#stem, Twitter, 8/7/2021 3:11:15 PM, 259681


FAQ | Problem?

#stem_2021-08-07_07-13-47.xlsx
#stem_2021-08-07_07-13-47.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 07, 2021
Short Description:
#stem via NodeXL https://bit.ly/37tqnYu
@stem_ai
@igred_org
@braincures
@gistfoundation
@femtech_
@b0tsci
@_atanas_
@hsermulardoh
@carolynscombs
@_sivasai

Top hashtags:
#stem
#science
#coding
#tech
#python
#computerscience
#womeninstem
#youtube
#programmer
#roblox

Description:
Description
The graph represents a network of 6,585 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 07 August 2021 at 14:28 UTC.

The requested start date was Friday, 06 August 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 12-hour, 19-minute period from Friday, 30 July 2021 at 21:36 UTC to Tuesday, 03 August 2021 at 09:55 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 : 6585
Unique Edges : 4652
Edges With Duplicates : 13287
Total Edges : 17939
Number of Edge Types : 5
Retweet : 5269
MentionsInRetweet : 7383
Mentions : 3485
Tweet : 1612
Replies to : 190
Self-Loops : 1711
Reciprocated Vertex Pair Ratio : 0.0287376796104976
Reciprocated Edge Ratio : 0.0558697910654508
Connected Components : 789
Single-Vertex Connected Components : 298
Maximum Vertices in a Connected Component : 4449
Maximum Edges in a Connected Component : 14759
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.890444
Graph Density : 0.000199812527274422
Modularity : 0.445977
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 6,585 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 07 August 2021 at 14:28 UTC.

The requested start date was Friday, 06 August 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 12-hour, 19-minute period from Friday, 30 July 2021 at 21:36 UTC to Tuesday, 03 August 2021 at 09:55 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 : #stem
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:
[131] https://www.carolyncombsbooks.com/
[55] https://www.weforum.org/agenda/2021/06/workplace-skills-learning-linkedin-report?utm_source=twitter&utm_medium=social_scheduler&utm_term=Workforce+and+Employment&utm_content=31/07/2021+11:00
[53] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-02037-0
[30] https://www.rdene915.com/
[30] https://www.ebay.com/itm/373614084441
[27] https://www.nyu.edu/about/news-publications/news/2021/july/machine-learning-for-cardiovascular-disease-improves-when-social.html
[26] https://www.youbionic.com/
[21] https://m.tiktok.com/v/6991967196062682373.html?_d=secCgYIASAHKAESMgowPEMCkTjFDVLpa1oS9Bxxn%2FKjS5Df8ijBumRNA6CffCyWnNgMXnKnQ064mPCdRjmPGgA%3D&checksum=97d854ba4a87961b531f851cd8aa1b32ff3c07157383ae01841dc3e89c1daaa2&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAT7bG1BuaQezkqVfjCGiensQz7e_lShwYRsPUmRWmPxdA2dOsUs4NLJYg_ncKoLs5&share_app_id=1233&share_item_id=6991967196062682373&share_link_id=BF617820-02A6-4727-98DC-6D94C1BC2ACA&source=h5_m×tamp=1627944334&tt_from=copy&u_code=dd3el3994f7ll9&user_id=6840839314365711366&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[20] https://www.linkedin.com/pulse/social-media-atanas-g-atanasov/
[15] https://digitalhealthcentral.com/2021/07/27/is-ai-the-future-of-clinical-trials/?amp&__twitter_impression=true

Top URLs in Tweet in G1:
[55] https://www.weforum.org/agenda/2021/06/workplace-skills-learning-linkedin-report?utm_source=twitter&utm_medium=social_scheduler&utm_term=Workforce+and+Employment&utm_content=31/07/2021+11:00
[52] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-02037-0
[27] https://www.nyu.edu/about/news-publications/news/2021/july/machine-learning-for-cardiovascular-disease-improves-when-social.html
[20] https://www.linkedin.com/pulse/social-media-atanas-g-atanasov/
[15] https://digitalhealthcentral.com/2021/07/27/is-ai-the-future-of-clinical-trials/?amp&__twitter_impression=true
[13] https://hexabitz.com/modules/
[11] https://www.nature.com/articles/s41587-021-00985-6
[7] https://www.the-scientist.com/features/tuberculosis-the-forgotten-pandemic-68894#.YQQUuZi4tv4.twitter
[6] https://www.news24.com/news24/analysis/analysis-building-africa-partnering-to-upscale-innovation-and-technology-on-the-continent-20210626
[4] https://www.gist.foundation/the-spark-mentorship-program

