#pdf20 OR #wegov OR pdmteam OR @techpresident OR %22personal democracy%22 OR Mlsif, Twitter, 9/8/2022 2:57:35 PM, 281528


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#pdf20 OR #wegov OR pdmteam OR @techpresident OR %22personal democracy%22 OR Mlsif_2022-09-08_07-53-
#pdf20 OR #wegov OR pdmteam OR @techpresident OR "personal democracy" OR Mlsif_2022-09-08_07-53-
From:
NodeXLExcelAutomator
Uploaded on:
September 08, 2022
Short Description:
#pdf20 OR #wegov OR pdmteam OR @techpresident OR "personal democracy" OR Mlsif via NodeXL https://bit.ly/3qqrYHX
@brendannyhan
@mlsif
@anildash
@npr
@tbluvoter
@callum_mac55
@panda6
@mmaniac90
@the_war_tardis
@wait_about

Top hashtags:
#civictech
#opengov
#lol

Description:
Description
The graph represents a network of 751 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, 08 September 2022 at 14:53 UTC.

The requested start date was Thursday, 08 September 2022 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 12-day, 20-hour, 50-minute period from Friday, 26 August 2022 at 00:47 UTC to Wednesday, 07 September 2022 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 : 751
Unique Edges : 513
Edges With Duplicates : 1308
Total Edges : 1821
Number of Edge Types : 5
Retweet : 556
MentionsInRetweet : 749
Mentions : 261
Replies to : 191
Tweet : 64
Self-Loops : 64
Reciprocated Vertex Pair Ratio : 0.020952380952381
Reciprocated Edge Ratio : 0.041044776119403
Connected Components : 48
Single-Vertex Connected Components : 37
Maximum Vertices in a Connected Component : 676
Maximum Edges in a Connected Component : 1728
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.174906
Graph Density : 0.00190324012427874
Modularity : 0.425385
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 751 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, 08 September 2022 at 14:53 UTC.

The requested start date was Thursday, 08 September 2022 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 12-day, 20-hour, 50-minute period from Friday, 26 August 2022 at 00:47 UTC to Wednesday, 07 September 2022 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:
[32] https://twitter.com/Mlsif/status/1565499673258991619
[18] https://twitter.com/mlsif/status/1565499673258991619
[3] https://twitter.com/RFlaherty46/status/1565501991735988224?t=T0FG7By_-W7w8nZUiRZ2DQ&s=19
[2] https://twitter.com/Mlsif/status/1567248399216304129
[2] https://theconnector.substack.com/p/purposeful-places-community-entrepreneurs
[2] https://www.webfx.com/blog/internet/the-6-companies-that-own-almost-all-media-infographic/
[2] https://theconnector.substack.com/p/you-are-no-longer-a-loan?s=r&utm_campaign=post&utm_medium=web
[1] https://fwiwnewsletter.substack.com/p/the-10-best-newsletters-for-politics
[1] https://www.amazon.com/American-Psychosis-Investigation-Republican-Party/dp/1538723050
[1] https://twitter.com/sciencenature14/status/1566583147080343553

Top URLs in Tweet in G1:
[2] https://twitter.com/Mlsif/status/1565499673258991619
[1] https://twitter.com/Mlsif/status/1565499673258991619?s=20&t=xijL3_I7jCj8fX46RDm4Bg
[1] https://twitter.com/mlsif/status/1565499673258991619

Top URLs in Tweet in G2:
[2] https://theconnector.substack.com/p/purposeful-places-community-entrepreneurs
[2] https://twitter.com/RFlaherty46/status/1565501991735988224?t=T0FG7By_-W7w8nZUiRZ2DQ&s=19
[2] https://theconnector.substack.com/p/you-are-no-longer-a-loan?s=r&utm_campaign=post&utm_medium=web
[1] https://micahsifry.medium.com/bidens-soul-of-the-nation-speech-tonight-862093be2785
[1] https://economichardship.org/
[1] https://twitter.com/markjacob16/status/1565791560259739651
[1] https://link.medium.com/SOFL5wnS6sb
[1] https://theconnector.substack.com/p/purposeful-places-community-entrepreneurs?utm_source=twitter&sd=pf
[1] https://theconnector.substack.com/p/you-are-no-longer-a-loan?utm_source=twitter&sd=pf
[1] https://www.amazon.com/American-Psychosis-Investigation-Republican-Party/dp/1538723050

