#pdf20 OR #wegov OR pdmteam OR @techpresident OR %22personal democracy%22 OR Mlsif, Twitter, 2/27/2020 3:13:49 AM, 221984


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#pdf20 OR #wegov OR pdmteam OR @techpresident OR %22personal democracy%22 OR Mlsif_2020-02-26_18-18-
#pdf20 OR #wegov OR pdmteam OR @techpresident OR "personal democracy" OR Mlsif_2020-02-26_18-18-
From:
NodeXLExcelAutomator
Uploaded on:
February 27, 2020
Short Description:
#pdf20 OR #wegov OR pdmteam OR @techpresident OR "personal democracy" OR Mlsif via NodeXL http://bit.ly/2Pq2xnx
@mlsif
@ctctogether
@daviesnow
@tjbhne
@leetomson
@theplumlinegs
@tenuredradical
@ofbyforbook
@ddayen
@bragovictoria

Top hashtags:
#civictech
#govtech

Description:
Description
The graph represents a network of 200 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, 27 February 2020 at 02:18 UTC.

The requested start date was Thursday, 27 February 2020 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, 5-hour, 13-minute period from Thursday, 13 February 2020 at 08:26 UTC to Wednesday, 26 February 2020 at 13:40 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 : 200
Unique Edges : 375
Edges With Duplicates : 143
Total Edges : 518
Number of Edge Types : 4
Mentions : 167
MentionsInRetweet : 277
Tweet : 25
Replies to : 49
Self-Loops : 25
Reciprocated Vertex Pair Ratio : 0.0632911392405063
Reciprocated Edge Ratio : 0.119047619047619
Connected Components : 7
Single-Vertex Connected Components : 1
Maximum Vertices in a Connected Component : 179
Maximum Edges in a Connected Component : 482
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.672207
Graph Density : 0.0105527638190955
Modularity : 0.530196
NodeXL Version : 1.0.1.425
Data Import : The graph represents a network of 200 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, 27 February 2020 at 02:18 UTC.

The requested start date was Thursday, 27 February 2020 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, 5-hour, 13-minute period from Thursday, 13 February 2020 at 08:26 UTC to Wednesday, 26 February 2020 at 13:40 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:
[16] https://prospect.org/politics/change-voters-sympathies-deep-canvassing/
[14] https://www.washingtonpost.com/opinions/2020/02/24/happy-hour-roundup/
[8] http://events.codefor.nl?#2qggt3tepl2ajmjdbnts7pgv63
[2] https://prospect.org/api/amp/politics/change-voters-sympathies-deep-canvassing/?__twitter_impression=true
[2] https://tictec.mysociety.org/2020
[2] https://www.howdowefixit.me/podcast-page-1/sethflaxman
[2] https://www.vox.com/2020/1/29/21065620/broockman-kalla-deep-canvassing
[1] http://www.simonandschuster.com/books/Politics-Is-for-Power/Eitan-Hersh/9781982116781
[1] https://prospect.org/politics/change-voters-sympathies-deep-canvassing/#.XlQmceNd0PM.twitter
[1] https://twitter.com/ddayen/status/1231933187997290499

Top URLs in Tweet in G1:
[14] https://prospect.org/politics/change-voters-sympathies-deep-canvassing/
[2] https://tictec.mysociety.org/2020
[2] https://www.vox.com/2020/1/29/21065620/broockman-kalla-deep-canvassing
[1] https://twitter.com/TenuredRadical/status/1230184815149928451
[1] https://www.washingtonpost.com/opinions/2020/02/24/happy-hour-roundup/
[1] https://twitter.com/ddayen/status/1231933187997290499
[1] http://www.simonandschuster.com/books/Politics-Is-for-Power/Eitan-Hersh/9781982116781
[1] https://prospect.org/politics/change-voters-sympathies-deep-canvassing/#.XlQmceNd0PM.twitter
[1] https://www.eventbrite.com/e/the-technology-of-human-connection-tickets-94209927429
[1] https://blueprintsfc.org/guide/persuasive-conversation-campaigns/

