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#SoCapChat_CI OR #EconomicMobility Twitter NodeXL SNA Map and Report for Tuesday, 21 March 2023 at 2 (experimental version)
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From:
marc_smith
Uploaded on:
March 21, 2023
Short Description:
#SoCapChat_CI OR #EconomicMobility via NodeXL https://bit.ly/42mY5dc
@christenseninst
@juliaffreeland
@asa_impact
@jfftweets
@tutormentorteam
@kristidjohns
@searchinstitute
@mentorcollectiv
@mentornational
@dr_tnova

Top hashtags:
#socapchat_ci
#socialcapital

Description:
Description
The graph represents a network of 116 Twitter users whose recent tweets contained "#SoCapChat_CI OR #EconomicMobility", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 3/14/2023 3:22:22 PM and 3/21/2023 3:22:22 PM. The network was obtained from Twitter on Tuesday, 21 March 2023 at 22:22 UTC.

The tweets in the network were tweeted over the 1593-day, 1-hour, 22-minute period from Friday, 09 November 2018 at 20:22 UTC to Tuesday, 21 March 2023 at 21:44 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 116
Unique Edges : 120
Edges With Duplicates : 276
Total Edges : 396
Number of Edge Types : 8
Quote : 45
Replies to : 50
MentionsInReplyTo : 80
Tweet : 32
Retweet : 46
MentionsInRetweet : 72
Mentions : 50
MentionsInQuote : 21
Self-Loops : 74
Reciprocated Vertex Pair Ratio : 0.0419161676646707
Reciprocated Edge Ratio : 0.0804597701149425
Connected Components : 12
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 80
Maximum Edges in a Connected Component : 335
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.564874
Graph Density : 0.0130434782608696
Modularity : 0.357553
NodeXL Version : 1.0.1.510
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=291677
Data Import : The graph represents a network of 116 Twitter users whose recent tweets contained "#SoCapChat_CI OR #EconomicMobility", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 3/14/2023 3:22:22 PM and 3/21/2023 3:22:22 PM. The network was obtained from Twitter on Tuesday, 21 March 2023 at 22:22 UTC.

The tweets in the network were tweeted over the 1593-day, 1-hour, 22-minute period from Friday, 09 November 2018 at 20:22 UTC to Tuesday, 21 March 2023 at 21:44 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : #SoCapChat_CI OR #EconomicMobility
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:
[8] https://twitter.com/ChristensenInst/status/1638241575028527104
[7] https://twitter.com/ChristensenInst/status/1638243088572489728
[6] https://twitter.com/ChristensenInst/status/1638240083802464258
[6] https://twitter.com/ChristensenInst/status/1638244504103968769
[6] https://twitter.com/ChristensenInst/status/1638246010295316480
[6] https://twitter.com/ChristensenInst/status/1638239057351434243
[3] http://www.centernyc.org/reports-briefs/an-active-market-labor-policy-for-new-york-city-to-achieve-shared-prosperity
[2] https://www.mentoring.org/connect-focus-grow/
[2] https://www.generationhope.org/mentor
[2] https://info.jff.org/social-capital-framework

Top URLs in Tweet in G1:
[1] https://twitter.com/DrSheenaHoward/status/1631002596663066655
[1] https://docs.google.com/document/d/1HsoXGJ061o-YtV_1tn6nXPF_c1VUT2gTpRxEPq_4el4/edit
[1] https://twitter.com/ChristensenInst/status/1637876549163823106/photo/1
[1] https://www.christenseninstitute.org/blog/from-idea-to-action-5-strategies-to-build-students-relationships/
[1] https://twitter.com/ChristensenInst/status/1628047281143398401/photo/1
[1] https://francesperkinscenter.org/events/upswing/
[1] https://twitter.com/RobertDPutnam/status/1498731623239479297/photo/1
[1] https://twitter.com/sebkraemer/status/1636674878303617024/photo/1
[1] https://twitter.com/implausibleblog/status/1636481657707409408
[1] https://twitter.com/Keoni_DiFranco/status/1628227001042751488/photo/1

