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#BlackInTheIvory_2021-09-25_00-36-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 25, 2021
Short Description:
#BlackInTheIvory via NodeXL https://bit.ly/39HiUG0
@do_kinder
@braincures
@b0tsci
@blackintheivory
@drfuraha_asani
@ukri_news
@smokinscientist
@biophyskrys
@thesocscientist
@professorisin

Top hashtags:
#blackintheivory
#academictwitter
#blackinstem
#academicchatter

Description:
Description
The graph represents a network of 552 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 Saturday, 25 September 2021 at 07:36 UTC.

The requested start date was Saturday, 25 September 2021 at 00:01 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 29-day, 0-hour, 44-minute period from Thursday, 26 August 2021 at 11:11 UTC to Friday, 24 September 2021 at 11:56 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 : 552
Unique Edges : 423
Edges With Duplicates : 1230
Total Edges : 1653
Number of Edge Types : 5
Retweet : 271
MentionsInRetweet : 868
Mentions : 428
Replies to : 16
Tweet : 70
Self-Loops : 94
Reciprocated Vertex Pair Ratio : 0.0077720207253886
Reciprocated Edge Ratio : 0.0154241645244216
Connected Components : 43
Single-Vertex Connected Components : 8
Maximum Vertices in a Connected Component : 390
Maximum Edges in a Connected Component : 1373
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.233364
Graph Density : 0.00255793156053552
Modularity : 0.370867
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 552 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 Saturday, 25 September 2021 at 07:36 UTC.

The requested start date was Saturday, 25 September 2021 at 00:01 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 29-day, 0-hour, 44-minute period from Thursday, 26 August 2021 at 11:11 UTC to Friday, 24 September 2021 at 11:56 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:
[3] http://crosstalk.cell.com/blog/3-hanna-gray-fellows-offer-advice-for-early-career-scientists-applying-to-hhmi-programs
[3] https://amp.cnn.com/cnn/2021/08/26/opinions/the-chair-sandra-oh-netflix-protagonist-mitchell/index.html
[2] https://twitter.com/almjr80/status/1440335222202007559
[2] https://redirect.viglink.com?u=https%3A%2F%2Fopen.spotify.com%2Fepisode%2F3p7uOtpWpR7PY2NYH2QHyw%3Fsi%3Da4862f86ebda4551&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[2] https://blackintheivory.net/
[1] https://www.health.harvard.edu/blog/racism-discrimination-health-care-providers-patients-2017011611015
[1] https://twitter.com/hhminews/status/1440979452557725699
[1] https://twitter.com/academicchatter/status/1269684595173326848?s=21
[1] https://www.theguardian.com/world/2019/oct/23/universities-failing-to-address-thousands-of-racist-incidents
[1] https://www.theguardian.com/education/2020/jul/28/uks-white-female-academics-are-being-privileged-above-women-and-men-of-colour

Top URLs in Tweet in G1:
[1] https://www.theguardian.com/education/2020/jul/28/uks-white-female-academics-are-being-privileged-above-women-and-men-of-colour
[1] https://www.researchprofessionalnews.com/rr-news-uk-research-councils-2020-12-ukri-ethnicity-data-reveals-lack-of-funded-black-academics/
[1] https://twitter.com/braincures/status/1418672333284384773
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-00759-1

Top URLs in Tweet in G2:
[1] https://www.theguardian.com/education/2019/jul/10/racism-in-uk-universities-is-blocking-bame-academics-from-the-top
[1] https://www.theguardian.com/world/2019/oct/23/universities-failing-to-address-thousands-of-racist-incidents
[1] https://twitter.com/academicchatter/status/1269684595173326848?s=21
[1] https://twitter.com/ADHD_Marie/status/1432376149703806982

Top URLs in Tweet in G3:
[1] https://twitter.com/hhminews/status/1440979452557725699
[1] https://twitter.com/almjr80/status/1440335222202007559
[1] https://twitter.com/i/moments/1270675743329181696
[1] http://crosstalk.cell.com/blog/3-hanna-gray-fellows-offer-advice-for-early-career-scientists-applying-to-hhmi-programs

