democracyfund , Twitter, 1/27/2022 5:11:16 PM, 270766


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democracyfund _2022-01-27_09-08-17.xlsx
democracyfund _2022-01-27_09-08-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 27, 2022
Short Description:
democracyfund via NodeXL https://bit.ly/341lQhw
@democracyfund
@zacfarber
@aztammyp
@amandalitman
@loreleikelly
@civicdesign
@payouthvote
@payourinterns
@intern_update
@2ramyakrishnan

Top hashtags:
#internapalooza
#spsa2022
#localnews
#elections
#fixcongress

Description:
Description
The graph represents a network of 244 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, 27 January 2022 at 17:08 UTC.

The requested start date was Thursday, 27 January 2022 at 01:01 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, 6-hour, 17-minute period from Thursday, 13 January 2022 at 12:11 UTC to Wednesday, 26 January 2022 at 18:28 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 : 244
Unique Edges : 399
Edges With Duplicates : 199
Total Edges : 598
Number of Edge Types : 5
Mentions : 351
Tweet : 8
MentionsInRetweet : 142
Retweet : 67
Replies to : 30
Self-Loops : 9
Reciprocated Vertex Pair Ratio : 0.0543478260869565
Reciprocated Edge Ratio : 0.103092783505155
Connected Components : 9
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 223
Maximum Edges in a Connected Component : 576
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 3.2999
Graph Density : 0.00817985562976455
Modularity : 0.593446
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 244 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, 27 January 2022 at 17:08 UTC.

The requested start date was Thursday, 27 January 2022 at 01:01 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, 6-hour, 17-minute period from Thursday, 13 January 2022 at 12:11 UTC to Wednesday, 26 January 2022 at 18:28 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:
[4] https://twitter.com/DemocracyFund/status/1483850504425906183
[4] https://localnewslab.org/2022/01/19/meet-the-ecosystem-builders-a-unique-group-of-leaders-transforming-local-news/
[4] https://twitter.com/DemocracyFund/status/1483824572562616321
[3] https://www.internproject.org/
[3] https://localnewslab.org/2022/01/19/meet-the-ecosystem-builders-a-unique-group-of-leaders-transforming-local-news/#
[2] https://twitter.com/heres_christine/status/1483812662249234438
[1] https://coloradomediaproject.com/latest-news/2022/1/26/nearly-1-million-in-grants-for-strengthening-community-news-and-advancing-equity?mc_cid=e3a0cbfde9&mc_eid=2b3200b16e
[1] https://www.voterstudygroup.org/data
[1] https://democracyfund.org/who-we-are/systems-thinking/
[1] https://democracyfund.org/idea/pursuing-diversity-and-representation-among-local-election-officials/

Top URLs in Tweet in G1:
[1] https://democracyfund.org/idea/pursuing-diversity-and-representation-among-local-election-officials/
[1] https://democracyfund.org/idea/understanding-the-career-journeys-of-todays-local-election-officials-and-anticipating-tomorrows-potential-shortage/
[1] https://twitter.com/democracyfund/status/1482048735811182598
[1] https://twitter.com/caafoundation/status/1482010868971761665
[1] https://twitter.com/nado1377

Top URLs in Tweet in G2:
[4] https://localnewslab.org/2022/01/19/meet-the-ecosystem-builders-a-unique-group-of-leaders-transforming-local-news/
[3] https://localnewslab.org/2022/01/19/meet-the-ecosystem-builders-a-unique-group-of-leaders-transforming-local-news/#
[2] https://twitter.com/DemocracyFund/status/1483850504425906183
[2] https://twitter.com/heres_christine/status/1483812662249234438
[1] https://democracy-sos.org/
[1] https://twitter.com/electionline/status/1481672921986777089
[1] https://www.voterstudygroup.org/data
[1] https://twitter.com/DemocracyFund/status/1483824572562616321
[1] https://twitter.com/democracyfund/status/1483824572562616321
[1] https://twitter.com/gteresa/status/1483828018992885763

Top URLs in Tweet in G4:
[1] https://www.netgainpartnership.org/news-announcements/2021/8/17/facebook-must-not-block-research-into-disinformation
[1] https://bit.ly/TransparencyPanel

Top URLs in Tweet in G5:
[1] https://fcw.com/digital-government/2022/01/hill-gets-serious-about-digital-services/360994/

Top URLs in Tweet in G6:
[3] https://www.internproject.org/
[1] https://twitter.com/intern_update/status/1482030362255519745

Top URLs in Tweet in G7:
[1] https://docs.google.com/forms/d/1cu0-4Cp6OtKAIEKT6wrRvun8L7MNdGfjKGyksgpNVMM/edit
[1] https://www.facebook.com/event_invite/1FdDPygaj/

Top URLs in Tweet in G8:
[1] https://democracyfund.org/idea/restaffed-eac-advances-voting-systems-in-first-meeting/

Top URLs in Tweet in G9:
[1] https://coloradomediaproject.com/latest-news/2022/1/26/nearly-1-million-in-grants-for-strengthening-community-news-and-advancing-equity?mc_cid=e3a0cbfde9&mc_eid=2b3200b16e

