#ShutDownSTEM, Twitter, 6/16/2020 9:20:12 PM, 229397


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#ShutDownSTEM_2020-06-16_07-39-48.xlsx
#ShutDownSTEM_2020-06-16_07-39-48.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
June 16, 2020
Short Description:
#ShutDownSTEM via NodeXL https://bit.ly/30NJhad
@blackafinstem
@ibjiyongi
@bretweinstein
@nature
@naturenews
@sciencemagazine
@sandra_phoma
@repgosar
@__katrinarenee
@uchicago

Top hashtags:
#shutdownstem
#shutdownacademia
#strike4blacklives
#blacklivesmatter

Description:
Description
The graph represents a network of 16,085 Twitter users whose recent tweets contained "#ShutDownSTEM", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 16 June 2020 at 15:04 UTC.

The tweets in the network were tweeted over the 5-day, 17-hour, 57-minute period from Wednesday, 10 June 2020 at 20:39 UTC to Tuesday, 16 June 2020 at 14:36 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 : 16085
Unique Edges : 25211
Edges With Duplicates : 3014
Total Edges : 28225
Number of Edge Types : 5
Tweet : 2891
MentionsInRetweet : 6584
Mentions : 2806
Retweet : 15272
Replies to : 672
Self-Loops : 2956
Reciprocated Vertex Pair Ratio : 0.0117035659962819
Reciprocated Edge Ratio : 0.0231363541449154
Connected Components : 1666
Single-Vertex Connected Components : 760
Maximum Vertices in a Connected Component : 12124
Maximum Edges in a Connected Component : 23536
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.340847
Graph Density : 9.25549630371541E-05
Modularity : 0.767068
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 16,085 Twitter users whose recent tweets contained "#ShutDownSTEM", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 16 June 2020 at 15:04 UTC.

The tweets in the network were tweeted over the 5-day, 17-hour, 57-minute period from Wednesday, 10 June 2020 at 20:39 UTC to Tuesday, 16 June 2020 at 14:36 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 : TwitterSearch
Graph Term : #ShutDownSTEM
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:
[184] https://www.shutdownstem.com/
[85] https://natureecoevocommunity.nature.com/users/17997-patrick-goymer/posts/black-lives-matter-in-ecology-and-evolution
[39] https://www.sciencemag.org/news/2020/06/researchers-around-world-prepare-shutdownstem-and-strike-black-lives
[37] https://www.change.org/p/22682262?utm_campaign=support&utm_medium=update&utm_source=share_petition&utm_term=scaled_support_update
[36] https://www.shutdownstem.com/resources
[31] https://www.zerohedge.com/political/academics-nationwide-urge-shutdownstem-because-science-weaponized-against-black-people
[28] https://biology.ucdavis.edu/news/dr-kishana-taylor-awarded-hhmis-inclusive-excellence-teaching-fellowship
[26] https://www.youtube.com/watch?v=h0n6Q0o-bVg&feature=youtu.be

[26] https://www.shutdownstem.com/action
[26] https://www.shutdownstem.com

Top URLs in Tweet in G1:
[30] https://www.shutdownstem.com/
[28] https://biology.ucdavis.edu/news/dr-kishana-taylor-awarded-hhmis-inclusive-excellence-teaching-fellowship
[22] https://biology.ucdavis.edu/news/dr-cameron-jones-recounts-his-work-behavioral-ecologist
[16] https://www.shutdownstem.com/your-plan
[15] https://docs.google.com/forms/d/e/1FAIpQLSdcp4H7QqjnmEo82nk5L6QuND7LIfWWhFZHh3CjFx-HYzyXZg/viewform
[8] https://gizmodo.com/scientists-call-for-academic-shutdown-in-support-of-bla-1843944068
[7] https://www.aip.org/diversity-initiatives/team-up-task-force
[5] https://www.shutdownstem.com/action
[4] https://twitter.com/IBJIYONGI/status/1272213676364357632
[4] https://www.forbes.com/sites/priyashukla/2020/06/10/today-scientists-around-the-country-haveshutdownstem/

Top URLs in Tweet in G2:
[17] https://twitter.com/DavidColeStein/status/1270945274618187778
[12] https://wmbriggs.com/post/31261/
[10] https://www.youtube.com/watch?v=h0n6Q0o-bVg&feature=youtu.be

