#stem, Twitter, 10/16/2020 5:24:35 PM, 238111


FAQ | Problem?

#stem_2020-10-16_07-13-47.xlsx
#stem_2020-10-16_07-13-47.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 16, 2020
Short Description:
#stem via NodeXL https://bit.ly/2T2L1rc
@stem_ai
@femtech_
@geoforthefuture
@dailystem
@junioreinsteins
@stemettes
@nasa
@findingada
@juanantonio_rr
@la_upm

Top hashtags:
#stem
#science
#adalovelaceday
#womeninstem
#stemeducation
#education
#engineering
#steam

Description:
Description
The graph represents a network of 8,075 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 Friday, 16 October 2020 at 14:26 UTC.

The requested start date was Friday, 16 October 2020 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 2-day, 4-hour, 44-minute period from Tuesday, 13 October 2020 at 15:03 UTC to Thursday, 15 October 2020 at 19:48 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 : 8075
Unique Edges : 5667
Edges With Duplicates : 11510
Total Edges : 17177
Number of Edge Types : 5
Tweet : 1691
Retweet : 4929
MentionsInRetweet : 7052
Replies to : 139
Mentions : 3366
Self-Loops : 1765
Reciprocated Vertex Pair Ratio : 0.0406693262411347
Reciprocated Edge Ratio : 0.0781599403684379
Connected Components : 1370
Single-Vertex Connected Components : 507
Maximum Vertices in a Connected Component : 3425
Maximum Edges in a Connected Component : 9538
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 7.158798
Graph Density : 0.000144039154845542
Modularity : 0.544649
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 8,075 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 Friday, 16 October 2020 at 14:26 UTC.

The requested start date was Friday, 16 October 2020 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 2-day, 4-hour, 44-minute period from Tuesday, 13 October 2020 at 15:03 UTC to Thursday, 15 October 2020 at 19:48 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:
[25] https://www.youtube.com/watch?v=s7meBIj1B5A&feature=youtu.be

[22] https://www.youtube.com/watch?v=6dvIVhW3KWc&feature=youtu.be

[22] http://iconversations.biz/denisempulliam.aspx
[19] https://www.youtube.com/watch?v=0HVLAlYQhQ8&feature=youtu.be

[17] https://www.youtube.com/watch?v=CxX5kO5Ou2g

[16] https://pages.razorpay.com/pl_FIZl5Lvm7NZ4Zp/view
[15] https://www.eventbrite.com/e/world-summit-on-women-girls-2020-international-day-of-the-girl-tickets-120023636929?utm_source=eventbrite&utm_medium=email&utm_campaign=post_old_publish&utm_content=fullLinkOldEmail
[15] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DT4bz31gitzY&q=EgS4SO-bGMSKmPwFIhkA8aeDS6K6PL89S0P-L_JZXM7obzOdDfPbMgFy
[15] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DW18YPgFdE00&q=EgS4SO-bGIrokvwFIhkA8aeDS13HgLif4eG661n0GXnta3yDwWKYMgFy
[13] https://www.youtube.com/watch?v=SsgpeVO20G4&feature=youtu.be


Top URLs in Tweet in G1:
[5] https://cessas.co/novedades/coderz-amazon-cyber-robotics-challenge/
[4] https://linktr.ee/thebadnewsb
[2] https://spacecenter.org/outreach/distance-learning/
[2] https://catalyst.phrma.org/new-report-the-biopharmaceutical-industrys-sustained-commitment-to-inspiring-and-advancing-tomorrows-stem-workforce?utm_campaign=Subscribe&utm_medium=email&_hsmi=97191948&_hsenc=p2ANqtz-9-jc3PveEmtVanag1Uya2WSEt2OKgBBKYKInwozCvrKWtfHj8yMxK4RDcjTmMRqK2RufrqvK4dnV54lkudb0gaN_fWiw&utm_content=97191948&utm_source=hs_email
[2] https://messyblog.uk/little-tikes-stem-jr-wonder-lab-review/
[2] https://www.standard.co.uk/futurelondon/stem/jobs-in-stem-aerospace-systems-engineer-a4568701.html
[2] https://www.impactboom.org/blog/2019/8/13/regina-honu-on-challenging-gender-norms-using-social-enterprise-to-tackle-complex-problems-in-africa
[2] https://twitter.com/TinocoGRogelio/status/1316738836177858560
[2] https://playzenik.com/
[2] http://schoolconstructionnews.com/2020/10/07/socal-university-wraps-71-5m-science-building/

