STEM diversity, Twitter, 6/27/2022 4:45:35 PM, 278756


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STEM diversity Twitter NodeXL SNA Map and Report for Monday, 27 June 2022 at 16:02 UTC
STEM diversity Twitter NodeXL SNA Map and Report for Monday, 27 June 2022 at 16:02 UTC
From:
marc_smith
Uploaded on:
June 27, 2022
Short Description:
STEM diversity via NodeXL https://bit.ly/3bpqych
@morgan_coburn
@diversityup
@ubstem
@fordversyptlab
@eli_krumova
@botfemale
@thelma_madzima
@epidatageek
@cadhlafirth
@stem_ai

Top hashtags:
#stem
#diversity
#womeninstem
#inclusion
#tech
#womenintech
#ai
#influence

Description:
Description
The graph represents a network of 1,363 Twitter users whose recent tweets contained "STEM diversity", 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 Monday, 27 June 2022 at 16:06 UTC.

The tweets in the network were tweeted over the 9-day, 15-hour, 27-minute period from Saturday, 18 June 2022 at 00:32 UTC to Monday, 27 June 2022 at 16:00 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 : 1382
Unique Edges : 1968
Edges With Duplicates : 1086
Total Edges : 3054
Number of Edge Types : 5
Mentions : 600
Retweet : 1047
MentionsInRetweet : 1041
Tweet : 274
Replies to : 92
Self-Loops : 284
Reciprocated Vertex Pair Ratio : 0.0372829417773238
Reciprocated Edge Ratio : 0.0718857705563762
Connected Components : 232
Single-Vertex Connected Components : 75
Maximum Vertices in a Connected Component : 615
Maximum Edges in a Connected Component : 1799
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.4313
Graph Density : 0.00106416311508995
Modularity : 0.619415
NodeXL Version : 1.0.1.449
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=278755
Data Import : The graph represents a network of 1,363 Twitter users whose recent tweets contained "STEM diversity", 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 Monday, 27 June 2022 at 16:06 UTC.

The tweets in the network were tweeted over the 9-day, 15-hour, 27-minute period from Saturday, 18 June 2022 at 00:32 UTC to Monday, 27 June 2022 at 16:00 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 : STEM diversity
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[74] https://twitter.com/ladbible/status/1538520763917008897
[14] https://twitter.com/Rise4AbortionLA/status/1540972842539286528
[12] https://twitter.com/KidlitInColor/status/1540334337266225153
[11] https://twitter.com/womensciaust/status/1537804662770118658
[10] https://www.ascb.org/diversity-equity-and-inclusion/a-nonbinary-grad-students-guide-to-navigating-stem/
[10] https://www.yourcareer.ie/women-in-stem/improving-gender-equality-diversity-and-inclusion-in-stem/
[9] https://www.frontiersin.org/articles/10.3389/feduc.2021.755758/full
[9] https://www.cell.com/cell/fulltext/S0092-8674(22)00718-8#secsectitle0060
[9] https://socialscienceprediction.org/predict/r/9878466f4ac446bf8493b6024ffeb6e9/
[8] https://twitter.com/AutSciPerson/status/1540345765100503046

Top URLs in Tweet in G2:
[10] https://www.yourcareer.ie/women-in-stem/improving-gender-equality-diversity-and-inclusion-in-stem/
[4] https://scienceandtechnologyaustralia.org.au/nominations-open-for-committees/
[4] https://www.yourcareer.ie/women-in-stem/improving-gender-equality-diversity-and-inclusion-in-stem/?utm_source=OrganicMP-distro&utm_medium=Twitter
[4] https://www.theengineer.co.uk/content/opinion/inwed-22-profile-prioritising-diversity-in-stem
[2] https://twitter.com/NotJustAPF_NFT/status/1538172020860624896
[2] https://twitter.com/KidlitInColor/status/1540334337266225153
[2] https://twitter.com/WomenInBio/status/1518649805496459264
[2] https://www.openaccessgovernment.org/how-can-education-help-to-bridge-the-stem-diversity-gap/136917/
[1] https://twitter.com/ScienceAU/status/1540185239535751170
[1] https://twitter.com/womensciaust/status/1537804662770118658