[5] https://www.youtube.com/watch?v=G4ll-gStDKw&feature=youtu.be

[5] https://www.youtube.com/watch?v=EQjBZVssr1I&feature=youtu.be

[3] https://www.youtube.com/watch?v=e6_8W4E0W1w&feature=youtu.be

[3] https://twitter.com/space_enabled/status/1270853719115157505
[1] https://g1.globo.com/mg/minas-gerais/noticia/2020/06/15/museu-de-historia-natural-da-ufmg-nao-tem-auto-de-vistoria-dos-bombeiros.ghtml
[1] https://twitter.com/SwipeWright/status/1270404548683722753
[1] https://twitter.com/alejandrina_gr/status/1270469661021347848

Top URLs in Tweet in G3:
[7] https://www.shutdownstem.com/
[6] https://twitter.com/space_enabled/status/1270853719115157505
[5] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-01678-x
[4] https://www.usnews.com/education/best-colleges/paying-for-college/articles/where-to-find-scholarships-for-black-students
[3] https://www.scientificamerican.com/article/scientists-and-others-stage-a-strike4blacklives/
[3] https://natureecoevocommunity.nature.com/users/17997-patrick-goymer/posts/black-lives-matter-in-ecology-and-evolution
[3] https://twitter.com/nature/status/1270648031411568640
[3] https://www.miamiherald.com/news/nation-world/national/article243433276.html
[2] https://www.nature.com/articles/d41586-020-01721-x?utm_source=twt_nnc&utm_medium=social&utm_campaign=naturenews&sf234908592=1
[2] https://www.newscientist.com/article/2245743-scientists-around-the-world-are-striking-against-racism-in-academia/?utm_medium=social&utm_campaign=echobox&utm_source=Twitter#Echobox=1591785874

Top URLs in Tweet in G4:
[6] https://www.shutdownstem.com/
[4] https://www.shutdownstem.com/action
[4] https://www.shutdownstem.com/resources
[3] https://aslopubs.onlinelibrary.wiley.com/doi/full/10.1002/lob.10269?cookieSet=1
[2] https://lternet.edu/network-organization/diversity-resources/
[2] https://natureecoevocommunity.nature.com/users/17997-patrick-goymer/posts/black-lives-matter-in-ecology-and-evolution
[2] https://twitter.com/natureecoevo/status/1271007622423076865
[2] https://www.ametsoc.org/index.cfm/ams/about-ams/diversity-and-inclusion-at-ams/shutdownstem/
[2] https://twitter.com/votevets/status/1270457119670755328
[2] https://twitter.com/trayc7/status/1270574552540684288

Top URLs in Tweet in G5:
[25] https://www.zerohedge.com/political/academics-nationwide-urge-shutdownstem-because-science-weaponized-against-black-people
[21] https://www.shutdownstem.com/
[21] https://www.sciencemag.org/news/2020/06/researchers-around-world-prepare-shutdownstem-and-strike-black-lives
[10] https://www.rt.com/op-ed/491461-shut-down-stem-science-racism/
[6] https://www.shutdownstem.com/resources
[5] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-01723-9
[5] https://twitter.com/NatureNews/status/1270762688478674947
[5] https://twitter.com/nature/status/1270648031411568640
[5] https://medium.com/the-faculty/white-academia-do-better-fa96cede1fc5
[4] https://www.shutdownstem.com/action

Top URLs in Tweet in G6:
[11] https://www.shutdownstem.com/
[4] https://medium.com/the-faculty/white-academia-do-better-fa96cede1fc5
[3] https://www.sciencemag.org/news/2020/06/researchers-around-world-prepare-shutdownstem-and-strike-black-lives
[3] https://twitter.com/Neubadah/status/1270724094485344260
[2] https://loop.nigms.nih.gov/2020/06/what-can-we-do-to-combat-anti-black-racism-in-the-biomedical-research-enterprise/
[2] https://www.sciencemag.org/news/2020/06/researchers-around-world-prepare-shutdownstem-and-strike-black-lives?utm_campaign=NewsfromScience&utm_source=JHubbard&utm_medium=Twitter
[2] https://twitter.com/IBJIYONGI/status/1272213676364357632
[2] https://www.forbes.com/sites/priyashukla/2020/06/10/today-scientists-around-the-country-haveshutdownstem/?utm_source=TWITTER&utm_medium=social&utm_content=3413077459&utm_campaign=sprinklrForbesScience#17a18ff1226f
[2] https://www.sciencemag.org/careers/2019/10/tips-easing-service-burden-scientists-underrepresented-groups
[2] https://www.chem.upenn.edu/profile/joseph-s-francisco

