pew research, Twitter, 9/3/2020 2:46:01 AM, 234266


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pew research_2020-09-02_19-18-06.xlsx
pew research_2020-09-02_19-18-06.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 03, 2020
Short Description:
pew research via NodeXL https://bit.ly/3gNrBjq
@larrysabato
@pewtrusts
@cbcalerts
@itstime21282401
@berniesanders
@garygrumbach
@pewresearch
@asifintoronto
@ggg_says
@pewenvironment

Top hashtags:
#covid19
#covid
#climatechange
#antibiotic
#coastalwetlands

Description:
Description
The graph represents a network of 6,141 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, 03 September 2020 at 02:22 UTC.

The requested start date was Thursday, 03 September 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, 55-minute period from Thursday, 20 August 2020 at 00:13 UTC to Wednesday, 02 September 2020 at 17:08 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 : 6141
Unique Edges : 3432
Edges With Duplicates : 7870
Total Edges : 11302
Number of Edge Types : 5
Retweet : 3561
MentionsInRetweet : 4705
Tweet : 819
Mentions : 1614
Replies to : 603
Self-Loops : 846
Reciprocated Vertex Pair Ratio : 0.0073038073038073
Reciprocated Edge Ratio : 0.0145016970070966
Connected Components : 987
Single-Vertex Connected Components : 414
Maximum Vertices in a Connected Component : 2380
Maximum Edges in a Connected Component : 5933
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.476706
Graph Density : 0.000171910165401873
Modularity : 0.575499
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 6,141 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, 03 September 2020 at 02:22 UTC.

The requested start date was Thursday, 03 September 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, 55-minute period from Thursday, 20 August 2020 at 00:13 UTC to Wednesday, 02 September 2020 at 17:08 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:
[32] https://www.pewforum.org/religious-landscape-study/
[29] https://www.pewresearch.org/global/2020/08/27/most-approve-of-national-response-to-covid-19-in-14-advanced-economies/
[28] https://freewestmedia.com/2020/06/27/pew-research-majority-blm-protesters-are-white-democrats/
[18] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/28/fearing-delays-and-chaos-swing-states-weigh-early-counting-of-mail-in-ballots
[15] https://thenewdaily.com.au/news/2020/08/28/coronavirus-pew-research-survey/
[11] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/31/more-people-with-felony-convictions-can-vote-but-roadblocks-remain
[9] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/20/black-history-instruction-gets-new-emphasis-in-many-states
[9] https://www.pewresearch.org/global/2020/07/30/americans-fault-china-for-its-role-in-the-spread-of-covid-19/
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/28/fearing-delays-and-chaos-swing-states-weigh-early-counting-of-mail-in-ballots?utm_campaign=governing_stl________&utm_source=twitter_states&utm_medium=social&utm_content=statelinearticle_general____map_&utm_term=___summary
[7] https://www.investors.com/politics/editorials/pew-research-center-study-shows-that-democrats-have-shifted-to-the-extreme-left/

Top URLs in Tweet in G1:
[2] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/28/fearing-delays-and-chaos-swing-states-weigh-early-counting-of-mail-in-ballots
[1] https://www.pewresearch.org/politics/2018/08/09/an-examination-of-the-2016-electorate-based-on-validated-voters/

Top URLs in Tweet in G2:
[1] https://twitter.com/pewresearch/status/1299448430503305216

