#BlackInTheIvory, Twitter, 8/2/2020 8:28:30 AM, 231616


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#BlackInTheIvory_2020-08-02_00-14-25.xlsx
#BlackInTheIvory_2020-08-02_00-14-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 02, 2020
Short Description:
#BlackInTheIvory via NodeXL https://bit.ly/2D4n26C
@blackintheivory
@shakespearelovr
@doritmi
@trishgreenhalgh
@drcaberry
@ammahstarr
@natureecoevo
@smileitsjoy
@cschell_canids
@heatherdsnell

Top hashtags:
#blackintheivory
#wakandaforever
#blackinstem

Description:
Description
The graph represents a network of 8,707 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, 02 August 2020 at 07:20 UTC.

The requested start date was Sunday, 02 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, 15-minute period from Friday, 03 July 2020 at 00:06 UTC to Saturday, 01 August 2020 at 23:22 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 : 8707
Unique Edges : 5394
Edges With Duplicates : 20745
Total Edges : 26139
Number of Edge Types : 5
Retweet : 9712
MentionsInRetweet : 13406
Replies to : 290
Tweet : 1197
Mentions : 1534
Self-Loops : 1240
Reciprocated Vertex Pair Ratio : 0.0194111704430654
Reciprocated Edge Ratio : 0.038083103277412
Connected Components : 398
Single-Vertex Connected Components : 180
Maximum Vertices in a Connected Component : 7796
Maximum Edges in a Connected Component : 24815
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.128607
Graph Density : 0.000186364306640482
Modularity : 0.45834
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 8,707 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, 02 August 2020 at 07:20 UTC.

The requested start date was Sunday, 02 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, 15-minute period from Friday, 03 July 2020 at 00:06 UTC to Saturday, 01 August 2020 at 23:22 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://forms.gle/SPbsQUjS29wG7qs37
[19] https://www.youtube.com/channel/UCm37SR135GQG9FyK8dcLGTg
[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://diverseeducation.com/article/185381/#.Xx4qorNWnP0.twitter
[11] https://forms.gle/KyTpi1GDcCJzPkFn7

Top URLs in Tweet in G1:
[13] https://blackcomputeher.org/citeher-bibliography/
[5] https://twitter.com/meganranney/status/1283771898225135616
[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] https://www.blackintheivory.com/new-page
[3] https://www.psychologytoday.com/us/blog/culturally-speaking/202007/racism-in-academic-publishing
[3] https://www.insidehighered.com/views/2020/07/02/actions-higher-ed-institutions-should-take-help-eradicate-racism-opinion
[3] https://diverseeducation.com/article/185381/#.Xx4qorNWnP0.twitter
[3] http://theprofessorisin.com/2020/07/16/institutions-protect-racists-blm/
[2] https://twitter.com/AngelJonesPhD/status/1283934101398061056

Top URLs in Tweet in G2:
[3] https://enildaromero.com/2020/07/26/the-hashtag-blackintheivory/
[2] https://apple.news/ASpe2lukMSgK86XlPpxaSkQ
[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://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
[1] https://twitter.com/LaKaylaCW/status/1286049926561095680
[1] https://twitter.com/janeemurray13/status/1282877391681941504

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

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

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

Top URLs in Tweet in G4:
[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
[2] https://twitter.com/duane_g_watson/status/1283810426007027712
[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://twitter.com/ilovepigenetics/status/1286286150353772544
[1] https://conservationcorridor.org/2020/06/wildlife-fencing-kenya/

Top URLs in Tweet in G5:
[7] https://diverseeducation.com/article/185381/#.Xx4qorNWnP0.twitter
[6] https://diverseeducation.com/article/185037/#.XxtMYk9xOkA.twitter
[4] https://blackcomputeher.org/citeher-bibliography/
[2] https://twitter.com/cavalierdaily/status/1288632681320845317
[2] https://www.theregister.com/2020/07/01/mit_dataset_removed/?fbclid=IwAR2W0FpDFg8qxt9ySCZWKUZFtLi-msfJBmRCelyEK5veJ5K4kLD7Oh-gZ40
[2] https://www.wunc.org/post/backchannel-cancel-culture-black-women-and-metoo-and-trans-representation-media
[1] https://www.tandfonline.com/eprint/DHPUCV3Q24EMCY7TTGPK/full?target=10.1080%2F13613324.2020.1798916&cookieSet=1
[1] https://twitter.com/ABCNewsLive/status/1273797893917458433
[1] https://catapult.co/stories/taylor-harris-on-police-violence-racism-church-parenting-black-kids
[1] http://www.fullerton.edu/rebound/

