#BlackInTheIvory, Twitter, 10/28/2020 12:20:24 PM, 238980


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#BlackInTheIvory_2020-10-28_00-16-11.xlsx
#BlackInTheIvory_2020-10-28_00-16-11.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 28, 2020
Short Description:
#BlackInTheIvory via NodeXL https://bit.ly/2HBAyjT
@do_kinder
@drseankwilson
@cclaremdmph
@aaberhe
@pkanagaratnam
@priscillampasi
@emsaurios
@academicchatter
@wptabp
@500womensci

Top hashtags:
#blackintheivory
#academictwitter
#blackhistorymonth
#blackinstem

Description:
Description
The graph represents a network of 1,746 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 Wednesday, 28 October 2020 at 07:17 UTC.

The requested start date was Wednesday, 28 October 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, 13-hour, 58-minute period from Monday, 28 September 2020 at 08:09 UTC to Tuesday, 27 October 2020 at 22:08 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 1746
Unique Edges : 1189
Edges With Duplicates : 2976
Total Edges : 4165
Number of Edge Types : 5
Retweet : 1251
MentionsInRetweet : 1940
Mentions : 633
Tweet : 287
Replies to : 54
Self-Loops : 306
Reciprocated Vertex Pair Ratio : 0.0264811490125673
Reciprocated Edge Ratio : 0.0515959772627897
Connected Components : 180
Single-Vertex Connected Components : 61
Maximum Vertices in a Connected Component : 1165
Maximum Edges in a Connected Component : 3178
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 6.250119
Graph Density : 0.000750630996104071
Modularity : 0.531463
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 1,746 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 Wednesday, 28 October 2020 at 07:17 UTC.

The requested start date was Wednesday, 28 October 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, 13-hour, 58-minute period from Monday, 28 September 2020 at 08:09 UTC to Tuesday, 27 October 2020 at 22:08 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : #BlackInTheIvory
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[29] https://adastracomix.com/
[13] https://education.wisc.edu/news/article-by-uw-madisons-burt-examines-influences-on-engineering-grad-students-career-paths/
[8] https://www.insidehighered.com/news/2020/10/23/racism-fuels-poor-mental-health-outcomes-black-students?fbclid=IwAR23Nydm-Gp-5lSea5sSiZ63L4lPnaEp4HDOxMfn2_FiA9Ef8DIq-JR_dEA
[7] https://academicjobsonline.org/ajo/jobs/17171
[6] https://www.himalaya.com/careers-podcasts/the-professor-is-in-1596230/episode-2-9-black-and-in-grad-school-interview-with-allante-whitmore-115978417
[5] https://www.eventbrite.co.uk/e/black-in-the-ivory-blackintheivory-tickets-122031550653?utm-medium=discovery&utm-campaign=social&utm-content=attendeeshare&aff=escb&utm-source=cp&utm-term=listing
[5] https://www.northampton.ac.uk/news/blackintheivory-conference-is-centrepiece-of-black-history-month-at-uon/
[4] https://animalecologyinfocus.com/2020/10/15/navigating-biological-invasion-and-structural-racism-in-urban-systems/
[4] https://www.youtube.com/watch?v=6-6FKrxah0c&feature=youtu.be

[4] https://www.nytimes.com/2020/09/28/science/black-microbiology-week.html?smid=tw-share

Top URLs in Tweet in G1:
[1] https://www.springernature.com/gp/researchers/the-source/blog/blogposts-life-in-research/amplifying-black-voices-the-convenient-narratives-of-racism-pt1/18415774
[1] https://www.springernature.com/gp/researchers/the-source/blog/blogposts-life-in-research/amplifying-black-voices-the-convenient-narratives-of-racism-pt2/18415826
[1] https://twitter.com/springernature/status/1311622155948392448
[1] https://twitter.com/aaberhe/status/1311662860213207042
[1] https://www.osa-opn.org/home/career/2020/october/researchers_offer_rules_for_an_antiracist_lab/
[1] https://www.osa-opn.org/home/articles/volume_31/september_2020/features/in_search_of_equity/
[1] https://dx.plos.org/10.1371/journal.pcbi.1008210