Top URLs in Tweet in G2:
[4] https://twitter.com/ChristensenInst/status/1638239057351434243
[4] https://twitter.com/ChristensenInst/status/1638243088572489728
[3] https://twitter.com/ChristensenInst/status/1638246010295316480
[3] https://twitter.com/ChristensenInst/status/1638244504103968769
[3] https://twitter.com/ChristensenInst/status/1638241575028527104
[3] https://twitter.com/ChristensenInst/status/1638240083802464258
[2] https://www.generationhope.org/mentor
[1] https://www.generationhope.org/policy-advocacy
[1] https://redirect.viglink.com?u=https%3A%2F%2Fus02web.zoom.us%2Fwebinar%2Fregister%2FWN_VxXzaZaAQP6_f4MkXr-FOQ&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[1] https://www.latoyawatson.com/

Top URLs in Tweet in G3:
[1] https://www.brookings.edu/essay/how-we-rise-how-social-networks-impact-economic-mobility-in-racine-wi-san-francisco-ca-and-washington-dc/
[1] https://twitter.com/ChristensenInst/status/1638241575028527104
[1] https://whoyouknow.org/measurement-report/
[1] https://www.mentoring.org/connect-focus-grow/
[1] https://whoyouknow.org/alumni-networks/
[1] https://twitter.com/ChristensenInst/status/1638246010295316480
[1] https://twitter.com/ChristensenInst/status/1638244504103968769
[1] https://twitter.com/ChristensenInst/status/1638240083802464258
[1] https://www.oecd.org/publications/career-conversations-15b83760-en.htm
[1] https://twitter.com/ChristensenInst/status/1638243088572489728

Top URLs in Tweet in G4:
[1] https://twitter.com/ChristensenInst/status/1638240083802464258
[1] https://www.prnewswire.com/news-releases/us-chamber-of-commerce-foundation-receives-1-5-million-grant-from-american-student-assistance-to-create-more-career-pathways-for-learners-and-workers-301763346.html
[1] https://twitter.com/ChristensenInst/status/1638239057351434243
[1] https://twitter.com/ChristensenInst/status/1638241575028527104
[1] https://twitter.com/ChristensenInst/status/1638243088572489728
[1] https://twitter.com/ChristensenInst/status/1638244504103968769

Top URLs in Tweet in G5:
[3] http://www.centernyc.org/reports-briefs/an-active-market-labor-policy-for-new-york-city-to-achieve-shared-prosperity

Top URLs in Tweet in G6:
[3] https://twitter.com/ChristensenInst/status/1638241575028527104
[2] https://info.jff.org/social-capital-framework
[2] https://twitter.com/ChristensenInst/status/1638246010295316480
[1] https://www.eventbrite.com/e/improving-economic-mobility-for-adult-learners-rfp-launch-tickets-560818642657?_hsmi=249396656&_hsenc=p2ANqtz-8oBBa0w6A6QsEC5NAsuHvBaTo391n8ncMn9Jc2OPhzKiZLlumDKHI0Td3Ek8S99pL5dffIHMupbSxgBpLjfC9WZZJf9g&utm_campaign=Improving%20Econimic%20Mobility%20for%20Adult%20learners&utm_content=241846593&utm_medium=social&utm_source=twitter&hss_channel=tw-32525034
[1] https://twitter.com/jfftweets/status/1636774403311648806/photo/1
[1] https://www.jff.org/points-of-view/who-you-know-matters-more-ever-covid-19-job-market/
[1] https://twitter.com/ChristensenInst/status/1638240083802464258
[1] http://jff.org/racialequity
[1] https://twitter.com/ChristensenInst/status/1638239057351434243
[1] https://twitter.com/ChristensenInst/status/1638244504103968769

Top URLs in Tweet in G7:
[1] https://twitter.com/NYWFP/status/1635706842109050903
[1] https://twitter.com/NYWFP/status/1635706842109050903/video/1

Top URLs in Tweet in G8:
[1] https://jkladvisors.ai/podcast?utm_content=242271101&utm_medium=social&utm_source=twitter&hss_channel=tw-1311887323
[1] https://twitter.com/SCFJobs/status/1638223946557300755/photo/1

Top URLs in Tweet in G9:
[1] https://actionempathways.salsalabs.org/fy24budgetadvocacy/index.html
[1] https://twitter.com/DisruptPoverty/status/1636457203153379336/photo/1

Top URLs in Tweet in G10:
[1] https://www.fayobserver.com/story/opinion/2023/03/15/fayetteville-state-leader-there-is-power-in-local-investment/70010253007/

