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democracyfund _2021-06-17_09-08-17.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
June 17, 2021
Short Description:
democracyfund via NodeXL https://bit.ly/3gwcMF0
@democracyfund
@chriskromm
@mollydeaguiar
@maxresnik
@stefaniemurray
@jcstearns
@kevinloker
@gronke
@briannalennon
@gteresa

Top hashtags:
#inndays21
#lms21
#meetthefunders
#etatsunis
#electiongeek
#iykyk

Description:
Description
The graph represents a network of 138 Twitter users whose tweets in the requested range contained "democracyfund ", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 17 June 2021 at 16:08 UTC.

The requested start date was Thursday, 17 June 2021 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 13-day, 7-hour, 39-minute period from Thursday, 03 June 2021 at 15:27 UTC to Wednesday, 16 June 2021 at 23:06 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 : 138
Unique Edges : 224
Edges With Duplicates : 203
Total Edges : 427
Number of Edge Types : 5
Replies to : 22
Mentions : 185
MentionsInRetweet : 155
Retweet : 57
Tweet : 8
Self-Loops : 8
Reciprocated Vertex Pair Ratio : 0.0711743772241993
Reciprocated Edge Ratio : 0.132890365448505
Connected Components : 8
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 127
Maximum Edges in a Connected Component : 413
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 3.012632
Graph Density : 0.0159208716809478
Modularity : 0.500806
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 138 Twitter users whose tweets in the requested range contained "democracyfund ", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 17 June 2021 at 16:08 UTC.

The requested start date was Thursday, 17 June 2021 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 13-day, 7-hour, 39-minute period from Thursday, 03 June 2021 at 15:27 UTC to Wednesday, 16 June 2021 at 23:06 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 : democracyfund
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] https://ecosystems.democracyfund.org/how-local-news-research-can-be-an-investment-in-community/
[6] https://www.voterstudygroup.org/publication/2017-voter-survey-1
[3] https://www.un.org/democracyfund/news/meta-evaluation-shows-undef-had-clear-advantage-tunisia
[2] https://democracyfund.org/idea/amplifying-the-perspectives-of-officials-at-the-front-lines-of-elections/
[2] http://democracyfund.ru/userfiles/Ukrainian_Crimes_2017-2020.pdf
[1] https://democracyfund.org/idea/understanding-the-career-journeys-of-todays-local-election-officials-and-anticipating-tomorrows-potential-shortage/
[1] https://podcasts.apple.com/us/podcast/elections-research-with-paul-gronke/id1567778239?i=1000524742314
[1] https://twitter.com/pillars_fund/status/1403023703101915136
[1] https://twitter.com/DemocracyFund/status/1402342167859900425
[1] https://localnewslab.org/chicago/

Top URLs in Tweet in G1:
[6] https://www.voterstudygroup.org/publication/2017-voter-survey-1
[1] https://twitter.com/pillars_fund/status/1403023703101915136
[1] https://democracyfund.org/idea/holding-ourselves-accountable-how-democracy-fund-is-supporting-media-equity-now/
[1] https://ecosystems.democracyfund.org/how-local-news-research-can-be-an-investment-in-community/
[1] https://democracyfund.org/wp-content/uploads/2020/10/NII-REPORT-10.08.2020.pdf
[1] https://twitter.com/victorerikray/status/1399097870427566081

Top URLs in Tweet in G2:
[1] https://democracyfund.org/idea/understanding-the-career-journeys-of-todays-local-election-officials-and-anticipating-tomorrows-potential-shortage/
[1] https://democracyfund.org/idea/amplifying-the-perspectives-of-officials-at-the-front-lines-of-elections/
[1] https://podcasts.apple.com/us/podcast/elections-research-with-paul-gronke/id1567778239?i=1000524742314

Top URLs in Tweet in G3:
[2] https://ecosystems.democracyfund.org/how-local-news-research-can-be-an-investment-in-community/