Top URLs in Tweet in G2:
[22] http://iconversations.biz/denisempulliam.aspx
[13] https://stemettes.org/explore/
[5] https://en.wikipedia.org/wiki/Women_in_STEM_fields
[5] https://www.standard.co.uk/futurelondon/stem/jobs-in-stem-aerospace-systems-engineer-a4568701.html
[5] https://twitter.com/_Obashi/status/1316348372069081094
[4] https://www.findmypast.co.uk/careers
[4] https://www.amazon.com/Project-Hackathon-Coding-Supergirls-Aggarwal/dp/0578755084/ref=tmm_pap_swatch_0?_encoding=UTF8&qid=1601494042&sr=8-1
[3] http://iconversations.biz/DeniseMPulliam.aspx
[3] https://www.womentech.net/nominee/Natoshia/Anderson/2935#.X4XXTt2BiH9.twitter
[2] https://tiny.cc/ProjectKuongoza

Top URLs in Tweet in G3:
[15] https://www.eventbrite.com/e/world-summit-on-women-girls-2020-international-day-of-the-girl-tickets-120023636929?utm_source=eventbrite&utm_medium=email&utm_campaign=post_old_publish&utm_content=fullLinkOldEmail
[7] https://cmich.webex.com/mw3300/mywebex/personalroom/personalroom.do?siteurl=cmich&AT=meet&username=horan1bm
[5] https://link.medium.com/y4wPOjDkBab
[5] https://blog.explorelearning.com/2020/10/how-to-help-girls-see-themselves-in-stem/?utm_source=hootsuite&utm_medium=explorelearning&utm_term=&utm_content=&utm_campaign=2019-content-article
[5] https://www.vubblepop.com/share?v=134691&h=Let's%20Talk%20Science&r=https://letstalkscience.ca/educational-resources/video-channels/stem-channel-all-videos&t=@letstalkscience
[4] http://www.intelino.com/
[4] https://www.vubblepop.com/share?v=134768&h=Let's%20Talk%20Science&r=https://letstalkscience.ca/educational-resources/video-channels/stem-channel-all-videos&t=@letstalkscience
[4] https://patreon.com/Lybotics
[4] https://motherhoodtherealdeal.com/parenthood/a-different-kind-of-boy-challenging-gender-stereotypes-in-childhood/
[3] https://www.donorschoose.org/project/wed-love-to-infuse-3d-printing-into-our/5233541/?utm_source=dc&utm_medium=twitter&utm_campaign=project&utm_term=teacher_3582244&rf=twitter-dc-2020-10-project-teacher_3582244&challengeid=20764587&_branch_match_id=link-844629536095471236

Top URLs in Tweet in G4:
[20] https://www.youtube.com/watch?v=6dvIVhW3KWc&feature=youtu.be

[17] https://www.youtube.com/watch?v=0HVLAlYQhQ8&feature=youtu.be

[16] https://pages.razorpay.com/pl_FIZl5Lvm7NZ4Zp/view
[15] https://www.youtube.com/watch?v=CxX5kO5Ou2g

[14] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DW18YPgFdE00&q=EgS4SO-bGIrokvwFIhkA8aeDS13HgLif4eG661n0GXnta3yDwWKYMgFy
[14] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DT4bz31gitzY&q=EgS4SO-bGMSKmPwFIhkA8aeDS6K6PL89S0P-L_JZXM7obzOdDfPbMgFy
[12] https://www.youtube.com/watch?v=SsgpeVO20G4&feature=youtu.be

[9] https://www.youbionic.com/
[8] https://www.linkedin.com/pulse/rage-rant-kids-coding-ads-santa-santosh-avvannavar
[5] https://www.qtlearn.in/

