BrookingsMetro, Twitter, 7/22/2021 4:55:47 PM, 258773


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BrookingsMetro_2021-07-22_09-51-24.xlsx
BrookingsMetro_2021-07-22_09-51-24.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
July 22, 2021
Short Description:
BrookingsMetro via NodeXL https://bit.ly/3zh68sO
@brookingsmetro
@samdman95
@realwsjohnson
@mtsw
@pantslesstim
@adietomer
@jenny_schuetz
@jwkane1
@danbuk4
@carolinergeorge

Top hashtags:
#sustainablecommunities
#digitaltransformation
#placemaking
#ruraldev
#deis

Description:
Description
The graph represents a network of 485 Twitter users whose recent tweets contained "BrookingsMetro", 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, 22 July 2021 at 16:53 UTC.

The tweets in the network were tweeted over the 8-day, 3-hour, 13-minute period from Wednesday, 14 July 2021 at 12:39 UTC to Thursday, 22 July 2021 at 15:52 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 : 485
Unique Edges : 1176
Edges With Duplicates : 347
Total Edges : 1523
Number of Edge Types : 5
Mentions : 397
MentionsInRetweet : 688
Retweet : 327
Tweet : 65
Replies to : 46
Self-Loops : 69
Reciprocated Vertex Pair Ratio : 0.0272727272727273
Reciprocated Edge Ratio : 0.0530973451327434
Connected Components : 38
Single-Vertex Connected Components : 28
Maximum Vertices in a Connected Component : 414
Maximum Edges in a Connected Component : 1453
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.258161
Graph Density : 0.00529522024367385
Modularity : 0.501049
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 485 Twitter users whose recent tweets contained "BrookingsMetro", 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, 22 July 2021 at 16:53 UTC.

The tweets in the network were tweeted over the 8-day, 3-hour, 13-minute period from Wednesday, 14 July 2021 at 12:39 UTC to Thursday, 22 July 2021 at 15:52 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 : BrookingsMetro
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:
[110] https://twitter.com/brookingsmetro/status/1415755805836648449
[94] https://www.brookings.edu/research/we-cant-beat-the-climate-crisis-without-rethinking-land-use/
[62] https://twitter.com/BrookingsMetro/status/1415755805836648449
[24] https://www.brookings.edu/events/partnership-for-sustainable-communities-unfinished-business/
[16] https://www.brookings.edu/blog/the-avenue/2021/07/14/how-to-include-microbusinesses-in-economic-growth-strategies/
[14] https://www.brookings.edu/essay/the-emerging-solidarity-economy-a-primer-on-community-ownership-of-real-estate/
[10] https://www.brookings.edu/blog/the-avenue/2021/07/12/how-a-diverse-coalition-in-portland-ore-is-centering-racial-equity-in-a-large-scale-development-project/
[8] https://www.brookings.edu/research/why-local-leaders-in-mobile-alabama-must-address-racial-equity-in-the-manufacturing-sector/
[8] https://www.brookings.edu/research/what-regional-leaders-want-from-bidens-infrastructure-bill/
[7] https://www.brookings.edu/events/improving-labor-and-education-data-systems-after-the-covid-19-unemployment-crisis/

Top URLs in Tweet in G1:
[92] https://www.brookings.edu/research/we-cant-beat-the-climate-crisis-without-rethinking-land-use/
[5] https://www.brookings.edu/events/partnership-for-sustainable-communities-unfinished-business/
[4] https://twitter.com/BrookingsMetro/status/1417864468076302340
[3] https://twitter.com/brookingsmetro/status/1415755805836648449
[2] https://connect.brookings.edu/register-to-watch-partnership-sustainable-communities-unfinished-business?utm_campaign=Events%3A%20Metropolitan%20Policy%20Program&utm_medium=email&utm_content=140743382&utm_source=hs_email
[2] https://twitter.com/BrookingsMetro/status/1417103437452484612
[2] https://www.brookings.edu/research/what-regional-leaders-want-from-bidens-infrastructure-bill/
[1] https://twitter.com/BrookingsMetro/status/1417860185251631116
[1] https://www.brookings.edu/essay/american-infrastructure-vision/

