pew research, Twitter, 6/18/2020 4:57:10 AM, 229481
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pew research_2020-06-17_19-04-30.xlsx
pew research_2020-06-17_19-04-30.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
June 18, 2020
Short Description:
pew research via NodeXL https://bit.ly/2Ya5ihB
@kylegriffin1
@pewtrusts
@cindyfitch1
@nbcnews
@pewenvironment
@realdonaldtrump
@hollidayit
@unradical_idea
@sherin78
@a_3rdway

Top hashtags:
#covid19
#unityofmuslimnations
#blacklivesmatter
#plastic
#ocean
#seagrass

Description:
Description
The graph represents a network of 5,851 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, 18 June 2020 at 02:06 UTC.

The requested start date was Thursday, 18 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, 2-hour, 15-minute period from Saturday, 06 June 2020 at 00:46 UTC to Wednesday, 17 June 2020 at 03:01 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 : 5851
Unique Edges : 2972
Edges With Duplicates : 7676
Total Edges : 10648
Number of Edge Types : 5
Retweet : 3484
MentionsInRetweet : 4047
Tweet : 693
Replies to : 570
Mentions : 1854
Self-Loops : 722
Reciprocated Vertex Pair Ratio : 0.0128424657534247
Reciprocated Edge Ratio : 0.0253592561284869
Connected Components : 845
Single-Vertex Connected Components : 347
Maximum Vertices in a Connected Component : 2413
Maximum Edges in a Connected Component : 5774
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 5.602528
Graph Density : 0.00017280996600771
Modularity : 0.552233
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 5,851 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, 18 June 2020 at 02:06 UTC.

The requested start date was Thursday, 18 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, 2-hour, 15-minute period from Saturday, 06 June 2020 at 00:46 UTC to Wednesday, 17 June 2020 at 03:01 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:
[63] https://www.pewresearch.org/2020/06/05/condemning-racism/
[52] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/28/countries-restarting-economies-have-rare-chance-to-solve-ocean-plastic-pollution
[22] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/15/racism-is-a-public-health-crisis-say-cities-and-counties
[21] https://www.pewresearch.org/fact-tank/2020/06/03/10-things-we-know-about-race-and-policing-in-the-u-s/
[19] https://medium.com/pew-research-center-decoded/introducing-pew-research-centers-python-libraries-e2ee8f8fd04d
[17] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/12/why-rural-america-is-joining-the-movement-for-black-lives
[15] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/06/09/forest-service-set-to-rule-on-road-building-in-tongass-national-forest
[15] 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/
[14] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/12/15-facts-about-oysters-and-the-need-to-protect-them?utm_campaign=conservation_uso________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[13] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/05/training-police-to-step-in-and-prevent-another-george-floyd

Top URLs in Tweet in G1:
[1] https://twitter.com/kylegriffin1/status/1271516397823090688

Top URLs in Tweet in G2:
[31] https://www.pewresearch.org/2020/06/05/condemning-racism/
[13] https://www.pewresearch.org/fact-tank/2020/06/03/10-things-we-know-about-race-and-policing-in-the-u-s/
[8] https://www.people-press.org/2020/06/02/in-changing-u-s-electorate-race-and-education-remain-stark-dividing-lines/
[6] https://www.pewresearch.org/fact-tank/2017/03/01/most-violent-and-property-crimes-in-the-u-s-go-unsolved/
[6] 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.pewsocialtrends.org/2020/06/12/amid-protests-majorities-across-racial-and-ethnic-groups-express-support-for-the-black-lives-matter-movement/
[5] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/15/racism-is-a-public-health-crisis-say-cities-and-counties
[3] https://globalcobra.tumblr.com/post/620157484260261888
[3] https://www.pewresearch.org/fact-tank/2020/06/08/fast-facts-about-how-americans-and-germans-see-security-issues-amid-trumps-plan-to-reduce-troop-levels/
[3] https://www.pewresearch.org/fact-tank/2020/06/09/hispanic-women-immigrants-young-adults-those-with-less-education-hit-hardest-by-covid-19-job-losses/

