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#BlackInTheIvory_2021-01-27_00-16-11.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 27, 2021
Short Description:
#BlackInTheIvory via NodeXL https://bit.ly/3a2pC9y
@drocean24
@femtech_
@academicchatter
@siegenthalerlab
@thesocscientist
@phdgprotein86
@professorisin
@diverseissues
@quatr_us
@do_kinder

Top hashtags:
#blackintheivory
#blackinstem
#academictwitter
#academicchatter

Description:
Description
The graph represents a network of 666 Twitter users whose tweets in the requested range contained "#BlackInTheIvory", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 27 January 2021 at 08:17 UTC.

The requested start date was Wednesday, 27 January 2021 at 01:01 UTC and the maximum number of days (going backward) was 30.

The maximum number of tweets collected was 15,000.

The tweets in the network were tweeted over the 25-day, 10-hour, 58-minute period from Monday, 28 December 2020 at 05:45 UTC to Friday, 22 January 2021 at 16:43 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 : 666
Unique Edges : 492
Edges With Duplicates : 1001
Total Edges : 1493
Number of Edge Types : 5
Mentions : 232
Tweet : 93
Replies to : 31
Retweet : 446
MentionsInRetweet : 691
Self-Loops : 106
Reciprocated Vertex Pair Ratio : 0.0183374083129584
Reciprocated Edge Ratio : 0.0360144057623049
Connected Components : 82
Single-Vertex Connected Components : 30
Maximum Vertices in a Connected Component : 396
Maximum Edges in a Connected Component : 1061
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.754011
Graph Density : 0.00188082819661767
Modularity : 0.532706
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 666 Twitter users whose tweets in the requested range contained "#BlackInTheIvory", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 27 January 2021 at 08:17 UTC.

The requested start date was Wednesday, 27 January 2021 at 01:01 UTC and the maximum number of days (going backward) was 30.

The maximum number of tweets collected was 15,000.

The tweets in the network were tweeted over the 25-day, 10-hour, 58-minute period from Monday, 28 December 2020 at 05:45 UTC to Friday, 22 January 2021 at 16:43 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 : #BlackInTheIvory
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://careersearch.stanford.edu/jobs/life-science-research-professional-1-11038
[6] https://careersearch.stanford.edu/jobs/life-science-technician-1-11082
[6] https://hr.myu.umn.edu/psc/hrprd/?cmd=login&errorPg=ckreq&languageCd=ENG
[5] https://login.medscape.com/login/sso/getlogin?urlCache=aHR0cHM6Ly93d3cubWVkc2NhcGUuY29tL3NsaWRlc2hvdy9ibGFjay1waHlzaWNpYW4tSW5mbHVlbmNlcnMtNjAxMzQ1MD9zcmM9c29jX3R3X3NoYXJl&ac=401
[4] https://www.training.nih.gov/programs/sip
[4] https://propel.stanford.edu
[4] https://virtual.keystonesymposia.org/ks/pages/esymposia?utm_source=email&utm_medium=email-personal&utm_campaign=aware-diversity&utm_content=esymposia-11152020
[3] https://careersearch.stanford.edu/jobs/research-communities-manager-11163
[3] https://education.lbl.gov/internships/
[3] https://apply.interfolio.com/81030

Top URLs in Tweet in G1:
[3] https://twitter.com/CellMentor/status/1343548065370812416
[1] http://sites.gsu.edu/tflowers/2020/12/13/cfp-book-chapters-urban-education/#.YAW1XTiDKb4.twitter
[1] http://sites.gsu.edu/tflowers/2020/12/13/cfp-book-chapters-urban-education/#.X-0pu9hKjIU

Top URLs in Tweet in G2:
[8] https://careersearch.stanford.edu/jobs/life-science-research-professional-1-11038
[6] https://hr.myu.umn.edu/psc/hrprd/?cmd=login&errorPg=ckreq&languageCd=ENG
[6] https://careersearch.stanford.edu/jobs/life-science-technician-1-11082
[4] https://www.training.nih.gov/programs/sip
[4] https://virtual.keystonesymposia.org/ks/pages/esymposia?utm_source=email&utm_medium=email-personal&utm_campaign=aware-diversity&utm_content=esymposia-11152020
[4] https://propel.stanford.edu
[3] https://education.lbl.gov/internships/
[3] https://careersearch.stanford.edu/jobs/research-communities-manager-11163
[3] https://apply.interfolio.com/81030
[2] https://propel.stanford.edu/application-information/

