#pdf18 OR #wegov OR pdmteam OR @techpresident OR %22personal democracy%22 OR Mlsif, Twitter, 7/11/2018 8:24:44 PM, 158744


FAQ | Problem?

#pdf18 OR #wegov OR pdmteam OR @techpresident OR %22personal democracy%22 OR Mlsif_2018-07-11_12-52-
#pdf18 OR #wegov OR pdmteam OR @techpresident OR "personal democracy" OR Mlsif_2018-07-11_12-52-
From:
NodeXLExcelAutomator
Uploaded on:
July 11, 2018
Short Description:
#pdf18 OR #wegov OR pdmteam OR @techpresident OR "personal democracy" OR Mlsif via NodeXL http://bit.ly/2ztgZpn
@mlsif
@civichall
@leetomson
@holleya
@sarahschacht
@aprilrinne
@implosionlabs
@microsoftny
@sivavaid
@katyaabaz

Top hashtags:
#pdf18
#civictech
#wegov

Description:
Description
The graph represents a network of 197 Twitter users whose tweets in the requested range contained "#pdf18 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 Wednesday, 11 July 2018 at 19:52 UTC.

The requested start date was Wednesday, 11 July 2018 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 21-hour, 22-minute period from Wednesday, 27 June 2018 at 01:59 UTC to Tuesday, 10 July 2018 at 23:21 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 : 197
Unique Edges : 314
Edges With Duplicates : 762
Total Edges : 1076
Number of Edge Types : 3
Mentions : 976
Replies to : 67
Tweet : 33
Self-Loops : 33
Reciprocated Vertex Pair Ratio : 0.120418848167539
Reciprocated Edge Ratio : 0.214953271028037
Connected Components : 18
Single-Vertex Connected Components : 2
Maximum Vertices in a Connected Component : 152
Maximum Edges in a Connected Component : 1021
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.862428
Graph Density : 0.0110846369004455
Modularity : 0.279408
NodeXL Version : 1.0.1.400

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[9] https://medium.com/@implosionlabs/sci-fi-futures-highlights-from-our-pdf18-speculation-workshop-3ed8627bd810
[8] https://civichall.org/civicist/what-vtaiwan-teaches-us-about-digital-democracy/
[6] http://www.wegov.net.br/crie-conceituar-refletir-implementar-experimentar/
[5] https://www.linkedin.com/in/emmyruiz
[4] https://civichall.org/civicist/facial-cognition/
[4] https://civichall.org/civicist/civic-tech-new-media-ventures-round/
[4] https://www.youtube.com/watch?v=Nz39WvPMxaI&feature=youtu.be

[4] https://blog.placespeak.com/in-conversation-with-micah-sifry/
[3] https://medium.com/@tchambers/familiesbelongtogether-robotic-attack-this-week-c8f1425b3297
[2] https://council.nyc.gov/live/#location-chambers

Top URLs in Tweet in G1:
[4] https://civichall.org/civicist/what-vtaiwan-teaches-us-about-digital-democracy/
[3] https://civichall.org/civicist/civic-tech-new-media-ventures-round/
[2] https://blog.placespeak.com/in-conversation-with-micah-sifry/
[1] https://www.inc.com/lisa-abeyta/20-of-the-most-interesting-people-on-twitter-who-are-deciding-the-future-of-our-.html
[1] https://civichall.org/civicist/monetization-2/
[1] https://civichall.org/civicist/facial-cognition/
[1] https://civichall.org/civicist/crippling/
[1] https://theintercept.com/2018/07/01/ocasio-cortez-data-suggests-that-gentrifying-neighborhoods-powered-alexandria-ocasio-cortezs-victory-over-the-democratic-establishment/
[1] https://www.wired.com/story/how-facebooks-rise-fueled-chaos-and-confusion-in-myanmar
[1] https://medium.com/@tchambers/familiesbelongtogether-robotic-attack-this-week-c8f1425b3297