Top URLs in Tweet in G3:
[17] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/12/why-rural-america-is-joining-the-movement-for-black-lives
[16] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/15/racism-is-a-public-health-crisis-say-cities-and-counties
[14] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/28/countries-restarting-economies-have-rare-chance-to-solve-ocean-plastic-pollution
[13] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/05/training-police-to-step-in-and-prevent-another-george-floyd
[12] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/16/medicaid-rolls-surge-adding-to-budget-woes
[12] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/06/09/forest-service-set-to-rule-on-road-building-in-tongass-national-forest
[10] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/10/after-george-floyd-some-school-districts-cut-ties-with-police
[9] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/06/01/what-the-emerging-economic-data-is-telling-us-about-jobs-and-the-eventual-recovery-in-states
[8] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/06/08/in-times-of-emergency-substance-use-treatment-requires-flexibility
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/06/08/as-businesses-reopen-workplace-testing-is-the-wild-west

Top URLs in Tweet in G4:
[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&_

Top URLs in Tweet in G5:
[14] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/05/12/15-facts-about-oysters-and-the-need-to-protect-them?utm_campaign=conservation_uso________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/06/08/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=___
[5] 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=___
[4] 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=___
[4] 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=___
[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/reports/2020/03/a-path-to-creating-the-first-generation-of-high-seas-protected-areas?utm_campaign=conservation_olhs_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=report_general____linkcard_&utm_term=___
[3] 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/2020/05/28/why-north-carolinas-seagrass-is-a-diamond-in-the-rough?utm_campaign=conservation_uso________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2016/03/08/msa-40-corals-that-brighten-gulf-of-mexico-depths-need-greater-protection?utm_campaign=environment&utm_source=twitter&utm_medium=social&utm_content=fact_coral

Top URLs in Tweet in G6:
[26] https://www.pewresearch.org/2020/06/05/condemning-racism/
[14] https://medium.com/pew-research-center-decoded/introducing-pew-research-centers-python-libraries-e2ee8f8fd04d
[5] https://www.pewresearch.org/pew-research-center-at-aapor-2020/
[4] https://medium.com/pew-research-center-decoded/introducing-pew-research-centers-python-libraries-e2ee8f8fd04d?utm_content=buffere0e5b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://link.medium.com/lGjM5Pylb7
[2] https://github.com/pewresearch/pewanalytics
[2] https://medium.com/pew-research-center-decoded/introducing-pewmethods-an-r-package-for-working-with-survey-data-97601a250a46
[1] https://medium.com/pew-research-center-decoded/introducing-pew-research-centers-python-libraries-e2ee8f8fd04d?utm_content=bufferaebdd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://medium.com/pew-research-center-decoded/introducing-pew-research-centers-python-libraries-e2ee8f8fd04d?utm_content=buffer954d8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://assets.pewresearch.org/wp-content/uploads/sites/3/2010/10/millennials-confident-connected-open-to-change.pdf

Top URLs in Tweet in G7:
[1] https://www.pewresearch.org/fact-tank/2014/12/08/many-u-s-congregations-are-still-racially-segregated-but-things-are-changing-2/
[1] 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.pewforum.org/Science-and-Bioethics/Scientists-and-Belief.aspx

Top URLs in Tweet in G10:
[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
[3] https://www.usatoday.com/story/news/world/2020/01/08/pew-research-center-survey-donald-trump-international-attitudes/2832515001/
[1] https://abcnews.go.com/Politics/americans-rank-barack-obama-best-president-lifetimes-poll/story?id=56545031&fbclid=IwAR3E72h_z3TU6gwEUfA17uHEgwYvepA7PxK-c-W_iegVRt43KD-1eQpeAQY
[1] https://www.people-press.org/2018/07/11/obama-tops-publics-list-of-best-president-in-their-lifetime-followed-by-clinton-reagan/
[1] https://www.pewresearch.org/fact-tank/2020/02/07/6-facts-about-economic-inequality-in-the-u-s/
[1] https://www.pewresearch.org/fact-tank/2019/12/06/10-facts-about-atheists/
[1] https://globalnews.ca/news/4510841/donald-trump-canada-survey-pew-research-center/
[1] https://www.people-press.org/2007/09/20/the-oprah-factor-and-campaign-2008/
[1] https://www.people-press.org/2019/10/23/national-politics-on-twitter-small-share-of-u-s-adults-produce-majority-of-tweets/