Top URLs in Tweet in G7:
[2] https://www.particlesforjustice.org/
[2] https://www.shutdownstem.com/
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Fcell%2Ffulltext%2FS0092-8674%2820%2930740-6&rc=0
[1] https://untoldstories.net/1920/04/wong-hao-ting-chinese-artist-whose-beautiful-illustrations-helped-document-herpetofauna-in-the-1920s/
[1] https://theconversation.com/i-am-ali-wallace-the-malay-assistant-of-alfred-russel-wallace-an-excerpt-85738
[1] https://en.wikipedia.org/wiki/Ali_Wallace_(naturalist)
[1] https://untoldstories.net/1810/03/john-tyley-caribbean-botanical-illustrator-in-a-colonial-world/
[1] https://www.atlasobscura.com/articles/freed-slave-darwin-taxidermy
[1] https://blog.biodiversitylibrary.org/2019/03/helia-bravo-hollis.html
[1] https://plants.jstor.org/stable/10.5555/al.ap.person.bm000001007

Top URLs in Tweet in G8:
[2] https://twitter.com/trayc7/status/1270574552540684288
[2] https://gizmodo.com/scientists-call-for-academic-shutdown-in-support-of-bla-1843944068
[2] https://www.shutdownstem.com/resources
[1] https://twitter.com/n8_upham/status/1270743191218724871
[1] https://twitter.com/artlust/status/1270871875594444801
[1] https://twitter.com/jgrandeallen/status/1271080296683888643
[1] https://www.youtube.com/watch?v=5yRWqlroriQ&app=desktop

[1] https://twitter.com/katehelendowney/status/1270814222616846337
[1] https://twitter.com/robingnelson/status/1269752704110219264
[1] https://www.sciencedirect.com/science/article/abs/pii/S0003347220300890

Top URLs in Tweet in G9:
[13] https://www.youtube.com/watch?v=h0n6Q0o-bVg&feature=youtu.be

[5] https://twitter.com/tyrell_turing/status/1270840814080528384
[5] https://anneurai.net/2020/06/11/shutdownstem-fighting-racism-in-academia/
[5] https://www.youtube.com/watch?v=3fDucD6dgug&feature=youtu.be

[4] https://www.youtube.com/watch?v=sb9_qGOa9Go&feature=youtu.be

[3] https://www.chronicle.com/article/I-Was-Fed-Up-How/248955/#.XuE8uEbWwmZ.twitter
[2] https://www.shutdownstem.com/
[2] https://www.youtube.com/watch?v=RILRdOPH4S0&feature=youtu.be

[2] https://blogs.scientificamerican.com/voices/silence-is-never-neutral-neither-is-science/
[1] https://nyu.zoom.us/j/99084331509

Top URLs in Tweet in G10:
[9] https://www.dropbox.com/s/25gfdjyid58eqz6/Linguistic%20Discrimination%20Bibliography-Queen.pdf?dl=0
[4] https://capecodtimes.com/photogallery/CC/20200610/NEWS/610009996/PH/1
[3] https://diversity.ncsu.edu/news/2020/06/04/resources-to-improve-our-racial-climate/
[3] https://diversity.ncsu.edu/resources/
[3] https://docs.google.com/document/d/1PrAq4iBNb4nVIcTsLcNlW8zjaQXBLkWayL8EaPlh0bc/preview?fbclid=IwAR28x7B504CUQbLgNldlDolaWnzKiQxxc_voScxHnmNl_AudFD0E8ua8984&pru=AAABcpq8c14*C_JncXmFmMjf8og2gUGURA
[3] https://www.youtube.com/watch?v=PSyvCJHLJvw&feature=youtu.be

[2] https://www.shutdownstem.com/
[2] https://www.soundofscience.fr/2413
[1] https://themoth.org/storytellers/betty-reid-soskin
[1] https://docs.google.com/document/d/1HxOHk42DTr_f7fo73jJ9oce2aNSotNSQ1PeFJ4VUxs0/edit?usp=sharing