Top URLs in Tweet in G2:
[2] http://Voter.com
[2] https://civichall.org/civicist/civic-tech-new-media-ventures-round/#.Wz9tOnpe_j0.twitter
[2] https://twitter.com/CivicHall/status/1011630917318823936
[2] https://blog.placespeak.com/in-conversation-with-micah-sifry/
[1] https://council.nyc.gov/live/#location-chambers
[1] https://www.facebook.com/CivicHallNYC/photos/a.1819603458066178.1073741846.946432998716566/1896275860398937/?type=3&theater
[1] https://twitter.com/atroyn/status/1014974099930714115
[1] https://civichall.org/civicist/facial-cognition/
[1] https://www.youtube.com/watch?v=omnskeu-puE&app=desktop

[1] https://medium.com/@implosionlabs/sci-fi-futures-highlights-from-our-pdf18-speculation-workshop-3ed8627bd810

Top URLs in Tweet in G3:
[1] https://www.pdf-18.com/2018/06/21/personal-democracy-forum-2018-safety-and-inclusion-transparency-report/
[1] https://medium.com/@implosionlabs/sci-fi-futures-highlights-from-our-pdf18-speculation-workshop-3ed8627bd810
[1] https://boardgamegeek.com/boardgame/27708/1960-making-president
[1] https://www.amazon.com/Goblin-Emperor-Katherine-Addison/dp/076532699X
[1] https://www.youtube.com/watch?v=vFiaWVzPabU

[1] http://www.mythsoc.org/mythlore/mythlore-125.htm
[1] http://fan.lib.ru/img/e/eskov/last_ringbearer_engl/last_ring_bearer.pdf

Top URLs in Tweet in G4:
[4] https://civichall.org/civicist/what-vtaiwan-teaches-us-about-digital-democracy/
[2] https://civichall.org/civicist/facial-cognition/
[2] https://medium.com/@tchambers/familiesbelongtogether-robotic-attack-this-week-c8f1425b3297
[1] https://civichall.org/civicist/civic-tech-new-media-ventures-round/
[1] https://civichall.org/civicist/monetization-2/
[1] https://civichall.org/civicist/crippling/

Top URLs in Tweet in G6:
[2] https://medium.com/code-for-canada/three-lessons-for-civic-hall-toronto-from-the-2018-personal-democracy-forum-f245abef4f40

Top URLs in Tweet in G7:
[7] https://medium.com/@implosionlabs/sci-fi-futures-highlights-from-our-pdf18-speculation-workshop-3ed8627bd810

Top URLs in Tweet in G8:
[1] https://www.pdf-18.com/

Top URLs in Tweet in G9:
[5] https://www.linkedin.com/in/emmyruiz
[1] https://www.linkedin.com/in/decause

Top URLs in Tweet in G10:
[1] https://movement.vote

Top Domains
Top Domains in Tweet in Entire Graph:
[23] civichall.org
[14] medium.com
[13] youtube.com
[9] twitter.com
[8] net.br
[6] linkedin.com
[4] placespeak.com
[2] google.com
[2] nyc.gov
[2] pdf-18.com

Top Domains in Tweet in G1:
[11] civichall.org
[2] placespeak.com
[1] inc.com
[1] theintercept.com
[1] wired.com
[1] medium.com
[1] nyc.gov
[1] washingtonpost.com
[1] google.com
[1] readsludge.com

Top Domains in Tweet in G2:
[7] twitter.com
[4] youtube.com
[3] civichall.org
[2] voter.com
[2] placespeak.com
[1] nyc.gov
[1] facebook.com
[1] medium.com
[1] newmediaventures.org
[1] aei.org

Top Domains in Tweet in G3:
[1] pdf-18.com
[1] medium.com
[1] boardgamegeek.com
[1] amazon.com
[1] youtube.com
[1] mythsoc.org
[1] lib.ru

