#pdf20 OR #wegov OR pdmteam OR @techpresident OR %22personal democracy%22 OR Mlsif, Twitter, 12/13/2019 4:10:54 AM, 218787


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#pdf20 OR #wegov OR pdmteam OR @techpresident OR %22personal democracy%22 OR Mlsif_2019-12-12_17-55-
#pdf20 OR #wegov OR pdmteam OR @techpresident OR "personal democracy" OR Mlsif_2019-12-12_17-55-
From:
NodeXLExcelAutomator
Uploaded on:
December 13, 2019
Short Description:
#pdf20 OR #wegov OR pdmteam OR @techpresident OR "personal democracy" OR Mlsif via NodeXL http://bit.ly/2tftuCr
@mlsif
@orbooks
@mbdigital001
@newmediaventure
@civictechguide
@jamaalbowmanny
@lfeatherz
@codeforpdx
@digiphile
@dori_talknation

Top hashtags:
#wegov

Description:
Description
The graph represents a network of 80 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 Friday, 13 December 2019 at 01:55 UTC.

The requested start date was Thursday, 12 December 2019 at 01:01 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, 8-hour, 42-minute period from Thursday, 28 November 2019 at 11:00 UTC to Wednesday, 11 December 2019 at 19:42 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 : 80
Unique Edges : 63
Edges With Duplicates : 122
Total Edges : 185
Number of Edge Types : 3
Replies to : 29
Mentions : 117
Tweet : 39
Self-Loops : 39
Reciprocated Vertex Pair Ratio : 0.0543478260869565
Reciprocated Edge Ratio : 0.103092783505155
Connected Components : 10
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 58
Maximum Edges in a Connected Component : 138
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.751585
Graph Density : 0.0153481012658228
Modularity : 0.421264
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 80 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 Friday, 13 December 2019 at 01:55 UTC.

The requested start date was Thursday, 12 December 2019 at 01:01 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, 8-hour, 42-minute period from Thursday, 28 November 2019 at 11:00 UTC to Wednesday, 11 December 2019 at 19:42 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:
[14] http://events.codefor.nl?#2qggt3tepl2ajmjdbnts7pgv63
[1] https://www.vox.com/future-perfect/2019/7/3/18629810/mark-zuckerberg-cory-booker-newark-schools
[1] https://www.washingtonpost.com/education/2018/12/20/why-parents-students-are-protesting-an-online-learning-program-backed-by-mark-zuckerberg-facebook/
[1] https://www.nytimes.com/glogin?URI=https%3A%2F%2Fwww.nytimes.com%2F2017%2F05%2F13%2Ftechnology%2Fgoogle-education-chromebooks-schools.html%3F_r%3D0
[1] https://twitter.com/danxoneil/status/1202564888159293441
[1] https://twitter.com/CyrilleNjikeng/status/1201529878413291520
[1] https://www.pdfa.org/new-release-of-itext-dito-v-1-2/
[1] https://www.pdfa.org/itext-7-1-9-release-now-with-better-text-extraction-svg-support-and-xfa-improvements/
[1] https://blog.harvardlawreview.org/election-advertising-disclosure-part-2/
[1] https://newrepublic.com/article/150265/lying-election-free-speech-fraud

Top URLs in Tweet in G1:
[1] https://www.orbooks.com
[1] https://www.orbooks.com/catalog/big-disconnect/
[1] https://www.orbooks.com/catalog/wikileaks/
[1] https://twitter.com/AlexMorrisNY/status/1201698434580918273
[1] https://twitter.com/mutalenkonde/status/1204459259087458305
[1] https://www.thenation.com/article/cambridge-analytica-facebook-hack/
[1] https://twitter.com/CyrilleNjikeng/status/1201529878413291520
[1] https://twitter.com/danxoneil/status/1202564888159293441
[1] https://www.nytimes.com/glogin?URI=https%3A%2F%2Fwww.nytimes.com%2F2017%2F05%2F13%2Ftechnology%2Fgoogle-education-chromebooks-schools.html%3F_r%3D0
[1] https://www.washingtonpost.com/education/2018/12/20/why-parents-students-are-protesting-an-online-learning-program-backed-by-mark-zuckerberg-facebook/

Top URLs in Tweet in G4:
[1] https://pdfcee.pl/en/apply-to-contribute/
[1] https://civichall.org/civicist/polish-tragedy/
[1] https://pdfcee.pl/en/subscribe-to-newsletter/

Top URLs in Tweet in G5:
[1] https://blog.harvardlawreview.org/election-advertising-disclosure-part-2/
[1] https://newrepublic.com/article/150265/lying-election-free-speech-fraud