Top URLs in Tweet in G3:
[2] https://www.gettingsmart.com/2017/08/29/the-intersection-of-tech-and-design-for-impactful-education/
[2] https://www.fastcompany.com/40401417/how-googles-code-next-lab-is-tackling-techs-diversity-problem
[2] https://createdigital.org.au/what-international-women-in-engineering-day-2022-means-to-woman-engineers
[1] https://pubmed.ncbi.nlm.nih.gov/35713493/?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=None&utm_content=16eWR_JeA5g8z7lz6fwLXznFhi6flhuKsVpZ-KeB7gEHx8_UDf&fc=None&ff=20220617201833&v=2.17.6
[1] https://www.hispanicpro.com/profiles/blogs/bipartisan-resolution-aims-to-get-more-latinos-in-stem
[1] https://www.waketech.edu/post/wt-news-story/11890
[1] https://www.localmemphis.com/article/news/education/shelby-county-schools-stem-designations/522-db40b934-4916-4e55-ab44-7f9c3ded1725
[1] https://cosmosmagazine.com/science/mutations-change-blood-production/?utm_source=Cosmos+-+Master+Mailing+List&utm_campaign=e356ec6ffa-RSS_EMAIL_CAMPAIGN&utm_medium=email&utm_term=0_3f5c04479a-e356ec6ffa-181014517&mc_cid=e356ec6ffa&mc_eid=6d3daa39f6
[1] https://news.miami.edu/coe/stories/2022/06/college-of-engineering-celebrates-diversifying-stem.html
[1] https://enwin.com/enwin-scholarships/

Top URLs in Tweet in G4:
[74] https://twitter.com/ladbible/status/1538520763917008897

Top URLs in Tweet in G5:
[8] https://www.frontiersin.org/articles/10.3389/feduc.2021.755758/full
[4] https://www.epdtonthenet.net/article/191313/On--INWED22--celebrate-the-best--brightest-bravest-women-in-engineering-.aspx
[3] https://youngwomenengineer.theiet.org/gender-diversity-ambassador-award/?utm_source=Website&utm_medium=E%26T&utm_campaign=Applications
[3] https://twitter.com/mer__edith/status/1538973607879225344
[3] https://www.epdtonthenet.net/article/191368/The-2022-Top-50-Women-in-Engineering--Inventors-Innovators--WE50-.aspx
[3] https://www.epdtonthenet.net/article/191312/Excitement-for-INWED-builds-as-over-half-of-finalists-for-The-Big-Bang-Competition-are-female.aspx
[2] https://www.ted.com/talks/jedidah_isler_the_untapped_genius_that_could_change_science_for_the_better?utm_campaign=tedspread&utm_medium=referral&utm_source=tedcomshare
[2] https://www.science.org/doi/10.1126/sciadv.abe0933
[1] https://www.sciencecoalition.org/2022/06/22/building-the-u-s-research-workforce-the-role-of-federal-research-investment/
[1] https://twitter.com/NotJustAPF_NFT/status/1538172020860624896

Top URLs in Tweet in G7:
[10] https://twitter.com/KidlitInColor/status/1540334337266225153
[7] https://datacenterfrontier.com/executive-insights-shannon-hulbert-from-opus-interactive/
[5] https://issues.org/moonshot-stem-education-national-security-howard-isbell-beyah/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=9cc0e1b0-0639-4672-b41c-662ee02c777e&utm_campaign=hootsuite
[4] https://twitter.com/NotJustAPF_NFT/status/1538172020860624896
[4] http://ow.ly/YRXt50JfHKe?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=bc7d2493-6d7e-4dbb-aba1-dd870ec4c5e0&utm_campaign=hootsuite
[2] https://www.nasa.gov/careers/diversity/jenniferturner/?utm_source=TWITTER&utm_medium=WomenNASA&utm_campaign=NASASocial&linkId=119951059
[2] https://www.nasa.gov/faces-of-nasa/risha-george/?utm_source=TWITTER&utm_medium=WomenNASA&utm_campaign=NASASocial&linkId=130069126
[2] https://www.linkedin.com/feed/update/urn:li:share:6944953467601915904
[2] https://www.dailycal.org/2022/06/19/stem-professors-protest-san-francisco-school-districts-math-curriculum/
[2] https://variety.com/2022/tv/features/animated-preschool-tv-shows-stem-1235296559

