democracyfund , Twitter, 8/13/2021 12:01:47 AM, 260036


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democracyfund _2021-08-12_09-08-17.xlsx
democracyfund _2021-08-12_09-08-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2021
Short Description:
democracyfund via NodeXL https://bit.ly/3ADmVXM
@democracyfund
@uniteamerica
@urisa
@documentedny
@terabithia4
@emgollie
@heastonjohn
@letsgatherin
@raju
@gronke

Top hashtags:
#localfix
#redistricting
#gis
#electionofficials
#vra56
#electionofficial
#trump2021

Description:
Description
The graph represents a network of 151 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, 12 August 2021 at 16:08 UTC.

The requested start date was Thursday, 12 August 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, 11-hour, 17-minute period from Thursday, 29 July 2021 at 11:54 UTC to Wednesday, 11 August 2021 at 23:12 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 : 151
Unique Edges : 247
Edges With Duplicates : 191
Total Edges : 438
Number of Edge Types : 5
MentionsInRetweet : 173
Mentions : 175
Retweet : 59
Replies to : 25
Tweet : 6
Self-Loops : 6
Reciprocated Vertex Pair Ratio : 0.0412698412698413
Reciprocated Edge Ratio : 0.0792682926829268
Connected Components : 5
Single-Vertex Connected Components : 2
Maximum Vertices in a Connected Component : 143
Maximum Edges in a Connected Component : 430
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 3.193786
Graph Density : 0.0144812362030905
Modularity : 0.564129
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 151 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, 12 August 2021 at 16:08 UTC.

The requested start date was Thursday, 12 August 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, 11-hour, 17-minute period from Thursday, 29 July 2021 at 11:54 UTC to Wednesday, 11 August 2021 at 23:12 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://democracyfund.org/idea/want-to-support-accurate-journalism-fund-solidarity-reporting/
[3] https://democracyfund.org/who-we-are/
[2] https://www.washingtonpost.com/politics/election-officials-threats/2021/08/11/bb2cf002-f9ed-11eb-9c0e-97e29906a970_story.html
[2] https://democracyfund.org/idea/building-a-team-to-invest-in-democracy/
[2] https://localnewslab.org/2021/08/06/lessons-from-the-local-fix-farewell-areeba/
[2] https://democracyfund.applytojob.com/apply/gVczD2SIxu/Public-Square-Program-Internship-Begins-Fall-2021
[2] https://twitter.com/democracyfund/status/1420805886788784132
[1] https://electionline.org/electionline-weekly/
[1] https://democracyfund.org/idea/understanding-the-career-journeys-of-todays-local-election-officials-and-anticipating-tomorrows-potential-shortage/
[1] https://home.frankspeech.com/?frank_pass=true

Top URLs in Tweet in G1:
[4] https://democracyfund.org/idea/want-to-support-accurate-journalism-fund-solidarity-reporting/
[2] https://www.washingtonpost.com/politics/election-officials-threats/2021/08/11/bb2cf002-f9ed-11eb-9c0e-97e29906a970_story.html
[2] https://localnewslab.org/2021/08/06/lessons-from-the-local-fix-farewell-areeba/
[2] https://democracyfund.applytojob.com/apply/gVczD2SIxu/Public-Square-Program-Internship-Begins-Fall-2021
[2] https://twitter.com/democracyfund/status/1420805886788784132
[1] https://democracyfund.org/idea/democracy-in-crisis-preparing-for-the-road-ahead/
[1] https://electionline.org/electionline-weekly/
[1] https://democracyfund.org/idea/understanding-the-career-journeys-of-todays-local-election-officials-and-anticipating-tomorrows-potential-shortage/
[1] https://twitter.com/heres_christine/status/1423657511094194178
[1] https://twitter.com/DemocracyFund/status/1420805886788784132

Top URLs in Tweet in G2:
[1] https://www.democracyjobs.org/

Top URLs in Tweet in G4:
[1] https://membershippuzzle.org/summit

Top URLs in Tweet in G5:
[1] https://democracyfund.org/idea/knowing-its-right-limiting-the-risk-of-certifying-elections/
[1] https://www.thegatewaypundit.com/2021/08/jennifer-morrell-elections-group-turned-multiple-states-2020-election-today-can-add-colorado-list/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons

Top URLs in Tweet in G6:
[1] https://www.urisa.org/redistricting-guide

Top URLs in Tweet in G7:
[1] https://mailchi.mp/4ae6bf82c24e/lets-gather-in-7080806

Top URLs in Tweet in G9:
[1] https://inn.org/news/consortium-forms-to-expand-coverage-of-rural-america/

Top URLs in Tweet in G10:
[2] https://democracyfund.org/idea/building-a-team-to-invest-in-democracy/
[1] https://home.frankspeech.com/?frank_pass=true
[1] https://www.nased.org/corporate-affiliates

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[6] localfix
[4] redistricting
[4] gis
[2] electionofficials
[2] vra56
[1] electionofficial
[1] trump2021
[1] membership
[1] membresia
[1] myturn



