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lrainie_2022-02-16_19-42-12.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
February 17, 2022
Short Description:
lrainie via NodeXL https://bit.ly/3I4kyBu
@lrainie
@jannaq
@imagineinternet
@dsearls
@ethanz
@docdre
@hrheingold
@zephoria
@pewinternet
@iangertler

Top hashtags:
#p7012
#ssi
#covid19
#odr
#infiniteinternet
#futureinternet
#theinfiniteage
#panopticon
#datagrifters

Description:
Description
The graph represents a network of 143 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, 17 February 2022 at 03:42 UTC.

The requested start date was Thursday, 17 February 2022 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 4-day, 16-hour, 27-minute period from Monday, 07 February 2022 at 17:45 UTC to Saturday, 12 February 2022 at 10:13 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 : 143
Unique Edges : 237
Edges With Duplicates : 286
Total Edges : 523
Number of Edge Types : 5
Mentions : 248
Retweet : 62
MentionsInRetweet : 184
Tweet : 16
Replies to : 13
Self-Loops : 16
Reciprocated Vertex Pair Ratio : 0.0704225352112676
Reciprocated Edge Ratio : 0.131578947368421
Connected Components : 13
Single-Vertex Connected Components : 11
Maximum Vertices in a Connected Component : 130
Maximum Edges in a Connected Component : 509
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.449897
Graph Density : 0.0149709445484093
Modularity : 0.283675
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 143 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, 17 February 2022 at 03:42 UTC.

The requested start date was Thursday, 17 February 2022 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 4-day, 16-hour, 27-minute period from Monday, 07 February 2022 at 17:45 UTC to Saturday, 12 February 2022 at 10:13 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:
[17] https://www.pewresearch.org/internet/2022/02/07/a-sampling-of-overarching-views/
[8] https://www.pewresearch.org/internet/2022/02/07/visions-of-the-internet-in-2035
[7] https://twitter.com/lrainie/status/1490751394315481097
[6] https://www.pewresearch.org/internet/2022/02/07/constructing-effective-communities/
[5] https://www.pewresearch.org/internet/2022/02/07/building-better-spaces/
[4] https://twitter.com/lrainie/status/1490753509825855498
[4] https://twitter.com/lrainie/status/1490761429703614466
[3] https://www.pewresearch.org/internet/2022/02/07/visions-of-the-internet-in-2035/
[3] https://www.patreon.com/posts/lets-grow-online-35091994
[3] https://www.elon.edu/u/imagining/surveys/xiii-2021/hopes-for-digital-life-2035/

Top URLs in Tweet in G1:
[17] https://www.pewresearch.org/internet/2022/02/07/a-sampling-of-overarching-views/
[8] https://www.pewresearch.org/internet/2022/02/07/visions-of-the-internet-in-2035
[6] https://www.pewresearch.org/internet/2022/02/07/constructing-effective-communities/
[5] https://www.pewresearch.org/internet/2022/02/07/building-better-spaces/
[2] https://www.pewresearch.org/internet/2022/02/07/4-empowering-individuals/
[1] https://twitter.com/JannaQ/status/1490743510739271685
[1] https://twitter.com/ImagineInternet/status/1490747688362684419
[1] https://www.theatlantic.com/magazine/archive/2021/04/the-internet-doesnt-have-to-be-awful/618079/
[1] https://www.pewresearch.org/internet/2022/02/07/__trashed/
[1] https://twitter.com/lrainie/status/1490751394315481097

Top URLs in Tweet in G2:
[3] https://www.pewresearch.org/internet/2022/02/07/visions-of-the-internet-in-2035/
[1] https://bit.ly/Hopes4DigitalLife2035
[1] https://twitter.com/eloncomm/status/1490733644809396226
[1] https://twitter.com/lrainie/status/1490762145348390914

Top URLs in Tweet in G3:
[3] https://www.elon.edu/u/imagining/surveys/xiii-2021/hopes-for-digital-life-2035/
[1] https://twitter.com/lrainie/status/1490791073538527232

Top URLs in Tweet in G4:
[3] https://www.patreon.com/posts/lets-grow-online-35091994
[2] https://twitter.com/lrainie/status/1490760011697594372
[1] https://pewrsr.ch/34wy2XC
[1] https://pewrsr.ch/3IVtVDe
[1] https://www.pewresearch.org/internet/2022/02/07/1-a-sampling-of-overarching-views/
[1] https://twitter.com/lrainie/status/1490770840694267906
[1] https://medium.com/hackernoon/to-cerf-with-love-808f85a75aa6
[1] https://twitter.com/zephoria/status/1488308977087647745

