#BlackInTheIvory, Twitter, 8/1/2020 11:28:17 AM, 231560
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#BlackInTheIvory_2020-08-01_00-33-29.xlsx
#BlackInTheIvory_2020-08-01_00-33-29.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
August 01, 2020
Short Description:
#BlackInTheIvory via NodeXL https://bit.ly/39Jcfuq
@blackintheivory
@shakespearelovr
@doritmi
@trishgreenhalgh
@drcaberry
@ammahstarr
@natureecoevo
@cschell_canids
@heatherdsnell
@smileitsjoy

Top hashtags:
#blackintheivory
#wakandaforever
#blackinstem

Description:
Description
The graph represents a network of 8,991 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, 01 August 2020 at 07:39 UTC.

The requested start date was Saturday, 01 August 2020 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, 23-hour, 52-minute period from Thursday, 02 July 2020 at 00:02 UTC to Friday, 31 July 2020 at 23:55 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 : 8991
Unique Edges : 5641
Edges With Duplicates : 21552
Total Edges : 27193
Number of Edge Types : 5
Retweet : 10065
MentionsInRetweet : 13925
Tweet : 1251
Mentions : 1640
Replies to : 312
Self-Loops : 1295
Reciprocated Vertex Pair Ratio : 0.0196976002219448
Reciprocated Edge Ratio : 0.0386341994286492
Connected Components : 413
Single-Vertex Connected Components : 191
Maximum Vertices in a Connected Component : 8066
Maximum Edges in a Connected Component : 25854
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.148561
Graph Density : 0.000181889960656491
Modularity : 0.455996
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 8,991 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, 01 August 2020 at 07:39 UTC.

The requested start date was Saturday, 01 August 2020 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, 23-hour, 52-minute period from Thursday, 02 July 2020 at 00:02 UTC to Friday, 31 July 2020 at 23:55 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:
[314] https://blackcomputeher.org/citeher-bibliography/
[83] https://www.youtube.com/watch?v=c3qzaTq9ZkU&feature=youtu.be

[33] https://blackinengineering.org/
[29] https://www.moles.washington.edu/news-events/special-event-experiences-of-black-stem-in-the-ivory/
[19] https://www.youtube.com/channel/UCm37SR135GQG9FyK8dcLGTg
[19] https://forms.gle/SPbsQUjS29wG7qs37
[17] https://www.youtube.com/watch?v=Be3NCsBsl-I&feature=youtu.be

[14] https://www.psychologytoday.com/us/blog/culturally-speaking/202007/racism-in-academic-publishing
[11] https://forms.gle/KyTpi1GDcCJzPkFn7
[11] https://diverseeducation.com/article/185381/#.Xx4qorNWnP0.twitter

Top URLs in Tweet in G1:
[12] https://blackcomputeher.org/citeher-bibliography/
[10] https://diverseeducation.com/article/185381/#.Xx4qorNWnP0.twitter
[7] https://hechingerreport.org/opinion-when-institutions-fail-black-women-in-academia/
[7] https://diverseeducation.com/article/185037/#.XxtMYk9xOkA.twitter
[6] https://twitter.com/BerniceKing/status/1287231538472591361
[5] https://twitter.com/meganranney/status/1283771898225135616
[5] https://www.blackintheivory.com/
[4] https://twitter.com/DiverseIssues/status/1278533715140976647
[3] https://twitter.com/drtrmorton/status/1284141910811193346
[3] https://www.blackintheivory.com/new-page

Top URLs in Tweet in G2:
[3] https://enildaromero.com/2020/07/26/the-hashtag-blackintheivory/
[2] https://apple.news/ASpe2lukMSgK86XlPpxaSkQ
[2] https://twitter.com/angeljonesphd/status/1282677221224845314
[2] https://threadreaderapp.com/thread/1287309147155857408.html
[2] https://threader.app/thread/1287309147155857408
[1] https://docs.google.com/document/d/1nwWTW2sNrkn9mwxtcUBcGVZL2x6hXv7FOX3P_3VgTLA/edit
[1] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=https://link.springer.com/article/10.1007/s12115-020-00496-1
[1] https://hechingerreport.org/opinion-when-institutions-fail-black-women-in-academia/
[1] https://twitter.com/elizabhinton/status/1269794165262516224
[1] https://www.theguardian.com/education/2020/jun/27/payback-time-academics-plan-to-launch-free-black-university-in-uk

