#BlackInTheIvory, Twitter, 1/10/2021 11:01:20 AM, 245341


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#BlackInTheIvory_2021-01-10_00-37-26.xlsx
#BlackInTheIvory_2021-01-10_00-37-26.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 10, 2021
Short Description:
#BlackInTheIvory via NodeXL https://bit.ly/3saymCO
@braincures
@dralfiee
@drstevemd
@arghavan_salles
@needhibhalla
@drocean24
@ayshakhoury
@500womensci
@phdgprotein86
@okanlami

Top hashtags:
#blackintheivory
#blackinstem
#academictwitter
#womeninstem
#academicjobs

Description:
Description
The graph represents a network of 932 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, 10 January 2021 at 08:38 UTC.

The requested start date was Saturday, 09 January 2021 at 01:01 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, 21-hour, 16-minute period from Thursday, 10 December 2020 at 02:30 UTC to Friday, 08 January 2021 at 23:46 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 : 932
Unique Edges : 799
Edges With Duplicates : 1362
Total Edges : 2161
Number of Edge Types : 5
Tweet : 141
Mentions : 431
Replies to : 33
MentionsInRetweet : 974
Retweet : 582
Self-Loops : 156
Reciprocated Vertex Pair Ratio : 0.0252854812398042
Reciprocated Edge Ratio : 0.0493237867939539
Connected Components : 115
Single-Vertex Connected Components : 52
Maximum Vertices in a Connected Component : 539
Maximum Edges in a Connected Component : 1391
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 6.797251
Graph Density : 0.00144867072647898
Modularity : 0.558053
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 932 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, 10 January 2021 at 08:38 UTC.

The requested start date was Saturday, 09 January 2021 at 01:01 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, 21-hour, 16-minute period from Thursday, 10 December 2020 at 02:30 UTC to Friday, 08 January 2021 at 23:46 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:
[6] https://oge.mit.edu/graddiversity/msrp/
[6] https://login.medscape.com/login/sso/getlogin?urlCache=aHR0cHM6Ly93d3cubWVkc2NhcGUuY29tL3NsaWRlc2hvdy9ibGFjay1waHlzaWNpYW4tSW5mbHVlbmNlcnMtNjAxMzQ1MD9zcmM9c29jX3R3X3NoYXJl&ac=401
[5] https://academicjobsonline.org/ajo/jobs/17683
[4] https://www.theguardian.com/technology/2020/dec/04/timnit-gebru-google-ai-fired-diversity-ethics
[4] https://docs.google.com/spreadsheets/d/16QUbb7ixlOrXGv9I1dAQlsFlrvYiAzoCwi2hCbz4xdE/edit?usp=sharing
[4] https://www.motherjones.com/anti-racism-police-protest/2020/06/blackintheivory-racism-academia-science-stem/
[3] https://careersearch.stanford.edu/jobs/research-communities-manager-11163
[3] https://education.lbl.gov/internships/
[3] https://sjobs.brassring.com/TGnewUI/Search/home/HomeWithPreLoad?PageType=JobDetails&partnerid=25483&siteid=5291&AReq=5411BR#jobDetails=1535041_5291
[3] https://sjobs.brassring.com/TGnewUI/Search/home/HomeWithPreLoad?PageType=JobDetails&partnerid=25483&siteid=5291&AReq=5439BR#jobDetails=1535481_5291

Top URLs in Tweet in G1:
[1] https://twitter.com/ravenscimaven/status/1347608566744580097
[1] https://twitter.com/academicchatter/status/1269684595173326848?s=21

Top URLs in Tweet in G2:
[3] https://twitter.com/CellMentor/status/1343548065370812416
[1] http://sites.gsu.edu/tflowers/2020/12/13/cfp-book-chapters-urban-education/#.X-0pu9hKjIU

