pew internet, Twitter, 11/18/2021 3:34:16 AM, 266529


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pew internet_2021-11-17_19-25-04.xlsx
pew internet_2021-11-17_19-25-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 18, 2021
Short Description:
pew internet via NodeXL https://bit.ly/3FlBZeI
@chris_bail
@cesarcalderon
@ekp
@theepurity
@yair_rosenberg
@pewstates
@barbariancap
@nskocimis
@rawatersjr
@ahmalcolm

Top hashtags:
#twitter
#cn20th
#smprofs
#pathtoaffiliate
#twitchstreaming
#pew
#navyait

Description:
Description
The graph represents a network of 195 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, 18 November 2021 at 03:25 UTC.

The requested start date was Thursday, 18 November 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, 16-hour, 16-minute period from Thursday, 04 November 2021 at 05:15 UTC to Wednesday, 17 November 2021 at 21:31 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 : 195
Unique Edges : 77
Edges With Duplicates : 206
Total Edges : 283
Number of Edge Types : 5
Retweet : 98
MentionsInRetweet : 97
Tweet : 48
Mentions : 21
Replies to : 19
Self-Loops : 49
Reciprocated Vertex Pair Ratio : 0.0148148148148148
Reciprocated Edge Ratio : 0.0291970802919708
Connected Components : 60
Single-Vertex Connected Components : 29
Maximum Vertices in a Connected Component : 61
Maximum Edges in a Connected Component : 122
Maximum Geodesic Distance (Diameter) : 2
Average Geodesic Distance : 1.84845
Graph Density : 0.00362146444620671
Modularity : 0.495352
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 195 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, 18 November 2021 at 03:25 UTC.

The requested start date was Thursday, 18 November 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, 16-hour, 16-minute period from Thursday, 04 November 2021 at 05:15 UTC to Wednesday, 17 November 2021 at 21:31 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:
[17] https://www.pewresearch.org/internet/2021/11/15/the-behaviors-and-attitudes-of-u-s-adults-on-twitter/
[4] https://www.pewresearch.org/internet/2021/11/15/1-the-views-and-experiences-of-u-s-adult-twitter-users/
[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/2021/11/15/2-comparing-highly-active-and-less-active-tweeters/
[2] https://www.pewresearch.org/internet/2021/04/07/social-media-use-in-2021/
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/what-covid-19-underscores-about-how-broadband-connectivity-affects-educational-attainment?utm_campaign=governing_brd_infrastructure_______&utm_source=twitter_trusts&utm_medium=social&utm_content=article_necessity____linkcard_&utm_term=quote
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/10/15/legal-barriers-to-expanding-high-speed-reliable-internet?utm_campaign=communities_brd________&utm_source=twitter_states&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___declarative
[1] https://www.google.com/url?rct=j&sa=t&url=https%3A%2F%2Fwww.jdsupra.com%2Flegalnews%2Ffour-law-firm-marketing-strategies-for-6553495&ct=ga&cd=CAIyHDc3NDAzOTMwMTBjM2JlMjM6Y28uemE6ZW46WkE&usg=AFQjCNH8_ey7TcDWuuof9vLBeZ62BvRoDg&utm_source=dlvr.it&utm_medium=twitter
[1] https://www.pewresearch.org/about/
[1] https://www.pewinternet.org/?p=22366

Top URLs in Tweet in G1:
[4] https://www.pewresearch.org/internet/2021/11/15/1-the-views-and-experiences-of-u-s-adult-twitter-users/
[1] https://blog.twitter.com/en_us/topics/company/2021/rml-politicalcontent
[1] https://www.pewresearch.org/internet/2021/11/15/2-comparing-highly-active-and-less-active-tweeters/