Top URLs in Tweet in G4:
[8] https://ecosystems.democracyfund.org/how-local-news-research-can-be-an-investment-in-community/
[1] https://democracyfund.org/idea/democracy-tbd-how-do-we-plan-for-unpredictable-futures/
[1] https://twitter.com/aaja/status/1399380157769535489

Top URLs in Tweet in G6:
[2] https://ecosystems.democracyfund.org/how-local-news-research-can-be-an-investment-in-community/
[1] https://localnewslab.org/chicago/
[1] https://ecosystems.democracyfund.org/colorado-investing-in-the-future/
[1] https://inn.org/about/our-work/inn-days/
[1] https://ecosystems.democracyfund.org/

Top URLs in Tweet in G7:
[1] https://www.voterstudygroup.org/publication/voices-on-the-vote

Top URLs in Tweet in G8:
[1] https://democracyfund.org/idea/amplifying-the-perspectives-of-officials-at-the-front-lines-of-elections/
[1] https://ecosystems.democracyfund.org/how-local-news-research-can-be-an-investment-in-community/?utm_sq=grbcv1ig0z&utm_source=twitter&utm_medium=social&utm_campaign=spj-tweets&utm_content=articles
[1] https://ecosystems.democracyfund.org/how-local-news-research-can-be-an-investment-in-community/
[1] http://democracyfund.ru/userfiles/Ukrainian_Crimes_2017-2020.pdf

Top URLs in Tweet in G10:
[3] https://www.un.org/democracyfund/news/meta-evaluation-shows-undef-had-clear-advantage-tunisia

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3] inndays21
[2] lms21
[2] meetthefunders
[2] etatsunis
[1] electiongeek
[1] iykyk



Top Hashtags in Tweet in G2:
[1] electiongeek
[1] iykyk

Top Hashtags in Tweet in G6:
[3] inndays21
[2] lms21
[2] meetthefunders

Top Hashtags in Tweet in G9:
[2] etatsunis

Top Words
Top Words in Tweet in Entire Graph:
[71] democracyfund
[25] community
[19] pandemic
[19] listening
[18] journalism
[17] good
[15] one
[14] early_vote
[14] local
[13] information

Top Words in Tweet in G1:
[23] democracyfund
[8] objectivity
[7] franklinprojus
[7] link
[7] report
[7] discussed
[7] myth
[7] wielded
[7] journalism
[7] long

Top Words in Tweet in G2:
[14] early_vote
[13] democracyfund
[8] zachmontellaro
[8] mmitchellbrown
[8] creek_lovesdata
[8] paulonabike
[5] alysoun
[5] gronke
[5] mindymoretti
[5] kimballdc

Top Words in Tweet in G3:
[13] gaps
[13] good
[12] proxy
[9] democracyfund
[8] incredibly
[7] thanks
[6] stefaniemurray
[6] ve
[6] found
[6] resource

Top Words in Tweet in G4:
[14] community
[13] pandemic
[13] listening
[10] democracyfund
[10] lessons
[8] fionamorgan
[7] journalism
[6] piece
[5] one
[5] great

Top Words in Tweet in G5:
[6] facingsouth
[6] brennancenter
[6] campaignlegal
[6] commoncausenc
[6] democracync
[6] disabilityrtsnc
[6] ncblackalliance
[6] scsj
[6] votersright
[5] chriskromm

Top Words in Tweet in G6:
[13] democracyfund
[8] news
[7] local
[6] ecosystem
[6] gteresa
[5] community
[4] story
[4] ecosystems
[4] toolkit
[3] lenifaye

Top Words in Tweet in G7:
[2] report
[2] finds
[2] voting
[2] 2020
[2] election
[2] largely
[2] characterized
[2] ease
[2] overall
[2] lack

Top Words in Tweet in G8:
[3] local
[3] и
[2] 2020
[2] investment
[2] news
[2] ecosystem
[2] assessments
[2] украинских
[2] прав
[2] человека

Top Words in Tweet in G9:
[3] polarized
[3] america
[2] petit
[2] thread
[2] polarisation
[2] aux
[2] #etatsunis
[2] basé
[2] making
[2] sense

