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#stem_2021-02-26_07-27-22.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
February 26, 2021
Short Description:
#stem via NodeXL https://bit.ly/3bGOsMT
@stem_ai
@femtech_
@braincures
@womeninstemsa
@blackwomeninai
@fvdemocratie
@stemambassadors
@nasa
@in_stemm
@b0tsci

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

Description:
Description
The graph represents a network of 8,190 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, 26 February 2021 at 15:40 UTC.

The requested start date was Friday, 26 February 2021 at 01:01 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, 6-hour, 34-minute period from Tuesday, 23 February 2021 at 18:24 UTC to Friday, 26 February 2021 at 00:59 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 : 8190
Unique Edges : 6580
Edges With Duplicates : 11715
Total Edges : 18295
Number of Edge Types : 5
Retweet : 5002
MentionsInRetweet : 7656
Tweet : 1737
Mentions : 3726
Replies to : 174
Self-Loops : 1811
Reciprocated Vertex Pair Ratio : 0.0362239297475302
Reciprocated Edge Ratio : 0.0699152542372881
Connected Components : 1338
Single-Vertex Connected Components : 470
Maximum Vertices in a Connected Component : 4054
Maximum Edges in a Connected Component : 11774
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.643074
Graph Density : 0.000154828143593561
Modularity : 0.543674
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 8,190 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, 26 February 2021 at 15:40 UTC.

The requested start date was Friday, 26 February 2021 at 01:01 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, 6-hour, 34-minute period from Tuesday, 23 February 2021 at 18:24 UTC to Friday, 26 February 2021 at 00:59 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:
[30] https://www.weforum.org/reports/the-future-of-jobs-report-2020
[28] https://www.blackwomeninai.com/membership
[21] https://www.instagram.com/accounts/login/
[18] https://teckedin.com
[16] https://www.twitch.tv/mrbogski
[14] https://construyenpais.com/mujeres-cientificas-relegadas-por-la-desigualdad-de-genero/
[13] https://www.bna.org.uk/mediacentre/news/leicester-letter/
[12] https://www.linkedin.com/slink?code=dYxGrec
[10] https://twitch.tv/nickelodeon
[10] https://sites.temple.edu/care/owl/

Top URLs in Tweet in G1:
[6] https://cellfiemagazine.wixsite.com/blog/post/immunotherapy
[5] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2FEmpoweringGirlsInMathAndScience%2Fposts%2F4080852991926072
[5] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2FEmpoweringGirlsInMathAndScience%2Fposts%2F4080948621916509
[5] https://www.twitch.tv/freckledscience
[5] https://www.thefriendlysharklady.com/
[5] https://www.stem.org.uk/cpd/491593/nhs-careers-cpd-event
[4] https://www.blackwomeninai.com/membership
[3] https://twitter.com/PaigeBowers/status/1341533173948297216
[3] https://www.facebook.com/event_invite/14PSXQKp4/
[3] https://stemwomenkidlit.buzzsprout.com/1261109/8010439-laurie-wallmark-biographies-dinosaurs-computer-science

Top URLs in Tweet in G2:
[14] https://construyenpais.com/mujeres-cientificas-relegadas-por-la-desigualdad-de-genero/
[7] https://docs.google.com/forms/d/e/1FAIpQLSeAUxuiNQ1hMaxhhFXkvNH-d6tycvL001ad2opKR3H7rumb-w/viewform?usp=send_form
[5] http://bedtimemath.org/fun-math-ways-to-juggle
[5] https://roboquu.com/product/qscout.html
[4] https://yonkersfun.com/2020/11/17/neh-digital-humanities-national-or-regional-training-program-grants-deadline-march-2/
[4] https://erinraab.medium.com/designing-schools-for-human-flourishing-a-thriving-democracy-7db8a1eecc3b
[3] https://www.ieee-pes.org/oajpe-volume-8
[3] https://www.amazon.com/What-Technology-T-Ashley-OConnor/dp/1734320605/ref=mp_s_a_1_1?dchild=1&keywords=what+is+technology+ashley+oconnor&qid=1614122845&sr=8-1
[3] https://blog.neolms.com/7-ways-to-explore-and-create-with-augmented-and-virtual-reality/
[3] https://docs.google.com/presentation/d/1GbjO6OhqLUok89lFir_8Q1hPhVAGPUxcBS03K4uP6_Q/edit?usp=sharing