Top Domains
Top Domains in Tweet in Entire Graph:
[788] twitter.com
[333] shutdownstem.com
[182] nature.com
[135] youtube.com
[71] google.com
[57] sciencemag.org
[56] ucdavis.edu
[54] particlesforjustice.org
[49] medium.com
[44] change.org

Top Domains in Tweet in G1:
[144] twitter.com
[64] shutdownstem.com
[54] ucdavis.edu
[21] google.com
[15] medium.com
[13] particlesforjustice.org
[13] instagram.com
[9] gizmodo.com
[9] aip.org
[8] nature.com

Top Domains in Tweet in G2:
[38] twitter.com
[29] youtube.com
[12] wmbriggs.com
[3] newdiscourses.com
[2] instagram.com
[1] globo.com
[1] ow.ly
[1] zerohedge.com
[1] stitcher.com
[1] pjmedia.com

Top Domains in Tweet in G3:
[27] nature.com
[25] twitter.com
[13] shutdownstem.com
[5] newscientist.com
[4] usnews.com
[3] particlesforjustice.org
[3] nih.gov
[3] scientificamerican.com
[3] miamiherald.com
[3] patriciamnewman.com

Top Domains in Tweet in G4:
[39] twitter.com
[17] shutdownstem.com
[5] google.com
[4] wiley.com
[2] lternet.edu
[2] nytimes.com
[2] nature.com
[2] ametsoc.org
[1] middlebury.edu
[1] stemculturepodcast.com

Top Domains in Tweet in G5:
[149] twitter.com
[39] shutdownstem.com
[27] zerohedge.com
[22] sciencemag.org
[19] youtube.com
[13] campusreform.org
[12] medium.com
[11] nature.com
[10] rt.com
[9] instagram.com

Top Domains in Tweet in G6:
[50] twitter.com
[12] shutdownstem.com
[11] sciencemag.org
[5] medium.com
[4] insidehighered.com
[4] nature.com
[4] upenn.edu
[4] youtube.com
[3] nih.gov
[2] instagram.com

Top Domains in Tweet in G7:
[4] twitter.com
[2] particlesforjustice.org
[2] untoldstories.net
[2] atlasobscura.com
[2] linkedin.com
[2] youtube.com
[2] shutdownstem.com
[1] elsevierhealth.com
[1] theconversation.com
[1] wikipedia.org

Top Domains in Tweet in G8:
[10] twitter.com
[3] shutdownstem.com
[2] gizmodo.com
[1] youtube.com
[1] sciencedirect.com
[1] culanth.org
[1] tandfonline.com
[1] ac.uk
[1] rockefeller.edu
[1] vice.com

Top Domains in Tweet in G9:
[28] youtube.com
[14] twitter.com
[5] shutdownstem.com
[5] anneurai.net
[3] chronicle.com
[2] zoom.us
[2] scientificamerican.com
[2] google.com
[2] edx.org
[1] nyu.edu

Top Domains in Tweet in G10:
[9] dropbox.com
[6] ncsu.edu
[5] google.com
[4] capecodtimes.com
[4] youtube.com
[2] shutdownstem.com
[2] soundofscience.fr
[1] themoth.org
[1] capeandislands.org
[1] illinois.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[11255] shutdownstem
[3860] shutdownacademia
[2788] strike4blacklives
[933] blacklivesmatter
[351] blackintheivory
[351] blackinstem
[335] blackandstem
[265] strikeforblacklives
[220] amplifyblackstem
[164] stem



Top Hashtags in Tweet in G1:
[1531] shutdownstem
[938] strike4blacklives
[748] shutdownacademia
[174] amplifyblackstem
[100] strikeforblacklives
[87] stembingocards
[85] blackandstem
[79] blackinivory
[60] decolonizingscience
[54] blacklivesmatter

Top Hashtags in Tweet in G2:
[572] shutdownstem
[362] blacklivesmatter
[40] shutdownacademia
[29] wokeminis
[24] science
[21] strike4blacklives
[17] scienceisopenmicnight
[14] opt
[14] americanworkers
[9] shutdownmath

Top Hashtags in Tweet in G3:
[756] shutdownstem
[406] shutdownacademia
[387] strike4blacklives
[128] blackandstem
[53] blacklivesmatter
[47] racism
[8] stem
[7] blm
[6] blackinstem
[6] science

Top Hashtags in Tweet in G4:
[563] shutdownstem
[249] strike4blacklives
[129] shutdownacademia
[104] blackintheivory
[15] bipoc
[11] amplifyblackstem
[11] blacklivesmatter
[10] blackinstem
[8] academictwitter
[7] amplifyblackvoices