Top URLs in Tweet in G6:
[3] https://jamanetwork.com/journals/jama/fullarticle/2768354
[2] https://twitter.com/SocietySpark/status/1285967010346737667
[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://twitter.com/OchsnerHealth/status/1274434975102906369
[1] https://twitter.com/palmd/status/1284941313998282755
[1] https://twitter.com/JaneeMurray13/status/1282880455327408128
[1] https://apply.interfolio.com/76299
[1] https://twitter.com/MyaLRoberson/status/1287792681159143424

Top URLs in Tweet in G7:
[12] https://www.moles.washington.edu/news-events/special-event-experiences-of-black-stem-in-the-ivory/
[7] https://hechingerreport.org/opinion-when-institutions-fail-black-women-in-academia/
[3] https://www.blackintheivory.com/
[3] https://link.medium.com/n1DivlZBs7
[2] https://www.stitcher.com/s/?fid=503653
[2] https://twitter.com/smileitsjoy/status/1280496483704471555
[2] https://twitter.com/smileitsjoy/status/1280532685857980416
[2] https://twitter.com/intrainingdoc/status/1278329062394679299
[2] https://twitter.com/drtrmorton/status/1284141910811193346
[2] https://twitter.com/sisterSTEM/status/1285186304381157378

Top URLs in Tweet in G8:
[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://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://www.gofundme.com/f/support-a-black-womanled-podcast
[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 G9:
[1] https://twitter.com/janeemurray13/status/1282877391681941504
[1] https://twitter.com/samcoren/status/1281413766446555137
[1] https://twitter.com/drdeclanoregan/status/1288125602499723266
[1] https://twitter.com/dmalebranche/status/1288402548232200194
[1] https://twitter.com/outtherejch/status/1269789219259547649
[1] https://twitter.com/carrie_kollias/status/1279045106280980480

Top URLs in Tweet in G10:
[3] https://twitter.com/CellPressNews/status/1281230767461478402
[2] https://twitter.com/angeljonesphd/status/1282677221224845314
[2] https://twitter.com/zitasesh/status/1281166009747992578
[1] https://twitter.com/ProfAlang/status/1289671220074434560
[1] https://twitter.com/harryetaylor/status/1287246971007369216
[1] https://twitter.com/usnehal/status/1286598614341619712
[1] https://twitter.com/ElizabethLeonZ/status/1287243819436716033
[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 Domains
Top Domains in Tweet in Entire Graph:
[611] twitter.com
[314] blackcomputeher.org
[156] youtube.com
[39] nature.com
[37] blackinengineering.org
[30] forms.gle
[29] washington.edu
[25] theprofessorisin.com
[24] diverseeducation.com
[22] medium.com

Top Domains in Tweet in G1:
[139] twitter.com
[23] theprofessorisin.com
[13] blackcomputeher.org
[8] medium.com
[6] blackintheivory.com
[6] blackinneuro.com
[6] insidehighered.com
[5] diverseeducation.com
[5] nature.com
[4] youtube.com

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

Top Domains in Tweet in G3:
[118] youtube.com
[75] twitter.com
[34] blackinengineering.org
[11] washington.edu
[9] blackcomputeher.org
[8] sciencenews.org
[6] facebook.com
[6] nature.com
[3] medium.com
[2] nytimes.com

Top Domains in Tweet in G4:
[8] twitter.com
[3] nature.com
[1] eventbrite.com
[1] tandfonline.com
[1] medium.com
[1] conservationcorridor.org
[1] blackinengineering.org
[1] berkeley.edu

Top Domains in Tweet in G5:
[24] twitter.com
[16] diverseeducation.com
[4] blackcomputeher.org
[2] theregister.com
[2] wunc.org
[1] tandfonline.com
[1] catapult.co
[1] fullerton.edu
[1] mcsweeneys.net
[1] cavalierdaily.com

Top Domains in Tweet in G6:
[30] twitter.com
[6] nejm.org
[3] elsevierhealth.com
[3] jamanetwork.com
[2] medium.com
[1] interfolio.com
[1] psychologytoday.com
[1] nytimes.com
[1] wordpress.com
[1] linktr.ee

Top Domains in Tweet in G7:
[48] twitter.com
[12] washington.edu
[7] hechingerreport.org
[4] blackintheivory.com
[3] mykarentranslator.com
[3] medium.com
[2] stitcher.com
[2] instagram.com
[2] chronicle.com
[2] nature.com

