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pew research_2021-01-13_19-07-56.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 14, 2021
Short Description:
pew research via NodeXL https://bit.ly/3oOvZne
@pewtrusts
@pewenvironment
@joebiden
@wrapfogel
@pewstates
@buckpale
@realdonaldtrump
@susipudjiastuti
@greg98071572
@anas_erindra

Top hashtags:
#covid19
#boreal
#conservation
#eu
#bethechange4earth
#opioid

Description:
Description
The graph represents a network of 3,408 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, 14 January 2021 at 03:10 UTC.

The requested start date was Thursday, 14 January 2021 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, 22-hour, 1-minute period from Thursday, 31 December 2020 at 01:08 UTC to Wednesday, 13 January 2021 at 23:10 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 : 3408
Unique Edges : 2031
Edges With Duplicates : 3527
Total Edges : 5558
Number of Edge Types : 5
Retweet : 1445
MentionsInRetweet : 1612
Mentions : 1440
Replies to : 448
Tweet : 613
Self-Loops : 639
Reciprocated Vertex Pair Ratio : 0.0168818272095333
Reciprocated Edge Ratio : 0.033203125
Connected Components : 735
Single-Vertex Connected Components : 295
Maximum Vertices in a Connected Component : 873
Maximum Edges in a Connected Component : 2360
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.249156
Graph Density : 0.00026457541846323
Modularity : 0.559765
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 3,408 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, 14 January 2021 at 03:10 UTC.

The requested start date was Thursday, 14 January 2021 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, 22-hour, 1-minute period from Thursday, 31 December 2020 at 01:08 UTC to Wednesday, 13 January 2021 at 23:10 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:
[31] https://jobs-prc.icims.com/jobs/6413/research-associate-senior-researcher%2c-race-%26-ethnicity-research/job
[27] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/06/poverty-grows-despite-economic-recovery
[22] https://www.investors.com/politics/editorials/pew-research-center-study-shows-that-democrats-have-shifted-to-the-extreme-left/
[20] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/11/many-state-capitols-have-security-holes
[16] https://www.journalism.org/2021/01/12/news-use-across-social-media-platforms-in-2020/
[16] 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=___
[15] https://www.forbes.com/sites/stephanieburns/2020/11/10/millennials-so-called-worst-qualities-are-actually-workplace-superpowers/?ref=quuu
[15] https://www.pewforum.org/2021/01/04/faith-on-the-hill-2021/
[13] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/04/some-pandemic-protections-for-consumers-could-become-permanent
[13] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/in-oregon-removing-river-barriers-helps-fish-and-communities-thrive?utm_campaign=conservation_usplrc________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___

Top URLs in Tweet in G1:
[25] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/06/poverty-grows-despite-economic-recovery
[19] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/11/many-state-capitols-have-security-holes
[12] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/04/some-pandemic-protections-for-consumers-could-become-permanent
[9] 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=___
[9] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/08/no-one-knew-the-plan-states-struggle-to-increase-vaccinations
[7] https://www.pewtrusts.org/en/research-and-analysis/reports/2020/04/policy-reforms-can-strengthen-community-supervision?utm_campaign=communities_psp________&utm_source=twitter_states&utm_medium=social&utm_content=article_general____video_&utm_term=___
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/01/12/the-roadless-rule-is-good-for-the-tongass-national-forest-and-the-economy
[5] https://www.pewtrusts.org/en/research-and-analysis/reports/2020/12/states-can-shorten-probation-and-protect-public-safety?utm_campaign=communities_psp________&utm_source=twitter_trusts&utm_medium=social&utm_content=report_changeneeded__poll&utm_term=___datapoint
[5] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/11/many-state-capitols-have-security-holes?utm_campaign=governing_stl________&utm_source=twitter_states&utm_medium=social&utm_content=statelinearticle_general____linkcard_&utm_term=___policytrend
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/in-oregon-removing-river-barriers-helps-fish-and-communities-thrive?utm_campaign=conservation_usplrc________&utm_source=twitter_trusts&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___

Top URLs in Tweet in G2:
[15] https://www.forbes.com/sites/stephanieburns/2020/11/10/millennials-so-called-worst-qualities-are-actually-workplace-superpowers/?ref=quuu
[6] https://www.journalism.org/2021/01/12/news-use-across-social-media-platforms-in-2020/
[5] https://www.pewforum.org/2021/01/04/faith-on-the-hill-2021/
[4] https://www.pewresearch.org/fact-tank/2020/12/11/20-striking-findings-from-2020/
[4] https://www.ucanews.com/news/catholics-form-20-of-us-population-make-up-30-of-congress/90885
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/01/06/is-government-property-sufficiently-insured-against-disasters
[3] http://www.techmeme.com/210112/p45#a210112p45
[3] https://www.globaldiasporanews.com/methodology-pew-research-center-15/
[2] https://www.pewsocialtrends.org/2020/09/24/economic-fallout-from-covid-19-continues-to-hit-lower-income-americans-the-hardest/
[2] https://www.pewresearch.org/fact-tank/2020/09/04/a-majority-of-young-adults-in-the-u-s-live-with-their-parents-for-the-first-time-since-the-great-depression/