Top URLs in Tweet in G9:
[9] https://www.cell.com/cell/fulltext/S0092-8674(22)00718-8#secsectitle0060
[6] https://academic.oup.com/femspd/advance-article/doi/10.1093/femspd/ftac019/6609773?guestAccessKey=0e020e61-a02e-4ed8-bb4d-3ba8b3aa5f7d
[3] https://academic.oup.com/femspd/advance-article-abstract/doi/10.1093/femspd/ftac019/6609773?redirectedFrom=fulltext&login=false
[1] https://academic.oup.com/femspd/advance-article/doi/10.1093/femspd/ftac024/6617593?guestAccessKey=a65aef2d-c21e-4b29-8c89-fce947810016
[1] https://academic.oup.com/femspd/advance-article/doi/10.1093/femspd/ftac022/6609432?guestAccessKey=f0da7f21-fbcb-4ec2-a3b5-bf00b4ed7ec7

Top URLs in Tweet in G10:
[3] https://www.dropbox.com/s/hbd5uy99rygz27b/PhysicsSummerSchool2022programme.docx?dl=0
[1] https://app.geckoform.com/public/#/modern/21FO00fmrdtnlx002apwgc6mjh

Top Domains
Top Domains in Tweet in Entire Graph:
[191] twitter.com
[24] co.uk
[19] epdtonthenet.net
[15] yourcareer.ie
[14] cell.com
[12] oup.com
[12] youtube.com
[12] frontiersin.org
[11] ow.ly
[10] science.org

Top Domains in Tweet in G2:
[14] yourcareer.ie
[9] twitter.com
[5] co.uk
[4] org.au
[3] epdtonthenet.net
[2] openaccessgovernment.org
[1] frontiersin.org
[1] ac.uk

Top Domains in Tweet in G3:
[8] twitter.com
[2] nih.gov
[2] gettingsmart.com
[2] fastcompany.com
[2] co.uk
[2] org.au
[2] linkedin.com
[2] biorxiv.org
[1] hispanicpro.com
[1] waketech.edu

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

Top Domains in Tweet in G5:
[16] epdtonthenet.net
[8] frontiersin.org
[4] twitter.com
[3] theiet.org
[2] ted.com
[2] science.org
[1] sciencecoalition.org

Top Domains in Tweet in G7:
[15] twitter.com
[7] datacenterfrontier.com
[6] ow.ly
[5] issues.org
[4] nasa.gov
[2] linkedin.com
[2] dailycal.org
[2] variety.com
[2] ameridisability.com

Top Domains in Tweet in G9:
[11] oup.com
[9] cell.com

Top Domains in Tweet in G10:
[3] dropbox.com
[1] geckoform.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[657] stem
[539] diversity
[402] womeninstem
[379] inclusion
[352] tech
[334] womenintech
[323] ai
[321] influence
[320] iot
[320] futureofwork



Top Hashtags in Tweet in G2:
[343] womeninstem
[328] tech
[326] stem
[321] diversity
[313] womenintech
[312] inclusion
[310] influence
[309] ai
[309] iot
[309] futureofwork

Top Hashtags in Tweet in G3:
[20] stem
[14] diversity
[5] education
[5] inclusion
[5] womeninengineering
[4] pblchat
[4] edchat
[4] pridemonth
[4] womeninstem
[4] womenintech

Top Hashtags in Tweet in G5:
[54] stem
[27] diversity
[22] inwed22
[15] we50
[13] engineering
[12] dei
[12] womeninstem
[10] inwed
[9] pridemonth
[8] scicomm

Top Hashtags in Tweet in G7:
[75] diversity
[69] stem
[25] inclusion
[21] womeninstem
[15] inwed22
[15] burnsmacstem
[11] influence
[11] womenintech
[11] ai
[11] iot

Top Hashtags in Tweet in G8:
[38] stem

Top Hashtags in Tweet in G9:
[8] academictwitter
[8] sciencetwitter
[7] academicchatter
[1] science

Top Hashtags in Tweet in G10:
[3] physics
[3] summerschool
[3] pleasert
[3] astronomy

Top Words
Top Words in Tweet in Entire Graph:
[958] stem
[897] diversity
[669] #stem
[642] kred
[549] #diversity
[440] won
[412] #womeninstem
[384] #inclusion
[355] #tech
[352] more

Top Words in Tweet in G1:
[426] won
[213] anyone
[213] thinks
[213] roe
[213] wade
[213] being
[213] overturned
[213] effect
[213] stem
[213] world

