DemocracyFund, Twitter, 1/27/2022 6:38:43 PM, 270769


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DemocracyFund_2022-01-27_10-30-21.xlsx
DemocracyFund_2022-01-27_10-30-21.xlsx
From:
marc_smith
Uploaded on:
January 27, 2022
Short Description:
DemocracyFund via NodeXL https://bit.ly/3rW4eM5
@democracyfund
@amandalitman
@electionbabe
@civicdesign
@efeystl
@apaics
@payourinterns
@intern_update
@arslanbinubaid
@2ramyakrishnan

Top hashtags:
#fixcongress
#protectdemocracy
#localnews
#truejournalism

Description:
Description
The graph represents a network of 171 Twitter users whose recent tweets contained "DemocracyFund", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Thursday, 27 January 2022 at 18:30 UTC.

The tweets in the network were tweeted over the 7-day, 2-hour, 57-minute period from Wednesday, 19 January 2022 at 15:30 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 : 171
Unique Edges : 403
Edges With Duplicates : 69
Total Edges : 472
Number of Edge Types : 5
Retweet : 67
Tweet : 8
MentionsInRetweet : 200
Mentions : 176
Replies to : 21
Self-Loops : 9
Reciprocated Vertex Pair Ratio : 0.0388349514563107
Reciprocated Edge Ratio : 0.0747663551401869
Connected Components : 8
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 153
Maximum Edges in a Connected Component : 455
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.992718
Graph Density : 0.0147230822153423
Modularity : 0.67676
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 171 Twitter users whose recent tweets contained "DemocracyFund", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Thursday, 27 January 2022 at 18:30 UTC.

The tweets in the network were tweeted over the 7-day, 2-hour, 57-minute period from Wednesday, 19 January 2022 at 15:30 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 : TwitterSearch
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:
[12] https://democracyfund.org/idea/understanding-the-career-journeys-of-todays-local-election-officials-and-anticipating-tomorrows-potential-shortage/
[11] https://fcw.com/digital-government/2022/01/hill-gets-serious-about-digital-services/360994/
[10] https://localnewslab.org/2022/01/19/meet-the-ecosystem-builders-a-unique-group-of-leaders-transforming-local-news/
[9] https://twitter.com/DemocracyFund/status/1483850504425906183
[9] https://twitter.com/DemocracyFund/status/1483824572562616321
[5] https://docs.google.com/forms/d/1cu0-4Cp6OtKAIEKT6wrRvun8L7MNdGfjKGyksgpNVMM/edit
[4] https://www.facebook.com/event_invite/1FdDPygaj/
[4] https://democracyfund.org/who-we-are/systems-thinking/
[4] https://democracyfund.org/idea/pursuing-diversity-and-representation-among-local-election-officials/
[4] https://twitter.com/heres_christine/status/1483812662249234438

Top URLs in Tweet in G1:
[10] https://localnewslab.org/2022/01/19/meet-the-ecosystem-builders-a-unique-group-of-leaders-transforming-local-news/
[6] https://twitter.com/DemocracyFund/status/1483824572562616321
[4] https://twitter.com/heres_christine/status/1483812662249234438
[3] https://twitter.com/gteresa/status/1483828018992885763
[3] https://localnewslab.org/2022/01/19/meet-the-ecosystem-builders-a-unique-group-of-leaders-transforming-local-news/#
[2] https://www.voterstudygroup.org/data
[2] https://twitter.com/DemocracyFund/status/1483850504425906183
[1] https://democracy-sos.org/

Top URLs in Tweet in G2:
[2] https://www.netgainpartnership.org/news-announcements/2021/8/17/facebook-must-not-block-research-into-disinformation

Top URLs in Tweet in G4:
[3] https://www.internproject.org/

Top URLs in Tweet in G5:
[12] https://democracyfund.org/idea/understanding-the-career-journeys-of-todays-local-election-officials-and-anticipating-tomorrows-potential-shortage/
[4] https://democracyfund.org/idea/pursuing-diversity-and-representation-among-local-election-officials/

Top URLs in Tweet in G6:
[11] https://fcw.com/digital-government/2022/01/hill-gets-serious-about-digital-services/360994/

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

Top URLs in Tweet in G8:
[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 URLs in Tweet in G9:
[6] https://twitter.com/DemocracyFund/status/1483850504425906183

Top URLs in Tweet in G10:
[4] https://democracyfund.org/who-we-are/systems-thinking/

Top Domains
Top Domains in Tweet in Entire Graph:
[25] twitter.com
[20] democracyfund.org
[13] localnewslab.org
[11] fcw.com
[5] google.com
[4] facebook.com
[3] internproject.org
[2] voterstudygroup.org
[2] netgainpartnership.org
[1] coloradomediaproject.com