Top Hashtags in Tweet in G1:
[6] localfix
[2] vra56
[2] electionofficials
[1] redistricting
[1] gis
[1] electionofficial

Top Hashtags in Tweet in G4:
[1] membership
[1] membresia
[1] myturn
[1] miturno
[1] montour
[1] minhavez
[1] mppsummit

Top Hashtags in Tweet in G6:
[3] redistricting
[3] gis

Top Hashtags in Tweet in G10:
[1] trump2021

Top Words
Top Words in Tweet in Entire Graph:
[57] democracyfund
[28] orgs
[26] first
[25] jobs
[25] amazing
[24] 90
[24] available
[24] voters
[24] movement
[24] issueonereform

Top Words in Tweet in G1:
[30] democracyfund
[10] support
[9] accuracy
[8] elections
[8] partner
[8] areebashah_
[8] anitawrites
[8] hand
[8] interns
[7] local

Top Words in Tweet in G2:
[23] 90
[23] jobs
[23] available
[23] voters
[23] first
[23] movement
[23] amazing
[23] orgs
[23] issueonereform
[23] representus

Top Words in Tweet in G3:
[4] lpostcollective
[4] ampress
[4] rji
[4] innovationrji
[4] ccmnewmarkj
[4] url_media
[3] documentedny
[3] big
[3] appreciation
[3] journalism

Top Words in Tweet in G4:
[11] membershippzzle
[9] jayrosen_nyu
[9] azirulnick
[8] emgollie
[6] ll
[6] see
[6] monday
[6] summit
[6] right
[6] together

Top Words in Tweet in G5:
[13] votinggeek
[13] democracyfund
[6] state
[6] audit
[4] forensic
[3] lisamarra
[3] dwightshellman
[3] az_garden2007
[3] jessicahuseman
[3] more

Top Words in Tweet in G6:
[5] urisa
[3] ready
[3] copy
[3] important
[3] publication
[3] #redistricting
[3] guide
[3] #gis
[3] community

Top Words in Tweet in G7:
[3] letsgatherin
[2] today
[2] newsletter
[2] design
[2] engagement
[2] outreach
[2] career
[2] opportunities
[2] democracyfund

Top Words in Tweet in G8:
[2] donnerkay

Top Words in Tweet in G9:
[2] 50
[2] non
[2] profit
[2] newsrooms
[2] collaborate
[2] over
[2] two
[2] years
[2] more
[2] better

Top Words in Tweet in G10:
[3] elections
[2] china
[2] etc
[2] george
[2] soros
[2] lt
[2] election
[2] officials

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[24] 90,jobs
[24] jobs,available
[24] available,voters
[24] voters,first
[24] first,movement
[24] movement,amazing
[24] amazing,orgs
[24] orgs,issueonereform
[24] issueonereform,representus
[23] uniteamerica,90

Top Word Pairs in Tweet in G1:
[7] solidarity,reporting
[4] stewards,initiative
[4] initiative,support
[4] support,advance
[4] advance,local
[4] local,elections
[4] elections,officials
[4] officials,scholars
[4] scholars,partner
[4] partner,leos

Top Word Pairs in Tweet in G2:
[23] 90,jobs
[23] jobs,available
[23] available,voters
[23] voters,first
[23] first,movement
[23] movement,amazing
[23] amazing,orgs
[23] orgs,issueonereform
[23] issueonereform,representus
[22] uniteamerica,90

Top Word Pairs in Tweet in G3:
[4] lpostcollective,ampress
[4] ampress,rji
[4] rji,innovationrji
[4] innovationrji,ccmnewmarkj
[4] ccmnewmarkj,url_media
[3] big,appreciation
[3] appreciation,journalism
[3] journalism,allies
[3] allies,lpostcollective
[2] url_media,jskstanford

Top Word Pairs in Tweet in G4:
[9] jayrosen_nyu,azirulnick
[6] ll,see
[6] see,monday
[6] monday,membershippzzle
[6] membershippzzle,summit
[6] summit,right
[6] right,together
[6] together,jayrosen_nyu
[6] azirulnick,eager
[6] eager,reflect

Top Word Pairs in Tweet in G5:
[9] votinggeek,democracyfund
[3] lisamarra,dwightshellman
[3] dwightshellman,votinggeek
[3] az_garden2007,votinggeek
[3] votinggeek,jessicahuseman
[3] jessicahuseman,democracyfund
[3] swing,state
[3] forensic,audit
[2] constitutes,valid
[2] valid,election

Top Word Pairs in Tweet in G6:
[3] ready,copy
[3] copy,important
[3] important,urisa
[3] urisa,publication
[3] publication,#redistricting
[3] #redistricting,guide
[3] guide,#gis
[3] #gis,community
[2] urisa,ready

Top Word Pairs in Tweet in G7:
[2] today,letsgatherin
[2] letsgatherin,newsletter
[2] newsletter,design
[2] design,engagement
[2] engagement,outreach
[2] outreach,career
[2] career,opportunities
[2] opportunities,democracyfund

