pew internet, Twitter, 4/7/2022 2:33:11 AM, 274405


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pew internet_2022-04-06_19-25-04.xlsx
pew internet_2022-04-06_19-25-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 07, 2022
Short Description:
pew internet via NodeXL https://bit.ly/3LNPdEA
@pink__dude
@kiml8
@macdoodle_pew
@this0499154500
@pewtrusts
@sifinetworks
@nemongwu
@pew_wrestling
@tennessee_ed
@wayzigway

Top hashtags:
#broadband
#internet
#ai
#socialmedia
#research
#social
#fiber
#rural
#money

Description:
Description
The graph represents a network of 123 Twitter users whose tweets in the requested range contained "pew internet", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 07 April 2022 at 02:25 UTC.

The requested start date was Thursday, 07 April 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, 7-hour, 34-minute period from Thursday, 24 March 2022 at 10:45 UTC to Wednesday, 06 April 2022 at 18:19 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 : 123
Unique Edges : 104
Edges With Duplicates : 32
Total Edges : 136
Number of Edge Types : 5
Replies to : 13
Tweet : 29
Mentions : 63
Retweet : 13
MentionsInRetweet : 18
Self-Loops : 31
Reciprocated Vertex Pair Ratio : 0
Reciprocated Edge Ratio : 0
Connected Components : 37
Single-Vertex Connected Components : 19
Maximum Vertices in a Connected Component : 41
Maximum Edges in a Connected Component : 40
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.607628
Graph Density : 0.00613088098094096
Modularity : 0.692393
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 123 Twitter users whose tweets in the requested range contained "pew internet", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 07 April 2022 at 02:25 UTC.

The requested start date was Thursday, 07 April 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, 7-hour, 34-minute period from Thursday, 24 March 2022 at 10:45 UTC to Wednesday, 06 April 2022 at 18:19 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 internet
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:
[2] https://www.pewresearch.org/internet/fact-sheet/mobile/
[2] https://web.cvent.com/event/556bce50-f3f6-4865-b493-ddddb8caa92b/regProcessStep1
[2] https://www.pewresearch.org/internet/2014/02/20/mapping-twitter-topic-networks-from-polarized-crowds-to-community-clusters/
[2] https://www.pewresearch.org/internet/2022/03/17/ai-and-human-enhancement-americans-openness-is-tempered-by-a-range-of-concerns/
[2] https://www.pewresearch.org/internet/2021/02/18/experts-say-the-new-normal-in-2025-will-be-far-more-tech-driven-presenting-more-big-challenges/
[2] https://www.pewresearch.org/internet/2021/04/07/social-media-use-in-2021/
[1] https://twitter.com/elonmusk/status/1511322655609303043
[1] http://dlvr.it/SN1Vg5
[1] https://www.pewresearch.org/internet/2020/08/19/most-americans-think-social-media-sites-censor-political-viewpoints/
[1] https://www.wired.com/story/russia-splinternet-censorship/

Top URLs in Tweet in G3:
[2] https://www.pewresearch.org/internet/2021/04/07/social-media-use-in-2021/
[2] https://www.pewresearch.org/internet/2021/02/18/experts-say-the-new-normal-in-2025-will-be-far-more-tech-driven-presenting-more-big-challenges/
[2] https://web.cvent.com/event/556bce50-f3f6-4865-b493-ddddb8caa92b/regProcessStep1
[1] https://www.pewresearch.org/internet/2022/03/17/ai-and-human-enhancement-americans-openness-is-tempered-by-a-range-of-concerns/
[1] https://www.pewresearch.org/internet/2021/01/13/the-state-of-online-harassment/
[1] https://www.pewresearch.org/internet/2019/09/05/more-than-half-of-u-s-adults-trust-law-enforcement-to-use-facial-recognition-responsibly/
[1] https://www.linkedin.com/feed/update/urn:li:share:6914746066038902784
[1] https://www.pewresearch.org/internet/?p=28018
[1] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[1] https://www.golem.de/news/bauernverband-der-landwirtschaft-fehlt-es-an-schnellem-internet-2204-164374-rss.html