Top URLs in Tweet in G3:
[80] https://www.youtube.com/watch?v=c3qzaTq9ZkU&feature=youtu.be

[31] https://blackinengineering.org/
[21] https://www.moles.washington.edu/news-events/special-event-experiences-of-black-stem-in-the-ivory/
[18] https://www.youtube.com/channel/UCm37SR135GQG9FyK8dcLGTg
[13] https://blackcomputeher.org/citeher-bibliography/
[10] https://www.youtube.com/watch?v=Be3NCsBsl-I&feature=youtu.be

[8] https://www.sciencenews.org/article/covid-19-coronavirus-vaccine-trial-volunteer-sophia-upshaw
[4] https://www.facebook.com/verysmartbrothas
[4] https://twitter.com/methanoJen/status/1283074278070652928
[3] https://blackinengineering.org/action-item-list/

Top URLs in Tweet in G4:
[13] https://www.psychologytoday.com/us/blog/culturally-speaking/202007/racism-in-academic-publishing
[3] https://twitter.com/CellPressNews/status/1281230767461478402
[2] https://www.moles.washington.edu/news-events/special-event-experiences-of-black-stem-in-the-ivory/
[2] https://twitter.com/duane_g_watson/status/1283810426007027712
[2] https://www.blackinneuro.com/profiles/mark-mikkelsen
[2] https://blackcomputeher.org/citeher-bibliography/
[2] https://twitter.com/zitasesh/status/1281166009747992578
[1] https://twitter.com/BrielleRyan/status/1280160258602594305
[1] https://twitter.com/UNITY4BIPOC/status/1282687364289245184
[1] https://m.tiktok.com/v/6852034320249408773.html?u_code=dbch2je5lemhlj&preview_pb=0&language=en&_d=d9c5j37ahh7d91&share_item_id=6852034320249408773×tamp=1595364654&utm_campaign=client_share&utm_medium=ios&user_id=6805676680473035781&tt_from=copy&utm_source=copy

Top URLs in Tweet in G5:
[3] https://twitter.com/edraygoins/status/1278781471432404994
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41559-020-1266-7
[2] https://twitter.com/cschell_canids/status/1286688113192919040
[1] https://www.eventbrite.com/e/lsu-science-cafe-race-and-the-pandemic-tickets-113161298490?aff=Facebook
[1] https://twitter.com/lsuresearch/status/1285213874044583939
[1] https://www.tandfonline.com/doi/full/10.1080/17513057.2020.1789692?cookieSet=1
[1] https://link.medium.com/mpQBuOFYZ6
[1] https://twitter.com/UWMolES/status/1280936988091142148
[1] https://conservationcorridor.org/2020/06/wildlife-fencing-kenya/
[1] https://twitter.com/trishgreenhalgh/status/1287329145760997377

Top URLs in Tweet in G6:
[1] https://twitter.com/patchtestyu/status/1287352933777133568
[1] https://twitter.com/mrniceguy18_58/status/1278065496412299264
[1] https://twitter.com/janeemurray13/status/1282877391681941504
[1] https://twitter.com/samcoren/status/1281413766446555137
[1] https://twitter.com/palmd/status/1284941313998282755
[1] https://twitter.com/JaneeMurray13/status/1282877391681941504
[1] https://www.youtube.com/watch?v=MrgW6NS1D-Q&feature=youtu.be

[1] https://twitter.com/queenmd2024/status/1280384362458968064
[1] https://twitter.com/dmalebranche/status/1288402548232200194
[1] https://www.nytimes.com/2020/07/27/opinion/coronavirus-medicine-blackness.html?referringSource=articleShare

Top URLs in Tweet in G7:
[279] https://blackcomputeher.org/citeher-bibliography/
[2] http://citeher.org?utm_campaign=BLM%20Halp%20Ticket&utm_content=135376985&utm_medium=social&utm_source=twitter&hss_channel=tw-9481992
[2] https://www.change.org/p/u-s-criminal-investigative-command-for-the-army-reopen-lavena-johnson-s-case
[2] https://twitter.com/DrShardeDavis/status/1283914220929613825
[1] https://twitter.com/RahinaZarma/status/1288913537197314048
[1] https://twitter.com/quincykbrown/status/1283751941915529218
[1] https://twitter.com/holycode5/status/1282860612389875713
[1] https://open.spotify.com/episode/5wiw1WnbDdCyTc30ZASHqF?si=sJU9IGWmQda9Lx7wLIPq5Q
[1] https://twitter.com/BlackWomenPhDs/status/1280552227145383941
[1] https://www.youtube.com/watch?v=c3qzaTq9ZkU&feature=youtu.be


