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#RacismandtheEconomy_2021-07-13_09-57-13.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
July 13, 2021
Short Description:
#RacismandtheEconomy via NodeXL https://bit.ly/3i3AU1b
@minneapolisfed
@philadelphiafed
@kansascityfed
@bostonfed
@jenniferdoleac
@nickturner718
@atlantafed
@tutormentorteam
@verainstitute
@marcalevin

Top hashtags:
#racismandtheeconomy
#criminaljustice
#econtwitter

Description:
Description
The graph represents a network of 137 Twitter users whose recent tweets contained "#RacismandtheEconomy", 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 Tuesday, 13 July 2021 at 16:57 UTC.

The tweets in the network were tweeted over the 7-day, 17-hour, 3-minute period from Monday, 05 July 2021 at 23:52 UTC to Tuesday, 13 July 2021 at 16:55 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 : 137
Unique Edges : 330
Edges With Duplicates : 203
Total Edges : 533
Number of Edge Types : 5
Retweet : 163
MentionsInRetweet : 219
Mentions : 114
Tweet : 36
Replies to : 1
Self-Loops : 36
Reciprocated Vertex Pair Ratio : 0.0435967302452316
Reciprocated Edge Ratio : 0.0835509138381201
Connected Components : 9
Single-Vertex Connected Components : 2
Maximum Vertices in a Connected Component : 113
Maximum Edges in a Connected Component : 502
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.532618
Graph Density : 0.0205560326320309
Modularity : 0.377097
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 137 Twitter users whose recent tweets contained "#RacismandtheEconomy", 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 Tuesday, 13 July 2021 at 16:57 UTC.

The tweets in the network were tweeted over the 7-day, 17-hour, 3-minute period from Monday, 05 July 2021 at 23:52 UTC to Tuesday, 13 July 2021 at 16:55 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 : #RacismandtheEconomy
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:
[86] https://www.minneapolisfed.org/events/2021/racism-and-the-economy-focus-on-criminal-justice
[52] https://minneapolisfed.org/events/2021/racism-and-the-economy-focus-on-criminal-justice
[9] https://www.minneapolisfed.org/policy/racism-and-the-economy
[7] https://twitter.com/minneapolisfed/status/1413239251412586503
[5] https://twitter.com/annalilharvey/status/1413600073213222913
[4] https://twitter.com/chicagofed/status/1412864072975060995
[3] https://t.co/Yi9JMmrbOI
[2] https://twitter.com/MinneapolisFed/status/1412053154057834501
[2] https://twitter.com/philadelphiafed/status/1414945215677349896
[2] https://twitter.com/jenniferdoleac/status/1414570761751252994

Top URLs in Tweet in G1:
[20] https://www.minneapolisfed.org/events/2021/racism-and-the-economy-focus-on-criminal-justice
[17] https://minneapolisfed.org/events/2021/racism-and-the-economy-focus-on-criminal-justice
[2] https://twitter.com/philadelphiafed/status/1414945215677349896
[2] https://twitter.com/MinneapolisFed/status/1412053154057834501
[1] https://twitter.com/MinneapolisFed/status/1412889665951182852
[1] http://cmapspublic.ihmc.us/servlet/SBReadResourceServlet?rid=1238727620187_1131671353_30231&partName=htmltext
[1] https://twitter.com/minneapolisfed/status/1413239251412586503

Top URLs in Tweet in G2:
[17] https://www.minneapolisfed.org/events/2021/racism-and-the-economy-focus-on-criminal-justice
[15] https://minneapolisfed.org/events/2021/racism-and-the-economy-focus-on-criminal-justice
[4] https://twitter.com/annalilharvey/status/1413600073213222913
[1] https://twitter.com/minneapolisfed/status/1413239251412586503
[1] https://www.minneapolisfed.org/events/2021/racism-and-the-economy-focus-on-entrepreneurship
[1] https://www.minneapolisfed.org/policy/racism-and-the-economy
[1] https://twitter.com/jenniferdoleac/status/1414570761751252994

