lrainie, Twitter, 12/2/2021 3:44:46 AM, 267367


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lrainie_2021-12-01_19-42-12.xlsx
lrainie_2021-12-01_19-42-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 02, 2021
Short Description:
lrainie via NodeXL https://bit.ly/3EhxzWn
@lrainie
@imagineinternet
@pewresearch
@maryfurlong
@pewinternet
@mentorafrika
@friedenlinks
@suhaturkmenoglu
@sdrose
@meilinfung

Top hashtags:
#civictech
#democracy
#frieden
#afghanistan
#digitallife
#democracies

Description:
Description
The graph represents a network of 108 Twitter users whose tweets in the requested range contained "lrainie", 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 03:42 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 11-day, 22-hour, 29-minute period from Friday, 19 November 2021 at 21:00 UTC to Wednesday, 01 December 2021 at 19:30 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 : 108
Unique Edges : 157
Edges With Duplicates : 208
Total Edges : 365
Number of Edge Types : 5
Mentions : 234
Tweet : 25
Replies to : 16
Retweet : 29
MentionsInRetweet : 61
Self-Loops : 25
Reciprocated Vertex Pair Ratio : 0.0479041916167665
Reciprocated Edge Ratio : 0.0914285714285714
Connected Components : 13
Single-Vertex Connected Components : 9
Maximum Vertices in a Connected Component : 93
Maximum Edges in a Connected Component : 349
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.366782
Graph Density : 0.0151436483212184
Modularity : 0.259953
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 108 Twitter users whose tweets in the requested range contained "lrainie", 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 03:42 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 11-day, 22-hour, 29-minute period from Friday, 19 November 2021 at 21:00 UTC to Wednesday, 01 December 2021 at 19:30 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 : lrainie
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:
[22] https://www.pewresearch.org/internet/2021/11/22/a-sampling-of-some-of-the-key-overarching-views/
[19] https://www.pewresearch.org/internet/2021/11/22/the-future-of-digital-spaces-and-their-role-in-democracy
[12] https://www.pewresearch.org/internet/2021/11/22/public-digital-spaces-will-be-improved-tech-can-be-fixed-governments-and-corporations-can-reorient-incentives-and-people-can-band-together-to-work-for-reform/
[6] https://twitter.com/lrainie/status/1462889699924709379
[4] https://www.elon.edu/u/imagining/surveys/xiii-2021/improving-toxic-online-forums-2035/
[3] https://twitter.com/lrainie/status/1462860957756051463
[3] https://www.pewresearch.org/internet/2021/11/22/large-improvement-of-digital-spaces-is-unlikely-by-2035-human-frailties-will-remain-the-same-corporations-governments-and-the-public-will-not-be-able-to-make-reforms/
[2] https://twitter.com/lrainie/status/1463132766833451010
[2] https://twitter.com/lrainie/status/1463133398860455942
[2] https://www.pewresearch.org/internet/2021/11/15/the-behaviors-and-attitudes-of-u-s-adults-on-twitter/?utm_content=buffer85097&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G1:
[22] https://www.pewresearch.org/internet/2021/11/22/a-sampling-of-some-of-the-key-overarching-views/
[19] https://www.pewresearch.org/internet/2021/11/22/the-future-of-digital-spaces-and-their-role-in-democracy
[12] https://www.pewresearch.org/internet/2021/11/22/public-digital-spaces-will-be-improved-tech-can-be-fixed-governments-and-corporations-can-reorient-incentives-and-people-can-band-together-to-work-for-reform/
[3] https://www.pewresearch.org/internet/2021/11/22/large-improvement-of-digital-spaces-is-unlikely-by-2035-human-frailties-will-remain-the-same-corporations-governments-and-the-public-will-not-be-able-to-make-reforms/
[1] https://twitter.com/ImagineInternet/status/1463234647568093184
[1] https://twitter.com/ImagineInternet/status/1462884590939525131
[1] https://twitter.com/ImagineInternet/status/1463249747024617484
[1] https://twitter.com/pewresearch/status/1465032747337064456
[1] https://www.pewresearch.org/topic/internet-technology/emerging-technology/future-of-the-internet/
[1] https://www.pewresearch.org/internet/2021/11/15/the-behaviors-and-attitudes-of-u-s-adults-on-twitter/?utm_content=buffer85097&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G2:
[3] https://www.elon.edu/u/imagining/surveys/xiii-2021/improving-toxic-online-forums-2035/
[1] https://twitter.com/lrainie/status/1463207979960963081
[1] https://twitter.com/lrainie/status/1463132766833451010