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3] internapalooza
[3] spsa2022
[2] localnews
[2] elections
[1] fixcongress
[1] protectdemocracy
[1] truejournalism
[1] misinformation
[1] nhs
[1] clearieawards



Top Hashtags in Tweet in G1:
[1] clearieawards

Top Hashtags in Tweet in G2:
[2] localnews
[1] truejournalism
[1] nhs

Top Hashtags in Tweet in G3:
[1] journalismjobs
[1] journojobs

Top Hashtags in Tweet in G4:
[1] misinformation

Top Hashtags in Tweet in G5:
[1] fixcongress
[1] protectdemocracy
[1] internapalooza

Top Hashtags in Tweet in G6:
[2] internapalooza

Top Hashtags in Tweet in G10:
[3] spsa2022
[2] elections
[1] electionofficials
[1] electionsciences

Top Words
Top Words in Tweet in Entire Graph:
[63] democracyfund
[35] local
[27] amandalitman
[21] election
[20] many
[19] news
[19] builders
[18] ecosystem
[16] runforsomething
[15] big

Top Words in Tweet in G1:
[27] amandalitman
[21] election
[18] local
[16] runforsomething
[15] many
[14] democracyfund
[13] gabriellackelly
[13] briannalennon
[13] highturnout
[13] tianaej

Top Words in Tweet in G2:
[26] democracyfund
[19] builders
[18] ecosystem
[15] news
[14] local
[10] leaders
[9] heres_christine
[8] people
[8] one
[8] working

Top Words in Tweet in G3:
[2] ona

Top Words in Tweet in G4:
[7] travismoore
[6] democracyfund
[6] knightfdn
[6] fordfoundation
[6] awesome
[6] case
[6] study
[6] philanthropy
[6] catalyze
[6] government

Top Words in Tweet in G5:
[14] loreleikelly
[12] proud
[11] digital
[11] service
[11] congress
[11] institution
[11] few
[11] decades
[11] past
[11] hot

Top Words in Tweet in G6:
[4] intern_update
[4] orgs
[4] first
[4] branch
[4] intern
[4] project
[4] apaics
[4] bpc_bipartisan
[3] thank
[3] democracyfund

Top Words in Tweet in G7:
[15] language
[15] access
[10] votingislocal
[10] pennfels
[5] citizens
[5] virtual
[5] panel
[5] tue
[5] jan
[5] 25

Top Words in Tweet in G9:
[2] million
[2] local
[2] news
[2] coloradotrust
[2] democracyfund
[2] cohealthfdn
[2] rcfdenver

Top Words in Tweet in G10:
[4] democracyfund
[4] thanks
[3] #spsa2022
[3] work
[3] discussant
[3] creek_lovesdata
[2] panel
[2] electionsvoting
[2] reed_college_
[2] gronke

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[18] ecosystem,builders
[18] local,election
[15] local,news
[15] language,access
[13] highturnout,amandalitman
[13] amandalitman,tianaej
[13] tianaej,democracyfund
[12] many,reasons
[12] reasons,runforsomething
[12] runforsomething,investing

Top Word Pairs in Tweet in G1:
[18] local,election
[13] highturnout,amandalitman
[13] amandalitman,tianaej
[13] tianaej,democracyfund
[12] many,reasons
[12] reasons,runforsomething
[12] runforsomething,investing
[12] investing,big
[12] big,local
[12] election,administrator

Top Word Pairs in Tweet in G2:
[18] ecosystem,builders
[14] local,news
[7] canopy,atlanta
[7] atlanta,one
[7] one,23
[7] 23,different
[7] different,ecosystem
[7] builders,identified
[7] identified,democracyfund
[7] democracyfund,working

Top Word Pairs in Tweet in G4:
[6] awesome,case
[6] case,study
[6] study,philanthropy
[6] philanthropy,catalyze
[6] catalyze,government
[6] government,build
[6] build,capacity
[5] travismoore,awesome
[3] fordfoundation,schmidtfutures
[3] schmidtfutures,democracyfund

Top Word Pairs in Tweet in G5:
[11] digital,service
[11] service,congress
[11] congress,institution
[11] institution,few
[11] few,decades
[11] decades,past
[11] past,hot
[11] hot,lead
[11] lead,type
[11] type,proud

Top Word Pairs in Tweet in G6:
[4] orgs,first
[4] first,branch
[4] branch,intern
[4] intern,project
[4] apaics,bpc_bipartisan
[3] thank,orgs
[3] project,apaics
[2] intern_update,thank
[2] bpc_bipartisan,demandprogre
[2] bpc_bipartisan,demandprogress

Top Word Pairs in Tweet in G7:
[15] language,access
[10] votingislocal,pennfels
[5] citizens,language
[5] access,votingislocal
[5] pennfels,virtual
[5] virtual,panel
[5] panel,tue
[5] tue,jan
[5] jan,25
[5] 25,30

Top Word Pairs in Tweet in G10:
[2] electionsvoting,reed_college_
[2] virtual,creek_lovesdata
[2] creek_lovesdata,thanks
[2] thanks,discussant
[2] discussant,duties
[2] duties,thanks
[2] thanks,democracyfund
[2] democracyfund,supporting
[2] supporting,important
[2] important,work