Top Hashtags in Tweet in G5:
[841] shutdownstem
[237] shutdownacademia
[94] strike4blacklives
[66] blacklivesmatter
[27] votersuppression
[21] blackintheivory
[18] georgefloydfuneral
[17] blm
[13] strikeforblacklives
[13] stem

Top Hashtags in Tweet in G6:
[484] shutdownstem
[175] shutdownacademia
[121] strike4blacklives
[31] blackandstem
[26] stem
[23] scicomm
[21] blacklivesmatter
[18] science
[15] archaeology
[13] womeninstem

Top Hashtags in Tweet in G7:
[131] shutdownstem
[43] shutdownacademia
[40] strike4blacklives
[8] blackintheivory
[5] amplifyblackstem
[5] blackandstem
[4] morphomeetup
[4] blackinnature
[3] aawip
[3] blackbirdersweek

Top Hashtags in Tweet in G8:
[203] shutdownstem
[135] shutdownacademia
[41] strike4blacklives
[10] blackintheivory
[10] strikeforblacklives
[9] blackinstem
[8] blackscientist
[8] follow
[8] retweeetplease
[8] causeascene

Top Hashtags in Tweet in G9:
[420] shutdownstem
[62] shutdownacademia
[57] growingupinscience
[28] strike4blacklives
[21] strikeforblacklives
[7] blacklivesmatter
[6] blackintheivory
[6] ubc
[4] blackandstem
[3] bigicml

Top Hashtags in Tweet in G10:
[133] shutdownstem
[30] shutdownacademia
[21] strike4blacklives
[15] blacklivesmatter
[6] blackintheivory
[4] blmou
[4] blmstem
[3] linguistics
[2] citeblackstem
[2] citeblackwomen

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[2801] #shutdownstem
[1374] #strike4blacklives
[1336] #shutdownacademia
[1197] black
[570] #strikeforblacklives
[498] today
[491] scientists
[480] support
[459] science
[418] make

Top Words in Tweet in G2:
[1551] #shutdownstem
[720] science
[716] horses
[575] stem
[465] black
[459] #shutdownacademia
[431] workers
[384] police
[370] against
[367] support

Top Words in Tweet in G3:
[1456] #shutdownstem
[794] black
[778] racism
[777] #shutdownacademia
[763] today
[625] #strike4blacklives
[607] anti
[603] nature
[490] stem
[458] research

Top Words in Tweet in G4:
[1458] #shutdownstem
[798] black
[724] #blackintheivory
[566] share
[532] science
[453] #amplifyblackstem
[452] colleagues
[445] #blackandstem
[441] open
[440] letter

Top Words in Tweet in G5:
[846] #shutdownstem
[239] #shutdownacademia
[162] black
[138] science
[128] today
[114] racism
[103] stem
[95] #strike4blacklives
[87] people
[86] day

Top Words in Tweet in G6:
[754] #shutdownstem
[342] black
[282] #shutdownacademia
[186] racism
[180] #strike4blacklives
[172] science
[129] today
[111] long
[106] help
[104] again

Top Words in Tweet in G7:
[984] black
[649] #shutdownstem
[509] racism
[479] people
[472] #strike4blacklives
[450] today
[437] academia
[437] uchicago
[437] #blackintheivory
[435] anti

Top Words in Tweet in G8:
[563] #shutdownstem
[421] #shutdownacademia
[275] black
[250] today
[193] #strike4blacklives
[184] stem
[170] help
[164] academia
[163] more
[156] voices

Top Words in Tweet in G9:
[500] #shutdownstem
[363] lab
[280] racism
[262] anti
[238] black
[217] today
[197] stem
[181] concrete
[181] more
[177] help

Top Words in Tweet in G10:
[372] #shutdownstem
[232] today
[229] black
[209] resources
[195] tweet
[194] going
[192] americans
[192] natural
[192] professions
[192] begin

Top Word Pairs
Top Word Pairs in Tweet in G2:
[981] black,lives
[650] horses,dislike
[451] dislike,trojan
[342] trojan,horses
[315] horses,black
[305] lives,matter
[304] matter,support
[304] support,#blacklivesmatter
[304] #blacklivesmatter,horrified
[304] horrified,police