Top Domains
Top Domains in Tweet in Entire Graph:
[70] twitter.com
[5] jff.org
[4] blogspot.com
[3] centernyc.org
[3] mentoring.org
[3] generationhope.org
[2] whoyouknow.org
[2] eventbrite.com
[2] searchinstitute.org
[1] francesperkinscenter.org

Top Domains in Tweet in G1:
[10] twitter.com
[1] google.com
[1] christenseninstitute.org
[1] francesperkinscenter.org
[1] jacentralontario.org
[1] stevensinitiative.org
[1] washingtonpost.com

Top Domains in Tweet in G2:
[30] twitter.com
[4] blogspot.com
[3] generationhope.org
[2] searchinstitute.org
[2] mentoring.org
[1] viglink.com
[1] latoyawatson.com
[1] tutormentorexchange.net
[1] ihmc.us
[1] socialcapital.org

Top Domains in Tweet in G3:
[5] twitter.com
[2] whoyouknow.org
[1] brookings.edu
[1] mentoring.org
[1] oecd.org

Top Domains in Tweet in G4:
[5] twitter.com
[1] prnewswire.com

Top Domains in Tweet in G5:
[3] centernyc.org

Top Domains in Tweet in G6:
[12] twitter.com
[5] jff.org
[2] eventbrite.com

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

Top Domains in Tweet in G8:
[1] jkladvisors.ai
[1] twitter.com

Top Domains in Tweet in G9:
[1] salsalabs.org
[1] twitter.com

Top Domains in Tweet in G10:
[1] fayobserver.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[121] socapchat_ci
[57] socialcapital
[57] economicmobility
[8] studentparents
[6] relationships
[5] tutor
[5] mentor
[4] mentoringamplifies
[4] chicago
[3] workforcedev



Top Hashtags in Tweet in G1:
[24] socapchat_ci
[23] socialcapital
[22] economicmobility
[6] relationships
[1] colombia
[1] worldclassconnection
[1] studentparents
[1] 2gen

Top Hashtags in Tweet in G2:
[57] socapchat_ci
[26] socialcapital
[19] economicmobility
[7] studentparents
[5] tutor
[5] mentor
[4] mentoringamplifies
[4] chicago
[3] highered
[2] mentorship

Top Hashtags in Tweet in G3:
[9] socapchat_ci
[3] socialcapital
[1] howwerise
[1] economic
[1] careerpathways
[1] workbasedlearning
[1] connectedfutures

Top Hashtags in Tweet in G4:
[16] socapchat_ci
[2] transformingsocialcapital

Top Hashtags in Tweet in G5:
[3] workforcedev
[3] higherwages
[3] economicmobility
[3] qualityjobsforall

Top Hashtags in Tweet in G6:
[15] socapchat_ci
[5] socialcapital
[2] adultlearners
[2] economicmobility
[2] rfplaunch
[2] postsec
[1] postsecondary
[1] employers
[1] students
[1] careerservices

Top Hashtags in Tweet in G7:
[1] economicmobility
[1] newdeal4cuny
[1] peoplesbudget

Top Hashtags in Tweet in G8:
[1] economicmobility

Top Hashtags in Tweet in G9:
[1] economicmobility
[1] basicneeds
[1] housing
[1] mapoli

Top Hashtags in Tweet in G10:
[2] economicmobility
[2] opportunity
[1] hbcuexcellence

Top Words
Top Words in Tweet in Entire Graph:
[121] #socapchat_ci
[57] #socialcapital
[57] #economicmobility
[52] christenseninst
[46] people
[41] social
[31] students
[30] capital
[29] chat
[28] need

Top Words in Tweet in G1:
[28] people
[25] christenseninst
[24] #socapchat_ci
[23] #socialcapital
[22] #economicmobility
[19] chat
[18] twitter
[17] discussing
[16] connecting
[16] 21

Top Words in Tweet in G2:
[57] #socapchat_ci
[26] #socialcapital
[19] christenseninst
[19] #economicmobility
[17] social
[15] work
[15] people
[15] students
[14] a3
[13] young

Top Words in Tweet in G3:
[9] #socapchat_ci
[7] networks
[6] need
[6] students
[5] schools
[3] q3
[3] #socialcapital
[3] more
[3] cont
[2] q4

Top Words in Tweet in G4:
[16] #socapchat_ci
[7] christenseninst
[5] social
[5] kids
[4] based
[4] learning
[4] way
[4] re
[4] work
[4] help