Top URLs in Tweet in G3:
[15] https://www.pewresearch.org/global/2020/08/27/most-approve-of-national-response-to-covid-19-in-14-advanced-economies/
[14] https://freewestmedia.com/2020/06/27/pew-research-majority-blm-protesters-are-white-democrats/
[6] https://www.journalism.org/2020/08/31/americans-see-skepticism-of-news-media-as-healthy-say-public-trust-in-the-institution-can-improve/
[4] https://www.cnn.com/2020/08/27/world/global-coronavirus-attitudes-pew-intl/index.html
[4] https://innerself.com/content/index.php?option=com_content&view=article&id=23804:why-donald-trump-still-appeals-to-many-evangelicals&catid=566:elections
[4] https://thenewdaily.com.au/news/2020/08/28/coronavirus-pew-research-survey/?utm_source=Adestra&utm_medium=email&utm_campaign=Morning%20News%20-%2020200828
[4] https://thenewdaily.com.au/news/2020/08/28/coronavirus-pew-research-survey/
[3] https://www.pewresearch.org/fact-tank/2019/06/17/key-findings-about-u-s-immigrants/
[3] https://www.pewresearch.org/fact-tank/2020/08/19/55-of-u-s-social-media-users-say-they-are-worn-out-by-political-posts-and-discussions/
[3] https://www.pewresearch.org/fact-tank/2020/08/24/trumps-approval-ratings-so-far-are-unusually-stable-and-deeply-partisan/

Top URLs in Tweet in G4:
[9] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/28/fearing-delays-and-chaos-swing-states-weigh-early-counting-of-mail-in-ballots
[8] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/20/black-history-instruction-gets-new-emphasis-in-many-states
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/28/fearing-delays-and-chaos-swing-states-weigh-early-counting-of-mail-in-ballots?utm_campaign=governing_stl________&utm_source=twitter_states&utm_medium=social&utm_content=statelinearticle_general____map_&utm_term=___summary
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/08/31/more-people-with-felony-convictions-can-vote-but-roadblocks-remain
[6] 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_trusts&utm_medium=social&utm_content=report_general____linkcard_&utm_term=___thread
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/08/20/state-employment-recovered-unevenly-from-last-recession
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/08/28/conversations-on-science-in-depth-with-dr-fauci
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/08/25/public-pension-investments-largely-recover-after-pandemic-related-slide?utm_campaign=financeandeconomy_psrs________&utm_source=twitter_states&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/08/28/conversations-on-science-in-depth-with-dr-fauci?utm_campaign=trends_atf___atfsci_____&utm_source=twitter_trusts&utm_medium=social&utm_content=podcast_general____quotetile_&utm_term=___
[5] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/09/01/virus-imperils-health-care-safety-net

Top URLs in Tweet in G5:
[1] https://www.businessinsider.com/walmart-best-buy-patagonia-give-workers-time-off-to-vote-2020-8?utmSource=twitter&utmContent=referral&utmTerm=topbar&referrer=twitter

Top URLs in Tweet in G6:
[2] https://www.pewforum.org/2015/04/02/religious-projections-2010-2050/

Top URLs in Tweet in G8:
[1] https://www.ctvnews.ca/canada/unlike-americans-most-canadians-pleased-with-gov-t-handling-of-pandemic-poll-1.5081789#_gus&_gucid=&_gup=twitter&_gsc=U24i94U
[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.usatoday.com/story/news/world/2020/04/06/pew-research-center-canada-mexico-attitudes-to-us-trump/2950126001/
[1] 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/

Top URLs in Tweet in G10:
[1] https://www.pewresearch.org/global/2020/08/27/most-approve-of-national-response-to-covid-19-in-14-advanced-economies/
[1] https://www.cbc.ca/news/health/covid19-pandemic-pew-countries-1.5702522

Top Domains
Top Domains in Tweet in Entire Graph:
[400] pewtrusts.org
[265] pewresearch.org
[72] twitter.com
[53] pewforum.org
[33] freewestmedia.com
[25] journalism.org
[22] pewsocialtrends.org
[22] com.au
[13] linkedin.com
[11] cnn.com

Top Domains in Tweet in G1:
[2] pewtrusts.org
[1] pewresearch.org

Top Domains in Tweet in G2:
[1] twitter.com

Top Domains in Tweet in G3:
[107] pewresearch.org
[37] twitter.com
[34] pewtrusts.org
[19] freewestmedia.com
[12] linkedin.com
[11] pewsocialtrends.org
[8] com.au
[8] journalism.org
[6] cnn.com
[5] wordpress.com