Top URLs in Tweet in G3:
[9] https://www.instagram.com/accounts/login/
[5] https://www.teacherspayteachers.com/Product/Specific-Heat-and-Construction-6616831
[3] https://www.amazon.co.uk/dp/B08WV2W5T8/ref=tmm_pap_swatch_0?_encoding=UTF8&qid=1613655951&sr=8-1
[2] https://www.youtube.com/watch?v=rPyVhVkaOq8&feature=youtu.be

[2] https://www.thecatalystinme.com/single-post/should-i-do-more-or-less-tcim-career-plan
[2] https://twitter.com/bencichy/status/1362932982646853634
[2] https://www.scottsdalecc.edu/news/2021/25th-annual-math-science-field-day
[2] https://summerscience.org/
[2] https://twitter.com/AstronautAbby/status/1362772504914362368
[2] https://www.usatoday.com/story/tech/2020/02/27/how-black-engineer-forever-changed-video-game-consoles/4752682002/

Top URLs in Tweet in G4:
[30] https://www.weforum.org/reports/the-future-of-jobs-report-2020
[23] https://www.blackwomeninai.com/membership
[16] https://teckedin.com
[14] https://www.twitch.tv/mrbogski
[12] https://www.linkedin.com/slink?code=dYxGrec
[10] https://twitch.tv/nickelodeon
[9] https://www.computer.org/cfp/services2021?source=cssocial
[8] https://www.weforum.org/agenda/2021/02/women-stem-covid-19-un?utm_source=twitter&utm_medium=social_scheduler&utm_term=Gender+Parity&utm_content=23/02/2021+08:00
[6] https://www.vubblepop.com/share?v=138331&h=Let's%20Talk%20Science&r=https://letstalkscience.ca/educational-resources/video-channels/stem-channel-all-videos&t=@letstalkscience
[6] Smartforce

Top URLs in Tweet in G5:
[1] https://twitter.com/Rutger_zelf/status/1364283393081507844

Top URLs in Tweet in G6:
[7] https://www.etsy.com/ChrissySparksArt/listing/968179781/orion-constellation-wood-slice-painting?utm_campaign=Share&utm_medium=social_organic&utm_source=MSMT&utm_term=so.smt&share_time=1614187992000
[3] https://learningscratch519975251.wordpress.com/2021/02/26/the-official-raspberry-pi-beginners-guide/
[3] https://thetechlady-km.blogspot.com/2021/02/black-history-month-virtual-gallery.html
[2] https://inventitchallenge.cricketmedia.com/?mkt_tok=eyJpIjoiT0RRME5tVm1aRGRpWlRNNCIsInQiOiJXYjR6dUtWeUZldXdmcUpoTHd4anZ6RHp0MVFvVjFFRitzckVmaDBFaExHVFJ3Rzc3aW52MUhCc01rWEpidjdoMmN3Vk9LZm10WnlPa2xkTWE5TUljem9sNUUrdXIwT3kxWklyWnJpQ2IxNklLNnZrQzlHdjF2WXlocU1TN2FLWiJ9
[2] https://twitter.com/kelseyhuse30/status/1364669988410327040
[2] https://www.youtube.com/watch?v=6U45m_Xtyjk&feature=youtu.be

[1] https://www.eschoolnews.com/2021/02/17/nova-launches-national-youth-science-communication-initiative-nova-science-studio/
[1] https://www.facebook.com/coding4kids.ph
[1] https://twitter.com/coding4kids_ph/status/1363741999510134788
[1] https://www.youtube.com/watch?v=HGAI8zsBS5Q&feature=youtu.be


Top URLs in Tweet in G7:
[5] https://www.nasa.gov/audience/foreducators/topnav/materials/listbytype/African_American_Astronauts.html
[3] https://amzn.com/dp/B01B41I4NI
[3] https://www.youtube.com/watch?v=xkt3ETonyOk&feature=youtu.be

