#STEM (skill OR career), Twitter, 10/21/2019 5:01:40 PM, 213707


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#STEM (skill OR career)_2019-10-21_09-50-09.xlsx
#STEM (skill OR career)_2019-10-21_09-50-09.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
October 21, 2019
Short Description:
#STEM (skill OR career) via NodeXL http://bit.ly/35UP3Hi
@stem_ai
@femtech_
@newgenuniverse
@pnnlab
@oriseaspire
@oriseconnect
@aldineisd
@stem_now
@ifindinternship
@careerswithstem

Top hashtags:
#stem
#career
#engineering
#science
#womeninstem
#engineers
#education

Description:
Description
The graph represents a network of 1,068 Twitter users whose recent tweets contained "#STEM (skill OR career)", 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, 21 October 2019 at 16:51 UTC.

The tweets in the network were tweeted over the 9-day, 1-hour, 23-minute period from Saturday, 12 October 2019 at 15:02 UTC to Monday, 21 October 2019 at 16:25 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

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[10] https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0217032
[5] https://www.womenintech.co.uk/women-stem-role-models
[5] https://www.stylist.co.uk/life/barbie-career-dolls-pilot-engineers-virgin-atlantic/296913?fbclid=IwAR0tSz3C-F83_jY-yT08PhQDYxdfeiN_A9onRmCULIDvOzrG9cO2IkyPvJs?utm_source=Twitter&utm_medium=social&utm_term=AIHA+Main
[4] https://www.bbc.com/news/education-50042459
[4] https://www.gamedesigning.org/career/video-game-engines/
[4] http://www.ifs.se/ifs-programme/
[4] https://icc.ucdavis.edu/services/fair
[3] https://www.forbes.com/sites/rodberger/2019/09/18/a-focus-on-early-stem-education-for-future-career-growth/
[3] https://www.forbes.com/sites/rodberger/2019/09/18/a-focus-on-early-stem-education-for-future-career-growth/#fd65bd31db55
[3] https://www2.ed.gov/datastory/cte/index.html

Top URLs in Tweet in G1:
[3] https://www.forbes.com/sites/rodberger/2019/09/18/a-focus-on-early-stem-education-for-future-career-growth/#fd65bd31db55
[2] https://www.forbes.com/sites/rodberger/2019/09/18/a-focus-on-early-stem-education-for-future-career-growth/
[2] https://www.forbes.com/sites/joanmichelson2/2019/09/30/5-tips-for-getting-ahead-from-an-unusual-stem-career/#7f9eb6924495
[2] https://www.murex.com/content/murex-proudly-supports-teen-turn-address-shortage-women-fintech-ireland?utm_source=Twitter&utm_medium=Social&utm_campaign=Article&utm_term=murex-proudly-supports-teen-turn-address-shortage-women-fintech-ireland
[2] https://www.forbes.com/sites/rodberger/2019/09/18/a-focus-on-early-stem-education-for-future-career-growth/#4c3adcf71db5
[1] https://twitter.com/KendraCameronJ/status/1184815376619708416
[1] https://okt.to/TJUA8N
[1] https://www.wpi.edu/news/calendar/events/designing-my-future-stem-career-expo-youth-and-families?utm_source=owned-tw_wpi-&utm_medium=K-12_Activities&utm_campaign=marcom-recruitment&utm_content=-stem
[1] https://www.baesystems.com/en/event/new-scientist-live?utm_source=Twitter&utm_medium=Social&utm_campaign=NSL
[1] http://bit.ly/2AZWMIA

Top URLs in Tweet in G2:
[5] https://www.womenintech.co.uk/women-stem-role-models
[2] https://bit.ly/2B4tbLw
[1] https://careerswithstem.com.au/profiles/cybersecurity-strategist-mimecast/
[1] https://careerswithstem.com.au/profiles/katiewalker_google/
[1] https://www.bbc.com/news/education-50042459
[1] http://info.aarete.com/women-stem-webinar?utm_content=103210335&utm_medium=social&utm_source=twitter&hss_channel=tw-107461525
[1] https://twitter.com/scienceau/status/1183932401229025280
[1] https://www.bbc.co.uk/news/education-50042459
[1] https://www.donorschoose.org/project/extra-extra-girl-who-code-empowerment/4552082/?challengeid=20949222&utm_source=dc&utm_medium=page&utm_campaign=project&utm_term=teacher_2672472&rf=page-dc-2019-10-project-teacher_2672472

