pew research, Twitter, 12/1/2022 2:52:14 AM, 285241


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pew research_2022-11-30_18-37-04.xlsx
pew research_2022-11-30_18-37-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 01, 2022
Short Description:
pew research via NodeXL https://bit.ly/3XMM3rb
@conradhackett
@asharangappa_
@pewstates
@elonmusk
@teamphil
@pewenvironment
@pewtrusts
@mumbaichadon
@samwangphd
@wef

Top hashtags:
#expertanswers
#highseas
#antibiotic
#usaaw22
#thegreatreplacement
#antibiotics

Description:
Description
The graph represents a network of 7,196 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, 01 December 2022 at 02:42 UTC.

The requested start date was Thursday, 01 December 2022 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, 20-hour, 47-minute period from Thursday, 17 November 2022 at 01:13 UTC to Wednesday, 30 November 2022 at 22:00 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 : 7196
Unique Edges : 3324
Edges With Duplicates : 8597
Total Edges : 11921
Number of Edge Types : 5
Mentions : 1978
Retweet : 3815
MentionsInRetweet : 4029
Replies to : 704
Tweet : 1395
Self-Loops : 1425
Reciprocated Vertex Pair Ratio : 0.00821557673348669
Reciprocated Edge Ratio : 0.0162972620599739
Connected Components : 1555
Single-Vertex Connected Components : 1010
Maximum Vertices in a Connected Component : 2384
Maximum Edges in a Connected Component : 5190
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.434447
Graph Density : 0.000118512292173746
Modularity : 0.536756
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 7,196 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, 01 December 2022 at 02:42 UTC.

The requested start date was Thursday, 01 December 2022 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, 20-hour, 47-minute period from Thursday, 17 November 2022 at 01:13 UTC to Wednesday, 30 November 2022 at 22:00 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:
[24] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/11/18/college-students-push-to-ease-voting-access-after-midterm-barriers
[19] https://www.pewresearch.org/internet/2022/11/16/connection-creativity-and-drama-teen-life-on-social-media-in-2022/
[17] https://www.pewresearch.org/fact-tank/2022/11/17/anti-corporate-sentiment-in-u-s-is-now-widespread-in-both-parties/
[12] https://www.pewresearch.org/fact-tank/2022/03/10/the-polarization-in-todays-congress-has-roots-that-go-back-decades/
[12] https://www.pewresearch.org/fact-tank/2022/06/27/twitter-is-the-go-to-social-media-site-for-u-s-journalists-but-not-for-the-public/
[10] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/11/16/states-test-an-electrifying-idea-roads-that-can-recharge-your-ev
[8] https://themarijuanaherald.com/2022/11/pew-research-poll-88-of-americans-say-marijuana-should-be-legal-for-at-least-medical-purposes/
[8] https://www.pewresearch.org/fact-tank/2022/11/22/partisans-agree-time-with-family-and-friends-is-meaningful-and-fulfilling/
[8] https://www.adweek.com/media/pew-research-center-teens-have-mostly-positive-outlook-on-effects-of-social-media/
[8] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/11/18/what-is-the-fccs-new-broadband-map-and-why-does-it-matter

Top URLs in Tweet in G1:
[13] https://www.pewresearch.org/internet/2022/11/16/connection-creativity-and-drama-teen-life-on-social-media-in-2022/
[7] https://themarijuanaherald.com/2022/11/pew-research-poll-88-of-americans-say-marijuana-should-be-legal-for-at-least-medical-purposes/
[6] https://www.adweek.com/media/pew-research-center-teens-have-mostly-positive-outlook-on-effects-of-social-media/
[5] https://www.techmeme.com/221117/p10
[3] https://www.instagram.com/p/ClEPpvYudNI/
[3] https://www.pewresearch.org/religion/2022/11/17/how-religion-intersects-with-americans-views-on-the-environment/
[3] http://www.facebook.com/pages/p/207977409264069
[3] https://www.simplifyingthemarket.com/en/2022/11/17/more-people-are-finding-the-benefits-of-multigenerational-households-today/?a=248769-f46c19ec1a94c0b6139fde15b388b5e8
[3] https://www.simplifyingthemarket.com/en/2022/11/17/more-people-are-finding-the-benefits-of-multigenerational-households-today/?a=625532-ae97eebc0f222053b5046b3450ffb5c8
[3] https://tamisavage.com/more-people-are-finding-the-benefits-of-multigenerational-households-today/