Top URLs in Tweet in G3:
[12] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/in-oregon-removing-river-barriers-helps-fish-and-communities-thrive?utm_campaign=conservation_usplrc________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[7] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/09/22/states-of-innovation?utm_campaign=governing_instn_usstatepolicy__soin_____&utm_source=twitter_trusts&utm_medium=social&utm_content=collection_general____photo_&utm_term=___
[5] 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=___
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/23/top-10-nature-images-of-2020-wildflowers-coastal-scenes-and-ancient-treasures?utm_campaign=conservation_instn________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____video_&utm_term=___
[5] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/deep-sea-oasis-of-corals-sponges-and-vents-could-become-canadas-largest-marine-protected-area?utm_campaign=conservation_clco_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=datavisualization_vastseas____linkcard_&utm_term=___
[5] 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=___
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/01/06/guide-shows-gulf-of-mexico-fishery-managers-how-to-take-big-picture-approach?utm_campaign=conservation_uso_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/01/12/the-roadless-rule-is-good-for-the-tongass-national-forest-and-the-economy
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/04/with-science-and-flexibility-pew-marine-fellow-improves-ocean-conservation-in-east-africa?utm_campaign=conservation_pmf_oceans_marineprotectedareas______&utm_source=twitter_environment&utm_medium=social&utm_content=article_supportresearchers____linkcard_&utm_term=___
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/23/top-10-nature-images-of-2020-wildflowers-coastal-scenes-and-ancient-treasures?utm_campaign=conservation_instn________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____photo_&utm_term=___

Top URLs in Tweet in G6:
[1] https://www.pewresearch.org/fact-tank/2020/11/19/the-trump-era-has-seen-a-decline-in-americas-global-reputation/
[1] https://www.jstor.org/stable/25677384?seq=1
[1] https://www.psypost.org/2019/09/people-with-lower-emotional-intelligence-are-more-likely-to-hold-right-wing-views-study-finds-54369
[1] https://theconversation.com/do-smart-people-tend-to-be-more-liberal-yes-but-it-doesnt-mean-all-conservatives-are-stupid-57713
[1] https://theblacksphere.net/2017/03/pew-research-republicans-smarter-than-democrats/
[1] https://www.investors.com/politics/editorials/pew-research-center-study-shows-that-democrats-have-shifted-to-the-extreme-left/
[1] https://thehill.com/opinion/cybersecurity/397047-big-techs-censorship-of-conservative-users-is-alive-and-well
[1] https://www.pewresearch.org/internet/2020/08/19/most-americans-think-social-media-sites-censor-political-viewpoints/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[51] covid19
[22] boreal
[18] conservation
[14] eu
[13] bethechange4earth
[11] opioid
[10] nationaltriviaday
[9] mpa
[9] standuptosuperbugs
[8] speciesonthemove



Top Hashtags in Tweet in G1:
[31] covid19
[7] opioid
[5] nationaltriviaday
[5] poverty
[4] antibiotic
[4] antibiotics
[4] stateline
[2] homeworkgap
[2] muniland
[2] conservation

Top Hashtags in Tweet in G2:
[5] us
[4] catholic
[3] ai
[3] technology
[3] artificialintelligence
[2] pew
[2] china
[2] research
[2] genderequality
[2] diversity

Top Hashtags in Tweet in G3:
[21] boreal
[9] mpa
[7] pewmarinefellow
[5] agrifish
[5] endoverfishing
[3] nationalbirdday
[3] saveroadless
[2] protectthetongass
[1] roadless
[1] alaska

Top Hashtags in Tweet in G6:
[1] magat

Top Words
Top Words in Tweet in Entire Graph:
[1400] pew
[1396] research
[712] center
[348] pewenvironment
[281] pewtrusts
[279] according
[201] million
[181] more
[178] estados
[178] unidos

Top Words in Tweet in G1:
[244] pewtrusts
[111] states
[103] pewstates
[78] state
[55] access
[54] more
[50] country
[44] million
[41] year
[40] home

Top Words in Tweet in G2:
[312] pew
[294] research
[164] center
[81] according
[72] î
[52] news
[49] americans
[41] survey
[40] millennials
[35] social