Top URLs in Tweet in G3:
[12] https://www.minneapolisfed.org/events/2021/racism-and-the-economy-focus-on-criminal-justice
[6] https://minneapolisfed.org/events/2021/racism-and-the-economy-focus-on-criminal-justice
[3] https://t.co/Yi9JMmrbOI
[2] https://twitter.com/minneapolisfed/status/1413239251412586503
[2] https://www.minneapolisfed.org/~/media/assets/events/2021/racism-and-the-economy-focus-on-criminal-justice/incarceration-and-its-far-reaching-consequences.pdf?la=en
[1] https://twitter.com/jenniferdoleac/status/1414570761751252994
[1] https://twitter.com/annalilharvey/status/1413600073213222913
[1] https://www.minneapolisfed.org/policy/racism-and-the-economy

Top URLs in Tweet in G4:
[13] https://www.minneapolisfed.org/events/2021/racism-and-the-economy-focus-on-criminal-justice
[7] https://www.minneapolisfed.org/policy/racism-and-the-economy

Top URLs in Tweet in G5:
[4] https://www.minneapolisfed.org/events/2021/racism-and-the-economy-focus-on-criminal-justice
[3] https://twitter.com/minneapolisfed/status/1413239251412586503
[3] https://minneapolisfed.org/events/2021/racism-and-the-economy-focus-on-criminal-justice
[1] https://twitter.com/MinneapolisFed/status/1413239251412586503
[1] https://www.minneapolisfed.org/events/2021/racism-and-the-economy-focus-on-entrepreneurship

Top URLs in Tweet in G6:
[9] https://minneapolisfed.org/events/2021/racism-and-the-economy-focus-on-criminal-justice
[1] https://www.minneapolisfed.org/events/2021/racism-and-the-economy-focus-on-criminal-justice

Top URLs in Tweet in G7:
[4] https://twitter.com/chicagofed/status/1412864072975060995

Top URLs in Tweet in G8:
[4] https://www.minneapolisfed.org/events/2021/racism-and-the-economy-focus-on-criminal-justice

Top URLs in Tweet in G9:
[7] https://www.minneapolisfed.org/events/2021/racism-and-the-economy-focus-on-criminal-justice

Top URLs in Tweet in G10:
[4] https://www.minneapolisfed.org/events/2021/racism-and-the-economy-focus-on-criminal-justice

Top Domains
Top Domains in Tweet in Entire Graph:
[151] minneapolisfed.org
[25] twitter.com
[3] t.co
[1] ihmc.us

Top Domains in Tweet in G1:
[37] minneapolisfed.org
[6] twitter.com
[1] ihmc.us

Top Domains in Tweet in G2:
[34] minneapolisfed.org
[6] twitter.com

Top Domains in Tweet in G3:
[21] minneapolisfed.org
[4] twitter.com
[3] t.co

Top Domains in Tweet in G4:
[20] minneapolisfed.org

Top Domains in Tweet in G5:
[8] minneapolisfed.org
[4] twitter.com

Top Domains in Tweet in G6:
[10] minneapolisfed.org

Top Domains in Tweet in G7:
[4] twitter.com

Top Domains in Tweet in G8:
[4] minneapolisfed.org

Top Domains in Tweet in G9:
[7] minneapolisfed.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[247] racismandtheeconomy
[77] criminaljustice
[10] econtwitter
[6] oigi
[3] racism
[2] tutor
[2] mentor
[2] publicwill
[1] minnstateequity2030
[1] criminaljusticesystem



Top Hashtags in Tweet in G1:
[75] racismandtheeconomy
[18] criminaljustice
[2] publicwill
[2] tutor
[2] mentor
[1] minnstateequity2030
[1] econtwitter

Top Hashtags in Tweet in G2:
[49] racismandtheeconomy
[15] criminaljustice

Top Hashtags in Tweet in G3:
[31] racismandtheeconomy
[11] criminaljustice
[6] oigi
[1] criminaljusticesystem

Top Hashtags in Tweet in G4:
[42] racismandtheeconomy
[8] criminaljustice

Top Hashtags in Tweet in G5:
[12] racismandtheeconomy

Top Hashtags in Tweet in G6:
[10] racismandtheeconomy
[9] criminaljustice
[9] econtwitter
[1] systemicracism

Top Hashtags in Tweet in G7:
[5] criminaljustice
[5] racismandtheeconomy
[1] racism
[1] economy

Top Hashtags in Tweet in G8:
[4] racismandtheeconomy

Top Hashtags in Tweet in G9:
[7] racismandtheeconomy
[7] criminaljustice

Top Hashtags in Tweet in G10:
[4] racismandtheeconomy
[2] racism

Top Words
Top Words in Tweet in Entire Graph:
[247] #racismandtheeconomy
[135] event
[113] focus
[109] register
[90] criminal
[88] economy
[85] series
[84] justice
[81] racism
[77] #criminaljustice