Top Domains in Tweet in G4:
[286] pewtrusts.org
[4] twitter.com
[3] pew.org
[1] shareaholic.com
[1] memeorandum.com
[1] pewresearch.org
[1] pewsocialtrends.org
[1] my2020census.gov

Top Domains in Tweet in G5:
[1] businessinsider.com

Top Domains in Tweet in G6:
[2] pewforum.org

Top Domains in Tweet in G8:
[1] ctvnews.ca
[1] pewsocialtrends.org
[1] usatoday.com
[1] carjiescott.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[231] covid19
[31] covid
[30] climatechange
[15] antibiotic
[12] coastalwetlands
[11] philadelphia
[11] coronavirus
[9] naturebasedsolutions
[8] ioad2020
[8] opioid



Top Hashtags in Tweet in G1:
[2] covid19

Top Hashtags in Tweet in G3:
[8] covid19
[6] borderobserver
[5] research
[4] coronavirus
[3] china
[3] socialmedia
[3] faq
[3] illegals
[3] dhs
[3] quiktake

Top Hashtags in Tweet in G4:
[203] covid19
[15] antibiotic
[11] philadelphia
[8] opioid
[7] covid
[7] ioad2020
[7] antibioticresistance
[6] legal
[6] coronavirus
[4] 2020census

Top Hashtags in Tweet in G5:
[1] vote2020

Top Hashtags in Tweet in G8:
[1] cdnpoli

Top Hashtags in Tweet in G10:
[1] cdnpoli

Top Words
Top Words in Tweet in Entire Graph:
[2861] pew
[2790] research
[1215] states
[1152] center
[1025] swing
[573] twitter
[550] mail
[538] early
[531] ballots
[528] counting

Top Words in Tweet in G1:
[973] swing
[973] states
[487] fearing
[487] delays
[487] chaos
[487] weigh
[487] early
[487] counting
[487] mail
[487] ballots

Top Words in Tweet in G2:
[419] berniesanders
[419] sanders
[418] vp
[418] pence
[418] invoked
[418] remarks
[418] tonight
[418] questioning
[418] whether
[418] ideas

Top Words in Tweet in G3:
[434] pew
[411] research
[259] center
[72] americans
[64] survey
[64] according
[58] trump
[44] white
[42] percent
[42] poll

Top Words in Tweet in G4:
[308] pewtrusts
[201] #covid19
[185] science
[183] dr
[180] fauci
[176] anthony
[152] fact
[151] one
[135] season
[134] episode

Top Words in Tweet in G5:
[532] twitter
[270] pew
[270] research
[267] those
[267] found
[267] fewer
[266] let's
[266] forget
[266] 50
[266] million

Top Words in Tweet in G6:
[195] pew
[195] research
[187] tiinexile
[185] valent_appu
[20] argument
[20] states
[20] protecting
[20] themselves
[20] closing
[20] gates

Top Words in Tweet in G7:
[170] saying
[170] country
[170] done
[170] good
[170] job
[170] dealing
[170] covid
[170] 19
[170] outbreaks
[170] denmark

Top Words in Tweet in G8:
[158] pew
[157] research
[156] nearly
[156] 90
[156] canadians
[156] tell
[156] government
[156] done
[156] good
[156] job

Top Words in Tweet in G9:
[164] pew
[164] research
[162] political
[162] division
[162] started
[162] under
[162] obama
[162] source
[162] center
[161] realsaavedra

Top Words in Tweet in G10:
[121] canadians
[105] justintrudeau
[104] know
[103] cpc_hq
[103] bestie
[103] erinotoolemp
[103] keep
[103] telling
[103] divided
[102] davidhamer_1951

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2675] pew,research
[1136] research,center
[1023] swing,states
[527] mail,ballots
[526] counting,mail
[524] states,weigh
[524] weigh,early
[524] early,counting
[523] fearing,delays
[523] delays,chaos