Top URLs in Tweet in G2:
[13] https://www.rdene915.com/
[4] https://twitter.com/TriciaFuglestad/status/1420129166545014792
[4] https://www.vubblepop.com/share?v=141840&h=Let's%20Talk%20Science&r=https://letstalkscience.ca/educational-resources/video-channels/stem-channel-all-videos
[3] https://www.vubblepop.com/share?v=141851&h=Let's%20Talk%20Science&r=https://letstalkscience.ca/educational-resources/video-channels/stem-channel-all-videos
[3] https://www.instyle.com/hair/bangs/pros-best-tips-for-styling-bangs
[3] https://twitter.com/doctheagrif/status/1421123487150792708
[3] https://techdevacademy.com/360-degree-program/
[3] https://twoclassychics.com/2021/07/just-add-sugar-stem-kit-from-griddly-games/
[3] https://shabbychicboho.com/giveaway-3d-sparkle-unicorn-lights/
[3] https://shabbychicboho.com/giveaway-personalized-perfume-lab-kit/

Top URLs in Tweet in G4:
[4] https://www.inspiringstem.org/posts/36639-how-to-encourage-more-girls-to-pursue-science-and-math-careers
[1] https://www.linkedin.com/slink?code=dfYkSjJ
[1] https://pubs.acs.org/doi/10.1021/acsami.0c11528?cookieSet=1
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41562-020-00937-1
[1] https://www.businessinsider.com/what-a-psychopath-brain-looks-like-2015-7
[1] https://twitter.com/ChangingSTEMM/status/1420826484218925056
[1] https://twitter.com/BRAINCURES/status/1407698600906432517
[1] https://www.nspe.org/resources/pe-magazine/may-2017/crossing-the-line
[1] http://adatheshow.com
[1] https://ec.europa.eu/info/files/she-figures-2021_en

Top URLs in Tweet in G5:
[6] http://irvineia.wix.com/the-orlando-file
[4] https://shabbychicboho.com/giveaway-3d-sparkle-unicorn-lights/
[3] https://www.instagram.com/accounts/login/
[3] https://rivetrix.com/
[3] https://shabbychicboho.com/giveaway-personalized-perfume-lab-kit/
[3] https://calckit.io/android-app
[2] https://www.stemclubindia.com/
[2] https://www.dropbox.com/s/f3i3syjhqeri9sw/%D8%AA%D9%81%D8%B1%D9%8A%D8%AF_%D8%A7%D9%84%D8%AA%D8%B9%D9%84%D9%8A%D9%85_%D9%88%D9%81%D9%82_%D9%85%D9%86%D8%AD%D9%89_STEM.pdf?dl=0
[2] https://katu.com/amp/news/local/2-legged-robot-developed-at-oregon-state-makes-history-by-completing-a-5k
[2] https://www.cyclingnews.com/features/anna-kiesenhofer-mathematician-amateur-cyclist-olympic-champion/

Top URLs in Tweet in G6:
[130] https://www.carolyncombsbooks.com/
[14] https://www.amazon.ca/hz/wishlist/ls/1KK952QDJMUI2?ref_=wl_share
[8] https://www.donorschoose.org/project/a-mazing-world-of-stem/5659009/?challengeid=21726101
[8] https://www.amazon.com/hz/wishlist/ls/1C1S70F5XG13W?ref_=wl_share
[6] https://www.donorschoose.org/project/is-the-sky-the-limit/5522782/?challengeid=21619335
[3] https://www.amazon.com/hz/wishlist/ls/EHOPV7O4A1J4/?ref_=lol_ov_le
[3] https://www.amazon.com/hz/wishlist/ls/2W1L56ZCRIMIN/ref=as_li_ss_tl?ref_=wl_share&linkCode=sl2&tag=thetickler0a-20&linkId=ced5d61bf8a49e4c32752637ace7fb1d&language=en_US
[2] https://www.donorschoose.org/project/maker-space-cart/5554606/?utm_source=dc&utm_medium=directlink&utm_campaign=teacherhub&utm_term=teacher_4600081&rf=directlink-dc-2021-07-teacherhub-teacher_4600081&challengeid=20968595
[2] https://www.donorschoose.org/project/steam-tools-for-learning/5650638/?utm_source=dc&utm_medium=directlink&utm_campaign=teacherhub&utm_term=teacher_2770027&rf=directlink-dc-2021-08-teacherhub-teacher_2770027&challengeid=20537663
[2] https://www.amazon.com/hz/wishlist/ls/3H0TMZPP31XGW?ref_=wl_share

