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democracyfund _2020-06-04_09-15-55.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
June 05, 2020
Short Description:
democracyfund via NodeXL https://bit.ly/2AL403G
@democracyfund
@ucla
@alivelshi
@redistrict
@wendi_c_thomas
@inn
@loreleikelly
@dcmartin2435
@amyklement
@metaculture2

Top hashtags:
#electionsos
#bernie
#bluemaga
#covid19
#electionscience
#fakechristianevangelicals

Description:
Description
The graph represents a network of 648 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, 04 June 2020 at 16:17 UTC.

The requested start date was Thursday, 04 June 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 12-day, 18-hour, 7-minute period from Thursday, 21 May 2020 at 01:30 UTC to Tuesday, 02 June 2020 at 19:38 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 : 648
Unique Edges : 1442
Edges With Duplicates : 1261
Total Edges : 2703
Number of Edge Types : 5
Retweet : 298
MentionsInRetweet : 997
Mentions : 1119
Replies to : 284
Tweet : 5
Self-Loops : 6
Reciprocated Vertex Pair Ratio : 0.0218978102189781
Reciprocated Edge Ratio : 0.0428571428571429
Connected Components : 5
Single-Vertex Connected Components : 2
Maximum Vertices in a Connected Component : 642
Maximum Edges in a Connected Component : 2699
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.594147
Graph Density : 0.00467494800312935
Modularity : 0.423197
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 648 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, 04 June 2020 at 16:17 UTC.

The requested start date was Thursday, 04 June 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 12-day, 18-hour, 7-minute period from Thursday, 21 May 2020 at 01:30 UTC to Tuesday, 02 June 2020 at 19:38 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 : 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:
[3] https://www.democracyfund.org/publications/fact-sheet-us-elections-process-and-voting-machine-security
[2] https://www.dropbox.com/s/owsitjxyyg9zs6h/weekly_plots_covid_may26.pdf?dl=0
[2] https://twitter.com/morning_joe/status/1267757148353822720
[2] https://twitter.com/electionline/status/1266040827341606914
[2] https://www.washingtonpost.com/politics/2020/05/26/donald-trumps-problems-with-senior-voters-started-long-before-coronavirus/
[2] https://ijnet.org/en/opportunity/deadline-approaching-elections-coverage-training-us
[1] https://twitter.com/mkraju/status/1266149947948388359
[1] https://www.youtube.com/watch?v=stJnP3VJKY0

[1] https://www.usatoday.com/story/news/politics/2020/05/29/coronavirus-partisan-divides-emerge-pandemic-severity-survey-shows/5255961002/
[1] https://www.lynnvavreck.com/nationscape

Top URLs in Tweet in G1:
[1] https://twitter.com/redistrict/status/1263880313316552704
[1] https://www.usatoday.com/story/news/politics/2020/05/29/coronavirus-partisan-divides-emerge-pandemic-severity-survey-shows/5255961002/
[1] https://twitter.com/Mel_Ankoly/status/1158082834625523713?s=20

Top URLs in Tweet in G2:
[3] https://www.democracyfund.org/publications/fact-sheet-us-elections-process-and-voting-machine-security
[2] https://www.dropbox.com/s/owsitjxyyg9zs6h/weekly_plots_covid_may26.pdf?dl=0
[2] https://twitter.com/electionline/status/1266040827341606914
[2] https://www.washingtonpost.com/politics/2020/05/26/donald-trumps-problems-with-senior-voters-started-long-before-coronavirus/
[2] https://twitter.com/morning_joe/status/1267757148353822720
[2] https://ijnet.org/en/opportunity/deadline-approaching-elections-coverage-training-us
[1] https://twitter.com/mkraju/status/1266149947948388359
[1] https://www.lynnvavreck.com/nationscape
[1] https://www.voterstudygroup.org/covid-19-updates
[1] https://medium.com/the-engaged-journalism-lab/journalism-funders-ways-to-uphold-your-diversity-and-inclusivity-values-during-covid-19-ae5c26db2c41

Top URLs in Tweet in G3:
[1] https://www.infectioncontroltoday.com/article/churches-could-be-deadliest-places-pandemic

Top URLs in Tweet in G4:
[1] https://twitter.com/lenfestinst/status/1262395526223454208

Top URLs in Tweet in G5:
[1] https://twitter.com/MLK50Memphis/status/1263619361283153920

Top URLs in Tweet in G6:
[1] https://www.vice.com/en_us/article/884ekx/young-people-arent-apathetic-theyre-facing-major-voting-obstacles

Top URLs in Tweet in G8:
[1] https://www.omidyargroup.com/our-approach-to-addressing-the-impact-of-covid-19/

Top URLs in Tweet in G10:
[1] https://foreignpolicy.com/2020/05/22/china-superpower-two-paths-global-domination-cold-war/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5] electionsos
[2] bernie
[2] bluemaga
[2] covid19
[2] electionscience
[2] fakechristianevangelicals
[1] morningjoe
[1] depopulation
[1] globalist
[1] bobbyrush



