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#BlackInTheIvory_2020-10-18_00-15-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
October 18, 2020
Short Description:
#BlackInTheIvory via NodeXL https://bit.ly/31iTLh4
@do_kinder
@aaberhe
@drseankwilson
@cclaremdmph
@nicolarollock
@pkanagaratnam
@emsaurios
@femtech_
@500womensci
@wptabp

Top hashtags:
#blackintheivory
#blackhistorymonth
#academictwitter
#blacklivesmatter

Description:
Description
The graph represents a network of 1,920 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, 18 October 2020 at 07:16 UTC.

The requested start date was Sunday, 18 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 28-day, 19-hour, 49-minute period from Friday, 18 September 2020 at 03:05 UTC to Friday, 16 October 2020 at 22:55 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 : 1920
Unique Edges : 1454
Edges With Duplicates : 3251
Total Edges : 4705
Number of Edge Types : 5
Tweet : 284
Retweet : 1417
MentionsInRetweet : 2345
Mentions : 615
Replies to : 44
Self-Loops : 302
Reciprocated Vertex Pair Ratio : 0.0234525182622068
Reciprocated Edge Ratio : 0.0458302028549962
Connected Components : 206
Single-Vertex Connected Components : 72
Maximum Vertices in a Connected Component : 1260
Maximum Edges in a Connected Component : 3589
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.988959
Graph Density : 0.000722490012159111
Modularity : 0.541674
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 1,920 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, 18 October 2020 at 07:16 UTC.

The requested start date was Sunday, 18 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 28-day, 19-hour, 49-minute period from Friday, 18 September 2020 at 03:05 UTC to Friday, 16 October 2020 at 22:55 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:
[10] 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
[4] http://democracyinafrica.org/decolonizing-commentariat/
[3] https://thewalrus.ca/black-in-the-ivory-tower/
[3] https://blackinmicrobiology.org/
[3] https://twitter.com/drplattlab/status/1309479744107352067

Top URLs in Tweet in G1:
[1] https://www.mercurynews.com/2020/09/13/black-at-uc-berkeley-professor-tyrone-hayes-on-discrimination-in-academia/
[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
[1] https://twitter.com/DrRubidium/status/1271494297804836865
[1] https://www.nature.com/articles/s41559-020-1252-0?utm_source=Nature+Briefing&utm_campaign=9aa2c326f6-briefing-dy-20200708&utm_medium=email&utm_term=0_c9dfd39373-9aa2c326f6-42574363

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.youtube.com/watch?v=HYbuUJKxM7c&feature=youtu.be

[1] https://science.sciencemag.org/content/369/6510/1440.2
[1] https://www.youtube.com/watch?v=ucF92u8eMzQ

[1] https://twitter.com/DrTregoning/status/1309743357862842368
[1] https://lassonde.yorku.ca/eecs-computer-science-professorial-stream-open-rank-african-heritage
[1] https://twitter.com/eugenia_south/status/1314259019197018113

Top URLs in Tweet in G3:
[2] https://twitter.com/onyxmagazineox/status/1311412609426558976
[1] https://www.southbankcentre.co.uk/whats-on/talks-debates/phenomenal-women-black-female-professors?eventId=858232
[1] https://twitter.com/taikelani/status/1312084184488386561
[1] https://twitter.com/rhiannon_turner/status/1311914637089288192
[1] https://twitter.com/southbankcentre/status/1306530192668725250
[1] https://twitter.com/ACRC_UK/status/1306951683994464256
[1] https://twitter.com/NkasiStoll/status/1306565551200899074

Top URLs in Tweet in G4:
[2] https://twitter.com/Maya_Michigan/status/1304487098460725248
[1] https://twitter.com/uche_blackstock/status/1315801271715147781
[1] https://www.insidehighered.com/advice/2020/09/25/many-academics-who-believe-theyre-operating-place-equality-havent-recognized-their#.X25L-Ge8cGM.twitter
[1] https://twitter.com/hvanspall/status/1309814651597852672