Top URLs in Tweet in G8:
[6] https://www.theglobeandmail.com/news/toronto/hadiya-roderique-black-on-bay-street/article36823806/
[2] https://twitter.com/bmsacanada/status/1278791514957766667
[2] https://twitter.com/nomadj1s/status/1286760507890970624
[2] https://blackcomputeher.org/citeher-bibliography/
[2] https://www.unmc.edu/news.cfm?match=25962&pk_campaign=email&pk_kwd=Next_diversity_listening_session_set_for_today
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-01883-8
[2] http://www.scicommcon.org/registration/
[1] https://twitter.com/diverseissues/status/1278533715140976647
[1] https://twitter.com/AlfredaJames3/status/1280613972891316226
[1] https://twitter.com/londyloo/status/1284631077253009408

Top URLs in Tweet in G9:
[4] http://theprofessorisin.com/2020/06/29/institutional-weapons-of-whiteness-blm-guest-post/
[4] http://theprofessorisin.com/2020/07/15/black-in-the-ivory-blm/
[3] http://theprofessorisin.com/2020/07/16/institutions-protect-racists-blm/
[2] http://theprofessorisin.com/2020/07/03/for-colored-folks-who-have-considered-suicide-when-cookies-and-academia-were-not-enough-blm-guest-post/
[2] http://theprofessorisin.com/2020/06/30/higher-ed-is-unprepared-blm-guest-post/
[2] https://www.insidehighered.com/views/2020/07/16/black-tenure-track-faculty-members-face-challenges-looking-housing-near-their#.XxDr23WwKEo.twitter
[2] http://theprofessorisin.com/2020/06/24/the-burden-of-being-the-only-one-in-the-room-blm-guest-post/
[2] https://twitter.com/drjovon/status/1278471667879227393
[1] https://twitter.com/IowaStateUNews/status/1285576877860626432
[1] https://twitter.com/uc_newsroom/status/1280659860812636160

Top URLs in Tweet in G10:
[4] https://jamanetwork.com/journals/jama/fullarticle/2768354
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Felemental.medium.com%2Ffuture-black-doctors-are-getting-blocked-ec601ad51779
[2] https://twitter.com/kemidoll/status/1283560656759713792
[2] https://www.nejm.org/doi/full/10.1056/NEJMp2021072?cookieSet=1
[1] https://www.nejm.org/doi/full/10.1056/NEJMp2021291?query=featured_home&cookieSet=1
[1] https://apply.interfolio.com/76299
[1] https://twitter.com/MyaLRoberson/status/1287792681159143424
[1] https://www.nejm.org/doi/full/10.1056/NEJMms2003544?query=recirc_inIssue_bottom_article&cookieSet=1
[1] https://twitter.com/dabdelhameid/status/1283086485047189507
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.redjournal.org%2Farticle%2FS0360-3016%2820%2931413-9%2Ffulltext&rc=0

Top Domains
Top Domains in Tweet in Entire Graph:
[644] twitter.com
[314] blackcomputeher.org
[157] youtube.com
[40] nature.com
[37] blackinengineering.org
[30] forms.gle
[29] washington.edu
[26] theprofessorisin.com
[26] diverseeducation.com
[23] medium.com

Top Domains in Tweet in G1:
[192] twitter.com
[24] diverseeducation.com
[12] blackcomputeher.org
[10] blackintheivory.com
[7] medium.com
[7] hechingerreport.org
[6] insidehighered.com
[5] youtube.com
[5] nature.com
[4] mykarentranslator.com

Top Domains in Tweet in G2:
[6] twitter.com
[3] enildaromero.com
[2] apple.news
[2] threadreaderapp.com
[2] threader.app
[1] google.com
[1] springer.com
[1] hechingerreport.org
[1] theguardian.com

Top Domains in Tweet in G3:
[117] youtube.com
[85] twitter.com
[34] blackinengineering.org
[21] washington.edu
[13] blackcomputeher.org
[8] sciencenews.org
[8] nature.com
[6] facebook.com
[3] nytimes.com
[3] medium.com