Top Domains in Tweet in G1:
[15] twitter.com
[13] localnewslab.org
[2] voterstudygroup.org
[1] democracy-sos.org

Top Domains in Tweet in G2:
[2] netgainpartnership.org

Top Domains in Tweet in G4:
[3] internproject.org

Top Domains in Tweet in G5:
[16] democracyfund.org

Top Domains in Tweet in G6:
[11] fcw.com

Top Domains in Tweet in G7:
[5] google.com
[4] facebook.com

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

Top Domains in Tweet in G9:
[6] twitter.com

Top Domains in Tweet in G10:
[4] democracyfund.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[11] fixcongress
[11] protectdemocracy
[2] localnews
[1] truejournalism



Top Hashtags in Tweet in G1:
[2] localnews
[1] truejournalism

Top Hashtags in Tweet in G6:
[11] fixcongress
[11] protectdemocracy

Top Words
Top Words in Tweet in Entire Graph:
[73] democracyfund
[45] local
[29] election
[23] many
[19] builders
[18] news
[18] ecosystem
[16] support
[16] communities
[16] 2024

Top Words in Tweet in G1:
[27] democracyfund
[19] builders
[18] ecosystem
[14] local
[14] news
[11] need
[10] leaders
[9] work
[9] heres_christine
[8] people

Top Words in Tweet in G2:
[12] democracyfund
[12] knightfdn
[12] fordfoundation
[8] schmidtfutures
[8] hewlett_found
[6] awesome
[6] case
[6] study
[6] philanthropy
[6] catalyze

Top Words in Tweet in G3:
[6] many
[3] benwessel
[3] gabriellackelly
[3] briannalennon
[3] aztammyp
[3] highturnout
[3] amandalitman
[3] tianaej
[3] democracyfund
[3] ksfenzel

Top Words in Tweet in G4:
[4] apaics
[4] bpc_bipartisan
[4] demandprogress
[4] democracyfund
[4] bwcadc
[4] c2c_dc
[4] publicservice
[4] cbcfinc
[4] congressfdn
[4] rsi

Top Words in Tweet in G5:
[28] local
[28] election
[16] runforsomething
[16] admins
[12] many
[12] reasons
[12] investing
[12] big
[12] administrator
[12] candidate

Top Words in Tweet in G6:
[14] modernizecmte
[14] caohouse
[14] democracyfund
[12] proud
[11] digital
[11] service
[11] congress
[11] institution
[11] few
[11] decades

Top Words in Tweet in G7:
[14] language
[14] access
[9] votingislocal
[9] pennfels
[9] phillymayor
[9] deeleyforphilly
[9] cmthomasphl
[9] democracyfund
[9] pastatedept
[5] citizens

Top Words in Tweet in G8:
[3] million
[3] local
[3] news
[3] coloradotrust
[3] democracyfund
[3] cohealthfdn
[3] rcfdenver
[2] collectively
[2] cmp
[2] funders

Top Words in Tweet in G10:
[8] omidyar
[4] spendg
[4] 350
[4] million
[4] indian
[4] elections
[4] 2024
[4] democracy
[4] fund
[4] funded

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[28] local,election
[18] ecosystem,builders
[16] election,admins
[15] local,news
[14] language,access
[14] modernizecmte,caohouse
[14] caohouse,democracyfund
[12] many,reasons
[12] reasons,runforsomething
[12] runforsomething,investing

Top Word Pairs in Tweet in G1:
[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 G2:
[8] fordfoundation,schmidtfutures
[8] schmidtfutures,democracyfund
[8] democracyfund,knightfdn
[8] knightfdn,hewlett_found
[6] awesome,case
[6] case,study
[6] study,philanthropy
[6] philanthropy,catalyze
[6] catalyze,government
[6] government,build

Top Word Pairs in Tweet in G3:
[3] benwessel,gabriellackelly
[3] gabriellackelly,briannalennon
[3] briannalennon,aztammyp
[3] aztammyp,highturnout
[3] highturnout,amandalitman
[3] amandalitman,tianaej
[3] tianaej,democracyfund
[3] democracyfund,ksfenzel
[3] ksfenzel,mattsinger7
[2] mattsinger7,many

Top Word Pairs in Tweet in G4:
[4] apaics,bpc_bipartisan
[4] bpc_bipartisan,demandprogress
[4] demandprogress,democracyfund
[4] democracyfund,bwcadc
[4] bwcadc,c2c_dc
[4] publicservice,cbcfinc
[4] cbcfinc,congressfdn
[4] congressfdn,rsi
[4] rsi,popvox
[4] popvox,popvoxfdn