Top Word Pairs in Tweet in G3:
[359] anti,black
[358] #shutdownstem,#shutdownacademia
[358] black,racism
[358] racism,academia
[358] #shutdownacademia,#strike4blacklives
[358] academia,stem
[358] take,time
[358] today,join
[358] join,#shutdownstem
[358] today,instead

Top Word Pairs in Tweet in G4:
[583] anger,frustration
[579] blackafinstem,#amplifyblackstem
[374] pls,share
[315] open,letter
[303] letter,science
[276] science,colleagues
[238] colleagues,mentors
[232] mentors,friends
[231] friends,sadness
[231] sadness,anger

Top Word Pairs in Tweet in G5:
[435] #shutdownstem,#shutdownacademia
[435] #shutdownacademia,#shutdownstem
[434] against,black
[433] #shutdownstem,science
[433] black,lives
[433] #shutdownstem,#strike4blacklives
[433] black,people
[433] science,weaponized
[433] weaponized,against
[433] #strike4blacklives,#shutdownstem

Top Word Pairs in Tweet in G6:
[151] #shutdownstem,#shutdownacademia
[78] #shutdownacademia,#strike4blacklives
[42] 10,june
[41] preparation,#shutdownstem
[40] #shutdownstem,tomorrow
[39] tomorrow,10
[38] science,made
[29] made,following
[29] following,articles
[27] articles,available

Top Word Pairs in Tweet in G7:
[208] #strike4blacklives,#shutdownstem
[91] anti,black
[68] black,racism
[67] eradicate,anti
[67] #shutdownstem,#blackintheivory
[67] racism,academia
[67] today,marched
[67] marched,eradicate
[67] academia,ultimately
[67] ultimately,pushes

Top Word Pairs in Tweet in G8:
[451] #shutdownstem,#shutdownacademia
[432] #strike4blacklives,#shutdownstem
[430] black,voices
[427] self,reflection
[427] using,today
[426] today,focus
[425] focus,black
[425] voices,academia
[425] academia,self
[425] reflection,help

Top Word Pairs in Tweet in G9:
[299] anti,black
[166] #shutdownstem,today
[148] wanted,share
[143] today,lab
[142] lab,put
[141] put,aside
[141] aside,research
[141] research,crafted
[141] crafted,concrete
[141] concrete,ideas

Top Word Pairs in Tweet in G10:
[176] going,tweet
[166] tweet,today
[165] today,black
[164] black,americans
[164] americans,natural
[164] natural,resources
[164] resources,professions
[164] professions,begin
[164] begin,celebrating
[164] celebrating,oldest

Top Replied-To
Top Replied-To in Entire Graph:
@nature
@ucdavis
@bretweinstein
@wearepkal
@shefvaidya
@ivuoma
@jbiogeochem
@naturenews
@ibjiyongi
@ecosensenow

Top Replied-To in G1:
@ucdavis
@prof_fsultana
@blkwomencompbio
@sadieonscience
@ibjiyongi
@scfg
@hood_naturalist
@nature
@caphys
@beccacalisi

Top Replied-To in G2:
@bretweinstein
@callynt
@ericrweinstein
@nature
@c_kavanagh
@heathereheying
@conceptualjames
@chesschick01
@demo_demo_nl
@npr

Top Replied-To in G3:
@nature
@naturenews
@nbcblk
@5455km629
@emma_newburger
@conceptualjames
@marchforscience
@holdingon2stars
@blackafinstem
@anastasiabzv

Top Replied-To in G4:
@middlebury
@okiebotanist
@drpardi
@academicchatter
@coralizcool
@sapcaps
@ondal80844515

Top Replied-To in G5:
@physicscakes

Top Replied-To in G6:
@trowelblazers
@sciencemagazine
@drchwilkins
@pnasnews
@profjasmine
@cnn
@afro_herper
@neillewisjr
@pearsejbuchanan
@faulkner_lab

Top Replied-To in G7:
@uchicago

Top Replied-To in G8:
@nature
@la_natif

Top Replied-To in G9:
@ivuoma
@ibjiyongi
@americananthro
@mrjamesob
@nigel_farage
@johnhmcwhorter

Top Mentioned
Top Mentioned in Entire Graph:
@uchicago
@blackafinstem
@michiganstateu
@ibjiyongi
@tessa_m_hill
@ericrweinstein
@priyology
@ucdavisbiology
@sarahemyhre
@heathereheying