Top URLs in Tweet in G3:
[7] https://twitter.com/mlsif/status/1565499673258991619
[6] https://twitter.com/Mlsif/status/1565499673258991619
[2] https://www.webfx.com/blog/internet/the-6-companies-that-own-almost-all-media-infographic/
[1] https://twitter.com/walshfreedom/status/1565500609117278208

Top URLs in Tweet in G4:
[1] https://www.latimes.com/archives/la-xpm-1986-11-15-ca-3515-story.html
[1] https://twitter.com/mlsif/status/1565499673258991619
[1] https://twitter.com/RFlaherty46/status/1565501991735988224?t=T0FG7By_-W7w8nZUiRZ2DQ&s=19
[1] https://twitter.com/Mlsif/status/1565499673258991619
[1] https://twitter.com/Mlsif/status/1565499673258991619?s=20&t=-Gh2bCjLkqyY699AEXhyYA

Top URLs in Tweet in G5:
[14] https://twitter.com/Mlsif/status/1565499673258991619
[6] https://twitter.com/mlsif/status/1565499673258991619
[1] https://twitter.com/Mlsif/status/1564072326760730626
[1] https://techpresident.com/india-is-introducing-its-own-cryptocurrency-the-digital-rupee-by-2023/
[1] https://twitter.com/Mlsif/status/1567248399216304129

Top URLs in Tweet in G6:
[2] https://twitter.com/mlsif/status/1565499673258991619

Top URLs in Tweet in G7:
[1] https://www.youtube.com/watch?v=YuLHMY7ejZM&feature=youtu.be


Top URLs in Tweet in G8:
[1] https://twitter.com/Mlsif/status/1565499673258991619

Top URLs in Tweet in G9:
[1] https://fwiwnewsletter.substack.com/p/the-10-best-newsletters-for-politics

Top URLs in Tweet in G10:
[1] https://twitter.com/Mlsif/status/1565499673258991619

Top Domains
Top Domains in Tweet in Entire Graph:
[65] twitter.com
[12] substack.com
[2] webfx.com
[2] medium.com
[1] amazon.com
[1] newrepublic.com
[1] co.uk
[1] youtube.com
[1] latimes.com
[1] techpresident.com

Top Domains in Tweet in G1:
[4] twitter.com

Top Domains in Tweet in G2:
[11] substack.com
[9] twitter.com
[2] medium.com
[1] economichardship.org
[1] amazon.com
[1] newrepublic.com
[1] co.uk
[1] wikipedia.org

Top Domains in Tweet in G3:
[14] twitter.com
[2] webfx.com

Top Domains in Tweet in G4:
[4] twitter.com
[1] latimes.com

Top Domains in Tweet in G5:
[22] twitter.com
[1] techpresident.com

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

Top Domains in Tweet in G7:
[1] youtube.com

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

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

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1] civictech
[1] opengov
[1] lol
[1] cryptocurrency
[1] crypto
[1] india
[1] blockchain
[1] nft
[1] digitalrupee
[1] journalism



Top Hashtags in Tweet in G2:
[1] civictech
[1] opengov

Top Hashtags in Tweet in G5:
[1] journalism
[1] cryptocurrency
[1] crypto
[1] india
[1] blockchain
[1] nft
[1] digitalrupee
[1] lol

Top Words
Top Words in Tweet in Entire Graph:
[448] media
[415] democracy
[412] brain
[410] more
[397] biden
[396] american
[395] game
[391] threat
[390] historic
[388] brendannyhan

Top Words in Tweet in G1:
[371] biden
[371] warned
[371] genuinely
[371] historic
[371] threat
[371] american
[371] democracy
[371] media
[371] response
[371] more

Top Words in Tweet in G2:
[108] mlsif
[30] balajis
[21] npr
[11] biden
[11] need
[9] book
[8] speech
[8] democracy
[8] lincoln
[8] state

Top Words in Tweet in G3:
[75] mlsif
[68] npr
[21] perrybaconjr
[17] jrubinblogger
[15] hopeless
[13] yes
[13] forward
[11] horse
[10] political
[10] race

Top Words in Tweet in G4:
[88] mlsif
[26] balkansbohemia
[26] govhowarddean
[24] klaas_kid_8
[20] media
[20] npr
[18] nochaosplease
[18] reason
[18] potus
[18] spell