Top URLs in Tweet in G6:
[4] https://blog.neolms.com/exploring-new-ideas-and-skills-in-the-summer/
[4] https://www.k12prospects.com/?utm_source=twitter&utm_medium=posting-image&utm_campaign=quick-facts&utm_content=textlink
[4] https://www.k12prospects.com/LP/Reduce-K12-Email-Unsubscribers/How-to-Reduce-K12-Marketing-Email-Unsubscribers.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=reduce-k12-email-unsubscribers&utm_content=textlink
[4] https://steampoweredpoetry.com/rollercoaster/
[3] https://www.edutopia.org/article/using-human-centered-strategies-adapt-science-lessons-remote-learning
[3] https://edtech4future.com/
[3] https://edu.rsc.org/teacher-pd/live-online-courses
[3] https://www.blogtalkradio.com/edutalk/2020/10/13/creating-a-culture-of-stem-amidst-covid-for-the-students-in-clarendon-county-sc
[2] https://www.eschoolnews.com/2020/10/13/stem-in-the-time-of-covid-how-one-district-keeps-innovating-in-the-weirds/?utm_content=bufferaeff4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://alicekeeler.com/2020/09/23/student-created-videos-with-getzigazoo-by-rdene915/

Top URLs in Tweet in G7:
[9] https://www.amtnews.org/post/amt-members-can-make-a-difference-with-the-mentor-matching-engine?utm_content=142339801&utm_medium=social&utm_source=twitter&hss_channel=tw-2280819918
[5] https://youtu.be/G38fc1lLdtw
[3] https://www.nasef.org/learning/rube-goldberg/
[2] https://twitter.com/tcvscotland/status/1316690446257655808
[2] http://dailystem.com/news/
[2] http://dailystem.com/resources/
[2] https://www.participate.com/live-stream
[2] https://twitter.com/greggbehr/status/1316161028451979265
[1] https://arenaccommunitycenter.org/contact-us
[1] https://www.stempipeline.com/calendar/2020-10/

Top URLs in Tweet in G8:
[2] https://twitter.com/disinhighered/status/1316565298959523841
[1] https://www.sacnas.org/2020/10/12/sacnas-honors-distinguished-awardees-at-2020-national-diversity-in-stem-conference/
[1] https://www.sacnas.org/what-we-do/conference/
[1] https://twitter.com/500QueerSci/status/1314640647073095680

Top URLs in Tweet in G9:
[2] http://www.usgs.gov/earthscienceweek?utm_source=hootsuite&utm_medium=twitter&utm_term=9ee13ddf-236a-4bdd-82e3-b1e39568a7c3&utm_content=usgs_yes&utm_campaign=Earth-Science-Week-2020
[1] https://www.usgs.gov/science-explorer-results?es=I%20Am%20A&utm_source=hootsuite&utm_medium=twitter&utm_term=d8587414-14a1-4a87-b023-7bb901f0205b&utm_content=usgs_yes&utm_campaign=Earth-Science-Week-2020
[1] http://www.usgs.gov/scavengerhunt?utm_source=hootsuite&utm_medium=twitter&utm_term=3ce1c0e1-52ab-47b3-a767-c781abf243b2&utm_content=usgs_yes&utm_campaign=Earth-Science-Week-2020
[1] https://www.usgs.gov/science-support/osqi/yes/resources-teachers/find-a-feature-fossil?utm_source=hootsuite&utm_medium=twitter&utm_term=4973ab34-989d-4cf2-a804-05e0b1ff81f5&utm_content=usgs_yes&utm_campaign=Earth-Science-Week-2020
[1] https://twitter.com/USGS/status/1316778494706188288
[1] http://www.usgs.gov/scavengerhunt?utm_source=hootsuite&utm_medium=twitter&utm_term=f66cb6e7-d421-4b7b-9b59-f3ba5cc81a68&utm_content=usgs_yes&utm_campaign=Earth-Science-Week-2020
[1] https://twitter.com/FestofGeology/status/1316772981356597248
[1] https://tweetedtimes.com/charlesgare40?s=tnp