Top URLs in Tweet in G3:
[3] https://www.bbc.com/news/education-50042459
[2] https://www.ebpsouth.co.uk/news/ebp-south-is-changing-young-peoples-career-perception
[2] https://forms.gle/fs5o13GLzBmrm2RN8
[2] http://newmfgalliance.org/career-exploration/manufacturingcareers/
[1] https://www.siliconrepublic.com/advice/creativity-jobs-stem-automation-ai
[1] https://www.bendbulletin.com/localstate/7486420-151/facebook-gives-200k-to-crook-county-highs-career
[1] https://www.inc.com/quora/how-a-liberal-arts-education-can-help-your-career.html?cid=hmside1
[1] https://www.forbes.com/sites/joanmichelson2/2019/09/30/5-tips-for-getting-ahead-from-an-unusual-stem-career/#47b533dd4495
[1] https://www.facebook.com/story.php?story_fbid=10212481252101429&id=1686053188
[1] https://newitalliance.com/events/

Top URLs in Tweet in G4:
[1] https://www.pressofatlanticcity.com/education/proposed-loan-redemption-program-for-new-stem-teachers-in-nj/article_72939b44-908f-53dc-9e18-a9b4899fda0a.html

Top URLs in Tweet in G5:
[4] https://icc.ucdavis.edu/services/fair
[2] https://orau.6connex.com/event/LIVE/WDTS19Q4/login?utm_campaign=WDTS19Q4&utm_medium=social&utm_source=orise
[1] https://orau.6connex.com/event/LIVE/WDTS19Q4/login
[1] https://www.linkedin.com/feed/update/urn:li:activity:6590293236647018496/
[1] https://jobs.ornl.gov/
[1] https://twitter.com/NSED_ORNL/status/1184112214304837633

Top URLs in Tweet in G6:
[1] https://www.hrkatha.com/skill-india/ibm-to-ready-200000-indian-women-for-stem-careers/

Top URLs in Tweet in G7:
[1] https://omny.fm/shows/ceo-spotlight/nicole-g-small-ceo-lh-capital-inc-and-lyda-hill-ph#description
[1] http://montclare.poly.edu/wp-content/uploads/2019/10/CEP-article-Montclare.pdf
[1] https://sinews.siam.org/Details-Page/one-year-amounts-to-a-career-of-countless-opportunities

Top URLs in Tweet in G8:
[2] https://www.wherewomenwork.com/Career/2147/Vodafone-Digital-Creators-Challenge
[1] https://www.wherewomenwork.com/Career/2156/Honeywell-engineers-discuss-NASA-all-female-spacewalk
[1] https://www.nasa.gov/astronauts/biographies/serena-m-aunon-chancellor/biography

Top URLs in Tweet in G9:
[10] https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0217032
[2] http://amsci.sigmaxi.org/shuttle.php?dest=node/4530
[1] https://www.americanscientist.org/article/a-bad-deal-for-early-career-researchers
[1] http://amsci.sigmaxi.org/shuttle.php?dest=node/4530%3Ffbclid%3DIwAR1eH6VQZxNfBLte1M7rW1ezTTBQU1AKdnXzKjFRnN_F2Tpq2CBFKa_bjYw

Top URLs in Tweet in G10:
[2] http://www.stemforbritain.org.uk/

Top Domains
Top Domains in Tweet in Entire Graph:
[26] twitter.com
[21] co.uk
[14] forbes.com
[10] okt.to
[10] plos.org
[8] youtube.com
[6] instagram.com
[5] bbc.com
[4] facebook.com
[4] ed.gov

Top Domains in Tweet in G1:
[10] okt.to
[9] forbes.com
[2] twitter.com
[2] bit.ly
[2] murex.com
[1] wpi.edu
[1] baesystems.com
[1] waopportunityscholarship.org
[1] instagram.com

