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#BlackInTheIvory_2021-10-10_00-22-09.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
October 10, 2021
Short Description:
#BlackInTheIvory via NodeXL https://bit.ly/2Yyq910
@braincures
@blackintheivory
@do_kinder
@doczaymd
@drandriatatem
@laurengmckenzie
@b0tsci
@professorisin
@womeninstemsa
@jfsebastian146

Top hashtags:
#blackintheivory
#match2022
#womeninstem
#academictwitter

Description:
Description
The graph represents a network of 652 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 Sunday, 10 October 2021 at 07:22 UTC.

The requested start date was Sunday, 10 October 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 27-day, 19-hour, 23-minute period from Friday, 10 September 2021 at 11:45 UTC to Friday, 08 October 2021 at 07:08 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 : 652
Unique Edges : 489
Edges With Duplicates : 1219
Total Edges : 1708
Number of Edge Types : 5
Retweet : 366
MentionsInRetweet : 827
Tweet : 74
Mentions : 424
Replies to : 17
Self-Loops : 92
Reciprocated Vertex Pair Ratio : 0.00548245614035088
Reciprocated Edge Ratio : 0.0109051254089422
Connected Components : 43
Single-Vertex Connected Components : 11
Maximum Vertices in a Connected Component : 464
Maximum Edges in a Connected Component : 1374
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.519237
Graph Density : 0.00216043274622337
Modularity : 0.420443
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 652 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 Sunday, 10 October 2021 at 07:22 UTC.

The requested start date was Sunday, 10 October 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 27-day, 19-hour, 23-minute period from Friday, 10 September 2021 at 11:45 UTC to Friday, 08 October 2021 at 07:08 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:
[9] https://www.msvu.ca/new-study-to-explore-experiences-of-black-students-and-trainees-in-stemm-fields/
[4] http://theprofessorisin.com/2020/06/18/black-linked-fate-on-the-tenure-track-blm-guest-post/
[3] https://www.chronicle.com/article/how-to-boss-up-as-a-black-woman-in-academe
[3] https://twitter.com/UNCBlackCaucus/status/1441429596721672202
[3] http://crosstalk.cell.com/blog/3-hanna-gray-fellows-offer-advice-for-early-career-scientists-applying-to-hhmi-programs
[3] https://www.eventbrite.co.uk/e/black-in-the-ivory-ii-blackintheivory-tickets-175760162377?aff=estw&utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-source=tw&utm-term=checkoutwidget
[2] https://twitter.com/almjr80/status/1440335222202007559
[2] https://www.youtube.com/watch?v=j7tWcoEby2c
[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/

Top URLs in Tweet in G1:
[9] https://www.msvu.ca/new-study-to-explore-experiences-of-black-students-and-trainees-in-stemm-fields/
[1] https://twitter.com/almjr80/status/1440335222202007559
[1] https://twitter.com/wellcometrust/status/1298239271200002049
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-02471-6
[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
[1] https://www.theguardian.com/education/2020/jul/28/uks-white-female-academics-are-being-privileged-above-women-and-men-of-colour
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41561-018-0116-6
[1] https://twitter.com/timeshighered/status/1443003848986083329

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://twitter.com/academicchatter/status/1269684595173326848?s=21
[1] https://twitter.com/tyrannybanks/status/1441765845403848707

Top URLs in Tweet in G3:
[1] https://twitter.com/BattleCryPod/status/1437403880141189122
[1] https://twitter.com/DNwosuocha/status/1440149513205796874

Top URLs in Tweet in G5:
[2] https://blackintheivory.net/
[1] https://www.tandfonline.com/doi/full/10.1080/09518398.2021.1984607?cookieSet=1
[1] https://www.rit.edu/scholarsnetwork
[1] https://twitter.com/cserran1/status/1440349309514358792

Top URLs in Tweet in G6:
[2] http://crosstalk.cell.com/blog/3-hanna-gray-fellows-offer-advice-for-early-career-scientists-applying-to-hhmi-programs
[1] https://twitter.com/hhminews/status/1440979452557725699