Top Words in Tweet in G10:
[3] meta
[3] evaluation
[3] shows
[3] undemocracyfund
[3] clear
[3] advantage
[3] tunisia
[2] savillannika

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[13] democracyfund,early_vote
[12] good,proxy
[11] community,listening
[9] report,democracyfund
[9] democracyfund,discussed
[9] discussed,myth
[9] myth,objectivity
[9] objectivity,wielded
[9] wielded,journalism
[9] journalism,long

Top Word Pairs in Tweet in G1:
[7] report,democracyfund
[7] democracyfund,discussed
[7] discussed,myth
[7] myth,objectivity
[7] objectivity,wielded
[7] wielded,journalism
[7] journalism,long
[7] long,story
[7] story,short
[6] link,study

Top Word Pairs in Tweet in G2:
[13] democracyfund,early_vote
[8] zachmontellaro,mmitchellbrown
[8] creek_lovesdata,paulonabike
[7] mmitchellbrown,creek_lovesdata
[7] paulonabike,democracyfund
[5] alysoun,zachmontellaro
[5] mindymoretti,kimballdc
[5] kimballdc,mekropf
[5] mekropf,democracyfund
[5] early_vote,mitelectionlab

Top Word Pairs in Tweet in G3:
[12] good,proxy
[6] ve,found
[6] found,resource
[6] resource,gaps
[6] gaps,incredibly
[6] incredibly,good
[6] proxy,information
[6] information,gaps
[6] gaps,very
[6] very,good

Top Word Pairs in Tweet in G4:
[9] community,listening
[5] very,excited
[5] excited,share
[5] share,community
[5] listening,lessons
[5] lessons,pandemic
[5] pandemic,along
[5] along,journalism
[5] journalism,heroes
[5] heroes,sarahalvarezmi

Top Word Pairs in Tweet in G5:
[6] facingsouth,brennancenter
[6] brennancenter,campaignlegal
[6] campaignlegal,commoncausenc
[6] commoncausenc,democracync
[6] democracync,disabilityrtsnc
[6] disabilityrtsnc,ncblackalliance
[6] ncblackalliance,scsj
[6] scsj,votersright
[5] chriskromm,facingsouth

Top Word Pairs in Tweet in G6:
[6] local,news
[3] lenifaye,solshe
[3] solshe,wrote
[3] wrote,democracyfund
[3] democracyfund,2017
[3] 2017,chicago
[3] chicago,local
[3] news,information
[3] information,ecosystem
[3] ecosystem,pivotal

Top Word Pairs in Tweet in G7:
[2] report,finds
[2] finds,voting
[2] voting,2020
[2] 2020,election
[2] election,largely
[2] largely,characterized
[2] characterized,ease
[2] ease,overall
[2] overall,lack
[2] lack,impediments

Top Word Pairs in Tweet in G8:
[2] news,ecosystem
[2] ecosystem,assessments
[2] прав,человека

Top Word Pairs in Tweet in G9:
[2] petit,thread
[2] thread,polarisation
[2] polarisation,aux
[2] aux,#etatsunis
[2] #etatsunis,basé
[2] basé,polarized
[2] polarized,making
[2] making,sense
[2] sense,divided
[2] divided,america

Top Word Pairs in Tweet in G10:
[3] meta,evaluation
[3] evaluation,shows
[3] shows,undemocracyfund
[3] undemocracyfund,clear
[3] clear,advantage
[3] advantage,tunisia
[2] savillannika,meta

Top Replied-To
Top Replied-To in Entire Graph:
@gronke
@alysoun
@franklinprojus
@justinroebuck
@dougchapinjr
@liamerivaki
@briannalennon
@democracyfund
@stefaniemurray
@lenifaye

Top Replied-To in G1:
@franklinprojus
@democracyfund
@uclanewsroom
@linuxrebel
@votempls

