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pew research_2022-09-07_18-37-04.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 08, 2022
Short Description:
pew research via NodeXL https://bit.ly/3U2oHMC
@kylegriffin1
@gopchairwoman
@benrich47523142
@pewenvironment
@shannonrwatts
@royalsaddler
@pewstates
@discowizard83
@keishablain
@mariannaspring

Top hashtags:
#disinformaton
#μεταναστευτικο
#igc5
#pewresearch
#opioid

Description:
Description
The graph represents a network of 6,142 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, 08 September 2022 at 01:41 UTC.

The requested start date was Thursday, 08 September 2022 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, 21-hour, 39-minute period from Thursday, 25 August 2022 at 00:04 UTC to Wednesday, 07 September 2022 at 21:44 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 : 6142
Unique Edges : 2770
Edges With Duplicates : 8047
Total Edges : 10817
Number of Edge Types : 5
Retweet : 3470
Tweet : 1215
MentionsInRetweet : 3714
Mentions : 1815
Replies to : 603
Self-Loops : 1235
Reciprocated Vertex Pair Ratio : 0.0076025459688826
Reciprocated Edge Ratio : 0.0150903667310054
Connected Components : 1027
Single-Vertex Connected Components : 464
Maximum Vertices in a Connected Component : 2844
Maximum Edges in a Connected Component : 6109
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.222307
Graph Density : 0.000151094879789826
Modularity : 0.535897
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 6,142 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, 08 September 2022 at 01:41 UTC.

The requested start date was Thursday, 08 September 2022 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, 21-hour, 39-minute period from Thursday, 25 August 2022 at 00:04 UTC to Wednesday, 07 September 2022 at 21:44 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:
[15] https://robertpaulreyes.com/pew-research-the-better-americans-know-evangelicals-the-less-they-like-them/
[14] https://www.pewresearch.org/race-ethnicity/2022/08/30/black-americans-have-a-clear-vision-for-reducing-racism-but-little-hope-it-will-happen/
[13] https://newsone.com/4399226/pew-research-report-black-adults-racism/
[12] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/08/25/towns-may-grow-millions-more-trees-with-15b-for-urban-forestry
[12] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/07/22/investors-bought-a-quarter-of-homes-sold-last-year-driving-up-rents
[12] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/08/24/how-to-understand-and-fix-bias-in-artificial-intelligence-enabled-health-tools
[11] https://www.digitalinformationworld.com/2022/09/a-study-by-pew-research-center-outlines.html?utm_source=pocket_mylist
[11] https://www.theguardian.com/world/2020/jan/22/holocaust-survey-americans-pew-research-center
[9] https://www.pewresearch.org/global/2022/08/31/climate-change-remains-top-global-threat-across-19-country-survey/
[8] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/08/24/new-safeguards-may-help-those-who-are-drowning-in-medical-debt

Top URLs in Tweet in G2:
[1] https://twitter.com/GOPChairwoman/status/1562885777327267843

Top URLs in Tweet in G3:
[9] https://www.pewresearch.org/race-ethnicity/2022/08/30/black-americans-have-a-clear-vision-for-reducing-racism-but-little-hope-it-will-happen/
[8] https://newsone.com/4399226/pew-research-report-black-adults-racism/
[6] https://ifttt.com/applets/ELCMuz4H
[6] https://www.pewresearch.org/global/2022/08/31/climate-change-remains-top-global-threat-across-19-country-survey/
[5] https://www.nytimes.com/2022/08/31/technology/pew-misinformation-major-threat.html
[4] https://www.pewresearch.org/politics/2022/08/23/abortion-rises-in-importance-as-a-voting-issue-driven-by-democrats/
[4] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/08/25/towns-may-grow-millions-more-trees-with-15b-for-urban-forestry
[4] https://www.pewresearch.org/fact-tank/2022/08/30/more-so-than-adults-u-s-teens-value-people-feeling-safe-online-over-being-able-to-speak-freely/
[4] https://www.pewresearch.org/politics/2022/09/01/positive-views-of-supreme-court-decline-sharply-following-abortion-ruling/
[3] https://twinybots.ch/