Top URLs in Tweet in G2:
[10] https://www.pewresearch.org/internet/2021/11/15/the-behaviors-and-attitudes-of-u-s-adults-on-twitter/
[1] https://www.pewresearch.org/internet/2019/08/22/in-emerging-economies-smartphone-and-social-media-users-have-broader-social-networks/?utm_source=dlvr.it&utm_medium=twitter
[1] https://centsai.com/videos/stay-safe-internet/
[1] https://www.twitch.tv/alsoatv
[1] https://messaggeroveneto.gelocal.it/italia-mondo/esteri/2021/11/11/news/basta-repubblicani-e-democratici-gli-elettori-americani-divisi-in-nove-tribu-1.40909660?ref=twfmv
[1] https://messaggeroveneto.gelocal.it/italia-mondo/esteri/2021/11/11/news/basta-repubblicani-e-democratici-gli-elettori-americani-divisi-in-nove-tribu-1.40909649?ref=twfmv
[1] https://messaggeroveneto.gelocal.it/italia-mondo/esteri/2021/11/11/news/basta-repubblicani-e-democratici-gli-elettori-americani-divisi-in-nove-tribu-1.40909652?ref=twfmv
[1] https://www.audiology.org/finding-value-through-the-find-an-audiologist-directory/
[1] https://www.pewresearch.org/internet/fact-sheet/social-media/
[1] https://www.twitch.tv/death2blade

Top URLs in Tweet in G3:
[1] https://www.pewresearch.org/internet/2021/11/15/the-behaviors-and-attitudes-of-u-s-adults-on-twitter/

Top URLs in Tweet in G4:
[1] https://www.pewresearch.org/internet/2012/05/31/twitter-use-2012/

Top URLs in Tweet in G5:
[1] https://www.cnet.com/home/internet/digital-divide-fix-gets-a-boost-as-house-passes-1-2-trillion-infrastructure-bill/

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 G7:
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/what-covid-19-underscores-about-how-broadband-connectivity-affects-educational-attainment?utm_campaign=governing_brd_infrastructure_______&utm_source=twitter_trusts&utm_medium=social&utm_content=article_necessity____linkcard_&utm_term=quote
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/10/15/legal-barriers-to-expanding-high-speed-reliable-internet?utm_campaign=communities_brd________&utm_source=twitter_states&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___declarative

Top URLs in Tweet in G8:
[1] https://www.pewresearch.org/internet/2021/11/15/the-behaviors-and-attitudes-of-u-s-adults-on-twitter/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2] twitter
[1] cn20th
[1] smprofs
[1] pathtoaffiliate
[1] twitchstreaming
[1] pew
[1] navyait
[1] digitalmarketing
[1] digitalmarketingagency
[1] digitalmarketingservices



Top Hashtags in Tweet in G2:
[1] battlefield4
[1] twitch
[1] pathtoaffiliate
[1] twitchstreaming
[1] smprofs
[1] twitter

Top Hashtags in Tweet in G7:
[1] cn20th

Top Words
Top Words in Tweet in Entire Graph:
[156] pew
[113] twitter
[84] users
[72] report
[64] according
[61] produce
[60] one
[60] 97
[60] chris_bail
[59] platform

Top Words in Tweet in G1:
[62] twitter
[62] report
[62] pew
[60] chris_bail
[58] one
[58] quarter
[58] users
[58] produce
[58] 97
[58] content

Top Words in Tweet in G2:
[40] pew
[25] research
[18] center
[15] internet
[15] twitter
[13] adults
[9] behaviors
[9] attitudes
[8] social
[7] users

Top Words in Tweet in G3:
[15] sospechábamos
[15] twitter
[15] representa
[15] absoluto
[15] forma
[15] pensar
[15] sociedad
[15] vamos
[15] acerca
[14] cesarcalderon

Top Words in Tweet in G4:
[2] data
[2] twitter
[2] 2012

Top Words in Tweet in G5:
[10] broadband
[8] report
[7] help
[7] way
[7] pew
[7] research
[7] center
[7] data
[7] shows
[7] 80

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

Top Words in Tweet in G7:
[4] students
[4] home
[4] internet
[4] access
[3] digital
[3] divide
[2] pewstates
[2] limited
[2] lower
[2] overall

Top Words in Tweet in G8:
[6] users
[5] twtr
[4] cool
[4] study
[4] pew
[4] see
[4] deplatforming
[4] incl
[4] president
[4] problem

Top Words in Tweet in G9:
[2] studies
[2] graphic
[2] internet
[2] more

Top Words in Tweet in G10:
[2] pew

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[72] twitter,users
[61] users,produce
[59] report,pew
[58] one,quarter
[58] quarter,twitter
[58] produce,97
[58] 97,content
[58] content,platform
[58] platform,according
[58] according,stunning