Top Replied-To in G2:
@alysoun
@gronke
@justinroebuck
@liamerivaki
@dougchapinjr
@briannalennon

Top Replied-To in G3:
@stefaniemurray

Top Replied-To in G5:
@facingsouth

Top Replied-To in G6:
@lenifaye
@gteresa

Top Mentioned
Top Mentioned in Entire Graph:
@democracyfund
@early_vote
@fionamorgan
@zachmontellaro
@mmitchellbrown
@creek_lovesdata
@paulonabike
@mariontjohnson
@sarahalvarezmi
@brennancenter

Top Mentioned in G1:
@democracyfund
@mariontjohnson
@franklinprojus
@fordfoundation
@pillars_fund
@inn
@fionamorgan
@localvoicesnet
@lpostcollective
@vavreck

Top Mentioned in G2:
@early_vote
@democracyfund
@zachmontellaro
@mmitchellbrown
@creek_lovesdata
@paulonabike
@mindymoretti
@kimballdc
@mekropf
@mitelectionlab

Top Mentioned in G3:
@democracyfund
@stefaniemurray
@kevinloker
@centercoopmedia
@rispolimike
@freepress
@nahj
@naja
@nlgja
@pabj

Top Mentioned in G4:
@democracyfund
@fionamorgan
@maxresnik
@sarahalvarezmi
@brizzyc
@lizruedy
@beyondbroadcast
@mariontjohnson
@aaja
@nabj

Top Mentioned in G5:
@brennancenter
@campaignlegal
@commoncausenc
@democracync
@disabilityrtsnc
@ncblackalliance
@scsj
@votersright
@chriskromm
@facingsouth

Top Mentioned in G6:
@democracyfund
@gteresa
@solshe
@co_mediaproject
@fionamorgan
@lenifaye
@fieldfoundation
@macfound
@mariontjohnson
@brizzyc

Top Mentioned in G7:
@amersurveyctr
@aei
@democracyfund
@samanthagoldst

Top Mentioned in G9:
@mathieugallard
@democracyfund
@mic_global

Top Mentioned in G10:
@undemocracyfund
@savillannika

Top Tweeters
Top Tweeters in Entire Graph:
@paoloigna1
@krickette01
@estherclimate
@cynnaael
@wtflanksteak
@mid_rf
@jcstearns
@brizzyc
@happyhexer
@aei

Top Tweeters in G1:
@krickette01
@cynnaael
@wtflanksteak
@happyhexer
@nancyje09266771
@fordfoundation
@kelleybostonme
@linuxrebel
@victorerikray
@brandon_mckoy

Top Tweeters in G2:
@paulonabike
@bpc_bipartisan
@mindymoretti
@dougchapinjr
@gronke
@zachmontellaro
@kimballdc
@alysoun
@briannalennon
@electionline

Top Tweeters in G3:
@freepress
@nahj
@kevindgrant
@kevinloker
@njnewscommons
@centercoopmedia
@mollydeaguiar
@meghanvandyk
@nlgja
@stefaniemurray

Top Tweeters in G4:
@jcstearns
@brizzyc
@ashleyalvarado
@nabj
@aaja
@thensim0nsaid
@beyondbroadcast
@engagingnews
@maxresnik
@jesseahardman

Top Tweeters in G5:
@brennancenter
@billycorriher
@democracync
@scsj
@campaignlegal
@unite4democracy
@nclcv
@commoncausenc
@facingsouth
@protctdemocracy

Top Tweeters in G6:
@jkealing
@lenifaye
@macfound
@inn
@melaniesill
@lizzyhazeltine
@solshe
@gteresa
@fieldfoundation
@co_mediaproject

Top Tweeters in G7:
@aei
@amersurveyctr
@stanveuger
@samanthagoldst

Top Tweeters in G8:
@newsalliance
@spj_tweets
@grigorievms
@davidalanlevine

Top Tweeters in G9:
@paoloigna1
@mathieugallard
@mic_global

Top Tweeters in G10:
@estherclimate
@undemocracyfund
@savillannika


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