Top Domains in Tweet in G2:
[6] co.uk
[2] bit.ly
[2] com.au
[1] bbc.com
[1] aarete.com
[1] twitter.com
[1] donorschoose.org

Top Domains in Tweet in G3:
[5] forbes.com
[5] co.uk
[5] twitter.com
[4] bbc.com
[2] facebook.com
[2] forms.gle
[2] newmfgalliance.org
[1] siliconrepublic.com
[1] bendbulletin.com
[1] inc.com

Top Domains in Tweet in G4:
[1] pressofatlanticcity.com

Top Domains in Tweet in G5:
[4] ucdavis.edu
[3] 6connex.com
[1] linkedin.com
[1] ornl.gov
[1] twitter.com

Top Domains in Tweet in G6:
[1] hrkatha.com

Top Domains in Tweet in G7:
[1] omny.fm
[1] poly.edu
[1] siam.org

Top Domains in Tweet in G8:
[3] wherewomenwork.com
[1] nasa.gov

Top Domains in Tweet in G9:
[10] plos.org
[3] sigmaxi.org
[1] americanscientist.org

Top Domains in Tweet in G10:
[2] org.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[598] stem
[60] career
[27] engineering
[27] science
[26] womeninstem
[20] engineers
[19] education
[19] careers
[16] tech
[16] nnsa



Top Hashtags in Tweet in G1:
[52] stem
[10] iamdocs
[10] iamdocsus
[5] school
[4] education
[3] cooperunion
[3] latinx
[3] australia
[3] research
[3] careeradvice

Top Hashtags in Tweet in G2:
[48] stem
[22] womeninstem
[12] london
[7] goldcoast
[7] careerexploration
[7] tu
[6] girls
[6] skills
[6] futureofwork
[6] life

Top Hashtags in Tweet in G3:
[78] stem
[13] career
[7] science
[5] education
[5] ai
[4] engineering
[3] jobs
[3] diversity
[3] inclusion
[3] tech

Top Hashtags in Tweet in G4:
[1] stem
[1] learning

Top Hashtags in Tweet in G5:
[42] stem
[16] nnsa
[9] nuclear
[9] security
[5] internship
[5] nuclearsciweek
[2] undergraduate
[2] jobfair
[1] womeninstem
[1] womeninengineering

Top Hashtags in Tweet in G6:
[2] stem
[1] india
[1] ai
[1] aiyouthskills
[1] goodtechibm
[1] cybersecurity
[1] ibmstem4girls
[1] ibmcyberday4girls

Top Hashtags in Tweet in G7:
[10] stem
[8] cancer
[8] climatechange
[4] mathematicians
[1] biotech
[1] sciengage
[1] phd
[1] womeninstem
[1] government

Top Hashtags in Tweet in G8:
[11] engineers
[11] aerospace
[11] spacewalk
[5] stem
[3] primeemployerforwomen
[2] vodafone
[2] connectedshecan
[2] reconnect
[2] whatwillyoube
[1] hispanicheritagemonth

Top Hashtags in Tweet in G9:
[15] stem
[1] inequality
[1] workforcediversity
[1] rt
[1] inclusion

Top Hashtags in Tweet in G10:
[6] stem
[2] raengresearch

Top Words
Top Words in Tweet in Entire Graph:
[1322] Words in Sentiment List#1: Positive
[158] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[28270] Non-categorized Words
[29750] Total Words
[921] #stem
[761] career
[236] students
[211] more
[196] stem

Top Words in Tweet in G1:
[77] #stem
[74] career
[31] stem
[18] expo
[16] students
[15] together
[14] future
[13] early
[13] na
[13] talent

Top Words in Tweet in G2:
[90] #stem
[76] career
[55] #womeninstem
[20] women
[15] careers
[15] girls
[12] students
[12] #london
[11] tech
[11] team

Top Words in Tweet in G3:
[78] #stem
[55] career
[23] students
[17] stem
[13] #career
[10] learn
[10] careers
[9] future
[7] more
[7] high

Top Words in Tweet in G4:
[84] funding
[42] new
[42] soon
[42] available
[42] those
[42] interested
[42] career
[42] stem
[42] field
[42] click