Top URLs in Tweet in G3:
[1] https://twitter.com/academicchatter/status/1269684595173326848?s=21

Top URLs in Tweet in G4:
[3] http://drjeanettedavis.com/books/
[1] https://twitter.com/BlkInEngineerng/status/1344391705563377667
[1] https://docs.google.com/spreadsheets/d/1chSLhqclJbOEHrkk-0gEp_73bR54BepM133LJW2p54o/edit

Top URLs in Tweet in G5:
[2] https://twitter.com/outtherejch/status/1269959198374277123
[2] https://twitter.com/StudentsofKP/status/1348815679768514560
[1] https://twitter.com/outtherejch/status/1269789219259547649
[1] http://theprofessorisin.com/2020/06/09/translating-an-uprising-and-other-things-that-are-not-my-job-blm-guest-post/
[1] http://theprofessorisin.com/2020/06/30/higher-ed-is-unprepared-blm-guest-post/
[1] https://twitter.com/briannanholt/status/1349365397007437829
[1] https://theprofessorisin.com/2020/05/22/what-black-girls-do-when-impostor-syndrome-peeks-through-woc-guest-post/
[1] http://theprofessorisin.com/2020/06/17/5-anti-racist-practices-white-scholars-can-adopt-today-blm-guest-post/
[1] https://twitter.com/juneericudorie/status/1343720282821853185
[1] http://theprofessorisin.com/2020/06/18/person-trauma-on-the-tenure-track-blm/

Top URLs in Tweet in G6:
[2] https://www.melaninmed.com/
[1] https://twitter.com/nationalmedassn/status/1348270881102028802

Top URLs in Tweet in G7:
[1] https://news.mit.edu/2020/black-ivory-racism-academia-1208
[1] https://twitter.com/jjcolemanmd/status/1345178922967654400
[1] https://twitter.com/socratemp2/status/1346871178896531460
[1] https://twitter.com/drwilliamgarner/status/1341118335346503680
[1] https://twitter.com/KYT_ThatsME/status/1347182103071510528
[1] https://www.navcap.io/events
[1] https://twitter.com/ASNAmNat/status/1349034064364396544
[1] https://twitter.com/sandtggpe/status/1348738018631290881
[1] https://twitter.com/brittljohn/status/1349717308470665217
[1] https://twitter.com/DocDantzler/status/1349490901844951041

Top URLs in Tweet in G8:
[5] https://login.medscape.com/login/sso/getlogin?urlCache=aHR0cHM6Ly93d3cubWVkc2NhcGUuY29tL3NsaWRlc2hvdy9ibGFjay1waHlzaWNpYW4tSW5mbHVlbmNlcnMtNjAxMzQ1MD9zcmM9c29jX3R3X3NoYXJl&ac=401
[3] https://diverseeducation.com/article/200498/#.X_fGZ1wcBQg.twitter
[1] https://diverseeducation.com/article/200432/#.X_ex_8u-VbE.twitter

Top URLs in Tweet in G9:
[1] https://twitter.com/BrJDermatol/status/1351279802746105859
[1] https://onlinelibrary.wiley.com/doi/10.1111/bjd.19820?cookieSet=1

Top URLs in Tweet in G10:
[1] https://twitter.com/ApplewhiteDerek/status/1343574377627959296
[1] https://twitter.com/KafuiDzirasa/status/1276164280367415296
[1] https://twitter.com/IshmailSaboor/status/1347976312842018820
[1] https://twitter.com/IbrahimCisse_/status/1349232944825597954
[1] https://twitter.com/UNC_Biology/status/1349378038702632963
[1] https://twitter.com/CellPressNews/status/1344251915832537090

Top Domains
Top Domains in Tweet in Entire Graph:
[54] twitter.com
[23] stanford.edu
[6] umn.edu
[5] theprofessorisin.com
[5] medscape.com
[4] nih.gov
[4] keystonesymposia.org
[4] diverseeducation.com
[3] lbl.gov
[3] interfolio.com

Top Domains in Tweet in G1:
[3] twitter.com
[2] gsu.edu

Top Domains in Tweet in G2:
[23] stanford.edu
[6] umn.edu
[4] nih.gov
[4] keystonesymposia.org
[3] twitter.com
[3] lbl.gov
[3] interfolio.com
[2] google.com
[1] sciencenews.org
[1] intersectionssciencefellows.com