Top Domains in Tweet in G4:
[23] twitter.com
[14] psychologytoday.com
[5] blackinneuro.com
[3] youtube.com
[2] washington.edu
[2] nature.com
[2] blackcomputeher.org
[1] tiktok.com
[1] google.com
[1] motherjones.com

Top Domains in Tweet in G5:
[10] twitter.com
[2] nature.com
[1] eventbrite.com
[1] tandfonline.com
[1] medium.com
[1] conservationcorridor.org
[1] blackinengineering.org
[1] pomona.edu
[1] berkeley.edu

Top Domains in Tweet in G6:
[14] twitter.com
[1] youtube.com
[1] nytimes.com
[1] joomag.com

Top Domains in Tweet in G7:
[279] blackcomputeher.org
[6] twitter.com
[2] citeher.org
[2] change.org
[1] spotify.com
[1] youtube.com

Top Domains in Tweet in G8:
[23] twitter.com
[6] theglobeandmail.com
[3] nature.com
[2] blackcomputeher.org
[2] unmc.edu
[2] scicommcon.org
[1] aauw.org
[1] tennessee.edu
[1] nyu.edu
[1] campaign-archive.com

Top Domains in Tweet in G9:
[23] theprofessorisin.com
[16] twitter.com
[2] insidehighered.com
[2] nature.com
[2] google.com
[2] medium.com
[1] getpocket.com
[1] blackspaceblog.com
[1] arktimes.com
[1] littlevillagemag.com

Top Domains in Tweet in G10:
[18] twitter.com
[6] nejm.org
[4] jamanetwork.com
[2] medium.com
[2] elsevierhealth.com
[1] interfolio.com
[1] psychologytoday.com
[1] wordpress.com
[1] linktr.ee
[1] massivesci.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4322] blackintheivory
[438] wakandaforever
[358] blackinstem
[353] blacklivesmatter
[324] academictwitter
[259] blackandstem
[183] amplifyblackstem
[113] blackengineeringfacultyspeak
[109] academicchatter
[106] blacktwitter



Top Hashtags in Tweet in G1:
[1522] blackintheivory
[89] tenureforpaul
[48] blacklivesmatter
[48] academictwitter
[33] academicchatter
[32] blackinstem
[24] blackplantlove
[21] blackandstem
[18] legendaryscholar
[17] phdlife

Top Hashtags in Tweet in G2:
[58] blackintheivory
[6] strike4blacklives
[2] blackmentalhealthmatters
[1] scicomm
[1] racist
[1] professionalism
[1] disparity
[1] medbikini
[1] blacklivesmatter
[1] bame

Top Hashtags in Tweet in G3:
[339] blackintheivory
[170] amplifyblackstem
[147] blackandstem
[125] blackinstem
[99] blackengineeringfacultyspeak
[56] weriseup
[55] noiresteminist
[49] blacklivesmatter
[36] blackinengineering
[28] blackacademics

Top Hashtags in Tweet in G4:
[175] blackintheivory
[60] blackinstem
[52] blackinneuro
[29] womeninstem
[29] blackinneurorollcall
[27] blackafinstem
[27] blacklivesmatter
[23] blackandstem
[23] scipol
[14] blackinneuroweek

Top Hashtags in Tweet in G5:
[409] wakandaforever
[72] blackexcellence
[69] eeb
[65] blackintheivory
[9] blackinpeqg
[6] blackinstem
[5] blackplantlove
[5] black
[4] elbertfcox
[4] mathematics

Top Hashtags in Tweet in G6:
[61] blackintheivory
[10] medtwitter
[8] meded
[7] blacklivesmatter
[7] racism
[6] blackmedtwitter
[3] minoritiesinmedicine
[3] medstudenttwitter
[3] medracism
[3] blackmeninmedicine

Top Hashtags in Tweet in G7:
[41] blackintheivory
[9] blacktechtwitter
[7] blackinchem
[7] blackinneuro
[7] blackinneuroweek
[7] blackwomeninstemweek
[6] blackinstem
[5] citeher
[5] blacklivesmatter
[4] academictwitter

Top Hashtags in Tweet in G8:
[77] blackintheivory
[32] blackandstem
[19] medtwitter
[10] medbikini
[9] blacktwitter
[8] blacklivesmatter
[8] academictwitter
[6] blackmedtwitter
[6] blackinstem
[6] disparity