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://twitter.com/heymsparkerrrrr/status/1308063651132252160
[2] https://www.eventbrite.co.uk/e/black-in-the-ivory-blackintheivory-tickets-122031550653
[1] https://www.eventbrite.co.uk/e/black-in-the-ivory-blackintheivory-tickets-122031550653?utm-medium=discovery&utm-campaign=social&utm-content=attendeeshare&aff=estw&utm-source=tw&utm-term=listing
[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:
[4] https://www.nytimes.com/2020/09/28/science/black-microbiology-week.html?smid=tw-share
[1] https://twitter.com/sjgoring/status/1312423667452715010
[1] https://twitter.com/aaberhe/status/1311662860213207042
[1] https://twitter.com/STEMadvocacy/status/1309646502101385218
[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
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41559-020-1266-7

Top URLs in Tweet in G7:
[10] https://www.himalaya.com/careers-podcasts/the-professor-is-in-1596230/episode-2-9-black-and-in-grad-school-interview-with-allante-whitmore-115978417
[2] https://www.mercurynews.com/2020/09/13/black-at-uc-berkeley-professor-tyrone-hayes-on-discrimination-in-academia/?fbclid=IwAR3A1Cb-glzAktpMcaYSTVspKBOns1Bh-VtqAxuVmvRv3mFOXMhukhxHF1g
[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
[1] https://www.insidehighered.com/news/2020/10/13/spitzer-architecture-dean-quits-profound-act-self-preservation
[1] https://twitter.com/archrecord/status/1313479371689275404
[1] https://theprofessorisin.com/2020/07/16/institutions-protect-racists-blm/
[1] https://www.stuff.co.nz/opinion/300119712/the-structural-whiteness-of-academia
[1] https://www.archpaper.com/2020/10/lesley-lokko-resigns-as-dean-of-spitzer-school-of-architecture-at-city-college-of-new-york/?fbclid=IwAR282Gvy8bHSxDOpllk0xitlRB4_7SXrudO0TnMIu_KsIR6DQRa48Czbwfo
[1] https://onlinelibrary.wiley.com/doi/10.1002/jee.20353

Top URLs in Tweet in G8:
[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 URLs in Tweet in G9:
[2] https://solo.to/rosentpod
[2] https://genreurbanarts.submittable.com/submit/156650/essays-and-other-works-from-diasporic-african-academics
[1] https://twitter.com/profalang/status/1307062030340423684
[1] https://careers.nsbe.org/job/computer-engineeringcybersecurity-assistant-professor/54595748/
[1] http://et.al
[1] https://twitter.com/lehighsoan/status/1308028373659193344
[1] https://twitter.com/neiltyson/status/1308200576111570944
[1] https://pubmed.ncbi.nlm.nih.gov/32889948/
[1] https://docs.google.com/forms/d/e/1FAIpQLSdrgvaDttYCbF7mm-TWkMlMwYQqk5Mt6UTlI9DwO8ZxLMz8Zg/viewform?utm_source=twitter&utm_medium=SAGE_social&utm_content=sageoceantweets&utm_term=78de1c93-3f43-4032-8540-128d0d1b387c
[1] https://twitter.com/rudyrahme/status/1309522384542732288

Top URLs in Tweet in G10:
[1] https://www.crimcomm.net/post/surviving-academic-karens-while-black

Top Domains
Top Domains in Tweet in Entire Graph:
[109] twitter.com
[14] youtube.com
[14] co.uk
[13] ac.uk
[10] himalaya.com
[8] nature.com
[7] google.com
[5] linkedin.com
[4] insidehighered.com
[4] animalecologyinfocus.com

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

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

Top Domains in Tweet in G3:
[7] twitter.com
[1] co.uk

Top Domains in Tweet in G4:
[4] twitter.com
[1] insidehighered.com

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

Top Domains in Tweet in G6:
[4] twitter.com
[4] nytimes.com
[1] reclaimthebench.com
[1] mit.edu
[1] thesocialscientist.org
[1] google.com
[1] nature.com
[1] blackinmicrobiology.org

Top Domains in Tweet in G7:
[10] himalaya.com
[7] twitter.com
[2] mercurynews.com
[2] nature.com
[2] aaup.org
[1] insidehighered.com
[1] theprofessorisin.com
[1] co.nz
[1] archpaper.com
[1] wiley.com

Top Domains in Tweet in G8:
[1] youtube.com
[1] google.com
[1] theconversation.com