[2] https://twitter.com/nasaarmstrong/status/1365034937280126977
[2] http://www.nasa.gov/press-release/nasa-to-honor-hidden-figure-mary-w-jackson-during-headquarters-naming-ceremony
[2] https://www.nasa.gov/stem/foreducators/k-12/index.html
[2] https://twitter.com/NASA/status/1362507074807205909
[1] https://twitter.com/notabombbunke/status/1364378169751527429
[1] https://twitter.com/padillajredu/status/1364457036155551745
[1] https://www.bonfire.com/taylor-richardson/

Top URLs in Tweet in G8:
[1] https://en.unesco.org/news/unesco-research-shows-women-career-scientists-still-face-gender-bias
[1] https://twitter.com/LaurierWinS/status/1364657197519667205
[1] https://www.nserc-crsng.gc.ca/NSERC-CRSNG/FundingDecisions-DecisionsFinancement/2020/SciComm_eng.asp
[1] https://www.digital-science.com/blog/perspectives/bhm-2021-bantam-elias-kagabo/?utm_source=hootsuite&utm_medium=twitter&utm_campaign=general&utm_term=digitalsci
[1] https://www.digital-science.com/blog/perspectives/bhm-2021-nira-chamberlain/?utm_source=hootsuite&utm_medium=twitter&utm_campaign=general&utm_term=digitalsci
[1] http://wiseatlantic.ca/events/
[1] https://www.eventbrite.ca/e/girls-get-wise-science-retreat-registration-138852683113
[1] https://www.runtheworld.today/app/invitation/12298

Top URLs in Tweet in G9:
[2] https://dronelegends.com/the-curriculum
[2] https://opendoor.asu.edu/
[1] https://spencerauthor.com/creative-assessment/
[1] https://www.linkedin.com/slink?code=eN_ngnT
[1] https://paper.li/stemdotorg?read=https%3A%2F%2Fwww.nbcdfw.com%2Fnews%2Fstem%2Fwant-free-stem-activities-check-with-your-local-library%2F2561003%2F
[1] https://news.mercer.edu/college-of-education-collaborates-with-macons-real-impact-center-to-get-young-girls-interested-in-stem/
[1] https://www.eventbrite.com/e/why-are-we-still-talking-about-the-stem-gap-in-the-workforce-tickets-140036459821
[1] https://paper.li/stemdotorg?read=https%3A%2F%2Fwww.newsherald.com%2Fstory%2Fnews%2Feducation%2F2021%2F02%2F23%2Fpanama-city-florida-bay-high-school-stem-building-name-st-joe-community-foundation%2F4508473001%2F
[1] https://www.nps.gov/articles/000/grand-canyon-national-park-features-trans-canyon-waterline-to-celebrate-engineers-week-2021.htm
[1] https://paper.li/stemdotorg?read=https%3A%2F%2Fwww.newstribune.info%2Fstory%2Fnews%2F2021%2F02%2F24%2Fvirtual-stem-festival-features-flying-friends-and-foes%2F4576177001%2F

Top URLs in Tweet in G10:
[4] http://cimss.ssec.wisc.edu/education/goesr/vsf.html
[3] https://www.acps.k12.va.us/Page/3620
[2] https://twitter.com/EPAresearch/status/1364280235655593993
[2] https://twitter.com/NYPAenergy/status/1364232550277914625
[2] https://www.uspto.gov/learning-and-resources/kids-educators/noche-de-ciencias-2021-0
[1] https://www.nypa.gov/news/press-releases/2021/20210223-ptech
[1] https://twitter.com/nypaenergy/status/1364947129941245954
[1] https://twitter.com/nypaenergy/status/1365080847376928768
[1] https://www.epa.gov/sciencematters/researchers-work
[1] https://twitter.com/ACPSk12/status/1363866261315330049