Top URLs in Tweet in G4:
[9] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/07/22/investors-bought-a-quarter-of-homes-sold-last-year-driving-up-rents
[8] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/08/25/towns-may-grow-millions-more-trees-with-15b-for-urban-forestry
[8] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/08/24/new-safeguards-may-help-those-who-are-drowning-in-medical-debt
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/08/19/lifeblood-of-western-australian-valley-faces-threat-from-industrial-action?utm_campaign=conservation_ooaa________&utm_source=twitter_environment&utm_medium=social&utm_content=_____linkcard_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/08/29/methadone-saves-lives-so-why-dont-more-patients-with-opioid-use-disorder-take-it
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/08/16/methamphetamine-use-overdose-deaths-and-arrests-soared-from-2015-to-2019?utm_campaign=communities_psp________&utm_source=twitter_trusts&utm_medium=social&utm_content=linkcard&utm_term=datapoint
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/03/07/global-voices-seek-to-protect-and-conserve-abundant-life-in-international-waters?utm_campaign=conservation_olhs_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=_____video_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/white-papers/2022/07/california-can-leverage-blue-carbon-to-help-achieve-climate-goals
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/08/24/how-to-understand-and-fix-bias-in-artificial-intelligence-enabled-health-tools?utm_campaign=health_hcp_healthcare_______&utm_source=twitter_health&utm_medium=social&utm_content=_____linkcard_&utm_term=___bulletlist
[3] https://www.pewtrusts.org/en/research-and-analysis/video/2022/how-climate-change-impacts-indigenous-lands

Top URLs in Tweet in G5:
[15] https://robertpaulreyes.com/pew-research-the-better-americans-know-evangelicals-the-less-they-like-them/

Top URLs in Tweet in G6:
[1] https://www.pewresearch.org/politics/2022/08/23/abortion-rises-in-importance-as-a-voting-issue-driven-by-democrats/

Top URLs in Tweet in G8:
[2] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2022/03/18/contentious-fringe-legal-theory-could-reshape-state-election-laws
[1] https://www.bbc.co.uk/news/world-us-canada-62742687

Top URLs in Tweet in G9:
[1] https://www.cnn.com/2022/08/30/politics/poll-black-americans-racism-change/index.html

Top URLs in Tweet in G10:
[1] https://trib.al/N6NiPCI
[1] https://www.axios.com/2022/07/28/salary-great-resignation-inflation?utm_medium=social&utm_source=twitter&utm_campaign=editorial
[1] https://www.nytimes.com/2022/08/31/technology/pew-misinformation-major-threat.html
[1] https://www.nytimes.com/2022/08/31/technology/pew-misinformation-major-threat.html?smid=nytcore-ios-share&referringSource=articleShare
[1] https://www.pewresearch.org/global/2022/08/31/climate-change-remains-top-global-threat-across-19-country-survey/
[1] https://www.washingtonpost.com/business/2022/08/24/cryptos-massive-marketing-efforts-have-drawn-few-new-investors/

Top Domains
Top Domains in Tweet in Entire Graph:
[281] indiatoday.in
[280] pewtrusts.org
[215] pewresearch.org
[65] twitter.com
[34] eu.org
[30] blogspot.com
[18] xn--kerkkhaber-deb.com
[15] theguardian.com
[15] nytimes.com
[15] robertpaulreyes.com

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

Top Domains in Tweet in G3:
[102] pewresearch.org
[34] twitter.com
[34] eu.org
[29] blogspot.com
[28] pewtrusts.org
[18] xn--kerkkhaber-deb.com
[11] dy.si
[9] nytimes.com
[8] newsone.com
[7] ifttt.com

Top Domains in Tweet in G4:
[224] pewtrusts.org
[2] hukum.blog
[2] pewresearch.org
[2] globalnews.ca
[1] medium.com
[1] yale.edu
[1] t.co
[1] jpost.com