Top URLs in Tweet in G5:
[1] http://picolabs.io
[1] https://twitter.com/lrainie/status/1490770840694267906

Top URLs in Tweet in G6:
[4] https://twitter.com/lrainie/status/1490761429703614466
[3] https://twitter.com/lrainie/status/1490753509825855498
[2] https://twitter.com/lrainie/status/1490750857884966913
[1] https://twitter.com/lrainie/status/1490751394315481097
[1] https://twitter.com/lrainie/status/1490787701733220353

Top URLs in Tweet in G7:
[5] https://twitter.com/lrainie/status/1490751394315481097

Top URLs in Tweet in G8:
[1] https://twitter.com/lrainie/status/1490753509825855498

Top Domains
Top Domains in Tweet in Entire Graph:
[44] pewresearch.org
[28] twitter.com
[3] patreon.com
[3] elon.edu
[2] pewrsr.ch
[1] bit.ly
[1] picolabs.io
[1] medium.com
[1] theatlantic.com

Top Domains in Tweet in G1:
[40] pewresearch.org
[3] twitter.com
[1] theatlantic.com

Top Domains in Tweet in G2:
[3] pewresearch.org
[2] twitter.com
[1] bit.ly

Top Domains in Tweet in G3:
[3] elon.edu
[1] twitter.com

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

Top Domains in Tweet in G5:
[1] picolabs.io
[1] twitter.com

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

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2] p7012
[2] ssi
[2] covid19
[1] odr
[1] infiniteinternet
[1] futureinternet
[1] theinfiniteage
[1] panopticon
[1] datagrifters
[1] futureofwork



Top Hashtags in Tweet in G1:
[2] covid19
[1] onhere

Top Hashtags in Tweet in G2:
[1] infiniteinternet
[1] futureinternet
[1] theinfiniteage

Top Hashtags in Tweet in G3:
[1] futureofwork
[1] remotework
[1] hybridwork
[1] iot
[1] metaverse

Top Hashtags in Tweet in G5:
[2] p7012
[2] ssi
[1] odr

Top Hashtags in Tweet in G6:
[1] swfutures
[1] datagrifters
[1] panopticon

Top Words
Top Words in Tweet in Entire Graph:
[79] imagineinternet
[71] report
[57] lrainie
[49] pewresearch
[46] pewinternet
[45] online
[38] life
[36] internet
[35] improving
[32] 2035

Top Words in Tweet in G1:
[39] imagineinternet
[39] report
[23] pewresearch
[18] pewinternet
[17] internet
[15] online
[14] improving
[13] life
[13] 2035
[13] digital

Top Words in Tweet in G2:
[15] lrainie
[13] report
[10] imagineinternet
[10] online
[9] 2035
[9] pewresearch
[8] pewinternet
[8] life
[6] jannaq
[6] read

Top Words in Tweet in G3:
[14] lrainie
[12] pewinternet
[10] imagineinternet
[9] report
[8] experts
[6] online
[6] life
[6] invite
[5] main
[5] themes

Top Words in Tweet in G4:
[17] lrainie
[14] pewresearch
[13] online
[13] imagineinternet
[11] thanks
[10] zephoria
[10] life
[9] great
[9] insights
[9] improving

Top Words in Tweet in G5:
[8] dsearls
[8] vision
[7] lrainie
[7] pewinternet
[7] imagineinternet
[6] read
[6] sweeping
[6] doc
[6] searls
[6] report

Top Words in Tweet in G6:
[3] idea
[2] ideas
[2] thinking
[2] problems
[2] until
[2] changes
[2] state
[2] observe

Top Words in Tweet in G7:
[5] new_
[5] public
[5] advisory
[5] board
[5] member
[5] ethanz
[5] puts
[5] forth
[5] bold
[5] vision

Top Words in Tweet in G8:
[2] mean

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[56] imagineinternet,report
[38] pewresearch,imagineinternet
[34] pewinternet,imagineinternet
[34] online,life
[23] improving,online
[19] insights,improving
[17] life,pewresearch
[13] report,improving
[13] lrainie,thanks
[11] internet,2035

Top Word Pairs in Tweet in G1:
[32] imagineinternet,report
[20] pewresearch,imagineinternet
[15] pewinternet,imagineinternet
[9] improving,online
[9] online,life
[6] report,improving
[6] insights,improving
[5] life,pewresearch
[4] improving,digital
[4] tech,experts