Top Words in Tweet in G5:
[15] democracy
[14] personal
[11] نمشے
[9] vox2
[9] nam7
[6] npr
[3] media
[3] hn7
[3] cx10
[3] h80

Top Words in Tweet in G6:
[26] media
[26] brain
[24] see
[24] everything
[24] horse
[24] race
[24] poisoning
[23] anildash
[2] brendannyhan
[2] biden

Top Words in Tweet in G7:
[4] add_hawk
[4] seductions
[4] clarity
[4] weaponized
[4] games
[4] agency
[4] art
[4] michaelgarfield's
[4] podcast
[3] danbuk4

Top Words in Tweet in G8:
[8] listen
[8] obviously
[8] work
[8] npr
[8] member
[8] station
[8] recently
[8] political
[8] coverage
[8] more

Top Words in Tweet in G9:
[4] fwiwnews
[3] back
[3] popular
[3] demand
[3] favorite
[3] newsletters
[3] covering
[3] politics
[3] tech
[3] media

Top Words in Tweet in G10:
[7] npr
[7] went
[7] full
[7] mush
[7] trumpism
[7] 2016
[7] election
[7] few
[7] exceptions
[7] stayed

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[390] democracy,media
[388] biden,warned
[388] warned,genuinely
[388] genuinely,historic
[388] historic,threat
[388] threat,american
[388] american,democracy
[388] media,response
[388] response,more
[388] more,brain

Top Word Pairs in Tweet in G1:
[371] biden,warned
[371] warned,genuinely
[371] genuinely,historic
[371] historic,threat
[371] threat,american
[371] american,democracy
[371] democracy,media
[371] media,response
[371] response,more
[371] more,brain

Top Word Pairs in Tweet in G2:
[15] balajis,mlsif
[11] mlsif,balajis
[9] mlsif,npr
[6] behj,mlsif
[6] mlsif,sometimes
[6] sometimes,lincoln
[6] lincoln,philadelphia
[6] philadelphia,1861
[6] 1861,need
[6] need,confront

Top Word Pairs in Tweet in G3:
[21] mlsif,perrybaconjr
[17] jrubinblogger,mlsif
[12] perrybaconjr,yes
[12] yes,hopeless
[12] hopeless,forward
[10] horse,race
[9] mlsif,markos
[9] mlsif,npr
[8] clairecmc,jeffzeleny
[8] jeffzeleny,npr

Top Word Pairs in Tweet in G4:
[26] balkansbohemia,mlsif
[26] mlsif,govhowarddean
[18] nochaosplease,mlsif
[18] govhowarddean,reason
[18] reason,potus
[18] potus,spell
[18] spell,differences
[18] differences,between
[18] between,ideology
[17] ideology,democrac

Top Word Pairs in Tweet in G5:
[14] personal,democracy
[6] vox2,vox2
[6] nam7,nam7
[3] نمشے,vox2
[3] نمشے,nam7
[2] scheme,personal
[2] democracy,patrol
[2] patrol,fail
[2] fail,carriage
[2] carriage,نمشے

Top Word Pairs in Tweet in G6:
[24] media,see
[24] see,everything
[24] everything,horse
[24] horse,race
[24] race,brain
[24] brain,poisoning
[23] anildash,media
[2] brendannyhan,biden
[2] biden,warned
[2] warned,genuinely

Top Word Pairs in Tweet in G7:
[4] add_hawk,seductions
[4] seductions,clarity
[4] clarity,weaponized
[4] weaponized,games
[4] games,agency
[4] agency,art
[4] art,michaelgarfield's
[4] michaelgarfield's,podcast
[3] danbuk4,add_hawk

Top Word Pairs in Tweet in G8:
[8] listen,obviously
[8] obviously,work
[8] work,npr
[8] npr,member
[8] member,station
[8] station,recently
[8] recently,political
[8] political,coverage
[8] coverage,more
[8] more,cable

Top Word Pairs in Tweet in G9:
[3] back,popular
[3] popular,demand
[3] demand,favorite
[3] favorite,newsletters
[3] newsletters,covering
[3] covering,politics
[3] politics,tech
[3] tech,media
[3] media,internet
[3] internet,feat

Top Word Pairs in Tweet in G10:
[7] npr,went
[7] went,full
[7] full,mush
[7] mush,trumpism
[7] trumpism,2016
[7] 2016,election
[7] election,few
[7] few,exceptions
[7] exceptions,stayed
[7] stayed,course