Top Domains in Tweet in G5:
[15] robertpaulreyes.com

Top Domains in Tweet in G6:
[1] pewresearch.org

Top Domains in Tweet in G8:
[2] pewtrusts.org
[1] co.uk

Top Domains in Tweet in G9:
[1] cnn.com

Top Domains in Tweet in G10:
[2] nytimes.com
[1] trib.al
[1] axios.com
[1] pewresearch.org
[1] washingtonpost.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[33] disinformaton
[32] μεταναστευτικο
[27] igc5
[25] pewresearch
[24] opioid
[22] evangelicals
[16] highseas
[15] crypto
[13] spm22
[13] nft



Top Hashtags in Tweet in G2:
[1] gymjordan

Top Hashtags in Tweet in G3:
[9] vteam
[7] nft
[6] crypto
[6] 강력졸피뎀판매
[6] 러쉬파퍼구입하는곳
[5] research
[5] faboneliners
[5] faboneliner
[5] oneliner
[5] oneliners

Top Hashtags in Tweet in G4:
[27] igc5
[24] opioid
[16] highseas
[13] spm22
[10] covid19
[10] suicidepreventionmonth
[10] parisagreement
[7] ai
[6] suicideprevention
[5] ioad2022

Top Hashtags in Tweet in G5:
[23] pewresearch
[22] evangelicals
[1] gopscotus
[1] trublue
[1] demvoice1
[1] onev1
[1] demcastfl
[1] proudblue22
[1] bluecrew
[1] evngelicals

Top Hashtags in Tweet in G7:
[1] pallywood

Top Hashtags in Tweet in G10:
[1] misinformation

Top Words
Top Words in Tweet in Entire Graph:
[4093] pew
[4028] research
[1394] voters
[1166] poll
[1156] abortion
[1146] important
[1120] according
[1120] issue
[1120] 56
[1098] center

Top Words in Tweet in G1:
[840] pew
[840] research
[840] poll
[840] majority
[840] registered
[840] voters
[840] 56
[840] issue
[840] abortion
[840] very

Top Words in Tweet in G2:
[488] pew
[488] research
[485] gopchairwoman
[485] americans
[484] according
[483] year
[483] degree
[483] make
[482] young
[482] rate

Top Words in Tweet in G3:
[594] pew
[588] research
[283] center
[120] according
[91] survey
[88] americans
[81] black
[68] people
[60] change
[51] american

Top Words in Tweet in G4:
[129] pewenvironment
[108] pewstates
[105] pewtrusts
[103] more
[76] states
[74] health
[73] pewhealth
[67] state
[64] use
[64] suicide

Top Words in Tweet in G5:
[188] pew
[187] research
[134] americans
[116] majority
[112] center
[111] according
[111] disapprove
[111] supreme
[111] court
[111] landmark

Top Words in Tweet in G6:
[323] voters
[169] important
[169] abortion
[168] poll
[168] pew
[168] research
[168] issue
[168] 56
[156] gun
[156] safety

Top Words in Tweet in G7:
[14] research
[12] pew
[10] jews
[6] israel
[6] bobbytaylor810
[6] gomiriam63
[6] imdibe
[6] buckeye_ricky
[6] whywouldyou_uk
[6] jonathanweissb3

Top Words in Tweet in G8:
[133] voters
[132] mariannaspring
[130] meet
[130] bbc
[130] undercover
[130] americast
[130] newsnight
[130] ve
[130] created
[130] five

Top Words in Tweet in G9:
[125] black
[124] two
[124] thirds
[124] americans
[124] recent
[124] increased
[124] focus
[124] race
[124] racial
[124] inequality

Top Words in Tweet in G10:
[92] people
[81] countries
[78] 19
[78] online
[78] according
[77] nytimes
[77] nearly
[77] three
[77] quarters
[77] major