Top URLs in Tweet in G4:
[1] https://www.researchprofessionalnews.com/rr-news-uk-views-of-the-uk-2020-8-knowledge-is-power-an-open-letter-to-ukri/

Top URLs in Tweet in G5:
[2] https://blackintheivory.net/
[1] https://twitter.com/cserran1/status/1440349309514358792

Top URLs in Tweet in G7:
[3] https://amp.cnn.com/cnn/2021/08/26/opinions/the-chair-sandra-oh-netflix-protagonist-mitchell/index.html
[1] https://www.health.harvard.edu/blog/racism-discrimination-health-care-providers-patients-2017011611015
[1] https://twitter.com/docmosho/status/1437240650810941443

Top URLs in Tweet in G8:
[2] http://crosstalk.cell.com/blog/3-hanna-gray-fellows-offer-advice-for-early-career-scientists-applying-to-hhmi-programs
[1] https://www.intersectionssciencefellows.com/

Top URLs in Tweet in G9:
[1] https://twitter.com/jenheemstra/status/1440273824478494721
[1] https://twitter.com/almjr80/status/1440335222202007559
[1] https://twitter.com/clcaterine/status/1441015933758283777
[1] https://twitter.com/phavored_phd/status/1430976851883745282

Top URLs in Tweet in G10:
[1] https://www.azcentral.com/story/news/local/arizona-education/2021/08/26/asu-professor-nicholas-alozie-wins-jury-verdict-against-university-retaliation/8251561002/
[1] http://theprofessorisin.com/2020/08/21/mfa-racism-blm/
[1] https://theprofessorisin.com/2020/07/16/institutions-protect-racists-blm/
[1] https://theprofessorisin.com/2020/07/08/unapologetic-blackness-blm/
[1] http://theprofessorisin.com/2020/06/18/person-trauma-on-the-tenure-track-blm/
[1] https://theprofessorisin.com/podcast/episode-2-9-black-and-in-grad-school-interview-with-allante-whitmore/
[1] https://theprofessorisin.com/2021/03/12/someone-who-speaks-my-language-blm-guest-post/

Top Domains
Top Domains in Tweet in Entire Graph:
[27] twitter.com
[6] theprofessorisin.com
[3] cell.com
[3] theguardian.com
[3] cnn.com
[2] researchprofessionalnews.com
[2] youtube.com
[2] viglink.com
[2] blackintheivory.net
[1] harvard.edu

Top Domains in Tweet in G1:
[1] theguardian.com
[1] researchprofessionalnews.com
[1] twitter.com
[1] nature.com

Top Domains in Tweet in G2:
[2] theguardian.com
[2] twitter.com

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

Top Domains in Tweet in G4:
[1] researchprofessionalnews.com

Top Domains in Tweet in G5:
[2] blackintheivory.net
[1] twitter.com

Top Domains in Tweet in G7:
[3] cnn.com
[1] harvard.edu
[1] twitter.com

Top Domains in Tweet in G8:
[2] cell.com
[1] intersectionssciencefellows.com

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

Top Domains in Tweet in G10:
[6] theprofessorisin.com
[1] azcentral.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[164] blackintheivory
[33] academictwitter
[26] blackinstem
[21] academicchatter
[19] blackademia
[15] womeninstem
[13] phdvoice
[13] blackinchem
[13] blackandstem
[12] phdlife



Top Hashtags in Tweet in G1:
[5] blackintheivory
[2] womeninstem
[2] bameinstem
[2] blackinstem
[2] blacklivesmatter
[2] shutdownstem
[2] racism
[1] highereducation
[1] policymaking
[1] sdg5

Top Hashtags in Tweet in G2:
[6] blackintheivory
[4] strike4blacklives
[3] academicchatter
[2] shutdownstem
[2] blackinstem
[2] phdlife
[2] disabledinacademia
[2] neisvoid
[1] shutdownacademia
[1] blacklivesmatter

Top Hashtags in Tweet in G3:
[9] womeninstem
[9] blackintheivory
[5] blackinstem
[4] hbcu
[3] hbcustem
[3] blackinchem
[3] alphaphialpha
[2] isfs2021
[2] biomedical
[2] lifesciences