Top URLs in Tweet in G3:
[6] https://oge.mit.edu/graddiversity/msrp/
[5] https://academicjobsonline.org/ajo/jobs/17683
[4] https://www.theguardian.com/technology/2020/dec/04/timnit-gebru-google-ai-fired-diversity-ethics
[3] https://education.lbl.gov/internships/
[3] https://careersearch.stanford.edu/jobs/research-communities-manager-11163
[3] https://sjobs.brassring.com/TGnewUI/Search/home/HomeWithPreLoad?PageType=JobDetails&partnerid=25483&siteid=5291&AReq=5411BR#jobDetails=1535041_5291
[3] https://sjobs.brassring.com/TGnewUI/Search/home/HomeWithPreLoad?PageType=JobDetails&partnerid=25483&siteid=5291&AReq=5439BR#jobDetails=1535481_5291
[3] https://apply.interfolio.com/81030
[3] https://news.berkeley.edu/2020/10/27/to-help-diversify-stem-faculty-berkeley-led-model-goes-national/
[2] https://propel.stanford.edu/application-information/

Top URLs in Tweet in G4:
[1] https://twitter.com/BlkInEngineerng/status/1344391705563377667
[1] https://twitter.com/kelechnekoff/status/1337373805988225024

Top URLs in Tweet in G5:
[5] https://login.medscape.com/login/sso/getlogin?urlCache=aHR0cHM6Ly93d3cubWVkc2NhcGUuY29tL3NsaWRlc2hvdy9ibGFjay1waHlzaWNpYW4tSW5mbHVlbmNlcnMtNjAxMzQ1MD9zcmM9c29jX3R3X3NoYXJl&ac=401
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-02471-6
[1] https://www.insidehighered.com/advice/2020/12/18/increasingly-disproportionate-service-burden-female-faculty-bear-will-have#.X9y3zXBIFoc.twitter
[1] https://twitter.com/aaberhe/status/1311662860213207042
[1] https://www.youtube.com/watch?v=_uXKKxbEC_c&feature=youtu.be

[1] https://login.medscape.com/login/sso/getlogin?urlCache=aHR0cHM6Ly93d3cubWVkc2NhcGUuY29tL3NsaWRlc2hvdy9ibGFjay1waHlzaWNpYW4tSW5mbHVlbmNlcnMtNjAxMzQ1MD9mYmNsaWQ9SXdBUjFvUzBfMzJiLUpHcDNObWNkRTlPU21ITDBWeUxoN1l1MG9hTmNQVklncDd2SUNZNjN0QVlNWldQcw==&ac=401
[1] https://www.nytimes.com/2020/08/11/health/microaggression-medicine-doctors.html
[1] https://twitter.com/DrTiffJohnson/status/1337921982629736450
[1] https://twitter.com/__JasminBrooks/status/1339916589811032065
[1] https://civilservice.blog.gov.uk/2019/07/08/please-dont-call-me-bame-or-bme/

Top URLs in Tweet in G6:
[4] https://www.motherjones.com/anti-racism-police-protest/2020/06/blackintheivory-racism-academia-science-stem/
[1] https://president.jhu.edu/meet-president-daniels/speeches-articles-and-media/reexamining-the-history-of-our-founder/
[1] https://gizmodo.com/johns-hopkins-famous-philanthropist-and-abolitionist-1845849129
[1] https://twitter.com/marielavheaux/status/1336865445517910017
[1] https://www.sciencemag.org/careers/2020/06/what-ive-learned-about-being-black-scientist
[1] https://psu.wd1.myworkdayjobs.com/en-US/PSU_Academic/job/University-Park-Campus/Tenure-Track-Faculty-Position-in-Water-Systems-Science_REQ_0000009148-1
[1] https://twitter.com/theblackschlr/status/1338913901275009029
[1] https://www.nejm.org/doi/full/10.1056/NEJMp2023999?query=TOC&cookieSet=1
[1] https://www.motherjones.com/politics/2020/12/black-professor-colleague-called-cops-david-moore-sacramento-state-racial-bias-academia/
[1] https://twitter.com/MotherJones/status/1340104598997098499

Top URLs in Tweet in G7:
[2] https://twitter.com/ShimonDCohen/status/1338124784006295553
[1] https://twitter.com/uche_blackstock/status/1338138646260670473
[1] https://twitter.com/dansnyd24/status/1340651023619284992