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3840] pew,research
[1086] research,center
[1032] voters,56
[962] research,poll
[959] very,important
[947] abortion,very
[946] 56,issue
[946] issue,abortion
[908] registered,voters
[904] according,pew

Top Word Pairs in Tweet in G1:
[840] pew,research
[840] research,poll
[840] poll,majority
[840] majority,registered
[840] registered,voters
[840] voters,56
[840] 56,issue
[840] issue,abortion
[840] abortion,very
[840] very,important

Top Word Pairs in Tweet in G2:
[488] pew,research
[484] according,pew
[483] gopchairwoman,according
[482] research,young
[482] young,americans
[482] americans,year
[482] year,degree
[481] degree,lower
[481] lower,unemployment
[481] unemployment,rate

Top Word Pairs in Tweet in G3:
[541] pew,research
[281] research,center
[69] according,pew
[32] research,report
[32] social,change
[31] report,examines
[31] examines,black
[31] black,american
[31] american,opinions
[31] opinions,racism

Top Word Pairs in Tweet in G4:
[35] thanks,colleague
[35] colleague,courtneyclimate
[35] courtneyclimate,thoughtful
[35] thoughtful,article
[35] article,nature
[35] nature,based
[35] based,solutions
[35] solutions,recently
[35] recently,passed
[34] sueurahn,thanks

Top Word Pairs in Tweet in G5:
[187] pew,research
[112] research,center
[111] according,pew
[111] center,majority
[111] majority,americans
[111] americans,disapprove
[111] disapprove,supreme
[111] supreme,court
[111] court,landmark
[111] landmark,ruling

Top Word Pairs in Tweet in G6:
[168] pew,research
[168] voters,56
[156] gun,safety
[155] poll,pew
[155] research,center
[155] center,finds
[155] finds,gun
[155] safety,second
[155] second,important
[155] important,issue

Top Word Pairs in Tweet in G7:
[10] pew,research
[4] busternr1,andyblueskyz
[4] buckeye_ricky,whywouldyou_uk
[4] daemalinowski,cool_grandad
[4] cool_grandad,alisont7
[4] alisont7,lengrunstein
[4] lengrunstein,malungu_man
[4] malungu_man,bob_alian
[4] bob_alian,nakba_al
[4] ora_levit,michaelveris

Top Word Pairs in Tweet in G8:
[130] meet,bbc
[130] bbc,undercover
[130] undercover,voters
[130] voters,americast
[130] americast,newsnight
[130] newsnight,ve
[130] ve,created
[130] created,five
[130] five,characters
[130] characters,informed

Top Word Pairs in Tweet in G9:
[124] two,thirds
[124] thirds,black
[124] black,americans
[124] americans,recent
[124] recent,increased
[124] increased,focus
[124] focus,race
[124] race,racial
[124] racial,inequality
[124] inequality,led

Top Word Pairs in Tweet in G10:
[78] 19,countries
[77] nearly,three
[77] three,quarters
[77] major,threat
[75] quarters,people
[75] people,19
[75] countries,believe
[75] believe,online
[75] online,misinformation
[75] misinformation,major

Top Replied-To
Top Replied-To in Entire Graph:
@gopchairwoman
@ajiawenku
@nhannahjones
@bgoerckerobert
@bobbytaylor810
@kapuvar1
@mikepompeo
@kykybar
@dashdobrofsky
@marshablackburn

Top Replied-To in G1:
@ungerbn103

Top Replied-To in G2:
@gopchairwoman

Top Replied-To in G4:
@fiascolinguini

Top Replied-To in G5:
@jimpokey
@latricia_rivers

Top Replied-To in G7:
@bgoerckerobert
@bobbytaylor810
@crissbliss7
@childofeternity
@effieoffie

Top Replied-To in G10:
@tdworldexplorer

Top Mentioned
Top Mentioned in Entire Graph:
@kylegriffin1
@gopchairwoman
@shannonrwatts
@mariannaspring
@pewenvironment
@keishablain
@oldsargepap
@pewstates
@pewtrusts
@sandeep_pt