Top Words in Tweet in G3:
[334] pewenvironment
[106] million
[65] wildlife
[62] animals
[61] year
[55] protected
[53] barriers
[50] fish
[50] area
[48] win

Top Words in Tweet in G4:
[171] nuevo
[171] congreso
[171] estados
[171] unidos
[171] identidad
[171] religiosa
[171] fuente
[171] pew
[171] research
[171] center

Top Words in Tweet in G5:
[3] thedisproof
[3] asinister
[3] jaisans
[3] kctaz
[3] over400ppm
[3] fishyfish67
[3] thinks_about_it
[3] pew
[3] research
[3] trust

Top Words in Tweet in G6:
[18] realdonaldtrump
[18] pew
[18] research
[7] center
[7] trump
[7] voters
[5] data
[5] million
[5] more
[5] registered

Top Words in Tweet in G7:
[3] prison
[3] research
[2] mike73641430
[2] rossgilroy
[2] physicisttx
[2] johnkrahn2
[2] willsworldview
[2] lincolngrox
[2] pray2pesci
[2] wolfpak561

Top Words in Tweet in G9:
[3] kobiety
[2] mają
[2] religii
[2] się

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1231] pew,research
[702] research,center
[178] estados,unidos
[172] congreso,estados
[172] fuente,pew
[171] nuevo,congreso
[171] unidos,identidad
[171] identidad,religiosa
[171] religiosa,fuente
[170] carlos_guevara,nuevo

Top Word Pairs in Tweet in G1:
[34] internet,access
[32] each,year
[32] home,internet
[26] state,capitols
[24] fact,drivers
[24] drivers,hit
[24] hit,million
[24] million,animals
[24] animals,each
[24] year,country

Top Word Pairs in Tweet in G2:
[274] pew,research
[162] research,center
[57] according,pew
[52] î,î
[29] social,media
[20] pew,charitable
[20] charitable,trusts
[18] 2025,millennials
[18] millennials,make
[18] make,over

Top Word Pairs in Tweet in G3:
[46] million,acres
[46] proposed,offshore
[46] offshore,pacific
[46] pacific,area
[46] area,interest
[46] interest,coast
[46] coast,british
[46] british,columbia
[46] columbia,supports
[46] supports,biologically

Top Word Pairs in Tweet in G4:
[171] nuevo,congreso
[171] congreso,estados
[171] estados,unidos
[171] unidos,identidad
[171] identidad,religiosa
[171] religiosa,fuente
[171] fuente,pew
[171] pew,research
[171] research,center
[170] carlos_guevara,nuevo

Top Word Pairs in Tweet in G5:
[3] pew,research
[2] mattp1949,ammocrypta
[2] fknsavages27,dense_evi
[2] dense_evi,bubbasranch
[2] jwickers,atomskssanakan
[2] no2wind,bananenrijperij
[2] bananenrijperij,relampagoblanc2
[2] relampagoblanc2,htservadac
[2] lovepeacejusti1,oscarswild1
[2] oscarswild1,tqmka

Top Word Pairs in Tweet in G6:
[17] pew,research
[7] research,center
[3] 2018,pew
[3] registered,voters
[3] eligible,voters
[2] blueatlgeorgia,mtgreenee
[2] mtgreenee,realdonaldtrump
[2] center,data
[2] whoisjanegalt,geraldorivera
[2] geraldorivera,realdonaldtrump

Top Word Pairs in Tweet in G7:
[2] rossgilroy,physicisttx
[2] physicisttx,johnkrahn2
[2] johnkrahn2,willsworldview
[2] willsworldview,lincolngrox
[2] lincolngrox,pray2pesci
[2] pray2pesci,wolfpak561
[2] wolfpak561,mikenedie
[2] mikenedie,bbrown24646528
[2] bbrown24646528,zapher134
[2] zapher134,yourmomspants1

Top Word Pairs in Tweet in G9:
[2] kobiety,mają

Top Replied-To
Top Replied-To in Entire Graph:
@tinobell
@fakenaik
@chadaaronmarlow
@littleboepimp
@tcbestepe
@besttweets2021
@mike10010100
@s_kaski
@gdgriffin
@etiennesevet

Top Replied-To in G1:
@loyolalaw

Top Replied-To in G3:
@coralreeffish

Top Replied-To in G5:
@callmeblaise1
@vieux_rhone
@damienhamilto17

Top Replied-To in G6:
@beanbo12
@zeenmachine1
@bigblowhole
@hdscope12
@estrogenpills
@cleforlife2369
@itslegitnow
@nyancat_me
@jet_jett1
@justcallmeal3