Top Word Pairs in Tweet in G5:
[28] local,election
[16] election,admins
[12] many,reasons
[12] reasons,runforsomething
[12] runforsomething,investing
[12] investing,big
[12] big,local
[12] election,administrator
[12] administrator,candidate
[12] candidate,recruitment

Top Word Pairs in Tweet in G6:
[14] modernizecmte,caohouse
[14] caohouse,democracyfund
[11] digital,service
[11] service,congress
[11] congress,institution
[11] institution,few
[11] few,decades
[11] decades,past
[11] past,hot
[11] hot,lead

Top Word Pairs in Tweet in G7:
[14] language,access
[9] votingislocal,pennfels
[9] phillymayor,deeleyforphilly
[9] deeleyforphilly,cmthomasphl
[9] cmthomasphl,democracyfund
[9] democracyfund,pastatedept
[5] citizens,language
[5] access,votingislocal
[5] pennfels,virtual
[5] virtual,panel

Top Word Pairs in Tweet in G8:
[2] collectively,cmp
[2] cmp,funders
[2] funders,pledged
[2] pledged,35
[2] 35,million
[2] million,over
[2] over,next
[2] next,three
[2] three,years
[2] years,2022

Top Word Pairs in Tweet in G10:
[4] omidyar,spendg
[4] spendg,350
[4] 350,million
[4] million,indian
[4] indian,elections
[4] elections,2024
[4] 2024,democracy
[4] democracy,fund
[4] fund,funded
[4] funded,pierre

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@democracyfund
@modernizecmte
@caohouse
@runforsomething
@knightfdn
@fordfoundation
@votingislocal
@pennfels
@phillymayor
@deeleyforphilly

Top Mentioned in G1:
@democracyfund
@heres_christine
@mitrakalita
@gteresa
@ucla
@url_media
@justmedia4all
@wearehearken
@soljourno
@trustingnews

Top Mentioned in G2:
@democracyfund
@knightfdn
@fordfoundation
@schmidtfutures
@hewlett_found
@omidyarnetwork
@macfound
@leatrusty
@dartcenter
@wallaceglobal

Top Mentioned in G3:
@gabriellackelly
@briannalennon
@aztammyp
@highturnout
@amandalitman
@tianaej
@democracyfund
@ksfenzel
@mattsinger7
@weberelections

Top Mentioned in G4:
@apaics
@bpc_bipartisan
@demandprogress
@democracyfund
@bwcadc
@c2c_dc
@publicservice
@cbcfinc
@congressfdn
@rsi

Top Mentioned in G5:
@runforsomething

Top Mentioned in G6:
@modernizecmte
@caohouse
@democracyfund
@hillrabbit
@loreleikelly
@nehlsie

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

Top Mentioned in G8:
@coloradotrust
@democracyfund
@cohealthfdn
@rcfdenver
@gatesfamilyfdn
@co_mediaproject

Top Tweeters
Top Tweeters in Entire Graph:
@geonews_urdu
@serendipitysays
@elkehollings
@mary_swilling
@socratic1
@gummbyman32
@djmusgr
@phyddledd
@electionbabe
@dirk2112

Top Tweeters in G1:
@mary_swilling
@socratic1
@fizapirani
@poynter
@jcstearns
@clarissambrooks
@thejqs
@a_a_b_and_a_a_p
@adampnewman89
@howardu

Top Tweeters in G2:
@serendipitysays
@annekatz12
@knightfdn
@opensociety
@macfound
@fordfoundation
@tmpowell
@omidyarnetwork
@robindarlingg
@mozilla

Top Tweeters in G3:
@electionbabe
@aztammyp
@benwessel
@mattsinger7
@weberelections
@briannalennon
@vaelect
@tianaej
@civicdesign
@colliervotes

Top Tweeters in G4:
@rsi
@bpc_bipartisan
@popvox
@issueonereform
@publicservice
@cbcfinc
@demandprogress
@apaics
@payourinterns
@capitolhistory

Top Tweeters in G5:
@dirk2112
@amlaf3
@starkersusan
@courtenayrogers
@dustinczarny
@hennypenny_13
@drlnjrh
@amandalitman
@cdlhamma
@runforsomething

Top Tweeters in G6:
@rrichard09
@carlmalamud
@richards1000
@khoney
@abhinemani
@thorningmichael
@dudurudh
@loreleikelly
@nehlsie
@hillrabbit

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

Top Tweeters in G8:
@elkehollings
@jholston
@cohealthfdn
@coloradotrust
@co_mediaproject
@rcfdenver
@gatesfamilyfdn

Top Tweeters in G9:
@gummbyman32
@djmusgr
@phyddledd
@douglas_donero
@tommasinaresist
@natdemocracyday

Top Tweeters in G10:
@anushka67407413
@ashajadeja325
@deepak_p_
@sitavoice


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