Top URLs in Tweet in G10:
[11] https://zoom.us/webinar/register/WN_kvlxnxPaQEyFayCQfGggvw
[1] https://www.junioreinsteinsscienceclub.com/
[1] https://twitter.com/STEM2Crisis/status/1316071308346753027
[1] https://www.eventbrite.ie/e/ray-day-1-gamma-rays-with-the-school-of-looking-invisible-light-tickets-124526338631
[1] https://twitter.com/michaeljwaldron/status/1316508348934750211
[1] https://kerrycollege.ie/full-time-courses/diploma-in-software-development-full-stack/
[1] https://kerryscitech.com/kerryscitech-celebrates-national-womens-enterprise-day/
[1] https://www.eventbrite.ie/e/a-hitchhikers-guide-to-the-galaxy-of-mathematics-registration-124077058823?utm-medium=discovery&utm-campaign=social&utm-content=attendeeshare&aff=estw&utm-source=tw&utm-term=listing
[1] https://www.instagram.com/stories/wistemsocietyucc/2419614984245288507?igshid=1ubc2w4y8haro
[1] https://www.halifaxcourier.co.uk/read-this/today-ada-lovelace-day-heres-everything-you-need-know-about-it-3001411

Top Domains
Top Domains in Tweet in Entire Graph:
[399] twitter.com
[178] youtube.com
[135] google.com
[73] co.uk
[58] zoom.us
[51] vubblepop.com
[43] linkedin.com
[33] eventbrite.com
[28] amazon.com
[27] instagram.com

Top Domains in Tweet in G1:
[62] twitter.com
[16] youtube.com
[15] co.uk
[13] instagram.com
[12] linkedin.com
[11] careerarc.com
[10] google.com
[6] nsf.gov
[6] com.au
[5] amazon.com

Top Domains in Tweet in G2:
[32] twitter.com
[25] iconversations.biz
[15] co.uk
[13] stemettes.org
[10] wikipedia.org
[6] linkedin.com
[6] instagram.com
[5] ibm.com
[4] amazon.com
[3] nasa.gov

Top Domains in Tweet in G3:
[50] vubblepop.com
[36] twitter.com
[17] eventbrite.com
[14] youtube.com
[10] co.uk
[9] donorschoose.org
[9] google.com
[7] webex.com
[6] medium.com
[6] nasa.gov

Top Domains in Tweet in G4:
[83] google.com
[71] youtube.com
[16] razorpay.com
[16] wordpress.com
[11] twitter.com
[11] linkedin.com
[9] youbionic.com
[5] qtlearn.in
[5] oyladigital.com
[3] cybersquare.org

Top Domains in Tweet in G6:
[15] woobox.com
[11] twitter.com
[10] eduporium.com
[8] k12prospects.com
[5] steampoweredpoetry.com
[4] neolms.com
[4] edtech4future.com
[3] edutopia.org
[3] gettingsmart.com
[3] rsc.org

Top Domains in Tweet in G7:
[10] twitter.com
[9] amtnews.org
[5] youtu.be
[4] dailystem.com
[3] nasef.org
[2] stempipeline.com
[2] participate.com
[1] arenaccommunitycenter.org
[1] amazon.com
[1] nasa.gov

Top Domains in Tweet in G8:
[3] twitter.com
[2] sacnas.org

Top Domains in Tweet in G9:
[6] usgs.gov
[2] twitter.com
[1] tweetedtimes.com

Top Domains in Tweet in G10:
[11] zoom.us
[3] twitter.com
[2] eventbrite.ie
[1] junioreinsteinsscienceclub.com
[1] kerrycollege.ie
[1] kerryscitech.com
[1] instagram.com
[1] co.uk
[1] pbs.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5071] stem
[483] science
[477] adalovelaceday
[289] womeninstem
[265] stemeducation
[242] education
[223] engineering
[219] steam
[192] coding
[175] technology



Top Hashtags in Tweet in G1:
[609] stem
[79] science
[45] stemeducation
[36] engineering
[36] steam
[34] education
[28] adalovelaceday
[25] womeninstem
[18] technology
[17] robotics

Top Hashtags in Tweet in G2:
[314] stem
[114] adalovelaceday
[93] womeninstem
[40] womenintech
[33] girlsinstem
[32] science
[22] intuwit
[22] ald20
[18] octoberexplore
[17] programming

Top Hashtags in Tweet in G3:
[436] stem
[77] science
[74] stemeducation
[51] stemed
[44] education
[30] steam
[29] smartvideo
[25] engineering
[25] explainer
[20] technology

