pew internet, Twitter, 12/29/2022 3:05:33 AM, 287162


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pew internet_2022-12-28_18-56-00.xlsx
pew internet_2022-12-28_18-56-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 29, 2022
Short Description:
pew internet via NodeXL https://bit.ly/3C4hILC
@luisa40642708
@dynamo_patrick
@ed_dodds
@muninetworks
@charlesornstein
@morningbrew
@anthony
@pewtrusts
@niceandbeanss
@josh_rodrigu3z

Top hashtags:
#cobraguilty
#technology
#15yrsago
#internet
#cobraisguilty

Description:
Description
The graph represents a network of 132 Twitter users whose recent tweets contained "pew internet", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 12/28/2022 5:00:34 PM. The network was obtained from Twitter on Thursday, 29 December 2022 at 02:56 UTC.

The tweets in the network were tweeted over the 21-day, 4-hour, 36-minute period from Wednesday, 07 December 2022 at 18:41 UTC to Wednesday, 28 December 2022 at 23:18 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 132
Unique Edges : 74
Edges With Duplicates : 156
Total Edges : 230
Number of Edge Types : 8
Tweet : 38
Mentions : 10
Retweet : 46
MentionsInRetweet : 46
MentionsInReplyTo : 49
MentionsInQuote : 10
Replies to : 25
Quote : 6
Self-Loops : 46
Reciprocated Vertex Pair Ratio : 0.019047619047619
Reciprocated Edge Ratio : 0.0373831775700935
Connected Components : 46
Single-Vertex Connected Components : 26
Maximum Vertices in a Connected Component : 21
Maximum Edges in a Connected Component : 41
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.578431
Graph Density : 0.00618783252371039
Modularity : 0.519026
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 132 Twitter users whose recent tweets contained "pew internet", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 12/28/2022 5:00:34 PM. The network was obtained from Twitter on Thursday, 29 December 2022 at 02:56 UTC.

The tweets in the network were tweeted over the 21-day, 4-hour, 36-minute period from Wednesday, 07 December 2022 at 18:41 UTC to Wednesday, 28 December 2022 at 23:18 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[7] https://www.pewresearch.org/internet/2022/12/15/teens-and-cyberbullying-2022/
[3] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[3] https://www.pewresearch.org/internet/2021/04/07/social-media-use-in-2021/
[3] https://twitter.com/drztufan/status/1604717995112144896/photo/1
[2] https://www.pewresearch.org/internet/2022/08/10/teens-social-media-and-technology-2022/
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/12/08/broadband-access-still-a-challenge-in-rural-affordable-housing?utm_campaign=communities_brd________&utm_source=twitter_states&utm_medium=social&utm_content=_____linkcard_&utm_term=___
[1] https://www.pewresearch.org/fact-tank/2022/12/13/striking-findings-from-2022/
[1] https://www.washingtonpost.com/opinions/2022/12/27/newspapers-disappearing-democracy-media/
[1] https://twitter.com/EarlTHumphrey/status/1603512980402245632/photo/1
[1] https://tweetedtimes.com/stann2

Top URLs in Tweet in G1:
[4] https://www.pewresearch.org/internet/2022/12/15/teens-and-cyberbullying-2022/
[3] https://twitter.com/drztufan/status/1604717995112144896/photo/1
[2] https://www.pewresearch.org/internet/2022/08/10/teens-social-media-and-technology-2022/
[2] https://www.pewresearch.org/internet/2021/04/07/social-media-use-in-2021/
[1] https://cyndyetler.com/
[1] https://twitter.com/cdetler/status/1601343186013667328/photo/1
[1] https://twitter.com/DataReportsOnly/status/1603419858439442434/photo/1
[1] https://pbs.twimg.com/media/FkJSmxnVQAAg6fb?format=jpg
[1] https://news.google.com/__i/rss/rd/articles/CBMiTWh0dHBzOi8vd3d3LnBld3Jlc2VhcmNoLm9yZy9pbnRlcm5ldC8yMDIyLzEyLzE1L3RlZW5zLWFuZC1jeWJlcmJ1bGx5aW5nLTIwMjIv0gEA?oc=5
[1] https://www.pewresearch.org/internet/2009/10/21/twitter-and-status-updating-fall-2009/

