#pdf20 OR #wegov OR pdmteam OR @techpresident OR %22personal democracy%22 OR Mlsif, Twitter, 6/10/2021 5:47:10 PM, 256612


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#pdf20 OR #wegov OR pdmteam OR @techpresident OR %22personal democracy%22 OR Mlsif_2021-06-10_07-59-
#pdf20 OR #wegov OR pdmteam OR @techpresident OR "personal democracy" OR Mlsif_2021-06-10_07-59-
From:
NodeXLExcelAutomator
Uploaded on:
June 10, 2021
Short Description:
#pdf20 OR #wegov OR pdmteam OR @techpresident OR "personal democracy" OR Mlsif via NodeXL https://bit.ly/3zknpSw
@mlsif
@schock
@swastispa
@fisher_danar
@dalgoso
@colindickey
@aredotna_bot
@feelthewhinge
@libbyfalck
@abigailesman

Top hashtags:
#igotout
#qanon

Description:
Description
The graph represents a network of 43 Twitter users whose tweets in the requested range contained "#pdf20 OR #wegov OR pdmteam OR @techpresident OR "personal democracy" OR Mlsif", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 10 June 2021 at 14:59 UTC.

The requested start date was Thursday, 10 June 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, 10-hour, 36-minute period from Thursday, 27 May 2021 at 11:02 UTC to Wednesday, 09 June 2021 at 21:38 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 : 43
Unique Edges : 39
Edges With Duplicates : 30
Total Edges : 69
Number of Edge Types : 5
Retweet : 14
MentionsInRetweet : 18
Tweet : 12
Mentions : 20
Replies to : 5
Self-Loops : 13
Reciprocated Vertex Pair Ratio : 0.0487804878048781
Reciprocated Edge Ratio : 0.0930232558139535
Connected Components : 7
Single-Vertex Connected Components : 3
Maximum Vertices in a Connected Component : 34
Maximum Edges in a Connected Component : 59
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.469684
Graph Density : 0.0238095238095238
Modularity : 0.4498
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 43 Twitter users whose tweets in the requested range contained "#pdf20 OR #wegov OR pdmteam OR @techpresident OR %22personal democracy%22 OR Mlsif", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 10 June 2021 at 14:59 UTC.

The requested start date was Thursday, 10 June 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, 10-hour, 36-minute period from Thursday, 27 May 2021 at 11:02 UTC to Wednesday, 09 June 2021 at 21:38 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 : #pdf20 OR #wegov OR pdmteam OR @techpresident OR %22personal democracy%22 OR Mlsif
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:
[3] https://theconnector.substack.com/p/how-money-clustered-around-2020-candidates?r=35dq8&utm_campaign=post&utm_medium=email&utm_source=twitter
[2] https://twitter.com/therecount/status/1400170684802863112
[1] https://newrepublic.com/article/162624/malcolm-gladwells-fantasy-war-air-bomber-mafia-review
[1] https://theconnector.substack.com/p/save-the-children-from-qanon-to-crt?utm_campaign=post&utm_medium=web&utm_source=twitter
[1] https://www.are.na/block/412176
[1] https://theconnector.substack.com/p/digital-organizing-as-if-volunteers
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D4iChz-Obz4E&q=EgS4SO-bGObRiIYGIhCDlXl23mxYxw3vvp24I0NmMgFy
[1] https://theconnector.substack.com/p/organizing-during-whirlwind-moments?r=xl0y&utm_campaign=post&utm_medium=email&utm_source=twitter
[1] http://emtechpathways.org
[1] https://www.pdfa.org/reporting-issues-on-pdf-2-0-related-standards/

Top URLs in Tweet in G1:
[1] https://twitter.com/lara_putnam/status/1402217184147935233
[1] https://twitter.com/okiespacequeen/status/1402243921560883202
[1] https://theconnector.substack.com/p/how-money-clustered-around-2020-candidates?r=35dq8&utm_campaign=post&utm_medium=email&utm_source=twitter
[1] https://newrepublic.com/article/162624/malcolm-gladwells-fantasy-war-air-bomber-mafia-review
[1] https://theconnector.substack.com/p/save-the-children-from-qanon-to-crt?utm_campaign=post&utm_medium=web&utm_source=twitter
[1] https://theconnector.substack.com/p/organizing-during-whirlwind-moments?r=xl0y&utm_campaign=post&utm_medium=email&utm_source=twitter

Top URLs in Tweet in G2:
[1] http://emtechpathways.org

Top URLs in Tweet in G5:
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D4iChz-Obz4E&q=EgS4SO-bGObRiIYGIhCDlXl23mxYxw3vvp24I0NmMgFy
[1] https://www.are.na/block/412176

Top URLs in Tweet in G6:
[1] https://theconnector.substack.com/p/digital-organizing-as-if-volunteers

Top URLs in Tweet in G8:
[2] https://twitter.com/therecount/status/1400170684802863112

Top URLs in Tweet in G9:
[2] https://theconnector.substack.com/p/how-money-clustered-around-2020-candidates?r=35dq8&utm_campaign=post&utm_medium=email&utm_source=twitter

Top URLs in Tweet in G10:
[1] https://www.pdfa.org/reporting-issues-on-pdf-2-0-related-standards/

Top Domains
Top Domains in Tweet in Entire Graph:
[6] substack.com
[4] twitter.com
[1] newrepublic.com
[1] are.na
[1] google.com
[1] emtechpathways.org
[1] pdfa.org