Top URLs in Tweet in G8:
[1] https://twitter.com/socratemp2/status/1346871178896531460
[1] https://twitter.com/attorneycrump/status/1341743863988322305
[1] https://www.motherjones.com/politics/2020/12/black-professor-colleague-called-cops-david-moore-sacramento-state-racial-bias-academia/

Top URLs in Tweet in G9:
[2] http://theprofessorisin.com/2020/06/09/translating-an-uprising-and-other-things-that-are-not-my-job-blm-guest-post/
[1] https://diverseeducation.com/article/200498/#.X_fGZ1wcBQg.twitter
[1] http://theprofessorisin.com/2020/06/17/5-anti-racist-practices-for-white-scholars/
[1] http://theprofessorisin.com/2020/06/17/5-anti-racist-practices-white-scholars-can-adopt-today-blm-guest-post/
[1] http://theprofessorisin.com/2020/06/09/dear-dr-all-lives-matter-blm-guest-post-video/#comments
[1] https://theprofessorisin.com/2020/06/21/teaching-race-during-global-crisis-blm-guest-post/
[1] http://theprofessorisin.com/2020/06/30/higher-ed-is-unprepared-blm-guest-post/
[1] http://theprofessorisin.com/2020/06/24/the-burden-of-being-the-only-one-in-the-room-blm-guest-post/
[1] https://twitter.com/juneericudorie/status/1343720282821853185
[1] http://theprofessorisin.com/2020/06/18/person-trauma-on-the-tenure-track-blm/

Top Domains
Top Domains in Tweet in Entire Graph:
[60] twitter.com
[12] google.com
[9] theprofessorisin.com
[8] stanford.edu
[7] mit.edu
[7] medscape.com
[6] brassring.com
[6] diverseeducation.com
[6] motherjones.com
[5] academicjobsonline.org

Top Domains in Tweet in G1:
[2] twitter.com

Top Domains in Tweet in G2:
[3] twitter.com
[1] gsu.edu

Top Domains in Tweet in G3:
[8] stanford.edu
[6] brassring.com
[6] mit.edu
[5] academicjobsonline.org
[4] interfolio.com
[4] theguardian.com
[3] lbl.gov
[3] berkeley.edu
[2] google.com
[2] twitter.com

Top Domains in Tweet in G4:
[2] twitter.com

Top Domains in Tweet in G5:
[6] medscape.com
[6] twitter.com
[2] nature.com
[1] insidehighered.com
[1] youtube.com
[1] nytimes.com
[1] gov.uk
[1] nypost.com
[1] medium.com
[1] ac.uk

Top Domains in Tweet in G6:
[9] twitter.com
[5] motherjones.com
[1] jhu.edu
[1] gizmodo.com
[1] sciencemag.org
[1] myworkdayjobs.com
[1] nejm.org
[1] medium.com
[1] mit.edu
[1] navcap.io

Top Domains in Tweet in G7:
[4] twitter.com

Top Domains in Tweet in G8:
[2] twitter.com
[1] motherjones.com

Top Domains in Tweet in G9:
[9] theprofessorisin.com
[3] twitter.com
[1] diverseeducation.com
[1] google.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[385] blackintheivory
[57] blackinstem
[49] academictwitter
[40] womeninstem
[39] academicjobs
[39] academicchatter
[33] sisterphd
[27] blacklivesmatter
[27] sciencejobs
[26] phdchat



Top Hashtags in Tweet in G1:
[8] blackintheivory
[6] blackinstem
[1] blackinacademia
[1] academicchatter
[1] universities
[1] ukuniversity
[1] professors
[1] bameinstem
[1] shutdownstem
[1] shutdownacademia

Top Hashtags in Tweet in G2:
[7] blackintheivory
[5] academictwitter
[4] urbaneducation
[3] blackinstem
[1] blacktwitter
[1] blacklivesmatter
[1] sciencetwitter
[1] scicomm

Top Hashtags in Tweet in G3:
[38] academicjobs
[37] blackintheivory
[32] womeninstem
[27] sciencejobs
[24] academictwitter
[24] academicchatter
[23] phdchat
[22] phd
[21] blackinstem
[18] lgbtinstem

