pew internet, Twitter, 5/8/2021 12:50:28 PM, 254388


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pew internet_2021-05-06_19-25-05.xlsx
pew internet_2021-05-06_19-25-05.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 08, 2021
Short Description:
pew internet via NodeXL https://bit.ly/3bcgPTE
@discern_always
@nealschaffer
@zndtoshi
@b2community
@pewtrusts
@arikhanson
@donhornsby
@alansinouye
@_homoduplex
@amitkum49290607

Top hashtags:
#socialmedia
#jointsession
#userexperience
#jointaddress
#gopresponse

Description:
Description
The graph represents a network of 205 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 Friday, 07 May 2021 at 02:25 UTC.

The requested start date was Thursday, 06 May 2021 at 00:01 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, 17-hour, 46-minute period from Thursday, 22 April 2021 at 00:25 UTC to Wednesday, 05 May 2021 at 18:11 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 : 205
Unique Edges : 135
Edges With Duplicates : 133
Total Edges : 268
Number of Edge Types : 5
Tweet : 94
Retweet : 61
MentionsInRetweet : 72
Replies to : 15
Mentions : 26
Self-Loops : 94
Reciprocated Vertex Pair Ratio : 0.00900900900900901
Reciprocated Edge Ratio : 0.0178571428571429
Connected Components : 105
Single-Vertex Connected Components : 75
Maximum Vertices in a Connected Component : 20
Maximum Edges in a Connected Component : 39
Maximum Geodesic Distance (Diameter) : 2
Average Geodesic Distance : 1.396371
Graph Density : 0.00267814442850311
Modularity : 0.541059
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 205 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 Friday, 07 May 2021 at 02:25 UTC.

The requested start date was Thursday, 06 May 2021 at 00:01 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, 17-hour, 46-minute period from Thursday, 22 April 2021 at 00:25 UTC to Wednesday, 05 May 2021 at 18:11 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:
[18] http://www.arikhanson.com/2021/04/23/5-surprises-from-pew-internets-recent-social-media-usage-report/
[11] https://www.business2community.com/social-media/5-surprises-from-pew-internets-recent-social-media-usage-report-02401823?utm_medium=nealschaffer
[8] https://www.pewresearch.org/internet/2021/04/07/social-media-use-in-2021/
[8] https://www.business2community.com/social-media/5-surprises-from-pew-internets-recent-social-media-usage-report-02401823
[2] https://www.pewresearch.org/internet/2021/01/13/the-state-of-online-harassment/
[2] https://www.business2community.com/social-media/5-surprises-from-pew-internets-recent-social-media-usage-report-02401823?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+B2CMarketingInsider+%28Business+2+Community%29
[2] https://www.business2community.com/social-media/5-surprises-from-pew-internets-recent-social-media-usage-report-02401823?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/what-covid-19-underscores-about-how-broadband-connectivity-affects-educational-attainment
[1] https://twitter.com/mtracey/status/1369307884861988866
[1] https://twitter.com/vaziyetcomtr/status/1389676650724569089

Top URLs in Tweet in G1:
[11] http://www.arikhanson.com/2021/04/23/5-surprises-from-pew-internets-recent-social-media-usage-report/
[6] https://www.pewresearch.org/internet/2021/04/07/social-media-use-in-2021/
[2] https://www.business2community.com/social-media/5-surprises-from-pew-internets-recent-social-media-usage-report-02401823?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.business2community.com/social-media/5-surprises-from-pew-internets-recent-social-media-usage-report-02401823?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+B2CMarketingInsider+%28Business+2+Community%29
[2] https://www.business2community.com/social-media/5-surprises-from-pew-internets-recent-social-media-usage-report-02401823
[1] https://www.pewresearch.org/internet/fact-sheet/social-media/
[1] https://twitter.com/AnimalMX/status/1384943018323611648
[1] http://www.arikhanson.com/2021/04/23/5-surprises-from-pew-internets-recent-social-media-usage-report/?utm_source=dlvr.it&utm_medium=twitter
[1] https://upflow.co/l/0h1T
[1] https://upflow.co/l/CTsn

Top URLs in Tweet in G3:
[11] https://www.business2community.com/social-media/5-surprises-from-pew-internets-recent-social-media-usage-report-02401823?utm_medium=nealschaffer

Top URLs in Tweet in G4:
[7] http://www.arikhanson.com/2021/04/23/5-surprises-from-pew-internets-recent-social-media-usage-report/