Top Domains in Tweet in G9:
[20] twitter.com
[2] solo.to
[2] submittable.com
[1] nsbe.org
[1] et.al
[1] nih.gov
[1] google.com
[1] bbc.com
[1] tumblr.com
[1] nenequirer.com

Top Domains in Tweet in G10:
[1] crimcomm.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[818] blackintheivory
[84] blackhistorymonth
[75] academictwitter
[59] blacklivesmatter
[57] blackinstem
[48] academicchatter
[45] climatejustice
[26] blackingeoscience
[23] scicomm
[23] blm



Top Hashtags in Tweet in G1:
[158] blackintheivory
[45] climatejustice
[21] blackingeoscience
[17] scicomm
[8] antiracist
[5] blackinstem
[4] sociologists
[4] anthropologists
[4] education
[3] notimeforsilence

Top Hashtags in Tweet in G2:
[31] blackintheivory
[10] womeninstem
[9] synbio
[4] blackmedtwitter
[4] academicchatter
[4] blacklivesmatter
[4] blackinstem
[3] blackandstem
[2] meded
[2] sdgs

Top Hashtags in Tweet in G3:
[15] blackintheivory
[12] blackinacademia
[6] highered
[3] blackfemaleprofs
[3] blackhistorymonth
[3] blacklivesmatter
[2] phenomenalwomen
[1] bhm
[1] blackinmentalhealth
[1] academicchatter

Top Hashtags in Tweet in G4:
[15] blackintheivory
[5] thisisamerica
[5] blm
[2] blackwomeninmedicine
[2] medtwitter
[1] womxnintheivory
[1] womenintheivory
[1] imspeakingnow
[1] blacklivesmatter
[1] privilege

Top Hashtags in Tweet in G5:
[129] blackintheivory
[68] blackhistorymonth
[16] blackhistorymonthuk
[7] covid
[4] conference
[4] bhm
[4] blackhistory
[3] uon
[3] blackhistorymonth2020
[2] resourceus

Top Hashtags in Tweet in G6:
[31] blackintheivory
[11] blackinstem
[7] phd
[5] blackandstem
[5] blackinmicro
[4] blackinscicomm
[4] blackinneuro
[4] podcast
[4] womeninstem
[4] blackinmicrobiology

Top Hashtags in Tweet in G7:
[59] blackintheivory
[18] academictwitter
[10] academicchatter
[9] blackandstem
[8] blm
[6] postdocs
[6] faculty
[6] students
[6] staff
[6] npaw2020

Top Hashtags in Tweet in G8:
[5] blackintheivory
[1] trc2015

Top Hashtags in Tweet in G9:
[92] blackintheivory
[8] blackinstem
[5] academictwitter
[5] blacklivesmatter
[4] academicchatter
[3] blm
[3] womeninstem
[2] medtwitter
[2] phdlife
[2] podsincolor

Top Hashtags in Tweet in G10:
[16] blacklivesmatter
[16] academicchatter
[3] blackintheivory

Top Words
Top Words in Tweet in Entire Graph:
[817] #blackintheivory
[462] black
[209] aaberhe
[187] women
[182] story
[160] discrimination
[147] female
[146] personal
[141] end
[135] nicolarollock

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

Top Words in Tweet in G2:
[33] nih
[32] opportunity
[31] #blackintheivory
[30] invited
[30] committee
[29] happen
[29] accepted
[29] serve
[29] standing
[29] member

Top Words in Tweet in G3:
[145] black
[133] women
[129] nicolarollock
[106] phenomenal
[106] portraits
[106] female
[96] time
[96] offline
[96] pleased
[96] resurface

Top Words in Tweet in G4:
[58] white
[55] cclaremdmph
[53] meeting
[53] recently
[53] senior
[53] leadership
[53] person
[53] œhi
[53] males
[53] room

Top Words in Tweet in G5:
[128] #blackintheivory
[96] conference
[68] #blackhistorymonth
[55] uninorthants
[54] uninhantsnews
[39] gemnetworkuon
[37] one
[37] drshardedavis
[35] online
[33] free

Top Words in Tweet in G6:
[31] #blackintheivory
[26] hbcus
[21] phdgprotein86
[14] jamal
[12] thesocscientist
[12] separate
[12] rankings
[12] considered
[12] greatest
[12] institutions