Top Hashtags in Tweet in G4:
[16] blackintheivory
[7] equity
[5] blackinstem
[5] blackinmarinescience
[5] blackingeoscienceweek
[4] womeninstem
[3] blackwomen
[2] blackauthors
[1] marinemicrobiologist
[1] childrensbooks

Top Hashtags in Tweet in G5:
[32] blackintheivory
[7] blackmedtwitter
[5] followall
[5] blackmeninmedicine
[4] blackwomeninmedicine
[4] climatejustice
[3] racism
[3] sexism
[3] medtwitter
[3] blacktwitter

Top Hashtags in Tweet in G6:
[55] blackintheivory
[4] academictwitter
[4] blackinstem
[3] blacklivesmatter
[3] woty2020
[2] medtwitter
[2] academicchatter
[2] blackexcellence
[2] lgbtinstem
[2] latinxinstem

Top Hashtags in Tweet in G7:
[8] blackintheivory
[3] medtwitter
[2] meded
[2] medstudenttwitter
[2] blackmedtwitter
[1] blackwomeninmedicine
[1] racismisapublichealthcrisis
[1] sciencetwitter
[1] blacktwitter
[1] wokedoctors

Top Hashtags in Tweet in G8:
[4] blackintheivory
[2] highered
[2] sapro
[1] hbcu
[1] academicchatter
[1] blacklivesmatter
[1] academictwitter
[1] sachat
[1] blksap

Top Hashtags in Tweet in G9:
[19] blackintheivory
[7] academictwitter
[6] drjillbiden
[5] blm
[5] blackinstem
[4] timnitgebru
[4] blackandstem
[4] blackacademics
[3] blackademics
[2] academicchatter

Top Hashtags in Tweet in G10:
[1] chirptycircle
[1] coincme20
[1] cardiology
[1] cardioonc
[1] cvprev
[1] innovation
[1] womenincardiology
[1] blackintheivory

Top Words
Top Words in Tweet in Entire Graph:
[385] #blackintheivory
[246] black
[186] list
[116] help
[107] excited
[107] thank
[100] scientists
[92] phdgprotein86
[91] announce
[91] 1000

Top Words in Tweet in G1:
[8] #blackintheivory
[6] blackinscicomm
[6] blackinchem
[6] #blackinstem
[5] way
[5] cool
[5] blackinstemed
[5] realscientists
[4] broaderimpact
[3] proftimnoakes

Top Words in Tweet in G2:
[178] list
[94] thank
[91] black
[90] scientists
[89] phdgprotein86
[89] excited
[89] announce
[89] 1000
[89] commofscholars
[89] help

Top Words in Tweet in G3:
[49] academicequity
[40] apply
[37] #blackintheivory
[36] #academicjobs
[32] #womeninstem
[28] check
[27] #sciencejobs
[26] science
[25] thesocscientist
[24] #academictwitter

Top Words in Tweet in G4:
[53] drocean24
[46] representation
[44] another
[44] diversity
[44] inclusion
[44] seminar
[44] matters
[44] equality
[44] equity
[16] #blackintheivory

Top Words in Tweet in G5:
[38] black
[32] #blackintheivory
[12] help
[11] healthcare
[10] please
[10] retweet
[10] tag
[10] professional
[10] know
[10] down

Top Words in Tweet in G6:
[55] #blackintheivory
[13] black
[7] work
[6] day
[6] digital
[6] tiktoked
[5] being
[5] scientist
[5] year
[5] call

Top Words in Tweet in G7:
[24] surgeon
[19] ayshakhoury
[15] try
[15] avoid
[15] cancel
[15] culture
[15] perpetuating
[15] things
[15] verify
[15] experience

Top Words in Tweet in G8:
[64] don
[64] go
[32] inner
[32] voice
[32] two
[32] years
[32] ago
[32] finance
[32] professor
[32] david

Top Words in Tweet in G9:
[22] white
[20] scholars
[19] #blackintheivory
[13] black
[12] professorisin
[11] today
[11] anti
[11] racist
[11] practices
[11] mariuskothor