Top Word Pairs in Tweet in G1:
[58] one,quarter
[58] quarter,twitter
[58] twitter,users
[58] users,produce
[58] produce,97
[58] 97,content
[58] content,platform
[58] platform,according
[58] according,stunning
[58] stunning,report

Top Word Pairs in Tweet in G2:
[21] pew,research
[17] research,center
[9] behaviors,attitudes
[9] attitudes,adults
[9] adults,twitter
[8] twitter,pew
[7] pew,pew
[3] social,media
[3] media,users
[3] basta,repubblicani

Top Word Pairs in Tweet in G3:
[15] sospechábamos,twitter
[15] twitter,representa
[15] representa,absoluto
[15] absoluto,forma
[15] forma,pensar
[15] pensar,sociedad
[15] sociedad,vamos
[15] vamos,acerca
[14] cesarcalderon,sospechábamos

Top Word Pairs in Tweet in G5:
[7] broadband,help
[7] help,way
[7] way,pew
[7] pew,research
[7] research,center
[7] center,data
[7] data,shows
[7] shows,80
[7] 80,white
[7] white,adults

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

Top Word Pairs in Tweet in G7:
[4] home,internet
[4] internet,access
[3] digital,divide
[2] students,limited
[2] limited,home
[2] access,lower
[2] lower,overall
[2] overall,gpas
[2] gpas,students
[2] students,fast

Top Word Pairs in Tweet in G8:
[4] cool,twtr
[4] twtr,study
[4] study,pew
[4] pew,users
[4] users,see
[4] see,deplatforming
[4] deplatforming,incl
[4] incl,president
[4] president,problem
[4] problem,25

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@chris_bail
@cesarcalderon
@theepurity
@yair_rosenberg
@barbariancap
@pewstates
@ahmalcolm
@quellocenter
@jm_bauer
@jimballer

Top Mentioned in G1:
@chris_bail

Top Mentioned in G2:
@drelvintofler

Top Mentioned in G3:
@cesarcalderon

Top Mentioned in G4:
@hunterwalk
@isadwatson
@raresapp
@camillionz
@shivar
@jasontoff
@noaml
@radoshi

Top Mentioned in G5:
@theepurity

Top Mentioned in G6:
@yair_rosenberg

Top Mentioned in G7:
@pewstates
@quellocenter
@jm_bauer
@jimballer

Top Mentioned in G8:
@barbariancap

Top Mentioned in G9:
@hqmmody
@apostateridvan

Top Mentioned in G10:
@melanie_mhs

Top Tweeters
Top Tweeters in Entire Graph:
@serendipitysays
@getaparo
@artificialbra1n
@frikitty
@llama_strudel
@deemoney521
@memeorandum
@eugenionarbaiza
@angsuman
@peachisyummy

Top Tweeters in G1:
@steveplunkett
@monrodriguez
@alysonmetzger
@suhnyllakler
@jburkespraker
@doriandavis
@javendaxtw
@vincentr
@arnaiz
@tvpollet

Top Tweeters in G2:
@frikitty
@memeorandum
@angsuman
@lunaluvgood2020
@kfreberg
@ritters90
@messveneto
@schwaid
@fujiiponta
@9wireless

Top Tweeters in G3:
@getaparo
@eugenionarbaiza
@mariner14350419
@ikermerodio
@mtascon
@marine75082226
@surscrdimg
@davidmoral280
@pereceron
@cesarcalderon

Top Tweeters in G4:
@joshuaogundu
@jasontoff
@ekp
@isadwatson
@camillionz
@noaml
@radoshi
@shivar
@hunterwalk
@raresapp

Top Tweeters in G5:
@llama_strudel
@deemoney521
@peachisyummy
@jeaniehorine
@theepurity
@mermaids4kamala
@clmanussier

Top Tweeters in G6:
@serendipitysays
@anshelsag
@mehdirhasan
@1discoqueen
@mccormack272
@yair_rosenberg

Top Tweeters in G7:
@pewtrusts
@pewstates
@sleiseca
@quellocenter
@jm_bauer
@jimballer

Top Tweeters in G8:
@techmemechatter
@barbariancap
@mikeyinallcaps
@f9835dcc

Top Tweeters in G9:
@apostateridvan
@hqmmody
@nskocimis
@sheikhthanos

Top Tweeters in G10:
@melanie_mhs
@zanne_wong
@realkaeyse