Top Mentioned in G1:
@ibjiyongi
@ucdavisbiology
@sarahemyhre
@priyology
@tessa_m_hill
@iamstarnord
@cosmojellyfish
@aip_teamup
@vanguardstem
@shutdownstem

Top Mentioned in G2:
@ericrweinstein
@heathereheying
@bretweinstein
@nsf
@nature
@caltech
@sciencemagazine
@mit
@benshapiro
@conceptualjames

Top Mentioned in G3:
@naturenews
@anthrofuentes
@sciam
@springernature
@pnasnews
@nature
@mit
@oxfordwin
@newscientist
@harvardchansph

Top Mentioned in G4:
@blackafinstem
@esa_org
@advancegeo
@wildcora
@edsinetwork
@nsfincludeshub
@oregonstate
@tessa_m_hill
@uchicago
@nature_org

Top Mentioned in G5:
@stemconnector

Top Mentioned in G6:
@sciencemagazine
@aaas
@newsfromscience
@profjasmine
@citeblackwomen
@ucsc_bsoe
@unlv
@bmesdiversity
@nature
@scientista_talk

Top Mentioned in G7:
@uchicago
@fieldmuseum
@amnh
@sphcrryl
@gmm_field
@sfsu
@santaanacollege
@smc_edu
@blckjzz
@itsriodejaneiro

Top Mentioned in G8:
@mammalogists
@rockedu_
@girishdaswani
@uchicago
@physanth
@ischoolui
@blkgrlarchivist
@bronzeville4all
@ameliangibson
@raqi_afc

Top Mentioned in G9:
@scientistaction
@yael_niv
@profcikara
@drnancypadilla
@youtube
@aba_aaa
@tyrell_turing
@milamontreal
@growingupinsci
@mcgillu

Top Mentioned in G10:
@whoi
@georgiaseagrant
@clmallinson
@marybucholtz
@phillipmcarter
@childs_rl
@kathrynbck
@cheryldickter
@hannahafranz
@rmqueen

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@alllibertynews
@dichristine
@phildecarolis
@odio_nao
@souljahsingh
@joefreedomlove
@threadreaderapp
@kat4obama
@chidambara09

Top Tweeters in G1:
@dichristine
@profsunnysingh
@santchiweb
@estarianne
@folha
@upulie
@nytimes
@raulpacheco
@shyduroff
@avocalistsrival

Top Tweeters in G2:
@souljahsingh
@lauracgilleslil
@bearingtruth
@dianabialkowski
@guardian
@icare4america16
@mscontrariansci
@nwrmbing
@real_dr_roy
@southerngemgal

Top Tweeters in G3:
@filafresh
@morkarins
@inpoco
@anydel
@burberryant
@ambeautifulshow
@skrbelly1
@gonzalobarria
@rotrujo
@zhuxudong5

Top Tweeters in G4:
@kat4obama
@alisonborealis
@a22523
@dd9000
@whysharksmatter
@colinandjo1
@easaint
@skohayes
@beccabluesky
@ahn_thu

Top Tweeters in G5:
@joefreedomlove
@sddphoto
@usrealitycheck
@tahdeetz
@into_ai
@stanleysuen
@mojin
@intelwar
@amadorn
@squizzradical

Top Tweeters in G6:
@femtech_
@antarianrani
@commoncormorant
@pauljimerson
@sameihuda
@tummler10
@miguelmcminn
@lightrider
@emulenews
@kolie_yola

Top Tweeters in G7:
@lizditz
@fiyasturm
@uneekdiva
@heckphiiiy
@meankaiser
@outseide
@pupsherlive
@grrrr_shark
@wendigofucker
@tshikapa01

Top Tweeters in G8:
@barbiewithatude
@raesnape
@robbychu
@drjulie_b
@korytellers
@grodriguezlg
@y0urlocaldad
@margymaclibrary
@kqedscience
@wx_becks

Top Tweeters in G9:
@erupton
@nolaleyda
@the_gwalla
@rajm2016
@dseanmiller2
@global_s0ul
@mrjamesob
@m_of_starlight
@fneal1231
@chronicle

Top Tweeters in G10:
@frecklesxx20
@tobesafensound
@datadivajf
@dirac7
@crestonq
@joanndwyer5
@amacutnso
@vinaigrettegirl
@kellyfirehorse
@megloops


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