pew internet, Twitter, 12/2/2021 3:30:42 AM, 267362


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pew internet_2021-12-01_19-25-04.xlsx
pew internet_2021-12-01_19-25-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 02, 2021
Short Description:
pew internet via NodeXL https://bit.ly/3oeimQj
@lrainie
@pewinternet
@chris_bail
@imagineinternet
@hollywood1114
@evankirstel
@mchabuttrstrems
@yair_rosenberg
@c8sun
@biggamingkj

Top hashtags:
#civictech
#phasmophobia
#warzonepacific
#pathtoaffiliate
#twitchstreaming

Description:
Description
The graph represents a network of 145 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, 02 December 2021 at 03:25 UTC.

The requested start date was Thursday, 02 December 2021 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, 18-hour, 14-minute period from Thursday, 18 November 2021 at 01:30 UTC to Wednesday, 01 December 2021 at 19:45 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 : 145
Unique Edges : 111
Edges With Duplicates : 173
Total Edges : 284
Number of Edge Types : 5
Tweet : 55
Replies to : 9
Mentions : 66
MentionsInRetweet : 95
Retweet : 59
Self-Loops : 57
Reciprocated Vertex Pair Ratio : 0.064
Reciprocated Edge Ratio : 0.120300751879699
Connected Components : 55
Single-Vertex Connected Components : 33
Maximum Vertices in a Connected Component : 38
Maximum Edges in a Connected Component : 137
Maximum Geodesic Distance (Diameter) : 3
Average Geodesic Distance : 1.730621
Graph Density : 0.00636973180076628
Modularity : 0.45354
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 145 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, 02 December 2021 at 03:25 UTC.

The requested start date was Thursday, 02 December 2021 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, 18-hour, 14-minute period from Thursday, 18 November 2021 at 01:30 UTC to Wednesday, 01 December 2021 at 19:45 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:
[23] https://www.pewresearch.org/internet/2021/11/22/a-sampling-of-some-of-the-key-overarching-views/
[14] https://www.pewresearch.org/internet/2021/11/15/the-behaviors-and-attitudes-of-u-s-adults-on-twitter/
[9] https://www.pewresearch.org/internet/2021/11/15/2-comparing-highly-active-and-less-active-tweeters/
[8] https://www.pewresearch.org/internet/2021/01/13/the-state-of-online-harassment/
[7] https://www.pewresearch.org/internet/2021/11/22/the-future-of-digital-spaces-and-their-role-in-democracy/
[3] https://www.researchgate.net/publication/334805545_Silencing_Women_Gender_and_Online_Harassment
[2] http://www.pewinternet.org/2012/04/04/the-rise-of-e-reading/
[2] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/pdl_04-24-19_twitter_users-00-04/
[2] https://www.pewresearch.org/internet/2021/11/15/1-the-views-and-experiences-of-u-s-adult-twitter-users/
[1] https://www.pewresearch.org/internet/2019/11/15/americans-and-privacy-concerned-confused-and-feeling-lack-of-control-over-their-personal-information/?utm_content=189543012&utm_medium=social&utm_source=twitter&hss_channel=tw-740979151889391616

Top URLs in Tweet in G1:
[22] https://www.pewresearch.org/internet/2021/11/22/a-sampling-of-some-of-the-key-overarching-views/
[1] https://www.pewresearch.org/internet/2021/11/22/the-future-of-digital-spaces-and-their-role-in-democracy/

Top URLs in Tweet in G2:
[6] https://www.pewresearch.org/internet/2021/11/15/the-behaviors-and-attitudes-of-u-s-adults-on-twitter/
[4] https://www.pewresearch.org/internet/2021/11/22/the-future-of-digital-spaces-and-their-role-in-democracy/
[2] http://www.pewinternet.org/2012/04/04/the-rise-of-e-reading/
[2] https://www.pewresearch.org/internet/2021/11/15/2-comparing-highly-active-and-less-active-tweeters/
[1] https://www.pewresearch.org/internet/2021/11/15/1-the-views-and-experiences-of-u-s-adult-twitter-users/
[1] https://www.pewresearch.org/internet/2021/11/15/the-behaviors-and-attitudes-of-us-adults-on-twitter/
[1] https://vivabarneslaw.locals.com:443/
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DRf3ov5yYNb4%26t&q=EgS4SO-bGI-n8IwGIhBLTIc_9cMiTJN233hfQu0oMgFy
[1] https://www.pewresearch.org/internet/2021/11/15/the-behaviors-and-attitudes-of-u-s-adults-on-twitter/?utm_source=Pew+Research+Center&utm_campaign=8997d802cf-EMAIL_CAMPAIGN_2021_11_19_03_39&utm_medium=email&utm_term=0_3e953b9b70-8997d802cf-400952994
[1] https://www.pewresearch.org/internet/2021/11/22/work-is-needed-now-to-prepare-for-a-mind-bending-future/

