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pew research_2020-12-03_19-07-57.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
December 06, 2020
Short Description:
pew research via NodeXL https://bit.ly/2VJEzqh
@pewtrusts
@pewenvironment
@peweurope
@pewstates
@newsmuslimah
@saveantibiotics
@pewhealth
@carrollforme
@onefatcatsmom
@pewglobal

Top hashtags:
#minoritiesinfascistindia
#endoverfishing
#antibiotics
#antibiotic
#covid19

Description:
Description
The graph represents a network of 4,875 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 Friday, 04 December 2020 at 03:12 UTC.

The requested start date was Thursday, 03 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, 23-hour, 59-minute period from Thursday, 19 November 2020 at 01:01 UTC to Thursday, 03 December 2020 at 01:00 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 : 4875
Unique Edges : 2460
Edges With Duplicates : 5829
Total Edges : 8289
Number of Edge Types : 5
MentionsInRetweet : 2812
Mentions : 1493
Tweet : 845
Retweet : 2599
Replies to : 540
Self-Loops : 873
Reciprocated Vertex Pair Ratio : 0.0122950819672131
Reciprocated Edge Ratio : 0.0242914979757085
Connected Components : 926
Single-Vertex Connected Components : 407
Maximum Vertices in a Connected Component : 960
Maximum Edges in a Connected Component : 2595
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.872791
Graph Density : 0.000187115305703734
Modularity : 0.549394
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 4,875 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 Friday, 04 December 2020 at 03:12 UTC.

The requested start date was Thursday, 03 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, 23-hour, 59-minute period from Thursday, 19 November 2020 at 01:01 UTC to Thursday, 03 December 2020 at 01:00 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:
[80] https://www.theneweuropean.co.uk/brexit-news/westminster-news/pew-research-centre-poll-finds-strong-eu-support-in-uk-6354596
[43] https://www.pewresearch.org/fact-tank/2020/11/19/the-trump-era-has-seen-a-decline-in-americas-global-reputation/
[22] http://22.In
[22] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/west-coast-states-should-stop-seabed-mining-before-it-starts?utm_campaign=conservation_uso_oceans_______&utm_source=twitter_trusts&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[21] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/22/black-professionals-miss-out-on-recent-job-gains
[18] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/11/23/public-transit-battered-by-pandemic-triumphs-at-ballot-box
[18] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/11/24/biden-likely-to-help-states-increase-health-care-access
[15] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/12/02/unemployment-payments-weeks-late-in-nearly-every-state
[14] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/12/01/once-ignored-promises-to-tribes-could-change-the-environmental-landscape
[13] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/11/20/election-disinformation-fears-came-true-for-state-officials?utm_campaign=2020-11-23+SW&utm_medium=email&utm_source=Pew

Top URLs in Tweet in G1:
[6] https://www.theneweuropean.co.uk/brexit-news/westminster-news/pew-research-centre-poll-finds-strong-eu-support-in-uk-6354596
[5] https://www.pewresearch.org/fact-tank/2020/11/13/america-is-exceptional-in-the-nature-of-its-political-divide/
[5] https://www.pewresearch.org/fact-tank/2020/11/19/the-trump-era-has-seen-a-decline-in-americas-global-reputation/
[4] https://www.ucanews.com/news/asia-worst-for-state-restrictions-on-religion/90321
[4] https://ucanews.simplecast.com/episodes/ucanewsthisweek20112020
[4] https://www.pewresearch.org/fact-tank/2020/11/24/so-far-trump-has-granted-clemency-less-frequently-than-any-president-in-modern-history/
[4] https://www.pewsocialtrends.org/2020/08/20/nearly-half-of-u-s-adults-say-dating-has-gotten-harder-for-most-people-in-the-last-10-years/
[3] https://www.pewresearch.org/politics/2020/11/20/sharp-divisions-on-vote-counts-as-biden-gets-high-marks-for-his-post-election-conduct/
[3] https://spectrumlocalnews.com/share/nc/charlotte/news/2020/11/21/improving-political-discourse-in-an-increasingly-polarized-america?cid=id-app15_m-share_s-web_cmp-app_launch_august2020_c-producer_posts_po-organic
[3] https://www.pewresearch.org/fact-tank/2020/11/30/nato-seen-in-a-positive-light-by-many-across-10-member-states/