Top Word Pairs in Tweet in G2:
[8] imagineinternet,report
[8] online,life
[5] pewresearch,imagineinternet
[4] read,hopes
[4] hopes,2035
[4] 2035,100s
[4] 100s,smart
[4] smart,folks
[4] folks,report
[4] report,funded

Top Word Pairs in Tweet in G3:
[7] pewinternet,imagineinternet
[6] imagineinternet,report
[6] online,life
[5] lrainie,main
[5] main,themes
[5] themes,pewinternet
[5] report,covering
[5] covering,experts
[5] experts,think
[5] think,online

Top Word Pairs in Tweet in G4:
[12] pewresearch,imagineinternet
[10] online,life
[9] lrainie,thanks
[9] insights,improving
[9] improving,online
[9] life,pewresearch
[6] danah,boyd
[5] thanks,great
[5] great,danah
[5] boyd,zephoria

Top Word Pairs in Tweet in G5:
[7] dsearls,pewinternet
[7] pewinternet,imagineinternet
[6] lrainie,read
[6] read,sweeping
[6] sweeping,vision
[6] vision,doc
[6] doc,searls
[6] searls,dsearls
[6] imagineinternet,report
[6] report,improving

Top Word Pairs in Tweet in G7:
[5] new_,public
[5] public,advisory
[5] advisory,board
[5] board,member
[5] member,ethanz
[5] ethanz,puts
[5] puts,forth
[5] forth,bold
[5] bold,vision
[5] vision,internet

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@imagineinternet
@lrainie
@pewresearch
@pewinternet
@dsearls
@jannaq
@zephoria
@ethanz
@p2173
@zizip

Top Mentioned in G1:
@imagineinternet
@pewresearch
@pewinternet
@bethnoveck
@lrainie
@ethanz
@docdre
@jannaq
@dsearls
@zizip

Top Mentioned in G2:
@lrainie
@imagineinternet
@pewresearch
@pewinternet
@jannaq
@elonuniversity
@zizip
@dsearls
@p2173
@mikeliebhold

Top Mentioned in G3:
@pewinternet
@lrainie
@imagineinternet
@jannaq
@pewresearch
@scrawford
@iotchannel
@dhinchcliffe
@cathyhackl
@sandy_carter

Top Mentioned in G4:
@pewresearch
@lrainie
@imagineinternet
@zephoria
@p2173
@digcivsoc
@stanfordpacs
@dsearls
@rushkoff
@hrheingold

Top Mentioned in G5:
@dsearls
@pewinternet
@imagineinternet
@lrainie
@bkcharvard
@vrm
@ieeesa
@cus
@customercommons
@ostrom_workshop

Top Mentioned in G7:
@ethanz
@wearenew_public

Top Mentioned in G8:
@silvermanjacob

Top Tweeters
Top Tweeters in Entire Graph:
@marxculture
@clancynewyork
@digiphile
@docdre
@jeffjarvis
@hughbarnard
@faris
@jafurtado
@tamaramccleary
@meredithdclark

Top Tweeters in G1:
@docdre
@jeffjarvis
@meredithdclark
@natematias
@alondra
@anneapplebaum
@perryhewitt
@safiyanoble
@ruha9
@cascio

Top Tweeters in G2:
@digiphile
@hughbarnard
@jafurtado
@stoweboyd
@apisanty
@fjjariego
@mentorafrika
@meilinfung
@pewinternet
@elonuniversity

Top Tweeters in G3:
@tamaramccleary
@iangertler
@dhinchcliffe
@sandy_carter
@smalljones
@njit
@davidgans
@cathyhackl
@umassamherst
@iotchannel

Top Tweeters in G4:
@clancynewyork
@faris
@james3neal
@pewresearch
@hautepop
@shyduroff2
@p2173
@srslyjosh
@hrheingold
@neilturkewitz

Top Tweeters in G5:
@iubloomington
@windley
@jpwp
@dbfarber
@dsearls
@bkcharvard
@ieeesa
@traceyfutures
@ostrom_workshop
@vrm

Top Tweeters in G6:
@marxculture
@infomgmtexec
@tcpeter
@rapieress
@lauranissen
@cforde
@daluf74
@feliciamittens
@onepict
@janenglelewis1

Top Tweeters in G7:
@annamasera
@ethanz
@mchrisriley
@wearenew_public
@chairobeta

Top Tweeters in G8:
@arsonatdennys
@silvermanjacob


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