Top URLs in Tweet in G2:
[84] https://twitter.com/brookingsmetro/status/1415755805836648449
[12] https://twitter.com/BrookingsMetro/status/1415755805836648449

Top URLs in Tweet in G3:
[19] https://www.brookings.edu/events/partnership-for-sustainable-communities-unfinished-business/
[16] https://www.brookings.edu/blog/the-avenue/2021/07/14/how-to-include-microbusinesses-in-economic-growth-strategies/
[8] https://www.brookings.edu/research/why-local-leaders-in-mobile-alabama-must-address-racial-equity-in-the-manufacturing-sector/
[7] https://www.brookings.edu/essay/from-relief-to-recovery-four-types-of-small-businesses/
[7] https://www.brookings.edu/blog/the-avenue/2021/07/12/the-american-rescue-plan-can-be-a-lifeline-for-business-districts/
[7] https://www.brookings.edu/events/improving-labor-and-education-data-systems-after-the-covid-19-unemployment-crisis/
[7] https://www.brookings.edu/essay/from-relief-to-recovery-stage-1-relief/
[6] https://www.brookings.edu/research/what-regional-leaders-want-from-bidens-infrastructure-bill/
[5] https://www.brookings.edu/research/all-recent-us-population-growth-comes-from-people-of-color-new-census-estimates-show/
[5] https://www.brookings.edu/essay/the-emerging-solidarity-economy-a-primer-on-community-ownership-of-real-estate/

Top URLs in Tweet in G4:
[19] https://twitter.com/BrookingsMetro/status/1415755805836648449
[4] https://twitter.com/brookingsmetro/status/1415755805836648449
[1] https://www.mass.gov/doc/future-of-work-in-massachusetts-report/download
[1] https://twitter.com/BrookingsMetro/status/1415833309410697220
[1] https://twitter.com/BrookingsMetro/status/1416367832774979586
[1] https://twitter.com/BrookingsMetro/status/1416457175162138624
[1] https://twitter.com/BrookingsMetro/status/1416733494152212480
[1] https://twitter.com/brookingsmetro/status/1417668655836536832

Top URLs in Tweet in G5:
[5] https://dailyyonder.com/after-strong-opposition-omb-rejects-change-in-metropolitan-definition/2021/07/13/?utm_medium=email&mc_cid=caaaf3c33d&mc_eid=7bc6582e14

Top URLs in Tweet in G6:
[2] https://www.nytimes.com/2021/07/16/business/economy/green-energy-jobs-economy.html
[1] https://www.brookings.edu/blog/the-avenue/2021/05/12/what-pre-pandemic-job-trends-suggest-about-the-post-pandemic-future-of-the-capital-region/
[1] https://www.brookings.edu/research/all-recent-us-population-growth-comes-from-people-of-color-new-census-estimates-show/
[1] https://www.brookings.edu/essay/from-relief-to-recovery-conclusion/

Top URLs in Tweet in G7:
[3] https://twitter.com/BrookingsMetro/status/1416153420659138561

Top URLs in Tweet in G8:
[9] https://www.brookings.edu/essay/the-emerging-solidarity-economy-a-primer-on-community-ownership-of-real-estate/

Top URLs in Tweet in G9:
[10] https://twitter.com/BrookingsMetro/status/1415755805836648449

Top URLs in Tweet in G10:
[6] https://www.brookings.edu/blog/the-avenue/2021/07/12/how-a-diverse-coalition-in-portland-ore-is-centering-racial-equity-in-a-large-scale-development-project/

Top Domains
Top Domains in Tweet in Entire Graph:
[253] brookings.edu
[207] twitter.com
[5] chambermaster.com
[5] commerce.gov
[5] dailyyonder.com
[3] soundcloud.com
[2] nytimes.com
[2] nationalinterest.org
[2] route-fifty.com
[1] thehill.com