Top URLs in Tweet in G3:
[19] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/west-coast-states-should-stop-seabed-mining-before-it-starts?utm_campaign=conservation_uso_oceans_______&utm_source=twitter_trusts&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[18] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/11/24/biden-likely-to-help-states-increase-health-care-access
[15] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/11/23/public-transit-battered-by-pandemic-triumphs-at-ballot-box
[14] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/12/02/unemployment-payments-weeks-late-in-nearly-every-state
[12] https://www.pewtrusts.org/en/research-and-analysis/issue-briefs/2020/11/states-tap-federal-cares-act-to-expand-broadband
[8] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/11/30/how-much-broadband-speed-do-americans-need
[8] 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/articles/2020/11/03/outreach-from-borrowers-could-overwhelm-student-loan-system-when-pandemic-pauses-end?utm_campaign=communities_stdl_highereducation__covid_____&utm_source=twitter_trusts&utm_medium=social&utm_content=article_repaymentcrisis____linkcard_&utm_term=___cta
[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/articles/2020/11/10/nearly-all-states-suffer-declines-in-education-jobs

Top URLs in Tweet in G4:
[8] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/west-coast-states-should-stop-seabed-mining-before-it-starts?utm_campaign=conservation_uso_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/11/10/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=___
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/29/to-slow-decline-of-western-atlantic-bluefin-tuna-fishery-managers-must-lower-quota?utm_campaign=conservation_intf_oceans_tuna______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=__iccat_
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2016/05/31/birch-trees-provide-a-sweet-sustainable-business-in-canadas-boreal-forest?utm_campaign=conservation_ibc_land_borealforest______&utm_source=twitter_environment&utm_medium=social&utm_content=article_indigenouslead____photo_&utm_term=___
[3] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/west-coast-states-should-stop-seabed-mining-before-it-starts?utm_campaign=conservation_uso_oceans_______&utm_source=twitter_trusts&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/22/ropeless-fishing-systems-hold-promise-for-fishermen-and-whales?utm_campaign=conservation_clco_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/11/23/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_
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/11/20/inside-the-plan-to-protect-north-carolinas-coastal-habitat?utm_campaign=conservation_uso_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/06/08/governments-should-act-to-end-harmful-fishing-subsidies?utm_campaign=conservation_rhfs_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_wtobestway____linkcard_&utm_term=___
[2] 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=___

Top URLs in Tweet in G5:
[4] https://www.express.co.uk/news/politics/1362051/guy-verhofstadt-twitter-brexit-news-latest-uk-rejoin-EU-Pew-Research-Centre-poll-europe
[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________&utm_source=twitter_eu&utm_medium=social&utm_content=article_actionoverdue____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/09/in-setting-2021-catch-limits-european-fisheries-ministers-should-heed-science
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/30/five-things-the-wto-must-include-in-its-fisheries-subsidies-agreement?utm_campaign=conservation_rhfs_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/09/02/eu-fisheries-management-still-not-in-line-with-scientific-advice-despite-2020-deadline
[1] https://twitter.com/EUauditors/status/1331917540356972544
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/10/29/to-slow-decline-of-western-atlantic-bluefin-tuna-fishery-managers-must-lower-quota?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/2020/09/22/whats-next-for-european-fisheries?utm_campaign=conservation_eone_oceans_______&utm_source=twitter_eu&utm_medium=social&utm_content=article_sustainabilityleader____video_&utm_term=___
[1] 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=___
[1] 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=___