Top URLs in Tweet in G3:
[1] https://twitter.com/Dynamo_Patrick/status/1606056074381086722/photo/1

Top URLs in Tweet in G4:
[1] https://www.washingtonpost.com/opinions/2022/12/27/newspapers-disappearing-democracy-media/
[1] https://tribalbroadbandbootcamp.com/
[1] https://twitter.com/MuniNetworks/status/1600561216270716928/photo/1
[1] https://twitter.com/charlesornstein/status/1607759313438904320
[1] https://twitter.com/MuniNetworks/status/1600561216270716928
[1] https://twitter.com/DougDawson_CCG/status/1607715545058607104
[1] https://potsandpansbyccg.com/2022/12/27/fcc-cellular-broadband-mapping/

Top URLs in Tweet in G7:
[2] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/
[1] https://twitter.com/Moderateleft/status/1605300804805697539/photo/1
[1] https://twitter.com/Moderateleft/status/1605300467613007875/photo/1
[1] https://twitter.com/tedlieu/status/1605299090623197184
[1] https://www.politico.com/amp/news/2020/10/26/censorship-conservatives-social-media-432643
[1] https://www.economist.com/graphic-detail/2021/11/13/according-to-twitter-twitters-algorithm-favours-conservatives
[1] https://twitter.com/mattsheffield/status/1605225702814466048

Top URLs in Tweet in G8:
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2022/12/08/broadband-access-still-a-challenge-in-rural-affordable-housing?utm_campaign=communities_brd________&utm_source=twitter_states&utm_medium=social&utm_content=_____linkcard_&utm_term=___
[1] https://www.pewresearch.org/internet/2022/11/16/connection-creativity-and-drama-teen-life-on-social-media-in-2022

Top URLs in Tweet in G9:
[1] https://www.pewresearch.org/fact-tank/2022/12/13/striking-findings-from-2022/?utm_source=join1440&utm_medium=email&utm_placement=newsletter

Top URLs in Tweet in G10:
[1] https://www.pewresearch.org/internet/2021/11/15/2-comparing-highly-active-and-less-active-tweeters/
[1] https://twitter.com/robaeprice/status/1603824895556603904
[1] https://www.businessinsider.com/elon-musks-constant-scandals-are-making-twitter-boring-2022-12

Top Domains
Top Domains in Tweet in Entire Graph:
[26] twitter.com
[24] pewresearch.org
[3] archive.org
[2] pewtrusts.org
[1] washingtonpost.com
[1] tweetedtimes.com
[1] politico.com
[1] economist.com
[1] retailbrew.com
[1] flickr.com

Top Domains in Tweet in G1:
[12] pewresearch.org
[9] twitter.com
[3] archive.org
[1] cyndyetler.com
[1] twimg.com
[1] google.com
[1] techitoolz.com
[1] youtube.com
[1] linkedin.com
[1] flickr.com

Top Domains in Tweet in G3:
[1] twitter.com

Top Domains in Tweet in G4:
[4] twitter.com
[1] washingtonpost.com
[1] tribalbroadbandbootcamp.com
[1] potsandpansbyccg.com

Top Domains in Tweet in G7:
[4] twitter.com
[2] pewresearch.org
[1] politico.com
[1] economist.com

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

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

Top Domains in Tweet in G10:
[1] pewresearch.org
[1] twitter.com
[1] businessinsider.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[23] cobraguilty
[21] technology
[4] 15yrsago
[4] internet
[3] cobraisguilty
[2] mentalhealth
[2] embanodou
[1] entrepreneurship
[1] business
[1] retailmarketing



Top Hashtags in Tweet in G1:
[4] 15yrsago
[2] embanodou
[2] cobraisguilty
[2] cobraguilty
[1] parentingishard
[1] parentinghelp
[1] momofteens
[1] cyndyetler
[1] cyberbullying
[1] bekind