Top Domains
Top Domains in Tweet in Entire Graph:
[467] twitter.com
[86] youtube.com
[78] google.com
[61] co.uk
[47] linkedin.com
[41] facebook.com
[41] weforum.org
[35] nasa.gov
[34] twitch.tv
[33] org.uk

Top Domains in Tweet in G1:
[50] twitter.com
[19] facebook.com
[9] org.uk
[7] twitch.tv
[7] co.uk
[6] linkedin.com
[6] wixsite.com
[6] google.com
[5] thefriendlysharklady.com
[5] eventbrite.com

Top Domains in Tweet in G2:
[61] twitter.com
[17] google.com
[14] youtube.com
[14] construyenpais.com
[8] roboquu.com
[7] nasa.gov
[6] yonkersfun.com
[5] bedtimemath.org
[5] co.uk
[5] careerarc.com

Top Domains in Tweet in G3:
[87] twitter.com
[18] youtube.com
[11] co.uk
[10] google.com
[9] instagram.com
[9] teacherspayteachers.com
[8] linkedin.com
[3] zoom.us
[3] nasa.gov
[3] facebook.com

Top Domains in Tweet in G4:
[40] weforum.org
[24] twitch.tv
[23] blackwomeninai.com
[16] teckedin.com
[16] linkedin.com
[14] vubblepop.com
[12] robotlab.com
[12] computer.org
[9] eduporium.com
[6] forbes.com

Top Domains in Tweet in G5:
[1] twitter.com

Top Domains in Tweet in G6:
[11] twitter.com
[8] youtube.com
[7] etsy.com
[4] wordpress.com
[4] blogspot.com
[3] cospaces.io
[3] cricketmedia.com
[1] eschoolnews.com
[1] facebook.com
[1] twitch.tv

Top Domains in Tweet in G7:
[17] nasa.gov
[13] twitter.com
[4] youtube.com
[3] amzn.com
[3] nytimes.com
[2] google.com
[2] engadget.com
[1] bonfire.com
[1] girlstart.org
[1] jsums.edu

Top Domains in Tweet in G8:
[2] digital-science.com
[1] unesco.org
[1] twitter.com
[1] gc.ca
[1] wiseatlantic.ca
[1] eventbrite.ca
[1] runtheworld.today

Top Domains in Tweet in G9:
[4] paper.li
[4] twitter.com
[2] dronelegends.com
[2] asu.edu
[1] spencerauthor.com
[1] linkedin.com
[1] mercer.edu
[1] eventbrite.com
[1] nps.gov
[1] futurism.com

Top Domains in Tweet in G10:
[10] twitter.com
[4] wisc.edu
[3] va.us
[2] epa.gov
[2] uspto.gov
[2] venturewell.org
[1] nypa.gov
[1] instagram.com
[1] shpe.org
[1] nae.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5341] stem
[448] science
[333] womeninstem
[306] steam
[257] engineering
[224] stemeducation
[205] education
[183] womeninscience
[168] edtech
[165] coding



Top Hashtags in Tweet in G1:
[551] stem
[216] womeninstem
[71] science
[58] womeninscience
[55] womenintech
[43] diversity
[41] steam
[41] girlsinstem
[41] scicomm
[39] coding

Top Hashtags in Tweet in G2:
[529] stem
[64] steam
[46] science
[31] stemeducation
[29] engineering
[28] education
[25] edtech
[21] scicomm
[20] eweek2021
[19] coding

Top Hashtags in Tweet in G3:
[575] stem
[45] stemeducation
[43] science
[36] steam
[28] education
[26] engineering
[20] math
[19] blackhistorymonth
[17] eweek2021
[16] pbl

Top Hashtags in Tweet in G4:
[287] stem
[126] 100daysofcode
[105] data
[95] edtech
[79] ai
[76] python
[71] womeninstem
[67] coding
[65] tech
[63] fintech

Top Hashtags in Tweet in G5:
[215] stem
[6] stemzeweg
[3] fvd
[3] stemwijzer2021
[3] echtdoorpakken
[2] corona
[2] stemnederlandterug
[2] klaarmetdejonge
[2] cda
[1] rutte3