Top Hashtags in Tweet in G1:
[2] bluemaga

Top Hashtags in Tweet in G2:
[2] covid19
[2] bernie
[2] electionscience
[1] nationscape
[1] ejlab
[1] morningjoe
[1] electionsos
[1] covidー19

Top Hashtags in Tweet in G3:
[2] fakechristianevangelicals
[1] trackingandtracing

Top Hashtags in Tweet in G4:
[1] innovating
[1] justice
[1] rights

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[322] ucla
[321] democracyfund
[317] redistrict
[307] biden
[182] black
[173] trump
[167] voters
[152] 29
[151] 18
[150] gaffe

Top Words in Tweet in G2:
[106] democracyfund
[53] ucla
[43] data
[25] nationscape
[25] covid
[25] brief
[25] election
[24] vavreck
[22] comes
[22] gold

Top Words in Tweet in G3:
[64] alivelshi
[40] democracyfund
[40] rns
[40] jackmjenkins
[35] trump
[31] deemed
[27] white
[26] evangelical
[26] eager
[26] return

Top Words in Tweet in G4:
[8] democracyfund
[7] knightfdn
[5] opensociety
[4] firstdraftnews
[4] ckinstitute
[4] shelia_cotten
[4] d_f_stone
[4] hewlett_found
[4] craignewmark
[4] policy

Top Words in Tweet in G5:
[21] help
[20] mlk50memphis
[20] hiring
[20] spread
[20] word
[20] lionpubs
[20] nabj
[20] nahj
[20] aaja
[20] writersofcolor

Top Words in Tweet in G6:
[50] redistrict
[50] ucla
[50] democracyfund
[30] mgheinz
[30] reallorddalek
[27] vote
[21] missbte
[15] people
[13] young
[12] voter

Top Words in Tweet in G8:
[3] grateful
[3] part
[3] omidyargroup
[3] alongside
[3] such
[3] thoughtful
[3] impactful
[3] colleagues
[3] omidyarnetwork
[3] on_india

Top Word Pairs
Top Word Pairs in Tweet in G2:
[321] ucla,democracyfund
[288] democracyfund,nationscape
[151] covid,brief
[149] democracyfund,ucla
[141] data,comes
[139] comes,gold
[138] gold,standard
[138] standard,democracyfund
[137] ucla,large
[137] large,tracking

Top Word Pairs in Tweet in G3:
[30] democracyfund,rns
[24] alivelshi,democracyfund
[24] rns,jackmjenkins
[23] white,evangelical
[22] eager,return
[22] return,church
[22] church,63
[22] 63,attend
[22] attend,services
[22] services,deemed

Top Word Pairs in Tweet in G4:
[40] firstdraftnews,ckinstitute
[38] ckinstitute,knightfdn
[38] shelia_cotten,d_f_stone
[26] d_f_stone,opensociety
[26] opensociety,hewlett_found
[26] hewlett_found,craignewmark
[26] craignewmark,policy
[26] policy,ckochfoundation
[26] ckochfoundation,digdemlab
[26] digdemlab,democracyfund

Top Word Pairs in Tweet in G5:
[4] mlk50memphis,hiring
[4] hiring,help
[4] help,spread
[4] spread,word
[4] word,lionpubs
[4] lionpubs,nabj
[4] nabj,nahj
[4] nahj,aaja
[4] aaja,writersofcolor
[4] writersofcolor,spj_tweets

Top Word Pairs in Tweet in G6:
[20] redistrict,ucla
[20] ucla,democracyfund
[20] reallorddalek,redistrict
[20] mgheinz,reallorddalek
[20] missbte,reallorddalek
[20] mgheinz,missbte
[20] missbte,mgheinz
[20] young,people
[20] dbal514,mgheinz
[20] voter,suppressed

Top Word Pairs in Tweet in G7:

Top Word Pairs in Tweet in G8:
[] grateful,part
[] part,omidyargroup
[] omidyargroup,alongside
[] alongside,such
[] such,thoughtful
[] thoughtful,impactful
[] impactful,colleagues
[] colleagues,omidyarnetwork
[] omidyarnetwork,on_india
[] amyklement,grateful

Top Word Pairs in Tweet in G9:

Top Replied-To
Top Replied-To in Entire Graph:
@redistrict
@alivelshi
@mgheinz
@missbte
@stewartrebeccal
@jasonhustlehoff
@grantrgregory
@teamcoachella
@vavreck
@btc2008

Top Replied-To in G1:
@redistrict
@jasonhustlehoff
@eggymceggerson3
@btc2008
@roadants
@biancandelarosa
@shayne571
@tonyball21
@d_mccarthy37
@buckeyeindc

Top Replied-To in G2:
@stewartrebeccal
@vavreck
@democracyfund
@gronke
@redistrict
@lonnaatkeson
@aztammyp