Top URLs in Tweet in G6:
[1] https://www.pewresearch.org/internet/2011/07/11/smartphone-adoption-and-usage/

Top URLs in Tweet in G7:
[6] https://www.business2community.com/social-media/5-surprises-from-pew-internets-recent-social-media-usage-report-02401823

Top URLs in Tweet in G8:
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/what-covid-19-underscores-about-how-broadband-connectivity-affects-educational-attainment
[1] https://www.pewtrusts.org/en/research-and-analysis/fact-sheets/2020/05/key-elements-of-state-broadband-programs

Top URLs in Tweet in G9:
[1] https://www.pewresearch.org/internet/2021/02/18/experts-say-the-new-normal-in-2025-will-be-far-more-tech-driven-presenting-more-big-challenges/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[15] socialmedia
[4] jointsession
[3] userexperience
[3] jointaddress
[2] gopresponse
[2] internet
[1] bso7
[1] mazionitefamily
[1] social
[1] digital



Top Hashtags in Tweet in G1:
[7] socialmedia
[2] internet
[2] userexperience
[1] pr
[1] content
[1] marketingandadvertising
[1] socialmediamarketing
[1] movingyouforward
[1] customers
[1] techtuesday

Top Hashtags in Tweet in G2:
[1] daddysgurlwhatsnew
[1] mainemendoza

Top Hashtags in Tweet in G4:
[7] socialmedia

Top Hashtags in Tweet in G7:
[1] socialmedia
[1] userexperience

Top Hashtags in Tweet in G8:
[4] jointsession
[3] jointaddress
[2] gopresponse

Top Words
Top Words in Tweet in Entire Graph:
[166] pew
[153] internet
[82] social
[78] media
[72] report
[70] recent
[69] usage
[68] surprises
[52] research
[27] online

Top Words in Tweet in G1:
[82] pew
[71] internet
[53] social
[51] media
[47] report
[44] surprises
[44] recent
[44] usage
[16] research
[9] use

Top Words in Tweet in G2:
[22] online
[20] 2007
[20] pew
[20] internet
[20] research
[20] study
[20] found
[20] 81
[20] americans
[20] surveyed

Top Words in Tweet in G3:
[11] surprises
[11] pew
[11] internet
[11] recent
[11] social
[11] media
[11] usage
[11] report
[10] nealschaffer

Top Words in Tweet in G4:
[7] surprises
[7] pew
[7] internet
[7] recent
[7] social
[7] media
[7] usage
[7] report
[7] #socialmedia
[7] arikhanson

Top Words in Tweet in G5:
[9] control
[8] corona
[8] virus
[8] come
[8] go
[8] government
[8] never
[8] forget
[8] easy
[8] take

Top Words in Tweet in G6:
[4] smartphone
[2] sid_kandan
[2] irmaraste
[2] evankirstel
[2] evirahealth
[2] sykessumner
[2] amibhattmd
[2] pew
[2] def
[2] owner

Top Words in Tweet in G7:
[6] surprises
[6] pew
[6] internet
[6] recent
[6] social
[6] media
[6] usage
[6] report
[5] b2community

Top Words in Tweet in G8:
[14] internet
[10] students
[6] pewtrusts
[5] fast
[5] home
[5] higher
[5] gpas
[5] limited
[5] none
[4] nearly

Top Words in Tweet in G9:
[3] 2025
[3] more
[2] pew
[2] research
[2] center
[2] internet
[2] technology
[2] experts
[2] normal
[2] far

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[89] pew,internet
[76] social,media
[67] media,usage
[67] usage,report
[66] surprises,pew
[66] recent,social
[65] internet,recent
[28] pew,research
[20] 2007,pew
[20] internet,research

Top Word Pairs in Tweet in G1:
[49] social,media
[43] pew,internet
[43] media,usage
[43] usage,report
[42] surprises,pew
[42] recent,social
[41] internet,recent
[14] pew,research
[6] research,center
[6] pew,pew

Top Word Pairs in Tweet in G2:
[20] 2007,pew
[20] pew,internet
[20] internet,research
[20] research,study
[20] study,found
[20] found,81
[20] 81,americans
[20] americans,surveyed
[20] surveyed,searched
[20] searched,online

Top Word Pairs in Tweet in G3:
[11] surprises,pew
[11] pew,internet
[11] internet,recent
[11] recent,social
[11] social,media
[11] media,usage
[11] usage,report
[10] nealschaffer,surprises

