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lrainie_2021-11-24_19-42-12.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 25, 2021
Short Description:
lrainie via NodeXL https://bit.ly/3oYwPil
@lrainie
@imagineinternet
@pewinternet
@mentorafrika
@pewresearch
@suhaturkmenoglu
@sdrose
@meilinfung
@mikeliebhold
@elipariser

Top hashtags:
#civictech
#digitallife
#democracies
#sgf
#digitalintelligence
#sois640
#swfutures

Description:
Description
The graph represents a network of 103 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, 25 November 2021 at 03:42 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 12-day, 3-hour, 25-minute period from Thursday, 11 November 2021 at 20:55 UTC to Wednesday, 24 November 2021 at 00:21 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 : 103
Unique Edges : 136
Edges With Duplicates : 153
Total Edges : 289
Number of Edge Types : 5
MentionsInRetweet : 44
Mentions : 184
Retweet : 28
Tweet : 20
Replies to : 13
Self-Loops : 20
Reciprocated Vertex Pair Ratio : 0.0629370629370629
Reciprocated Edge Ratio : 0.118421052631579
Connected Components : 15
Single-Vertex Connected Components : 11
Maximum Vertices in a Connected Component : 86
Maximum Edges in a Connected Component : 271
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.263647
Graph Density : 0.0144679230915667
Modularity : 0.301427
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 103 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, 25 November 2021 at 03:42 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 12-day, 3-hour, 25-minute period from Thursday, 11 November 2021 at 20:55 UTC to Wednesday, 24 November 2021 at 00:21 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/
[16] https://www.pewresearch.org/internet/2021/11/22/the-future-of-digital-spaces-and-their-role-in-democracy
[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://twitter.com/lrainie/status/1458901148409151489
[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
[1] https://www.pewresearch.org/internet/2021/11/22/a-sampling-of-some-of-the-key-overarching-views/#judith-donath

Top URLs in Tweet in G1:
[21] https://www.pewresearch.org/internet/2021/11/22/a-sampling-of-some-of-the-key-overarching-views/
[16] https://www.pewresearch.org/internet/2021/11/22/the-future-of-digital-spaces-and-their-role-in-democracy
[1] https://twitter.com/ImagineInternet/status/1462884590939525131
[1] https://www.pewresearch.org/fact-tank/2021/11/11/16-of-americans-say-they-have-ever-invested-in-traded-or-used-cryptocurrency/
[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://www.pewresearch.org/topic/internet-technology/emerging-technology/future-of-the-internet/
[1] https://twitter.com/ImagineInternet/status/1462873014651998208
[1] https://www.pewresearch.org/internet/2021/11/22/a-sampling-of-some-of-the-key-overarching-views/#barry-chudakov
[1] https://www.pewresearch.org/internet/2021/11/22/a-sampling-of-some-of-the-key-overarching-views/#judith-donath
[1] https://pewrsr.ch/3hP30yn

Top URLs in Tweet in G2:
[4] 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/1462830258999205894
[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 G3:
[3] https://twitter.com/lrainie/status/1458901148409151489
[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

Top URLs in Tweet in G4:
[3] https://twitter.com/lrainie/status/1462860957756051463
[1] https://twitter.com/lrainie/status/1462892980726116357
[1] https://pewrsr.ch/3qy61YH
[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/3oFEdPv
[1] https://www.pewresearch.org/internet/2021/11/22/a-sampling-of-some-of-the-key-overarching-views/

Top URLs in Tweet in G5:
[2] https://twitter.com/lrainie/status/1462889699924709379

Top URLs in Tweet in G7:
[1] https://twitter.com/lrainie/status/1462897507168657412

Top URLs in Tweet in G8:
[1] https://twitter.com/lrainie/status/1463132766833451010

Top URLs in Tweet in G9:
[1] https://twitter.com/lrainie/status/1463132766833451010

Top URLs in Tweet in G10:
[1] https://twitter.com/lrainie/status/1462889699924709379

Top Domains
Top Domains in Tweet in Entire Graph:
[44] pewresearch.org
[27] twitter.com
[5] elon.edu
[4] pewrsr.ch

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

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

Top Domains in Tweet in G3:
[11] twitter.com

Top Domains in Tweet in G4:
[4] twitter.com
[3] pewrsr.ch
[2] pewresearch.org

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

Top Domains in Tweet in G7:
[1] twitter.com

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[1] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[32] civictech
[1] digitallife
[1] democracies
[1] sgf
[1] digitalintelligence
[1] sois640
[1] swfutures
[1] civichackingit
[1] libraries
[1] cildc



Top Hashtags in Tweet in G1:
[31] civictech
[1] libraries
[1] cildc
[1] internetlibrarian

Top Hashtags in Tweet in G3:
[1] civichackingit
[1] sois640
[1] sgf

Top Hashtags in Tweet in G4:
[1] digitallife
[1] democracies
[1] digitalintelligence
[1] civictech

Top Words
Top Words in Tweet in Entire Graph:
[50] report
[48] imagineinternet
[34] pewinternet
[34] pewresearch
[32] #civictech
[27] lrainie
[26] digital
[25] spaces
[20] future
[18] online

Top Words in Tweet in G1:
[40] report
[36] imagineinternet
[31] #civictech
[24] pewinternet
[22] digital
[22] pewresearch
[21] spaces
[14] online
[14] future
[13] internet

Top Words in Tweet in G2:
[9] pewinternet
[6] imagineinternet
[5] report
[5] lrainie
[4] online
[4] forums
[4] more
[3] toxic
[3] read
[3] expert

