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#BlackInTheIvory_2023-02-04_00-38-25.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
February 04, 2023
Short Description:
#BlackInTheIvory via NodeXL https://bit.ly/3HWiugV
@blackintheivory
@this0499154500
@braincures
@drandriatatem
@cclaremdmph
@professorisin
@usnehal
@b0tsci
@briana_n_spivey
@drbrittanij

Top hashtags:
#blackintheivory
#academictwitter
#blackinstem
#bhm

Description:
Description
The graph represents a network of 4,134 Twitter users whose recent tweets contained "#BlackInTheIvory", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 09:12 UTC.

The tweets in the network were tweeted over the 1407-day, 14-hour, 34-minute period from Friday, 29 March 2019 at 08:50 UTC to Friday, 03 February 2023 at 23:25 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 : 4134
Unique Edges : 2999
Edges With Duplicates : 13178
Total Edges : 16177
Number of Edge Types : 9
Retweet : 3759
MentionsInRetweet : 8141
Quote : 239
Tweet : 655
Mentions : 1244
Replies to : 381
MentionsInReplyTo : 1283
MentionsInQuote : 243
MentionsInQuoteReply : 232
Self-Loops : 1559
Reciprocated Vertex Pair Ratio : 0.0387159219228908
Reciprocated Edge Ratio : 0.0745457369156701
Connected Components : 216
Single-Vertex Connected Components : 80
Maximum Vertices in a Connected Component : 3567
Maximum Edges in a Connected Component : 15249
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.60299
Graph Density : 0.000376862172624765
Modularity : 0.358674
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,134 Twitter users whose recent tweets contained "#BlackInTheIvory", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 09:12 UTC.

The tweets in the network were tweeted over the 1407-day, 14-hour, 34-minute period from Friday, 29 March 2019 at 08:50 UTC to Friday, 03 February 2023 at 23:25 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 : #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:
[29] https://umiami.wd1.myworkdayjobs.com/en-US/UMCareerStaff/job/Miami-FL/Event-Planner_R100047900-1
[13] https://theprofessorisin.com/2021/06/07/a-black-womans-journey-from-despair-to-joy-part-ii-blm-guest-post/
[12] https://twitter.com/rejectsuprstar/status/1499843601978826754/photo/1
[12] https://apply.interfolio.com/107744
[12] https://blackintheivory.net/memoirs
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=268096
[10] https://blackintheivory.net/
[8] https://twitter.com/biophyskrys/status/1438881680337502211/video/1
[7] https://www.nejm.org/doi/full/10.1056/NEJMp2112913
[7] https://thewalrus.ca/black-in-the-ivory-tower/

Top URLs in Tweet in G1:
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=268096
[7] https://unthsc.zoom.us/webinar/register/2116518395137/WN_nLl2HoI2QR-KzaQLfJmUug
[6] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Fimmersive%2Fd41586-022-04386-w%2Findex.html
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=267028
[6] https://www.msvu.ca/new-study-to-explore-experiences-of-black-students-and-trainees-in-stemm-fields/
[5] https://jobs.chronicle.com/job/391376/lecturer-of-biology-anatomy-and-physiology/
[4] https://spie-org.zoom.us/meeting/register/tZEvcuCspj0iHtWx8ETp7irttt06mfaA3ems
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=266211
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=267110
[4] https://twitter.com/jesswade/status/1272854361966882821/photo/1

Top URLs in Tweet in G2:
[13] https://theprofessorisin.com/2021/06/07/a-black-womans-journey-from-despair-to-joy-part-ii-blm-guest-post/
[12] https://blackintheivory.net/memoirs
[9] https://blackintheivory.net/
[7] https://theprofessorisin.com/2021/05/25/a-black-womans-story-from-despair-to-joy-part-i-blm-guest-post/
[7] https://theprofessorisin.com/?p=13892
[6] https://twitter.com/Phiankhi/status/1405957345105035278/photo/1
[6] https://twitter.com/thehill/status/1395524762101821440
[5] https://theprofessorisin.com/2020/06/14/you-may-be-your-black-colleagues-amy-cooper-blm-guest-post/
[5] https://theprofessorisin.com/2022/02/17/between-grief-and-freedom-what-my-dear-friend-taught-me-about-getting-to-the-other-side-of-academia/
[5] https://www.blkingradschool.com/summit-home

