pew internet, Twitter, 12/1/2022 2:58:24 AM, 285242


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pew internet_2022-11-30_18-56-00.xlsx
pew internet_2022-11-30_18-56-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 01, 2022
Short Description:
pew internet via NodeXL https://bit.ly/3UkjkHp
@yorunoamaneko
@shunyarinvt
@thekimkavin
@pewstates
@elonmusk
@bendittjeffrey
@indigoaero
@imscottschlegel
@technophobiaorg
@noble_wix

Top hashtags:
#broadband
#internet
#socialmedia
#rscd23_uned_1_1
#legalkiosks

Description:
Description
The graph represents a network of 127 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, 01 December 2022 at 02:56 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, 8-hour, 11-minute period from Thursday, 17 November 2022 at 11:56 UTC to Wednesday, 30 November 2022 at 20:07 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 : 127
Unique Edges : 77
Edges With Duplicates : 99
Total Edges : 176
Number of Edge Types : 5
Retweet : 44
MentionsInRetweet : 54
Tweet : 42
Replies to : 19
Mentions : 17
Self-Loops : 44
Reciprocated Vertex Pair Ratio : 0.0120481927710843
Reciprocated Edge Ratio : 0.0238095238095238
Connected Components : 56
Single-Vertex Connected Components : 27
Maximum Vertices in a Connected Component : 13
Maximum Edges in a Connected Component : 34
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.225806
Graph Density : 0.005249343832021
Modularity : 0.54949
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 127 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, 01 December 2022 at 02:56 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, 8-hour, 11-minute period from Thursday, 17 November 2022 at 11:56 UTC to Wednesday, 30 November 2022 at 20:07 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:
[22] https://www.pewresearch.org/internet/2022/11/16/connection-creativity-and-drama-teen-life-on-social-media-in-2022/
[4] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/11/18/what-is-the-fccs-new-broadband-map-and-why-does-it-matter?utm_campaign=communities_brd________&utm_source=twitter_states&utm_medium=social&utm_content=_____linkcard_&utm_term=___
[2] https://www.pewresearch.org/internet/2021/04/07/social-media-use-in-2021/
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/11/18/what-is-the-fccs-new-broadband-map-and-why-does-it-matter?utm_campaign=communities_brd________&utm_source=twitter_states&utm_medium=social&utm_content=_____linkcard_&utm_term=___knowledgegap
[2] https://www.pewresearch.org/internet/2021/12/08/the-state-of-gig-work-in-2021/
[1] https://www.pewresearch.org/internet/2014/02/20/mapping-twitter-topic-networks-from-polarized-crowds-to-community-clusters/
[1] https://e-pluribusunum.org/2011/01/21/pew-disability-or-illness-hinders-many-americans-from-using-the-internet/
[1] https://www.ada.gov/resources/web-guidance/
[1] https://www.ada.gov/

Top URLs in Tweet in G1:
[15] https://www.pewresearch.org/internet/2022/11/16/connection-creativity-and-drama-teen-life-on-social-media-in-2022/
[2] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[1] https://www.linkedin.com/feed/update/urn:li:share:6999080141301686272
[1] https://twitter.com/FossyGFX/status/1593557210000392193
[1] https://www.pewresearch.org/internet/2019/08/22/in-emerging-economies-smartphone-and-social-media-users-have-broader-social-networks/
[1] https://mediagazer.com/221121/p1
[1] https://www.linkedin.com/feed/update/urn:li:share:7000493997219573760
[1] https://www.twitch.tv/sukinyaa

Top URLs in Tweet in G3:
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/11/18/what-is-the-fccs-new-broadband-map-and-why-does-it-matter?utm_campaign=communities_brd________&utm_source=twitter_states&utm_medium=social&utm_content=_____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/11/18/what-is-the-fccs-new-broadband-map-and-why-does-it-matter?utm_campaign=communities_brd________&utm_source=twitter_states&utm_medium=social&utm_content=_____linkcard_&utm_term=___knowledgegap
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/04/29/how-can-the-united-states-address-broadband-affordability?utm_campaign=communities_brd________&utm_source=twitter_states&utm_medium=social&utm_content=_____linkcard_&utm_term=___datapoint