Top URLs in Tweet in G6:
[1] https://www.damemagazine.com/2019/12/04/did-legacy-media-kill-kamalas-campaign/

Top URLs in Tweet in G7:
[1] https://civichall.org/civicist/the-making-of-a-wave/

Top URLs in Tweet in G8:
[14] http://events.codefor.nl?#2qggt3tepl2ajmjdbnts7pgv63
[1] https://pdfcee.pl/en/
[1] https://www.turkaramamotoru.com/en/personal-democracy-forum-623977.html
[1] https://twitter.com/Mlsif/status/1204441717388324865

Top URLs in Tweet in G10:
[1] https://www.washingtonpost.com/graphics/2019/investigations/afghanistan-papers/afghanistan-war-confidential-documents/?fbclid=IwAR3_CX41bVkW6KYCyStmajZK8YexxxKqzAjts4V8QG3nC9vIFKHsg7v4nG8

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[18] wegov
[15] civictech
[15] govtech
[14] events
[8] disinfo2020
[5] letsgov
[3] hubgov
[2] pdf
[2] pdf20
[2] pdfua



Top Hashtags in Tweet in G1:
[6] disinfo2020
[2] pdf14
[1] thebighack

Top Hashtags in Tweet in G3:
[18] wegov
[5] letsgov
[3] hubgov
[2] inovaçãonosetorpúblico
[2] inovacaonosetorpublico

Top Hashtags in Tweet in G4:
[1] pdfcee2020
[1] pdfcee20
[1] civictech
[1] govtech

Top Hashtags in Tweet in G5:
[1] disinfo2020

Top Hashtags in Tweet in G6:
[1] disinfo2020

Top Hashtags in Tweet in G8:
[14] events
[14] civictech
[14] govtech
[1] personaldemocracyforum

Top Hashtags in Tweet in G9:
[2] wtp
[1] trump
[1] tictoc
[1] maga

Top Words
Top Words in Tweet in Entire Graph:
[48] Words in Sentiment List#1: Positive
[46] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[1740] Non-categorized Words
[1834] Total Words
[29] democracy
[27] mlsif
[27] personal
[23] forum
[18] #wegov

Top Words in Tweet in G1:
[19] mlsif
[7] more
[6] public
[6] #disinfo2020
[6] mashagessen
[5] think
[5] leahgreenb
[5] ezralevin
[4] carolecadwalla
[3] two

Top Words in Tweet in G2:
[3] bayoumimoustafa
[3] laurettaland
[3] coe_sue
[3] a_j_dawson
[3] lfeatherz
[3] rufreeman
[3] freemanreads
[3] doughenwood
[2] those
[2] appearing

Top Words in Tweet in G3:
[18] #wegov
[9] hoje
[7] wegov
[6] bom
[6] dia
[5] #letsgov
[4] tem
[4] ๑
[3] seguimos
[3] #hubgov

Top Words in Tweet in G4:
[6] personal
[6] democracy
[6] 2020
[5] civic
[5] forum
[3] tech
[3] pdfcee
[3] hall
[3] april
[2] central

Top Words in Tweet in G5:
[4] mlsif
[4] digitalsista
[3] illegal
[2] digiphile
[2] think
[2] facebook
[2] bans
[2] afairk
[2] understanding
[2] ianal

Top Words in Tweet in G6:
[2] well

Top Words in Tweet in G7:
[2] nussbaum
[2] movement
[2] cooperative
[2] data
[2] right
[2] left
[2] essentially
[2] rebuilt
[2] obama
[2] lost

Top Words in Tweet in G8:
[16] personal
[16] democracy
[16] forum
[15] cee
[14] #events
[14] over
[14] maanden
[14] #civictech
[14] #govtech

Top Words in Tweet in G9:
[3] democracy
[2] speakerpelosi
[2] yes
[2] personal
[2] country
[2] #wtp

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[26] personal,democracy
[23] democracy,forum
[17] forum,cee
[15] #civictech,#govtech
[14] #events,over
[14] over,maanden
[14] maanden,personal
[14] cee,#civictech
[6] bom,dia
[5] leahgreenb,ezralevin

Top Word Pairs in Tweet in G1:
[5] leahgreenb,ezralevin
[4] mlsif,mashagessen
[3] mlsif,leahgreenb
[2] attempting,intimidate
[2] intimidate,coerce
[2] coerce,voters
[2] voters,illegal
[2] illegal,18
[2] 18,code
[2] code,594