Top URLs in Tweet in G3:
[1] https://www.pewresearch.org/internet/2021/11/22/the-future-of-digital-spaces-and-their-role-in-democracy/
[1] https://www.pewresearch.org/internet/2021/11/15/2-comparing-highly-active-and-less-active-tweeters/
[1] https://www.pewresearch.org/internet/2021/11/15/1-the-views-and-experiences-of-u-s-adult-twitter-users/

Top URLs in Tweet in G4:
[1] https://www.pewresearch.org/fact-tank/2021/06/22/digital-divide-persists-even-as-americans-with-lower-incomes-make-gains-in-tech-adoption/

Top URLs in Tweet in G5:
[6] https://www.pewresearch.org/internet/2021/11/15/2-comparing-highly-active-and-less-active-tweeters/

Top URLs in Tweet in G6:
[2] https://www.pewresearch.org/internet/2019/04/24/sizing-up-twitter-users/pdl_04-24-19_twitter_users-00-04/

Top URLs in Tweet in G9:
[1] https://www.twitch.tv/c8sun

Top URLs in Tweet in G10:
[8] https://www.pewresearch.org/internet/2021/01/13/the-state-of-online-harassment/
[3] https://www.researchgate.net/publication/334805545_Silencing_Women_Gender_and_Online_Harassment
[1] https://www.dagbladet.no/2014/11/22/kultur/meninger/ideer/lordagskommentaren/helgekommentaren/36371391
[1] https://www.pewinternet.org/2017/07/11/experiencing-online-harassment/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[16] civictech
[3] phasmophobia
[3] warzonepacific
[2] pathtoaffiliate
[2] twitchstreaming
[1] ondernemen
[1] bedrijf
[1] reclame
[1] mkb
[1] zzp



Top Hashtags in Tweet in G1:
[16] civictech

Top Hashtags in Tweet in G2:
[1] leavebtsalone
[1] work
[1] prepare
[1] future
[1] pew
[1] research
[1] gaylordpr
[1] ondernemen
[1] bedrijf
[1] reclame

Top Hashtags in Tweet in G9:
[3] phasmophobia
[3] warzonepacific

Top Words
Top Words in Tweet in Entire Graph:
[114] pew
[58] research
[53] internet
[47] report
[44] center
[36] twitter
[29] digital
[29] pewinternet
[25] lrainie
[24] more

Top Words in Tweet in G1:
[35] report
[29] pewinternet
[25] lrainie
[24] imagineinternet
[16] #civictech
[16] future
[15] digital
[14] internet
[13] spaces
[10] online

Top Words in Tweet in G2:
[46] pew
[25] research
[24] internet
[22] center
[14] twitter
[8] users
[8] digital
[7] adults
[6] behaviors
[6] attitudes

Top Words in Tweet in G3:
[12] pew
[9] chris_bail
[6] feeling
[6] hopeless
[6] state
[6] social
[6] media
[6] 61
[6] experts
[6] surveyed

Top Words in Tweet in G4:
[2] internet
[2] computer

Top Words in Tweet in G5:
[12] active
[6] comparing
[6] highly
[6] less
[6] tweeters
[6] pew
[6] research
[6] center
[5] evankirstel

Top Words in Tweet in G6:
[6] twitter
[6] younger
[5] previous
[5] pew
[5] studies
[5] shown
[5] users
[5] richer
[5] more
[5] educated

Top Words in Tweet in G7:
[4] hi
[4] pew
[2] internet
[2] friends
[2] hope
[2] day
[2] going
[2] well
[2] today
[2] continue

Top Words in Tweet in G8:
[3] million
[2] anushumaprime
[2] joebiden
[2] 50
[2] schoolchildren
[2] america
[2] 15
[2] lack
[2] internet
[2] home

Top Words in Tweet in G9:
[6] hunting
[6] pew
[4] things
[3] ghost
[3] time
[3] secrets
[3] #phasmophobia
[3] #warzonepacific
[3] buttons
[3] pushed

Top Words in Tweet in G10:
[9] pew
[9] research
[9] center
[4] 2021
[4] 2020
[3] online
[2] un_women
[2] men
[2] face
[2] more

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[57] pew,research
[40] research,center
[24] imagineinternet,report
[17] digital,spaces
[17] pewinternet,imagineinternet
[16] twitter,users
[12] pew,pew
[11] pewinternet,report
[11] adults,twitter
[10] twitter,pew

Top Word Pairs in Tweet in G1:
[24] imagineinternet,report
[17] pewinternet,imagineinternet
[11] pewinternet,report
[10] report,#civictech
[7] pewresearch,imagineinternet
[6] great,hrheingold
[6] hrheingold,pewinternet
[6] report,rising
[6] rising,tide
[6] tide,internet