Top Words in Tweet in G2:
[620] kred
[346] #womeninstem
[329] #stem
[329] #tech
[324] #diversity
[314] #inclusion
[313] #womenintech
[311] #equality
[310] gave
[310] #influence

Top Words in Tweet in G3:
[77] stem
[62] diversity
[28] women
[21] #stem
[17] engineering
[15] more
[14] inclusion
[14] #diversity
[12] day
[11] space

Top Words in Tweet in G4:
[74] diversity
[74] stem
[74] crucial

Top Words in Tweet in G5:
[61] #stem
[37] women
[34] #diversity
[34] engineering
[26] diversity
[26] #inwed22
[19] #womeninstem
[19] wes1919
[18] #we50
[17] #engineering

Top Words in Tweet in G6:
[47] issues
[47] racial
[47] diversity
[47] stem
[45] dear
[45] non
[45] academics
[45] before
[45] dismiss
[45] problem

Top Words in Tweet in G7:
[75] #diversity
[69] #stem
[26] more
[25] #inclusion
[23] engineering
[22] kred
[21] #womeninstem
[19] engineer
[15] diversity
[15] #inwed22

Top Words in Tweet in G8:
[78] stem
[40] diversity
[38] haven
[38] seen
[38] nearly
[38] enough
[38] statements
[38] support
[38] calls
[38] action

Top Words in Tweet in G9:
[24] stem
[22] diversity
[12] athinton
[10] phdgprotein86
[10] black
[9] drdreneuroway
[9] fly_crimson
[9] role
[9] mentoring
[9] promoting

Top Words in Tweet in G10:
[8] astrophyssoton
[8] online
[7] bb_stem
[7] blackettlabfam
[7] blkindata
[7] blkwomenindata
[7] uos_schools
[7] uos_engagement
[7] ras_diversity
[7] yestem_uk

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[321] gave,kred
[321] kred,#influence
[287] #ai,#ml
[287] #ml,#iot
[273] #diversity,#equality
[254] #equality,#inclusion
[224] diversity,stem
[222] diversity,initiatives
[220] anyone,thinks
[220] thinks,roe

Top Word Pairs in Tweet in G1:
[213] anyone,thinks
[213] thinks,roe
[213] roe,wade
[213] wade,being
[213] being,overturned
[213] overturned,won
[213] won,effect
[213] effect,stem
[213] stem,world
[213] world,re

Top Word Pairs in Tweet in G2:
[310] gave,kred
[310] kred,#influence
[278] #ai,#ml
[278] #ml,#iot
[265] #diversity,#equality
[244] #equality,#inclusion
[201] #womenintech,#womeninstem
[167] #iot,#iotpl
[137] #iot,#iiot
[131] #iiot,#iotpl

Top Word Pairs in Tweet in G3:
[11] diversity,stem
[10] diversity,inclusion
[9] women,engineering
[8] women,stem
[6] international,women
[6] engineering,day
[5] diversity,equity
[5] #stem,#education
[4] equity,inclusion
[4] more,diversity

Top Word Pairs in Tweet in G4:
[74] diversity,stem
[74] stem,crucial

Top Word Pairs in Tweet in G5:
[32] women,engineering
[14] top,50
[14] 50,women
[12] international,women
[12] engineering,day
[11] day,thrilled
[11] thrilled,congratulate
[11] congratulate,wypb
[11] wypb,member
[11] member,bethany

Top Word Pairs in Tweet in G6:
[47] issues,racial
[47] diversity,stem
[45] dear,non
[45] non,academics
[45] academics,before
[45] before,dismiss
[45] dismiss,issues
[45] racial,diversity
[45] stem,problem
[45] problem,respectfully

Top Word Pairs in Tweet in G7:
[15] #inwed22,#diversity
[15] #diversity,#stem
[15] #stem,#burnsmacstem
[13] more,#diversity
[13] engineer,#inwed22
[11] gave,kred
[11] kred,#influence
[10] don,miss
[10] miss,wonderful
[10] wonderful,#summerreading

Top Word Pairs in Tweet in G8:
[38] haven,seen
[38] seen,nearly
[38] nearly,enough
[38] enough,statements
[38] statements,support
[38] support,calls
[38] calls,action
[38] action,#stem
[38] #stem,crew
[38] crew,today

