#pdf20 OR #wegov OR pdmteam OR @techpresident OR %22personal democracy%22 OR Mlsif, Twitter, 12/12/2019 2:07:47 AM, 218684


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#pdf20 OR #wegov OR pdmteam OR @techpresident OR %22personal democracy%22 OR Mlsif_2019-12-11_17-55-
#pdf20 OR #wegov OR pdmteam OR @techpresident OR "personal democracy" OR Mlsif_2019-12-11_17-55-
From:
NodeXLExcelAutomator
Uploaded on:
December 12, 2019
Short Description:
#pdf20 OR #wegov OR pdmteam OR @techpresident OR "personal democracy" OR Mlsif via NodeXL http://bit.ly/34dcolp
@mlsif
@orbooks
@newmediaventure
@mbdigital001
@civictechguide
@jamaalbowmanny
@lfeatherz
@digiphile
@codeforpdx
@dori_talknation

Top hashtags:
#wegov

Description:
Description
The graph represents a network of 75 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, 12 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, 2-hour, 50-minute period from Thursday, 28 November 2019 at 11:00 UTC to Wednesday, 11 December 2019 at 13:50 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 : 75
Unique Edges : 60
Edges With Duplicates : 107
Total Edges : 167
Number of Edge Types : 3
Mentions : 106
Replies to : 22
Tweet : 39
Self-Loops : 39
Reciprocated Vertex Pair Ratio : 0.0476190476190476
Reciprocated Edge Ratio : 0.0909090909090909
Connected Components : 10
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 53
Maximum Edges in a Connected Component : 120
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.790395
Graph Density : 0.0158558558558559
Modularity : 0.436615
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 75 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, 12 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, 2-hour, 50-minute period from Thursday, 28 November 2019 at 11:00 UTC to Wednesday, 11 December 2019 at 13:50 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 G2:
[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://www.damemagazine.com/2019/12/04/did-legacy-media-kill-kamalas-campaign/

Top URLs in Tweet in G6:
[1] https://civichall.org/civicist/the-making-of-a-wave/

Top URLs in Tweet in G7:
[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 G9:
[1] https://www.washingtonpost.com/graphics/2019/investigations/afghanistan-papers/afghanistan-war-confidential-documents/?fbclid=IwAR3_CX41bVkW6KYCyStmajZK8YexxxKqzAjts4V8QG3nC9vIFKHsg7v4nG8

Top URLs in Tweet in G10:
[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/

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 G2:
[7] 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 G7:
[14] events
[14] civictech
[14] govtech
[1] personaldemocracyforum

Top Hashtags in Tweet in G8:
[2] wtp
[1] trump
[1] tictoc
[1] maga

Top Hashtags in Tweet in G10:
[2] pdf
[2] pdf20
[2] pdfua
[1] pdfa

Top Words
Top Words in Tweet in Entire Graph:
[42] Words in Sentiment List#1: Positive
[45] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[1523] Non-categorized Words
[1610] Total Words
[28] democracy
[27] personal
[23] mlsif
[23] forum
[18] #wegov

Top Words in Tweet in G1:
[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 G2:
[19] mlsif
[7] #disinfo2020
[6] public
[6] illegal
[6] mashagessen
[5] digitalsista
[5] think
[4] one
[4] carolecadwalla
[3] two

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:
[2] well

Top Words in Tweet in G6:
[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 G7:
[16] personal
[16] democracy
[16] forum
[15] cee
[14] #events
[14] over
[14] maanden
[14] #civictech
[14] #govtech

Top Words in Tweet in G8:
[3] democracy
[2] speakerpelosi
[2] yes
[2] personal
[2] country
[2] #wtp

Top Words in Tweet in G10:
[4] itext
[2] member
[2] news
[2] announced
[2] #pdf
[2] #pdf20
[2] #pdfua

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] wegov,hoje

Top Word Pairs in Tweet in G1:
[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 G2:
[4] mlsif,mashagessen
[4] mlsif,digitalsista
[2] attempting,intimidate
[2] intimidate,coerce
[2] coerce,voters
[2] voters,illegal
[2] illegal,18
[2] 18,code
[2] code,594
[2] 594,clear

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 G6:
[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 G7:
[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 G8:
[2] personal,democracy

Top Word Pairs in Tweet in G10:
[2] member,news
[2] news,itext
[2] itext,announced
[2] #pdf,#pdf20

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

Top Mentioned in G1:
@laurettaland
@coe_sue
@a_j_dawson
@lfeatherz
@rufreeman
@freemanreads
@doughenwood
@bayoumimoustafa
@kingofpain411
@scottmoyers

Top Mentioned in G2:
@mashagessen
@digitalsista
@mlsif
@carolecadwalla
@digiphile
@civictechguide
@clemencepene
@jamaalbowmanny
@cyrillenjikeng
@danxoneil

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

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

Top Mentioned in G5:
@mayatcontreras
@jeffjarvis
@arethusa13

Top Mentioned in G6:
@newmediaventure
@mlsif
@swingleft
@moveon

Top Mentioned in G9:
@repeliotengel
@houseforeign

Top Mentioned in G10:
@itext

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

Top Tweeters in G1:
@doughenwood
@rufreeman
@manwhohatesfun
@coe_sue
@laurettaland
@k
@larrysiems
@lfeatherz
@freemanreads
@orbooks

Top Tweeters in G2:
@digiphile
@circlereader
@amyvernon
@digitalsista
@matthewstoller
@btlradionews
@dori_talknation
@mutalenkonde
@danxoneil
@mlsif

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:
@jeffjarvis
@mbdigital001
@mayatcontreras
@arethusa13

Top Tweeters in G6:
@moveon
@jon_m_rob
@swingleft
@newmediaventure

Top Tweeters in G7:
@kristenmchugh22
@search__engine
@def_izit
@codefornl

Top Tweeters in G8:
@leonhardtmindy
@annevstrickland
@speakerpelosi

Top Tweeters in G9:
@houseforeign
@repeliotengel
@jamaalbowmanny

Top Tweeters in G10:
@pdfassociation
@itext


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