Top Words in Tweet in G10:
[8] mmamas1973
[8] iamritu
[8] hvanspall
[8] docsavagetju
[8] fischman_david
[8] anastasiasmihai
[8] mirvatalasnag
[8] purviparwani
[8] dbelardomd
[7] drbrowncares

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[93] black,scientists
[92] list,thank
[91] excited,announce
[91] announce,1000
[91] 1000,black
[91] scientists,list
[91] thank,commofscholars
[91] commofscholars,help
[91] help,assembling
[91] assembling,list

Top Word Pairs in Tweet in G1:
[6] #blackinstem,#blackintheivory
[5] way,cool
[5] cool,blackinscicomm
[5] blackinscicomm,blackinstemed
[5] blackinstemed,blackinchem
[5] blackinchem,realscientists
[5] realscientists,#blackinstem
[4] broaderimpact,way
[2] brenmccarthy13,truthsayerodet1
[2] truthsayerodet1,proftimnoakes

Top Word Pairs in Tweet in G2:
[90] black,scientists
[90] list,thank
[89] excited,announce
[89] announce,1000
[89] 1000,black
[89] scientists,list
[89] thank,commofscholars
[89] commofscholars,help
[89] help,assembling
[89] assembling,list

Top Word Pairs in Tweet in G3:
[27] #academicjobs,#sciencejobs
[20] #phdchat,#academictwitter
[19] #phd,#phdchat
[19] #academicchatter,#blackintheivory
[19] #blackintheivory,#blackinstem
[18] #academictwitter,#academicchatter
[15] getting,excited
[15] excited,first
[15] first,intersections
[15] intersections,science

Top Word Pairs in Tweet in G4:
[44] another,diversity
[44] diversity,inclusion
[44] inclusion,seminar
[44] seminar,representation
[44] representation,matters
[44] matters,equality
[44] equality,equity
[43] drocean24,another
[7] womensciencerfs,#equity
[7] #equity,#blackintheivory

Top Word Pairs in Tweet in G5:
[10] please,retweet
[10] retweet,tag
[10] tag,black
[10] black,healthcare
[10] healthcare,professional
[10] professional,know
[10] know,down
[10] down,help
[10] help,word
[9] drbrittanij,please

Top Word Pairs in Tweet in G6:
[4] fancam,tiktoked
[4] black,female
[4] female,scientist
[4] scientist,first
[4] first,day
[4] day,work
[4] work,colleague
[4] colleague,threatened
[4] threatened,call
[4] call,cops

Top Word Pairs in Tweet in G7:
[15] try,avoid
[15] avoid,cancel
[15] cancel,culture
[15] culture,perpetuating
[15] perpetuating,things
[15] things,verify
[15] verify,experience
[15] experience,ayshakhoury
[15] ayshakhoury,one
[14] okanlami,try

Top Word Pairs in Tweet in G8:
[64] don,go
[32] inner,voice
[32] voice,don
[32] go,don
[32] go,two
[32] two,years
[32] years,ago
[32] ago,finance
[32] finance,professor
[32] professor,david

Top Word Pairs in Tweet in G9:
[18] white,scholars
[11] anti,racist
[11] racist,practices
[11] practices,white
[8] scholars,adopt
[7] scholars,asking
[7] asking,mariuskothor
[7] mariuskothor,breaks
[7] breaks,down
[7] down,anti

Top Word Pairs in Tweet in G10:
[8] mmamas1973,iamritu
[8] iamritu,hvanspall
[8] hvanspall,docsavagetju
[8] docsavagetju,fischman_david
[8] fischman_david,anastasiasmihai
[8] anastasiasmihai,mirvatalasnag
[8] mirvatalasnag,purviparwani
[8] purviparwani,dbelardomd
[7] drbrowncares,mmamas1973

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@phdgprotein86
@commofscholars
@drocean24
@academicequity
@cynduja
@thesocscientist
@calvinchimes
@cccuorg
@ayshakhoury
@drshardedavis