Top URLs in Tweet in G7:
[4] http://theprofessorisin.com/2020/06/18/black-linked-fate-on-the-tenure-track-blm-guest-post/
[3] https://www.chronicle.com/article/how-to-boss-up-as-a-black-woman-in-academe
[3] https://twitter.com/UNCBlackCaucus/status/1441429596721672202
[2] https://www.youtube.com/watch?v=j7tWcoEby2c
[1] https://www.bostonglobe.com/2021/09/27/metro/university-massachusetts-president-condemns-threatening-e-mail-sent-black-student-groups/?event=event25
[1] https://theprofessorisin.com/2020/07/08/unapologetic-blackness-blm/
[1] https://theprofessorisin.com/2020/02/26/healing-racial-trauma-in-the-academy-part-i-woc-guest-post/
[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/
[1] https://www.youtube.com/watch?v=mfzs5hhDFlE&feature=youtu.be


Top URLs in Tweet in G9:
[1] https://msu.co1.qualtrics.com/jfe/form/SV_81Gbq0YfUCbJMX4

Top URLs in Tweet in G10:
[3] https://www.eventbrite.co.uk/e/black-in-the-ivory-ii-blackintheivory-tickets-175760162377?aff=estw&utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-source=tw&utm-term=checkoutwidget
[1] https://www.eventbrite.co.uk/e/black-in-the-ivory-ii-blackintheivory-tickets-175760162377?aff=estw&utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-source=tw&utm-term=listing

Top Domains
Top Domains in Tweet in Entire Graph:
[28] twitter.com
[9] msvu.ca
[8] theprofessorisin.com
[5] youtube.com
[4] co.uk
[3] chronicle.com
[3] nature.com
[3] cell.com
[2] harvard.edu
[2] theguardian.com

Top Domains in Tweet in G1:
[9] msvu.ca
[4] twitter.com
[3] nature.com
[1] researchprofessionalnews.com
[1] theguardian.com
[1] cell.com

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

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

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

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

Top Domains in Tweet in G7:
[8] theprofessorisin.com
[3] chronicle.com
[3] youtube.com
[3] twitter.com
[1] bostonglobe.com

Top Domains in Tweet in G9:
[1] qualtrics.com

Top Domains in Tweet in G10:
[4] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[207] blackintheivory
[52] match2022
[34] womeninstem
[32] academictwitter
[17] academicchatter
[16] firstgen
[15] blacklivesmatter
[15] blackinstem
[13] blackandstem
[12] blackademia



Top Hashtags in Tweet in G1:
[9] blackintheivory
[8] womeninstem
[5] blackinstem
[3] blacklivesmatter
[2] blackandstem
[2] researchculture
[2] racisminstem
[2] blm
[2] scicomm
[2] reimagineresearch

Top Hashtags in Tweet in G2:
[4] blackintheivory
[2] blackinstem
[1] blackinneuro
[1] futurepi
[1] shutdownacademia
[1] blacklivesmatter
[1] blm
[1] strike4blacklives
[1] strikeforblacklives
[1] diversityinstem

Top Hashtags in Tweet in G3:
[47] match2022
[5] blackintheivory
[4] medtwitter
[3] fmrevolution
[1] representationmatters
[1] meded
[1] blackwomeninmedicine
[1] thebattlecrypodcast
[1] thebattlecrypod
[1] oursuccessisourprotest

Top Hashtags in Tweet in G4:
[38] blackintheivory

Top Hashtags in Tweet in G5:
[19] blackintheivory
[10] blackandstem
[10] blackinchem
[9] firstgen
[9] blackinbiophysics
[7] mentormonday
[7] abwhsistercircle
[4] academictwitter
[4] hhmigilliam
[3] newpublication

Top Hashtags in Tweet in G6:
[26] womeninstem
[3] blackintheivory
[3] womeninscience
[2] academicchatter
[2] womenintech
[2] womeninmedicine
[2] womeninmath
[2] womeninengineering
[1] match2022
[1] postdoc

Top Hashtags in Tweet in G7:
[26] blackintheivory
[11] blacklivesmatter
[10] blackisbeautiful
[7] academictwitter
[5] naomisims
[4] inclusionmatters
[3] academicchatter
[3] drawing
[3] blackwomenmatters
[3] representationmatters

Top Hashtags in Tweet in G8:
[1] blackgirlmagic
[1] medtwitter
[1] meded
[1] blackintheivory

Top Hashtags in Tweet in G9:
[1] academictwitter
[1] blackintheivory
[1] diversityinacademia
[1] highered

Top Hashtags in Tweet in G10:
[24] blackintheivory
[2] uongem
[2] blackhistorymonth

Top Words
Top Words in Tweet in Entire Graph:
[207] #blackintheivory
[194] black
[62] research
[53] proud
[52] #match2022
[51] much
[50] things
[48] applicants
[48] overcame
[48] interviewers