Top Replied-To
Top Replied-To in Entire Graph:
@benwessel
@democracyfund
@mediaghosts
@travismoore
@loreleikelly
@raju
@runforsomething
@intern_update
@emdohh
@howardu

Top Replied-To in G1:
@benwessel
@runforsomething
@gabriellackelly
@democracyfund
@aspillane

Top Replied-To in G2:
@democracyfund
@raju
@howardu
@jcstearns

Top Replied-To in G3:
@berkeleyside

Top Replied-To in G4:
@mediaghosts
@travismoore

Top Replied-To in G5:
@loreleikelly
@emdohh

Top Replied-To in G6:
@intern_update

Top Replied-To in G8:
@pootdibou

Top Mentioned
Top Mentioned in Entire Graph:
@democracyfund
@amandalitman
@runforsomething
@briannalennon
@highturnout
@tianaej
@aztammyp
@loreleikelly
@gabriellackelly
@ksfenzel

Top Mentioned in G1:
@amandalitman
@runforsomething
@briannalennon
@highturnout
@tianaej
@democracyfund
@aztammyp
@gabriellackelly
@ksfenzel
@mattsinger7

Top Mentioned in G2:
@democracyfund
@heres_christine
@gteresa
@canopyatl
@lisadanetz
@mitrakalita
@raju
@electionline
@ucla
@amyjo_brown

Top Mentioned in G3:
@report4america
@bmyeung
@westmediajobs
@mallorycarra
@aaja
@nabj
@nahj
@nahjbayarea
@najournalists
@lionpubs

Top Mentioned in G4:
@democracyfund
@knightfdn
@fordfoundation
@travismoore
@omidyarnetwork
@macfound
@schmidtfutures
@hewlett_found
@leatrusty
@dartcenter

Top Mentioned in G5:
@loreleikelly
@modernize
@modernizecmte
@caohouse
@democracyfund
@hillrabbit
@nehlsie
@popvoxfdn

Top Mentioned in G6:
@apaics
@bpc_bipartisan
@intern_update
@democracyfund
@popvoxfdn
@demandprogress
@bwcadc
@c2c_dc
@publicservice

Top Mentioned in G7:
@votingislocal
@pennfels
@payouthvote
@committeeof70
@phillymayor
@deeleyforphilly
@cmthomasphl
@democracyfund
@pastatedept
@pewresearch

Top Mentioned in G8:
@cpt_cosmosis
@curiousityfirst
@billenjoylife
@jovanhpulitzer
@voterga
@gaballots

Top Mentioned in G9:
@coloradotrust
@democracyfund
@cohealthfdn
@rcfdenver
@gatesfamilyfdn
@co_mediaproject

Top Mentioned in G10:
@democracyfund
@creek_lovesdata
@electionsvoting
@reed_college_
@gronke
@paulonabike
@grace_gordon724
@bpc_bipartisan

Top Tweeters
Top Tweeters in Entire Graph:
@geonews_urdu
@serendipitysays
@mary_swilling
@socratic1
@electionbabe
@dirk2112
@amlaf3
@craignewmark
@annekatz12
@anushka67407413

Top Tweeters in G1:
@electionbabe
@dirk2112
@amlaf3
@starkersusan
@courtenayrogers
@dustinczarny
@aztammyp
@hennypenny_13
@drlnjrh
@jon_m_rob

Top Tweeters in G2:
@mary_swilling
@socratic1
@fizapirani
@ju
@jcstearns
@clarissambrooks
@thejqs
@a_a_b_and_a_a_p
@adampnewman89
@howardu

Top Tweeters in G3:
@craignewmark
@berkeleyside
@poynter
@nahj
@nabj
@spj_tweets
@lionpubs
@cuny
@ucbsoj
@ona

Top Tweeters in G4:
@serendipitysays
@annekatz12
@knightfdn
@opensociety
@macfound
@fordfoundation
@nhmc
@tmpowell
@omidyarnetwork
@robindarlingg

Top Tweeters in G5:
@rrichard09
@carlmalamud
@richards1000
@khoney
@abhinemani
@thorningmichael
@dudurudh
@loreleikelly
@nehlsie
@modernize

Top Tweeters in G6:
@rsi
@bpc_bipartisan
@popvox
@issueonereform
@publicservice
@cbcfinc
@demandprogress
@apaics
@payourinterns
@capitolhistory

Top Tweeters in G7:
@pewresearch
@breadrosesfund
@phillymayor
@committeeof70
@72solutioneer
@pastatedept
@tquinn6935
@votingislocal
@pennfels
@cmthomasphl

Top Tweeters in G8:
@pootdibou
@jovanhpulitzer
@cpt_cosmosis
@billenjoylife
@voterga
@curiousityfirst
@gaballots
@kevinmoncla

Top Tweeters in G9:
@jholston
@cohealthfdn
@coloradotrust
@co_mediaproject
@rcfdenver
@gatesfamilyfdn

Top Tweeters in G10:
@paulonabike
@gronke
@reed_college_
@electionsvoting
@creek_lovesdata
@grace_gordon724


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