Top Domains
Top Domains in Tweet in Entire Graph:
[550] pewtrusts.org
[237] pewresearch.org
[38] twitter.com
[32] medium.com
[29] pewsocialtrends.org
[23] people-press.org
[15] pewforum.org
[15] carjiescott.com
[12] businessinsider.com
[11] journalism.org

Top Domains in Tweet in G1:
[1] twitter.com

Top Domains in Tweet in G2:
[120] pewresearch.org
[30] pewtrusts.org
[18] twitter.com
[16] pewsocialtrends.org
[12] people-press.org
[7] tumblr.com
[7] journalism.org
[5] pewforum.org
[4] businessinsider.com
[3] tweetedtimes.com

Top Domains in Tweet in G3:
[333] pewtrusts.org
[4] pewresearch.org
[4] twitter.com
[1] trib.al
[1] pewforum.org

Top Domains in Tweet in G4:
[2] theprint.in

Top Domains in Tweet in G5:
[72] pewtrusts.org
[1] nbcmiami.com
[1] ow.ly
[1] usatoday.com

Top Domains in Tweet in G6:
[37] pewresearch.org
[27] medium.com
[3] twitter.com
[2] github.com
[2] people-press.org
[1] abasummit.io
[1] pewsocialtrends.org
[1] allsides.com

Top Domains in Tweet in G7:
[1] pewresearch.org
[1] pewsocialtrends.org
[1] pewforum.org

Top Domains in Tweet in G10:
[5] businessinsider.com
[4] pewtrusts.org
[4] pewresearch.org
[4] usatoday.com
[3] people-press.org
[1] go.com
[1] globalnews.ca
[1] pewsocialtrends.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[83] covid19
[52] unityofmuslimnations
[47] blacklivesmatter
[41] plastic
[39] ocean
[36] seagrass
[33] antibiotics
[26] pewmarinefellow
[23] amjoy
[22] dyk



Top Hashtags in Tweet in G2:
[4] covid19
[3] coronavirus
[3] blm
[3] blacklivesmatter
[3] womenofwealth
[2] let
[2] covid
[2] pmqs
[2] lovingday
[2] americans

Top Hashtags in Tweet in G3:
[53] covid19
[9] asfpm2020
[8] cjreform
[8] coronavirus
[7] antibiotics
[7] philadelphia
[5] courts
[5] debt
[5] broadband
[4] fixourparks

Top Hashtags in Tweet in G5:
[35] seagrass
[25] pewmarinefellow
[20] dyk
[11] covid19
[5] worldenvironmentday
[5] worldoceansday
[5] iuu
[2] worldoceanday
[1] ccamlr
[1] nationalriversmonth

Top Hashtags in Tweet in G6:
[22] aapor
[6] india
[4] pewanalytics
[3] python
[2] blacklivesmatter
[2] fromthecenter
[2] pewresearch
[1] opensource
[1] data
[1] us

Top Hashtags in Tweet in G10:
[1] obamagate
[1] trumpcolluded
[1] trumpstalked
[1] trumpassaulted
[1] trumpraped
[1] trumpbrutalized
[1] trumpmoneylaundered
[1] trumpstole
[1] trumpcheated
[1] trumpconspired

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[1203] support
[1034] pew
[1034] research
[915] poll
[915] adults
[913] kylegriffin1
[602] black
[601] 67
[601] lives
[601] matter

Top Words in Tweet in G2:
[381] pew
[359] research
[225] center
[69] americans
[64] according
[47] black
[42] more
[41] racism
[41] race
[31] condemning

Top Words in Tweet in G3:
[251] pewtrusts
[108] states
[105] pewstates
[91] state
[53] #covid19
[44] pew
[42] health
[42] police
[39] racism
[39] million

Top Words in Tweet in G4:
[678] muslims
[678] hindus
[610] cent
[610] viewed
[339] 93
[339] favourably
[339] 65
[306] khanthefatima
[305] positive
[305] light

Top Words in Tweet in G5:
[275] pewenvironment
[181] ocean
[127] deep
[98] more
[78] sea
[77] peweurope
[77] divaamon
[74] world
[71] high
[70] seas

Top Words in Tweet in G6:
[131] pew
[116] pewresearch
[109] research
[80] data
[74] center
[63] python
[60] two
[47] pewmethods
[41] today
[39] text