Top URLs in Tweet in G7:
[22] https://www.youbionic.com/
[14] https://www.youtube.com/watch?v=uUCda9j-JuQ

[3] http://www.nasa.gov/press-release/nasa-updates-coverage-invites-public-to-virtually-join-starliner-launch
[3] http://www.nasa.gov/press-release/nasa-extends-contract-for-commercialization-of-low-earth-orbit
[3] http://www.nasa.gov/press-release/statements-on-senate-confirmation-of-margaret-vo-schaus-as-nasa-cfo
[3] https://www.rdene915.com/
[2] https://www.mathforamerica.org/news/new-jersey-stem-innovation-fellowship-expands-science-funding-state
[2] https://www.youbionic.com/handmini
[2] https://moderndiplomacy.eu/2021/07/22/entrepreneurialism-digitalization-recovery-of-midsize-business-economies/
[2] https://twitter.com/totalspace360/status/1421219960634986498

Top URLs in Tweet in G8:
[2] https://xl1mvcj7k59.typeform.com/to/IenXVyOG
[1] https://www.thingiverse.com/thing:3300339
[1] https://twitter.com/lectrifyit/status/1421129655411748870
[1] https://www.edsurge.com/news/2021-07-27-we-know-how-to-diversify-stem-fields-the-challenge-is-spreading-what-works
[1] https://www.definedlearning.com/strategies-to-boost-student-engagement/
[1] https://www.definedlearning.com/blog/teacher-experiences/rti-project-based-stem-lessons/?utm_content=174174040&utm_medium=social&utm_source=twitter&hss_channel=tw-59541361
[1] https://www.definedlearning.com/blog/teacher-experiences/pbl-in-accelerated-classes/?utm_content=174174041&utm_medium=social&utm_source=twitter&hss_channel=tw-59541361
[1] https://www.definedlearning.com/understanding-by-design/?utm_content=174174023&utm_medium=social&utm_source=twitter&hss_channel=tw-59541361
[1] https://coolcomponents.co.uk/products/maker-nano-simplifying-arduino-for-projects?utm_content=buffera0b0a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://coolcomponents.co.uk/products/ring-bit-car-bbc-micro-bit-educational-smart-robot-buggy-kit-for-kids?utm_content=bufferb2a8c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G10:
[7] https://www.energy.gov/stem-rising
[3] https://docs.google.com/forms/d/e/1FAIpQLSeGJGQrdp4RpUZsgvj88Jzay-Dg4LrXubn9FRzpdscCpNjZqQ/viewform?usp=sf_link
[3] https://www.nsf.gov/publications/pub_summ.jsp?ods_key=nsf21599&org=NSF
[1] https://www.linkedin.com/in/rachael-josepher-9932aa210
[1] https://twitter.com/NAICobservatory/status/1422261762460639244
[1] https://www.boozallen.com/e/insight/people-profiles/andreen-anglin-finds-the-creativity-in-cybersecurity.html?cid=CACSG-CATW-CASO-AndreenAnglin&source=SNS-17860
[1] https://www.wpi.edu/news/wpi-engineer-creating-cyber-resilient-systems-protect-autonomous-cars-robots-smart-buildings-0?utm_source=owned-tw_wpi-Press_release&utm_medium=Cyber,_Data_&_Security&utm_campaign=marcom-research&utm_content=faculty-andrew_clark_career_aeard
[1] http://stelar.edc.org/node/23507
[1] https://circls.org/perspective/sherry-hsi
[1] https://bit.ly/3uEuSJO