Top Word Pairs in Tweet in G9:
[2] 50,non
[2] non,profit
[2] profit,newsrooms
[2] newsrooms,collaborate
[2] collaborate,over
[2] over,two
[2] two,years
[2] years,more
[2] more,better
[2] better,coverage

Top Word Pairs in Tweet in G10:
[2] george,soros

Top Replied-To
Top Replied-To in Entire Graph:
@votinggeek
@democracyfund
@az_garden2007
@emgollie
@electionsvoting
@lisamarra
@marshablackburn
@realamvoice
@gteresa
@areebashah_

Top Replied-To in G1:
@democracyfund
@electionsvoting
@gteresa
@areebashah_

Top Replied-To in G3:
@documentedny

Top Replied-To in G4:
@emgollie

Top Replied-To in G5:
@votinggeek
@az_garden2007
@lisamarra

Top Replied-To in G8:
@donnerkay

Top Replied-To in G10:
@marshablackburn
@realamvoice

Top Mentioned
Top Mentioned in Entire Graph:
@democracyfund
@issueonereform
@representus
@uniteamerica
@fai
@membershippzzle
@jayrosen_nyu
@azirulnick
@anitawrites
@areebashah_

Top Mentioned in G1:
@democracyfund
@anitawrites
@areebashah_
@reed_college_
@gronke
@joegoldman
@electionsvoting
@engagingnews
@ibwellssociety
@washingtonpost

Top Mentioned in G2:
@issueonereform
@representus
@uniteamerica
@fai
@fairvote
@democracyfund
@rsi
@campaignlegal

Top Mentioned in G3:
@lpostcollective
@ampress
@rji
@innovationrji
@ccmnewmarkj
@url_media
@jskstanford
@futuromedia
@typeinvestigate
@univisionny

Top Mentioned in G4:
@membershippzzle
@jayrosen_nyu
@azirulnick
@luminategroup
@knightfdn
@democracyfund
@emgollie
@mdiforg
@firstlookmedia
@patburd

Top Mentioned in G5:
@democracyfund
@votinggeek
@dwightshellman
@jessicahuseman
@gatewaypundit
@bobbyg_37
@lisamarra

Top Mentioned in G6:
@urisa
@allthingscensus
@redistrictnet
@uscensusbureau
@censusproject
@state_scoop
@ncslorg
@nsgic
@allontheline
@democracyfund

Top Mentioned in G7:
@letsgatherin
@democracyfund
@polit
@politico
@media_outlier
@sciencenews
@icijorg
@bridgetthoreson

Top Mentioned in G8:
@altweeklies
@nnpa_blackpress
@nahpinc
@lionpubs
@democracyfund
@googlenewsinit

Top Mentioned in G9:
@raju
@knightfdn
@democracyfund
@loganfamilyfdtn
@macfound
@joycefoundation

Top Mentioned in G10:
@jfradioshow

Top Tweeters
Top Tweeters in Entire Graph:
@varun18vijay
@beccanalia
@elevenbravo138
@washingtonpost
@politico
@publichealthmap
@az_garden2007
@donnerkay
@gatewaypundit
@sportsnewstn

Top Tweeters in G1:
@elevenbravo138
@washingtonpost
@valisjason
@paulonabike
@gronke
@michelleshafer
@carnegiecorp
@josephmargolis
@caroncreighton
@rhemathompson

Top Tweeters in G2:
@beccanalia
@bikesalsa
@rsi
@lisadtrice
@issueonereform
@gburbidg
@openthedebates
@fairvote
@representus
@campaignlegal

Top Tweeters in G3:
@univisionny
@muckrock
@newmarkjschool
@lionpubs
@inn
@terabithia4
@rji
@jskstanford
@futuromedia
@ampress

Top Tweeters in G4:
@jayrosen_nyu
@knightfdn
@ylichterman
@patburd
@rosiesherry
@azirulnick
@nberke
@emgollie
@luminategroup
@mdiforg

Top Tweeters in G5:
@az_garden2007
@gatewaypundit
@jessicahuseman
@bobbyg_37
@dwightshellman
@lisamarra
@votinggeek
@majornonsense3
@aaasepicenter
@lmeskers1

Top Tweeters in G6:
@publichealthmap
@state_scoop
@ncslorg
@uscensusbureau
@allthingscensus
@allontheline
@urisa
@keithseru
@redistrictnet
@censusproject

Top Tweeters in G7:
@politico
@sciencenews
@icijorg
@bridgetthoreson
@sojcagora
@letsgatherin
@polit

Top Tweeters in G8:
@donnerkay
@altweeklies
@nahpinc
@googlenewsinit
@nnpa_blackpress
@heastonjohn

Top Tweeters in G9:
@varun18vijay
@macfound
@raju
@loganfamilyfdtn
@joycefoundation

Top Tweeters in G10:
@sportsnewstn
@jfradioshow
@realamvoice
@marshablackburn


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