Top Hashtags in Tweet in G4:
[3] blackintheivory
[2] strike4blacklives
[2] shutdownstem
[1] blackinacademia

Top Hashtags in Tweet in G5:
[17] blackintheivory
[10] blackandstem
[10] blackinchem
[9] firstgen
[9] blackinbiophysics
[4] hhmigilliam
[3] academictwitter
[3] black
[3] tenure
[3] professor

Top Hashtags in Tweet in G6:
[1] blackgirlmagic
[1] medtwitter
[1] meded
[1] blackintheivory

Top Hashtags in Tweet in G7:
[4] blackintheivory
[1] leadership
[1] include
[1] drsusanmoore

Top Hashtags in Tweet in G8:
[5] blackintheivory
[4] academicchatter
[4] womeninstem
[4] womeninscience
[3] academictwitter
[3] isfs2021
[3] biomedical
[3] lifesciences
[2] blackinstem
[2] blackinscience

Top Hashtags in Tweet in G9:
[17] blackintheivory
[15] academictwitter
[12] phdvoice
[11] phd
[9] blackinstem
[9] phdstudent
[9] phdlife
[6] kosphd
[6] phdchat
[6] academicchatter

Top Hashtags in Tweet in G10:
[7] blackintheivory
[5] academictwitter
[3] blm
[1] academicchatter

Top Words
Top Words in Tweet in Entire Graph:
[164] #blackintheivory
[73] black
[62] braincures
[58] threads
[54] jeremyfarrar
[37] wellcometrust
[37] universitiesuk
[35] ucu
[34] still
[34] wb_uk

Top Words in Tweet in G1:
[19] jeremyfarrar
[17] braincures
[11] ukri_ceo
[11] universitiesuk
[11] ucu
[11] wellcometrust
[10] wb_uk
[10] whistleuk
[10] awhistleblowing
[10] universityappg

Top Words in Tweet in G2:
[17] braincures
[9] jeremyfarrar
[8] do_kinder
[7] black
[7] universitiesuk
[6] suzanne_garrett
[6] #blackintheivory
[6] wellcometrust
[5] ukri_ceo
[5] wb_uk

Top Words in Tweet in G3:
[28] braincures
[26] jeremyfarrar
[20] wellcometrust
[19] universitiesuk
[19] wb_uk
[19] whistleuk
[19] awhistleblowing
[19] universityappg
[19] appgstudents
[19] ucu

Top Words in Tweet in G4:
[58] threads
[29] making
[29] upon
[29] situation
[29] exhausted
[29] still
[29] waiting
[28] drfuraha_asani
[27] ukri_new
[10] support

Top Words in Tweet in G5:
[19] biophyskrys
[17] #blackintheivory
[13] national
[12] official
[12] term
[12] letter
[12] committee
[12] crystallography
[12] usnccryst
[12] super

Top Words in Tweet in G6:
[26] guess
[26] published
[26] washington
[26] shared
[26] story
[26] world
[26] hear
[26] link
[25] drandriatatem
[25] comment

Top Words in Tweet in G7:
[4] #blackintheivory
[3] profkori
[3] keeps
[3] gracing
[3] powerful
[3] prose
[3] speaking
[3] truth
[3] power
[3] article

Top Words in Tweet in G8:
[5] #blackintheivory
[4] #academicchatter
[4] #womeninstem
[4] #womeninscience
[4] thesocscientist
[3] #academictwitter
[3] applications
[3] #isfs2021
[3] due
[3] tomorrow

Top Words in Tweet in G9:
[17] #blackintheivory
[15] #academictwitter
[15] one
[14] phavored_phd
[13] #phd
[12] #phdvoice
[9] #blackinstem
[9] week
[9] #phdstudent
[9] #phdlife

Top Words in Tweet in G10:
[7] #blackintheivory
[5] #academictwitter
[4] important
[4] professorisin
[3] asu
[3] #blm
[3] white
[3] supremacy
[3] lifeblood
[3] academia