Top Word Pairs in Tweet in G1:
[973] swing,states
[487] fearing,delays
[487] delays,chaos
[487] chaos,swing
[487] states,weigh
[487] weigh,early
[487] early,counting
[487] counting,mail
[487] mail,ballots
[486] hey,swing

Top Word Pairs in Tweet in G2:
[418] vp,pence
[418] pence,invoked
[418] invoked,berniesanders
[418] berniesanders,remarks
[418] remarks,tonight
[418] tonight,questioning
[418] questioning,whether
[418] whether,ideas
[418] ideas,sanders
[418] sanders,supports

Top Word Pairs in Tweet in G3:
[397] pew,research
[256] research,center
[44] according,pew
[31] covid,19
[24] pew,charitable
[24] charitable,trusts
[24] center,survey
[20] social,media
[17] center,poll
[16] protesters,white

Top Word Pairs in Tweet in G4:
[176] dr,anthony
[176] anthony,fauci
[137] pewtrusts,dr
[134] episode,one
[129] fact,'s
[128] fauci,talks
[128] talks,science
[128] science,#covid19
[128] #covid19,thoughts
[128] thoughts,future

Top Word Pairs in Tweet in G5:
[270] pew,research
[267] research,found
[266] let's,forget
[266] forget,pew
[266] found,fewer
[266] fewer,50
[266] 50,million
[266] million,adults
[266] adults,twitter
[266] twitter,those

Top Word Pairs in Tweet in G6:
[195] pew,research
[184] tiinexile,valent_appu
[184] valent_appu,pew
[20] argument,states
[20] states,protecting
[20] protecting,themselves
[20] themselves,closing
[20] closing,gates
[20] gates,wrong
[20] wrong,based

Top Word Pairs in Tweet in G7:
[170] saying,country
[170] country,done
[170] done,good
[170] good,job
[170] job,dealing
[170] dealing,covid
[170] covid,19
[170] 19,outbreaks
[170] outbreaks,denmark
[170] denmark,95

Top Word Pairs in Tweet in G8:
[157] pew,research
[156] nearly,90
[156] 90,canadians
[156] canadians,tell
[156] tell,pew
[156] research,government
[156] government,done
[156] done,good
[156] good,job
[156] job,handling

Top Word Pairs in Tweet in G9:
[164] pew,research
[162] political,division
[162] division,started
[162] started,under
[162] under,obama
[162] obama,source
[162] source,pew
[162] research,center
[161] realsaavedra,political
[2] whignewtons,let's

Top Word Pairs in Tweet in G10:
[103] know,cpc_hq
[103] cpc_hq,bestie
[103] bestie,erinotoolemp
[103] erinotoolemp,keep
[103] keep,telling
[103] telling,justintrudeau
[103] justintrudeau,divided
[103] divided,canadians
[102] davidhamer_1951,know
[28] pew,research

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@whitehouse
@empdraghon
@cbcnews
@sfluffel
@happyuniverse19
@himisaboo
@rebeccmclaugh
@jasonshiflett1
@joebiden

Top Replied-To in G1:
@davenewworld_2

Top Replied-To in G2:
@couchtateranlst
@csd
@larissafernand

Top Replied-To in G4:
@tonetalks
@dani_pa
@espovich
@pataaron10

Top Replied-To in G6:
@empdraghon
@valent_appu
@mukeshdwivedimp
@busceler
@3singhpradum

Top Replied-To in G8:
@z09ajm3iautmrxt
@obolerfanii
@mcgloxx

Top Replied-To in G10:
@populismupdates
@tangibullah
@pgluska

Top Mentioned
Top Mentioned in Entire Graph:
@larrysabato
@berniesanders
@garygrumbach
@pewtrusts
@whignewtons
@tiinexile
@valent_appu
@asifintoronto
@theworldindex
@realsaavedra