Top URLs in Tweet in G6:
[2] https://www.pewresearch.org/fact-tank/2019/05/22/u-s-fertility-rate-explained/
[1] https://twitter.com/realDonaldTrump/status/1334001161314168834
[1] https://www.pewresearch.org/politics/2020/06/02/democratic-edge-in-party-identification-narrows-slightly/
[1] https://www.pewresearch.org/fact-tank/2019/06/27/republicans-far-more-likely-than-democrats-to-say-fact-checkers-tend-to-favor-one-side/
[1] https://www.washingtonpost.com/outlook/2017/12/29/a374a268-ea6d-11e7-8a6a-80acf0774e64_story.html
[1] https://www.msn.com/en-us/news/politics/trump-said-world-leaders-complained-to-him-about-the-election-results-but-most-of-them-have-already-congratulated-biden/ar-BB1bsYv5?li=BBnbcA1
[1] https://twitter.com/PolitiBunny/status/1333066203150094337
[1] https://www.pewresearch.org/politics/2016/09/13/2016-party-identification-detailed-tables/
[1] https://www.pewresearch.org/politics/2020/11/20/sharp-divisions-on-vote-counts-as-biden-gets-high-marks-for-his-post-election-conduct/
[1] https://twitter.com/alyssa_milano/status/1331806754611490818

Top URLs in Tweet in G8:
[13] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/11/20/election-disinformation-fears-came-true-for-state-officials?utm_campaign=2020-11-23+SW&utm_medium=email&utm_source=Pew
[12] 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
[3] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2019/five-year-analysis-shows-continued-deficiencies-in-antibiotic-development?utm_campaign=saveantibiotics&utm_source=twitter&utm_medium=social
[3] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/antibiotic-resistant-bacteria-is-a-growing-threat?utm_campaign=health_arp_antibiotics__aaw2020_____&utm_source=twitter_health&utm_medium=social&utm_content=infographic_growingthreat____stattile_&utm_term=___
[3] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/gonorrhea-could-soon-become-untreatable?utm_campaign=health_arp_antibiotics__aaw2020_____&utm_source=twitter_health&utm_medium=social&utm_content=infographic_growingthreat____stattile_&utm_term=___
[3] 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=saveantibiotics&utm_source=twitter&utm_medium=social
[2] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2019/five-year-analysis-shows-continued-deficiencies-in-antibiotic-development?utm_campaign=health_arp_antibiotics__aaw2020_____&utm_source=twitter_health&utm_medium=social&utm_content=interactive_newabxneeded____gif_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/11/13/10-years-of-data-show-dental-therapists-boost-productivity-and-revenues?utm_campaign=health_dntl_healthcare_______&utm_source=twitter_health&utm_medium=social&utm_content=article_dentaltherapy____photo_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/reports/2020/11/health-care-can-learn-from-global-use-of-biometrics?utm_campaign=health_hlit_healthcare_______&utm_source=twitter_health&utm_medium=social&utm_content=report_improvementneeded____illustration_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/11/12/researchers-explore-the-science-behind-the-maternal-fetal-bond?utm_campaign=health_bimr_biomedicalresearch_______&utm_source=twitter_health&utm_medium=social&utm_content=article_innovatecollaborate____linkcard_&utm_term=___

Top URLs in Tweet in G9:
[22] http://22.In

Top URLs in Tweet in G10:
[1] https://www.pewresearch.org/politics/2018/07/11/obama-tops-publics-list-of-best-president-in-their-lifetime-followed-by-clinton-reagan/
[1] https://www.pewresearch.org/global/wp-content/uploads/sites/2/2020/09/PG_2020.09.15_U.S.-Image_0-01.png?w=640

Top Domains
Top Domains in Tweet in Entire Graph:
[552] pewtrusts.org
[231] pewresearch.org
[108] co.uk
[77] twitter.com
[69] gab.com
[22] 22.in
[20] pewsocialtrends.org
[18] pewforum.org
[10] nytimes.com
[10] carjiescott.com

Top Domains in Tweet in G1:
[85] pewresearch.org
[32] pewtrusts.org
[31] twitter.com
[12] pewsocialtrends.org
[10] co.uk
[8] journalism.org
[8] nytimes.com
[7] pewforum.org
[5] standleague.org
[4] ucanews.com

Top Domains in Tweet in G3:
[316] pewtrusts.org
[14] twitter.com
[2] ncsl.org
[2] tweetedtimes.com
[1] newsobserver.com
[1] route-fifty.com
[1] govtech.com