Top Words in Tweet in G7:
[59] #blackintheivory
[51] black
[22] student
[21] engineering
[18] #academictwitter
[17] icymi
[17] grad
[15] article
[15] chronicles
[15] journey

Top Words in Tweet in G8:
[67] dawnbazely
[67] ecology
[67] blackoutdoors1
[66] icymi
[66] yesterday's
[66] evolution
[66] behaviour
[66] panel
[66] queensubio
[66] yorkuscience

Top Words in Tweet in G9:
[92] #blackintheivory
[20] black
[15] calvin
[13] university
[10] academia
[9] white
[8] #blackinstem
[8] one
[7] being
[7] racism

Top Words in Tweet in G10:
[66] drseankwilson
[53] piece
[53] wrote
[53] culmination
[53] experiences
[53] observations
[53] unpacking
[53] academic
[53] karen
[31] peopleâ

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[144] black,female
[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

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:
[29] happen,invited
[29] invited,accepted
[29] accepted,opportunity
[29] opportunity,serve
[29] serve,standing
[29] standing,committee
[29] committee,member
[29] member,nih
[29] nih,study
[29] study,section

Top Word Pairs in Tweet in G3:
[106] phenomenal,women
[106] women,portraits
[106] black,female
[96] time,offline
[96] offline,pleased
[96] pleased,resurface
[96] resurface,exciting
[96] exciting,news
[96] news,phenomenal
[96] portraits,black

Top Word Pairs in Tweet in G4:
[53] recently,senior
[53] senior,leadership
[53] leadership,person
[53] white,males
[53] males,room
[52] meeting,letâ
[52] letâ,recently
[52] person,œhi
[52] œhi,drâ
[52] drâ,white

Top Word Pairs in Tweet in G5:
[43] #blackintheivory,conference
[32] online,conference
[30] 14,oct
[24] #blackintheivory,#blackhistorymonth
[19] conference,14
[19] global,ethnic
[19] ethnic,majority
[18] keynote,speech
[17] free,one
[17] one,day

Top Word Pairs in Tweet in G6:
[12] hbcus,separate
[12] separate,rankings
[12] rankings,hbcus
[12] hbcus,considered
[12] considered,greatest
[12] greatest,institutions
[12] institutions,world
[11] phdgprotein86,hbcus
[7] thrilled,intro
[7] intro,mentor

Top Word Pairs in Tweet in G7:
[15] article,chronicles
[15] chronicles,journey
[15] journey,black
[15] black,male
[15] male,student
[15] student,allen
[15] allen,disinterest
[15] disinterest,interest
[15] interest,engineering
[14] brian_a_burt,article

Top Word Pairs in Tweet in G8:
[66] icymi,yesterday's
[66] yesterday's,ecology
[66] ecology,evolution
[66] evolution,behaviour
[66] behaviour,panel
[66] panel,queensubio
[66] queensubio,yorkuscience
[66] yorkuscience,petersoroye
[66] petersoroye,blackoutdoors1
[66] blackoutdoors1,jess

Top Word Pairs in Tweet in G9:
[10] calvin,university
[5] #blackintheivory,#blackinstem
[4] #blackintheivory,#blacklivesmatter
[3] #academicchatter,#blackintheivory
[3] being,#blackintheivory
[3] #academictwitter,#blackintheivory
[3] uon,creates
[3] creates,#blackintheivory
[3] #blackintheivory,online
[3] online,conference

Top Word Pairs in Tweet in G10:
[53] piece,wrote
[53] wrote,culmination
[53] experiences,observations
[53] observations,unpacking
[53] unpacking,academic
[53] academic,karen
[52] drseankwilson,piece
[31] culmination,peopleâ
[31] peopleâ,experiences
[22] culmination,people

Top Replied-To
Top Replied-To in Entire Graph:
@aaberhe
@blackinmh
@parise_cm
@openacademics
@kdrichardson924
@olivetteotele
@profcarolbaxter
@blkingeoscience
@drumeshprabhu

Top Replied-To in G1:
@aaberhe
@charlesbhallphd

Top Replied-To in G2:
@openacademics
@littlelizs
@drumeshprabhu
@support8cre

Top Replied-To in G4:
@cclaremdmph
@drmonicacox

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

Top Replied-To in G6:
@kdrichardson924
@blkingeoscience
@mit
@sabahzero
@blackinmicro