Top Domains in Tweet in G8:
[279] blackcomputeher.org
[6] twitter.com
[2] citeher.org
[1] gofundme.com
[1] spotify.com
[1] youtube.com

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

Top Domains in Tweet in G10:
[16] twitter.com
[1] tiktok.com
[1] blackinneuro.com
[1] google.com
[1] psu.edu
[1] cell.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4130] blackintheivory
[437] wakandaforever
[392] blackinstem
[341] blacklivesmatter
[309] academictwitter
[263] blackandstem
[183] amplifyblackstem
[123] academicchatter
[115] womeninstem
[113] blackengineeringfacultyspeak



Top Hashtags in Tweet in G1:
[1146] blackintheivory
[105] academictwitter
[103] blackinstem
[68] blacklivesmatter
[60] blackinneuro
[56] academicchatter
[42] womeninstem
[33] blackinneurorollcall
[29] blackandstem
[28] blackinastro

Top Hashtags in Tweet in G2:
[53] blackintheivory
[5] strike4blacklives
[2] blackmentalhealthmatters
[1] scicomm
[1] blacklivesmatter
[1] bame
[1] highered

Top Hashtags in Tweet in G3:
[308] blackintheivory
[169] amplifyblackstem
[144] blackandstem
[125] blackinstem
[98] blackengineeringfacultyspeak
[55] weriseup
[54] noiresteminist
[46] blacklivesmatter
[35] blackinengineering
[28] blackacademics

Top Hashtags in Tweet in G4:
[407] wakandaforever
[86] blackintheivory
[72] blackexcellence
[69] eeb
[25] blackplantlove
[8] blackinpeqg
[6] blackinstem
[4] blackinneuro
[4] nih
[3] blackafinstem

Top Hashtags in Tweet in G5:
[141] blackintheivory
[59] tenureforpaul
[23] raceb4race
[16] shakerace
[12] shear2020
[8] highered
[8] bipoc
[8] medievaltwitter
[7] litpoc
[6] covid19

Top Hashtags in Tweet in G6:
[159] blackintheivory
[43] blacklivesmatter
[21] medtwitter
[10] meded
[9] racism
[9] podcast
[8] blackwomeninmedicine
[8] phd
[8] brother
[8] game

Top Hashtags in Tweet in G7:
[439] blackintheivory
[20] blackinstem
[15] stemingwhileblack
[15] experiencesofblackstem
[13] academictwitter
[12] academicchatter
[10] stem
[9] womeninstem
[7] blackandstem
[7] blacklivesmatter

Top Hashtags in Tweet in G8:
[38] blackintheivory
[7] blackinchem
[7] blackinneuro
[7] blackinneuroweek
[7] blackwomeninstemweek
[7] blacktechtwitter
[6] blackinstem
[5] citeher
[5] academictwitter
[4] phdchat

Top Hashtags in Tweet in G9:
[12] blackintheivory
[1] blackinneuro
[1] imperialblm
[1] covid19
[1] blackinneurorollcall
[1] blacklivesmatter
[1] blacktwitter
[1] medtwitter

Top Hashtags in Tweet in G10:
[57] blackintheivory
[20] blackandstem
[15] blackafinstem
[7] meded
[5] academictwitter
[5] blackbotanistsweek
[5] blackinstem
[4] blacklivesmatter
[4] bipoc
[4] urm

Top Words
Top Words in Tweet in Entire Graph:
[4113] #blackintheivory
[4094] black
[1226] racism
[1045] against
[954] trishgreenhalgh
[929] time
[910] share
[845] academics
[781] research
[771] academic

Top Words in Tweet in G1:
[1143] #blackintheivory
[980] black
[253] white
[251] racism
[250] being
[182] research
[173] today
[169] people
[166] blackinneuro
[164] students

Top Words in Tweet in G2:
[878] trishgreenhalgh
[852] against
[559] racism
[553] academic
[552] academics
[548] time
[548] make
[548] stand
[548] publishing
[548] 'poverty

Top Words in Tweet in G3:
[458] black
[307] #blackintheivory
[262] faculty
[258] share
[253] experiences
[253] engineering
[194] drcaberry
[169] #amplifyblackstem
[166] action
[146] please

Top Words in Tweet in G4:
[484] natureecoevo
[476] promoting
[446] black
[418] share
[410] paper
[407] #wakandaforever
[407] excited
[407] excellence
[407] combating
[407] systemic

Top Words in Tweet in G5:
[244] black
[232] paulharris917
[194] tenure
[151] re
[150] provost
[150] evaluation
[149] supports
[148] letter
[148] saying
[148] dean's