Top Domains in Tweet in G4:
[60] pewtrusts.org
[1] pewresearch.org

Top Domains in Tweet in G5:
[14] pewtrusts.org
[4] co.uk
[2] twitter.com

Top Domains in Tweet in G6:
[13] pewresearch.org
[3] twitter.com
[1] washingtonpost.com
[1] msn.com
[1] google.com
[1] allsides.com
[1] theguardian.com
[1] macleans.ca

Top Domains in Tweet in G8:
[85] pewtrusts.org

Top Domains in Tweet in G9:
[22] 22.in

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[188] minoritiesinfascistindia
[157] endoverfishing
[59] antibiotics
[38] antibiotic
[29] covid19
[28] mpa
[27] canada
[22] boreal
[21] rightwhale
[21] usaaw20



Top Hashtags in Tweet in G1:
[11] minoritiesinfascistindia
[10] china
[8] india
[8] thailand
[8] us
[8] asia
[3] europe
[3] covid
[3] smartnews
[2] eu

Top Hashtags in Tweet in G3:
[18] covid19
[14] antibiotics
[11] philadelphia
[11] boreal
[7] dental
[7] antibioticresistance
[7] waaw2020
[6] stateline
[5] minnesota
[4] dyk

Top Hashtags in Tweet in G4:
[26] canada
[26] mpa
[18] rightwhale
[13] iccat
[11] boreal
[10] dyk
[9] worldfisheriesday
[4] stopfundingoverfishing
[3] safeseas
[3] iattc

Top Hashtags in Tweet in G5:
[156] endoverfishing
[7] iccat
[2] stopfundingoverfishing
[1] canada
[1] mpa

Top Hashtags in Tweet in G6:
[1] election2020
[1] evangelicals
[1] workharder
[1] foxnews

Top Hashtags in Tweet in G8:
[44] antibiotics
[34] antibiotic
[20] usaaw20
[16] beantibioticsaware
[7] waaw
[6] antibioticawarenessweek
[5] dental
[5] antibioticresistance
[3] covid19
[2] minnesota

Top Hashtags in Tweet in G9:
[174] minoritiesinfascistindia
[3] pakeconomyontrack

Top Words
Top Words in Tweet in Entire Graph:
[2671] pew
[2554] research
[1506] center
[712] yang
[617] more
[425] according
[366] 2015
[354] studi
[350] tinggi
[349] mengingat

Top Words in Tweet in G1:
[433] pew
[407] research
[266] center
[95] according
[48] trump
[47] americans
[44] more
[43] percent
[43] social
[42] adults

Top Words in Tweet in G2:
[701] yang
[350] pew
[350] research
[349] mengingat
[349] potensi
[349] demografi
[349] milenial
[349] muslimah
[349] cukup
[349] tinggi

Top Words in Tweet in G3:
[219] pewtrusts
[124] states
[114] pewstates
[70] state
[69] public
[65] more
[53] federal
[53] help
[50] cities
[49] year

Top Words in Tweet in G4:
[202] pewenvironment
[59] ocean
[57] tuna
[55] area
[52] more
[48] fisheries
[48] fishing
[40] conservation
[40] climate
[39] news

Top Words in Tweet in G5:
[186] peweurope
[174] fisheries
[170] 2020
[167] eu
[162] more
[157] ministers
[156] #endoverfishing
[155] deadline
[154] over
[154] important

Top Words in Tweet in G6:
[56] research
[54] pew
[30] realdonaldtrump
[18] more
[17] trump
[13] center
[12] voters
[12] vote
[12] registered
[11] think

Top Words in Tweet in G7:
[286] 의하면
[286] 의
[143] 19
[143] 트윗을
[143] 쓰는
[143] 사람들
[143] pew
[143] research
[143] center
[143] 에서

Top Words in Tweet in G8:
[70] saveantibiotics
[44] #antibiotics
[39] development
[34] #antibiotic
[32] pewhealth
[28] need
[22] more
[22] antibiotic
[22] resistant
[21] pewtrusts

Top Words in Tweet in G9:
[212] pew
[212] research
[191] center
[174] #minoritiesinfascistindia
[133] social
[133] india
[124] religious
[122] countries
[119] global
[119] index