Top URLs in Tweet in G2:
[1] https://www.pewresearch.org/fact-tank/2022/03/10/the-polarization-in-todays-congress-has-roots-that-go-back-decades/

Top URLs in Tweet in G3:
[1] https://www.pewresearch.org/fact-tank/2022/03/10/the-polarization-in-todays-congress-has-roots-that-go-back-decades/
[1] https://twitter.com/JohnJHarwood/status/1595037697072312320
[1] https://apple.news/ASqK6MZr9SZi-YpeVTh488g
[1] https://apple.news/AeScX2s_uRVSsP_ro9KjN_Q

Top URLs in Tweet in G6:
[9] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/11/16/states-test-an-electrifying-idea-roads-that-can-recharge-your-ev
[7] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/11/16/on-west-virginias-cheat-river-dam-removal-would-complete-remarkable-comeback?utm_campaign=conservation_usplrc________&utm_source=twitter_environment&utm_medium=social&utm_content=_____linkcard_&utm_term=___
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/11/14/health-harms-of-mass-shootings-ripple-across-communities
[7] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/11/18/what-is-the-fccs-new-broadband-map-and-why-does-it-matter
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/11/21/10-billion-pacific-skipjack-tuna-fishery-could-soon-be-better-protected?utm_campaign=conservation_intf________&utm_source=twitter_environment&utm_medium=social&utm_content=_____linkcard_&utm_term=___
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/11/11/mental-health-in-america-the-intersection-of-mental-health-and-justice?utm_campaign=trends_atf________&utm_source=twitter_trusts&utm_medium=social&utm_content=_____illustration_&utm_term=___
[5] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/11/18/college-students-push-to-ease-voting-access-after-midterm-barriers
[4] https://www.pewtrusts.org/en/research-and-analysis/issue-briefs/2022/11/more-than-100000-fishing-related-deaths-occur-each-year-study-finds?utm_campaign=conservation_intf________&utm_source=twitter_environment&utm_medium=social&utm_content=_____linkcard_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/reports/2022/10/how-to-conserve-wildlife-migrations-in-the-american-west?utm_campaign=conservation_usplrc________&utm_source=twitter_environment&utm_medium=social&utm_content=_____stattile_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/11/23/eu-proposes-first-measures-to-limit-plastic-pollution-from-vehicle-tyres?utm_campaign=conservation_popl________&utm_source=twitter_environment&utm_medium=social&utm_content=_____linkcard_&utm_term=___

Top URLs in Tweet in G8:
[1] https://www.newsweek.com/countries-most-people-twitter-social-media-us-japan-uk-1631479
[1] https://www.pewresearch.org/internet/2014/02/20/mapping-twitter-topic-networks-from-polarized-crowds-to-community-clusters/
[1] https://www.pewresearch.org/our-methods/u-s-surveys/
[1] https://www.pewresearch.org/fact-tank/2022/03/10/the-polarization-in-todays-congress-has-roots-that-go-back-decades/
[1] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[1] https://www.investors.com/politics/editorials/pew-research-center-study-shows-that-democrats-have-shifted-to-the-extreme-left/

Top URLs in Tweet in G9:
[4] https://www.pewresearch.org/religion/religious-landscape-study/religious-family/atheist/party-affiliation/

Top Domains
Top Domains in Tweet in Entire Graph:
[687] simplifyingthemarket.com
[308] pewtrusts.org
[239] pewresearch.org
[43] twitter.com
[13] blogspot.com
[12] linkedin.com
[10] adweek.com
[9] google.com
[9] themarijuanaherald.com
[9] engadget.com