Top Mentioned in G1:
@kylegriffin1
@samiamadem

Top Mentioned in G2:
@gopchairwoman
@kylegriffin1

Top Mentioned in G3:
@jameskeithsloan
@unixdoss
@blacknewsportal
@chymik
@robovoter12
@theprofnft
@incomewebsites5
@isaiahquintana_
@la_rostom

Top Mentioned in G4:
@pewenvironment
@pewstates
@pewtrusts
@pewhealth
@sueurahn
@courtneyclimate
@peweurope
@upjohninstitute
@kevkunhe
@petereric

Top Mentioned in G5:
@oldsargepap
@namwella1961
@robertpaulreyes
@kylegriffin1
@adgirlmm
@liberallogic5
@lyndastraffin

Top Mentioned in G6:
@shannonrwatts
@kylegriffin1

Top Mentioned in G7:
@gomiriam63
@imdibe
@buckeye_ricky
@whywouldyou_uk
@jonathanweissb3
@cool_grandad
@bob_alian
@ronisonit
@robinsonmsr10
@anastasiaklynch

Top Mentioned in G8:
@mariannaspring
@peweurope
@exposingalec
@kylegriffin1

Top Mentioned in G9:
@keishablain
@pewresearch
@shannonrwatts

Top Mentioned in G10:
@nytimes
@axios
@jeremybmerrill
@alicjaptak4
@kylegriffin1
@jimtankersley

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@sectest9
@jornalistavitor
@oldlady12345
@rashidaldosari
@dichristine
@7b73f39b85e1415
@cybersecurityn8
@_redfrog
@inspiteoftrump

Top Tweeters in G1:
@missb62
@oldlady12345
@7b73f39b85e1415
@inspiteoftrump
@carolmaewy
@jrbkjrbk
@davidpsdem
@belladonamodels
@rowast
@wellness4you13

Top Tweeters in G2:
@thomasjankow
@nanaoxford
@lalauraru777
@ktyrky1
@leesutton4
@sandrac42595084
@gupdiver
@veganvecoh
@loriblaney
@mariamcbean

Top Tweeters in G3:
@httweets
@hagiwararyu11
@strawberryng
@harasu_onigiri
@memesyndrome_
@webnowcompany
@fj_newman
@andytoronto
@gustavoipadilla
@sylvesterbrenda

Top Tweeters in G4:
@_redfrog
@deathtocrazy
@cynicalvision50
@mary_swilling
@godfrey_g_
@petchary
@sampleatl
@leel06lee
@mr_spock
@suzanneinlgb

Top Tweeters in G5:
@dancas2
@betterw05759703
@beverlyfolkers
@vox_democracy
@1zzyzyx1
@yllekonadnerb
@warnockwarrior
@cardon_brian
@cynblogger
@worldincrisis1

Top Tweeters in G6:
@awelab1956
@alllwftopic
@only4rm
@reesetheone1
@behappyandcivil
@wtf_imtooold
@sandralhanlon
@knotsthoughtz
@agitatorsneeded
@no2hitting

Top Tweeters in G7:
@pen_bird
@th2shay
@wurzel260654
@cool_grandad
@whywouldyou_uk
@dlsmith0817
@michael__baskin
@manifesto2000
@bilal_moslim
@communista2

Top Tweeters in G8:
@pollsstar
@lianabrooks
@ollieglanvill
@kirkmurphy
@maxamaxim
@joshspero
@jeffgazzard
@mwt2008
@iamhamesh
@eturleye

Top Tweeters in G9:
@dichristine
@gojira007x
@trumpgot2go
@scout2462
@newyorknewart
@notingshaw
@vickimo08056436
@epidatageek
@avd911
@adriene26

Top Tweeters in G10:
@rashidaldosari
@vonrosenchild
@pouceopposable
@nytimes
@realrohitnaseem
@prpeep
@alvarez_nimer
@deray
@jeannefisher17
@fightfakenews4