Top URLs in Tweet in G2:
[2] https://thelogicofscience.com/2016/08/01/are-scientists-arrogant-close-minded-and-dismissive/
[2] https://go.synbiobeta.com/l/408192/2020-09-17/n7w15f
[1] https://www.theguardian.com/world/2019/oct/23/universities-failing-to-address-thousands-of-racist-incidents
[1] https://twitter.com/academicchatter/status/1269684595173326848?s=21
[1] https://www.asbmb.org/asbmb-today/opinions/072420/being-black-in-the-ivory-tower
[1] https://twitter.com/ASBMB/status/1319334245622452224
[1] https://lassonde.yorku.ca/eecs-computer-science-professorial-stream-open-rank-african-heritage
[1] https://www.youtube.com/watch?v=HYbuUJKxM7c&feature=youtu.be

[1] https://www.linkedin.com/pulse/art-unlearning-becoming-active-ally-gearoid-maguire
[1] https://twitter.com/wellcometrust/status/1310178627816914945

Top URLs in Tweet in G3:
[2] https://twitter.com/Maya_Michigan/status/1304487098460725248

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%2Fd41586-020-01741-7
[2] https://www.aaup.org/sites/default/files/Martin_Gray_Finley.pdf
[2] https://twitter.com/DocPatTeachOne/status/1317448295896276994
[1] https://coco-net.org/problem-woman-colour-nonprofit-organizations/
[1] https://pubmed.ncbi.nlm.nih.gov/21056870/
[1] https://twitter.com/usnehal/status/1286607313860808704
[1] https://twitter.com/mclemoremr/status/1320747246040707072
[1] https://twitter.com/usnehal/status/1254743180290994176
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fni1208-1317
[1] https://www.aappublications.org/news/2020/06/01/racism060120

Top URLs in Tweet in G5:
[5] https://www.eventbrite.co.uk/e/black-in-the-ivory-blackintheivory-tickets-122031550653?utm-medium=discovery&utm-campaign=social&utm-content=attendeeshare&aff=escb&utm-source=cp&utm-term=listing
[5] https://www.northampton.ac.uk/news/blackintheivory-conference-is-centrepiece-of-black-history-month-at-uon/
[2] https://www.instagram.com/accounts/login/?next=/p/CF9zYgGgb7j/%3Futm_source%3Dig_web_button_share_sheet
[2] https://www.eventbrite.co.uk/e/black-in-the-ivory-blackintheivory-tickets-122031550653
[1] https://www.canterbury.ac.uk/black-history-365/black-history-365-events/sharde-m-davis
[1] https://today.uconn.edu/2020/09/new-course-introduces-students-us-anti-black-racism/
[1] https://mypad.northampton.ac.uk/uonattainmentgap
[1] https://www.youtube.com/watch?v=PRRf6R9pvA8&feature=youtu.be

[1] https://www.eventbrite.co.uk/e/black-in-the-ivory-blackintheivory-tickets-122031550653?utm_medium=twitter&utm_campaign=hootsuite&utm_source=uninorthants
[1] https://mypad.northampton.ac.uk/uonattainmentgap/

Top URLs in Tweet in G6:
[1] https://twitter.com/namd4kids/status/1320565923741315073
[1] https://twitter.com/ehu_bioscience/status/1304773086064054272
[1] https://twitter.com/elevate_HER2020/status/1318926733815500800
[1] https://www.wihe.com/article-details/162/how-to-stop-internalizing-microaggressions/
[1] https://twitter.com/uche_blackstock/status/1315801271715147781
[1] https://twitter.com/eugenia_south/status/1314259019197018113

Top URLs in Tweet in G7:
[1] https://www.crimcomm.net/post/surviving-academic-karens-while-black
[1] https://nypost.com/2020/10/17/cuny-dean-quits-after-less-than-a-year-cites-workload-and-racism/

Top URLs in Tweet in G8:
[2] https://www.canterbury.ac.uk/arts-and-culture/event-details.aspx?instance=327409
[2] https://genreurbanarts.submittable.com/submit/156650/essays-and-other-works-from-diasporic-african-academics
[1] https://twitter.com/nickwestes/status/1311095047329284096
[1] https://www.bbc.com/future/article/20200930-arliner-young-the-black-biologist-failed-by-science
[1] https://twitter.com/ravynnkamia/status/1311755890920501248
[1] https://twitter.com/naharrisonmd/status/1271805292238569472
[1] https://solo.to/rosentpod
[1] https://twitter.com/RosenTpod/status/1312478888476372992
[1] https://twitter.com/curlyjunglejake/status/1312837708054626304
[1] https://nqbuddy.tumblr.com/post/631157305109544960/uon-creates-blackintheivory-online-conference-for#_=_