Top Hashtags in Tweet in G4:
[206] stem
[121] coding
[84] programming
[66] 100daysofcode
[63] technology
[57] qtpi
[47] science
[46] robotics
[42] adalovelaceday
[38] developer

Top Hashtags in Tweet in G5:
[258] stem
[2] stemeducation
[1] bidenharris2020
[1] aaasforum
[1] immigration
[1] joke

Top Hashtags in Tweet in G6:
[151] stem
[26] k12
[21] education
[20] distancelearning
[19] edtech
[16] edchat
[16] steam
[16] science
[13] coding
[12] learning

Top Hashtags in Tweet in G7:
[123] stem
[15] steam
[12] dailystem
[11] equatio
[11] feedback
[10] art
[7] greatlakesbayregion
[6] remotelearning
[6] engineering
[6] tech

Top Hashtags in Tweet in G8:
[55] stem
[38] lgbtqia
[38] ndsu
[31] sacnas2020
[6] hispanicheritagemonth
[6] lgbtq
[3] neuroscience
[2] dog
[2] science
[2] truediversity

Top Hashtags in Tweet in G9:
[23] science
[22] stem
[17] women
[17] technology
[12] engineering
[12] maths
[11] earthscienceweek
[9] adalovelaceday
[8] usgs
[7] k12

Top Hashtags in Tweet in G10:
[38] stem
[11] smartcork
[11] artificialintelligence
[9] dayofthegirl
[9] kerry
[5] junioreinsteins
[4] womeninstem
[4] uccopenday
[4] beginbecomebelong
[4] uccsefs

Top Words
Top Words in Tweet in Entire Graph:
[5062] #stem
[757] stem
[677] today
[641] women
[556] students
[552] phd
[534] more
[514] science
[489] #science
[472] #adalovelaceday

Top Words in Tweet in G1:
[609] #stem
[89] stem
[79] #science
[60] more
[56] students
[49] science
[48] today
[45] #stemeducation
[36] women
[36] #engineering

Top Words in Tweet in G2:
[314] #stem
[189] stemettes
[129] women
[114] #adalovelaceday
[93] #womeninstem
[78] today
[72] dmp
[68] iconversations
[62] happy
[55] ada

Top Words in Tweet in G3:
[436] #stem
[78] #science
[74] #stemeducation
[69] students
[59] join
[51] #stemed
[49] ht
[48] stem
[48] more
[46] letstalkscience

Top Words in Tweet in G4:
[206] #stem
[173] qtpiofficial
[149] try
[146] coding
[121] #coding
[117] hour
[91] project
[89] learn
[88] sprite
[84] #programming

Top Words in Tweet in G5:
[512] phd
[259] alyssashearer4
[258] #stem
[256] apparently
[256] bidden
[256] harris
[256] proposal
[256] give
[256] international
[256] candidates

Top Words in Tweet in G6:
[151] #stem
[44] learning
[40] learn
[29] wonderworkshop
[26] #k12
[25] more
[25] free
[25] book
[24] join
[22] provide

Top Words in Tweet in G7:
[123] #stem
[62] dailystem
[44] teachers
[40] kids
[37] hey
[26] machine
[25] today
[22] join
[21] learning
[20] check

Top Words in Tweet in G8:
[92] talk
[82] today
[59] disinhighered
[56] over
[56] account
[55] #stem
[54] sampson_dog
[54] mom
[41] interested
[39] looking

Top Words in Tweet in G9:
[188] made
[95] check
[94] smartphone
[94] actually
[94] stuff
[94] come
[93] geoforthefuture
[93] awes
[23] #science
[22] #stem

Top Words in Tweet in G10:
[38] #stem
[35] stem
[26] day
[23] ucc
[22] looking
[18] part
[17] students
[17] take
[17] videos
[17] talking

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[259] #stem,phd
[258] international,#stem
[258] earn,phd
[256] apparently,bidden
[256] bidden,harris
[256] harris,proposal
[256] proposal,give
[256] give,international
[256] phd,candidates
[256] candidates,earn

Top Word Pairs in Tweet in G1:
[28] #stem,#stemeducation
[17] #stem,#steam
[16] #stem,#science
[15] #steam,#stem
[14] #science,#stem
[12] learn,more
[12] #stem,#womeninstem
[11] science,technology
[10] technology,engineering
[9] women,#stem