Top URLs in Tweet in G3:
[3] https://twitter.com/lrainie/status/1462860957756051463
[1] https://www.pewresearch.org/global/2021/11/18/what-makes-life-meaningful-views-from-17-advanced-economies/
[1] https://www.pewresearch.org/internet/2021/11/15/the-behaviors-and-attitudes-of-u-s-adults-on-twitter/?utm_content=buffer85097&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://pewrsr.ch/3oMEfVF
[1] https://pewrsr.ch/3HNeE7R
[1] https://pewrsr.ch/3DDT8jt
[1] https://pewrsr.ch/3xhEtIc
[1] https://pewrsr.ch/3CRqMkM
[1] https://twitter.com/lrainie/status/1462892980726116357
[1] https://pewrsr.ch/3oFEdPv

Top URLs in Tweet in G4:
[1] https://twitter.com/lrainie/status/1464932082379984899
[1] https://twitter.com/lrainie/status/1464932082552037378
[1] https://twitter.com/lrainie/status/1462897507168657412
[1] https://twitter.com/lrainie/status/1462830258999205894
[1] https://www.elon.edu/u/imagining/surveys/xiii-2021/improving-toxic-online-forums-2035/
[1] https://www.elon.edu/u/news/2021/11/22/new-elon-pew-report-will-online-forums-become-more-or-less-toxic/

Top URLs in Tweet in G5:
[2] https://twitter.com/lrainie/status/1462889699924709379
[2] https://twitter.com/lrainie/status/1463133398860455942
[1] https://twitter.com/lrainie/status/1462860773739352070
[1] https://twitter.com/lrainie/status/1462890191371309060
[1] https://twitter.com/lrainie/status/1462892417926021122
[1] https://twitter.com/lrainie/status/1463142289312784393
[1] https://twitter.com/lrainie/status/1464928056485683201

Top URLs in Tweet in G6:
[2] https://twitter.com/lrainie/status/1462889699924709379

Top URLs in Tweet in G9:
[1] https://paper.li/frieden_jinjoo/1447395698?pub_id=7d760251-b0fd-4e58-8691-f3c806a3f646

Top URLs in Tweet in G10:
[1] https://twitter.com/lrainie/status/1463132766833451010

Top Domains
Top Domains in Tweet in Entire Graph:
[62] pewresearch.org
[30] twitter.com
[7] pewrsr.ch
[5] elon.edu
[1] paper.li
[1] youtube.com

Top Domains in Tweet in G1:
[60] pewresearch.org
[6] twitter.com
[1] pewrsr.ch

Top Domains in Tweet in G2:
[3] elon.edu
[2] twitter.com

Top Domains in Tweet in G3:
[6] pewrsr.ch
[4] twitter.com
[2] pewresearch.org
[1] youtube.com

Top Domains in Tweet in G4:
[4] twitter.com
[2] elon.edu

Top Domains in Tweet in G5:
[9] twitter.com

Top Domains in Tweet in G6:
[2] twitter.com

Top Domains in Tweet in G9:
[1] paper.li

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[32] civictech
[6] democracy
[1] frieden
[1] afghanistan
[1] digitallife
[1] democracies
[1] internetaccess
[1] digitalinlusion
[1] digitaldemocracy
[1] openaccess