Top URLs in Tweet in G9:
[4] https://www.nytimes.com/2020/09/28/science/black-microbiology-week.html?smid=tw-share
[1] https://twitter.com/Bsc2Phd/status/1310554164360081409
[1] https://twitter.com/sjgoring/status/1312423667452715010
[1] https://twitter.com/aaberhe/status/1311662860213207042
[1] https://twitter.com/BlackInSciComm/status/1319267237178396678
[1] https://reclaimthebench.com/
[1] https://hackingracism.mit.edu/
[1] https://www.thesocialscientist.org/jamal-williams
[1] https://twitter.com/smileitsjoy/status/1314570067741470721
[1] https://drive.google.com/file/d/1uPnDwtPdBSpiIefNkI4CIl9_FeB9WJVM/view?usp=sharing

Top URLs in Tweet in G10:
[7] https://academicjobsonline.org/ajo/jobs/17171
[1] https://www.blackscientists.ca/job-board
[1] https://twitter.com/CanBlackSci/status/1320424888847380486
[1] https://biodiversity.ubc.ca/cluster-hire
[1] https://twitter.com/UBCBiodiversity/status/1318284375272747008
[1] https://twitter.com/MalindaSmith/status/1312120682923212800
[1] https://www.youtube.com/watch?v=1PUlP6oNjKM&feature=youtu.be

[1] https://drive.google.com/file/d/1D4Kmt6Xm1ibkLwybaly5sTyxK-OZ85xR/view?usp=sharing
[1] https://theconversation.com/banning-the-n-word-on-campus-aint-the-answer-it-censors-black-professors-like-me-140324?utm_source=twitter&utm_medium=bylinetwitterbutton

Top Domains
Top Domains in Tweet in Entire Graph:
[109] twitter.com
[29] adastracomix.com
[16] ac.uk
[14] insidehighered.com
[14] co.uk
[13] wisc.edu
[13] youtube.com
[8] google.com
[7] nature.com
[7] medium.com

Top Domains in Tweet in G1:
[2] springernature.com
[2] twitter.com
[2] osa-opn.org
[1] plos.org

Top Domains in Tweet in G2:
[3] twitter.com
[2] thelogicofscience.com
[2] synbiobeta.com
[1] theguardian.com
[1] asbmb.org
[1] yorku.ca
[1] youtube.com
[1] linkedin.com

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

Top Domains in Tweet in G4:
[13] twitter.com
[3] nature.com
[2] aaup.org
[1] coco-net.org
[1] nih.gov
[1] aappublications.org
[1] jamanetwork.com
[1] insidehighered.com
[1] spencer.org

Top Domains in Tweet in G5:
[12] ac.uk
[12] co.uk
[5] twitter.com
[2] instagram.com
[1] uconn.edu
[1] youtube.com
[1] bit.ly
[1] linkedin.com

Top Domains in Tweet in G6:
[5] twitter.com
[1] wihe.com

Top Domains in Tweet in G7:
[1] crimcomm.net
[1] nypost.com

Top Domains in Tweet in G8:
[19] twitter.com
[5] linkedin.com
[2] ac.uk
[2] submittable.com
[1] bbc.com
[1] solo.to
[1] tumblr.com
[1] nenequirer.com
[1] medium.com
[1] amstcollective.org

Top Domains in Tweet in G9:
[5] twitter.com
[4] nytimes.com
[1] reclaimthebench.com
[1] mit.edu
[1] thesocialscientist.org
[1] google.com

Top Domains in Tweet in G10:
[7] academicjobsonline.org
[3] twitter.com
[1] blackscientists.ca
[1] ubc.ca
[1] youtube.com
[1] google.com
[1] theconversation.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[840] blackintheivory
[93] academictwitter
[88] blackhistorymonth
[66] blackinstem
[52] blacklivesmatter
[45] climatejustice
[43] academicchatter
[42] medtwitter
[29] indigenous
[22] blm



Top Hashtags in Tweet in G1:
[137] blackintheivory
[45] climatejustice
[8] antiracist
[3] blackinstem
[2] blackingeoscience
[2] notimeforsilence
[1] antiraciststem
[1] blackingeoscienceweek
[1] blacklivesmatter
[1] soil

Top Hashtags in Tweet in G2:
[21] blackintheivory
[14] womeninstem
[4] blackinstem
[4] academicchatter
[4] synbio
[4] stem
[4] blackinmicro
[3] womeninscience
[3] blacklivesmatter
[2] academictwitter