Top URLs in Tweet in G4:
[2] https://www.pewresearch.org/internet/2021/12/08/the-state-of-gig-work-in-2021/

Top URLs in Tweet in G5:
[1] https://www.pewresearch.org/internet/2014/02/20/mapping-twitter-topic-networks-from-polarized-crowds-to-community-clusters/
[1] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/

Top URLs in Tweet in G7:
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/11/03/how-to-make-broadband-a-priority-in-affordable-rental-housing-development?utm_campaign=2022-11-16+Rundown&utm_medium=email&utm_source=Pew&subscriberkey=0037V00002eoxlhQAA

Top URLs in Tweet in G8:
[1] https://www.pewresearch.org/internet/2022/11/16/connection-creativity-and-drama-teen-life-on-social-media-in-2022/
[1] https://twitter.com/sahilbloom/status/1593959697107013632

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[8] broadband
[4] internet
[4] socialmedia
[2] rscd23_uned_1_1
[1] legalkiosks
[1] education
[1] connectivity
[1] moralpanic
[1] shit_show
[1] social



Top Hashtags in Tweet in G1:
[2] rscd23_uned_1_1
[1] tiktok
[1] bereal
[1] social
[1] teens
[1] pewresearch
[1] techgirlz
[1] moralpanic
[1] socialmedia

Top Hashtags in Tweet in G2:
[1] vtuber
[1] envtuber
[1] vtuberuprising

Top Hashtags in Tweet in G3:
[8] broadband

Top Hashtags in Tweet in G7:
[4] internet

Top Words
Top Words in Tweet in Entire Graph:
[96] pew
[51] internet
[46] research
[40] media
[36] social
[23] center
[19] teens
[17] back
[15] creativity
[15] access

Top Words in Tweet in G1:
[30] pew
[19] research
[19] social
[18] media
[15] center
[10] life
[10] 2022
[10] creativity
[10] teen
[10] drama

Top Words in Tweet in G2:
[24] pew
[12] internet
[12] time
[12] valorant
[12] back
[12] maybe
[12] hours
[12] king
[12] others
[12] shunyarinvt

Top Words in Tweet in G3:
[9] federal
[9] access
[9] map
[8] help
[8] #broadband
[7] expand
[7] allocate
[7] funding
[7] internet
[6] 42

Top Words in Tweet in G4:
[10] based
[10] app
[10] show
[10] studies
[8] thekimkavin
[7] pew
[5] lidow
[5] people
[5] article
[5] extra

Top Words in Tweet in G5:
[3] elonmusk
[2] back
[2] 2019
[2] each
[2] research
[2] poll
[2] pew

Top Words in Tweet in G6:
[2] 50
[2] 40

Top Words in Tweet in G7:
[5] access
[4] #internet
[4] expand
[4] more
[4] housing
[4] need
[4] here's
[4] recognizing
[4] states
[4] reliable

Top Words in Tweet in G8:
[5] social
[5] media
[4] friendship
[4] pew
[4] positively
[4] released
[4] research
[4] showing
[4] effects
[4] teens

Top Words in Tweet in G9:
[2] republicans

Top Words in Tweet in G10:
[2] make

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[42] pew,research
[34] social,media
[23] research,center
[18] pew,pew
[12] time,pew
[12] back,internet
[12] valorant,hours
[12] teen,life
[12] shunyarinvt,maybe
[12] media,2022

Top Word Pairs in Tweet in G1:
[19] pew,research
[17] social,media
[15] research,center
[10] life,social
[10] media,2022
[10] teen,life
[9] connection,creativity
[9] drama,pew
[9] creativity,drama
[8] 2022,connection