Top Domains in Tweet in G4:
[9] civichall.org
[2] medium.com

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

Top Domains in Tweet in G7:
[7] medium.com

Top Domains in Tweet in G8:
[1] pdf-18.com

Top Domains in Tweet in G9:
[6] linkedin.com

Top Domains in Tweet in G10:
[1] movement.vote

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[29] pdf18
[14] civictech
[14] wegov
[9] vtaiwan
[8] darkmoney
[7] mustread
[6] digitaldemocracy
[6] new
[6] icymi
[5] pdf2018



Top Hashtags in Tweet in G1:
[8] darkmoney
[3] civictech
[3] vtaiwan
[3] digitaldemocracy
[2] mustread
[2] new
[1] onhere
[1] wednesdaywisdom
[1] fridaymotivation
[1] icymi

Top Hashtags in Tweet in G2:
[6] pdf18
[6] civictech
[5] icymi
[4] data
[3] govtech
[2] mustread
[1] live
[1] new
[1] plutopowershift
[1] afterwork

Top Hashtags in Tweet in G3:
[7] pdf18

Top Hashtags in Tweet in G4:
[6] vtaiwan
[3] new
[3] digitaldemocracy
[3] mustread
[2] familiesbelongtogether
[1] civictech
[1] bigdata
[1] machinelearning
[1] artificialintelligence
[1] fridaymotivation

Top Hashtags in Tweet in G5:
[1] progressive

Top Hashtags in Tweet in G6:
[4] pdf2018
[4] civictech
[1] pdf18
[1] weekendreading

Top Hashtags in Tweet in G7:
[7] pdf18

Top Hashtags in Tweet in G8:
[1] pdf18

Top Hashtags in Tweet in G10:
[1] govtech

Top Words
Top Words in Tweet in Entire Graph:
[185] Words in Sentiment List#1: Positive
[101] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[5628] Non-categorized Words
[5914] Total Words
[112] mlsif
[53] drahsturgis
[53] curtdubya
[53] mythgardian
[53] signumu

Top Words in Tweet in G1:
[25] mlsif
[20] civichall
[12] 1st
[12] facebook
[11] post
[11] writes
[10] h
[10] t
[9] civicist
[9] groups

Top Words in Tweet in G2:
[23] mlsif
[16] civichall
[11] trump
[11] co
[10] founder
[10] new
[10] out
[8] read
[8] maryleong
[7] tech

Top Words in Tweet in G3:
[53] drahsturgis
[53] curtdubya
[53] mythgardian
[53] signumu
[53] wnicholsonprice
[52] annaleen
[50] nisishawl
[48] futureshifters
[47] williamwehrs
[47] nickydrayden

Top Words in Tweet in G4:
[10] civicist
[10] mlsif
[7] new
[6] vtaiwan
[6] teaches
[5] hashtags
[5] civichall
[4] more
[4] 1st
[4] post

Top Words in Tweet in G5:
[5] civichall
[5] theintercept
[5] ryangrim
[5] zaidjilani
[5] mlsif
[4] look
[4] data
[4] ocasio2018's
[4] surprising
[4] victory

Top Words in Tweet in G6:
[4] civichallto's
[4] sheasinnott
[4] presents
[4] 3
[4] lessons
[4] learned
[4] pdf2018
[4] carry
[4] forward
[4] civictech

Top Words in Tweet in G7:
[7] new
[7] blog
[7] sci
[7] fi
[7] futures
[7] highlights
[7] pdf18
[7] speculation
[7] workshop
[4] implosionlabs

Top Words in Tweet in G8:
[4] apathy
[4] piamancini
[3] democracy
[2] isn
[2] t
[2] bug
[2] s
[2] feature
[2] national
[2] identity

Top Words in Tweet in G9:
[11] google
[10] personal
[10] democracy
[10] fellow
[8] adamscrabble
[5] campaignremy
[5] decausemakeropen
[5] source
[5] community
[5] managergoogle