Top URLs in Tweet in G2:
[1] https://www.youtube.com/watch?v=T6aVXs86c2I&feature=youtu.be

[1] https://prospect.org/api/amp/politics/change-voters-sympathies-deep-canvassing/?__twitter_impression=true
[1] https://twitter.com/CTCTogether/status/1232131043286757378
[1] https://prospect.org/politics/change-voters-sympathies-deep-canvassing/
[1] https://www.ctctogether.org/

Top URLs in Tweet in G3:
[13] https://www.washingtonpost.com/opinions/2020/02/24/happy-hour-roundup/

Top URLs in Tweet in G4:
[2] https://www.howdowefixit.me/podcast-page-1/sethflaxman
[1] https://twitter.com/groupdemocracy/status/1229442493005074434

Top URLs in Tweet in G5:
[1] https://prospect.org/api/amp/politics/change-voters-sympathies-deep-canvassing/?__twitter_impression=true
[1] https://twitter.com/K_JeanPierre/status/1229768430452183041

Top URLs in Tweet in G6:
[1] https://publicseminar.org/essays/democracy-is-losing-the-online-arms-race/

Top URLs in Tweet in G8:
[1] https://www.usatoday.com/story/opinion/2020/02/12/infant-sleepers-recall-safety-consumer-reports-columns/4645181002/
[1] https://www.consumerreports.org/privacy/california-privacy-law-ccpa-prompts-companies-to-shed-consumer-data/?EXTKEY=YSOCIAL_TW

Top Domains
Top Domains in Tweet in Entire Graph:
[22] prospect.org
[14] washingtonpost.com
[8] codefor.nl
[6] twitter.com
[2] mysociety.org
[2] howdowefixit.me
[2] youtube.com
[2] vox.com
[1] simonandschuster.com
[1] eventbrite.com

Top Domains in Tweet in G1:
[18] prospect.org
[2] twitter.com
[2] mysociety.org
[2] vox.com
[1] washingtonpost.com
[1] simonandschuster.com
[1] eventbrite.com
[1] blueprintsfc.org
[1] sciencemag.org
[1] civichall.org

Top Domains in Tweet in G2:
[2] prospect.org
[1] youtube.com
[1] twitter.com
[1] ctctogether.org

Top Domains in Tweet in G3:
[13] washingtonpost.com

Top Domains in Tweet in G4:
[2] howdowefixit.me
[1] twitter.com

Top Domains in Tweet in G5:
[1] prospect.org
[1] twitter.com

Top Domains in Tweet in G6:
[1] publicseminar.org

Top Domains in Tweet in G8:
[1] usatoday.com
[1] consumerreports.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[10] civictech
[9] govtech
[9] wegov
[8] events
[4] podcast
[3] nodexl
[3] smrf
[3] sna
[3] socialmedia
[2] activisminc



Top Hashtags in Tweet in G1:
[2] tictec
[1] mytwitteranniversary
[1] nevadadebate
[1] podcast
[1] reykjavik
[1] civictech
[1] nationaldayofunplugging
[1] deepcanvassing

Top Hashtags in Tweet in G2:
[1] votebluenomatterwho

Top Hashtags in Tweet in G4:
[3] podcast

Top Hashtags in Tweet in G5:
[2] activisminc
[1] democracy

Top Hashtags in Tweet in G8:
[1] ccpa

Top Words
Top Words in Tweet in Entire Graph:
[227] Words in Sentiment List#1: Positive
[51] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[4466] Non-categorized Words
[4744] Total Words
[100] mlsif
[77] people
[61] love
[47] canvassing
[42] ctctogether

Top Words in Tweet in G1:
[60] mlsif
[37] canvassing
[36] deep
[28] love
[28] ddayen
[25] really
[22] piece
[22] doing
[21] technique
[21] designed

Top Words in Tweet in G2:
[59] people
[39] ctctogether
[32] love
[30] talking
[30] feel
[30] think
[29] irresistible
[29] ask
[29] contrast
[19] mlsif

