#BlackInTheIvory, Twitter, 12/28/2022 4:02:08 PM, 287134


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#BlackInTheIvory_2022-12-28_07-50-45.xlsx
#BlackInTheIvory_2022-12-28_07-50-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 28, 2022
Short Description:
#BlackInTheIvory via NodeXL https://bit.ly/3jz0box
@blackintheivory
@this0499154500
@tarablackshear
@braincures
@drandriatatem
@professorisin
@cclaremdmph
@briana_n_spivey
@b0tsci
@do_kinder

Top hashtags:
#blackintheivory
#academictwitter
#blackinstem
#bhm

Description:
Description
The graph represents a network of 4,129 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 12/28/2022 7:49:47 AM. The network was obtained from Twitter on Wednesday, 28 December 2022 at 15:54 UTC.

The tweets in the network were tweeted over the 1369-day, 14-hour, 25-minute period from Friday, 29 March 2019 at 08:50 UTC to Tuesday, 27 December 2022 at 23:16 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 : 4129
Unique Edges : 2802
Edges With Duplicates : 13118
Total Edges : 15920
Number of Edge Types : 9
Mentions : 1208
Retweet : 3812
MentionsInRetweet : 7976
Tweet : 615
Quote : 238
MentionsInReplyTo : 1177
MentionsInQuote : 242
Replies to : 370
MentionsInQuoteReply : 282
Self-Loops : 1497
Reciprocated Vertex Pair Ratio : 0.0398091791413061
Reciprocated Edge Ratio : 0.0765701629489005
Connected Components : 202
Single-Vertex Connected Components : 75
Maximum Vertices in a Connected Component : 3636
Maximum Edges in a Connected Component : 15103
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.509616
Graph Density : 0.000370852506660208
Modularity : 0.354472
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,129 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 12/28/2022 7:49:47 AM. The network was obtained from Twitter on Wednesday, 28 December 2022 at 15:54 UTC.

The tweets in the network were tweeted over the 1369-day, 14-hour, 25-minute period from Friday, 29 March 2019 at 08:50 UTC to Tuesday, 27 December 2022 at 23:16 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://apply.interfolio.com/107744
[12] https://twitter.com/rejectsuprstar/status/1499843601978826754/photo/1
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=268096
[9] https://blackintheivory.net/memoirs
[8] https://twitter.com/biophyskrys/status/1438881680337502211/video/1
[8] https://unthsc.zoom.us/webinar/register/2116518395137/WN_nLl2HoI2QR-KzaQLfJmUug
[7] https://twitter.com/Phiankhi/status/1405957345105035278/photo/1
[7] https://www.nejm.org/doi/full/10.1056/NEJMp2112913?cookieSet=1

Top URLs in Tweet in G1:
[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
[9] https://blackintheivory.net/memoirs
[7] https://blackintheivory.net/
[7] https://twitter.com/Phiankhi/status/1405957345105035278/photo/1
[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
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=268096
[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://twitter.com/thehill/status/1395524762101821440

Top URLs in Tweet in G2:
[7] https://unthsc.zoom.us/webinar/register/2116518395137/WN_nLl2HoI2QR-KzaQLfJmUug
[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://twitter.com/ConcernedAFAM/status/1274814480988336128/photo/1
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=268096
[3] https://www.eventbrite.co.uk/e/the-explorers-conference-2022-tickets-439010400927
[3] https://jobs.chronicle.com/job/403114/lecturer-of-biology-3321/
[2] https://twitter.com/BlackInOptics/status/1500948873757528065
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=266211

Top URLs in Tweet in G3:
[4] https://twitter.com/HMSBPA/status/1589633226066518016/photo/1
[4] https://twitter.com/FrankieDHeyward/status/1515782893762584577/photo/1
[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
[1] https://twitter.com/UREssien/status/1398676963691274252
[1] https://twitter.com/Bacardisour/status/1488940262881579009
[1] https://twitter.com/cclareMDMPH/status/1599627353067753473/photo/1
[1] https://twitter.com/academicvoices/status/1446404385265836038