Top Domains in Tweet in G1:
[3] substack.com
[2] twitter.com
[1] newrepublic.com

Top Domains in Tweet in G2:
[1] emtechpathways.org

Top Domains in Tweet in G5:
[1] google.com
[1] are.na

Top Domains in Tweet in G6:
[1] substack.com

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

Top Domains in Tweet in G9:
[2] substack.com

Top Domains in Tweet in G10:
[1] pdfa.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3] igotout
[3] qanon
[3] crt
[1] airdrops
[1] nftgate
[1] nft
[1] emtechpathways
[1] pdf
[1] pdf20
[1] democracy



Top Hashtags in Tweet in G1:
[3] igotout
[3] qanon
[3] crt

Top Hashtags in Tweet in G2:
[1] emtechpathways

Top Hashtags in Tweet in G3:
[1] airdrops
[1] nftgate
[1] nft

Top Hashtags in Tweet in G4:
[1] democracy
[1] civic

Top Hashtags in Tweet in G10:
[1] pdf
[1] pdf20

Top Words
Top Words in Tweet in Entire Graph:
[13] mlsif
[6] report
[6] interest
[5] public
[5] personal
[5] democracy
[4] many
[4] cuny
[4] good
[4] excited

Top Words in Tweet in G1:
[7] mlsif
[4] cuny
[3] recovering
[3] conspiracy
[3] theories
[3] hope
[3] #igotout
[3] save
[3] children
[3] #qanon

Top Words in Tweet in G2:
[4] excited
[4] share
[4] report
[4] possibilities
[4] emerging
[4] technology
[4] public
[4] interest
[4] pathways
[3] schock

Top Words in Tweet in G3:
[2] nftgateio

Top Words in Tweet in G4:
[2] many

Top Words in Tweet in G5:
[3] personal
[3] democracy
[2] forum

Top Words in Tweet in G6:
[2] skeptic

Top Words in Tweet in G8:
[2] yes
[2] well
[2] good
[2] personal
[2] democracy
[2] matter

Top Words in Tweet in G9:
[2] money
[2] clustered
[2] around
[2] 2020
[2] candidates
[2] mlsif

Top Words in Tweet in G10:
[2] stay
[2] date
[2] everything
[2] pdf
[2] whether
[2] interest
[2] archival
[2] tech
[2] graphic
[2] arts

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5] personal,democracy
[4] excited,share
[4] share,report
[4] report,possibilities
[4] possibilities,emerging
[4] emerging,technology
[4] technology,public
[4] public,interest
[4] interest,pathways
[3] recovering,conspiracy

Top Word Pairs in Tweet in G1:
[3] recovering,conspiracy
[3] conspiracy,theories
[3] theories,hope
[3] hope,#igotout
[3] #igotout,save
[3] save,children
[3] children,#qanon
[3] #qanon,#crt
[3] #crt,mlsif
[2] coordinates,13620

Top Word Pairs in Tweet in G2:
[4] excited,share
[4] share,report
[4] report,possibilities
[4] possibilities,emerging
[4] emerging,technology
[4] technology,public
[4] public,interest
[4] interest,pathways
[3] schock,excited
[3] pathways,port

Top Word Pairs in Tweet in G5:
[3] personal,democracy
[2] democracy,forum

Top Word Pairs in Tweet in G8:
[2] yes,well
[2] well,good
[2] good,personal
[2] personal,democracy
[2] democracy,matter

Top Word Pairs in Tweet in G9:
[2] money,clustered
[2] clustered,around
[2] around,2020
[2] 2020,candidates
[2] candidates,mlsif

Top Word Pairs in Tweet in G10:
[2] stay,date
[2] date,everything
[2] everything,pdf
[2] pdf,whether
[2] whether,interest
[2] interest,archival
[2] archival,tech
[2] tech,graphic
[2] graphic,arts
[2] arts,variable

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@mlsif
@schock
@gladwell
@newrepublic
@minolora
@igotout_org
@laurenm57
@andromedabot
@colindickey
@tomsugrue

Top Mentioned in G1:
@mlsif
@igotout_org
@minolora
@gladwell
@newrepublic
@andromedabot
@laurenm57
@egsophie
@jamaalbowmanny
@tomsugrue

Top Mentioned in G2:
@schock
@civichall
@mothercyborg
@btayeg
@mstem
@mlsif

Top Mentioned in G3:
@https
@imsumrani
@mlsif
@jmcl_gtr

Top Mentioned in G4:
@mlsif
@lara_putnam
@aaronhuertas

Top Mentioned in G6:
@libbyfalck
@mlsif

Top Mentioned in G8:
@katharine_weber

Top Mentioned in G9:
@mlsif
@laurenm57

Top Mentioned in G10:
@pdfassociation

Top Tweeters
Top Tweeters in Entire Graph:
@pkmonaghan
@laurenm57
@craignewmark
@newrepublic
@schock
@fisher_danar
@egsophie
@feelthewhinge
@rossbarkan
@mstem

Top Tweeters in G1:
@craignewmark
@newrepublic
@egsophie
@feelthewhinge
@rossbarkan
@mlsif
@jamaalbowmanny
@tomsugrue
@eioconnor
@minolora

Top Tweeters in G2:
@schock
@mstem
@rubyquaildesign
@civichall
@btayeg
@mothercyborg
@thediversitywg

Top Tweeters in G3:
@imsumrani
@jmcl_gtr
@https
@swastispa
@nftgateio

Top Tweeters in G4:
@fisher_danar
@lara_putnam
@aaronhuertas

Top Tweeters in G5:
@pkmonaghan
@aredotna_bot
@amandaluvsroses

Top Tweeters in G6:
@dalgoso
@libbyfalck

Top Tweeters in G7:
@bahokoc
@alossk2

Top Tweeters in G8:
@katharine_weber
@abigailesman

Top Tweeters in G9:
@laurenm57
@greg_elmer

Top Tweeters in G10:
@pdfassociation
@able_docs