Top Word Pairs in Tweet in G2:
[12] hours,king
[12] king,back
[12] maybe,others
[12] pew,shunyarinvt
[12] valorant,hours
[12] back,internet
[12] time,pew
[12] shunyarinvt,maybe
[12] pew,pew
[12] internet,time

Top Word Pairs in Tweet in G3:
[8] #broadband,map
[7] federal,funding
[6] billion,federal
[6] it'll,used
[6] expand,access
[6] funding,help
[6] 42,billion
[6] help,expand
[6] map,important
[6] used,allocate

Top Word Pairs in Tweet in G4:
[10] app,based
[5] article,show
[5] purposes,article
[5] show,people
[5] cites,purposes
[5] describing,studies
[5] including,pew
[5] people,app
[5] work,occasionally
[5] show,app

Top Word Pairs in Tweet in G5:
[2] pew,research
[2] back,2019

Top Word Pairs in Tweet in G7:
[4] here's,expand
[4] affordable,housing
[4] residents,need
[4] housing,residents
[4] need,access
[4] #internet,here's
[4] more,states
[4] states,recognizing
[4] access,reliable
[4] reliable,#internet

Top Word Pairs in Tweet in G8:
[5] social,media
[4] teens,social
[4] pew,released
[4] effects,friendship
[4] showing,teens
[4] media,positively
[4] friendship,connections
[4] released,research
[4] research,showing
[4] positively,effects

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@shunyarinvt
@yorunoamaneko
@thekimkavin
@pewstates
@pewtrusts
@technophobiaorg
@goa2jtech
@frankleveille1
@watchurwords22
@techmeme

Top Mentioned in G2:
@shunyarinvt
@yorunoamaneko

Top Mentioned in G3:
@pewstates
@jakevarn

Top Mentioned in G4:
@thekimkavin

Top Mentioned in G5:
@mtracey
@elonmusk

Top Mentioned in G6:
@thatsnotokay22
@noiinautopsy
@designmom

Top Mentioned in G7:
@pewtrusts

Top Mentioned in G8:
@technophobiaorg

Top Mentioned in G9:
@maureenls
@bennyjohnson

Top Mentioned in G10:
@heerjeet

Top Tweeters
Top Tweeters in Entire Graph:
@live_kitsune
@deathtocrazy
@fatmermaid_
@digiphile
@desertdave2012
@jeffjarvis
@heerjeet
@codeforpdx
@techmeme
@retweetvt

Top Tweeters in G1:
@fatmermaid_
@mediagazer
@9wireless
@cassidy_davis
@jamesagardner
@nedayourexpert1
@nynuryhakmdj
@pbriggs728
@marksphone
@techgirlzorg

Top Tweeters in G2:
@live_kitsune
@retweetvt
@bai_xuelin
@2016lostsoul
@kinsvt
@mautoboi
@vtuberblamee
@saazaivt
@oyasuminaa
@yorunoamaneko

Top Tweeters in G3:
@deathtocrazy
@pewstates
@broadbandio
@jisoosong2017
@mlichtenheld
@jakevarn
@dustinrloup

Top Tweeters in G4:
@dlblumberg
@karonwarren
@thekimkavin
@ericajedynak
@freelancers_usa
@lilamstromer
@kayjebelli

Top Tweeters in G5:
@mtracey
@elonmusk
@changing206
@indigoaero
@imscottschlegel
@doctor_pew

Top Tweeters in G6:
@designmom
@kikemiamigo14
@thatsnotokay22
@bendittjeffrey
@noiinautopsy

Top Tweeters in G7:
@iammikerich
@andzlandz
@karrynation
@pewtrusts

Top Tweeters in G8:
@desertdave2012
@technophobiaorg
@dexbarton
@liamwhittle

Top Tweeters in G9:
@bennyjohnson
@maureenls
@noble_wix
@karensc18087033

Top Tweeters in G10:
@heerjeet
@pew_pew_peeeeew
@friendlynetman


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