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[34] universitiesuk,wb_uk
[34] wb_uk,whistleuk
[34] whistleuk,awhistleblowing
[34] awhistleblowing,universityappg
[34] universityappg,appgstudents
[34] appgstudents,ucu
[34] ucu,jeremyfarrar
[34] jeremyfarrar,wellcometrust
[33] braincures,universitiesuk
[33] wellcometrust,ukri_ce

Top Word Pairs in Tweet in G1:
[10] universitiesuk,wb_uk
[10] wb_uk,whistleuk
[10] whistleuk,awhistleblowing
[10] awhistleblowing,universityappg
[10] universityappg,appgstudents
[10] appgstudents,ucu
[10] ucu,jeremyfarrar
[10] jeremyfarrar,wellcometrust
[9] jeremyfarrar,michelle_cruk
[9] michelle_cruk,ukri_ceo

Top Word Pairs in Tweet in G2:
[5] braincures,universitiesuk
[5] universitiesuk,wb_uk
[5] wb_uk,whistleuk
[5] whistleuk,awhistleblowing
[5] awhistleblowing,universityappg
[5] universityappg,appgstudents
[5] appgstudents,ucu
[5] ucu,jeremyfarrar
[5] jeremyfarrar,wellcometrust
[5] wellcometrust,ukri_ce

Top Word Pairs in Tweet in G3:
[19] braincures,universitiesuk
[19] universitiesuk,wb_uk
[19] wb_uk,whistleuk
[19] whistleuk,awhistleblowing
[19] awhistleblowing,universityappg
[19] universityappg,appgstudents
[19] appgstudents,ucu
[19] ucu,jeremyfarrar
[19] jeremyfarrar,wellcometrust
[19] wellcometrust,ukri_ce

Top Word Pairs in Tweet in G4:
[29] making,threads
[29] threads,upon
[29] upon,threads
[29] threads,situation
[29] situation,exhausted
[29] exhausted,still
[29] still,waiting
[28] drfuraha_asani,making
[27] waiting,ukri_new
[8] re,collective

Top Word Pairs in Tweet in G5:
[12] official,term
[12] term,letter
[12] letter,national
[12] national,committee
[12] committee,crystallography
[12] crystallography,usnccryst
[12] usnccryst,super
[12] super,excited
[11] biophyskrys,official
[9] #firstgen,#blackandstem

Top Word Pairs in Tweet in G6:
[26] guess,published
[26] published,washington
[26] washington,shared
[26] shared,story
[26] story,world
[26] world,hear
[26] hear,link
[25] drandriatatem,guess
[25] link,comment

Top Word Pairs in Tweet in G7:
[3] profkori,keeps
[3] keeps,gracing
[3] gracing,powerful
[3] powerful,prose
[3] prose,speaking
[3] speaking,truth
[3] truth,power
[3] power,article
[2] finished,netflix
[2] netflix,series

Top Word Pairs in Tweet in G8:
[3] #academictwitter,#academicchatter
[3] applications,#isfs2021
[3] #isfs2021,due
[3] due,tomorrow
[3] tomorrow,looking
[3] looking,postdocs
[3] postdocs,#biomedical
[3] #biomedical,#lifesciences
[2] hanna,gray
[2] gray,fellows

Top Word Pairs in Tweet in G9:
[9] #phd,#phdvoice
[8] happy,friday
[8] #academictwitter,#phdlife
[7] friday,one
[7] one,goals
[7] goals,semester
[7] semester,end
[7] end,workdays
[7] workdays,30p
[7] 30p,one

Top Word Pairs in Tweet in G10:
[3] white,supremacy
[3] supremacy,lifeblood
[3] lifeblood,academia
[3] academia,re
[3] re,sharing
[3] sharing,important
[3] important,last
[3] last,july
[3] july,carolyn
[3] carolyn,davis

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@braincures
@jeremyfarrar
@wellcometrust
@universitiesuk
@ucu
@wb_uk
@whistleuk
@awhistleblowing
@universityappg
@appgstudents