Top Domains in Tweet in G3:
[1] twitter.com

Top Domains in Tweet in G4:
[3] drjeanettedavis.com
[1] twitter.com
[1] google.com

Top Domains in Tweet in G5:
[7] twitter.com
[5] theprofessorisin.com

Top Domains in Tweet in G6:
[2] melaninmed.com
[1] twitter.com

Top Domains in Tweet in G7:
[10] twitter.com
[1] mit.edu
[1] navcap.io
[1] bhallalab.com
[1] universityaffairs.ca
[1] harvard.edu

Top Domains in Tweet in G8:
[5] medscape.com
[4] diverseeducation.com

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

Top Domains in Tweet in G10:
[6] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[261] blackintheivory
[51] blackinstem
[34] academictwitter
[31] academicchatter
[31] academicjobs
[29] womeninstem
[27] blacklivesmatter
[26] science
[24] researchjobs
[24] phd



Top Hashtags in Tweet in G1:
[8] blackintheivory
[6] academictwitter
[4] urbaneducation
[3] blackinstem
[1] blacktwitter
[1] blacklivesmatter
[1] sciencetwitter
[1] scicomm
[1] academicchatter
[1] academia

Top Hashtags in Tweet in G2:
[32] blackintheivory
[30] academicjobs
[23] researchjobs
[22] sciencejobs
[20] womeninstem
[19] blackinstem
[19] phdchat
[18] phd
[17] academicchatter
[15] stem

Top Hashtags in Tweet in G3:
[1] blackinacademia
[1] blackinstem
[1] blackintheivory
[1] academicchatter
[1] universities
[1] ukuniversity
[1] professors

Top Hashtags in Tweet in G4:
[23] science
[23] representation
[12] blackintheivory
[8] blackinmarinescience
[7] blackinstem
[3] womeninstem
[2] scienceisback
[2] bestselling
[2] book
[1] blackgirlssciencetoo

Top Hashtags in Tweet in G5:
[24] blackintheivory
[6] academictwitter
[4] blm
[2] pa
[2] personalassistant
[2] academicchatter
[1] blackinphysics
[1] blackinstem
[1] womeninstem
[1] academic

Top Hashtags in Tweet in G6:
[8] blackintheivory
[7] covid19
[7] covidvaccine
[3] medtwitter
[3] blackmedtwitter
[2] blackoncampus
[2] blm
[1] racisminmedicine
[1] blackafinstem
[1] blacklivesmatter

Top Hashtags in Tweet in G7:
[31] blackintheivory
[6] blackinstem
[3] blacklivesmatter
[3] blackexcellence
[3] medtwitter
[3] highered
[3] academicchatter
[3] blacktwitter
[2] academictwitter
[2] blackandstem

Top Hashtags in Tweet in G8:
[5] followall
[5] blackmeninmedicine
[4] faculty
[3] blackintheivory
[1] highered
[1] diversity
[1] garunoff
[1] blackwomeninmedicine

Top Hashtags in Tweet in G9:
[2] blackintheivory
[1] dermtwitter

Top Hashtags in Tweet in G10:
[9] blackintheivory
[8] representationmatters
[6] blacklivesmatter
[1] blackandstem
[1] blackinstem

Top Words
Top Words in Tweet in Entire Graph:
[261] #blackintheivory
[200] list
[197] black
[120] thank
[114] excited
[101] scientists
[97] help
[92] phdgprotein86
[91] announce
[91] 1000

Top Words in Tweet in G1:
[176] list
[93] thank
[90] black
[89] scientists
[89] phdgprotein86
[88] excited
[88] announce
[88] 1000
[88] commofscholars
[88] help

Top Words in Tweet in G2:
[46] academicequity
[43] apply
[36] science
[34] thesocscientist
[33] one
[32] #blackintheivory
[28] #academicjobs
[26] check
[23] stanford
[23] #researchjobs

Top Words in Tweet in G3:
[3] brenmccarthy13
[3] truthsayerodet1
[3] proftimnoakes
[3] criminotweet
[3] reneebleau
[3] dbetteracademia
[3] suzanne_garrett
[3] braincures
[2] do_kinder
[2] black

Top Words in Tweet in G4:
[32] drocean24
[24] book
[23] struggled
[23] growing
[23] loving
[23] #science
[23] seeing
[23] #representation
[23] wrote
[23] empower

Top Words in Tweet in G5:
[27] thread
[24] #blackintheivory
[22] white
[14] scholars
[13] black
[10] professorisin
[9] racist
[9] important
[9] academic
[9] friend