Top Word Pairs in Tweet in G9:
[9] role,mentoring
[9] mentoring,promoting
[9] promoting,diversity
[9] diversity,equity
[9] equity,inclusion
[9] inclusion,stem
[9] stem,education
[9] education,research
[9] predominately,white
[9] white,institutions

Top Word Pairs in Tweet in G10:
[7] bb_stem,blackettlabfam
[7] blkindata,blkwomenindata
[7] blkwomenindata,uos_schools
[7] uos_schools,uos_engagement
[7] uos_engagement,ras_diversity
[7] ras_diversity,yestem_uk
[7] yestem_uk,_sciencecapital
[7] _sciencecapital,stemequals
[7] stemequals,stemclubs
[7] stemclubs,chatphysics

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kred
@wes1919
@epdtnews
@caltechgsc
@caltechpostdocs
@inwed1919
@royalairforce
@talas_eptx
@athinton
@kidlitincolor

Top Mentioned in G2:
@kred
@girlrising
@girlsleadership
@anitab_org
@dayofthegirl
@scienceau
@womenofhr
@mediaplanetie
@gdst
@cs4allcps

Top Mentioned in G3:

Top Mentioned in G5:
@wes1919
@epdtnews
@inwed1919
@_engineeringuk
@wespresident
@rewriting_code
@rheytrak
@bigbangukstem
@nordicprivacy
@pernillet

Top Mentioned in G7:
@kred
@kidlitincolor
@albertwhitman
@shannonrhulbert
@opusinteractive
@issuesinst
@dcfrontier
@nasa
@womennasa
@tifftnature

Top Mentioned in G9:
@athinton
@phdgprotein86
@drdreneuroway
@fly_crimson
@zervue
@dmortonphd
@femsmicro
@neikirkkit
@vubasicsciences
@hkbeasley

Top Mentioned in G10:
@bb_stem
@blackettlabfam
@blkindata
@blkwomenindata
@uos_schools
@uos_engagement
@ras_diversity
@yestem_uk
@_sciencecapital
@stemequals

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersecurityn8
@netminnow
@fabriciosx
@misszindzi
@guardian
@googleexpertuk
@blackphysicists
@education_24x7
@rahul05ranjan

Top Tweeters in G1:
@jason0x21
@andrewjdberry
@eric0lawton
@katiekofemug
@shellyfresh310
@madhatressto
@sometimespez
@itativcs
@kath2cats
@miekeroth

Top Tweeters in G2:
@sectest9
@cybersecurityn8
@fabriciosx
@rahul05ranjan
@independent_ie
@botfemale
@ajblackston
@pyscalellc
@whopcod
@pythonroboto

Top Tweeters in G3:
@calumetcorepub
@stemandfab
@adamgreeney
@thomassci
@wescravn
@ghizzi_d
@nau
@bissettfinfit
@bcpexpert
@lademos

Top Tweeters in G4:
@misszindzi
@oksomik
@stedmands
@amerikraut
@pagesofle
@joelscribes
@gmgigi
@simsimmaaz
@youdownwith_lnv
@bigbang

Top Tweeters in G5:
@guardian
@markj_ohnson
@stem_ai
@scicommbot
@appthisway
@jayaisales
@cmboggiano
@tedtalks
@sciencemagazine
@northeastern

Top Tweeters in G6:
@drugmonkeyblog
@ti_enjoli
@jeffhavig
@wait_about
@plantteaching
@drjkhokhar
@drkevguitar
@biofilm_former
@letsgo_to_space
@schwessinger

Top Tweeters in G7:
@netminnow
@rafaelg21253842
@diversityup
@jc_james_clark
@nasa
@burnsmcdonnell
@friendsofnasa
@shannonrhulbert
@chrismichel
@allyshipbot

Top Tweeters in G8:
@kymburleigh
@docfreeride
@sophiarahming1
@tirxiesimone
@jeremydbond
@xeno_lith
@lfvelezphd
@jerilryan
@helchose
@northstar1956

Top Tweeters in G9:
@epidatageek
@needhibhalla
@dccc_phd
@boehninglab
@phdgprotein86
@nihaging
@drljbrady
@femsmicro
@vubasicsciences
@athinton

Top Tweeters in G10:
@blackphysicists
@blkinengineerng
@sotonastrodome
@chatphysics
@ogdentrust
@iopdiversity
@uos_engagement
@stemclubs
@stemequals
@astrophyssoton


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