Top URLs in Tweet in G3:
[4] https://twitter.com/innodim/status/1522297745406668800/photo/1
[3] https://amp.cnn.com/cnn/2021/08/26/opinions/the-chair-sandra-oh-netflix-protagonist-mitchell/index.html
[3] https://ro.uow.edu.au/jutlp/latestnews.html#SI5
[2] https://shmpublications.onlinelibrary.wiley.com/doi/full/10.1002/jhm.2691
[2] https://twitter.com/CornelWest/status/1414765668222869508
[2] https://www.naacpldf.org/press-release/nikole-hannah-jones-issues-statement-on-decision-to-decline-tenure-offer-at-university-of-north-carolina-chapel-hill-and-to-accept-knight-chair-appointment-at-howard-university/
[1] https://twitter.com/Bacardisour/status/1488940262881579009
[1] https://twitter.com/UREssien/status/1398676963691274252
[1] https://twitter.com/academicvoices/status/1446404385265836038
[1] https://twitter.com/TsengJennifer/status/1412511497587245058

Top URLs in Tweet in G4:
[5] https://twitter.com/DrBrittaniJ/status/1422643519274029058/video/1
[2] https://twitter.com/ChaseTMAnderson/status/1428086547203588100
[2] https://twitter.com/DiversifyInPath/status/1491664664501137409
[2] https://login.medscape.com/login/sso/getlogin?wcode=102&client=205502&urlCache=aHR0cHM6Ly93d3cubWVkc2NhcGUuY29tL3NsaWRlc2hvdy9ibGFjay1waHlzaWNpYW4tSW5mbHVlbmNlcnMtNjAxMzQ1MD9mYmNsaWQ9SXdBUjFvUzBfMzJiLUpHcDNObWNkRTlPU21ITDBWeUxoN1l1MG9hTmNQVklncDd2SUNZNjN0QVlNWldQcw&sc=ng&scode=msp
[2] https://twitter.com/zra_research/status/1416047699976200199/photo/1
[1] https://twitter.com/RayCypMD/status/1433411593463865352
[1] https://twitter.com/IEMcElroy/status/1491223727585263618/photo/1
[1] https://twitter.com/IEMcElroy/status/1399409228654198784/photo/1
[1] https://twitter.com/IEMcElroy/status/1546839733539483648/photo/1
[1] https://twitter.com/IEMcElroy/status/1403061465825808387/photo/1

Top URLs in Tweet in G5:
[4] https://twitter.com/AudreyVerde/status/1420825409596256256/photo/1
[4] https://twitter.com/AudreyVerde/status/1420825416047104000/photo/1
[1] https://twitter.com/uche_blackstock/status/1403356216575803395
[1] https://twitter.com/DrAndriaTatem/status/1400575835187433473/photo/1
[1] https://audio.wnyc.org/ttp/ttp052621.mp3?awCollectionId=361&awEpisodeId=1110272
[1] https://twitter.com/OgunyemiMD/status/1271266168364568576/photo/1
[1] https://twitter.com/youngscholar10/status/1458972913655291907/photo/1
[1] https://leadingroutes.org/the-broken-pipeline
[1] https://twitter.com/BLAMCharity/status/1475497275094884356/photo/1
[1] https://twitter.com/MNWArch/status/1393375382070468610/photo/1

Top URLs in Tweet in G6:
[4] https://twitter.com/usnehal/status/1474134576742256651/photo/1
[4] https://twitter.com/usnehal/status/1378830420767293441/photo/1
[4] https://twitter.com/usnehal/status/1470025545144541193/photo/1
[4] https://twitter.com/usnehal/status/1345734963715584003/photo/1
[4] https://twitter.com/usnehal/status/1395074072791367683/photo/1
[4] https://twitter.com/usnehal/status/1474763424731209728/photo/1
[4] https://twitter.com/usnehal/status/1474130717655416837/photo/1
[4] https://twitter.com/usnehal/status/1513101881962287110/photo/1
[2] https://www.insidehighered.com/advice/2020/06/26/black-and-other-underrepresented-minority-academics-relate-all-too-well-amy-cooper
[2] https://twitter.com/anfuller/status/1458095053604261896