Top Hashtags in Tweet in G9:
[143] blackintheivory
[42] academictwitter
[19] academicchatter
[18] blm
[16] blacklivesmatter
[9] blackivystories
[5] blackinstem
[5] blackphds
[5] blackatuoft
[5] uoftsociology

Top Hashtags in Tweet in G10:
[70] blackintheivory
[34] blacklivesmatter
[10] medtwitter
[9] podcast
[8] phd
[8] brother
[8] game
[5] majoritytaxes
[5] antiracism
[5] blackmeninmedicine

Top Words
Top Words in Tweet in Entire Graph:
[4306] #blackintheivory
[4161] black
[1239] racism
[1044] against
[950] trishgreenhalgh
[933] time
[927] share
[850] academics
[793] research
[787] being

Top Words in Tweet in G1:
[1517] #blackintheivory
[920] black
[316] being
[290] smileitsjoy
[275] paulharris917
[264] tenure
[229] white
[220] re
[214] racism
[205] students

Top Words in Tweet in G2:
[883] trishgreenhalgh
[859] against
[563] racism
[557] academic
[555] academics
[551] time
[551] make
[551] stand
[551] publishing
[551] 'poverty

Top Words in Tweet in G3:
[648] black
[338] #blackintheivory
[273] faculty
[267] share
[264] experiences
[256] engineering
[199] help
[196] drcaberry
[190] stem
[170] #amplifyblackstem

Top Words in Tweet in G4:
[362] black
[227] find
[193] heatherdsnell
[175] #blackintheivory
[170] anyone
[170] panelist
[169] applicants
[169] neuroscience
[168] oh
[168] well

Top Words in Tweet in G5:
[480] natureecoevo
[478] promoting
[446] black
[420] share
[413] excited
[412] paper
[409] cschell_canids
[409] #wakandaforever
[409] excellence
[409] combating

Top Words in Tweet in G6:
[276] don
[276] made
[274] program
[273] titles
[272] degrees
[272] harvard
[272] walk
[272] job
[272] manager
[272] boss

Top Words in Tweet in G7:
[294] black
[280] blackcomputeher
[279] bibliography
[279] women
[279] quincykbrown
[278] papers
[278] computing
[275] proud
[275] introduce
[274] #cite

Top Words in Tweet in G8:
[80] black
[77] #blackintheivory
[74] racism
[57] white
[56] dr
[42] work
[39] academia
[39] colleagues
[37] needs
[37] being

Top Words in Tweet in G9:
[152] black
[143] #blackintheivory
[115] uk
[92] research
[86] academicchatter
[81] academics
[72] nkasistoll
[60] looking
[59] doing
[58] anyone

Top Words in Tweet in G10:
[70] #blackintheivory
[40] speak
[39] voice
[39] share
[37] before
[37] time
[36] damaged
[36] during
[36] residency
[36] shattered

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[602] racism,academic
[599] academic,publishing
[597] academics,time
[597] time,make
[597] make,stand
[597] stand,against
[597] against,racism
[597] publishing,'poverty
[597] 'poverty,culture'
[597] culture',lawrence

Top Word Pairs in Tweet in G1:
[152] letter,provost
[152] provost,saying
[152] saying,supports
[152] supports,dean's
[152] dean's,re
[152] re,evaluation
[152] evaluation,favor
[152] favor,tenure
[151] paulharris917,letter
[118] #blackintheivory,website

Top Word Pairs in Tweet in G2:
[551] academics,time
[551] time,make
[551] make,stand
[551] stand,against
[551] against,racism
[551] racism,academic
[551] academic,publishing
[551] publishing,'poverty
[551] 'poverty,culture'
[551] culture',lawrence

Top Word Pairs in Tweet in G3:
[246] black,engineering
[239] engineering,faculty
[233] experiences,black
[177] share,experiences
[116] faculty,bring
[116] please,help
[116] help,#amplifyblackstem
[107] black,women
[105] bring,awareness
[104] #amplifyblackstem,share

Top Word Pairs in Tweet in G4:
[168] anyone,oh
[168] oh,well
[168] well,find
[168] find,quality
[168] quality,black
[168] black,applicants
[168] applicants,panelist
[168] panelist,whatever
[168] whatever,neuroscience
[168] neuroscience,longer