Top Words in Tweet in G1:
[27] jeremyfarrar
[25] braincures
[16] suzanne_garrett
[16] ukri_ceo
[16] thepeopleshubuk
[15] michelle_cruk
[15] evidencebase_im
[15] petejacksongmp
[15] rossthomson26
[12] wellcometrust

Top Words in Tweet in G2:
[17] braincures
[9] jeremyfarrar
[7] suzanne_garrett
[6] thepeopleshubuk
[5] congratulations
[5] very
[5] c3llas
[5] officially
[5] phd
[5] candidate

Top Words in Tweet in G3:
[47] #match2022
[46] black
[46] much
[45] proud
[45] applicants
[45] overcame
[45] things
[45] interviewers
[44] doczaymd
[44] fatho

Top Words in Tweet in G4:
[38] #blackintheivory
[37] drcargle

Top Words in Tweet in G5:
[19] #blackintheivory
[12] black
[10] biophyskrys
[10] #blackandstem
[10] #blackinchem
[9] #firstgen
[9] #blackinbiophysics
[7] full
[7] week's
[7] #mentormonday

Top Words in Tweet in G6:
[26] #womeninstem
[24] cassandra
[24] black
[24] hhminews
[23] learned
[23] dr
[23] extavour
[23] redmakeda
[23] first
[23] named

Top Words in Tweet in G7:
[26] #blackintheivory
[23] black
[14] model
[12] same
[12] old
[12] professorisin
[11] #blacklivesmatter
[11] back
[10] comes
[10] racial

Top Words in Tweet in G8:
[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 G9:
[46] research
[23] looking
[23] participants
[23] conduct
[23] dissertation
[23] black
[23] motherhood
[23] academia
[22] laurengmckenzie

Top Words in Tweet in G10:
[24] #blackintheivory
[20] october
[18] gemnetworkuon
[14] countdown
[14] second
[14] event
[14] happening
[14] 20th
[14] 2021
[14] clear

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[48] proud,black
[48] black,#match2022
[48] #match2022,applicants
[48] applicants,overcame
[48] overcame,much
[48] much,things
[48] things,interviewers
[47] doczaymd,proud
[47] interviewers,fatho
[37] drcargle,#blackintheivory

Top Word Pairs in Tweet in G1:
[15] jeremyfarrar,michelle_cruk
[15] michelle_cruk,ukri_ceo
[15] ukri_ceo,evidencebase_im
[15] evidencebase_im,thepeopleshubuk
[15] thepeopleshubuk,petejacksongmp
[15] petejacksongmp,rossthomson26
[15] rossthomson26,suzanne_garrett
[13] braincures,jeremyfarrar
[12] jeremyfarrar,wellcometrust
[10] universitiesuk,wb_uk

Top Word Pairs in Tweet in G2:
[5] congratulations,very
[5] very,c3llas
[5] c3llas,officially
[5] officially,phd
[5] phd,candidate
[5] candidate,proud
[5] proud,wait
[5] wait,see
[5] braincures,jeremyfarrar
[5] jeremyfarrar,michelle_cruk

Top Word Pairs in Tweet in G3:
[45] proud,black
[45] black,#match2022
[45] #match2022,applicants
[45] applicants,overcame
[45] overcame,much
[45] much,things
[45] things,interviewers
[44] doczaymd,proud
[44] interviewers,fatho
[2] hope,programs

Top Word Pairs in Tweet in G4:
[37] drcargle,#blackintheivory

Top Word Pairs in Tweet in G5:
[9] #firstgen,#blackandstem
[9] #blackandstem,#blackintheivory
[9] #blackintheivory,#blackinchem
[9] #blackinchem,#blackinbiophysics
[8] biophyskrys,#firstgen
[7] week's,#mentormonday
[7] #mentormonday,prompt
[7] prompt,#abwhsistercircle
[7] #abwhsistercircle,asked
[7] asked,mentees

Top Word Pairs in Tweet in G6:
[23] learned,dr
[23] dr,cassandra
[23] cassandra,extavour
[23] extavour,redmakeda
[23] redmakeda,first
[23] first,black
[23] black,#womeninstem
[23] #womeninstem,named
[23] named,hhminews
[23] hhminews,investigator

Top Word Pairs in Tweet in G7:
[12] same,old
[8] model,cover
[8] black,women
[6] universities,fallen
[6] fallen,back
[6] back,same
[6] old,same
[6] old,comes
[6] comes,racial
[6] racial,equality