Top Domains
Top Domains in Tweet in Entire Graph:
[276] twitter.com
[134] carolyncombsbooks.com
[104] youtube.com
[86] nature.com
[61] linkedin.com
[57] vubblepop.com
[57] weforum.org
[56] careerarc.com
[56] ebay.com
[40] amazon.com

Top Domains in Tweet in G1:
[77] nature.com
[57] weforum.org
[35] twitter.com
[32] nyu.edu
[30] linkedin.com
[20] facebook.com
[19] digitalhealthcentral.com
[14] the-scientist.com
[13] youtube.com
[13] hexabitz.com

Top Domains in Tweet in G2:
[56] careerarc.com
[55] twitter.com
[54] vubblepop.com
[27] youtube.com
[26] thesolarmove.com
[13] rdene915.com
[11] olemiss.edu
[10] nasa.gov
[8] linkedin.com
[8] fetchcfd.com

Top Domains in Tweet in G4:
[14] twitter.com
[7] linkedin.com
[4] inspiringstem.org
[3] sbfprize.org
[2] newrepublic.com
[2] sciencemag.org
[2] nature.com
[2] jlab.org
[1] nyunews.com
[1] werepstem.com

Top Domains in Tweet in G5:
[27] twitter.com
[13] youtube.com
[7] linkedin.com
[7] shabbychicboho.com
[6] wix.com
[5] google.com
[4] dy.si
[4] co.uk
[4] instagram.com
[3] facebook.com

Top Domains in Tweet in G6:
[130] carolyncombsbooks.com
[34] donorschoose.org
[21] amazon.com
[15] amazon.ca
[10] twitter.com
[1] usasciencefestival.org
[1] buymeacoffee.com
[1] spaceaustralia.com
[1] constantcontact.com

Top Domains in Tweet in G7:
[24] youbionic.com
[23] youtube.com
[18] thegraduateengineer.com
[13] nasa.gov
[12] twitter.com
[6] wevolver.com
[5] mathforamerica.org
[3] rdene915.com
[2] gettingsmart.com
[2] moderndiplomacy.eu

Top Domains in Tweet in G8:
[18] eduporium.com
[7] definedlearning.com
[5] youtube.com
[4] twitter.com
[4] sammat.education
[4] edsurge.com
[3] campaign-archive.com
[2] vimeo.com
[2] dfrobot.com
[2] kittenbot.cc

Top Domains in Tweet in G9:
[5] sacnas.org
[1] youtube.com

Top Domains in Tweet in G10:
[7] energy.gov
[4] nsf.gov
[3] google.com
[2] twitter.com
[1] linkedin.com
[1] boozallen.com
[1] wpi.edu
[1] edc.org
[1] circls.org
[1] bit.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4132] stem
[469] science
[389] coding
[357] tech
[342] python
[298] computerscience
[280] womeninstem
[270] youtube
[265] programmer
[264] roblox



Top Hashtags in Tweet in G1:
[550] stem
[280] python
[269] coding
[257] tech
[232] computerscience
[214] youtube
[212] programmer
[212] webdesign
[212] roblox
[212] minecraft

Top Hashtags in Tweet in G2:
[912] stem
[93] science
[74] giveaway
[65] stemeducation
[55] ad
[54] homeschool
[51] education
[50] youtube
[49] coding
[49] steam

Top Hashtags in Tweet in G3:
[10] stem
[4] ece315
[2] ec315
[1] ecestem
[1] architectural
[1] education
[1] gender

Top Hashtags in Tweet in G4:
[78] stem
[11] womeninstem
[11] rri
[10] stemtoo
[9] researchculture
[9] phdchat
[9] stemm
[9] academictwitter
[9] bullying
[9] adasarmy

Top Hashtags in Tweet in G5:
[349] stem
[38] science
[31] steam
[28] education
[22] stemeducation
[13] technology
[12] engineering
[10] learning
[9] research
[8] tech

Top Hashtags in Tweet in G6:
[161] stem
[55] donorschoose
[51] twitter
[34] clearthelist
[24] steam
[22] makerspace
[17] teachertwitter
[16] clearthelists
[13] engineering
[11] stemeducation