Top URLs in Tweet in G4:
[5] https://twitter.com/DrBrittaniJ/status/1422643519274029058/video/1
[4] https://twitter.com/rcg1812/status/1403453931594862594
[2] https://twitter.com/ChaseTMAnderson/status/1428086547203588100
[2] https://twitter.com/DiversifyInPath/status/1491664664501137409
[2] https://twitter.com/zra_research/status/1416047699976200199/photo/1
[2] https://login.medscape.com/login/sso/getlogin?wcode=102&client=205502&urlCache=aHR0cHM6Ly93d3cubWVkc2NhcGUuY29tL3NsaWRlc2hvdy9ibGFjay1waHlzaWNpYW4tSW5mbHVlbmNlcnMtNjAxMzQ1MD9mYmNsaWQ9SXdBUjFvUzBfMzJiLUpHcDNObWNkRTlPU21ITDBWeUxoN1l1MG9hTmNQVklncDd2SUNZNjN0QVlNWldQcw&sc=ng&scode=msp
[1] https://hr.myu.umn.edu/psc/hrprd/EMPLOYEE/HRMS/c/HRS_HRAM_FL.HRS_CG_SEARCH_FL.GBL?Page=HRS_APP_JBPST_FL&Action=U&SiteId=1&FOCUS=Applicant&JobOpeningId=340264&PostingSeq=1
[1] https://twitter.com/PublicHealthUMN/status/1427266522284793861/photo/1
[1] https://twitter.com/PublicHealthUMN/status/1427266522284793861
[1] https://stfm.org/publicationsresearch/publications/podcasts/

Top URLs in Tweet in G5:
[2] https://twitter.com/BhalaWriters/status/1493850131673731074/photo/1
[1] https://twitter.com/TaraBlackshear/status/1504917844777218048/photo/1
[1] https://www.chronicle.com/article/the-assault-on-black-academics
[1] 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/
[1] https://linktr.ee/bhalawriters
[1] https://twitter.com/BhalaWriters/status/1492200104593403911/photo/1
[1] https://twitter.com/Ebonyteach/status/1488885170841264135

Top URLs in Tweet in G6:
[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://leadingroutes.org/the-broken-pipeline
[1] https://twitter.com/BLAMCharity/status/1475497275094884356/photo/1
[1] https://twitter.com/youngscholar10/status/1458972913655291907/photo/1
[1] https://twitter.com/OgunyemiMD/status/1271266168364568576/photo/1
[1] https://twitter.com/MNWArch/status/1393375382070468610/photo/1
[1] https://www.aol.com/news/black-doctors-face-discrimination-based-142447508-181912713.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr

Top URLs in Tweet in G7:
[3] https://www.teamedefi.org/post/afrofuturism-reimaging-stem-for-urban-learners
[3] https://linktr.ee/DrSFJ?fbclid=IwAR3BjoTjfM0fzuHA1qRB_eXKVJgRB0FaZCNBKWI_vZUlz3VW07ogRYgPeOU
[2] https://www.chronicle.com/article/how-many-black-women-have-tenure-on-your-campus-search-here
[2] https://twitter.com/ActiveRoberts/status/1402672614221488130
[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://www.youtube.com/watch?v=c3qzaTq9ZkU&feature=youtu.be

[2] https://twitter.com/UNCBlackCaucus/status/1441429596721672202
[2] https://twitter.com/AllisonMaster/status/1422235994921836548/photo/1
[1] https://journalistsresource.org/economics/faculty-college-salaries-demographics-minorities-research/

Top URLs in Tweet in G8:
[2] https://redirect.viglink.com?u=https%3A%2F%2Fopen.spotify.com%2Fepisode%2F3p7uOtpWpR7PY2NYH2QHyw%3Fsi%3Da4862f86ebda4551&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[2] https://preview.postedstuff.com/FQoM-1F9X-vq15-5wq8/
[1] https://twitter.com/Briana_N_Spivey/status/1470882481746235393/photo/1
[1] https://twitter.com/TheEMPOWERLab/status/1397000636198178817
[1] https://twitter.com/TheEMPOWERLab/status/1397000636198178817/video/1
[1] https://open.spotify.com/episode/5EQDcKZjBDDHLXo2rNbNL8?si=T-XP8m1nT-OpIM6WV86iAA&dl_branch=1
[1] https://open.spotify.com/episode/2DrdUv8vNxxS9doPGsvXJa?si=NQWehN7GSDm153GOMQrdgg&dl_branch=1
[1] https://twitter.com/TheEMPOWERLab/status/1469774236214607884/video/1
[1] https://open.spotify.com/episode/2rE9pmSsnUbyG1tCLNOHKT?si=VKT6wZomSiCj3yFMiP5VKQ&dl_branch=1
[1] https://twitter.com/TheEMPOWERLab/status/1469774404754288643/photo/1