Top Word Pairs in Tweet in G2:
[3] bayoumimoustafa,laurettaland
[3] laurettaland,coe_sue
[3] coe_sue,a_j_dawson
[3] a_j_dawson,lfeatherz
[3] lfeatherz,rufreeman
[3] rufreeman,freemanreads
[3] freemanreads,doughenwood
[2] those,appearing
[2] appearing,bayoumimoustafa
[2] doughenwood,kingofpain411

Top Word Pairs in Tweet in G3:
[6] bom,dia
[5] #letsgov,#wegov
[5] wegov,hoje
[4] hoje,tem
[3] seguimos,#letsgov
[3] hoje,#hubgov
[3] #hubgov,#wegov
[2] tem,governoma
[2] governoma,escola_governo
[2] escola_governo,#wegov

Top Word Pairs in Tweet in G4:
[5] personal,democracy
[5] democracy,forum
[3] civic,hall
[2] civic,tech
[2] forum,central
[2] central,eastern
[2] eastern,europe
[2] europe,2020
[2] 2020,pdfcee
[2] pdfcee,proposal

Top Word Pairs in Tweet in G5:
[4] mlsif,digitalsista
[2] digiphile,mlsif
[2] digitalsista,think
[2] think,illegal
[2] illegal,facebook
[2] facebook,bans
[2] bans,afairk
[2] afairk,understanding
[2] understanding,ianal
[2] ianal,scotus

Top Word Pairs in Tweet in G7:
[2] nussbaum,movement
[2] movement,cooperative
[2] cooperative,data
[2] data,right
[2] right,left
[2] left,essentially
[2] essentially,rebuilt
[2] rebuilt,obama
[2] obama,lost
[2] lost,army

Top Word Pairs in Tweet in G8:
[16] personal,democracy
[16] democracy,forum
[15] forum,cee
[14] #events,over
[14] over,maanden
[14] maanden,personal
[14] cee,#civictech
[14] #civictech,#govtech

Top Word Pairs in Tweet in G9:
[2] personal,democracy

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@mlsif
@wegov
@mashagessen
@leahgreenb
@ezralevin
@digitalsista
@carolecadwalla
@laurettaland
@coe_sue
@a_j_dawson

Top Mentioned in G1:
@mashagessen
@leahgreenb
@ezralevin
@carolecadwalla
@mlsif
@flexlibris
@jamaalbowmanny
@digitalsista
@cyrillenjikeng
@danxoneil

Top Mentioned in G2:
@laurettaland
@coe_sue
@a_j_dawson
@lfeatherz
@rufreeman
@freemanreads
@doughenwood
@bayoumimoustafa
@kingofpain411
@scottmoyers

Top Mentioned in G3:
@wegov
@governoma
@escola_governo
@governodoceara
@workplacebyfb

Top Mentioned in G4:
@pdfcee
@clemencepene
@civichall
@civictechguide

Top Mentioned in G5:
@digitalsista
@digiphile
@mlsif
@ybenkler

Top Mentioned in G6:
@mayatcontreras
@jeffjarvis
@arethusa13

Top Mentioned in G7:
@newmediaventure
@mlsif
@swingleft
@moveon

Top Mentioned in G10:
@repeliotengel
@houseforeign

Top Tweeters
Top Tweeters in Entire Graph:
@nobby15
@kristenmchugh22
@search__engine
@digiphile
@circlereader
@fmfrancoise
@amyvernon
@jeffjarvis
@governoma
@digitalsista

Top Tweeters in G1:
@amyvernon
@matthewstoller
@btlradionews
@svaroschi
@flexlibris
@dori_talknation
@mutalenkonde
@danxoneil
@mlsif
@inkslinger21

Top Tweeters in G2:
@doughenwood
@rufreeman
@manwhohatesfun
@coe_sue
@laurettaland
@k
@larrysiems
@lfeatherz
@freemanreads
@orbooks

Top Tweeters in G3:
@governoma
@uira
@governodoceara
@wegov
@andretamura
@workplacebyfb
@tramon_marco
@escola_governo
@4conatus

Top Tweeters in G4:
@codeforpdx
@clemencepene
@civichall
@pdfcee
@civictechguide

Top Tweeters in G5:
@digiphile
@circlereader
@digitalsista
@ybenkler

Top Tweeters in G6:
@jeffjarvis
@mbdigital001
@mayatcontreras
@arethusa13

Top Tweeters in G7:
@moveon
@jon_m_rob
@swingleft
@newmediaventure

Top Tweeters in G8:
@kristenmchugh22
@search__engine
@def_izit
@codefornl

Top Tweeters in G9:
@leonhardtmindy
@annevstrickland
@speakerpelosi

Top Tweeters in G10:
@houseforeign
@repeliotengel
@jamaalbowmanny


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