Top Mentioned in G1:
@braincures
@jeremyfarrar
@ukri_ceo
@ucu
@wellcometrust
@universitiesuk
@wb_uk
@whistleuk
@awhistleblowing
@universityappg

Top Mentioned in G2:
@braincures
@jeremyfarrar
@do_kinder
@universitiesuk
@suzanne_garrett
@wellcometrust
@ukri_ceo
@wb_uk
@whistleuk
@awhistleblowing

Top Mentioned in G3:
@braincures
@jeremyfarrar
@wellcometrust
@universitiesuk
@wb_uk
@whistleuk
@awhistleblowing
@universityappg
@appgstudents
@ucu

Top Mentioned in G4:
@drfuraha_asani
@acrc_uk
@ukri_news
@entopoc

Top Mentioned in G5:
@biophyskrys
@usnccryst
@sunshinemenezes
@keyofnight
@drchandraford
@dnlee5
@professorisin
@phdgprotein86
@blackintheivory

Top Mentioned in G6:
@drandriatatem

Top Mentioned in G7:
@ayshakhoury
@oni_blackstock
@drv_neomd
@profkori
@ushamcfarling
@qaalihussein1
@namd4kids
@chasetmanderson
@dromolara
@uche_blackstock

Top Mentioned in G8:
@thesocscientist
@blackafinstem
@hhminews
@channyskye
@djuanfarmer1
@cellsignal
@blackinneuro
@blackintheivory
@blackandstem
@blackwomenstem

Top Mentioned in G9:
@phavored_phd
@smokinscientist
@braveenk

Top Mentioned in G10:
@professorisin
@academicchatter
@asu
@alisteinbach
@azcentral
@anandumu
@blkingradschool
@herstunwild

Top Tweeters
Top Tweeters in Entire Graph:
@femtech_
@independent
@rosenchild
@brontyman
@guardian
@profsunnysingh
@googleexpertuk
@jfsebastian146
@marting8177
@womencodersbot

Top Tweeters in G1:
@independent
@rosenchild
@guardian
@googleexpertuk
@marting8177
@bbcnews
@nicochan33
@drumeshprabhu
@tristramwyatt
@laserhaas01

Top Tweeters in G2:
@doctorow
@carlark3
@chabis_ch
@hrw
@proftimnoakes
@housingfirstuk
@ibjiyongi
@robby42394165
@seis_matters
@essepeidinho

Top Tweeters in G3:
@femtech_
@jfsebastian146
@botfemale
@rossthomson26
@yogisunlight
@amitochondrio
@b0tsci
@jcblackstallion
@womeninstemsa
@thepeopleshubuk

Top Tweeters in G4:
@profsunnysingh
@dorothyk98
@zaranosaur
@dontsmileattee
@riteshwriter
@hps_vanessa
@bboportal
@samiranadkarni
@katecmorrison
@archaeologyfitz

Top Tweeters in G5:
@conjja
@canageek
@dnlee5
@scicommbot
@mpoessel
@shakespearelovr
@jonitaldavis
@keyofnight
@gattakat
@robbiediaz_

Top Tweeters in G6:
@brontyman
@memeburk
@donaldverger
@djmusgr
@moiskd
@starshollowgzt
@yoursinegritude
@feriadelaluna
@sankalots
@tomigoldnet

Top Tweeters in G7:
@nuance_bot
@usnehal
@chasetmanderson
@namd4kids
@profkori
@uche_blackstock
@oni_blackstock
@cclaremdmph
@avas44
@qaalihussein1

Top Tweeters in G8:
@womencodersbot
@in_stemm
@cellpressnews
@blackandstem
@blackwomenstem
@blackinneuro
@cellsignal
@stemadvocacy
@academicjobbot
@blackafinstem

Top Tweeters in G9:
@kijomba1
@phdvoice
@thepropagator96
@danielkishoka
@shardedavis15
@braveenk
@ummchoclit_de
@jadelibrarian
@smokinscientist
@quantucomb

Top Tweeters in G10:
@azcentral
@academicchatter
@daviddark
@professorisin
@asu
@ericschrimshaw
@pnpsyphi
@herstunwild
@blkingradschool
@andrewdrimby