Top Words in Tweet in G10:
[4] mobilize
[4] effectively
[4] november
[4] elections
[4] support
[4] best
[4] community
[4] based
[4] vote
[4] groups

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[53] curtdubya,mythgardian
[53] mythgardian,signumu
[53] signumu,wnicholsonprice
[51] wnicholsonprice,annaleen
[47] futureshifters,mlsif
[46] nickydrayden,futureshifters
[44] annaleen,nisishawl
[40] drahsturgis,williamwehrs
[40] williamwehrs,curtdubya
[39] nardiviews,drahsturgis

Top Word Pairs in Tweet in G1:
[11] 1st,post
[10] h,t
[10] mlsif,1st
[8] t,mlsif
[8] darkmoney,groups
[8] groups,already
[8] already,taking
[8] taking,facebook
[8] facebook,influence
[8] influence,upcoming

Top Word Pairs in Tweet in G2:
[9] co,founder
[9] founder,mlsif
[7] drawn,line
[7] maryleong,placespeak's
[5] civic,tech
[5] civichall,icymi
[5] icymi,maryleong
[5] placespeak's,spoke
[5] spoke,co
[5] mlsif,problem

Top Word Pairs in Tweet in G3:
[53] curtdubya,mythgardian
[53] mythgardian,signumu
[53] signumu,wnicholsonprice
[51] wnicholsonprice,annaleen
[47] futureshifters,mlsif
[46] nickydrayden,futureshifters
[44] annaleen,nisishawl
[40] drahsturgis,williamwehrs
[40] williamwehrs,curtdubya
[39] nardiviews,drahsturgis

Top Word Pairs in Tweet in G4:
[6] vtaiwan,teaches
[5] mlsif,civicist
[4] 1st,post
[3] read,timchambers
[3] timchambers,details
[3] details,another
[3] another,tactic
[3] tactic,infowar
[3] infowar,biz
[3] biz,decoy

Top Word Pairs in Tweet in G5:
[4] civichall,theintercept
[4] theintercept,ryangrim
[4] ryangrim,zaidjilani
[4] zaidjilani,look
[4] look,data
[4] data,ocasio2018's
[4] ocasio2018's,surprising
[4] surprising,victory
[4] victory,h
[4] h,t

Top Word Pairs in Tweet in G6:
[4] civichallto's,sheasinnott
[4] sheasinnott,presents
[4] presents,3
[4] 3,lessons
[4] lessons,learned
[4] learned,pdf2018
[4] pdf2018,carry
[4] carry,forward
[4] forward,civictech
[4] civictech,career

Top Word Pairs in Tweet in G7:
[7] new,blog
[7] blog,sci
[7] sci,fi
[7] fi,futures
[7] futures,highlights
[7] highlights,pdf18
[7] pdf18,speculation
[7] speculation,workshop
[4] implosionlabs,new

Top Word Pairs in Tweet in G8:
[2] apathy,democracy
[2] democracy,isn
[2] isn,t
[2] t,bug
[2] bug,s
[2] s,feature
[2] feature,piamancini
[2] piamancini,national
[2] national,identity
[2] identity,based

Top Word Pairs in Tweet in G9:
[10] personal,democracy
[10] democracy,fellow
[8] adamscrabble,google
[5] google,campaignremy
[5] campaignremy,decausemakeropen
[5] decausemakeropen,source
[5] source,community
[5] community,managergoogle
[5] managergoogle,fellowship
[5] fellowship,personal

Top Word Pairs in Tweet in G10:
[4] mobilize,effectively
[4] effectively,november
[4] november,elections
[4] elections,support
[4] support,best
[4] best,community
[4] community,based
[4] based,vote
[4] vote,groups
[3] aprilrinne,mobilize

Top Replied-To
Top Replied-To in Entire Graph:
@m_older
@asociologist
@nisishawl
@mlsif
@williamwehrs
@wisewmntogether
@nardiviews
@laurajmg
@annaleen
@nalo_hopkinson