Top Words in Tweet in G6:
[211] black
[159] #blackintheivory
[99] drfna
[93] career
[92] handed
[92] promise
[92] works
[92] earned
[92] bit
[89] wasn

Top Words in Tweet in G7:
[438] #blackintheivory
[233] smileitsjoy
[156] drshardedavis
[132] black
[99] myalroberson
[97] please
[93] being
[83] academia
[74] lot
[71] latest

Top Words in Tweet in G8:
[293] black
[280] blackcomputeher
[279] bibliography
[279] women
[279] quincykbrown
[278] papers
[278] computing
[275] proud
[275] introduce
[274] #cite

Top Words in Tweet in G9:
[272] made
[272] program
[272] titles
[272] don
[271] degrees
[271] harvard
[271] walk
[271] job
[271] manager
[271] boss

Top Words in Tweet in G10:
[178] black
[176] heatherdsnell
[165] whatever
[165] neuroscience
[164] anyone
[164] oh
[164] well
[164] find
[164] quality
[164] applicants

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

Top Word Pairs in Tweet in G1:
[91] black,excellence
[82] black,women
[63] hard,take
[63] #blackintheivory,website
[63] hi,academicchatter
[63] academicchatter,uk
[63] uk,academics
[63] academics,looking
[63] looking,connect
[63] connect,anyone

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

Top Word Pairs in Tweet in G3:
[242] black,engineering
[235] engineering,faculty
[229] experiences,black
[175] share,experiences
[115] please,help
[115] help,#amplifyblackstem
[114] faculty,bring
[103] #amplifyblackstem,share
[103] bring,awareness
[73] black,stem

Top Word Pairs in Tweet in G4:
[407] #wakandaforever,excited
[407] excited,share
[407] share,paper
[407] paper,natureecoevo
[407] natureecoevo,promoting
[407] promoting,black
[407] black,excellence
[407] excellence,combating
[407] combating,systemic
[406] cschell_canids,#wakandaforever

Top Word Pairs in Tweet in G5:
[148] letter,provost
[148] provost,saying
[148] saying,supports
[148] supports,dean's
[148] dean's,re
[148] re,evaluation
[148] evaluation,favor
[148] favor,tenure
[147] paulharris917,letter
[129] administrator,college

Top Word Pairs in Tweet in G6:
[92] handed,black
[92] black,promise
[92] promise,works
[92] works,earned
[92] earned,bit
[91] drfna,career
[89] career,wasn
[89] wasn,handed
[88] bit,hav
[42] #blackintheivory,story

Top Word Pairs in Tweet in G7:
[73] smileitsjoy,drshardedavis
[70] lot,#blackintheivory
[68] latest,naturehumbehav
[68] naturehumbehav,academia
[68] academia,owes
[68] owes,smileitsjoy
[68] drshardedavis,lot
[68] #blackintheivory,response
[68] response,saw
[67] myalroberson,latest

Top Word Pairs in Tweet in G8:
[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 G9:
[271] degrees,harvard
[271] harvard,walk
[271] walk,job
[271] job,made
[271] made,program
[271] program,manager
[271] manager,boss
[271] boss,tells
[271] tells,titles
[271] titles,don

Top Word Pairs in Tweet in G10:
[164] anyone,oh
[164] oh,well
[164] well,find
[164] find,quality
[164] quality,black
[164] black,applicants
[164] applicants,panelist
[164] panelist,whatever
[164] whatever,neuroscience
[164] neuroscience,longer

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

Top Replied-To in G1:
@drashleycureton
@pedsotodoc
@drfna
@blackintheivory
@timothykeyes
@devin_eleven
@daverosenthal1
@ibjiyongi
@ezialibo
@jruck_psych

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

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

Top Replied-To in G4:
@ayannapressley
@abbyhartman

Top Replied-To in G5:
@elysabethgrace
@nataliebb2
@brigfield
@paulharris917
@hugoramos2400
@newblackman
@franrbell
@professorisin
@keishablain
@ibjiyongi

Top Replied-To in G6:
@qaalihussein1
@palmd
@jcoopnine
@leoseoanemd
@ochsnerhealth
@curlyhairmd
@dror_barak
@markdny
@lashnolen
@eldrinl

Top Replied-To in G7:
@smileitsjoy
@kareem_carr
@drshardedavis
@hansimunasinghe
@sdpinstitute
@onlyinbos
@blackintheivory
@mrahmednurali
@shashankbish
@dr_s_jefferson