Top Domains in Tweet in G1:
[679] simplifyingthemarket.com
[84] pewresearch.org
[23] twitter.com
[19] pewtrusts.org
[11] blogspot.com
[9] google.com
[8] themarijuanaherald.com
[7] adweek.com
[7] linkedin.com
[6] instagram.com

Top Domains in Tweet in G2:
[1] pewresearch.org

Top Domains in Tweet in G3:
[2] apple.news
[1] pewresearch.org
[1] twitter.com

Top Domains in Tweet in G6:
[237] pewtrusts.org
[2] twitter.com
[2] pew.org
[1] voteriders.org

Top Domains in Tweet in G8:
[4] pewresearch.org
[1] newsweek.com
[1] investors.com

Top Domains in Tweet in G9:
[4] pewresearch.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[438] expertanswers
[45] highseas
[45] antibiotic
[40] usaaw22
[39] thegreatreplacement
[28] antibiotics
[25] beantibioticsaware
[21] covid19
[19] realestate
[16] gonorrhea



Top Hashtags in Tweet in G1:
[432] expertanswers
[18] realestate
[10] 러쉬파퍼구입하는곳
[6] india
[6] 강력졸피뎀판매
[5] socialmedia
[5] news
[4] remax
[4] realtor
[4] americans

Top Hashtags in Tweet in G2:
[1] thatswhatwedo
[1] introduction

Top Hashtags in Tweet in G5:
[1] boycottpew

Top Hashtags in Tweet in G6:
[45] highseas
[11] broadband
[10] cop27
[9] iuufishing
[6] wcpfc
[6] microplastics
[5] philadelphia
[5] eviction
[4] electricvehicle
[4] internet

Top Words
Top Words in Tweet in Entire Graph:
[4529] pew
[3926] research
[2925] center
[1917] religious
[1778] separate
[1778] courts
[1533] more
[1478] multigenerational
[1425] farther
[1369] party

Top Words in Tweet in G1:
[1453] multigenerational
[1311] more
[1076] pew
[1060] research
[918] center
[717] home
[697] defines
[696] two
[690] household
[682] adult

Top Words in Tweet in G2:
[772] research
[767] pew
[761] conradhackett
[742] center
[740] republicans
[739] analysis
[739] democrats
[736] apart
[736] congress
[736] farther

Top Words in Tweet in G3:
[1310] party
[675] research
[675] center
[675] pew
[672] farther
[655] according
[655] democratic
[655] moved
[655] right
[655] republican

Top Words in Tweet in G4:
[1106] separate
[1106] religious
[1106] courts
[554] pew
[554] 74
[554] 30
[553] muslims
[553] hindus
[550] bharat
[550] sharia

Top Words in Tweet in G5:
[347] indian
[346] poverty
[346] modi
[345] back
[345] majority
[345] 27cr
[345] 2005
[345] misery
[345] 14
[345] demo

Top Words in Tweet in G6:
[184] pewenvironment
[105] pewtrusts
[102] help
[98] pewstates
[82] states
[75] wildlife
[73] more
[64] health
[63] one
[62] protect

Top Words in Tweet in G7:
[607] religious
[606] courts
[606] separate
[315] hindus
[303] 30
[303] 74
[303] muslims
[266] dostkhan_jammu
[266] interesting
[266] india

Top Words in Tweet in G8:
[72] research
[69] pew
[48] elonmusk
[30] twitter
[29] center
[20] according
[14] survey
[11] americans
[11] social
[11] women

Top Words in Tweet in G9:
[8] democrat
[8] 70
[6] research
[6] ladyoftheocean1
[6] flattielover
[6] pew
[5] calvine43701301
[5] yourmomswatchin
[4] things
[4] bassistold

Top Words in Tweet in G10:
[4] research
[4] pew
[3] religion
[2] tk_the_kitsune
[2] bumpus_lumpus
[2] infidale3476
[2] border
[2] 2021
[2] 2020
[2] godlessliz