Top Word Pairs in Tweet in G2:
[48] happy,#adalovelaceday
[41] stemettes,inspirational
[41] inspirational,role
[41] role,model
[36] dmp,2019
[31] ada,lovelace
[28] women,#stem
[24] aerospace,engineer
[23] science,technology
[23] celebration,achievements

Top Word Pairs in Tweet in G3:
[44] ht,letstalkscience
[43] #science,#stem
[43] #stem,#stemed
[31] #stemed,#stemeducation
[19] #educational,#video
[19] #video,#smartvideo
[17] learn,more
[16] #stem,#science
[16] #stemeducation,#educational
[15] join,tomorrow

Top Word Pairs in Tweet in G4:
[117] try,hour
[94] hour,coding
[75] coding,trial
[68] trial,class
[44] loves,#coding
[44] sprite,lab
[44] lab,sprite
[40] qtpiofficial,sprite
[38] #programming,#developer
[34] project,using

Top Word Pairs in Tweet in G5:
[256] apparently,bidden
[256] bidden,harris
[256] harris,proposal
[256] proposal,give
[256] give,international
[256] international,#stem
[256] #stem,phd
[256] phd,candidates
[256] candidates,earn
[256] earn,phd

Top Word Pairs in Tweet in G6:
[20] enter,win
[19] win,dash
[19] dash,dot
[19] dot,robots
[19] robots,accessories
[19] accessories,wonderworkshop
[19] wonderworkshop,app
[19] app,learn
[19] learn,code
[19] code,challenges

Top Word Pairs in Tweet in G7:
[32] hey,teachers
[29] dailystem,hey
[19] #stem,learning
[18] teachers,weekend
[18] weekend,coming
[18] coming,soon
[18] soon,remind
[18] remind,kids
[18] kids,#stem
[18] learning,isn

Top Word Pairs in Tweet in G8:
[56] account,disinhighered
[38] looking,#lgbtqia
[38] #lgbtqia,professionals
[38] professionals,#stem
[38] #stem,interested
[38] interested,speaking
[38] speaking,virtually
[38] virtually,#ndsu
[38] #ndsu,chapter
[37] _along_the_way,looking

Top Word Pairs in Tweet in G9:
[94] smartphone,actually
[94] actually,made
[94] made,stuff
[94] stuff,made
[94] made,come
[94] come,check
[93] geoforthefuture,smartphone
[93] check,awes
[17] #women,#science
[17] #science,#technology

Top Word Pairs in Tweet in G10:
[17] ucc,stem
[17] stem,looking
[17] looking,students
[17] students,take
[17] take,part
[17] part,videos
[17] videos,talking
[17] talking,learnt
[17] learnt,journey
[17] journey,studying

Top Replied-To
Top Replied-To in Entire Graph:
@lythamhigh
@robotsitges
@oscarbadoino
@dbetteracademia
@stemconnector
@alyssashearer4
@levarburton
@btgroup
@marshablackburn
@sminaev2015

Top Replied-To in G1:
@robotsitges

Top Replied-To in G2:
@dbetteracademia
@getupskillme
@bbc_future
@physicsnews
@soarvalley16
@saifulchemistry
@batleygirls
@maccmuseums
@warwickdcs
@maxineroberts18

Top Replied-To in G3:
@dr_j_ojiambo
@ucsusa
@crconstru

Top Replied-To in G4:
@sminaev2015
@tropicsmagazine

Top Replied-To in G5:
@alyssashearer4

Top Replied-To in G6:
@carriewillis18
@uspto
@stjosephsns1
@pdstprimarystem
@mrswilsons2nd

Top Replied-To in G7:
@l80pdn
@mrsstonerocks
@chuckstoffle
@mrconnorgrant
@brfordscience
@jsg2050

Top Replied-To in G10:
@smarteduclub
@bigchats
@markosilberhand

Top Mentioned
Top Mentioned in Entire Graph:
@alyssashearer4
@qtpiofficial
@stemettes
@geoforthefuture
@oreilly_japan
@dailystem
@harvardoeb
@disinhighered
@sampson_dog
@iconversations