Top URLs in Tweet in G4:
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274010
[1] https://www.youtube.com/watch?v=gHyM5ZzVQkc&feature=youtu.be

[1] https://sifinetworks.com/futureofbroadband/

Top URLs in Tweet in G5:
[1] https://www.pewresearch.org/internet/2020/08/19/most-americans-think-social-media-sites-censor-political-viewpoints/

Top URLs in Tweet in G6:
[1] https://www.pewresearch.org/internet/2022/03/17/ai-and-human-enhancement-americans-openness-is-tempered-by-a-range-of-concerns/
[1] https://www.pewtrusts.org/en/trust/archive/winter-2022/change-for-the-good#0-investment-in-america
[1] https://www.pewtrusts.org/en/about/news-room/press-releases-and-statements/2022/03/09/the-pew-charitable-trusts-launches-opportunity-broadband

Top URLs in Tweet in G8:
[2] https://www.pewresearch.org/internet/2014/02/20/mapping-twitter-topic-networks-from-polarized-crowds-to-community-clusters/
[1] https://twitter.com/elonmusk/status/1511322655609303043

Top URLs in Tweet in G10:
[1] https://www.pewresearch.org/internet/fact-sheet/mobile/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[7] broadband
[5] internet
[4] ai
[3] socialmedia
[3] research
[3] social
[2] fiber
[2] rural
[2] money
[2] army



Top Hashtags in Tweet in G3:
[3] ai
[3] internet
[2] socialmedia
[2] research
[2] social
[2] marketing
[2] broadband
[2] fiber
[2] rural
[2] money

Top Hashtags in Tweet in G4:
[2] britwres
[2] britishwrestling
[1] internet
[1] ai
[1] broadband
[1] socialmedia
[1] research
[1] social
[1] stratforduponavon
[1] champion

Top Hashtags in Tweet in G6:
[4] broadband
[1] aprilfactsday
[1] internet
[1] xr

Top Words
Top Words in Tweet in Entire Graph:
[56] pew
[35] internet
[26] research
[12] center
[9] more
[8] americans
[7] #broadband
[7] twitter
[6] read
[6] tech

Top Words in Tweet in G2:
[2] made

Top Words in Tweet in G3:
[26] pew
[15] research
[10] internet
[8] more
[6] center
[4] americans
[4] use
[4] broadband
[4] state
[3] youtube

Top Words in Tweet in G4:
[5] pew
[5] internet
[4] areas
[3] sifinetworks
[3] episode
[3] hood
[3] according
[3] charitable
[3] trusts
[3] 60

Top Words in Tweet in G6:
[4] proud
[4] founding
[4] member
[4] pewtrusts
[4] opportunity
[4] #broadband
[4] part
[4] alliance
[4] support
[4] efforts

Top Words in Tweet in G7:
[2] few
[2] favorites
[2] pew
[2] research
[2] center
[2] internet
[2] technology
[2] pewresearch
[2] pewinternet
[2] america

Top Words in Tweet in G8:
[5] twitter
[3] used
[3] work
[3] before
[3] jack
[3] took
[3] over
[3] 2015
[3] six
[3] main

Top Words in Tweet in G9:
[2] defining
[2] generations
[2] exact
[2] science
[2] although
[2] cites
[2] pew
[2] define
[2] millennials

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[23] pew,research
[12] research,center
[8] pew,pew
[5] pew,charitable
[5] charitable,trusts
[4] according,pew
[4] proud,founding
[4] founding,member
[4] member,pewtrusts
[4] pewtrusts,opportunity

Top Word Pairs in Tweet in G3:
[13] pew,research
[6] research,center
[3] pew,pew
[2] americans,think
[2] majority,americans
[2] americans,use
[2] use,youtube
[2] youtube,facebook
[2] facebook,use
[2] use,instagram

Top Word Pairs in Tweet in G4:
[3] according,pew
[3] pew,charitable
[3] charitable,trusts
[3] trusts,60
[3] 60,healthcare
[3] healthcare,facilities
[3] facilities,outside
[3] outside,metropolitan
[3] metropolitan,areas
[3] areas,lack