Top Word Pairs in Tweet in G4:
[7] surprises,pew
[7] pew,internet
[7] internet,recent
[7] recent,social
[7] social,media
[7] media,usage
[7] usage,report
[7] report,#socialmedia
[7] #socialmedia,arikhanson
[6] donhornsby,surprises

Top Word Pairs in Tweet in G5:
[8] corona,virus
[8] virus,come
[8] come,go
[8] go,government
[8] government,never
[8] never,forget
[8] forget,easy
[8] easy,take
[8] take,control
[8] control,everyone's

Top Word Pairs in Tweet in G6:
[2] sid_kandan,irmaraste
[2] irmaraste,evankirstel
[2] evankirstel,evirahealth
[2] evirahealth,sykessumner
[2] sykessumner,amibhattmd
[2] amibhattmd,pew
[2] pew,def
[2] def,smartphone
[2] smartphone,owner

Top Word Pairs in Tweet in G7:
[6] surprises,pew
[6] pew,internet
[6] internet,recent
[6] recent,social
[6] social,media
[6] media,usage
[6] usage,report
[3] report,b2community

Top Word Pairs in Tweet in G8:
[5] students,fast
[5] fast,home
[5] home,internet
[5] internet,higher
[5] higher,gpas
[5] gpas,students
[5] students,limited
[5] limited,internet
[5] internet,none
[4] nearly,states

Top Word Pairs in Tweet in G9:
[2] pew,research
[2] research,center
[2] center,internet
[2] internet,technology
[2] technology,experts
[2] experts,normal
[2] normal,2025
[2] 2025,far
[2] far,more
[2] more,tech

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@discern_always
@nealschaffer
@arikhanson
@zndtoshi
@donhornsby
@pewtrusts
@b2community
@_homoduplex
@irmaraste
@evankirstel

Top Mentioned in G2:
@discern_always

Top Mentioned in G3:
@nealschaffer

Top Mentioned in G4:
@arikhanson
@donhornsby

Top Mentioned in G5:
@zndtoshi

Top Mentioned in G6:
@irmaraste
@evankirstel
@evirahealth
@sykessumner
@amibhattmd
@mattsakumoto
@sid_kandan

Top Mentioned in G7:
@b2community

Top Mentioned in G8:
@pewtrusts

Top Mentioned in G9:
@alansinouye
@librarypolicy
@pewresearch
@pewinternet

Top Mentioned in G10:
@theharrissultan
@imrankhanpti
@officialdgispr

Top Tweeters
Top Tweeters in Entire Graph:
@evankirstel
@dangzb
@ysbaff
@auring1204
@pilarenriquez8
@ricardozam
@arndtchristine1
@countup
@dianashemie
@nealschaffer

Top Tweeters in G1:
@ricardozam
@uberfactsebooks
@kennethhitchner
@marketingrdv
@analucianovak
@prosper_noah
@fashionbuyersus
@redphantom
@insightstodd
@robinatribit

Top Tweeters in G2:
@dangzb
@ysbaff
@auring1204
@pilarenriquez8
@dianashemie
@susanaviray
@malandac_rina
@dianamegan2
@glecybalm
@mto_retweets

Top Tweeters in G3:
@countup
@nealschaffer
@walkingimpress
@indecentkurt
@olilince
@clearwaterbk
@susanhozak
@sandyadam
@stevenwoolery
@raji_blogger

Top Tweeters in G4:
@donhornsby
@arikhanson
@aditics2
@senitih
@hocherntung
@lucexgroup
@dogstoresz1
@blizzy_shane

Top Tweeters in G5:
@annrhefn
@joiflores
@zndtoshi
@adelgary
@js_farinet
@talvasconcelos
@de3code
@xavierfiechter

Top Tweeters in G6:
@evankirstel
@irmaraste
@evirahealth
@mattsakumoto
@amibhattmd
@sid_kandan
@sykessumner

Top Tweeters in G7:
@b2community
@khunchao
@simon_steiner
@slachapelle
@jester01n
@hdsoarllc

Top Tweeters in G8:
@mburns2009
@bowtiepolitics
@pewtrusts
@ted_chamberlain
@alexbooker
@estherberg

Top Tweeters in G9:
@sheilab25000494
@pewresearch
@pewinternet
@librarypolicy
@alansinouye

Top Tweeters in G10:
@theharrissultan
@imrankhanpti
@officialdgispr
@amitkum49290607
@waseema82083555