Top Domains in Tweet in G1:
[102] brookings.edu
[10] twitter.com

Top Domains in Tweet in G2:
[96] twitter.com

Top Domains in Tweet in G3:
[132] brookings.edu
[18] twitter.com
[5] chambermaster.com
[5] commerce.gov
[3] soundcloud.com
[1] thehill.com
[1] house.gov
[1] cornell.edu
[1] stlmag.com

Top Domains in Tweet in G4:
[28] twitter.com
[1] mass.gov

Top Domains in Tweet in G5:
[5] dailyyonder.com

Top Domains in Tweet in G6:
[3] brookings.edu
[2] nytimes.com

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

Top Domains in Tweet in G8:
[9] brookings.edu

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

Top Domains in Tweet in G10:
[6] brookings.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[28] sustainablecommunities
[7] digitaltransformation
[6] placemaking
[5] ruraldev
[4] deis
[2] buildbackbetter
[2] alabama
[2] usmfg
[2] covid19
[2] bidenharris



Top Hashtags in Tweet in G1:
[7] sustainablecommunities
[2] bidenharris
[2] buildbackbetter
[1] ej
[1] brownfields
[1] covid19

Top Hashtags in Tweet in G3:
[21] sustainablecommunities
[7] digitaltransformation
[4] deis
[2] alabama
[2] usmfg
[1] covid19
[1] techhubs
[1] mfg
[1] diversityexplosion
[1] sustainabilitycommunities

Top Hashtags in Tweet in G4:
[1] gbreb
[1] marealtors
[1] natlmainstreet
[1] brookingsmetro

Top Hashtags in Tweet in G5:
[5] ruraldev

Top Hashtags in Tweet in G10:
[6] placemaking

Top Words
Top Words in Tweet in Entire Graph:
[187] urban
[184] suburban
[145] adietomer
[141] more
[128] jwkane1
[128] carolinergeorge
[124] jenny_schuetz
[118] housing
[108] brookingsmetro
[105] write

Top Words in Tweet in G1:
[128] adietomer
[123] carolinergeorge
[121] jwkane1
[119] jenny_schuetz
[96] suburban
[95] urban
[94] advanced
[94] modeling
[94] ghg
[93] higher

Top Words in Tweet in G2:
[96] housing
[84] building
[84] more
[84] transit
[84] rich
[84] urban
[84] areas
[84] suburban
[84] sprawl
[84] one

Top Words in Tweet in G3:
[50] small
[47] brookingsmetro
[44] businesses
[39] local
[37] business
[33] racial
[28] black
[27] equity
[27] microbusinesses
[26] economic

Top Words in Tweet in G4:
[14] suburbs
[6] people
[6] climate
[5] transit
[5] urban
[3] carbon
[3] housing
[3] more
[3] interesting
[3] america

Top Words in Tweet in G5:
[5] good
[5] news
[5] rural
[5] america
[5] varuralcenter
[5] virginiaeda
[5] agforestryva
[5] brookingsmetro
[5] amy_liuw
[5] markmuro1

Top Words in Tweet in G6:
[3] business
[3] small
[2] building
[2] solar
[2] farms
[2] build
[2] middle
[2] class
[2] sunrisemvmt
[2] varshprakash

Top Words in Tweet in G7:
[3] definitely
[3] nashville
[3] specific
[3] brookingsmetro
[3] yarbro
[3] wilderjace
[3] mcminndems
[3] changetn_
[3] bradbatt
[3] tndistrict1

Top Words in Tweet in G8:
[9] lohplaces
[5] great
[5] brookingsmetro
[5] primer
[5] community
[5] ownership
[5] land
[5] hannamlove
[5] case
[5] study

Top Words in Tweet in G9:
[10] making
[10] easier
[10] more
[10] people
[10] live
[10] cities
[10] hugely
[10] positive
[10] climate
[10] effects

