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pew internet_2021-11-24_19-25-04.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 25, 2021
Short Description:
pew internet via NodeXL https://bit.ly/3oXf2bi
@chris_bail
@lrainie
@cesarcalderon
@pewinternet
@pewresearch
@yair_rosenberg
@imagineinternet
@evankirstel
@mchabuttrstrems
@pewstates

Top hashtags:
#civictech
#twitter
#pew
#pathtoaffiliate
#twitchstreaming
#smprofs

Description:
Description
The graph represents a network of 262 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, 25 November 2021 at 03:25 UTC.

The requested start date was Thursday, 25 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, 13-hour, 29-minute period from Thursday, 11 November 2021 at 07:19 UTC to Wednesday, 24 November 2021 at 20:49 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 : 262
Unique Edges : 132
Edges With Duplicates : 344
Total Edges : 476
Number of Edge Types : 5
Replies to : 16
Retweet : 144
MentionsInRetweet : 176
Tweet : 71
Mentions : 69
Self-Loops : 74
Reciprocated Vertex Pair Ratio : 0.0418604651162791
Reciprocated Edge Ratio : 0.0803571428571429
Connected Components : 79
Single-Vertex Connected Components : 45
Maximum Vertices in a Connected Component : 70
Maximum Edges in a Connected Component : 142
Maximum Geodesic Distance (Diameter) : 3
Average Geodesic Distance : 1.882353
Graph Density : 0.0032757158316516
Modularity : 0.468195
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 262 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, 25 November 2021 at 03:25 UTC.

The requested start date was Thursday, 25 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, 13-hour, 29-minute period from Thursday, 11 November 2021 at 07:19 UTC to Wednesday, 24 November 2021 at 20:49 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:
[31] https://www.pewresearch.org/internet/2021/11/15/the-behaviors-and-attitudes-of-u-s-adults-on-twitter/
[23] https://www.pewresearch.org/internet/2021/11/22/a-sampling-of-some-of-the-key-overarching-views/
[9] https://www.pewresearch.org/internet/2021/11/15/2-comparing-highly-active-and-less-active-tweeters/
[6] https://www.pewresearch.org/internet/2021/11/22/the-future-of-digital-spaces-and-their-role-in-democracy/
[6] https://www.pewresearch.org/internet/2021/11/15/1-the-views-and-experiences-of-u-s-adult-twitter-users/
[3] https://www.pewresearch.org/internet/2021/01/13/the-state-of-online-harassment/
[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/2021/04/07/social-media-use-in-2021/
[1] https://investorplace.com/
[1] https://investorplace.com/2021/11/dwac-stock-confirms-internet-belongs-to-the-right/

Top URLs in Tweet in G1:
[5] 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/2021/11/22/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://blog.twitter.com/en_us/topics/company/2021/rml-politicalcontent

Top URLs in Tweet in G2:
[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/2021/11/22/the-future-of-digital-spaces-and-their-role-in-democracy/
[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
[1] https://www.memeorandum.com/211115/p79
[1] https://pewresearch.org/internet/2021/11/15/the-behaviors-and-attitudes-of-u-s-adults-on-twitter/

Top URLs in Tweet in G3:
[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/
[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/2021/11/15/the-behaviors-and-attitudes-of-u-s-adults-on-twitter/

Top URLs in Tweet in G5:
[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 G6:
[6] https://www.pewresearch.org/internet/2021/11/15/2-comparing-highly-active-and-less-active-tweeters/

Top URLs in Tweet in G8:
[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

Top URLs in Tweet in G9:
[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:
[16] civictech
[3] twitter
[2] pew
[2] pathtoaffiliate
[2] twitchstreaming
[2] smprofs
[1] gaylordpr
[1] work
[1] prepare
[1] future



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

Top Hashtags in Tweet in G3:
[16] civictech
[1] pew
[1] twitter

Top Hashtags in Tweet in G8:
[1] cn20th

Top Words
Top Words in Tweet in Entire Graph:
[207] pew
[144] twitter
[107] report
[98] users
[75] research
[71] according
[69] chris_bail
[65] 97
[64] produce
[63] one

Top Words in Tweet in G1:
[73] pew
[69] chris_bail
[67] twitter
[67] report
[63] users
[63] platform
[63] according
[60] one
[59] quarter
[59] produce

Top Words in Tweet in G2:
[61] pew
[40] research
[34] center
[28] twitter
[21] adults
[20] internet
[15] behaviors
[15] attitudes
[13] users
[7] social

Top Words in Tweet in G3:
[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 G4:
[20] sospechábamos
[20] twitter
[20] representa
[20] absoluto
[20] forma
[20] pensar
[20] sociedad
[20] vamos
[20] acerca
[19] cesarcalderon