Top Word Pairs in Tweet in G5:
[409] #wakandaforever,excited
[409] excited,share
[409] share,paper
[409] paper,natureecoevo
[409] natureecoevo,promoting
[409] promoting,black
[409] black,excellence
[409] excellence,combating
[409] combating,systemic
[408] cschell_canids,#wakandaforever

Top Word Pairs in Tweet in G6:
[272] degrees,harvard
[272] harvard,walk
[272] walk,job
[272] job,made
[272] made,program
[272] program,manager
[272] manager,boss
[272] boss,tells
[272] tells,titles
[272] titles,don

Top Word Pairs in Tweet in G7:
[279] black,women
[278] bibliography,papers
[278] papers,black
[278] women,computing
[277] computing,blackcomputeher
[275] proud,introduce
[275] introduce,bibliography
[274] quincykbrown,proud
[274] blackcomputeher,#cite
[7] #blackinchem,week

Top Word Pairs in Tweet in G8:
[37] dr,jinelle
[37] jinelle,wint
[33] dear,academia
[33] academia,recognize
[33] recognize,poc
[33] poc,profs
[33] profs,asked
[33] asked,institutions
[33] institutions,colleagues
[33] colleagues,peers

Top Word Pairs in Tweet in G9:
[57] hi,academicchatter
[57] academicchatter,uk
[57] uk,academics
[57] academics,looking
[57] looking,connect
[57] connect,anyone
[57] anyone,doing
[57] doing,research
[57] research,uk
[57] uk,black

Top Word Pairs in Tweet in G10:
[36] voice,damaged
[36] damaged,before
[36] before,during
[36] during,residency
[36] residency,shattered
[36] shattered,terrified
[36] terrified,time
[36] time,tried
[36] tried,speak
[35] tmprowell,voice

Top Replied-To
Top Replied-To in Entire Graph:
@presjimryan
@blackintheivory
@drplattlab
@drmonicacox
@drashleycureton
@drfna
@elysabethgrace
@kareem_carr
@smileitsjoy
@columbia

Top Replied-To in G1:
@presjimryan
@smileitsjoy
@ibjiyongi
@pedsotodoc
@timothykeyes
@drshardedavis
@hansimunasinghe
@ezialibo
@jruck_psych
@drdvega

Top Replied-To in G2:
@trishgreenhalgh
@monkey3452
@threadascii

Top Replied-To in G3:
@drplattlab
@drmonicacox
@common
@drjuliettem
@quincykbrown
@estodek
@naturenews
@rolandsmartin
@soniagupta504
@npr

Top Replied-To in G4:
@blackhealth4men
@drwint_signalin
@genemobattack
@getneuro
@drfna
@abbyhartman
@kbzo_
@blackinneuro
@minoritystem
@crparks3

Top Replied-To in G5:
@ayannapressley

Top Replied-To in G6:
@qaalihussein1
@mahad_minhas
@leoseoanemd
@palmd
@jcoopnine
@ochsnerhealth
@curlyhairmd
@drfna
@pedsmd2b

Top Replied-To in G7:
@nadegecompaore
@hugoramos2400
@newblackman

Top Replied-To in G8:
@princeton
@amandajoymd
@force10rulz
@davidminpdx
@jswatz
@garrett_felber
@daverosenthal1
@darrenstapleto6
@teenmd
@arghavan_salles

Top Replied-To in G9:
@drashleycureton
@blackintheivory
@bwisnetwork
@assessmentisfun
@christybraham
@positivprogramr
@darthscience
@pawprinceton
@_danibeck
@professorisin

Top Replied-To in G10:
@dror_barak
@markdny
@lashnolen
@eldrinl
@christinachapmd
@nevin_phd
@chasetmanderson

Top Mentioned
Top Mentioned in Entire Graph:
@trishgreenhalgh
@natureecoevo
@cschell_canids
@smileitsjoy
@ammahstarr
@blackcomputeher
@quincykbrown
@paulharris917
@thepurplepage
@heatherdsnell

Top Mentioned in G1:
@smileitsjoy
@paulharris917
@drshardedavis
@myalroberson
@blackintheivory
@naturehumbehav
@thurris
@uva
@thepurplepage
@ohyaaaay207

Top Mentioned in G2:
@trishgreenhalgh
@prestonigwe
@jesswade
@royalsociety
@divdececon
@heatherdsnell
@drleslieappiah
@eromerohall
@drmonnica
@blackintheivory