Top Words in Tweet in G10:
[3] 20
[2] mamalouies
[2] emmyreincarnate
[2] flattielover
[2] ladyoftheocean1
[2] missjulialee
[2] deadpools_r_us
[2] qdecoder
[2] algrenq
[2] pew

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2421] pew,research
[1498] research,center
[349] mengingat,potensi
[349] potensi,demografi
[349] demografi,milenial
[349] milenial,muslimah
[349] muslimah,yang
[349] yang,cukup
[349] cukup,tinggi
[349] tinggi,studi

Top Word Pairs in Tweet in G1:
[392] pew,research
[265] research,center
[71] according,pew
[27] pew,charitable
[27] charitable,trusts
[20] social,media
[15] covid,19
[14] center,survey
[14] restrictions,religion
[13] news,youtube

Top Word Pairs in Tweet in G2:
[350] pew,research
[349] mengingat,potensi
[349] potensi,demografi
[349] demografi,milenial
[349] milenial,muslimah
[349] muslimah,yang
[349] yang,cukup
[349] cukup,tinggi
[349] tinggi,studi
[349] studi,yang

Top Word Pairs in Tweet in G3:
[24] seabed,mining
[22] low,income
[20] public,education
[20] help,states
[19] prized,dungeness
[19] dungeness,crab
[19] crab,salmon
[19] salmon,killer
[19] killer,whales
[19] whales,risk

Top Word Pairs in Tweet in G4:
[37] good,news
[29] climate,change
[28] iconic,western
[28] western,atlantic
[28] atlantic,bluefin
[28] bluefin,tuna
[26] harmful,fisheries
[26] fisheries,subsidies
[26] news,#canada
[26] #canada,proposed

Top Word Pairs in Tweet in G5:
[157] fisheries,ministers
[155] 2020,deadline
[154] deadline,#endoverfishing
[154] more,important
[150] over,yes
[150] yes,eu
[150] eu,fisheries
[150] ministers,failed
[150] failed,meet
[150] meet,2020

Top Word Pairs in Tweet in G6:
[54] pew,research
[12] research,center
[10] according,pew
[4] eligible,voters
[4] realdonaldtrump,pew
[4] research,10
[4] 10,twitter
[4] twitter,users
[3] voters,2018
[3] research,study

Top Word Pairs in Tweet in G7:
[143] 19,트윗을
[143] 트윗을,쓰는
[143] 쓰는,사람들
[143] 사람들,pew
[143] pew,research
[143] research,center
[143] center,에서
[143] 에서,조사한
[143] 조사한,통계에
[143] 통계에,의하면

Top Word Pairs in Tweet in G8:
[21] saveantibiotics,need
[15] #beantibioticsaware,#usaaw20
[15] need,#antibiotics
[15] #antibiotics,treat
[15] treat,multidrug
[15] multidrug,resistant
[15] resistant,gram
[15] gram,negative
[15] negative,bacterial
[15] bacterial,infections

Top Word Pairs in Tweet in G9:
[212] pew,research
[191] research,center
[119] global,index
[119] index,human
[119] human,rights
[119] rights,social
[119] social,religious
[111] 2016,global
[101] 198,countries
[99] religious,freedoms

Top Word Pairs in Tweet in G10:
[2] pew,research

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@owemyself14
@ncslorg
@colonia42440350
@ilhanmn
@antiheretic
@thewitchyb
@pewglobal
@devoutmuslim12
@usambnl

Top Replied-To in G3:
@ncslorg

Top Replied-To in G6:
@realdonaldtrump
@tedcruz
@speakerpelosi
@ibleedblazers
@scottyt415
@patriotwitha
@blitherbabble
@simbatopcat
@schiefer4
@normdeplume9

Top Replied-To in G10:
@jimrobe70184873
@emma34770971

Top Mentioned
Top Mentioned in Entire Graph:
@newsmuslimah
@pewtrusts
@pewenvironment
@peweurope
@randomknow_bot
@pewstates
@katiephang
@miraisyakai
@saveantibiotics
@niedziela_pl

Top Mentioned in G1:
@limitlessleila
@polext
@cloudatalytics
@l_l_robinson
@r_30gard
@oou07469366
@ivbaoshi
@isaiahquintana_
@dikili
@scottchoppin