Top URLs in Tweet in G9:
[4] https://twitter.com/usnehal/status/1378830420767293441/photo/1
[4] https://twitter.com/usnehal/status/1345734963715584003/photo/1
[4] https://twitter.com/usnehal/status/1474134576742256651/photo/1
[4] https://twitter.com/usnehal/status/1470025545144541193/photo/1
[4] https://twitter.com/usnehal/status/1474130717655416837/photo/1
[4] https://twitter.com/usnehal/status/1474763424731209728/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
[2] https://hbr.org/2018/08/research-having-a-black-doctor-led-black-men-to-receive-more-effective-care

Top URLs in Tweet in G10:
[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/ASCAtweets/status/1438938423109296131
[1] https://twitter.com/EHinesPhD/status/1481653130337013762
[1] https://twitter.com/EHinesPhD/status/1487228011640504322
[1] https://twitter.com/EbonyJHilton_MD/status/1522188226550714369
[1] https://twitter.com/paulharris917/status/1457063688003805193/video/1
[1] https://twitter.com/thurris/status/1485070086851411971/photo/1
[1] https://trace.tennessee.edu/cgi/viewcontent.cgi?article=1201&context=tsc

Top Domains
Top Domains in Tweet in Entire Graph:
[813] twitter.com
[95] theprofessorisin.com
[63] nodexlgraphgallery.org
[42] chronicle.com
[30] myworkdayjobs.com
[24] mcmaster.ca
[23] nature.com
[23] youtube.com
[21] co.uk
[20] blackintheivory.net

Top Domains in Tweet in G1:
[95] twitter.com
[95] theprofessorisin.com
[53] nodexlgraphgallery.org
[20] blackintheivory.net
[16] chronicle.com
[8] nature.com
[6] insidehighered.com
[6] uconn.edu
[5] blkingradschool.com
[5] columbia.edu

Top Domains in Tweet in G2:
[66] twitter.com
[11] zoom.us
[10] nodexlgraphgallery.org
[9] chronicle.com
[6] nature.com
[6] msvu.ca
[5] theguardian.com
[4] co.uk
[3] interfolio.com
[3] cell.com

Top Domains in Tweet in G3:
[69] twitter.com
[3] cnn.com
[3] edu.au
[2] forbes.com
[2] sfn.org
[2] wiley.com
[2] lww.com
[1] nejm.org
[1] wunc.org
[1] google.com

Top Domains in Tweet in G4:
[44] twitter.com
[2] medscape.com
[1] umn.edu
[1] stfm.org
[1] businessinsider.com
[1] jamanetwork.com
[1] apple.com
[1] washingtonpost.com
[1] insidehighered.com
[1] trib.al

Top Domains in Tweet in G5:
[5] twitter.com
[1] chronicle.com
[1] sheridanlawfirm.com
[1] linktr.ee

Top Domains in Tweet in G6:
[14] twitter.com
[1] leadingroutes.org
[1] aol.com

Top Domains in Tweet in G7:
[39] 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] medium.com

Top Domains in Tweet in G8:
[13] twitter.com
[3] spotify.com
[2] viglink.com
[2] postedstuff.com

Top Domains in Tweet in G9:
[73] twitter.com
[3] insidehighered.com
[2] nytimes.com
[2] hbr.org
[2] linkedin.com
[2] therapistuncensored.com
[1] chng.it
[1] newyorker.com
[1] chronicle.com
[1] khn.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2077] blackintheivory
[287] academictwitter
[190] blackinstem
[170] bhm
[146] academicchatter
[89] blackhistorymonth
[82] blacklivesmatter
[82] blm
[72] medtwitter
[69] phdlife



Top Hashtags in Tweet in G1:
[548] blackintheivory
[137] academictwitter
[56] blm
[44] academicchatter
[35] blackinstem
[19] phdchat
[19] futurefaculty
[18] phdlife
[14] phd
[14] academia

