics

Top Mentioned in G3:
@pewtrusts
@pewstates
@alanmillernlp
@km_dewit
@pewenvironment
@newslitproject
@rbzahradnik
@bbarrettnc
@who
@an_catherine

Top Mentioned in G4:
@pewenvironment
@divaamon
@pewtrusts
@peweurope
@octavioaburto
@paloma_avila
@marcelomena
@rncordan
@fixourparksus
@pewstates

Top Mentioned in G5:
@rakibehsan
@allinbritain

Top Mentioned in G6:
@theonion
@pewresearch
@ians_india
@taotaotasi
@pewenvironment
@susannahfox
@johngramlich
@facttank
@lymepolicywonk
@epatientdave

Top Mentioned in G7:
@kylegriffin1
@mtaibbi
@grantstern
@nbcnews
@pewtrusts

Top Mentioned in G8:
@realdonaldtrump
@joebiden
@parscale
@breitbartnews
@thejtlewis
@insaneknight85
@whitehouse
@chrisjzullo
@m1apatriot
@greedstinks

Top Mentioned in G9:
@pewhealth
@drshrutinaik
@saveantibiotics
@harvarddbmi
@rnabioco
@4everbiochemist
@harvardmed
@alzuko1
@satyaiiitm
@nyugrossman

Top Mentioned in G10:
@babetruth2
@loverulesagain
@catheri77148739
@imkimaaron
@schmoop0521
@atheist_1978
@1pckt
@edwardwongy
@pauldubuisson
@pray2pesci

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@the_news_diva
@yuuji_k1
@bella623
@diariotalcual
@joefreedomlove
@moonbootica
@techvedi
@gottalaff
@_redfrog

Top Tweeters in G1:
@satirist_indian
@iamrana
@waseemqadiri
@aniljothomas
@golden_seagul
@sajidalimarwadi
@juneymb
@iammsk
@justicenindia
@unhingedblah

Top Tweeters in G2:
@the_news_diva
@joefreedomlove
@techvedi
@andysugs
@free_media_hub
@kegan05
@deenie7940
@dian5
@alabamamangreg
@mikeloburgio

Top Tweeters in G3:
@dtporge
@1luv2
@jennykim
@1sgpaynece
@_strate
@nancywonderful
@raediamond
@jlboul
@digiphile
@prysmith

Top Tweeters in G4:
@_redfrog
@homegypsy
@dgendvil
@willseattle
@cwharlow
@lianabrooks
@haltaq
@tempkt
@dwatchnews
@redhed67

Top Tweeters in G5:
@magicdmw
@richardcalhoun
@lsrlinda
@bassaces1
@tim_a_roberts
@positive4uk
@marshmyst
@vicsinghb
@tweetonpolitics
@brexitlalaland

Top Tweeters in G6:
@khuze_elikhulu
@wana____
@noreallyhowcome
@lordofnoyze
@newstart43
@2xaught7
@toxicpath
@_mcpapadopoulos
@ians_india
@stoppedclock321

Top Tweeters in G7:
@bkindngood
@lacunalingua
@hijcp
@frecklesxx20
@mtmarilyn2
@trumpgot2go
@leslielee327
@skepmi
@bndsnoopy61
@votebluetolive

Top Tweeters in G8:
@destinyuhva
@dyro874
@annableigh
@mollyjongfast
@spoonhead8
@bstnboy
@cmclymer
@socalmd54
@groth1945
@mabbycrankyp

Top Tweeters in G9:
@suzanneinlgb
@craigmatsuda
@ingrx
@jyotsna2964
@laurietmiller
@usagiko
@summergirly7180
@houmanitarian
@chazzofsheckys
@ironmanindiandr

Top Tweeters in G10:
@elucidatus
@yvonnegetcarter
@jwhallin
@catheri77148739
@atheism_has_nil
@thegod_particle
@mirandadied4u
@nosciencedenial
@zalphaprime
@debbiepalm44