Top Mentioned in G2:
@newsmuslimah

Top Mentioned in G3:
@pewtrusts
@pewstates
@mikethompsongvt
@georgetownccf
@an_catherine
@ncslorg
@johnbhorrigan
@sleiseca
@timhendersonsl
@idpharmd

Top Mentioned in G4:
@pewenvironment
@noaa
@wto
@pewtrusts
@fixourparksus
@peweurope
@ledasea123
@loraclarke14
@globaltuna
@pewstates

Top Mentioned in G5:
@peweurope
@pewenvironment
@euauditors
@wto
@jcvandevelde77
@pewtrusts
@jamessreality

Top Mentioned in G6:
@realdonaldtrump
@sidneypowell1
@gop
@thehill
@frankamari2
@barackobama
@ipit712
@christi54465705
@prayingmedic
@veronicacrossuk

Top Mentioned in G7:
@randomknow_bot

Top Mentioned in G8:
@saveantibiotics
@pewhealth
@pewtrusts
@carb_x
@larrysabato
@car
@erinduffyj
@stonningtonfarm
@gardp_amr
@manica_amr

Top Mentioned in G9:
@wajeeha_r
@rajafayazahmed
@hairakhan9
@economist_alii
@hansbadvi
@naina0003333
@itxomerofficial
@ahussainbloch
@team4pakistan
@fahimkhan___

Top Mentioned in G10:
@mamalouies
@emmyreincarnate
@flattielover
@ladyoftheocean1
@missjulialee
@deadpools_r_us
@qdecoder
@algrenq
@russiathirdwor1
@sno_justice

Top Tweeters
Top Tweeters in Entire Graph:
@robinsnewswire
@phillip92321
@_redfrog
@hokcenayeokcena
@rxbun
@cheezwitham
@dgendvil
@thehill
@fusasippona
@y_mat2009

Top Tweeters in G1:
@robinsnewswire
@cheezwitham
@brontyman
@fleming77
@c_coolidge
@solomonmissouri
@netbacker
@euwatchers
@realalisonpoole
@chadstanton

Top Tweeters in G2:
@fayranisha
@darni56848597
@y4n1e_
@uulinnuhaz
@rasamsuheni
@diyanaqorib
@azahiduddin
@dewi52956436
@zoelfalya
@femilakareni29

Top Tweeters in G3:
@dgendvil
@rockyintx
@mary_swilling
@vievararosel
@laurahennesse11
@jennykim
@ggevirtz
@sumoh7
@craigmatsuda
@relunrelated

Top Tweeters in G4:
@_redfrog
@genghisgalahad2
@zippydazipster
@trudaoceans
@ana_captures
@whysharksmatter
@badruddeen
@nordbergvalerie
@rodpdavison
@bebravemyloves

Top Tweeters in G5:
@lawlor224
@underyourtree
@reemul64
@alejandrosig
@atlasb2b
@dede17_86
@tigerdragon41
@peteraf1
@infamousgrouser
@alfredgliddon

Top Tweeters in G6:
@thehill
@foxnews
@lrihendry
@politibunny
@skynewsaust
@davidmweissman
@jeffreyguterman
@kristinboymom
@phillyinquirer
@latestly

Top Tweeters in G7:
@hokcenayeokcena
@sseoging
@yeokbo
@flashman0509
@sixis_oclock
@ore_ha_sinanai
@kr_bluebird
@kimbiqu
@isilme_silpion
@lunalenford

Top Tweeters in G8:
@amyayers16
@new_narrative
@sandykalano
@paulmcclintock
@gabydore
@moontiger5735
@vaw511
@laurietmiller
@juanrive
@introvertgay

Top Tweeters in G9:
@malimayo1
@mamer1992
@786hassani
@malikus1654
@jan_p22
@captan_26
@hmd042
@risingstr3
@hina_hp
@humera_healer

Top Tweeters in G10:
@thereseosulliv2
@vickie627
@mrfly187
@ladyoftheocean1
@mongo3804
@tomag49
@akvawe66
@shlomoindiana
@ziggystardad
@downrangechaos


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