Top Words in Tweet in G7:
[16] pew
[16] research
[12] race
[12] relations
[7] babetruth2
[7] racist
[6] 56
[6] americans
[6] think
[6] trump

Top Words in Tweet in G8:
[156] diversity
[155] people
[155] favour
[155] increased
[155] respective
[155] societies
[155] pew
[155] research
[155] 2018
[155] italy

Top Words in Tweet in G9:
[5] david_starof
[5] pew
[5] research
[5] hawarddaniel
[4] shez19833
[4] yes_we_cat
[4] slax43
[4] malkaavram
[4] jews
[3] mistertwyst

Top Words in Tweet in G10:
[42] realdonaldtrump
[35] research
[32] pew
[20] trump
[17] president
[16] confidence
[14] world
[14] thing
[12] donald
[12] right

Top Word Pairs
Top Word Pairs in Tweet in G2:
[1034] pew,research
[915] research,center
[912] according,pew
[601] research,condemning
[601] condemning,racism
[601] pew,charitable
[601] charitable,trusts
[601] race,policing
[601] 10,things
[601] things,know

Top Word Pairs in Tweet in G3:
[340] pew,research
[225] public,health
[47] covid,19
[31] research,center
[31] cities,counties
[20] black,lives
[20] health,crisis
[19] pew,charitable
[19] charitable,trusts
[19] rural,america

Top Word Pairs in Tweet in G4:
[24] hindus,favourably
[23] favourably,65
[21] 93,cent
[20] cent,muslims
[18] muslims,viewed
[18] viewed,hindus
[17] 65,cent
[17] cent,hindus
[17] hindus,viewed
[17] viewed,muslims

Top Word Pairs in Tweet in G5:
[339] high,seas
[339] deep,sea
[305] sea,biologist
[305] love,ocean
[305] ocean,runs
[305] runs,deep
[305] deep,divaamon
[305] divaamon,truly
[305] truly,hear
[305] hear,more

Top Word Pairs in Tweet in G6:
[70] pew,research
[68] research,center
[68] data,labs
[42] labs,team
[42] message,pew
[42] center,pew
[42] pew,charitable
[42] charitable,trusts
[42] condemning,racism
[42] python,packages

Top Word Pairs in Tweet in G7:
[87] pew,research
[73] race,relations
[36] 56,americans
[36] americans,think
[26] think,trump
[26] trump,made
[26] made,race
[26] relations,worse
[26] worse,15
[26] 15,improved

Top Word Pairs in Tweet in G8:
[16] people,favour
[12] favour,increased
[6] increased,diversity
[6] diversity,respective
[6] respective,societies
[6] societies,pew
[6] pew,research
[6] research,2018
[6] 2018,italy
[6] italy,26

Top Word Pairs in Tweet in G9:
[155] pew,research
[155] hawarddaniel,samanth08685036
[155] samanth08685036,slax43
[155] _mamadeb,dlsmith0817
[155] dlsmith0817,evanparke
[155] ldw1532,e_neko_san
[155] e_neko_san,gagne_laurent
[155] ana_annunziata,p3ng1z
[155] p3ng1z,greg_gilligan
[155] greg_gilligan,shez19833

Top Word Pairs in Tweet in G10:
[5] pew,research
[3] trump,right
[3] right,thing
[3] research,center
[3] realdonaldtrump,unpopular
[3] unpopular,globally
[3] globally,confidence
[2] confidence,president
[2] president,donald
[2] donald,trump

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@xbtboston
@stonerperfuma
@thehill
@nabynumber8
@ryanslocum1
@0x49fa98
@thebuddhabear
@notsonormalnow
@ana_annunziata

Top Replied-To in G1:
@kylegriffin1

Top Replied-To in G3:
@dschwalls
@erisenvy

Top Replied-To in G4:
@ramprakriya

Top Replied-To in G5:
@franktompkins1

Top Replied-To in G6:
@wana____

Top Replied-To in G7:
@denyessence
@tertiusiii
@chaseemmert7
@the1researcher
@charliekirk11
@fitfounder
@chuckwoolery
@kevinjbrown65
@zb24601
@reason_dontfear

Top Replied-To in G9:
@ana_annunziata
@hebmacman
@thinkingerik420
@larsrosen2

Top Replied-To in G10:
@realdonaldtrump
@thejtlewis
@molmccann
@katiekraw
@downforthejava
@kamaganini
@chriscarts31
@monkythunder
@frau62
@tom91682962