Top Hashtags in Tweet in G2:
[111] blackintheivory
[51] blackinstem
[37] womeninstem
[20] blackinphotonics
[17] spieopticsphotonics
[15] academicchatter
[14] blackandstem
[13] academictwitter
[12] stem
[11] blackhistorymonth

Top Hashtags in Tweet in G3:
[169] blackintheivory
[14] medtwitter
[9] blackinstem
[9] blackexcellence
[8] blackwomeninmedicine
[6] meded
[5] academicmedicine
[4] blackphysicians
[4] blackmedtwitter
[4] academictwitter

Top Hashtags in Tweet in G4:
[66] blackintheivory
[43] blackmedtwitter
[41] match2022
[30] ilooklikeasurgeon
[28] blackexcellence
[26] medtwitter
[15] alhamdulilah
[15] fortheculture
[11] meded
[7] medstudenttwitter

Top Hashtags in Tweet in G5:
[8] blackintheivory
[8] masterclass
[1] savethedate
[1] writingcommunity
[1] bhalawriters
[1] academicchatter
[1] alhamdulilah
[1] fortheculture

Top Hashtags in Tweet in G6:
[9] blackintheivory
[2] medtwitter
[1] blackmedtwitter
[1] healthequity
[1] blackgirlmagic
[1] meded
[1] alhamdulilah
[1] fortheculture
[1] blackintheivorytower
[1] blacktwitter

Top Hashtags in Tweet in G7:
[106] blackintheivory
[13] academics4blacklives
[12] blacklivesmatter
[10] blackinstem
[10] representationmatters
[6] racialtraumaisreal
[4] academictwitter
[3] blackstemmers
[3] afrofuturism
[2] antiracism

Top Hashtags in Tweet in G8:
[22] blackintheivory
[15] blackademia
[15] blackpodcasts
[14] impact
[14] thrive
[13] blackhealth
[13] blackpodcasters
[11] dopeblackpods
[11] podcast
[9] amplifymelanatedvoices

Top Hashtags in Tweet in G9:
[58] blackintheivory
[13] meded
[13] drsusanmoore
[11] blm
[10] medtwitter
[10] highered
[6] dei
[6] docsagainstdoxxing
[6] healthcare
[5] scicomm

Top Hashtags in Tweet in G10:
[31] blackintheivory
[14] antiracistsc
[9] scchat
[8] counselored
[7] highered
[7] academictwitter
[6] academia
[2] morethananathlete
[1] blacktwitter
[1] stereotypethreat

Top Words
Top Words in Tweet in Entire Graph:
[2079] #blackintheivory
[1630] black
[488] students
[384] tenure
[375] braincures
[358] dr
[356] woman
[355] first
[341] academia
[324] story

Top Words in Tweet in G1:
[548] #blackintheivory
[292] black
[155] blackintheivory
[137] #academictwitter
[114] professorisin
[77] drshardedavis
[68] scholars
[62] white
[62] unc_press
[62] academia

Top Words in Tweet in G2:
[333] braincures
[269] jeremyfarrar
[202] ukri_ceo
[201] suzanne_garrett
[188] thepeopleshubuk
[186] rossthomson26
[185] petejacksongmp
[185] michelle_cruk
[185] evidencebase_im
[118] black

Top Words in Tweet in G3:
[171] #blackintheivory
[89] someone
[79] tinalasisi
[67] board
[64] story
[61] black
[57] unicorn
[57] finding
[56] fights
[56] having

Top Words in Tweet in G4:
[120] black
[96] drbrittanij
[91] academia
[88] love
[87] students
[86] news
[85] quit
[85] teaching
[85] cost
[85] amazing

Top Words in Tweet in G5:
[212] black
[207] woman
[207] earn
[207] tenure
[207] ancestors
[207] department
[207] first
[207] make
[207] proud
[207] adding

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

Top Words in Tweet in G7:
[106] #blackintheivory
[78] black
[59] activeroberts
[56] professor
[54] uofmaryland
[53] tenured
[52] promoted
[52] associate
[52] official
[51] #b

Top Words in Tweet in G8:
[161] black
[141] graduate
[139] students
[135] briana_n_spivey
[134] dismantling
[134] oppression
[134] understanding
[134] experiences
[134] systems
[134] essential