Top Mentioned in G3:
@drcaberry
@drmonicacox
@stemnoire
@operation1stem
@drleroylongiii
@drsimonedouglas
@drplattlab
@asmicrobiology
@drjasonjohnson
@leafwarbler

Top Mentioned in G4:
@heatherdsnell
@blackinneuro
@drmonnica
@chanelmatney
@jomicah24
@blacki
@tanyaradzwama19
@drwint_signalin
@khadijadeniece
@jruck_psych

Top Mentioned in G5:
@natureecoevo
@cschell_canids
@cylitaguy
@kwasiscientific
@scrapnaturalist
@w_patricka
@doctor_talitha
@timisneat
@davidstampsii
@zygomatic_lomax

Top Mentioned in G6:
@ammahstarr
@drfna
@felicityenders
@trishgreenhalgh
@leoseoanemd
@ochsnerhealth
@qaalihussein1
@academicsurgery
@uqmedicine
@drkerrymitchell

Top Mentioned in G7:
@blackcomputeher
@quincykbrown
@blackinthelab
@drmonicacox
@blackdigitalhum
@blacklearners
@drcaberry
@essenbi
@nadegecompaore
@kelli

Top Mentioned in G8:
@ciestonybrook
@drbrittanij
@alfredajames3
@ayanaeliza
@chasetmanderson
@dronibee
@sammybytes
@drkmetropoulos
@usnehal
@uche_blackstock

Top Mentioned in G9:
@academicchatter
@nkasistoll
@professorisin
@_drnicole
@blackintheivory
@jaboalake
@_vcopeland
@drmaxinedavis
@blackwomenphds
@drjovon

Top Mentioned in G10:
@tmprowell
@drheardgarris
@pre_rad
@kemidoll
@ohsuradmed
@nejm
@drwinkfield
@christinachapmd
@awadahmedmd
@issakamd

Top Tweeters
Top Tweeters in Entire Graph:
@s9tmt
@threadreaderapp
@ligayaloyola
@tacobell
@n7irl
@allchanges
@rosenchild
@femtech_
@sandradunn1955
@marthalynneowe1

Top Tweeters in G1:
@ligayaloyola
@lizditz
@very_nessasary
@frecklesxx20
@sar_oso
@estarianne
@yayayarndiva
@igallupd
@nytimes
@washingtonpost

Top Tweeters in G2:
@s9tmt
@allchanges
@sandradunn1955
@_l17r_
@lazaroumterror
@callmemonow
@natalie91231732
@jjunplay
@lugwaja
@taritac

Top Tweeters in G3:
@marthalynneowe1
@patta47cake
@blackphysicists
@nofascistlies
@rolandsmartin
@mjohnso27
@tam_resist
@walkerdl
@jeffjsays
@notgeauxgabby

Top Tweeters in G4:
@rosenchild
@drugmonkeyblog
@unsnuk
@avildsen
@grhluna24
@hyhutriangle
@kbzo_
@grimeandreason
@chazzofsheckys
@artologica

Top Tweeters in G5:
@n7irl
@sydnets
@whysharksmatter
@anonymiss8
@amcell
@mtanichthys
@e_vanevery
@adymitruk
@valkyrie_art
@dialshrimp

Top Tweeters in G6:
@vernapolitics
@shawtiirock
@cheezymac_
@sistercrow
@tomvarghesejr
@nerdyhussle
@dancing_mal
@donaldverger
@corochin61
@kittytrill

Top Tweeters in G7:
@raulpacheco
@avocalistsrival
@lingtunechi
@astoldby_shy
@notingshaw
@gl0ssycha
@wunpini_fm
@roshaundadgreen
@jkhoey
@andrealearned

Top Tweeters in G8:
@denver_rose
@beautifulpainn
@thegobposter
@ayirpelle
@mdaware
@drjengunter
@mamabook
@ange_patricia
@bartandrews
@nolore

Top Tweeters in G9:
@armsivilli
@academicchatter
@i_am_thechange
@psychdrd
@sandydarity
@laban9898
@maryjobateman
@joe_fru
@thegayagenda69
@o_guest

Top Tweeters in G10:
@blerdmommy
@akdm_bot
@maimah
@amr_jal
@schneiderleonid
@kickbraintumors
@nirmalaheriza
@publichealthmap
@hamiltonjohnd
@reeprn


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