Top Replied-To in G8:
@nadegecompaore

Top Replied-To in G10:
@drraymd
@drpennicott

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

Top Mentioned in G1:
@blackinneuro
@blackintheivory
@academicchatter
@nkasistoll
@chanelmatney
@smileitsjoy
@jomicah24
@drbrittanij
@heatherdsnell
@thepurplepage

Top Mentioned in G2:
@trishgreenhalgh
@jesswade
@royalsociety
@divdececon
@drleslieappiah
@eromerohall
@tirscienceblog
@c_flurey
@professorisin
@drsharonwalker1

Top Mentioned in G3:
@drcaberry
@drmonicacox
@drleroylongiii
@drplattlab
@drsimonedouglas
@drjasonjohnson
@asmicrobiology
@leafwarbler
@aaberhe
@medium

Top Mentioned in G4:
@natureecoevo
@cschell_canids
@cylitaguy
@timisneat
@kwasiscientific
@scrapnaturalist
@w_patricka
@rebekah_jwhite
@davidstampsii
@nidanews

Top Mentioned in G5:
@paulharris917
@blackdigitalhum
@thurris
@uva
@_thebrownprint_
@profgabrielle
@newblackman
@profkfh
@wilson_okello
@elysabethgrace

Top Mentioned in G6:
@drfna
@ohyaaaay207
@queenmd2024
@tmprowell
@drheardgarris
@chasetmanderson
@janeemurray13
@pre_rad
@kemidoll

Top Mentioned in G7:
@smileitsjoy
@drshardedavis
@myalroberson
@naturehumbehav
@_acdennis
@blackintheivory
@forgedonyx
@uwpostdocda
@haliphd
@sincerelydrjae

Top Mentioned in G8:
@blackcomputeher
@quincykbrown
@blackinthelab
@drmonicacox
@blacklearners
@blackdigitalhum
@drcaberry
@essenbi
@nadegecompaore
@kelli

Top Mentioned in G9:
@ammahstarr
@trishgreenhalgh
@pie_laine
@smileitsjoy
@tmprowell
@drfna
@janeemurray13
@prof_andrisse
@imperialasone
@imperialmed

Top Mentioned in G10:
@heatherdsnell
@nihfunding
@csrpeerreview
@effatma
@cellpressnews
@jasoneseminars
@smileitsjoy
@drraymd
@mariauloko
@drsimonedouglas

Top Tweeters
Top Tweeters in Entire Graph:
@s9tmt
@threadreaderapp
@ligayaloyola
@n7irl
@allchanges
@rosenchild
@femtech_
@sandradunn1955
@luqmannyamiin
@lizditz

Top Tweeters in G1:
@ligayaloyola
@frecklesxx20
@yayayarndiva
@nytimes
@fatal116
@sallymoen2
@lugwaja
@themuslimhippie
@letmicahdown
@drturpin

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

Top Tweeters in G3:
@patta47cake
@blackphysicists
@nofascistlies
@rolandsmartin
@mjohnso27
@tam_resist
@walkerdl
@jeffjsays
@josjosmar59
@msnbc

Top Tweeters in G4:
@n7irl
@sydnets
@whysharksmatter
@anonymiss8
@amcell
@mtanichthys
@e_vanevery
@adymitruk
@valkyrie_art
@robinmazumder

Top Tweeters in G5:
@sar_oso
@estarianne
@jax6655
@prettyjoyful08
@sfdirewolf
@abc
@nkanyiso_ngqulu
@libyaliberty
@skuzemewoods
@akanyangm

Top Tweeters in G6:
@lizditz
@washingtonpost
@blerdmommy
@linluv5
@blink2xamerica
@kim_buh_lee
@akdm_bot
@cjmartin23
@dopeitsc
@itsmethehbic

Top Tweeters in G7:
@igallupd
@shonatiger
@learnteachwin
@pushinweight
@docfreeride
@saragoldrickrab
@itssusietoyou
@smileitsjoy
@shanbarnsley
@pmawhorter

Top Tweeters in G8:
@raulpacheco
@avocalistsrival
@lingtunechi
@astoldby_shy
@notingshaw
@gl0ssycha
@wunpini_fm
@roshaundadgreen
@jkhoey
@andrealearned

Top Tweeters in G9:
@vernapolitics
@shawtiirock
@cheezymac_
@tomvarghesejr
@nerdyhussle
@dancing_mal
@donaldverger
@corochin61
@kittytrill
@cbl2

Top Tweeters in G10:
@hijcp
@artologica
@mnitabach
@mededbot
@bensaunders
@mclneuro
@mhendr1cks
@promethus_
@pheromoneevo
@thezombieronin