Top Hashtags in Tweet in G2:
[21] technology
[21] cobraguilty
[1] cobraisguilty

Top Hashtags in Tweet in G4:
[1] tribalbroadbandbootcamp

Top Hashtags in Tweet in G8:
[4] internet
[2] mentalhealth

Top Words
Top Words in Tweet in Entire Graph:
[85] pew
[57] internet
[26] report
[26] research
[23] #cobraguilty
[23] american
[22] 76
[22] annual
[22] 2005
[21] #technology

Top Words in Tweet in G1:
[30] pew
[21] research
[19] internet
[12] teens
[10] 2022
[9] center
[8] use
[7] social
[6] media
[6] according

Top Words in Tweet in G2:
[21] project's
[21] city
[21] #technology
[21] 76
[21] #cobraguilty
[21] internet
[21] pew
[21] report
[21] annual
[21] american

Top Words in Tweet in G3:
[15] adults
[14] year
[13] 2000s
[13] recently
[13] 000
[13] people
[13] born
[13] unfathomable
[12] dynamo_patrick
[2] internet

Top Words in Tweet in G4:
[4] elon
[4] univ
[4] jannaq
[4] canvassing
[4] change
[4] worst
[4] technology
[4] lrainie
[4] best
[4] experts

Top Words in Tweet in G5:
[3] pew
[2] hthunmanftbl
[2] nolifeshaq
[2] internet
[2] elijahthesouth
[2] syntax_ok
[2] nathanhegg

Top Words in Tweet in G6:
[6] internet_tlcm
[4] trolledbypew
[3] pew
[2] right
[2] bait
[2] meme
[2] common

Top Words in Tweet in G7:
[4] twitter
[4] pew
[2] according
[2] bariweiss
[2] more
[2] adult
[2] conservatives
[2] democrats
[2] public
[2] users

Top Words in Tweet in G8:
[6] rural
[6] areas
[4] close
[4] affordable
[4] regions
[4] especially
[4] residents
[4] adoption
[4] lags
[4] #internet

Top Words in Tweet in G9:
[6] use
[5] 41
[5] pew's
[5] more
[5] cash
[5] findings
[5] purchases
[5] typical
[5] americans
[5] week

Top Words in Tweet in G10:
[6] twitter
[4] tweets
[4] people
[4] 97
[4] pew
[4] 2021
[4] happens
[4] around
[4] nov
[4] users

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[32] pew,internet
[22] 2005,pew
[22] 76,2005
[22] pew,research
[21] life,project's
[21] report,#cobraguilty
[21] annual,report
[21] internet,american
[21] american,life
[21] project's,annual

Top Word Pairs in Tweet in G1:
[17] pew,research
[9] research,center
[6] social,media
[6] 2022,pew
[6] teens,cyberbullying
[6] cyberbullying,2022
[5] according,pew
[5] pew,internet
[4] use,internet
[4] teens,use

Top Word Pairs in Tweet in G2:
[21] american,life
[21] internet,american
[21] 76,2005
[21] life,project's
[21] #technology,city
[21] city,76
[21] project's,annual
[21] pew,internet
[21] 2005,pew
[21] report,#cobraguilty

Top Word Pairs in Tweet in G3:
[13] 000,adults
[13] born,2000s
[13] people,born
[13] recently,year
[13] unfathomable,people
[13] year,000
[13] 2000s,recently
[12] dynamo_patrick,unfathomable

Top Word Pairs in Tweet in G4:
[4] change,pew
[4] pew,internet
[4] internet,elon
[4] digital,technology
[4] canvassing,experts
[4] jannaq,lrainie
[4] univ,canvassing
[4] worst,digital
[4] best,worst
[4] elon,univ

Top Word Pairs in Tweet in G5:
[2] syntax_ok,nathanhegg
[2] elijahthesouth,syntax_ok
[2] nathanhegg,hthunmanftbl
[2] pew,pew
[2] hthunmanftbl,nolifeshaq

Top Word Pairs in Tweet in G6:
[4] trolledbypew,internet_tlcm
[2] common,pew
[2] internet_tlcm,bait