Top Mentioned in G1:
@blackinscicomm
@blackinchem
@blackinstemed
@realscientists
@broaderimpact
@proftimnoakes
@truthsayerodet1
@criminotweet
@reneebleau
@dbetteracademia

Top Mentioned in G2:
@phdgprotein86
@commofscholars
@prof_flowers
@labpallas
@cellmentor
@cellcellpress

Top Mentioned in G3:
@academicequity
@thesocscientist
@stanford
@uconnansc
@uw
@rittigers
@drocean24
@ucberkeley
@mit
@massawis

Top Mentioned in G4:
@drocean24
@womensciencerfs
@juliecwikla
@angie_rasmussen
@virusesimmunity
@thesocscientist

Top Mentioned in G5:
@drbrittanij
@sharonnehayes
@ucmerced
@aaberhe
@drfna
@arctic_nilou
@reneecrichlowmd
@chasetmanderson
@docmosho
@ucla

Top Mentioned in G7:
@ayshakhoury
@okanlami
@dineemd
@lindasuleimanmd
@tjuhospital
@dansnyd24
@uche_blackstock
@shimondcohen
@writesolution
@dralfiee

Top Mentioned in G8:
@cynduja
@motherjones
@attorneycrump
@fsmith827

Top Mentioned in G9:
@professorisin
@mariuskothor
@drmonicacox
@yaldahamidi
@drcaberry
@drleroylongiii
@leahncrowder
@blkgradmentors
@trinalfletcher
@shakirarhobbs

Top Mentioned in G10:
@iamritu
@hvanspall
@docsavagetju
@fischman_david
@anastasiasmihai
@mirvatalasnag
@purviparwani
@dbelardomd
@drbrowncares
@mmamas1973

Top Tweeters
Top Tweeters in Entire Graph:
@dichristine
@chidambara09
@femtech_
@cipherequality
@lizditz
@vedehimajumdar
@eraser
@googleexpertuk
@jeannie_hartley
@mikereesem

Top Tweeters in G1:
@googleexpertuk
@realscientists
@hrw
@proftimnoakes
@reddit
@marikasboros
@dorothydalton
@truthsayerodet1
@priyamvadagopal
@devin_eleven

Top Tweeters in G2:
@cipherequality
@jeannie_hartley
@bibmomma3
@mchammer
@scicommbot
@acidheist
@landis_lain
@brilliantblkgrl
@kbjurgens
@biggmarv

Top Tweeters in G3:
@femtech_
@trendsinai
@amcell
@dawnbazely
@jimlynchcodes
@education_24x7
@stem_ai
@kindracotton
@pyscalellc
@malindasmith

Top Tweeters in G4:
@stem_nastics
@carolicen
@according2mj
@kagomehime369
@thetjartist
@6string_graham
@bettinajudd
@sciencemadame
@waterbarnes
@evodevodiva

Top Tweeters in G5:
@time
@dawnmgibson
@mededbot
@gforbes
@drfna
@harveygmcdonald
@shakespearelovr
@deepseadawn
@roguechieftan
@chasetmanderson

Top Tweeters in G6:
@iconohash
@lostinsocietay
@yasboogie
@grammargirl
@drs1969
@tweezythyme
@termycornall
@astrojthe3
@felicialynne
@magusnet

Top Tweeters in G7:
@lizditz
@healthpolicygrp
@ubudoc
@_mkathryn
@arghavan_salles
@shaboom
@etsshow
@abbywuim
@amethylgroup
@uche_blackstock

Top Tweeters in G8:
@vedehimajumdar
@mikereesem
@jjdebenedictis
@toniragusa
@sumoh7
@motherjones
@nanab_2010
@thefarmerjones
@jcmppernu
@judbell43

Top Tweeters in G9:
@juliebhunt
@msspoonr
@scheopner
@ehekkala
@drcaberry
@drmonicacox
@peggybe_oonujut
@dukeu
@professorisin
@quatr_us

Top Tweeters in G10:
@hragy
@anastasiasmihai
@vietheartpa
@iamritu
@mmamas1973
@purviparwani
@mirvatalasnag
@hvanspall
@pooh_velagapudi
@castldalmunzie


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