Top Words in Tweet in G9:
[58] #blackintheivory
[39] black
[16] please
[16] students
[15] ayshakhoury
[14] feel
[13] #drsusanmoore
[13] #meded
[12] dr
[12] women

Top Words in Tweet in G10:
[88] black
[88] paulharris917
[80] students
[71] impact
[70] right
[69] epitome
[69] brilliant
[69] doc
[69] pwis
[69] going

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[307] black,woman
[297] first,black
[237] woman,earn
[233] earn,tenure
[232] tenure,department
[232] tryin,make
[232] make,ancestors
[232] proud,first
[232] department,adding
[232] ancestors,proud

Top Word Pairs in Tweet in G1:
[53] #blackintheivory,nodexl
[44] #academictwitter,#blackintheivory
[41] #blackintheivory,#academictwitter
[39] nodexl,braincures
[34] 2023,unc_press
[34] anthology,#blackintheivory
[34] coming,fall
[34] top,hashtags
[34] fall,2023
[34] unc_press,anthology

Top Word Pairs in Tweet in G2:
[185] evidencebase_im,thepeopleshubuk
[185] petejacksongmp,rossthomson26
[185] rossthomson26,suzanne_garrett
[185] ukri_ceo,evidencebase_im
[185] jeremyfarrar,michelle_cruk
[185] thepeopleshubuk,petejacksongmp
[185] michelle_cruk,ukri_ceo
[183] braincures,jeremyfarrar
[83] jeremyfarrar,wellcometrust
[67] appgstudents,ucu

Top Word Pairs in Tweet in G3:
[56] fights,finding
[56] #blackintheivory,having
[56] finding,unicorn
[56] having,someone
[56] unicorn,story
[56] someone,fights
[55] tinalasisi,#blackintheivory
[33] diplomate,american
[33] long,time
[33] certified,diplomate

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

Top Word Pairs in Tweet in G5:
[207] woman,earn
[207] make,ancestors
[207] tryin,make
[207] proud,first
[207] tenure,department
[207] ancestors,proud
[207] black,woman
[207] earn,tenure
[207] department,adding
[207] first,black

Top Word Pairs in Tweet in G6:
[186] washington,shared
[186] guess,published
[186] hear,link
[186] shared,story
[186] world,hear
[186] published,washington
[186] story,world
[185] drandriatatem,guess
[185] link,comment
[10] first,black

Top Word Pairs in Tweet in G7:
[52] associate,professor
[52] official,promoted
[52] tenured,#blackintheivory
[52] uofmaryland,tenured
[52] promoted,associate
[52] professor,uofmaryland
[51] #blackintheivory,#b
[51] activeroberts,official
[17] black,faculty
[14] postdoc,decide

Top Word Pairs in Tweet in G8:
[139] black,graduate
[138] graduate,students
[134] systems,oppression
[134] students,essential
[134] essential,dismantling
[134] experiences,black
[134] understanding,experiences
[134] dismantling,systems
[133] briana_n_spivey,understanding
[122] oppression,exist

Top Word Pairs in Tweet in G9:
[8] educators,close
[8] situation,feel
[8] students,educators
[8] tenure,denial
[8] denial,students
[8] another,tenure
[8] support,dr
[8] close,situation
[8] feel,wholly
[8] please,support

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

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

Top Replied-To in G1:
@dnlee5
@drshardedavis

Top Replied-To in G2:
@braincures
@do_kinder
@doc_tmp
@jeremyfarrar
@universitiesuk
@seefryar
@optolia
@dorothydalton
@drumeshprabhu

Top Replied-To in G3:
@sjjphd
@tetetonwemd
@futuredocs
@bonneylab
@otrowers_md
@womxnshc
@jutlp
@pericemanns
@innodim

Top Replied-To in G4:
@rfredberg
@kcobbmd
@diversifyinpath
@sarahfowler_md

Top Replied-To in G7:
@dandrezner
@eugenia_south
@kevinmkruse
@franklinleonard
@mattbruenig
@rachelcargle
@uncblackcaucus
@iaahmed123