Top Words in Tweet in G5:
[3] need
[3] focuses
[3] nycetc_org
[3] brianlehrer
[3] centernyc
[3] #qualityjobsforall
[3] #higherwages
[3] wnyc
[3] path
[3] #economicmobility

Top Words in Tweet in G6:
[15] #socapchat_ci
[12] 30
[10] jff
[10] learners
[9] black
[6] please
[6] join
[6] 00
[6] thursday
[6] jobs

Top Words in Tweet in G7:
[8] cuny
[7] cmshahanahanif
[6] cuts
[6] low
[6] tired
[6] income
[6] brown
[6] budget
[6] sidelined
[6] black

Top Words in Tweet in G8:
[2] skills
[2] thank

Top Words in Tweet in G9:
[5] need
[4] reps
[4] season
[4] hear
[4] action
[4] fams
[4] ensure
[4] state
[4] means
[4] alert

Top Words in Tweet in G10:
[2] #opportunity
[2] uncfsu
[2] chancellor
[2] school
[2] invests
[2] shares
[2] ways
[2] darrelltallison
[2] #economicmobility
[2] locally

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[30] social,capital
[25] young,people
[24] #socialcapital,#economicmobility
[21] twitter,chat
[18] march,21
[18] discussing,#socialcapital
[16] chat,tue
[16] tue,march
[15] hi,christenseninst
[15] people,discussing

Top Word Pairs in Tweet in G1:
[18] #socialcapital,#economicmobility
[16] march,21
[16] twitter,chat
[16] tue,march
[16] chat,tue
[15] people,discussing
[15] connecting,people
[15] hashtag,#socapchat_ci
[15] christenseninst,connecting
[15] discussing,#socialcapital

Top Word Pairs in Tweet in G2:
[11] social,capital
[11] young,people
[10] #socapchat_ci,#economicmobility
[6] #socialcapital,#economicmobility
[5] #tutor,#mentor
[4] social,network
[4] a2,a3
[4] looking,forward
[4] #mentoringamplifies,#socapchat_ci
[4] child,care

Top Word Pairs in Tweet in G3:
[2] access,networks
[2] need,more
[2] ensure,students

Top Word Pairs in Tweet in G4:
[4] social,capital
[3] work,based
[2] capital,early
[2] kids,build
[2] focused,#transformingsocialcapital
[2] christenseninst,twitter
[2] based,learning
[2] march,21
[2] we've,found
[2] jobs,know

Top Word Pairs in Tweet in G5:
[3] report,focuses
[3] brianlehrer,wnyc
[3] #workforcedev,investment
[3] #qualityjobsforall,centernyc
[3] path,#higherwages
[3] wptiorg,nycetc_org
[3] focuses,need
[3] nycspeakeradams,report
[3] wnyc,nycspeakeradams
[3] need,#workforcedev

Top Word Pairs in Tweet in G6:
[7] black,learners
[6] thursday,march
[6] 30,00
[6] 00,learn
[6] march,30
[6] learners,workers
[6] 30,30
[6] join,jobs
[6] jobs,future
[6] future,jff

Top Word Pairs in Tweet in G7:
[6] brown,students
[6] black,brown
[6] cuny,budget
[6] students,sidelined
[6] income,black
[6] cmshahanahanif,tired
[6] tired,seeing
[6] cuts,low
[6] low,income
[6] seeing,cuny

Top Word Pairs in Tweet in G9:
[4] reps,ensure
[4] ensure,fams
[4] urge,reps
[4] action,alert
[4] alert,state
[4] legislators,need
[4] budget,season
[4] need,hear
[4] ma,means
[4] means,legislators

Top Word Pairs in Tweet in G10:
[2] chancellor,uncfsu
[2] ways,school
[2] uncfsu,shares
[2] invests,locally
[2] locally,#economicmobility
[2] #economicmobility,#opportunity
[2] shares,ways
[2] darrelltallison,chancellor
[2] school,invests

Top Replied-To
Top Replied-To in Entire Graph:
@christenseninst
@srussel10
@drsheenahoward
@robertdputnam
@0liviajulianna
@mollywin2
@darrelltallison
@anthonymannoecd
@sebkraemer
@amandamgoetz