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3770] pew,research
[2909] research,center
[1777] separate,religious
[1178] religious,courts
[907] according,pew
[888] courts,30
[886] 74,muslims
[886] hindus,separate
[886] 30,hindus
[765] center,analysis

Top Word Pairs in Tweet in G1:
[1048] pew,research
[916] research,center
[697] center,defines
[689] defines,multigenerational
[689] multigenerational,household
[689] household,home
[687] home,two
[681] two,more
[679] more,adult
[663] adult,generations

Top Word Pairs in Tweet in G2:
[764] pew,research
[742] research,center
[740] conradhackett,pew
[737] center,analysis
[736] republicans,congress
[736] analysis,finds
[736] democrats,republicans
[736] farther,apart
[736] congress,farther
[736] finds,democrats

Top Word Pairs in Tweet in G3:
[675] research,center
[675] pew,research
[655] moved,farther
[655] republican,party
[655] party,moved
[655] democratic,party
[655] according,pew
[655] right,democratic
[655] farther,right
[655] center,republican

Top Word Pairs in Tweet in G4:
[1106] separate,religious
[556] religious,courts
[553] courts,pew
[553] hindus,separate
[553] 30,hindus
[553] courts,30
[553] 74,muslims
[550] sharia,courts
[550] bharat,separate
[550] religious,sharia

Top Word Pairs in Tweet in G5:
[345] back,misery
[345] 2005,14
[345] modi,ji
[345] misery,demo
[345] majority,back
[345] lifted,poverty
[345] pushed,majority
[345] 14,modi
[345] indian,lifted
[345] ji,pushed

Top Word Pairs in Tweet in G6:
[38] #highseas,treaty
[30] protected,areas
[30] emperor,penguins
[30] marine,protected
[25] local,communities
[24] harvest,strategies
[23] eastern,hellbender
[23] sensitive,poor
[23] salamander,sounds
[23] actually,sensitive

Top Word Pairs in Tweet in G7:
[606] separate,religious
[569] religious,courts
[303] hindus,separate
[303] 30,hindus
[303] courts,30
[303] 74,muslims
[266] india,separate
[266] interesting,74
[266] muslims,india
[265] dostkhan_jammu,interesting

Top Word Pairs in Tweet in G8:
[67] pew,research
[29] research,center
[18] according,pew
[10] center,survey
[8] sites,facebook
[8] isn,actually
[8] americans,used
[8] twitter,isn
[8] media,sites
[8] survey,making

Top Word Pairs in Tweet in G9:
[4] things,support
[4] s51781902,nobulls55224206
[4] deviant,things
[4] much,higher
[4] cult,see
[4] o_cleofas,19stjuice19
[4] morgangillilan5,o_cleofas
[4] atheists,democrat
[4] higher,70
[4] nearly,70

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

Top Replied-To
Top Replied-To in Entire Graph:
@conradhackett
@elonmusk
@senategop
@grayhoodie
@rt7683
@nickadamsinusa
@essen419
@alexandhisworld
@mattyglesias
@stony3k

Top Replied-To in G2:
@conradhackett
@stony3k
@mmhabitual
@vannattanathan
@duaneludwig
@atbletugoccc
@winstonluucky

Top Replied-To in G6:
@aacountyschools

Top Replied-To in G7:
@dostkhan_jammu

Top Replied-To in G8:
@elonmusk
@grayhoodie
@mattwallace888
@krazalicia
@cardinal217
@wholemarsblog
@fred_guttenberg
@xironman777
@conradhackett
@marconiocrypto

Top Replied-To in G9:
@calvine43701301
@whurensohn
@connieservativ3
@lostandlovinit

Top Replied-To in G10:
@illmakelamb
@stevieanntas
@azmantel
@mcclureshawn

Top Mentioned
Top Mentioned in Entire Graph:
@conradhackett
@asharangappa_
@mumbaichadon
@invadetheskyy
@dostkhan_jammu
@pewenvironment
@pewtrusts
@pewstates
@saveantibiotics
@ap