Top Replied-To in G8:
@briana_n_spivey

Top Replied-To in G9:
@citizenjane1889
@drvantilburg
@usnehal
@dr_s_jefferson
@ellennelsonrowe
@hvanspall
@huckaberryfin20
@harvard
@drdanielgih

Top Mentioned
Top Mentioned in Entire Graph:
@braincures
@jeremyfarrar
@tarablackshear
@drandriatatem
@ukri_ceo
@suzanne_garrett
@blackintheivory
@thepeopleshubuk
@rossthomson26
@michelle_cruk

Top Mentioned in G1:
@blackintheivory
@professorisin
@drshardedavis
@academicchatter
@this0499154500
@braincures
@unc_press
@do_kinder
@uchi_uconn
@b0tsci

Top Mentioned in G2:
@braincures
@jeremyfarrar
@ukri_ceo
@suzanne_garrett
@thepeopleshubuk
@rossthomson26
@michelle_cruk
@evidencebase_im
@petejacksongmp

Top Mentioned in G3:
@tinalasisi
@cclaremdmph
@drkerrymitchell
@jhospmedicine
@hmsbpa
@drkysr
@oni_blackstock
@drv_neomd
@uche_blackstock
@gradydoctor

Top Mentioned in G4:
@drbrittanij
@iemcelroy
@doczaymd
@ramlakasozimd
@docmosho
@rcg1812
@reneecrichlowmd
@umaduekwemd
@stfm_fm
@cclaremdmph

Top Mentioned in G5:
@tarablackshear
@bhalawriters
@paulharris917
@shepherdmpofu
@phdgprotein86
@tinalasisi
@blackintheivory
@briana_n_spivey
@activeroberts

Top Mentioned in G6:
@drandriatatem
@tarablackshear
@drbrittanij
@blamcharity
@drkerrymitchell
@ogunyemimd
@uche_blackstock
@jhospmedicine
@ramlakasozimd
@wimin_wmis

Top Mentioned in G7:
@activeroberts
@uofmaryland
@teamedefi
@bkhamp
@dr_nickiw
@drcegreen
@crrogersphd
@drcaberry
@dandrezner
@drbrittanij

Top Mentioned in G8:
@briana_n_spivey
@theempowerlab
@drishametzger
@drearlturner
@reecradio
@tarablackshear
@paulharris917
@imraugh
@wesunruh

Top Mentioned in G9:
@ayshakhoury
@usnehal
@famdoc_forest
@washingtonpost
@nhannahjones
@nytimes
@drpowerhays
@roshni_beeharry
@usc
@ujjram

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

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

Top Tweeters in G1:
@wildwalkerwoman
@nanayasleeps
@buckleyswartz
@drugmonkeyblog
@daviddark
@fizah_alias
@tressiemcphd
@azcentral
@academicchatter
@1010wins

Top Tweeters in G2:
@independent
@googleexpertuk
@blackphysicists
@bbcnews
@nicochan33
@hiringcare
@serenashimaward
@doctorow
@drumeshprabhu
@tristramwyatt

Top Tweeters in G3:
@cathleenkucz
@iamtricia118
@ice131queen
@wordfinga
@forbes
@lugwaja
@cnn
@ooni_of_lagos
@needle_of_arya
@abc11_wtvd

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

Top Tweeters in G5:
@cynicalvision50
@debp197
@gmarie55
@avildsen
@notingshaw
@lindadoherty4
@karaoke_god
@nomorebooks
@ehrenreichalex
@jerry_durhampt

Top Tweeters in G6:
@brontyman
@memeburk
@netbacker
@uscgamecockboy
@tinu
@djmusgr
@dialogician
@carrdiganbutton
@unclemuley
@aunty__em

Top Tweeters in G7:
@helpyougetgains
@agent_snark
@joelscribes
@chadstanton
@dandrezner
@npr
@msshychey
@davidudale
@newblackman
@drcaberry

Top Tweeters in G8:
@ohohpick_mimi
@queenieluvsya
@jadorecas
@reecradio
@_mimikoko
@tarik_endale
@wesunruh
@dharry_93
@chefjunya_
@pacific_chiller

Top Tweeters in G9:
@bostonglobe
@nytimes
@washingtonpost
@cindyb1333
@cjlawrenceesq
@nuance_bot
@anastasiasmihai
@cryptovitas
@gobuxgal
@al_richards_786

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


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