Top Mentioned in G1:
@larrysabato
@pewtrusts

Top Mentioned in G2:
@berniesanders
@garygrumbach
@larrysabato
@enjoneer01
@mollyjongfast
@iscrew
@larissafernand

Top Mentioned in G3:
@pitch4kdemocrat
@c_coolidge
@_sarcasm4u_
@londil
@jerrygence
@isaiahquintana_

Top Mentioned in G4:
@pewtrusts
@pewstates
@pewhealth
@sleiseca
@espovich
@ecologywa
@saveantibiotics
@an_catherine
@bethconnolly20
@niaidnews

Top Mentioned in G5:
@whignewtons
@lynnshawprod
@businessinsider

Top Mentioned in G6:
@tiinexile
@valent_appu
@amaanbali
@trtworld
@coe
@kapilmishra_ind
@sheilazulfiqar
@empdraghon
@askanshul
@vivekagnihotri

Top Mentioned in G7:
@theworldindex

Top Mentioned in G8:
@asifintoronto
@mrandyngo
@kingjames
@beleaguredsoul
@alex_2000___
@georgefloyd699
@ihaveahamradio
@thraxbig

Top Mentioned in G9:
@realsaavedra
@whignewtons

Top Mentioned in G10:
@justintrudeau
@cpc_hq
@erinotoolemp
@davidhamer_1951
@uk_polling
@asifintoronto
@cbcalerts
@_whyzguy
@usa_polling
@rjdavies_

Top Tweeters
Top Tweeters in Entire Graph:
@jurylady5
@immoralreport
@souljahsingh
@vivacoid
@solutioneer72
@ez4u2say_janis
@innovativehindu
@mroopchand143
@dhruvbhim
@jondknight

Top Tweeters in G1:
@solutioneer72
@mharvey816
@amyayers16
@loyalfan1
@raygibbs1
@davidpsdem
@suekhi
@margaritateresa
@lawgirl318
@grannynannynews

Top Tweeters in G2:
@drdaveanddee
@politicalbee
@antarianrani
@nikhil_p_b
@skywaker9
@tates5a
@nobiggovduh
@capatosta122
@leoluminary
@march4progress

Top Tweeters in G3:
@paulstewartii
@crisisdigest
@c_coolidge
@mackabiviper42
@drwilda
@eifrodo
@janniaragon
@charlierichmond
@outnow45
@watsupamericas

Top Tweeters in G4:
@jjj5819
@npsusa
@micjojd
@bob_stinson1234
@ajgma
@joanpennnative
@mary_swilling
@suzanneinlgb
@npazderski
@beverlyfolkers

Top Tweeters in G5:
@docwashburn
@businessinsider
@drawandstrike
@adudefromnowere
@greenesj333
@mattmackowiak
@kmfdt
@soccerdhg
@alisyngayle
@bourdinfred

Top Tweeters in G6:
@innovativehindu
@dhruvbhim
@traveller_makk
@samir_patil
@muraliks_11
@mukeshparmar146
@abhijeetkum
@tapanp1957
@biswasranit
@sanjays00663282

Top Tweeters in G7:
@olguitapumita
@puppalizie
@arifwaheed
@retweet_wala
@fhafeez64
@hamzajamil19
@fgafatg
@simnico971
@totalforsvar
@realawans

Top Tweeters in G8:
@ez4u2say_janis
@johangreg
@toxicpath
@barb_hill
@jeffreyluscombe
@jacquotlegrand
@cailinaseirinn
@akimcampbell
@rohaniroop
@eflorian10

Top Tweeters in G9:
@souljahsingh
@friendlyjmc
@dianafry18
@awhatdafudge
@dianachic1
@admomof3
@deeznutjobs
@speakinfromtn
@whigsntwigs
@jerzboyusa

Top Tweeters in G10:
@chuddles11
@suepeac
@jinxy_minxy
@mini_bubbly
@yourpetcat
@sunnydays180
@vesperuk
@kathy73921688
@anik1968
@dianemarieposts


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