Top Word Pairs in Tweet in G7:
[2] extensive,pew
[2] research,pew
[2] users,younger
[2] elonmusk,bariweiss
[2] pew,research
[2] adult,twitter
[2] learned,adult
[2] younger,more
[2] general,public
[2] more,democrats

Top Word Pairs in Tweet in G8:
[6] rural,areas
[4] especially,affordable
[4] regions,especially
[4] #internet,adoption
[4] urban,regions
[4] states,close
[4] areas,lags
[4] lags,urban
[4] housing,residents
[4] adoption,rural

Top Word Pairs in Tweet in G9:
[5] use,cash
[5] typical,week
[5] americans,use
[5] cash,typical
[5] pew's,striking
[5] purchases,more
[5] findings,41
[5] week,purchases
[5] 41,americans
[5] striking,findings

Top Word Pairs in Tweet in G10:
[4] those,people
[4] produce,around
[4] 97,tweets
[4] people,leave
[4] nov,2021
[4] 2021,happens
[4] users,produce
[4] tweets,pew
[4] happens,those
[4] around,97

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@luisa40642708
@dynamo_patrick
@harris_x_
@morningbrew
@internet_tlcm
@lrainie
@anthony
@elonmusk
@bariweiss
@mtaibbi

Top Mentioned in G1:
@cdetler

Top Mentioned in G2:
@luisa40642708

Top Mentioned in G3:
@dynamo_patrick

Top Mentioned in G4:
@lrainie
@communitynets
@nancygibbs
@connect_fund
@mrrdesign
@ilsr
@charlesornstein

Top Mentioned in G5:
@elijahthesouth
@syntax_ok
@nathanhegg
@hthunmanftbl
@nolifeshaq

Top Mentioned in G6:
@internet_tlcm
@trolledbypew

Top Mentioned in G7:
@elonmusk
@bariweiss
@mtaibbi

Top Mentioned in G8:
@pewstates
@pewtrusts
@pewresearch

Top Mentioned in G9:
@morningbrew

Top Mentioned in G10:
@anthony

Top Tweeters
Top Tweeters in Entire Graph:
@doctorow
@darroyo04
@mikeabundo
@jlboul
@realdailywire
@rosario_strano
@seni_bl
@justcanadiangal
@pewresearch
@charlesornstein

Top Tweeters in G1:
@doctorow
@justcanadiangal
@stopwebbullying
@juiceyb_25
@stann2
@jaynaychanel
@apapenheim
@callaghanpeter
@paddyabs
@earlthumphrey

Top Tweeters in G2:
@larhond07359098
@toby57560262
@deanne62597788
@tamela87333719
@scot92273320
@luisa40642708
@waldo48157438
@nicole58199087
@gwyn23033585
@william49772111

Top Tweeters in G3:
@mikeabundo
@tiger_slam
@cryptocpriest
@rektdiomedes
@dynamo_patrick
@qisyakhadeeja
@cochambre79
@anthony65451724
@aloresearch
@mrtigerkitty

Top Tweeters in G4:
@charlesornstein
@ed_dodds
@ilsr
@communitynets
@lrainie
@jannaq
@muninetworks
@dougdawson_ccg
@mrrdesign
@nancygibbs

Top Tweeters in G5:
@elijahthesouth
@nolifeshaq
@josh_rodrigu3z
@syntax_ok
@nathanhegg
@hthunmanftbl
@niceandbeanss

Top Tweeters in G6:
@trolledbypew
@crawdaddeo
@internet_tlcm
@lowreswebcam
@kanye_eats
@curryhasaimbot

Top Tweeters in G7:
@moderateleft
@tedlieu
@mtaibbi
@elonmusk
@bariweiss

Top Tweeters in G8:
@jlboul
@rosario_strano
@pewresearch
@pewtrusts
@pewstates

Top Tweeters in G9:
@darroyo04
@morningbrew
@ekazan20
@entohack_7g
@cia_benet

Top Tweeters in G10:
@diplo_drama
@anthony
@zjmontague
@robaeprice
@danpatterson


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