Top Hashtags in Tweet in G1:
[32] civictech
[6] democracy
[1] libraries
[1] cildc
[1] internetlibrarian

Top Hashtags in Tweet in G3:
[1] digitalintelligence
[1] digitallife
[1] democracies
[1] internetaccess
[1] digitalinlusion
[1] digitaldemocracy
[1] openaccess
[1] munifiber

Top Hashtags in Tweet in G5:
[1] civichackingit
[1] sois640
[1] sgf

Top Hashtags in Tweet in G9:
[1] frieden
[1] afghanistan

Top Words
Top Words in Tweet in Entire Graph:
[77] report
[75] imagineinternet
[53] spaces
[53] digital
[50] pewresearch
[49] pewinternet
[36] future
[32] #civictech
[28] lrainie
[26] public

Top Words in Tweet in G1:
[60] report
[55] imagineinternet
[40] spaces
[40] digital
[38] pewinternet
[32] #civictech
[29] future
[29] pewresearch
[19] online
[14] public

Top Words in Tweet in G2:
[4] more
[3] read
[3] report
[2] online
[2] forums
[2] improve
[2] become
[2] toxic
[2] pewinternet
[2] imagineinternet

Top Words in Tweet in G3:
[15] pewresearch
[12] report
[10] lrainie
[10] public
[9] imagineinternet
[9] digital
[9] spaces
[8] reasons
[8] experts
[8] think

Top Words in Tweet in G4:
[9] pewinternet
[6] lrainie
[5] imagineinternet
[4] check
[3] expert
[3] canvassing
[3] future
[3] digital
[3] spaces
[3] role

Top Words in Tweet in G5:
[2] people
[2] things
[2] smart

Top Words in Tweet in G6:
[3] lrainie
[3] ethanz
[3] pewresearch
[2] thanks
[2] taliastroud
[2] dkroy
[2] imagineinternet

Top Words in Tweet in G7:
[2] lrainie
[2] anneapplebaum
[2] peterpomeranzev
[2] pewresearch
[2] imagineinternet
[2] thru

Top Words in Tweet in G8:
[2] research
[2] longevity

Top Words in Tweet in G9:
[2] 821667ee19334fc
[2] lrainie

Top Words in Tweet in G10:
[2] comment
[2] l'internet
[2] contribue
[2] fabrique
[2] citoyen
[2] réflexions
[2] prospectives
[2] horizon
[2] 2035
[2] future

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[58] imagineinternet,report
[38] digital,spaces
[37] pewinternet,imagineinternet
[32] pewresearch,imagineinternet
[19] future,digital
[15] public,digital
[11] lrainie,pewresearch
[11] report,#civictech
[10] online,spaces
[10] report,reasons

Top Word Pairs in Tweet in G1:
[48] imagineinternet,report
[31] pewinternet,imagineinternet
[25] digital,spaces
[19] pewresearch,imagineinternet
[15] future,digital
[11] report,#civictech
[10] online,spaces
[8] report,future
[6] public,digital
[6] pewinternet,report

Top Word Pairs in Tweet in G2:
[2] online,forums
[2] forums,improve
[2] improve,become
[2] become,more
[2] more,toxic
[2] read,more
[2] pewinternet,imagineinternet

Top Word Pairs in Tweet in G3:
[9] pewresearch,imagineinternet
[9] public,digital
[9] digital,spaces
[8] lrainie,pewresearch
[8] imagineinternet,report
[8] report,reasons
[8] experts,think
[8] think,public
[5] reasons,experts
[5] spaces,impr

Top Word Pairs in Tweet in G4:
[4] lrainie,pewinternet
[4] pewinternet,imagineinternet
[3] expert,canvassing
[3] canvassing,pewinternet
[3] pewinternet,future
[3] future,digital
[3] digital,spaces
[3] spaces,role
[3] role,democracy
[3] hey,check