Top Mentioned
Top Mentioned in Entire Graph:
@kylegriffin1
@khanthefatima
@pewenvironment
@pewtrusts
@rakibehsan
@pewresearch
@klasfeldreports
@pewstates
@alejandrito
@peweurope

Top Mentioned in G1:
@kylegriffin1
@klasfeldreports

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

Top Mentioned in G3:
@pewtrusts
@pewstates
@km_dewit
@sleiseca
@bbarrettnc
@mattvas
@nlihc
@fixourparksus
@aprilleticia
@newslitproject

Top Mentioned in G4:
@khanthefatima
@aarifshaah

Top Mentioned in G5:
@pewenvironment
@peweurope
@divaamon
@octavioaburto
@uf
@secretaryross
@pewtrusts
@bertarelli_fdn
@peter248a
@joshuacinner

Top Mentioned in G6:
@pewresearch
@pewmethods
@facttank
@aghpol
@pvankessel
@pewjournalism
@gottfriedjeff
@elisashearer
@c_deane
@ians_india

Top Mentioned in G7:
@babetruth2
@imkimaaron
@schmoop0521
@cant_read_maps
@atheist_1978
@catheri77148739
@kitemanargues
@terrenc58307664
@donholtmac
@orna_verum

Top Mentioned in G8:
@rakibehsan

Top Mentioned in G9:
@david_starof
@hawarddaniel
@shez19833
@yes_we_cat
@slax43
@malkaavram
@mistertwyst
@bad_bec
@scripteladora
@themoiety

Top Mentioned in G10:
@realdonaldtrump
@murray_nyc
@projectlincoln
@fdrlst
@americadialogue
@chriscuomo
@whitehouse
@pantomath__
@tantumvero
@msdianafrances

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@oldlady12345
@the_news_diva
@yuuji_k1
@sectest9
@jurylady5
@mlnangalama
@diariotalcual
@matiere
@kat4obama

Top Tweeters in G1:
@missb62
@kat4obama
@inspiteoftrump
@bkindngood
@rachel_mcrea
@onahunttoday
@lesleygsmith3
@kenkircher1
@carolmaewy
@givemepie360

Top Tweeters in G2:
@the_news_diva
@techvedi
@analyticaglobal
@deenie7940
@m157q_news_rss
@carguytimes
@zougla_online
@nmitch
@paolettacapo
@dickmackintosh

Top Tweeters in G3:
@dgendvil
@suzanneinlgb
@c255666a459a495
@annie5133
@jennykim
@centsible
@craigmatsuda
@cassie_complex
@tafkam08
@hlthiskrieger

Top Tweeters in G4:
@iamrana
@waseemqadiri
@aniljothomas
@golden_seagul
@juneymb
@sajidalimarwadi
@iammsk
@justicenindia
@unhingedblah
@brumbyoz

Top Tweeters in G5:
@_redfrog
@willseattle
@lianabrooks
@haltaq
@mr_spock
@thepowerofmeow
@watchdogsniffer
@trudaoceans
@sundene
@thereisanocean

Top Tweeters in G6:
@jurylady5
@matiere
@bliadhnaichean
@burtonbrown
@wana____
@justbementalist
@eaglejme
@ians_india
@auriandra
@asyoureadthis

Top Tweeters in G7:
@yvonnegetcarter
@michellmybell1
@rjdownard
@godless_mom
@catheri77148739
@iamatheistgirl
@atheism_has_nil
@thegod_particle
@scientiapercept
@mirandadied4u

Top Tweeters in G8:
@magicdmw
@shiremoorpotter
@bassaces1
@marshmyst
@vicsinghb
@brexitlalaland
@mjs121272
@tedtootill
@trevorwallman
@devongirl_64

Top Tweeters in G9:
@stscholasticas
@veronicatalbot9
@nsroundtable
@_mamadeb
@ldy_chris
@dlsmith0817
@haaretz
@michael__baskin
@artspeakcentral
@judgefudge5

Top Tweeters in G10:
@outnow45
@cnnpolitics
@kapeciaresists
@jaynya13
@mabbycrankyp
@auntlellie
@sidneypowell1
@awisegentleman
@chriscuomo
@kate97417476


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