Top Mentioned in G1:
@thebadnewsb
@cessas_edu
@besdakikadamat1
@hmgsouthwest
@manyskills1701
@habitatmarte
@getmecoding
@messybloguk
@aitcinc
@almssila

Top Mentioned in G2:
@stemettes
@iconversations
@nasa
@hania_6d
@stemiafrica
@ibm
@blackhairsalons
@aimafidon
@blackbarbershop
@elish_ihs

Top Mentioned in G3:
@letstalkscience
@jmfleadership
@pltworg
@aises
@qtpiofficial
@cmuniversity
@donorschoose
@lybotics
@mass_stemhub
@vubblepop

Top Mentioned in G4:
@qtpiofficial
@anumsarmadmalik
@learnography
@frisesally
@marinella_maria
@mariangelasant8
@angelicagallegs
@yukarikingdom18
@mhall55nine
@eoff_sylvia

Top Mentioned in G5:
@alyssashearer4
@witnessing_self

Top Mentioned in G6:
@wonderworkshop
@rdene915
@clever_books
@pdstprimarystem
@rtejr
@poetweet4
@anitaaminkidlit
@ms_eduirl
@msajolliffe
@justinrcolon

Top Mentioned in G7:
@dailystem
@texthelp
@participate
@p
@science_a_thon
@th_louiss
@biannacardinale
@50ttdbradford
@imts_smartforce
@sandylaneps1

Top Mentioned in G8:
@disinhighered
@sampson_dog
@sacnas
@_along_the_way
@joeyramp
@apsphysiology
@brunodra
@oregonstate
@bcmhouston
@sdc

Top Mentioned in G9:
@geoforthefuture
@ice_engineers
@earthsciweek
@usgs_yes
@cipr_uk
@cipr_stem
@geolsoc
@usgs
@geolassoc
@rockwatchclub

Top Mentioned in G10:
@sefsucc
@kerry_scitech
@smartcork
@un_women
@tyndallinstitut
@ucc
@un
@silyld
@ucdmathstat
@teamwork

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@paul_cude
@filafresh
@sectest9
@cowboyscifibot
@huskorkut
@javascriptd
@monicasloves
@ejlazar
@quibellpaul

Top Tweeters in G1:
@dataaugmented
@grattongirl
@sms2sms
@manyskills1701
@microstocka
@cbarrows
@thomascmurray
@repealist_
@conversationus
@marciafrobinson

Top Tweeters in G2:
@femtech_
@codernotesbot
@stevejacksonva
@time
@all435reps
@wsj
@dreammex
@womencodersbot
@wordfinga
@academicchatter

Top Tweeters in G3:
@el_pais
@washingtonpost
@moonlightlady2
@staplesstores
@jacobussystems
@davidvorpe65
@riverrmann
@wef
@writingrobot
@agargmd

Top Tweeters in G4:
@sectest9
@huskorkut
@monicasloves
@ejlazar
@cybersec_feeds
@mhall55nine
@aaroncuddeback
@nieuwemarlean
@jilliemary
@marienassar_

Top Tweeters in G5:
@filafresh
@gonzalobarria
@themuslimhippie
@pkanagaratnam
@beeeender
@_kaity_mae
@christin210
@vinkyenkyehene
@macilree
@thebiologistisn

Top Tweeters in G6:
@momsfocus
@alicekeeler
@maelorin
@dahlingitsme
@rdene915
@stem_nastics
@google
@dtdelosh
@buncee
@ashtonlee2333

Top Tweeters in G7:
@ssxman2
@stephencgill
@korytellers
@gurdur
@carbonsaveruk
@fortivus
@kayan2727
@mraspinall
@schoolsmichigan
@sallyeaves

Top Tweeters in G8:
@xoahubeachx
@kerryannsmith1
@lgbtqplusbot
@mikesimap
@cloreenbacnskin
@crazymarchian
@winter_phoenix8
@divaminor
@haziqahhhhhhh
@audreyrsutton

Top Tweeters in G9:
@astridbears
@mrtruo
@bcreative10
@rosasxoso
@thebearjieux
@javileon111
@nint__
@loreto_prez
@deepakanand
@cipr_uk

Top Tweeters in G10:
@irishtimes
@bot_innovation
@ft
@scieducation1
@quasagroup
@pbs
@un
@sciam
@un_women
@natgeo