Top Words in Tweet in G5:
[46] #stem
[45] career
[39] fair
[32] internship
[32] internships
[23] 24
[23] 12
[23] m
[23] virtual
[22] p

Top Words in Tweet in G6:
[25] ibm
[24] ibmorg
[13] girls
[13] #stem
[12] sdg2030
[12] manavsubodh
[12] msearleberkeley
[12] activate1m1b
[12] berkeleyiag
[12] itusecgen

Top Words in Tweet in G7:
[14] #stem
[10] career
[8] see
[8] herself
[8] cure
[8] #cancer
[8] help
[8] #climatechange
[8] create
[8] next

Top Words in Tweet in G8:
[22] women
[15] #stem
[13] nasa
[11] #engineers
[11] honeywell
[11] working
[11] #aerospace
[11] female
[11] #spacewalk
[11] certainly

Top Words in Tweet in G9:
[21] work
[15] new
[15] #stem
[14] angusholford
[14] esrc
[11] rallidaerule
[11] unpaid
[11] iseressex
[10] whether
[10] good

Top Words in Tweet in G10:
[23] stem4brit
[18] early
[18] career
[18] researcher
[18] more
[18] exposure
[18] apply
[18] poster
[18] competition
[18] partnership

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[102] #stem,career
[72] students,#stem
[67] career,#stem
[64] career,fair
[57] interested,career
[57] career,stem
[52] high,school
[52] early,career
[48] those,interested
[47] #stem,#learning

Top Word Pairs in Tweet in G1:
[18] career,expo
[13] na,talent
[13] talent,acquisition
[13] acquisition,team
[13] team,together
[13] together,key
[13] key,business
[13] business,representatives
[13] representatives,attended
[13] #stem,career

Top Word Pairs in Tweet in G2:
[16] #stem,#womeninstem
[15] #stem,career
[10] pls,students
[10] highly,innovative
[10] innovative,tech
[10] tech,career
[10] career,workshops
[10] workshops,amazing
[10] event,#london
[10] #london,#colorcode2019

Top Word Pairs in Tweet in G3:
[6] stem,career
[6] future,career
[5] students,interested
[5] high,school
[4] #stem,#education
[4] #stem,students
[4] interested,career
[3] p,m
[3] check,out
[3] bbc,news

Top Word Pairs in Tweet in G4:
[42] new,funding
[42] funding,soon
[42] soon,available
[42] available,those
[42] those,interested
[42] interested,career
[42] career,stem
[42] stem,field
[42] field,click
[42] click,know

Top Word Pairs in Tweet in G5:
[39] career,fair
[32] #stem,internship
[23] virtual,career
[22] p,m
[21] join,oriseconnect
[21] oct,24
[21] 3,p
[21] m,et
[21] register,today
[18] 24,12

Top Word Pairs in Tweet in G6:
[12] sdg2030,manavsubodh
[12] manavsubodh,msearleberkeley
[12] msearleberkeley,activate1m1b
[12] activate1m1b,ibmorg
[12] ibmorg,ibm
[12] ibm,berkeleyiag
[12] berkeleyiag,itusecgen
[12] itusecgen,itu
[12] itu,itu_aiforgood
[12] itu_aiforgood,benioff

Top Word Pairs in Tweet in G7:
[8] see,herself
[8] herself,#stem
[8] #stem,career
[8] career,cure
[8] cure,#cancer
[8] #cancer,help
[8] help,#climatechange
[8] #climatechange,create
[8] create,next
[8] next,device

Top Word Pairs in Tweet in G8:
[11] women,#engineers
[11] #engineers,honeywell
[11] honeywell,working
[11] working,#aerospace
[11] #aerospace,nasa
[11] nasa,female
[11] female,#spacewalk
[11] #spacewalk,certainly
[11] certainly,inspire
[11] inspire,future

Top Word Pairs in Tweet in G9:
[11] unpaid,work
[10] new,work
[10] work,angusholford
[10] angusholford,rallidaerule
[10] rallidaerule,whether
[10] whether,unpaid
[10] work,good
[10] good,route
[10] route,#stem
[10] #stem,professions