Top Mentioned in G1:
@gmaps360
@sellskitsapre
@mjeannest
@sandyfloresre
@nmukherjee6
@nutridetect
@tomgreenewriter
@cdnposts
@isaiahquintana_
@jordansanchezca

Top Mentioned in G2:
@conradhackett
@timcast
@sharinfl
@timhacala
@borjaguti1
@gordongchang
@markberry915
@rpguy16

Top Mentioned in G3:
@asharangappa_
@conradhackett
@samuraisurfer53

Top Mentioned in G4:
@mumbaichadon
@narendoc11

Top Mentioned in G5:
@invadetheskyy
@catale7a

Top Mentioned in G6:
@pewenvironment
@pewtrusts
@pewstates
@peweurope
@pewhealth
@publicsafetylab
@highseaspolicy
@highseas
@fcc
@thejakehorowitz

Top Mentioned in G7:
@dostkhan_jammu
@mumbaichadon
@duhanofficial_

Top Mentioned in G8:
@elonmusk
@the_free_ideas
@monsindomitus
@tinoladobo
@patrickwstanley
@billym2k
@lunchian
@twitter
@hodgetwins
@layahheilpern

Top Mentioned in G9:
@ladyoftheocean1
@flattielover
@yourmomswatchin
@bassistold
@pridgewessea
@tjtrahan
@progunone1776
@thelandsnotours
@free_con101
@gennaro1352

Top Mentioned in G10:
@heathenwombat
@mucusmucous
@tk_the_kitsune
@bumpus_lumpus
@briannazarenus
@infidale3476
@godlessliz
@kuttobaskardo
@stuartmaxwell14
@shrekvivre

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@knewz_currently
@mistersalesman
@stigmabaseo
@titrespresse
@_redfrog
@davidbewart
@sinembargomx
@httweets
@dondekojo

Top Tweeters in G1:
@knewz_currently
@mistersalesman
@stigmabaseo
@titrespresse
@ambulsiva
@costanzo740
@mile_by_mile
@brave0nft
@class987fm
@arashichang

Top Tweeters in G2:
@jrbkjrbk
@joanisparkles
@avonan
@suekhi
@jodotcom
@maryalicebisho2
@jot_au
@artis_elemental
@persistentpengn
@zentaoprincess

Top Tweeters in G3:
@missb62
@awelab1956
@amyayers16
@adekleine
@mdjacksondallas
@mstepczyk
@catherinemginn
@girlzinger
@cryborg
@joanpennnative

Top Tweeters in G4:
@amoltikam
@gurujeegayabh
@newsoholic2
@akg316arvind
@pobbathi_venku
@shakthigj
@172263bff5c8473
@peepal59
@ravsd88
@chaitoo154

Top Tweeters in G5:
@geetv79
@net2ayurveda
@sinemetuvivere
@kukk44
@kvajpayaee
@ajitkumar_kanan
@jd32768519
@subytweets
@hatefreeworldx
@nabatkapoor

Top Tweeters in G6:
@_redfrog
@miguelhilargiak
@dancas2
@haltaq
@deathtocrazy
@mary_swilling
@annie5133
@jennykim
@spanishcountry
@vickimo08056436

Top Tweeters in G7:
@_dharam_vir
@rohithiware
@prameshjain12
@prayagrajwaale
@shriramjayam
@gvnair91
@naveenku555
@jairamkhemka
@ravi95prajapati
@presentgen

Top Tweeters in G8:
@urocklive1
@stillgray
@roncoleman
@wholemarsblog
@mtracey
@dineshdsouza
@coachcaroline
@alyssa_milano
@caistark
@layahheilpern

Top Tweeters in G9:
@thereseosulliv2
@raphaelha67
@michellmybell1
@ladyoftheocean1
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Top Tweeters in G10:
@meknowhu
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