Top URLs in Tweet in G7:
[11] https://twitter.com/rejectsuprstar/status/1499843601978826754/photo/1
[2] https://preview.postedstuff.com/FQoM-1F9X-vq15-5wq8/
[2] https://redirect.viglink.com?u=https%3A%2F%2Fopen.spotify.com%2Fepisode%2F3p7uOtpWpR7PY2NYH2QHyw%3Fsi%3Da4862f86ebda4551&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[1] https://twitter.com/TheEMPOWERLab/status/1397000636198178817
[1] https://twitter.com/Briana_N_Spivey/status/1470882481746235393/photo/1
[1] https://open.spotify.com/episode/2DrdUv8vNxxS9doPGsvXJa?si=NQWehN7GSDm153GOMQrdgg&dl_branch=1
[1] https://open.spotify.com/episode/2rE9pmSsnUbyG1tCLNOHKT?si=VKT6wZomSiCj3yFMiP5VKQ&dl_branch=1
[1] https://open.spotify.com/episode/5EQDcKZjBDDHLXo2rNbNL8?si=T-XP8m1nT-OpIM6WV86iAA&dl_branch=1
[1] https://twitter.com/TheEMPOWERLab/status/1397000636198178817/video/1
[1] https://twitter.com/TheEMPOWERLab/status/1469774404754288643/photo/1

Top URLs in Tweet in G8:
[3] https://linktr.ee/DrSFJ?fbclid=IwAR3BjoTjfM0fzuHA1qRB_eXKVJgRB0FaZCNBKWI_vZUlz3VW07ogRYgPeOU
[3] https://www.teamedefi.org/post/afrofuturism-reimaging-stem-for-urban-learners
[2] https://twitter.com/ActiveRoberts/status/1402672614221488130
[2] https://www.chronicle.com/article/how-many-black-women-have-tenure-on-your-campus-search-here
[2] https://www.youtube.com/watch?v=c3qzaTq9ZkU&feature=youtu.be

[2] https://www.teamedefi.org/post/racial-solidarity
[2] https://www.teamedefi.org/post/fear-fuel-and-fire-black-stem-doctoral-students-career-decisions-during-the-trump-presidency
[2] https://twitter.com/AllisonMaster/status/1422235994921836548/photo/1
[2] https://twitter.com/UNCBlackCaucus/status/1441429596721672202
[1] https://journalistsresource.org/economics/faculty-college-salaries-demographics-minorities-research/

Top URLs in Tweet in G9:
[5] https://twitter.com/DrJasonJohnson/status/1270026264997478402?t=W1Yvag_uivITppkR34yo7Q&s=19
[2] https://threadreaderapp.com/thread/1270026264997478402.html
[1] https://threadreaderapp.com/thread/1552627357814759424.html
[1] https://www.nbcnews.com/nbcblk3/former-unc-chapel-hill-student-accuses-faculty-racial-discrimination-rcna47980
[1] https://twitter.com/DrJasonJohnson/status/1270026264997478402
[1] https://twitter.com/DrJasonJohnson/status/1270026994114314242

Top URLs in Tweet in G10:
[4] https://twitter.com/Ti_Enjoli/status/1269647180689702912/photo/1
[3] https://sheridanlawfirm.com/2021-rampant-race-discrimination-at-university-of-washington-tacoma-campus-exposed-in-tenure-denial-discrimination-lawsuit-by-black-american-professor-gillian-marshall/
[2] https://twitter.com/CounselingViews/status/1481627395463516165
[1] https://twitter.com/thurris/status/1485070086851411971
[1] https://twitter.com/EHinesPhD/status/1481653130337013762
[1] https://twitter.com/EHinesPhD/status/1487228011640504322
[1] https://twitter.com/paulharris917/status/1457063688003805193/video/1
[1] https://twitter.com/ASCAtweets/status/1438938423109296131
[1] https://twitter.com/EbonyJHilton_MD/status/1522188226550714369
[1] https://ascaconferences.org/at-home/

Top Domains
Top Domains in Tweet in Entire Graph:
[848] twitter.com
[115] theprofessorisin.com
[63] nodexlgraphgallery.org
[39] chronicle.com
[30] myworkdayjobs.com
[27] blackintheivory.net
[26] youtube.com
[24] mcmaster.ca
[23] nature.com
[22] co.uk