Top Word Pairs in Tweet in G6:
[2] lrainie,ethanz
[2] taliastroud,dkroy
[2] dkroy,pewresearch
[2] pewresearch,imagineinternet

Top Word Pairs in Tweet in G7:
[2] lrainie,anneapplebaum
[2] anneapplebaum,peterpomeranzev
[2] peterpomeranzev,pewresearch
[2] pewresearch,imagineinternet

Top Word Pairs in Tweet in G10:
[2] comment,l'internet
[2] l'internet,contribue
[2] contribue,fabrique
[2] fabrique,citoyen
[2] citoyen,réflexions
[2] réflexions,prospectives
[2] prospectives,horizon
[2] horizon,2035
[2] 2035,future

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@imagineinternet
@pewresearch
@pewinternet
@lrainie
@mentorafrika
@judithd
@cascio
@ethanz
@iftf
@meilinfung

Top Mentioned in G1:
@imagineinternet
@pewinternet
@pewresearch
@imaginternet
@cascio
@judithd
@vgcerf
@mentorafrika
@meilinfung
@carolinarossini

Top Mentioned in G2:
@pewinternet
@imagineinternet
@bkcharvard
@judithd
@zephoria
@datasociety
@psaffo
@alexa_raad
@meilinfung
@mentorafrika

Top Mentioned in G3:
@pewresearch
@lrainie
@imagineinternet
@iftf
@mikeliebhold
@thesiliconhill

Top Mentioned in G4:
@pewinternet
@imagineinternet
@colleenamcclain
@mentorafrika
@lrainie
@jannaq

Top Mentioned in G6:
@ethanz
@pewresearch
@taliastroud
@dkroy
@imagineinternet
@lrainie
@elipariser
@akarahoca

Top Mentioned in G7:
@anneapplebaum
@peterpomeranzev
@pewresearch
@imagineinternet
@sykescharlie

Top Mentioned in G8:
@loribitter
@businessofaging
@lrainie
@pewresearch
@aarp

Top Mentioned in G9:
@821667ee19334fc
@lrainie
@ekkehardlentz1
@friedenlinks

Top Mentioned in G10:
@scpobibli

Top Tweeters
Top Tweeters in Entire Graph:
@bregmanps
@digiphile
@thesiliconhill
@jeffjarvis
@docdre
@elinsilveous
@sykescharlie
@pewresearch
@aarp
@stoweboyd

Top Tweeters in G1:
@jeffjarvis
@s_df
@natematias
@hrheingold
@perryhewitt
@johngramlich
@lrainie
@lemos_ronaldo
@usabart
@bethnoveck

Top Tweeters in G2:
@digiphile
@stoweboyd
@apisanty
@meilinfung
@robinr
@bkcharvard
@artbrodsky
@pci_initiative
@datasociety
@cjcolclough

Top Tweeters in G3:
@thesiliconhill
@elinsilveous
@pewresearch
@iftf
@maureenatbarry
@ssouth
@spaceexec
@rachseng
@carolinarossini
@mikeliebhold

Top Tweeters in G4:
@bregmanps
@docdre
@cajunaa
@mentorafrika
@spufidoo
@pewinternet
@cascio
@jannaq
@marjorysb
@elondan

Top Tweeters in G5:
@smalljones
@skoczela
@frankrebecca
@grovesprof
@dagoneye
@stef_friedhoff
@evanswitt
@productplusdata
@ljsmanz

Top Tweeters in G6:
@ethanz
@suhaturkmenoglu
@elipariser
@taliastroud
@cjl4news
@dkroy
@akarahoca

Top Tweeters in G7:
@sykescharlie
@cappadoniae
@anneapplebaum
@peterpomeranzev
@sdrose

Top Tweeters in G8:
@aarp
@maryfurlong
@businessofaging
@loribitter

Top Tweeters in G9:
@ekkehardlentz1
@821667ee19334fc
@frieden_jinjoo
@friedenlinks

Top Tweeters in G10:
@scpobibli
@bbfenssib


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