Top Words in Tweet in G10:
[12] project
[6] large
[6] #placemaking
[6] equity
[6] central
[6] focus
[6] brookingsmetro
[6] jvey1
[6] megwalker6
[6] fred_kent

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[126] adietomer,jwkane1
[121] jwkane1,jenny_schuetz
[121] jenny_schuetz,carolinergeorge
[96] advanced,modeling
[95] compared,older
[95] older,urban
[95] urban,cores
[94] modeling,consistently
[94] consistently,finds
[94] finds,higher

Top Word Pairs in Tweet in G1:
[121] adietomer,jwkane1
[119] jwkane1,jenny_schuetz
[119] jenny_schuetz,carolinergeorge
[94] advanced,modeling
[92] modeling,consistently
[92] consistently,finds
[92] finds,higher
[92] higher,ghg
[92] ghg,pollutant
[92] pollutant,intensity

Top Word Pairs in Tweet in G2:
[84] building,more
[84] more,housing
[84] housing,transit
[84] transit,rich
[84] rich,urban
[84] urban,areas
[84] areas,suburban
[84] suburban,sprawl
[84] sprawl,one
[84] one,simple

Top Word Pairs in Tweet in G3:
[28] small,business
[22] small,businesses
[16] racial,equity
[14] partnership,#sustainablecommunities
[13] covid,19
[13] business,owners
[12] joeparilla,sifan_liu
[12] local,leaders
[9] black,workers
[9] economic,growth

Top Word Pairs in Tweet in G4:
[2] summer,people
[2] lower,carbon
[2] carbon,footprint
[2] urban,areas
[2] climate,change
[2] suburbs,bad
[2] bad,climate
[2] climate,demolish
[2] demolish,suburbs

Top Word Pairs in Tweet in G5:
[5] good,news
[5] news,rural
[5] rural,america
[5] america,varuralcenter
[5] varuralcenter,virginiaeda
[5] virginiaeda,agforestryva
[5] agforestryva,brookingsmetro
[5] brookingsmetro,amy_liuw
[5] amy_liuw,markmuro1
[5] markmuro1,n_arnosti

Top Word Pairs in Tweet in G6:
[2] building,solar
[2] solar,farms
[2] farms,build
[2] build,middle
[2] middle,class
[2] class,sunrisemvmt
[2] sunrisemvmt,varshprakash
[2] varshprakash,leahstokes
[2] leahstokes,khayhoe
[2] khayhoe,doctorvive

Top Word Pairs in Tweet in G7:
[3] definitely,nashville
[3] nashville,specific
[3] specific,brookingsmetro
[3] brookingsmetro,yarbro
[3] yarbro,wilderjace
[3] wilderjace,mcminndems
[3] mcminndems,changetn_
[3] changetn_,bradbatt
[3] bradbatt,tndistrict1
[3] tndistrict1,amcotn

Top Word Pairs in Tweet in G8:
[5] great,brookingsmetro
[5] brookingsmetro,primer
[5] primer,community
[5] community,ownership
[5] ownership,land
[5] land,lohplaces
[5] lohplaces,hannamlove
[5] hannamlove,case
[5] case,study
[5] study,dtcrenshaw

Top Word Pairs in Tweet in G9:
[10] making,easier
[10] easier,more
[10] more,people
[10] people,live
[10] live,cities
[10] cities,hugely
[10] hugely,positive
[10] positive,climate
[10] climate,effects

Top Word Pairs in Tweet in G10:
[6] large,#placemaking
[6] #placemaking,project
[6] project,equity
[6] equity,central
[6] central,focus
[6] focus,brookingsmetro
[6] brookingsmetro,jvey1
[6] jvey1,project
[6] project,megwalker6
[6] megwalker6,fred_kent