Top Word Pairs in Tweet in G8:
[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 G9:
[23] looking,research
[23] research,participants
[23] participants,conduct
[23] conduct,dissertation
[23] dissertation,research
[23] research,black
[23] black,motherhood
[23] motherhood,academia
[22] laurengmckenzie,looking

Top Word Pairs in Tweet in G10:
[14] countdown,second
[14] second,#blackintheivory
[14] #blackintheivory,event
[14] event,happening
[14] happening,october
[14] october,20th
[14] 20th,2021
[14] 2021,clear
[14] clear,calendars
[13] gemnetworkuon,countdown

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@doczaymd
@braincures
@drcargle
@jeremyfarrar
@hhminews
@redmakeda
@scimaven
@drandriatatem
@laurengmckenzie
@suzanne_garrett

Top Mentioned in G1:
@braincures
@jeremyfarrar
@suzanne_garrett
@ukri_ceo
@thepeopleshubuk
@michelle_cruk
@evidencebase_im
@petejacksongmp
@rossthomson26
@m

Top Mentioned in G2:
@braincures
@jeremyfarrar
@suzanne_garrett
@thepeopleshubuk
@c3llas
@do_kinder
@michelle_cruk
@ukri_ceo
@evidencebase_im
@petejacksongmp

Top Mentioned in G3:
@doczaymd
@ramlakasozimd
@battlecrypod
@mariauloko

Top Mentioned in G4:
@drcargle

Top Mentioned in G5:
@biophyskrys
@abwhtruth
@sunshinemenezes
@usnccryst
@emeraldonhe
@drchandraford
@dnlee5
@keyofnight
@professorisin
@doczaymd

Top Mentioned in G6:
@hhminews
@redmakeda
@scimaven
@thesocscientist
@doczaymd
@channyskye
@djuanfarmer1

Top Mentioned in G7:
@professorisin
@anandumu
@ungerjudith1
@drlitnerd
@academicchatter
@thedrkey
@amyshaubmaddox
@bostonglobe
@umassamherst
@blkingradschool

Top Mentioned in G8:
@drandriatatem

Top Mentioned in G9:
@laurengmckenzie

Top Mentioned in G10:
@gemnetworkuon
@eventbriteuk
@dryazo

Top Tweeters
Top Tweeters in Entire Graph:
@independent
@wildwalkerwoman
@brontyman
@guardian
@googleexpertuk
@jfsebastian146
@marting8177
@womencodersbot
@memeburk
@bbcnews

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

Top Tweeters in G2:
@doctorow
@carlark3
@hrw
@elebelfiore
@ibjiyongi
@robby42394165
@seis_matters
@tropigalia
@truthsayerodet1
@marikasboros

Top Tweeters in G3:
@botforequality
@blackstemusa
@_cruelladevill
@attoh9
@w84itkat
@drayanajordan
@thatnolachick
@florial25_
@itsteiba
@kazjnelson

Top Tweeters in G4:
@tenajd
@dominica_mora
@mrtachilles
@chloepoliticat
@lindafmanuel
@mr_sandtoes
@tony_porras2050
@mendiolagrandma
@lennondac
@orbedelpoc

Top Tweeters in G5:
@dnlee5
@scicommbot
@culturedmodesty
@mpoessel
@shakespearelovr
@kaligrossphd
@jonitaldavis
@keyofnight
@lorientinuviel
@gattakat

Top Tweeters in G6:
@womencodersbot
@needhibhalla
@immabiolog
@cathleencrudden
@jpp_paula
@robbiediaz_
@spiffyscientist
@hhminews
@meliseymo
@anemone_padawan

Top Tweeters in G7:
@wildwalkerwoman
@jfsebastian146
@bostonglobe
@academicchatter
@voguemagazine
@davidudale
@kerradijon
@professorisin
@ericschrimshaw
@zjayres

Top Tweeters in G8:
@brontyman
@memeburk
@donaldverger
@djmusgr
@moiskd
@starshollowgzt
@yoursinegritude
@feriadelaluna
@sankalots
@tomigoldnet

Top Tweeters in G9:
@jeseniar
@elswafford
@allison_eden
@richardhuskey
@johngwirtz
@_rebeccacepeda
@rashnejehangir
@phd_ndoharty
@cmseg
@laurengmckenzie

Top Tweeters in G10:
@uninorthants
@drhannahrobbins
@eunice_lumsden
@eventbriteuk
@draimeegrant
@uninhantsnews
@historymatt
@geognorthampton
@dryazo
@diginorthampton


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