Top Replied-To in G1:
@srussel10
@aspenascend
@aspeninstitute
@maceciliadedios
@jacentralon
@keoni_difranco
@julzkagwa
@dr_austinomondi
@amandamgoetz
@sebkraemer

Top Replied-To in G2:
@christenseninst
@mentorcollectiv
@kristidjohns
@dr_tnova
@imblazebpl
@oppinsights

Top Replied-To in G3:
@anthonymannoecd

Top Replied-To in G4:
@christenseninst
@bigpiclearning

Top Replied-To in G5:
@brianlehrer

Top Replied-To in G7:
@cmshahanahanif

Top Replied-To in G10:
@darrelltallison

Top Mentioned
Top Mentioned in Entire Graph:
@christenseninst
@jfftweets
@nature
@cmshahanahanif
@smiller17x
@achievethedream
@mentorcollectiv
@searchinstitute
@disruptpoverty
@juliaffreeland

Top Mentioned in G1:
@christenseninst
@nature
@pollytoynbee
@natlheadstart
@cctrustees
@washingtonpost
@stevensinit
@johnsudarsky
@esrc
@colciencias

Top Mentioned in G2:
@christenseninst
@jfftweets
@searchinstitute
@john_n_friedman
@nhendren82
@mentorcollectiv
@supportgenhope
@juliaffreeland
@udelaware
@dr_tnova

Top Mentioned in G3:
@brookingsinst
@camillebusette
@richardvreeves
@christenseninst
@mentornational
@coop_cx
@1brianlightfoot
@xavbriggs
@socialcapital01
@nxued

Top Mentioned in G4:
@bigpiclearning
@christenseninst
@app_learn
@mentornational
@skillsforri
@pathfulinc
@usccfoundation
@imblazebpl
@b_unbound_
@asa_impact

Top Mentioned in G5:
@wnyc
@nycspeakeradams
@centernyc
@wptiorg
@nycetc_org
@brianlehrer

Top Mentioned in G6:
@jfftweets
@achievethedream
@christenseninst

Top Mentioned in G7:
@cmshahanahanif
@smiller17x
@cunyrising

Top Mentioned in G8:
@jeffreylackey71
@markhoplamazian
@pamelatully1
@35dannyc

Top Mentioned in G9:
@disruptpoverty

Top Mentioned in G10:
@uncfsu
@fayobserver
@pedadvance
@darrelltallison

Top Tweeters
Top Tweeters in Entire Graph:
@washingtonpost
@notingshaw
@sebkraemer
@aboud_akasha
@grammasheri
@wnyc
@brookingsinst
@fayobserver
@lewis1jj
@nature

Top Tweeters in G1:
@washingtonpost
@sebkraemer
@aboud_akasha
@lewis1jj
@nature
@johnsudarsky
@aspeninstitute
@dennist30549999
@esrc
@drsheenahoward

Top Tweeters in G2:
@grammasheri
@tutormentorteam
@profb_sessions
@mentornational
@supportgenhope
@dshapmentor
@udelaware
@nodexl
@searchinstitute
@clxchange

Top Tweeters in G3:
@brookingsinst
@richardvreeves
@anthonymannoecd
@socialcapital01
@joinhandshake
@juliaffreeland
@peoplegroveco
@xavbriggs
@coop_cx
@nxued

Top Tweeters in G4:
@mjcraw
@usccfoundation
@pathfulinc
@bigpiclearning
@louise_roys
@asa_impact
@skillsforri
@app_learn
@b_unbound_
@imblazebpl

Top Tweeters in G5:
@wnyc
@brianlehrer
@nycetc_org
@centernyc
@nycspeakeradams
@wptiorg
@leslie_abbey
@vwestpayne

Top Tweeters in G6:
@unjobs_events
@jfftweets
@achievethedream
@dobregon
@hcmstrat
@skillriseorg
@avninahar

Top Tweeters in G7:
@notingshaw
@nywfp
@psc_cuny
@cmshahanahanif
@cunyrising
@smiller17x
@psccunybc

Top Tweeters in G8:
@scfjobs
@markhoplamazian
@35dannyc
@pamelatully1
@jeffreylackey71

Top Tweeters in G9:
@hffma
@disruptpoverty
@workforcesolgrp
@chelseasedani

Top Tweeters in G10:
@fayobserver
@uncfsu
@pedadvance
@darrelltallison


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