Top Words in Tweet in G6:
[26] surgeon
[17] iâ
[13] hi
[13] orthopedic
[13] friend
[13] dineemd
[13] transplant
[13] both
[13] operating
[13] today

Top Words in Tweet in G7:
[31] #blackintheivory
[6] #blackinstem
[5] ƒðÿ
[4] white
[4] black
[3] #blacklivesmatter
[3] #blackexcellence
[3] being
[3] #medtwitter
[3] #highered

Top Words in Tweet in G8:
[9] black
[5] diverseissues
[5] battle
[5] faculty
[5] down
[5] #followall
[5] 20
[5] top
[5] physician
[5] social

Top Words in Tweet in G9:
[27] perspective
[27] piece
[25] brjdermatol
[21] highlight
[21] powerful
[21] nwanneoma
[21] ngonadi
[21] published
[21] yesterday
[21] please

Top Words in Tweet in G10:
[15] thank
[14] one
[14] highlights
[14] 2020
[14] sharing
[14] voice
[14] having
[14] heard
[14] cellcellpress
[13] armstrongflylab

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[93] black,scientists
[92] list,thank
[91] excited,announce
[91] announce,1000
[91] 1000,black
[91] scientists,list
[91] thank,commofscholars
[91] commofscholars,help
[91] help,assembling
[91] assembling,list

Top Word Pairs in Tweet in G1:
[89] black,scientists
[89] list,thank
[88] excited,announce
[88] announce,1000
[88] 1000,black
[88] scientists,list
[88] thank,commofscholars
[88] commofscholars,help
[88] help,assembling
[88] assembling,list

Top Word Pairs in Tweet in G2:
[22] apply,#academicjobs
[21] #sciencejobs,#researchjobs
[18] #academicjobs,#sciencejobs
[17] stanford,apply
[16] #academicchatter,#blackintheivory
[15] getting,excited
[15] excited,first
[15] first,intersections
[15] intersections,science
[15] science,symposium

Top Word Pairs in Tweet in G3:
[3] brenmccarthy13,truthsayerodet1
[3] truthsayerodet1,proftimnoakes
[3] proftimnoakes,criminotweet
[3] criminotweet,reneebleau
[3] reneebleau,dbetteracademia
[3] dbetteracademia,suzanne_garrett
[3] suzanne_garrett,braincures
[2] do_kinder,brenmccarthy13

Top Word Pairs in Tweet in G4:
[23] struggled,growing
[23] growing,loving
[23] loving,#science
[23] #science,seeing
[23] seeing,#representation
[23] #representation,wrote
[23] wrote,book
[23] book,empower
[23] empower,next
[23] next,generation

Top Word Pairs in Tweet in G5:
[14] white,scholars
[9] important,thread
[9] thread,black
[9] black,academic
[9] academic,friend
[9] friend,teacher
[9] teacher,around
[9] around,read
[9] read,thread
[8] thread,#blackintheivory

Top Word Pairs in Tweet in G6:
[13] orthopedic,surgeon
[13] surgeon,friend
[13] friend,dineemd
[13] dineemd,transplant
[13] transplant,surgeon
[13] surgeon,both
[13] both,operating
[13] operating,today
[12] lindasuleimanmd,hi
[11] hi,iâ

Top Word Pairs in Tweet in G7:
[3] #blackintheivory,#blackinstem
[3] ƒðÿ,ƒðÿ
[2] #blackinstem,#blackintheivory
[2] #blackinstem,#lgbtinstem
[2] #lgbtinstem,#latinxinstem
[2] #latinxinstem,#womeninstem
[2] #blacktwitter,#blackintheivory
[2] #blackintheivory,#academicchatter
[2] #medtwitter,#blackintheivory

Top Word Pairs in Tweet in G8:
[5] #followall,20
[5] 20,top
[5] top,black
[5] black,physician
[5] physician,social
[5] social,media
[5] media,influencers
[5] influencers,#blackmeninmedicine
[4] replay,fight
[4] fight,tenure

Top Word Pairs in Tweet in G9:
[27] perspective,piece
[21] highlight,powerful
[21] powerful,perspective
[21] piece,nwanneoma
[21] nwanneoma,ngonadi
[21] ngonadi,published
[21] published,yesterday
[21] yesterday,please
[21] please,read
[21] read,words