Top Hashtags in Tweet in G7:
[153] stem
[63] science
[50] engineering
[38] space
[35] robot
[32] technology
[31] education
[29] astronomy
[28] innovation
[25] ai

Top Hashtags in Tweet in G8:
[96] stem
[35] coding
[30] microbit
[18] lego
[15] robot
[15] steam
[11] education
[11] students
[10] edtech
[8] microbitvirtualolympics

Top Hashtags in Tweet in G9:
[54] stem
[28] artist
[28] diversity
[28] community
[20] ndistem21
[9] thewocproject2021
[2] sacnaschapters
[2] research
[2] thewomenofcolorproject2021
[2] thewocproject

Top Hashtags in Tweet in G10:
[44] stem
[8] hbcu
[7] equity
[5] ed_perc
[4] race
[3] funding
[3] nsf
[3] research
[2] cybersecurity
[2] informalscience

Top Words
Top Words in Tweet in Entire Graph:
[4144] #stem
[804] school
[709] student
[630] stem
[609] old
[596] primary
[594] igred_org
[592] franklina
[591] six
[588] assembly

Top Words in Tweet in G1:
[550] #stem
[280] #python
[269] #coding
[257] #tech
[232] #computerscience
[219] women
[218] august
[214] #youtube
[212] #programmer
[212] #webdesign

Top Words in Tweet in G2:
[912] #stem
[140] kit
[131] stem
[118] add
[112] sugar
[108] kids
[94] #science
[89] science
[86] twoclassychics
[83] more

Top Words in Tweet in G3:
[591] igred_org
[590] franklina
[578] student
[578] school
[577] 11yrs
[577] old
[577] primary
[577] six
[577] kwaku
[577] panfo

Top Words in Tweet in G4:
[78] #stem
[37] braincures
[34] proftimnoakes
[24] academicparity
[23] morimahmoudi
[22] marikasboros
[21] jeremyfarrar
[21] ukri_ceo
[21] googleexpertuk
[21] reddit

Top Words in Tweet in G5:
[349] #stem
[38] students
[38] #science
[38] more
[37] stem
[31] #steam
[28] #education
[27] today
[25] science
[22] #stemeducation

Top Words in Tweet in G6:
[161] #stem
[153] away
[140] picture
[133] book
[132] copies
[132] giving
[131] pb
[131] giveaway
[131] signed
[131] aug

Top Words in Tweet in G7:
[158] #stem
[63] #science
[50] #engineering
[38] #space
[37] nasa
[35] space
[35] #robot
[32] #technology
[31] #education
[31] prof

Top Words in Tweet in G8:
[96] #stem
[35] #coding
[29] #microbit
[20] more
[19] coding4kids_ph
[19] parts
[18] bit
[18] #lego
[18] learning
[16] best

Top Words in Tweet in G9:
[54] #stem
[54] sacnas
[48] tech
[40] mentor
[30] artwork
[28] #artist
[28] passion
[28] #diversity
[28] #community
[28] submit

Top Words in Tweet in G10:
[44] #stem
[22] nsf
[13] energy
[10] learning
[9] looking
[9] students
[9] research
[9] science
[8] #hbcu
[7] inspire

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[578] 11yrs,old
[578] old,franklina
[578] franklina,primary
[578] primary,six
[578] six,student
[578] student,kwaku
[578] kwaku,panfo
[578] panfo,basic
[578] basic,school
[578] school,ga

Top Word Pairs in Tweet in G1:
[212] #programmer,#webdesign
[212] #webdesign,#computerscience
[212] #computerscience,#roblox
[212] #roblox,#python
[212] #python,#youtube
[212] #youtube,#minecraft
[212] #minecraft,#iphone
[212] #iphone,#gamer
[163] artificial,intelligence
[129] #gamer,#coding

Top Word Pairs in Tweet in G2:
[112] add,sugar
[72] kit,kids
[67] enter,win
[67] win,add
[67] sugar,steam
[67] steam,kit
[67] kids,griddlygames
[66] blog,ends
[66] ends,13
[66] 13,#giveaway

Top Word Pairs in Tweet in G3:
[577] 11yrs,old
[577] old,franklina
[577] franklina,primary
[577] primary,six
[577] six,student
[577] student,kwaku
[577] kwaku,panfo
[577] panfo,basic
[577] basic,school
[577] school,ga