Top Replied-To in G3:
@alivelshi
@a750hp
@marygribbin809
@joepolitics4

Top Replied-To in G4:
@plwarre
@zellaquixote
@firstdraftnews

Top Replied-To in G5:
@mlk50memphis

Top Replied-To in G6:
@mgheinz
@missbte
@teamcoachella
@redistrict
@dan_hahabye
@dbal514
@smart_sapper12b
@81_eagles
@fungeonmaster1
@demdemeh

Top Replied-To in G9:
@kathyboockvar

Top Mentioned
Top Mentioned in Entire Graph:
@democracyfund
@ucla
@redistrict
@rns
@jackmjenkins
@alivelshi
@reallorddalek
@mgheinz
@vavreck
@rachelbitecofer

Top Mentioned in G1:
@ucla
@democracyfund
@redistrict
@jaketapper
@only4rm
@lawrence
@justkarl
@jenngradybklyn
@tulsigabbard
@people4kam

Top Mentioned in G2:
@democracyfund
@ucla
@vavreck
@rachelbitecofer
@monkeycage
@jennycohn1
@rp_griffin
@najmaroberts
@johnmsides
@morning_joe

Top Mentioned in G3:
@democracyfund
@rns
@jackmjenkins
@alivelshi
@marygribbin809
@a750hp
@manniglomis
@leah_portland
@is_veritas

Top Mentioned in G4:
@democracyfund
@knightfdn
@opensociety
@ckinstitute
@shelia_cotten
@d_f_stone
@hewlett_found
@craignewmark
@policy
@ckochfoundation

Top Mentioned in G5:
@lionpubs
@nabj
@nahj
@aaja
@writersofcolor
@spj_tweets
@nlgja
@inn
@wendi_c_thomas
@mlk50memphis

Top Mentioned in G6:
@ucla
@democracyfund
@redistrict
@reallorddalek
@mgheinz
@missbte
@dbal514
@81_eagles
@stevecordero
@nappymarv

Top Mentioned in G7:
@annmclanekuster
@repchrispappas
@nhlistens
@carseyschool
@popvox
@democracyfund
@nehlsie
@beeckcenter
@rulesdemocrats
@modernizecmte

Top Mentioned in G8:
@omidyargroup
@omidyarnetwork
@on_india
@amyklement
@f
@flourishvc
@democracyfund
@luminategroup
@hopelab
@humanityunited

Top Mentioned in G9:
@phillyvotes
@mercercountypa
@voting_works
@cisagov
@verifiedvoting
@umbernhard
@brennancenter
@eacgov
@democracyfund
@pastatedept

Top Mentioned in G10:
@yascha_mounk
@edwardgluce
@roberttalisse
@samantharhill
@jonhaidt
@renew_democracy
@democracynow
@democracyfund
@kasparov63

Top Tweeters
Top Tweeters in Entire Graph:
@only4rm
@sandi_childs
@estarianne
@oufenix
@tinyboo49
@rolandsmartin
@bernieupstateny
@tates5a
@kaffe_takk
@msochubbard

Top Tweeters in G1:
@only4rm
@oufenix
@rolandsmartin
@bernieupstateny
@tates5a
@nobiggovduh
@jpwilloughby
@oooooo_donna
@usatoday
@nolesfan2011

Top Tweeters in G2:
@sandi_childs
@kaffe_takk
@msochubbard
@stunnedvoter
@sfh2019
@latimes
@6nsinvt
@mjoehlerich
@newsweek
@lulu82824

Top Tweeters in G3:
@estarianne
@tinyboo49
@slthompson29
@stbluvoter
@amaliada
@palomastovall
@feinberg_linda
@sandykalano
@lseefeldt3
@citizenwonk

Top Tweeters in G4:
@pcdnetwork
@craignewmark
@knightfdn
@zellaquixote
@marshallproj
@opensociety
@fordfoundation
@mediafunders
@realshawneib
@ckinstitute

Top Tweeters in G5:
@bellwak
@mynameschyna
@niemanlab
@nixonron
@wendi_c_thomas
@katjl_
@michaelbolden
@melohello
@nahj
@nabj

Top Tweeters in G6:
@grandoftwo
@smart_sapper12b
@theleftfarmer
@reallorddalek
@fungeonmaster1
@mgheinz
@81_eagles
@missbte
@teamcoachella
@milanbachmann12

Top Tweeters in G7:
@popvox
@loreleikelly
@nehlsie
@beeckcenter
@houseadm_dems
@carseyschool
@rulesreps
@annmclanekuster
@repchrispappas
@rulesdemocrats

Top Tweeters in G8:
@omidyarnetwork
@hopelab
@f
@ulupono
@humanityunited
@luminategroup
@firstlookmedia
@flourishvc
@amyklement
@on_india

Top Tweeters in G9:
@brennancenter
@eacgov
@umbernhard
@mercercountypa
@pastatedept
@verifiedvoting
@kathyboockvar
@phillyvotes
@cisagov
@dcmartin2435

Top Tweeters in G10:
@democracynow
@kasparov63
@edwardgluce
@yascha_mounk
@roberttalisse
@metaculture2
@samantharhill
@jonhaidt
@renew_democracy


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