Top Word Pairs in Tweet in G2:
[24] pew,research
[18] research,center
[6] adults,twitter
[6] pew,pew
[5] behaviors,attitudes
[5] attitudes,adults
[5] twitter,pew
[5] digital,spaces
[4] twitter,users
[4] future,digital

Top Word Pairs in Tweet in G3:
[6] feeling,hopeless
[6] hopeless,state
[6] state,social
[6] social,media
[6] media,61
[6] 61,experts
[6] experts,surveyed
[6] surveyed,pew
[6] pew,think
[6] think,digital

Top Word Pairs in Tweet in G5:
[6] comparing,highly
[6] highly,active
[6] active,less
[6] less,active
[6] active,tweeters
[6] tweeters,pew
[6] pew,research
[6] research,center
[5] evankirstel,comparing

Top Word Pairs in Tweet in G6:
[5] previous,pew
[5] pew,studies
[5] studies,shown
[5] shown,twitter
[5] twitter,users
[5] users,younger
[5] younger,richer
[5] richer,more
[5] more,educated
[5] educated,general

Top Word Pairs in Tweet in G7:
[2] hi,hi
[2] hi,internet
[2] internet,friends
[2] friends,hope
[2] hope,day
[2] day,going
[2] going,well
[2] well,today
[2] today,continue
[2] continue,pew

Top Word Pairs in Tweet in G8:
[2] anushumaprime,joebiden
[2] joebiden,50
[2] 50,million
[2] million,schoolchildren
[2] schoolchildren,america
[2] america,15
[2] 15,lack
[2] lack,internet
[2] internet,home
[2] home,source

Top Word Pairs in Tweet in G9:
[3] ghost,hunting
[3] hunting,pew
[3] pew,pew
[3] pew,time
[3] time,hunting
[3] hunting,secrets
[3] secrets,#phasmophobia
[3] #phasmophobia,#warzonepacific
[3] #warzonepacific,buttons
[3] buttons,pushed

Top Word Pairs in Tweet in G10:
[9] pew,research
[9] research,center
[4] center,2021
[4] 2021,pew
[4] center,2020
[2] un_women,men
[2] face,more
[2] more,online
[2] online,harrassment

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@pewinternet
@lrainie
@imagineinternet
@chris_bail
@pewresearch
@hrheingold
@evankirstel
@cascio
@rushkoff
@yair_rosenberg

Top Mentioned in G1:
@pewinternet
@lrainie
@imagineinternet
@pewresearch
@hrheingold
@cascio
@rushkoff
@mentorafrika
@vgcerf
@usabart

Top Mentioned in G3:
@chris_bail

Top Mentioned in G4:
@freezegm
@txkoollaidtx
@dayjobvu
@scottadamssays

Top Mentioned in G5:
@evankirstel

Top Mentioned in G6:
@yair_rosenberg
@mehdirhasan

Top Mentioned in G7:
@mchabuttrstrems
@play
@playapex
@biggamingkj
@bestdigitk

Top Mentioned in G8:
@joebiden
@camponeill
@anushumaprime

Top Mentioned in G9:
@c8sun
@hyperminestudio

Top Mentioned in G10:
@un_women

Top Tweeters
Top Tweeters in Entire Graph:
@evankirstel
@jchapman1729
@ricardo_ik_ahau
@kohnagao
@bungobot1
@carlesdijous
@lunamoth
@uberfactsebooks
@bignoah256
@margymaclibrary

Top Tweeters in G1:
@margymaclibrary
@adam_cadmon1
@jeffjarvis
@docdre
@wmced
@pewresearch
@s_df
@smalljones
@dkiesow
@hrheingold

Top Tweeters in G2:
@jchapman1729
@carlesdijous
@uberfactsebooks
@petrovdempski
@faketakedump
@borahaebich
@dschrecker
@philmeyer
@dawnamughalphd
@jose_moreno

Top Tweeters in G3:
@shawnadamsson
@aanixel
@leofn3
@chris_bail
@lanukim
@freedmichael23
@colleenamcclain
@colleenjsuljic
@imsonoshah
@clearingkimsy

Top Tweeters in G4:
@scottadamssays
@hollywood1114
@dayjobvu
@txkoollaidtx
@freezegm
@interrobritish

Top Tweeters in G5:
@evankirstel
@ricardo_ik_ahau
@bungobot1
@gdorn1
@tecnologo
@pet41159566

Top Tweeters in G6:
@kohnagao
@mehdirhasan
@artstop
@lehired
@yair_rosenberg

Top Tweeters in G7:
@mchabuttrstrems
@playapex
@play
@biggamingkj
@bestdigitk

Top Tweeters in G8:
@laviniahilltopp
@joebiden
@camponeill
@anushumaprime

Top Tweeters in G9:
@c8sun
@alioop926
@hyperminestudio
@mikcaelus

Top Tweeters in G10:
@un
@un_women
@allanschmidt
@cvmogensen


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