Top Word Pairs in Tweet in G4:
[11] jeremyfarrar,michelle_cruk
[11] michelle_cruk,ukri_ceo
[10] morimahmoudi,academicparity
[10] googleexpertuk,mingberg
[9] academicparity,proftimnoakes
[8] ukri_ceo,evidencebase_im
[8] psychmh,tracyboylin
[8] marikasboros,proftimnoakes
[8] nicochan33,googleexpertuk
[8] bulliescampaign,thepeopleshubuk

Top Word Pairs in Tweet in G5:
[15] #science,#stem
[14] #stem,#steam
[12] #stem,#stemeducation
[9] #stem,#science
[8] #steam,#stem
[7] enter,easy
[7] easy,#giveaway
[7] #stem,cells
[6] #education,#stem
[6] minds,discuss

Top Word Pairs in Tweet in G6:
[131] pb,giveaway
[131] giving,away
[131] away,signed
[131] signed,copies
[131] copies,picture
[130] picture,book
[130] book,retweet
[130] retweet,sunday
[130] sunday,aug
[130] aug,enter

Top Word Pairs in Tweet in G7:
[24] #technology,#robot
[23] #innovation,#robots
[23] #robot,#engineering
[21] #engineering,#innovation
[21] #robots,#design
[18] #design,#tech
[15] #science,#stem
[13] artificial,intelligence
[13] #tech,#engineer
[13] international,space

Top Word Pairs in Tweet in G8:
[14] coding4kids_ph,best
[14] best,value
[14] value,#coding
[14] #coding,#robot
[14] #robot,durable
[14] durable,loose
[14] loose,parts
[14] parts,manage
[14] manage,#lego
[14] #lego,compatible

Top Word Pairs in Tweet in G9:
[28] #artist,passion
[28] passion,#stem
[28] #stem,#diversity
[28] #diversity,#community
[28] #community,submit
[28] submit,proposal
[28] proposal,artwork
[28] artwork,showcased
[26] sacnas,#artist
[26] showcased,th

Top Word Pairs in Tweet in G10:
[8] #stem,learning
[7] looking,inspire
[7] inspire,#stem
[7] learning,students
[7] students,friends
[7] friends,energy
[7] energy,covered
[6] usedgov,looking
[4] dr,kryslwilliams
[4] kryslwilliams,asst

Top Replied-To
Top Replied-To in Entire Graph:
@hrfahmedabad
@potus
@do_kinder
@morimahmoudi
@sammoyle1
@hcefnc
@mrstmumaw
@igred_org
@magnetschlsmsa
@laserhaas01

Top Replied-To in G1:
@janehunter01
@braincures
@stemettes
@laurierwins
@cubroid

Top Replied-To in G2:
@magnetschlsmsa
@dawn_mittsd
@jasonhickel
@drjaciemaslyk
@fimorrison2
@mjhankins4
@smbulldogbytes
@krsciencelady
@estelleyomba
@glamsci

Top Replied-To in G3:
@pbscearlycare
@sjvmanly
@igred_org

Top Replied-To in G4:
@do_kinder
@morimahmoudi
@academicparity
@laserhaas01
@jeremyfarrar
@dgurdasani1
@greenwoodbritt
@sciencemagazine
@nonprofit_phd
@rachaelpells

Top Replied-To in G6:
@mrstmumaw
@mraspinall
@madelynross
@alaneadamsbooks
@danwuori
@marwilliamson
@dcostran
@ashleyallgaier
@caffeinateteach
@bms_mrs_gill

Top Replied-To in G7:
@hrfahmedabad
@jordanbpeterson
@natreconofc
@nasa

Top Replied-To in G8:
@makeymakey
@ziguvega
@scotlandintops
@skilledspace
@msphillipshrce

Top Mentioned
Top Mentioned in Entire Graph:
@igred_org
@icodesouthlake
@_atanas_
@_sivasai
@blackwomeninai
@carolynscombs
@nature
@coding4kids_ph
@donorschoose
@griddlygames

Top Mentioned in G1:
@_atanas_
@_sivasai
@icodesouthlake
@blackwomeninai
@nature
@sallyeaves
@haroldsinnott
@wef
@coding4kids_ph
@gistfoundation