Top Replied-To
Top Replied-To in Entire Graph:
@mlsif
@klaas_kid_8
@balajis
@jrubinblogger
@npr
@fwiwnews
@leolabeth
@kiddle
@asmamk
@nprpolitics

Top Replied-To in G2:
@mlsif
@balajis
@lowkell
@fwiwnews
@joshesphillips
@thegoldston
@thewisecity
@deeptidoshi
@scinterests
@bosstweedgpe

Top Replied-To in G3:
@mlsif
@jrubinblogger
@npr
@nprpolitics
@clairecmc
@blueteamsix
@tigerlaverada
@kiddle
@aknj
@ccmfelthats

Top Replied-To in G4:
@mlsif
@klaas_kid_8
@leolabeth
@asmamk
@balkansbohemia
@kiddle
@profdelapaz
@nochaosplease
@camrocker
@devinuzan

Top Replied-To in G9:
@fwiwnews

Top Mentioned
Top Mentioned in Entire Graph:
@brendannyhan
@mlsif
@npr
@balkansbohemia
@govhowarddean
@perrybaconjr
@anildash
@balajis
@nochaosplease
@larryglickman

Top Mentioned in G1:
@brendannyhan

Top Mentioned in G2:
@mlsif
@balajis
@jayrosen_nyu
@brendannyhan
@behj
@m_older
@joshesphillips
@dougjballoon
@strikedebt
@astradisastra

Top Mentioned in G3:
@mlsif
@npr
@perrybaconjr
@jrubinblogger
@markos
@jeffzeleny
@roseysdaughter
@clairecmc
@tigerlaverada
@11tulips

Top Mentioned in G4:
@mlsif
@govhowarddean
@balkansbohemia
@nochaosplease
@larryglickman
@klaas_kid_8
@asmamk
@brendannyhan
@npr
@kpcc

Top Mentioned in G6:
@anildash
@brendannyhan

Top Mentioned in G7:
@add_hawk
@michaelgarfield
@danbuk4
@bannerite
@ronhall46
@margotkaminski
@stephlepp
@tristanharris
@rushkoff
@mjgault

Top Mentioned in G8:
@mattlargey

Top Mentioned in G9:
@caseynewton
@danpfeiffer
@juddlegum
@mlsif
@fwiwnews
@katieharbath
@davidnir

Top Mentioned in G10:
@dangillmor

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@mobiquotes
@serendipitysays
@lizditz
@bannerite
@givemepie360
@jjj5819
@n7irl
@cnbsnana
@deepvard

Top Tweeters in G1:
@serendipitysays
@lizditz
@givemepie360
@jjj5819
@cnbsnana
@deepvard
@adekleine
@_silversmith
@eilonwy24
@prime_bee

Top Tweeters in G2:
@teppdude
@pharniel
@laurenm57
@digiphile
@m_older
@dominiccampbell
@carvajalf
@rtmannjr
@joyhuilin
@idealust

Top Tweeters in G3:
@tempkt
@docjanicel
@cnn
@fifthhousesun
@utorgersen
@segmentis
@the_war_tardis
@npr
@catsjustice
@bosphiz

Top Tweeters in G4:
@annie5133
@kiddle
@peaceplay
@lisazucker3
@callum_mac55
@katiecannon2
@yourpalharvey
@dostert_michele
@teresaecapel
@wait_about

Top Tweeters in G5:
@mobiquotes
@now_justice
@craignewman
@literallycondom
@blacksheep0ne
@mainelyleahy
@cadetinpanama
@franckhertz
@npanxx
@reedmideke

Top Tweeters in G6:
@n7irl
@kmontenegro
@anildash
@naogannet
@wmichellewho
@dstipson
@jonbecker
@twd3pdx
@nipsey
@ppatel

Top Tweeters in G7:
@bannerite
@ronhall46
@danbuk4
@michaelgarfield
@mjgault
@mgorbis
@margotkaminski
@add_hawk
@tristanharris
@stephlepp

Top Tweeters in G8:
@bristolmyerssqi
@plowair
@leann
@mattlargey
@kirkmiles
@andrewkonove
@theflott_man
@alexortiztx

Top Tweeters in G9:
@juddlegum
@danpfeiffer
@katieharbath
@jlawdrummer
@davidnir
@caseynewton
@fwiwnews

Top Tweeters in G10:
@tengrain
@angaeilgeoir
@lisarokusek
@moskowitz
@mikenelson
@aramis2377
@dangillmor


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