Top Words in Tweet in G3:
[2] people

Top Words in Tweet in G4:
[7] pewresearch
[5] report
[3] lrainie
[3] read
[3] people
[3] iftf
[3] insights
[2] adults
[2] including
[2] both

Top Words in Tweet in G5:
[3] lrainie
[3] ethanz
[3] pewresearch
[2] thanks
[2] taliastroud
[2] dkroy
[2] imagineinternet

Top Words in Tweet in G6:
[2] lrainie
[2] anneapplebaum
[2] peterpomeranzev
[2] pewresearch
[2] imagineinternet
[2] thru

Top Words in Tweet in G7:
[3] hey
[3] check
[2] mentorafrika

Top Words in Tweet in G9:
[2] comment
[2] l'internet
[2] contribue
[2] fabrique
[2] citoyen
[2] réflexions
[2] prospectives
[2] horizon
[2] 2035
[2] future

Top Words in Tweet in G10:
[2] small
[2] quote
[2] social
[2] media
[2] looks
[2] 2035
[2] tl
[2] dr
[2] commodification
[2] redefinition

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[32] imagineinternet,report
[23] pewinternet,imagineinternet
[20] pewresearch,imagineinternet
[14] digital,spaces
[13] 16,american
[13] american,adults
[13] adults,including
[13] including,43
[13] 43,men
[13] men,ages

Top Word Pairs in Tweet in G1:
[29] imagineinternet,report
[17] pewinternet,imagineinternet
[15] pewresearch,imagineinternet
[11] 16,american
[11] american,adults
[11] adults,including
[11] including,43
[11] 43,men
[11] men,ages
[11] ages,18

Top Word Pairs in Tweet in G2:
[5] pewinternet,imagineinternet
[4] online,forums
[3] expert,canvassing
[3] canvassing,pewinternet
[3] pewinternet,future
[3] future,digital
[3] digital,spaces
[3] spaces,role
[3] role,democracy
[2] forums,improve

Top Word Pairs in Tweet in G4:
[3] pewresearch,report
[2] tech,fixed
[2] fixed,governments
[2] governments,corporations
[2] corporations,reorient
[2] reorient,incentives
[2] incentives,people
[2] people,band
[2] band,together
[2] together,reform

Top Word Pairs in Tweet in G5:
[2] lrainie,ethanz
[2] taliastroud,dkroy
[2] dkroy,pewresearch
[2] pewresearch,imagineinternet

Top Word Pairs in Tweet in G6:
[2] lrainie,anneapplebaum
[2] anneapplebaum,peterpomeranzev
[2] peterpomeranzev,pewresearch
[2] pewresearch,imagineinternet

Top Word Pairs in Tweet in G7:
[3] hey,check
[2] mentorafrika,hey

Top Word Pairs in Tweet in G9:
[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 Word Pairs in Tweet in G10:
[2] small,quote
[2] quote,social
[2] social,media
[2] media,looks
[2] looks,2035
[2] 2035,tl
[2] tl,dr
[2] dr,commodification
[2] commodification,redefinition

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

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

Top Mentioned in G2:
@pewinternet
@imagineinternet
@lrainie
@colleenamcclain
@bkcharvard
@judithd
@zephoria
@datasociety
@psaffo
@alexa_raad

Top Mentioned in G4:
@pewresearch
@lrainie
@iftf
@mikeliebhold
@vgcerf
@imagineinternet

Top Mentioned in G5:
@ethanz
@pewresearch
@taliastroud
@dkroy
@imagineinternet
@lrainie
@elipariser
@akarahoca

Top Mentioned in G6:
@anneapplebaum
@peterpomeranzev
@pewresearch
@imagineinternet
@sykescharlie

Top Mentioned in G7:
@mentorafrika
@pewinternet
@imagineinternet

Top Mentioned in G9:
@scpobibli

Top Mentioned in G10:
@moduloone

Top Tweeters
Top Tweeters in Entire Graph:
@jimmyroybloom
@bregmanps
@digiphile
@jeffjarvis
@docdre
@sykescharlie
@pewresearch
@oldgreyhorror
@stoweboyd
@s_df

Top Tweeters in G1:
@jimmyroybloom
@jeffjarvis
@natematias
@hrheingold
@jonmunitz
@perryhewitt
@income_us
@johngramlich
@lrainie
@victorguedes

Top Tweeters in G2:
@bregmanps
@digiphile
@docdre
@stoweboyd
@apisanty
@pewinternet
@robinr
@bkcharvard
@cascio
@artbrodsky

Top Tweeters in G3:
@skoczela
@frankrebecca
@grovesprof
@dagoneye
@greglinden
@stef_friedhoff
@mackfeldman
@evanswitt
@wbhub
@productplusdata

Top Tweeters in G4:
@pewresearch
@oldgreyhorror
@s_df
@iftf
@spaceexec
@carolinarossini
@mikeliebhold
@pvankessel
@vgcerf

Top Tweeters in G5:
@ethanz
@suhaturkmenoglu
@elipariser
@taliastroud
@cjl4news
@dkroy
@akarahoca

Top Tweeters in G6:
@sykescharlie
@cappadoniae
@anneapplebaum
@peterpomeranzev
@sdrose

Top Tweeters in G7:
@cajunaa
@mentorafrika
@spufidoo

Top Tweeters in G8:
@meilinfung
@pci_initiative

Top Tweeters in G9:
@scpobibli
@bbfenssib

Top Tweeters in G10:
@michaelzimmer
@moduloone