Top Domains in Tweet in G1:
[70] twitter.com
[61] nodexlgraphgallery.org
[14] nature.com
[11] zoom.us
[9] chronicle.com
[6] msvu.ca
[5] theguardian.com
[4] co.uk
[3] cell.com
[3] interfolio.com

Top Domains in Tweet in G2:
[115] theprofessorisin.com
[69] twitter.com
[25] blackintheivory.net
[16] chronicle.com
[6] insidehighered.com
[6] uconn.edu
[5] blkingradschool.com
[5] columbia.edu
[3] ow.ly
[3] theguardian.com

Top Domains in Tweet in G3:
[79] twitter.com
[3] cnn.com
[3] edu.au
[2] wiley.com
[2] forbes.com
[2] lww.com
[2] naacpldf.org
[2] sfn.org
[1] nbcnews.com
[1] businessinsider.com

Top Domains in Tweet in G4:
[41] twitter.com
[2] medscape.com
[1] medium.com
[1] stfm.org
[1] umn.edu
[1] washingtonpost.com
[1] insidehighered.com
[1] apple.com

Top Domains in Tweet in G5:
[14] twitter.com
[1] wnyc.org
[1] leadingroutes.org
[1] aol.com

Top Domains in Tweet in G6:
[80] twitter.com
[3] insidehighered.com
[2] linkedin.com
[2] nytimes.com
[2] hbr.org
[2] therapistuncensored.com
[1] newyorker.com
[1] slate.com
[1] civilrights.org
[1] chronicle.com

Top Domains in Tweet in G7:
[24] twitter.com
[3] spotify.com
[2] postedstuff.com
[2] viglink.com
[1] tandfonline.com
[1] edsurge.com
[1] statnews.com

Top Domains in Tweet in G8:
[42] twitter.com
[8] teamedefi.org
[4] chronicle.com
[4] linktr.ee
[3] youtube.com
[2] npr.org
[2] cambridge.org
[1] journalistsresource.org
[1] dallasnews.com
[1] washingtonpost.com

Top Domains in Tweet in G9:
[7] twitter.com
[3] threadreaderapp.com
[1] nbcnews.com

Top Domains in Tweet in G10:
[19] twitter.com
[3] sheridanlawfirm.com
[1] ascaconferences.org
[1] tennessee.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2242] blackintheivory
[310] academictwitter
[192] blackinstem
[170] bhm
[151] academicchatter
[95] blm
[90] blackhistorymonth
[87] blacklivesmatter
[70] medtwitter
[68] phdlife



Top Hashtags in Tweet in G1:
[213] blackintheivory
[76] blackinstem
[42] womeninstem
[39] academictwitter
[36] blackhistorymonth
[22] academicchatter
[20] blackinphotonics
[20] mlkday
[17] spieopticsphotonics
[14] stem

Top Hashtags in Tweet in G2:
[456] blackintheivory
[105] academictwitter
[65] blm
[21] academicchatter
[17] academia
[13] blacklivesmatter
[11] pridemonth
[10] blackinstem
[6] blackinmed
[6] blackinpublichealth

Top Hashtags in Tweet in G3:
[182] blackintheivory
[11] medtwitter
[10] academictwitter
[9] blackexcellence
[8] blackinstem
[7] blackwomeninmedicine
[6] meded
[5] academicmedicine
[4] blackphysicians
[4] blackprofessor

Top Hashtags in Tweet in G4:
[58] blackintheivory
[43] blackmedtwitter
[40] match2022
[31] ilooklikeasurgeon
[29] blackexcellence
[25] medtwitter
[16] alhamdulilah
[16] fortheculture
[11] meded
[7] blackinstem

Top Hashtags in Tweet in G5:
[17] blackintheivory
[4] supportblackgradstudents
[2] medtwitter
[1] blackmedtwitter
[1] healthequity
[1] blackgirlmagic
[1] meded
[1] blackintheivorytower
[1] blacktwitter
[1] alhamdulilah

Top Hashtags in Tweet in G6:
[62] blackintheivory
[13] meded
[13] drsusanmoore
[11] blm
[11] medtwitter
[10] highered
[7] dei
[6] docsagainstdoxxing
[6] healthcare
[5] scicomm

Top Hashtags in Tweet in G7:
[38] blackintheivory
[15] academictwitter
[15] academicchatter
[15] blackademia
[15] blackpodcasts
[14] impact
[14] thrive
[13] blackhealth
[13] blackpodcasters
[11] dopeblackpods