Top Words in Tweet in G3:
[14] emmersbrown
[14] bethreinhard
[14] ericboehlert
[14] rickhasen
[14] djrothkopf
[14] mehdirhasan
[13] theplumlinegs
[13] happy
[13] hour
[2] helaineolen

Top Words in Tweet in G4:
[7] voting
[6] local
[6] races
[6] ballot
[6] initiatives
[6] primaries
[6] more
[6] complicated
[6] learn
[6] make

Top Words in Tweet in G5:
[5] knows
[5] mlsif
[4] canvassing
[3] abarbanelfried
[2] people
[2] anyone
[2] started
[2] wrote
[2] 2nd
[2] book

Top Words in Tweet in G6:
[5] publicseminar
[4] tenuredradical
[4] week's
[4] issue
[4] features
[4] section
[4] disinformation
[4] pleased
[4] share
[4] essay

Top Words in Tweet in G7:
[2] bts_twt

Top Words in Tweet in G8:
[2] consumer

Top Words in Tweet in G9:
[4] over
[4] policy
[4] records
[4] personal
[3] 1120eclipse
[3] see
[3] bashing
[3] each
[3] fights
[2] julibunting

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[39] deep,canvassing
[33] piece,mlsif
[31] people,love
[30] talking,people
[30] love,irresistible
[30] irresistible,ask
[30] ask,people
[30] people,contrast
[30] contrast,feel
[30] feel,think

Top Word Pairs in Tweet in G1:
[34] deep,canvassing
[22] really,love
[22] piece,mlsif
[21] love,piece
[21] mlsif,doing
[21] doing,deep
[21] canvassing,technique
[21] technique,designed
[21] designed,engage
[21] engage,long

Top Word Pairs in Tweet in G2:
[30] people,love
[29] talking,people
[29] love,irresistible
[29] irresistible,ask
[29] ask,people
[29] people,contrast
[29] contrast,feel
[29] feel,think
[28] ctctogether,talking
[11] piece,mlsif

Top Word Pairs in Tweet in G3:
[14] emmersbrown,bethreinhard
[14] bethreinhard,ericboehlert
[14] ericboehlert,rickhasen
[14] rickhasen,djrothkopf
[14] djrothkopf,mehdirhasan
[13] happy,hour
[13] hour,emmersbrown
[12] theplumlinegs,happy
[2] mehdirhasan,helaineolen
[2] helaineolen,ezraklein

Top Word Pairs in Tweet in G4:
[6] local,races
[6] races,ballot
[6] ballot,initiatives
[6] initiatives,primaries
[6] primaries,more
[6] more,voting
[6] voting,complicated
[6] complicated,learn
[6] learn,make
[6] make,simpler

Top Word Pairs in Tweet in G5:
[2] anyone,knows
[2] knows,knows
[2] knows,started
[2] started,canvassing
[2] canvassing,wrote
[2] wrote,2nd
[2] 2nd,book
[2] book,#activisminc
[2] #activisminc,unintended
[2] mlsif,abarbanelfried

Top Word Pairs in Tweet in G6:
[4] week's,issue
[4] issue,publicseminar
[4] publicseminar,features
[4] features,section
[4] section,disinformation
[4] disinformation,pleased
[4] pleased,share
[4] share,essay
[3] tenuredradical,week's
[2] sivavaid,mlsif

Top Word Pairs in Tweet in G9:
[4] over,policy
[4] policy,records
[4] records,personal
[3] 1120eclipse,see
[3] see,bashing
[3] bashing,each
[3] each,fights
[3] fights,over
[2] julibunting,1120eclipse
[2] personal,demo

Top Replied-To
Top Replied-To in Entire Graph:
@mlsif
@ddayen
@davekarpf
@ella4the98th
@hugetinymistake
@sluggahjells
@nsableski
@forgeorganizing
@lakauffman
@ericajoy

Top Replied-To in G1:
@mlsif
@ddayen
@davekarpf
@ella4the98th
@ericajoy
@nsableski
@forgeorganizing
@fisher_danar
@blueprintsfc
@djbaskin