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@adietomer
@jwkane1
@carolinergeorge
@jenny_schuetz
@brookingsmetro
@joeparilla
@andreperryedu
@lohplaces
@paminthedlewis
@bethosbornet4a

Top Mentioned in G1:
@adietomer
@carolinergeorge
@jwkane1
@jenny_schuetz
@brookingsmetro
@bethosbornet4a
@simsron
@dobrien_coop
@mzstrat
@weblawlib

Top Mentioned in G3:
@brookingsmetro
@joeparilla
@andreperryedu
@paminthedlewis
@adietomer
@sifan_liu
@lohplaces
@brookingsinst
@kebroady
@bethosbornet4a

Top Mentioned in G5:
@varuralcenter
@virginiaeda
@agforestryva
@brookingsmetro
@amy_liuw
@markmuro1
@n_arnosti
@anthonypipa
@andrewvandam
@dwayneyancey

Top Mentioned in G6:
@sunrisemvmt
@varshprakash
@leahstokes
@khayhoe
@doctorvive
@katearonoff
@aldatweets
@triofrancos
@evanlweber
@steelewheelz

Top Mentioned in G7:
@brookingsmetro
@yarbro
@wilderjace
@mcminndems
@changetn_
@bradbatt
@tndistrict1
@amcotn
@oliverbarry
@briancarniello

Top Mentioned in G8:
@lohplaces
@brookingsmetro
@hannamlove
@dtcrenshaw

Top Mentioned in G10:
@brookingsmetro
@jvey1
@megwalker6
@fred_kent
@pps_placemaking

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@gojira007x
@coopmike48
@bootleggirl
@robert_hove
@tkysk8r
@nytimesbusiness
@leutrimrexhaj
@ryanforsmyrna
@evan7257

Top Tweeters in G1:
@tkysk8r
@leutrimrexhaj
@davidcoleaia
@savannahstennis
@mtsw
@sharon_kuruvila
@andersstromgren
@simsron
@tylerdinucci
@jongeeting

Top Tweeters in G2:
@robert_hove
@ryanforsmyrna
@evan7257
@hudsonrivercroc
@andrewcmcgowan
@towittertoo
@cfn_ms
@natfan9
@merovingians
@bellwethersf

Top Tweeters in G3:
@chidambara09
@coopmike48
@nytimesbusiness
@mikestaresinic
@thesiliconhill
@downsynadvocacy
@brookingsinst
@sondracosgrove
@miles_k
@tutormentorteam

Top Tweeters in G4:
@stateofthecity
@danbrotherston
@jgoku18
@toddwalker__
@mtgillikin
@jakesauser
@davidsaulacosta
@sverrirbo
@laissezwhere
@samuelmaskell

Top Tweeters in G5:
@_cingraham
@justaskpeter
@japrovo
@virginiaeda
@rcapinc
@dwayneyancey
@n_arnosti
@anthonypipa
@varuralcenter
@deanwbarber

Top Tweeters in G6:
@danbuk4
@khayhoe
@doctorvive
@katearonoff
@evanlweber
@sunrisemvmt
@aldatweets
@leahstokes
@triofrancos
@gretathunberg

Top Tweeters in G7:
@oliverbarry
@tndp
@bradbatt
@yarbro
@briancarniello
@amcotn
@mcminndems
@hendrellremus
@changetn_
@wilderjace

Top Tweeters in G8:
@betsystansell
@gordonachaffin
@woroud
@vivalasunshinee
@anthonymbarr
@landpolicy
@lohplaces
@dtcrenshaw
@deuscigg
@catgoughnour

Top Tweeters in G9:
@frauwise
@opuszczony
@jamiemonck
@kelanotto
@dragonog666
@wertwhile
@mc_of_a
@shane_kr21
@koulahn
@oddeconomics

Top Tweeters in G10:
@nicolasmarier
@pps_placemaking
@lucybeercook
@ebkent
@josecarlosbmota
@fred_kent
@placemakingx
@jvey1
@sociallifeproj
@megwalker6


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