Top Hashtags in Tweet in G8:
[111] blackintheivory
[15] blacklivesmatter
[13] academics4blacklives
[13] representationmatters
[9] blackinstem
[6] racialtraumaisreal
[5] academictwitter
[3] blackstemmers
[3] afrofuturism
[3] blackinneuro

Top Hashtags in Tweet in G9:
[107] blackintheivory
[1] onhere
[1] jointhevillage

Top Hashtags in Tweet in G10:
[34] blackintheivory
[14] antiracistsc
[9] scchat
[8] counselored
[8] academictwitter
[7] highered
[6] academia
[2] morethananathlete
[2] blackmailed
[2] setuptofailby2ndadviser

Top Words
Top Words in Tweet in Entire Graph:
[2244] #blackintheivory
[1440] black
[486] students
[390] braincures
[375] dr
[369] story
[352] academia
[320] experiences
[310] #academictwitter
[291] shared

Top Words in Tweet in G1:
[390] braincures
[278] jeremyfarrar
[213] ukri_ceo
[213] #blackintheivory
[210] suzanne_garrett
[197] thepeopleshubuk
[195] rossthomson26
[194] petejacksongmp
[194] michelle_cruk
[194] evidencebase_im

Top Words in Tweet in G2:
[456] #blackintheivory
[280] black
[124] blackintheivory
[117] professorisin
[105] #academictwitter
[85] scholars
[76] drshardedavis
[73] white
[72] unc_press
[65] #blm

Top Words in Tweet in G3:
[184] #blackintheivory
[89] someone
[76] tinalasisi
[67] having
[61] story
[55] unicorn
[55] finding
[54] fights
[50] black
[49] academia

Top Words in Tweet in G4:
[105] black
[97] drbrittanij
[91] academia
[89] love
[88] students
[86] quit
[86] teaching
[86] cost
[86] amazing
[86] news

Top Words in Tweet in G5:
[196] hear
[190] link
[190] published
[190] world
[190] shared
[190] washington
[190] story
[190] guess
[189] drandriatatem
[189] comment

Top Words in Tweet in G6:
[68] board
[62] #blackintheivory
[44] black
[36] time
[35] american
[33] long
[33] plastic
[33] coming
[32] diplomate
[32] drkerrymitchell

Top Words in Tweet in G7:
[163] black
[139] graduate
[137] students
[134] briana_n_spivey
[132] essential
[132] experiences
[132] understanding
[132] dismantling
[132] oppression
[132] systems

Top Words in Tweet in G8:
[111] #blackintheivory
[64] black
[58] activeroberts
[55] professor
[53] tenured
[53] uofmaryland
[51] promoted
[51] associate
[51] official
[50] #b

Top Words in Tweet in G9:
[121] drjasonjohnson
[107] #blackintheivory
[99] unc
[67] during
[63] experiences
[63] year
[62] ago
[62] shared
[62] over
[62] bit

Top Words in Tweet in G10:
[98] black
[89] paulharris917
[81] students
[72] impact
[71] right
[70] pwis
[70] brilliant
[70] going
[70] doc
[70] epitome

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[206] washington,shared
[206] hear,link
[206] world,hear
[206] guess,published
[206] published,washington
[206] story,world
[206] shared,story
[205] drandriatatem,guess
[205] link,comment
[194] evidencebase_im,thepeopleshubuk

Top Word Pairs in Tweet in G1:
[194] evidencebase_im,thepeopleshubuk
[194] petejacksongmp,rossthomson26
[194] rossthomson26,suzanne_garrett
[194] ukri_ceo,evidencebase_im
[194] jeremyfarrar,michelle_cruk
[194] thepeopleshubuk,petejacksongmp
[194] michelle_cruk,ukri_ceo
[192] braincures,jeremyfarrar
[83] jeremyfarrar,wellcometrust
[67] appgstudents,ucu

Top Word Pairs in Tweet in G2:
[42] black,women
[40] 2023,unc_press
[40] anthology,#blackintheivory
[40] coming,fall
[40] fall,2023
[40] unc_press,anthology
[38] #blackintheivory,experiences
[38] experiences,edited
[38] #blackintheivory,book
[38] drshardedavis,interested