Top Replied-To in G2:
@lakauffman
@ddayen

Top Replied-To in G3:
@theplumlinegs

Top Replied-To in G5:
@mlsif
@pinboard

Top Replied-To in G6:
@tenuredradical

Top Replied-To in G7:
@owlgiver

Top Replied-To in G9:
@1120eclipse
@edhull8

Top Replied-To in G10:
@pru_eu

Top Mentioned
Top Mentioned in Entire Graph:
@mlsif
@ctctogether
@ddayen
@emmersbrown
@bethreinhard
@ericboehlert
@rickhasen
@djrothkopf
@mehdirhasan
@theplumlinegs

Top Mentioned in G1:
@mlsif
@ddayen
@forgeorganizing
@lowkeytwits
@lara_putnam
@eitanhersh
@civichall
@consumerreports
@ctctogether
@daviesnow

Top Mentioned in G2:
@ctctogether
@mlsif
@theprospect
@lakauffman
@ddayen

Top Mentioned in G3:
@emmersbrown
@bethreinhard
@ericboehlert
@rickhasen
@djrothkopf
@mehdirhasan
@theplumlinegs
@h
@helaineolen
@ezraklein

Top Mentioned in G4:
@daviesnow
@turb
@fixitshow
@turbovote
@sethflaxman
@jamesbmeigs
@civichall
@mlsif
@demworksinc
@soljourno

Top Mentioned in G5:
@mlsif
@abarbanelfried
@lara_putnam
@ctctogether
@k_jeanpierre
@pinboard
@fisher_danar
@henryfarrell
@hugoreasoning

Top Mentioned in G6:
@publicseminar
@tenuredradical
@nicco
@sivavaid
@mlsif
@joetrippi
@zephyrteachout
@civichall

Top Mentioned in G7:
@bts_twt
@jiminpark07
@kth_facts
@hatdogustomo
@mlsif
@supottiti

Top Mentioned in G8:
@mltellado
@consumerreports
@uscpsc
@kavehwaddell

Top Mentioned in G9:
@julibunting
@1120eclipse

Top Mentioned in G10:
@guntherbosch1
@kayburley
@patel4witham

Top Tweeters
Top Tweeters in Entire Graph:
@solutioneer72
@foggybottomgal
@mms5048
@leavittalone
@damian_godden
@jackyalcine
@sluggahjells
@joke2power
@mehdirhasan
@vbrighthorses

Top Tweeters in G1:
@jackyalcine
@joke2power
@katiecannon2
@leftwingcracker
@paulhrosenberg
@ddayen
@thenation
@arthursmid
@cityatlas
@lowkeytwits

Top Tweeters in G2:
@solutioneer72
@foggybottomgal
@damian_godden
@vbrighthorses
@dmansini
@harperitebgone
@sixpersistsblue
@snowstormyou
@madorairene
@judithdimitrov

Top Tweeters in G3:
@mms5048
@mehdirhasan
@theplumlinegs
@susansternberg
@rickhasen
@djrothkopf
@ericboehlert
@xpostfactoid
@jofh5
@amprog

Top Tweeters in G4:
@jamesbmeigs
@daviesnow
@soljourno
@fixitshow
@reedgalen
@lauriedominc
@turbovote
@mccourtneyinst
@mirandashafer
@sethflaxman

Top Tweeters in G5:
@pinboard
@travisatkins
@fisher_danar
@henryfarrell
@k_jeanpierre
@victorerikray
@hugoreasoning
@abarbanelfried

Top Tweeters in G6:
@joetrippi
@hrheingold
@tenuredradical
@zephyrteachout
@ofbyforbook
@nicco
@publicseminar
@sivavaid

Top Tweeters in G7:
@kth_facts
@bts_twt
@jiminpark07
@hatdogustomo
@supottiti
@tjbhne
@owlgiver

Top Tweeters in G8:
@consumerreports
@uscpsc
@edmpirg
@kavehwaddell
@mltellado

Top Tweeters in G9:
@asklifey
@sam_and_the_dog
@edhull8
@1120eclipse
@julibunting

Top Tweeters in G10:
@kayburley
@jb_afc49
@pru_eu
@patel4witham
@guntherbosch1


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