Top Word Pairs in Tweet in G6:
[4] proud,founding
[4] founding,member
[4] member,pewtrusts
[4] pewtrusts,opportunity
[4] opportunity,#broadband
[4] #broadband,part
[4] part,alliance
[4] alliance,support
[4] support,efforts
[3] xrassociation,proud

Top Word Pairs in Tweet in G7:
[2] few,favorites
[2] favorites,pew
[2] pew,research
[2] research,center
[2] center,internet
[2] internet,technology
[2] technology,pewresearch
[2] pewresearch,pewinternet
[2] pewinternet,america
[2] america,newamerica

Top Word Pairs in Tweet in G8:
[3] twitter,used
[3] used,work
[3] work,before
[3] before,jack
[3] jack,took
[3] took,over
[3] over,2015
[3] 2015,six
[3] six,main
[3] main,algorithms

Top Word Pairs in Tweet in G9:
[2] defining,generations
[2] generations,exact
[2] exact,science
[2] science,although
[2] although,cites
[2] cites,pew
[2] pew,define
[2] define,millennials

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@pewtrusts
@xrassociation
@sifinetworks
@bbcmag
@pewresearch
@pewinternet
@newamerica
@macdoodle_pew
@pew_wrestling
@pitwar

Top Mentioned in G1:
@purple___dude
@meohevet
@harbormom
@bfs2020
@enespacio
@janis_janice2
@3mc223
@albachvalerie
@hojo1025
@hka003

Top Mentioned in G2:
@lindylouboo1981
@turbotweetie
@cindy_crable
@trisha_markov
@macdoodle_pew
@drake_cynthia
@pville_sandy
@_datewthdestiny
@thebbie1
@bostondoglady

Top Mentioned in G3:
@bbcmag

Top Mentioned in G4:
@sifinetworks
@pew_wrestling
@pitwar
@ganja__ninja
@evanselinger
@pawsytv
@tedvangreen
@nemongwu
@pewtrusts
@thebqwp

Top Mentioned in G5:
@shogentushi
@the_xsgx
@v00d00wh0d0
@jushere4sportss
@business

Top Mentioned in G6:
@pewtrusts
@xrassociation
@pewstates

Top Mentioned in G7:
@pewresearch
@pewinternet
@newamerica
@wayzigway

Top Mentioned in G8:
@paraga
@indigoaero
@elonmusk

Top Mentioned in G9:
@brettrsmith76

Top Tweeters
Top Tweeters in Entire Graph:
@business
@frikitty
@smartecocity
@shoobe01
@benedictevans
@datoscuriososve
@myoneandonlykat
@bfs2020
@_datewthdestiny
@t_peters2717

Top Tweeters in G1:
@myoneandonlykat
@bfs2020
@meohevet
@aspectrumbadass
@pink__dude
@enespacio
@gingermermaid1
@jennifernyc
@3mc223
@janis_janice2

Top Tweeters in G2:
@_datewthdestiny
@kiml8
@trisha_markov
@elseslayer
@thebld44
@pville_sandy
@thebbie1
@drake_cynthia
@gbtphd
@momexpat

Top Tweeters in G3:
@frikitty
@datoscuriososve
@t_peters2717
@cotoblogzz
@roderickgraham
@jgalttweets
@emox666
@markjohnsonnext
@w3warrior
@bbcmag

Top Tweeters in G4:
@smartecocity
@tedvangreen
@rthur_013
@evanselinger
@nemongwu
@canellelabelle
@this0499154500
@mikeharristns
@pawsytv
@sc_tinkerbell

Top Tweeters in G5:
@business
@tennessee_ed
@v00d00wh0d0
@jushere4sportss
@slut_poker
@the_xsgx
@shogentushi

Top Tweeters in G6:
@pewtrusts
@pewstates
@sleiseca
@km_dewit
@xrassociation
@opportunity_bb

Top Tweeters in G7:
@pewresearch
@wayzigway
@newamerica
@munachimsoooo
@pewinternet

Top Tweeters in G8:
@elonmusk
@indigoaero
@paraga

Top Tweeters in G9:
@brettrsmith76
@jakofalltirades
@meganfoxwriter

Top Tweeters in G10:
@shoobe01
@gwynneash