Top Hashtags in Tweet in G3:
[10] blackintheivory
[2] blackwomeninmedicine
[1] womxnintheivory
[1] womenintheivory
[1] medtwitter
[1] imspeakingnow

Top Hashtags in Tweet in G4:
[50] blackintheivory
[15] medtwitter
[6] blackmedtwitter
[6] gaymedtwitter
[3] meded
[3] blacktwitter
[3] blm
[3] academictwitter
[2] womeninmedicine
[2] implicitbias

Top Hashtags in Tweet in G5:
[124] blackintheivory
[70] blackhistorymonth
[16] blackhistorymonthuk
[7] covid
[4] conference
[4] uon
[4] bhm
[4] blackhistory
[3] blackhistorymonth2020
[1] closingourgap

Top Hashtags in Tweet in G6:
[28] blackintheivory
[13] medtwitter
[11] blackwomeninmedicine
[6] thisisamerica
[6] blm
[5] bipocinstem
[4] womeninstemm
[3] inclusivestem
[3] breakingbarriersinstem
[3] indigenousinstem

Top Hashtags in Tweet in G7:
[17] blacklivesmatter
[16] academicchatter
[4] blackintheivory

Top Hashtags in Tweet in G8:
[63] blackintheivory
[7] blackinstem
[5] academictwitter
[3] highereducation
[3] highered
[3] blacklivesmatter
[3] blackmedtwitter
[3] blm
[2] academicchatter
[2] closingourgap

Top Hashtags in Tweet in G9:
[24] blackintheivory
[7] blackinstem
[7] blackinscicomm
[7] phd
[4] scicomm
[4] blackingeoscience
[4] podcast
[4] blackinmicrobiology
[4] blackandstem
[3] blackinneuro

Top Hashtags in Tweet in G10:
[24] blackinstem
[12] nationaldialoguesandaction
[8] blackintheivory
[3] stem
[1] soil
[1] soilscientists
[1] blackinneuro
[1] blackinchem
[1] blackandstem
[1] canada

Top Words
Top Words in Tweet in Entire Graph:
[839] #blackintheivory
[395] black
[208] story
[204] aaberhe
[160] discrimination
[146] personal
[138] end
[131] receiving
[130] raw
[130] sucks

Top Words in Tweet in G1:
[201] aaberhe
[153] discrimination
[137] #blackintheivory
[131] story
[127] raw
[127] personal
[127] sucks
[127] receiving
[127] end
[127] observe

Top Words in Tweet in G2:
[21] #blackintheivory
[14] #womeninstem
[11] do_kinder
[9] drumeshprabhu
[9] black
[9] women
[9] well
[8] bullyingalberta
[8] mingberg
[8] kavitha007_

Top Words in Tweet in G3:
[55] white
[54] cclaremdmph
[52] meeting
[52] recently
[52] senior
[52] leadership
[52] person
[52] œhi
[52] males
[52] room

Top Words in Tweet in G4:
[50] #blackintheivory
[31] black
[15] chasetmanderson
[15] #medtwitter
[13] inhousemag
[12] surgeon
[11] piece
[11] woman
[9] powerful
[9] african

Top Words in Tweet in G5:
[123] #blackintheivory
[97] conference
[70] #blackhistorymonth
[58] uninhantsnews
[57] uninorthants
[45] gemnetworkuon
[37] one
[34] online
[33] drshardedavis
[33] free

Top Words in Tweet in G6:
[29] jballs1908
[29] committee
[29] nih
[28] #blackintheivory
[28] happen
[28] invited
[28] accepted
[28] opportunity
[28] serve
[28] standing

Top Words in Tweet in G7:
[65] drseankwilson
[61] experiences
[52] piece
[52] wrote
[52] culmination
[52] observations
[52] unpacking
[52] academic
[52] karen
[30] peopleâ

Top Words in Tweet in G8:
[63] #blackintheivory
[20] black
[10] academia
[7] #blackinstem
[5] #academictwitter
[5] support
[5] many
[4] issues
[4] diversity
[4] work

Top Words in Tweet in G9:
[24] #blackintheivory
[14] jamal
[12] thesocscientist
[11] intro
[7] science
[7] #blackinstem
[7] blkingeoscience
[7] #blackinscicomm
[7] thrilled
[7] mentor

Top Words in Tweet in G10:
[26] black
[25] career
[25] opportunities
[24] scientists
[24] #blackinstem
[23] canblacksci
[22] launched
[22] canadian
[22] forum
[22] stem