Top Word Pairs in Tweet in G3:
[54] fights,finding
[54] finding,unicorn
[54] #blackintheivory,having
[54] someone,fights
[54] unicorn,story
[54] having,someone
[53] tinalasisi,#blackintheivory
[32] previous,institution
[32] best,dei
[32] getting,grant

Top Word Pairs in Tweet in G4:
[86] personal,news
[86] love,teaching
[86] news,finally
[86] finally,quit
[86] students,cost
[86] quit,academia
[86] cost,physical
[86] teaching,amazing
[86] academia,love
[86] amazing,students

Top Word Pairs in Tweet in G5:
[190] washington,shared
[190] guess,published
[190] shared,story
[190] world,hear
[190] hear,link
[190] published,washington
[190] story,world
[189] link,comment
[189] drandriatatem,guess
[7] first,black

Top Word Pairs in Tweet in G6:
[32] surgery,long
[32] diplomate,american
[32] long,time
[32] time,coming
[32] american,board
[32] board,plastic
[32] plastic,surgery
[32] board,certified
[32] certified,diplomate
[31] coming,#medt

Top Word Pairs in Tweet in G7:
[137] black,graduate
[136] graduate,students
[132] systems,oppression
[132] students,essential
[132] essential,dismantling
[132] experiences,black
[132] understanding,experiences
[132] dismantling,systems
[131] briana_n_spivey,understanding
[120] oppression,exist

Top Word Pairs in Tweet in G8:
[51] official,promoted
[51] promoted,associate
[51] professor,uofmaryland
[51] uofmaryland,tenured
[51] tenured,#blackintheivory
[51] associate,professor
[50] activeroberts,official
[50] #blackintheivory,#b
[17] black,faculty
[12] go,postdoc

Top Word Pairs in Tweet in G9:
[67] during,#blackintheivory
[62] #blackintheivory,discussion
[62] experiences,unc
[62] year,ago
[62] discussion,bit
[62] unc,during
[62] over,year
[62] shared,experiences
[62] ago,shared
[61] drjasonjohnson,over

Top Word Pairs in Tweet in G10:
[70] pwis,right
[70] going,pwis
[70] right,brilliant
[70] epitome,impact
[70] brilliant,epitome
[70] doc,students
[70] black,doc
[70] students,going
[69] paulharris917,black
[69] impact,purpos

Top Replied-To
Top Replied-To in Entire Graph:
@braincures
@do_kinder
@usnehal
@janehmul
@nhannahjones
@eugenia_south
@jeremyfarrar
@doc_tmp
@universitiesuk

Top Replied-To in G1:
@braincures
@do_kinder
@universitiesuk
@doc_tmp
@jeremyfarrar
@cellpressnews
@dorothydalton
@optolia
@seefryar

Top Replied-To in G2:
@drshardedavis

Top Replied-To in G3:
@janehmul
@otrowers_md
@sjjphd
@futuredocs
@tetetonwemd
@womxnshc
@bonneylab
@mahad_minhas
@pericemanns
@gradydoctor

Top Replied-To in G4:
@drbryanleyva
@jonasattilus
@diversifyinpath
@kcobbmd
@sarahfowler_md

Top Replied-To in G5:
@thetakeaway

Top Replied-To in G6:
@usnehal
@citizenjane1889
@drvantilburg
@ellennelsonrowe
@huckaberryfin20
@hvanspall
@drjenniferhunt
@drdanielgih
@harvard

Top Replied-To in G7:
@briana_n_spivey

Top Replied-To in G8:
@dandrezner
@eugenia_south
@mattbruenig
@kevinmkruse
@franklinleonard
@rachelcargle
@iaahmed123
@uncblackcaucus

Top Replied-To in G9:
@ange_patricia
@weydling_yuri
@cclaremdmph
@sospicy910
@thenephrologist

Top Mentioned
Top Mentioned in Entire Graph:
@braincures
@jeremyfarrar
@ukri_ceo
@suzanne_garrett
@drandriatatem
@thepeopleshubuk
@rossthomson26
@michelle_cruk
@evidencebase_im
@petejacksongmp

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

Top Mentioned in G2:
@blackintheivory
@professorisin
@drshardedavis
@unc_press
@academicchatter
@mariuskothor
@uchi_uconn
@angeljonesphd
@ravenscimaven
@columbiasig