Top Word Pairs in Tweet in G10:
[18] early,career
[18] researcher,more
[18] more,exposure
[18] exposure,apply
[18] apply,stem4brit
[18] stem4brit,poster
[18] poster,competition
[18] competition,partnership
[18] partnership,parlscicom
[18] scientists,present

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@oriseconnect
@doescience
@stem4brit
@parlscicom
@ucdavis
@angusholford
@esrc
@ibm
@uotd
@nasa

Top Mentioned in G1:
@uotd
@forbes
@howardu
@stemettes
@shpenyc
@teenturn
@skypescientist
@aus_scienceweek
@riaus
@gradengshow

Top Mentioned in G2:
@karenandrewsmp
@prendergast_pls
@goodeduaction
@tucareer
@colorintechorg
@scienceau
@renishawgp
@greenpowertrust
@silverstoneuk
@seattledawson

Top Mentioned in G5:
@oriseconnect
@doescience
@ucdavis
@energy
@win_oakridge
@ornl

Top Mentioned in G6:
@ibm
@manavsubodh
@msearleberkeley
@activate1m1b
@ibmorg
@berkeleyiag
@itusecgen
@itu
@itu_aiforgood
@benioff

Top Mentioned in G7:
@ifthenshecan
@aaas
@aaas_stpf
@jenniferspearl
@jkmontclare
@_scicomm
@meetascientist

Top Mentioned in G8:
@nasa
@honeywell
@astro_jessica
@astro_christina
@vodafoneuklife
@astroserena

Top Mentioned in G9:
@angusholford
@esrc
@rallidaerule
@iseressex
@amscimag
@ukhesa
@misoc_essex
@researchessex

Top Mentioned in G10:
@stem4brit
@parlscicom

Top Tweeters
Top Tweeters in Entire Graph:
@british_airways
@ottlegalrebels
@advocatefored
@calcaware
@torillo59
@valaafshar
@ronaldclarke
@trippbraden
@cybersec_feeds
@twilli2861

Top Tweeters in G1:
@forbes
@joblify_app
@eduporium
@aus_scienceweek
@riaus
@stemettes
@amdocs
@howardu
@danknuckles
@wpi

Top Tweeters in G2:
@ronaldclarke
@hdpr2016
@femtech_
@stem_nastics
@womencodersbot
@eleanorbeaton
@womensciaust
@silverstoneuk
@marclevine_jobs
@prostateuk

Top Tweeters in G3:
@ezpatent
@careersdefender
@indritvucaj
@theadamgabriel
@easychirp
@ebpsouth
@srsnews
@ascconnections
@tetratechintdev
@newmfg

Top Tweeters in G4:
@newgenuniverse
@ynojosa_cesar
@serefcangal
@ruddstjean
@blackmanthibod1
@paulsonstillin1
@allredstoneking
@koenigstange
@ogdenstiff
@alminpagla

Top Tweeters in G5:
@vievararosel
@ifindinternship
@tbdnonymous
@enerphyschem
@scitechmachine
@qualityisarul3
@marioca39453966
@ucdavis
@natscloset
@energy

Top Tweeters in G6:
@valaafshar
@sdg2030
@kapoors_s
@helenclarknz
@kiranshaw
@jemilahmahmood
@chavivohra
@benioff
@impactglocal
@abockangela

Top Tweeters in G7:
@chenected
@aaas
@iplaylikeagirl
@jkmontclare
@aaas_stpf
@lbbirney
@katsongpr
@meetascientist
@thesiamnews
@greetdiaz

Top Tweeters in G8:
@meplzchicken
@nasa
@wherewomenwork
@kimrix
@westofwindsor
@womensday
@aletamiguens
@nawicuk
@staceytravis777
@honeywell

Top Tweeters in G9:
@rallidaerule
@mtanichthys
@ehekkala
@esrc
@amscimag
@kmftimm
@iseressex
@mikebreweressex
@ukhesa
@jburton123

Top Tweeters in G10:
@girlymicro
@raengnews
@cgl_119
@silvia_castro
@uofgscieng
@dr_tom_allen
@_mlaurie
@davidyoungres
@ifeyinwa_kanu
@parlscicom


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