Top Replied-To in G1:
@mlsif

Top Replied-To in G2:
@mlsif
@zeynep
@anandwrites
@biaggi4ny
@jeffhauser
@sivavaid
@billschrier
@placespeak

Top Replied-To in G3:
@m_older
@asociologist
@williamwehrs
@nisishawl
@nardiviews
@laurajmg
@annaleen
@nalo_hopkinson
@eaterofsoles

Top Replied-To in G4:
@wisewmntogether

Top Replied-To in G5:
@civichall

Top Mentioned
Top Mentioned in Entire Graph:
@mlsif
@drahsturgis
@curtdubya
@mythgardian
@signumu
@wnicholsonprice
@annaleen
@nickydrayden
@futureshifters
@civichall

Top Mentioned in G1:
@mlsif
@civichall
@civicist
@j__ve
@newmediaventure
@maryleong
@tmclaughlin3
@wired
@anniegowen
@placespeak

Top Mentioned in G2:
@mlsif
@civichall
@placespeak
@maryleong
@sarahschacht
@sivavaid
@newmediaventure
@mstem
@laricsexec
@tnewcombe

Top Mentioned in G3:
@drahsturgis
@curtdubya
@mythgardian
@signumu
@wnicholsonprice
@annaleen
@nickydrayden
@futureshifters
@mlsif
@nisishawl

Top Mentioned in G4:
@mlsif
@civicist
@civichall
@timchambers
@drdenagrayson
@holleya
@wisewmntogether
@tchambers
@peterdaou
@jack

Top Mentioned in G5:
@theintercept
@ryangrim
@zaidjilani
@ocasio2018
@mlsif
@civichall

Top Mentioned in G6:
@civichallto
@sheasinnott
@microsoftny
@leetomson

Top Mentioned in G7:
@implosionlabs

Top Mentioned in G8:
@piamancini
@achangnyc
@democracyearth

Top Mentioned in G9:
@adamscrabble

Top Mentioned in G10:
@aprilrinne
@mlsif
@civichall
@jerrymichalski
@sarahschacht

Top Tweeters
Top Tweeters in Entire Graph:
@omojuwa
@kaijuking23
@glynmoody
@joseluishs_
@zaidjilani
@washingtonpost
@inc
@miki9857
@joshtpm
@tummler10

Top Tweeters in G1:
@washingtonpost
@inc
@maelorin
@circlereader
@wired
@google
@michelleking66
@marcventresca
@newscred
@heathbrown

Top Tweeters in G2:
@joshtpm
@tummler10
@sivavaid
@craignewmark
@zeynep
@steventdennis
@davidoatkins
@jayrosen_nyu
@dorenefc
@jeffhauser

Top Tweeters in G3:
@eaterofsoles
@m_older
@laurajmg
@amendlocke
@nalo_hopkinson
@annaleen
@codeforamerica
@nisishawl
@curtdubya
@mythgardian

Top Tweeters in G4:
@peterdaou
@arthursmid
@drdenagrayson
@twittersupport
@jack
@holleya
@tchambers
@wisewmntogether
@civicist
@peterbaeck

Top Tweeters in G5:
@kaijuking23
@zaidjilani
@tedkottler
@web_rant
@haltonhui
@theintercept
@ryangrim
@ocasio2018

Top Tweeters in G6:
@wpaulfarmer
@microsoftny
@andreawork
@sheasinnott
@civichallto

Top Tweeters in G7:
@ahabetbm
@geekanthro
@mesahinol
@sts_turkey
@implosionlabs

Top Tweeters in G8:
@joseluishs_
@piamancini
@achangnyc
@democracyearth
@connorchan12

Top Tweeters in G9:
@miki9857
@redellis1
@ynkydodl
@valerie_cullins
@adamscrabble

Top Tweeters in G10:
@glynmoody
@hrheingold
@jerrymichalski
@aprilrinne
@csageland