Top Word Pairs in Tweet in G10:
[14] one,highlights
[14] highlights,2020
[14] 2020,sharing
[14] sharing,voice
[14] voice,having
[14] having,heard
[14] heard,thank
[14] thank,cellcellpress
[13] armstrongflylab,one
[13] cellcellpress,opportu

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@phdgprotein86
@commofscholars
@academicequity
@drocean24
@thesocscientist
@brjdermatol
@stanford
@phdinafrica
@cellcellpress
@armstrongflylab

Top Mentioned in G1:
@phdgprotein86
@commofscholars
@prof_flowers
@labpallas
@cellmentor
@cellcellpress

Top Mentioned in G2:
@academicequity
@thesocscientist
@stanford
@blackafinstem
@portland_state
@umnmedschool
@udemischa
@nih
@blackinneuro
@blackinscicomm

Top Mentioned in G3:
@truthsayerodet1
@proftimnoakes
@criminotweet
@reneebleau
@dbetteracademia
@suzanne_garrett
@braincures
@do_kinder
@mar

Top Mentioned in G4:
@drocean24
@cnidarians_rock
@phdgprotein86
@commofscholars
@blackinmarsci
@official_bweems

Top Mentioned in G5:
@professorisin
@outtherejch
@isikercanz
@mariuskothor
@academicchatter
@astronoir__
@thesocscientist
@leahncrowder
@blkgradmentors
@dukeu

Top Mentioned in G6:
@dineemd
@lindasuleimanmd
@kizzyphd
@drayanajordan
@ayshakhoury
@snma
@bmj_latest
@dkcchatman
@shimondcohen
@writesolution

Top Mentioned in G8:
@diverseissues
@paulharris917
@sharonnehayes
@jamalericwatson
@reverendwarnock
@jonossoff
@thebjd
@nyuhistory
@uchi_uconn
@drquinncapers4

Top Mentioned in G9:
@brjdermatol

Top Mentioned in G10:
@cellcellpress
@armstrongflylab
@unc
@unccollege
@unc_biology
@peiferlabunc
@phdgprotein86
@commofscholars

Top Tweeters
Top Tweeters in Entire Graph:
@dichristine
@threadreaderapp
@chidambara09
@kat4obama
@femtech_
@cipherequality
@eraser
@jeannie_hartley
@viralvideovlogs
@indascorner

Top Tweeters in G1:
@cipherequality
@jeannie_hartley
@bibmomma3
@mchammer
@scicommbot
@acidheist
@landis_lain
@brilliantblkgrl
@kbjurgens
@biggmarv

Top Tweeters in G2:
@kat4obama
@femtech_
@viralvideovlogs
@bg_grace
@carolicen
@diversityup
@oliverwyman
@drjkhokhar
@berkeleylab
@riceuniversity

Top Tweeters in G3:
@hrw
@proftimnoakes
@reddit
@marikasboros
@truthsayerodet1
@jeremyfarrar
@phdforum
@criminotweet
@wellcometrust
@mimsdavies

Top Tweeters in G4:
@juliebhunt
@revagsl
@epidatageek
@stem_nastics
@birder_katie
@kagomehime369
@subsurface_life
@natloceanpolicy
@beththeblerd
@s_verrill

Top Tweeters in G5:
@academicchatter
@tiredinor4now
@udadisi
@storytellershaw
@ehekkala
@worldlibraries
@lizziebillingt1
@dukeu
@professorisin
@temasdepaz

Top Tweeters in G6:
@ubudoc
@_mkathryn
@bmj_latest
@abbywuim
@ano23390260
@dana64769765
@uche_blackstock
@drayanajordan
@blakegirardot
@rebeccamuhle

Top Tweeters in G7:
@fsmith827
@lnbel
@madprofessah
@angryhacademic
@russpoulin
@tweezythyme
@cim_holt
@nicholasetrick
@drronnesia
@drwjv3phd

Top Tweeters in G8:
@drfna
@ehinesphd
@chasetmanderson
@quatr_us
@danbureau
@diverseissues
@migsrunner
@rheaboydmd
@drquinncapers4
@sharonnehayes

Top Tweeters in G9:
@txpts777
@miss_ashg
@brichristophers
@jonnygucks
@asmeofficial
@misharosenbach
@brjdermatol
@adaezzzzze
@clecarosc
@yovanyservin

Top Tweeters in G10:
@peiferlabunc
@unc
@black_students
@blackandstem
@unccollege
@amyshaubmaddox
@cellcellpress
@rrbehringer
@rkuruvi1
@drsalinaslab


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