Top Words in Tweet in G1:
[75] #racismandtheeconomy
[41] event
[29] focus
[22] criminal
[22] justice
[22] economy
[21] racism
[19] register
[18] system
[18] #criminaljustice

Top Words in Tweet in G2:
[49] #racismandtheeconomy
[42] event
[30] register
[29] focus
[25] criminal
[25] justice
[24] system
[20] racism
[20] economy
[19] series

Top Words in Tweet in G3:
[31] #racismandtheeconomy
[21] focus
[17] event
[16] register
[15] criminal
[14] justice
[11] #criminaljustice
[9] 13
[9] former
[8] klytlehernandez

Top Words in Tweet in G4:
[42] #racismandtheeconomy
[19] focus
[19] event
[16] nickturner718
[16] system
[15] baby
[15] boy
[15] one
[15] more
[14] criminal

Top Words in Tweet in G5:
[12] #racismandtheeconomy
[8] economy
[8] w_katz1
[8] more
[7] event
[7] 13
[7] speakers
[6] series
[5] register
[5] panel

Top Words in Tweet in G6:
[10] #racismandtheeconomy
[9] banks
[9] federal
[9] reserve
[9] racism
[9] economy
[9] #criminaljustice
[9] #econtwitter
[8] hosting
[8] series

Top Words in Tweet in G7:
[8] banks
[8] critical
[5] federalreserve
[5] #criminaljustice
[5] #racismandtheeconomy
[4] series
[4] federal
[4] reserve
[4] excellent
[4] regional

Top Words in Tweet in G8:
[4] #racismandtheeconomy

Top Words in Tweet in G9:
[7] #racismandtheeconomy
[7] racism
[7] economy
[7] ideas
[7] economic
[7] outcomes
[7] register
[7] #criminaljustice
[6] 12
[6] federal

Top Words in Tweet in G10:
[6] criminal
[6] justice
[4] today
[4] economy
[4] system
[4] discuss
[4] #racismandtheeconomy
[4] 00
[4] register
[2] tune

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[81] criminal,justice
[81] #racismandtheeconomy,focus
[63] federal,reserve
[62] focus,criminal
[47] justice,event
[46] #racismandtheeconomy,series
[44] racism,economy
[40] july,13
[37] reserve,banks
[32] structural,racism

Top Word Pairs in Tweet in G1:
[19] criminal,justice
[17] #racismandtheeconomy,focus
[14] focus,criminal
[12] federal,reserve
[11] july,13
[11] racism,economy
[10] justice,event
[10] event,today
[10] questions,using
[10] focus,#criminaljustice

Top Word Pairs in Tweet in G2:
[25] criminal,justice
[22] #racismandtheeconomy,focus
[20] focus,criminal
[20] justice,event
[16] event,event
[16] federal,reserve
[11] racism,#criminaljustice
[11] #criminaljustice,system
[11] system,impacts
[11] impacts,economy

Top Word Pairs in Tweet in G3:
[20] #racismandtheeconomy,focus
[14] criminal,justice
[10] focus,criminal
[9] focus,#criminaljustice
[8] justice,event
[7] klytlehernandez,ucla
[6] #oigi,visiting
[6] visiting,scholar
[6] jenniferdoleac,tamu
[5] #racismandtheeconomy,series

Top Word Pairs in Tweet in G4:
[15] baby,boy
[14] #racismandtheeconomy,focus
[10] more,information
[9] focus,criminal
[9] criminal,justice
[8] seventh,installment
[8] installment,series
[7] federal,reserve
[6] nickturner718,#racismandtheeconomy
[5] nickturner718,black

Top Word Pairs in Tweet in G5:
[6] #racismandtheeconomy,series
[5] criminal,justice
[5] #racismandtheeconomy,focus
[4] hosted,minneapolisfed
[4] understanding,connections
[4] connections,between
[4] between,segregation
[4] segregation,policing
[4] policing,economy
[4] moderated,davidmuhammad

Top Word Pairs in Tweet in G6:
[9] federal,reserve
[9] racism,economy
[8] reserve,banks
[8] banks,hosting
[8] hosting,#racismandtheeconomy
[8] #racismandtheeconomy,series
[8] series,examines
[8] examines,impacts
[8] impacts,structural
[8] structural,racism