Top Mentioned in G2:
@griddlygames
@dailystem
@letstalkscience
@icodesouthlake
@twoclassychics
@dawn_mittsd
@vubblepop
@iconversations
@stemedmagazine
@fimorrison2

Top Mentioned in G3:
@igred_org
@hsermulardoh
@simibhandari2
@gistfoundation
@gavrishmelanie

Top Mentioned in G4:
@braincures
@proftimnoakes
@marikasboros
@academicparity
@ukri_ceo
@googleexpertuk
@reddit
@drumeshprabhu
@jeremyfarrar
@morimahmoudi

Top Mentioned in G5:
@ignite_casecomp
@platformsis
@syndicatedlyfe
@getmecoding
@besdakikadamat1
@gospacewatchuk
@brainynbright
@adnanalqadhi2
@house7cherries

Top Mentioned in G6:
@carolynscombs
@donorschoose
@kasmom24
@amazon
@kathari20033472
@lifesteam
@tmobile
@mrsveereads
@cherishtoday08
@mdsforthekids

Top Mentioned in G7:
@iascresonance
@nasa
@youbionic
@nanchatter
@tvmiiser
@iisermohali
@rudrasekhri
@atree_org
@blackwomeninai
@hanlonesq

Top Mentioned in G8:
@coding4kids_ph
@tinkercad
@microbit_edu
@lectrifyit
@kittenbot1
@2021octagon
@eduporium
@edsurge
@steamcolleen
@sammateducation

Top Mentioned in G9:
@sacnas
@usarmy
@thewocproject
@letstalkscience

Top Mentioned in G10:
@nsf
@energy
@usedgov
@cadrek12
@kryslwilliams
@uofalabama
@phokulani
@cdshawaiiedu
@uhmanoacoe
@uhmanoa

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marshawright
@cybersec_feeds
@hrblock_21
@chidambara09
@renaissancefai
@united
@femtech_
@delta
@xaelbot

Top Tweeters in G1:
@sectest9
@cybersec_feeds
@femtech_
@xaelbot
@codedailybot
@cybersecurityn8
@thedeveloperbot
@viralvideovlogs
@xandaolp
@discovertech3

Top Tweeters in G2:
@renaissancefai
@guardian
@cnbc
@yourpotofgold
@slehan
@rubylorikeet
@designthinkbot
@cindybearsden
@davidbflower
@3pennymovies

Top Tweeters in G3:
@nerdy_ian
@mr_abu233
@kwasinawil
@gyaigyimii
@jubertszn
@tailormarique
@_syfy_
@tonightoriginal
@_naneee_
@cuul_jay

Top Tweeters in G4:
@marshawright
@evankirstel
@businessinsider
@googleexpertuk
@marting8177
@ignaciovalle3
@gordontredgold
@telegraph
@lollydaskal
@terryelaineh1

Top Tweeters in G5:
@discoverself
@fred_bot_
@prettyhotpink6
@arress83
@wildnmild4u
@bamitav
@brucemirken
@forlorntheresa
@margaretwallace
@ricovmader

Top Tweeters in G6:
@tmobile
@terrillcharming
@jmhardinboston
@nplace1
@ynb
@thefakened
@craignewmark
@jedipadmaster
@towngirl772
@padillajredu

Top Tweeters in G7:
@rosenchild
@issaboveyou
@godfrey_g_
@mrtallerjerry
@sdreyse
@reartistron
@hubbucket
@education_24x7
@pyscalellc
@godsowntalk

Top Tweeters in G8:
@artificialbra1n
@coder_487
@jfsebastian146
@ricardo_ik_ahau
@sadasemb
@_gamicity_
@joykirr
@workshopshed
@cecilia_bocking
@scas

Top Tweeters in G9:
@wadakashiho
@readeatwriterun
@paleophile
@msn100ms46
@nicholaskhobb
@shaboom
@usarmy
@that_astro_chic
@coreywelch_stem
@books_gay

Top Tweeters in G10:
@ididwy
@hbcu_lifestyle
@nationalguard
@stephenasmith
@imovecar
@blackengineer
@uofalabama
@alabamaachieves
@energy
@trendabelle


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.