Top Mentioned in G3:
@tinalasisi
@cclaremdmph
@nhannahjones
@jhospmedicine
@drkysr
@docmosho
@howardu
@drv_neomd
@oni_blackstock
@drraymd

Top Mentioned in G4:
@drbrittanij
@iemcelroy
@doczaymd
@ramlakasozimd
@reneecrichlowmd
@umaduekwemd
@cclaremdmph
@stfm_fm
@jp_reynoldsmd

Top Mentioned in G5:
@drandriatatem
@thetakeaway
@mnwarch
@shesinpsych
@mharrisperry
@ogunyemimd
@blamcharity
@drkerrymitchell
@drbrittanij
@uche_blackstock

Top Mentioned in G6:
@drkerrymitchell
@ayshakhoury
@usnehal
@drhowardliu
@famdoc_forest
@nhannahjones
@nytimes
@docbasia
@ktamirisamd
@arghavan_salles

Top Mentioned in G7:
@briana_n_spivey
@theempowerlab
@drishametzger
@rejectsuprstar
@emeraldonhe
@imraugh
@wesunruh
@drearlturner

Top Mentioned in G8:
@activeroberts
@uofmaryland
@teamedefi
@bkhamp
@drcegreen
@crrogersphd
@drcaberry
@dandrezner
@kevinmkruse
@blkinengineerng

Top Mentioned in G9:
@drjasonjohnson
@unc
@uncpolisci
@dermmeaboutit
@thenephrologist
@threadreaderapp
@weydling_yuri
@feministajones
@kenanflagler
@nhannahjones

Top Mentioned in G10:
@paulharris917
@drrdmayes
@desakaryedaniel
@drdvega
@ehinesphd
@drmdhannon
@karaieva24
@ascatweets
@briana_n_spivey
@proftiamadkins

Top Tweeters
Top Tweeters in Entire Graph:
@threadreaderapp
@independent
@thehill
@watermelondriia
@wildwalkerwoman
@feministajones
@brontyman
@sexygirl798
@marting8177
@guardian

Top Tweeters in G1:
@independent
@googleexpertuk
@blackphysicists
@bbcnews
@nicochan33
@hiringcare
@serenashimaward
@doctorow
@drumeshprabhu
@pythonroboto

Top Tweeters in G2:
@wildwalkerwoman
@guardian
@inpoco
@nanayasleeps
@buckleyswartz
@drugmonkeyblog
@daviddark
@azcentral
@luvwinsresist
@botforequality

Top Tweeters in G3:
@thehill
@cathleenkucz
@iamtricia118
@forbes
@cnn
@princesshoped
@ooni_of_lagos
@needle_of_arya
@exavierpope
@abc11_wtvd

Top Tweeters in G4:
@marting8177
@jameskthompson1
@imsydneya
@joejaggi
@jonesseeker
@linluv5
@emperorblargus
@bovarycee
@fmason3
@clancynewyork

Top Tweeters in G5:
@brontyman
@memeburk
@netbacker
@uscgamecockboy
@djmusgr
@tinu
@dialogician
@carrdiganbutton
@unclemuley
@aunty__em

Top Tweeters in G6:
@bostonglobe
@nytimes
@ice131queen
@wordfinga
@washingtonpost
@lugwaja
@cindyb1333
@sarimrashid
@cjlawrenceesq
@nuance_bot

Top Tweeters in G7:
@ohohpick_mimi
@reecradio
@jadorecas
@_mimikoko
@tarik_endale
@pacific_chiller
@dharry_93
@chefjunya_
@wesunruh
@thoughtfulth0t

Top Tweeters in G8:
@helpyougetgains
@chadstanton
@dandrezner
@npr
@davidudale
@drcaberry
@sharkgurl2
@franklinleonard
@psychwithsass
@peiferlabunc

Top Tweeters in G9:
@threadreaderapp
@feministajones
@inforenique
@burnettcynthia
@rteachquijote
@sailorpsy
@dazilmz
@debraj112
@chloedancer
@filmtvdiversity

Top Tweeters in G10:
@the3jsmom
@pkanagaratnam
@kenikewahine78
@schenhayes
@ti_enjoli
@learnteachwin
@zeroutopia
@drklclemons
@christ_ladyl
@memoriavitae