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[134] #blackintheivory,story
[130] raw,personal
[130] personal,#blackintheivory
[130] story,sucks
[130] sucks,receiving
[130] receiving,end
[130] end,discrimination
[130] discrimination,observe
[129] aaberhe,raw
[72] black,women

Top Word Pairs in Tweet in G1:
[131] #blackintheivory,story
[127] raw,personal
[127] personal,#blackintheivory
[127] story,sucks
[127] sucks,receiving
[127] receiving,end
[127] end,discrimination
[127] discrimination,observe
[126] aaberhe,raw
[45] truly,inspirational

Top Word Pairs in Tweet in G2:
[8] drumeshprabhu,bullyingalberta
[8] bullyingalberta,mingberg
[8] mingberg,kavitha007_
[8] kavitha007_,nickystevo
[8] nickystevo,judithcarmody1
[8] judithcarmody1,laura_corbeth
[8] laura_corbeth,noh8campaign
[8] noh8campaign,funder
[8] everyone,documentary
[8] documentary,well

Top Word Pairs in Tweet in G3:
[52] recently,senior
[52] senior,leadership
[52] leadership,person
[52] white,males
[52] males,room
[51] meeting,letâ
[51] letâ,recently
[51] person,œhi
[51] œhi,drâ
[51] drâ,white

Top Word Pairs in Tweet in G4:
[7] proud,publish
[7] publish,powerful
[7] powerful,piece
[7] piece,chasetmanderson
[7] chasetmanderson,inhousemag
[7] inhousemag,online
[7] online,peer
[7] peer,reviewed
[7] reviewed,publication
[7] black,women

Top Word Pairs in Tweet in G5:
[45] #blackintheivory,conference
[31] online,conference
[30] 14,oct
[25] #blackintheivory,#blackhistorymonth
[19] conference,14
[18] global,ethnic
[18] ethnic,majority
[18] keynote,speech
[17] oct,keynote
[17] speech,drshardedavis

Top Word Pairs in Tweet in G6:
[28] happen,invited
[28] invited,accepted
[28] accepted,opportunity
[28] opportunity,serve
[28] serve,standing
[28] standing,committee
[28] committee,member
[28] member,nih
[28] nih,study
[28] study,section

Top Word Pairs in Tweet in G7:
[52] piece,wrote
[52] wrote,culmination
[52] experiences,observations
[52] observations,unpacking
[52] unpacking,academic
[52] academic,karen
[51] drseankwilson,piece
[30] culmination,peopleâ
[30] peopleâ,experiences
[22] culmination,people

Top Word Pairs in Tweet in G8:
[4] #academictwitter,#blackintheivory
[3] #blackinstem,#blackintheivory
[3] #blackintheivory,#blackinstem
[3] #blackintheivory,#blacklivesmatter
[3] uon,creates
[3] creates,#blackintheivory
[3] #blackintheivory,online
[3] online,conference
[3] conference,black
[3] black,women

Top Word Pairs in Tweet in G9:
[7] thrilled,intro
[7] intro,mentor
[7] mentor,jamal
[7] jamal,williams
[7] williams,jamal
[7] jamal,neuroscience
[7] neuroscience,#phd
[7] #phd,student
[7] student,ubuffalo
[7] ubuffalo,co

Top Word Pairs in Tweet in G10:
[23] black,scientists
[22] launched,canadian
[22] canadian,black
[22] scientists,career
[22] career,forum
[22] forum,opportunities
[22] opportunities,stem
[22] stem,highlight
[22] highlight,positions
[22] positions,#blackinstem

Top Replied-To
Top Replied-To in Entire Graph:
@shrimplingsoup
@leoseoanemd
@aaberhe
@drmonifamd
@drvantilburg
@misschisomo
@ladydoctorsays
@hemeisablast
@nkagetsu
@shena_rnphd

Top Replied-To in G1:
@aaberhe
@charlesbhallphd

Top Replied-To in G2:
@littlelizs
@drumeshprabhu
@openacademics

Top Replied-To in G3:
@cclaremdmph

Top Replied-To in G4:
@shrimplingsoup
@drmonifamd
@drvantilburg
@shena_rnphd
@nkagetsu
@hemeisablast
@ladydoctorsays
@misschisomo
@rebeccacgk

Top Replied-To in G5:
@drdecryan
@parise_cm
@drshardedavis

Top Replied-To in G6:
@ubcires

Top Replied-To in G9:
@blkingeoscience
@kdrichardson924
@mit
@blackinmicro

Top Mentioned
Top Mentioned in Entire Graph:
@aaberhe
@uninorthants
@drseankwilson
@cclaremdmph
@uninhantsnews
@gemnetworkuon
@nicolarollock
@ucmerced
@arctic_nilou
@priscillampasi