Top Words in Tweet in G5:
[9] twitter
[9] younger
[8] previous
[8] pew
[8] studies
[8] shown
[8] users
[8] richer
[8] more
[8] educated

Top Words in Tweet in G6:
[12] active
[6] comparing
[6] highly
[6] less
[6] tweeters
[6] pew
[6] research
[6] center
[5] evankirstel

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:
[4] students
[4] home
[4] internet
[4] access
[2] limited
[2] lower
[2] overall
[2] gpas
[2] fast

Top Words in Tweet in G9:
[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 G10:
[2] studies
[2] graphic
[2] internet
[2] more

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[85] twitter,users
[70] pew,research
[64] report,pew
[63] users,produce
[60] one,quarter
[59] quarter,twitter
[59] produce,97
[59] 97,content
[59] content,platform
[59] platform,according

Top Word Pairs in Tweet in G1:
[63] twitter,users
[63] report,pew
[59] one,quarter
[59] quarter,twitter
[59] users,produce
[59] produce,97
[59] 97,content
[59] content,platform
[59] platform,according
[59] according,stunning

Top Word Pairs in Tweet in G2:
[37] pew,research
[30] research,center
[15] adults,twitter
[14] behaviors,attitudes
[14] attitudes,adults
[12] twitter,pew
[10] pew,pew
[8] twitter,users
[5] digital,spaces
[4] future,digital

Top Word Pairs in Tweet in G3:
[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 G4:
[20] sospechábamos,twitter
[20] twitter,representa
[20] representa,absoluto
[20] absoluto,forma
[20] forma,pensar
[20] pensar,sociedad
[20] sociedad,vamos
[20] vamos,acerca
[19] cesarcalderon,sospechábamos

Top Word Pairs in Tweet in G5:
[8] previous,pew
[8] pew,studies
[8] studies,shown
[8] shown,twitter
[8] twitter,users
[8] users,younger
[8] younger,richer
[8] richer,more
[8] more,educated
[8] educated,general

Top Word Pairs in Tweet in G6:
[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 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:
[4] home,internet
[4] internet,access
[2] students,limited
[2] limited,home
[2] access,lower
[2] lower,overall
[2] overall,gpas
[2] gpas,students
[2] students,fast
[2] fast,home

Top Word Pairs in Tweet in G9:
[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
@pewinternet
@lrainie
@imagineinternet
@cesarcalderon
@pewresearch
@hrheingold
@yair_rosenberg
@evankirstel
@cascio

Top Mentioned in G1:
@chris_bail

Top Mentioned in G2:
@drelvintofler

Top Mentioned in G3:
@pewinternet
@lrainie
@imagineinternet
@pewresearch
@hrheingold
@cascio
@rushkoff
@mentorafrika
@vgcerf
@usabart

Top Mentioned in G4:
@cesarcalderon

Top Mentioned in G5:
@yair_rosenberg

Top Mentioned in G6:
@evankirstel

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

Top Mentioned in G8:
@pewstates
@quellocenter
@jm_bauer

Top Mentioned in G9:
@barbariancap

Top Mentioned in G10:
@hqmmody
@apostateridvan

Top Tweeters
Top Tweeters in Entire Graph:
@serendipitysays
@evankirstel
@getaparo
@artificialbra1n
@frikitty
@memeorandum
@ricardo_ik_ahau
@eugenionarbaiza
@bungobot1
@carlesdijous

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

Top Tweeters in G2:
@frikitty
@memeorandum
@carlesdijous
@angsuman
@uberfactsebooks
@lunaluvgood2020
@petrovdempski
@borahaebich
@ritters90
@messveneto

Top Tweeters in G3:
@margymaclibrary
@adam_cadmon1
@jeffjarvis
@docdre
@wmced
@pewresearch
@s_df
@smalljones
@dkiesow
@hrheingold

Top Tweeters in G4:
@getaparo
@eugenionarbaiza
@mariner14350419
@fjavierd
@ikermerodio
@mtascon
@marine75082226
@surscrdimg
@davidmoral280
@pereceron

Top Tweeters in G5:
@serendipitysays
@anshelsag
@mehdirhasan
@artstop
@lehired
@1discoqueen
@mccormack272
@yair_rosenberg

Top Tweeters in G6:
@evankirstel
@ricardo_ik_ahau
@bungobot1
@gdorn1
@tecnologo
@pet41159566

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

Top Tweeters in G8:
@pewstates
@sleiseca
@quellocenter
@jm_bauer

Top Tweeters in G9:
@techmemechatter
@barbariancap
@mikeyinallcaps
@f9835dcc

Top Tweeters in G10:
@apostateridvan
@hqmmody
@nskocimis
@sheikhthanos