Top Replied-To in G7:
@mike73641430

Top Replied-To in G8:
@theenli68732277

Top Replied-To in G9:
@pro_ton1

Top Replied-To in G10:
@babetruth2

Top Mentioned
Top Mentioned in Entire Graph:
@pewenvironment
@pewtrusts
@carlos_guevara
@pewstates
@spattersearch
@time
@aussiedebpeace
@mikethompsongvt
@pewhealth
@pewresearch

Top Mentioned in G1:
@pewtrusts
@pewstates
@mikethompsongvt
@timhendersonsl
@espovich
@brown_alex_
@noellestraub
@miamidadecourts
@mdrc_news
@jm_bauer

Top Mentioned in G2:
@c_coolidge
@ivbaoshi
@superebza
@kstreet111
@angieevanhorn
@isaiahquintana_

Top Mentioned in G3:
@pewenvironment
@pewtrusts
@peweurope
@forestservice
@bertarelli_fdn
@will_hackman
@kenarait
@mammothcavenp
@humanefoodie
@pewstates

Top Mentioned in G4:
@carlos_guevara

Top Mentioned in G5:
@thedisproof
@asinister
@jaisans
@kctaz
@over400ppm
@fishyfish67
@thinks_about_it
@mattp1949
@ammocrypta
@b_bolshevik100

Top Mentioned in G6:
@realdonaldtrump
@blueatlgeorgia
@mtgreenee
@whoisjanegalt
@geraldorivera
@gasecofstate
@dineshdsouza
@imdatqueen409
@murray_nyc
@jwinfreenetzer1

Top Mentioned in G7:
@rossgilroy
@physicisttx
@johnkrahn2
@willsworldview
@lincolngrox
@pray2pesci
@wolfpak561
@mikenedie
@bbrown24646528
@zapher134

Top Mentioned in G8:
@danield86829949
@omer18365408
@mighty_jar
@opinionminister
@danlivni
@stewartmills
@davemamnix
@veronicatalbot9
@robinsonmsr10
@margolisshana

Top Mentioned in G9:
@7awbreaker
@guzik_magdalena
@paweljalocha
@me_unbearable
@jolkapiasecka
@johnxanier
@voyage_repete
@pan_oo_paniscus
@tessi777
@krukmysli

Top Mentioned in G10:
@slsstudios
@minagica
@daccampofamily
@nextlifenotes
@smokeystafford
@thegod_particle
@odktiger
@craigo001
@agtcnews
@justsayingwhat1

Top Tweeters
Top Tweeters in Entire Graph:
@cybersec_feeds
@lindaleeking
@femtech_
@carmillalusta
@real_infinity95
@singulith
@dgendvil
@thehill
@talkintou
@willseattle

Top Tweeters in G1:
@carmillalusta
@fleming77
@npsusa
@suzanneinlgb
@dwatchnews
@norsemndem
@mijomojo1
@gadflyquebec
@jennykim
@shyduroff

Top Tweeters in G2:
@kstreet111
@lokadataid
@thouautumn
@c_coolidge
@edourdoo
@superebza
@writerjvp
@awiselatina
@lise_latulippe
@horoscopeofusa

Top Tweeters in G3:
@dgendvil
@willseattle
@lorettabower3
@adekleine
@mr_spock
@paladine
@augusteve2012
@shinobuns
@insunpredator
@annie5133

Top Tweeters in G4:
@angelicamys
@partidomira
@amparopf2530
@adrianpachecos
@windsormira
@farleyguarin
@edwingarciamira
@klaudialcb
@gloriamiraista
@buenahorar

Top Tweeters in G5:
@rmack2x
@beank511
@fadboo
@borthwickkathy
@ram0667
@asinister
@oscarswild1
@no2wind
@gailmggmg
@dawntj90

Top Tweeters in G6:
@realmattcouch
@funder
@therealbp65
@scottpresler
@dineshdsouza
@realdonaldtrump
@justcallmeal3
@preselectkat
@idiot_salad
@the_resistor

Top Tweeters in G7:
@zapher134
@zypisfy
@imkimaaron
@cern_lxxl
@tklforgiven
@praisehisname50
@jools6691
@ellen5e
@realist_dragon
@geraldpayne25

Top Tweeters in G8:
@veronicatalbot9
@dlsmith0817
@scripteladora
@artspeakcentral
@mighty_jar
@gagne_laurent
@leylakhalid22
@anticonspiracy2
@danlivni
@malkaavram

Top Tweeters in G9:
@guzik_magdalena
@jolkapiasecka
@andrz3jc
@norberto_bcn
@xmslyz
@perlyswietlne
@48yanii
@bartosinskirav
@aretaheb1
@urzekotka

Top Tweeters in G10:
@____roar____
@davestewart4444
@consmilitia
@smokeystafford
@catheri77148739
@thegod_particle
@mirandadied4u
@daccampofamily
@andyguy
@tertiusiii