Top Mentioned in G1:
@aaberhe
@ucmerced
@arctic_nilou
@opnmagazine
@lisatoafault
@nabgsocial
@depaulu
@unhgradschool
@nressphd

Top Mentioned in G2:
@do_kinder
@drumeshprabhu
@bullyingalberta
@mingberg
@kavitha007_
@nickystevo
@judithcarmody1
@laura_corbeth
@noh8campaign
@funder

Top Mentioned in G3:
@cclaremdmph
@priscillampasi
@womxnshc
@reubixxcube
@londyloo
@drlaurenp
@gradydoctor
@choo_ek
@uche_blackstock
@drseankwilson

Top Mentioned in G4:
@chasetmanderson
@usnehal
@acgme
@inhousemag
@ladydoctorsays
@misschisomo
@dineemd
@dromolara
@ameracadpeds
@usc

Top Mentioned in G5:
@uninorthants
@uninhantsnews
@gemnetworkuon
@drshardedavis
@mrgavindouglas
@pseuwou
@drktap
@aguirreseb
@rub
@chronandecho

Top Mentioned in G6:
@jballs1908
@nih
@reneecrichlowmd
@sharonnehayes
@ubclfs
@ashley_binta
@blackwomenphds
@clairekremen
@ubcires
@christinastem

Top Mentioned in G7:
@drseankwilson
@hhendersonphd
@aaberhe

Top Mentioned in G8:
@amst_collective

Top Mentioned in G9:
@thesocscientist
@ubuffalo
@blkingeoscience
@blackinneuro
@blackinscicomm
@reclaimthebench
@blackafinstem
@udemischa
@zakiyaleggett

Top Mentioned in G10:
@canblacksci
@widowweb
@ubcforestry
@taragmartin
@blackoutdoors1
@queensubio
@yorkuscience
@petersoroye
@dawnbazely
@csss_soils

Top Tweeters
Top Tweeters in Entire Graph:
@kat4obama
@femtech_
@rosenchild
@googleexpertuk
@blackphysicists
@drrimmer
@time
@drumeshprabhu
@themuslimhippie
@mannumellow

Top Tweeters in G1:
@time
@revagsl
@needhibhalla
@sarah_may1
@janemccourt1
@sonicubed
@mattpt55
@jane__eden
@xeno_lith
@rpancost

Top Tweeters in G2:
@femtech_
@rosenchild
@googleexpertuk
@drumeshprabhu
@funder
@serenashimaward
@rossthomson26
@cynnaael
@nickystevo
@hrw

Top Tweeters in G3:
@themuslimhippie
@pkanagaratnam
@kim_buh_lee
@doritmi
@healthpolicygrp
@gforbes
@catjacarol01
@pdxdevildog
@brettmargheim
@choo_ek

Top Tweeters in G4:
@wunpini_fm
@wfkars
@kavisfunny
@robincogan
@ryanmarino
@usnehal
@priceeqn
@davidflsts
@hugosays
@drjessigold

Top Tweeters in G5:
@chronandecho
@marcwebber
@fenews
@thevoicenews
@bbclookeast
@hilaryalexander
@bbcnorthampton
@bbc3cr
@uninorthants
@butterflycolour

Top Tweeters in G6:
@aka_tingting
@awmsdreams
@namd4kids
@ivuoma
@jessicahalem
@shaboom
@sapnakmd
@drshannacombs
@ktelliottmicro
@bbhoh

Top Tweeters in G7:
@laraoyedele
@victor_asal
@drkenyattacavil
@drcswilliam
@wptabp
@volkantopalli
@dr_locs
@speedy2daneedy
@jackmonell
@wordsofseleana

Top Tweeters in G8:
@kasforpres2030
@according2mj
@e__news
@loveconweezy27
@ea
@shurleyhall
@amethylgroup
@brainyacademic
@kelly_zvobgo
@a

Top Tweeters in G9:
@kat4obama
@blackphysicists
@bg_grace
@bennkeezy
@mchammer
@jimlynchcodes
@adriannerussell
@emsaurios
@mit
@esa_org

Top Tweeters in G10:
@dawnbazely
@meo_jos
@utsc
@jamesgrecian
@biology_slut
@conversationca
@s_nouman_ashraf
@libererofellows
@crutherford
@gergelsarah