Top Word Pairs in Tweet in G7:
[4] #racismandtheeconomy,series
[4] series,federal
[4] federal,reserve
[4] reserve,banks
[4] banks,excellent
[4] excellent,critical
[4] critical,federalreserve
[4] federalreserve,regional
[4] regional,banks
[4] banks,lead

Top Word Pairs in Tweet in G9:
[7] economic,outcomes
[6] 12,federal
[6] federal,reserve
[6] reserve,banks
[6] banks,hosting
[6] hosting,#racismandtheeconomy
[6] #racismandtheeconomy,series
[6] series,examines
[6] examines,impact
[6] impact,structural

Top Word Pairs in Tweet in G10:
[6] criminal,justice
[4] justice,system
[2] today,tune
[2] tune,livestream
[2] livestream,#racism
[2] #racism,economy
[2] economy,focus
[2] focus,criminal
[2] system,today
[2] today,discuss

Top Replied-To
Top Replied-To in Entire Graph:
@minneapolisfed

Top Replied-To in G1:
@minneapolisfed

Top Mentioned
Top Mentioned in Entire Graph:
@nickturner718
@minneapolisfed
@agellison
@klytlehernandez
@ucla
@neelkashkari
@drphilgoff
@raphaelbostic
@verainstitute
@jenniferdoleac

Top Mentioned in G1:
@agellison
@neelkashkari
@nickturner718
@raphaelbostic
@klytlehernandez
@verainstitute
@ucla
@minneapolisfed
@drphilgoff
@davidmuhammad

Top Mentioned in G2:
@minneapolisfed
@agellison
@jenniferdoleac
@klytlehernandez
@ucla
@neelkashkari
@annalilharvey
@amandayagan
@nickturner718
@drphilgoff

Top Mentioned in G3:
@klytlehernandez
@ucla
@jenniferdoleac
@kevin_washburn
@iowalawschool
@drphilgoff
@tamu
@drvictorrios
@yale
@ucsantabarbara

Top Mentioned in G4:
@nickturner718
@minneapolisfed
@atlantafed
@bostonfed
@klytlehernandez
@verainstitute
@raphaelbostic
@ucla
@drphilgoff
@buildwithbia

Top Mentioned in G5:
@minneapolisfed
@w_katz1
@davidmuhammad
@agellison
@arnold_ventures
@darollins
@scdaonews
@wichitastate

Top Mentioned in G7:
@federalreserve

Top Tweeters
Top Tweeters in Entire Graph:
@saragomezaranci
@nickasavet
@jennykim
@aussietorres
@milaniolivera
@mikaelaskyesays
@pdacosta
@evan7257
@tontonlove
@epbusiness

Top Tweeters in G1:
@aussietorres
@tontonlove
@willdarrell
@aizzathanafi
@sundayphillips_
@tutormentorteam
@omarwoodard
@thesuss
@pelanaranjas
@karenmracek

Top Tweeters in G2:
@pdacosta
@evan7257
@epbusiness
@stevebartin
@catoinstitute
@jerrybuchko
@miss_kaylajones
@mr_phislamajama
@conlawwarrior
@catoevents

Top Tweeters in G3:
@marcalevin
@drphilgoff
@jenniferdoleac
@tamu
@yale
@5h09un
@ucla
@treasure_ma
@m_eoconnell
@ucsantabarbara

Top Tweeters in G4:
@adamposen
@xenophon28
@achavito
@carminaovargas
@verainstitute
@lunaravenwolf7
@raijavaisanen
@jonnices
@bsueconomics
@bostonfed

Top Tweeters in G5:
@jennykim
@sickmund
@wichitastate
@arnold_ventures
@w_katz1
@scdaonews
@darollins
@mcde_stkate
@amandateoada
@robgrunewald

Top Tweeters in G6:
@milaniolivera
@mikaelaskyesays
@cheebutter
@sclayton97
@econotw
@andrej_yugojazz
@kansascityfed
@michae_nielse_

Top Tweeters in G7:
@nickasavet
@dianeswonk
@_m_gibbs
@shellyjlundberg
@jholdsclawiv
@federalreserve

Top Tweeters in G8:
@taraje
@coroebuswm
@gnosticinvestor
@pythia_en

Top Tweeters in G9:
@clevelandfed
@tdmix
@mp_lazette
@egpacetti

Top Tweeters in G10:
@brianlr19728
@demingeorgia
@acluofga