Top Replied-To in G7:
@blackinmh

Top Replied-To in G8:
@dawnbazely

Top Mentioned
Top Mentioned in Entire Graph:
@aaberhe
@nicolarollock
@uninorthants
@drseankwilson
@blackoutdoors1
@dawnbazely
@queensubio
@yorkuscience
@petersoroye
@cclaremdmph

Top Mentioned in G1:
@aaberhe
@ucmerced
@arctic_nilou
@deepseadawn
@drrubidium
@opnmagazine
@lisatoafault
@nabgsocial
@rcampbellanthro

Top Mentioned in G2:
@nih
@jballs1908
@do_kinder
@drumeshprabhu
@bullyingalberta
@mingberg
@kavitha007_
@nickystevo
@judithcarmody1
@laura_corbeth

Top Mentioned in G3:
@nicolarollock
@livlittle
@tareynolds12
@drcbernard
@southbankcentre
@rhiannon_turner
@nkasistoll
@bptwellbeing
@williamjlknight

Top Mentioned in G4:
@cclaremdmph
@priscillampasi
@sharonnehayes
@womxnshc
@reubixxcube
@londyloo
@drlaurenp
@gradydoctor
@choo_ek
@uche_blackstock

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

Top Mentioned in G6:
@phdgprotein86
@thesocscientist
@ubuffalo
@blackinneuro
@blackafinstem
@blkingeoscience
@reclaimthebench
@blackinmicro
@zakiyaleggett

Top Mentioned in G7:
@brian_a_burt
@professorisin
@academicchatter
@blkingradschool
@leahraderbowers
@biophyskrys
@jasminekwasa
@uwpostdocda
@usnehal
@blackintheivory

Top Mentioned in G8:
@blackoutdoors1
@dawnbazely
@queensubio
@yorkuscience
@petersoroye
@adventurecanada
@imogenrcoephd
@shoshanahjacobs
@gfaudette
@alex_smith_ants

Top Mentioned in G9:
@amst_collective

Top Mentioned in G10:
@drseankwilson
@cclaremdmph
@aaberhe

Top Tweeters
Top Tweeters in Entire Graph:
@kat4obama
@femtech_
@rosenchild
@guardian
@googleexpertuk
@blackphysicists
@inpoco
@drrimmer
@time
@raulpacheco

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

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

Top Tweeters in G3:
@shanalala_
@positiveimagep
@nazkebab77
@candyelijahh
@zaranosaur
@tobikyere
@olazainabmusic
@anxiouspsych
@shotbyshaun
@kenneththarp

Top Tweeters in G4:
@themuslimhippie
@wordfinga
@doritmi
@healthpolicygrp
@gforbes
@catjacarol01
@pdxdevildog
@brettmargheim
@choo_ek
@atticusfinch71

Top Tweeters in G5:
@auntantebellum
@smileitsjoy
@chronandecho
@marcwebber
@fenews
@thevoicenews
@bbclookeast
@hilaryalexander
@bbcnorthampton
@bbc3cr

Top Tweeters in G6:
@blackphysicists
@carl_nowinslow
@bennkeezy
@cynnaael
@mchammer
@jimlynchcodes
@adriannerussell
@sabahzero
@drcaberry
@mit

Top Tweeters in G7:
@academicchatter
@ramyeonjpg
@drjlmooreiii
@usnehal
@dr_tindall
@ineelbot
@iamscicomm
@propcazhpm
@peggybe_oonujut
@nursettg

Top Tweeters in G8:
@docfreeride
@dawnbazely
@xrisfg
@mokojumbee
@mu_peter
@dupuisj
@jwoodgett
@habrazeau
@meo_jos
@ehekkala

Top Tweeters in G9:
@munibakamal
@kasforpres2030
@e__news
@loveconweezy27
@ea
@shurleyhall
@amethylgroup
@drlawsonnp
@kelly_zvobgo
@a

Top Tweeters in G10:
@pkanagaratnam
@laraoyedele
@drcswilliam
@wptabp
@volkantopalli
@dr_locs
@speedy2daneedy
@jackmonell
@wordsofseleana
@drbwillingham


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