Top Hashtags in Tweet in G6:
[112] stem
[19] space
[14] steam
[13] microbit
[13] science
[13] vr
[12] arduino
[11] countdowntomars
[10] coding
[10] stemeducation

Top Hashtags in Tweet in G7:
[101] stem
[27] science
[12] space
[7] nasa
[7] education
[7] diversity
[6] steam
[6] scientist
[6] scichat
[6] aerospace

Top Hashtags in Tweet in G8:
[101] stem
[81] womeninscience
[6] bhm
[4] choosescience
[3] 3/8/2021 12:00:00 AM
[3] internationalwomensday
[3] iwd2021
[3] internationaldayofwomeninscience
[2] nserc
[2] girlsgetwise

Top Hashtags in Tweet in G9:
[48] stem
[17] primarystemchat
[4] engineersweek
[4] cyber
[3] drone
[3] dailystemintelligencer
[3] scienceeveryday
[3] k2cantoo
[3] mondaymotivation
[3] physics

Top Hashtags in Tweet in G10:
[39] stem
[18] engineering
[7] virtualsciencefair
[5] diversity
[5] equity
[5] inclusion
[5] solar
[5] energystorage
[5] nochedeciencias
[5] nightofscience

Top Words
Top Words in Tweet in Entire Graph:
[5342] #stem
[741] stem
[638] students
[604] more
[575] science
[448] #science
[447] women
[439] today
[369] day
[364] learn

Top Words in Tweet in G1:
[552] #stem
[218] #womeninstem
[121] women
[106] stem
[95] today
[89] girls
[80] science
[79] join
[74] engineering
[72] day

Top Words in Tweet in G2:
[529] #stem
[80] students
[64] #steam
[63] stem
[57] check
[52] more
[46] #science
[46] great
[43] science
[41] engineering

Top Words in Tweet in G3:
[575] #stem
[72] stem
[66] more
[61] students
[49] science
[45] #stemeducation
[43] today
[43] #science
[40] learn
[38] school

Top Words in Tweet in G4:
[287] #stem
[164] blackwomeninai
[133] #100daysofcode
[112] #data
[95] #edtech
[79] #ai
[78] #womeninstem
[76] #python
[74] wef
[69] #tech

Top Words in Tweet in G5:
[215] #stem
[203] fvdemocratie
[201] ik
[198] partij
[197] waar
[197] mijn
[196] hierbij
[196] gaat
[196] definitief
[196] naar

Top Words in Tweet in G6:
[112] #stem
[30] nasapersevere
[19] check
[19] #space
[18] mars
[17] cospaces_edu
[14] physics
[14] #steam
[14] more
[13] #microbit

Top Words in Tweet in G7:
[101] #stem
[48] nasa
[27] #science
[27] american
[25] african
[17] first
[16] students
[13] space
[12] high
[12] #space

Top Words in Tweet in G8:
[101] #stem
[81] #womeninscience
[78] gender
[75] grant
[73] equal
[73] rights
[73] recognition
[73] access
[73] capital
[73] resources

Top Words in Tweet in G9:
[48] #stem
[17] #primarystemchat
[13] learning
[13] rachaellehr
[12] primarystemchat
[9] during
[9] standouted
[8] check
[8] stemdotorg
[7] legends

Top Words in Tweet in G10:
[39] #stem
[27] project
[24] 2021
[22] noaanceiclimate
[21] engineers
[20] students
[19] push
[18] girls
[18] #engineering
[18] many

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[199] mijn,#stem
[196] hierbij,gaat
[196] gaat,mijn
[196] #stem,definitief
[196] definitief,naar
[196] naar,partij
[196] partij,waar
[196] waar,ik
[196] ik,nooit
[196] nooit,verwacht

Top Word Pairs in Tweet in G1:
[36] #stem,#womeninstem
[30] #womeninstem,#stem
[30] introduce,girl
[30] #nisf21,#diversity
[29] #stem,#steam
[28] girl,engineering
[28] engineering,day
[28] #diversity,#inclusion
[27] furkankarayel,diversein
[26] #stem,#science

Top Word Pairs in Tweet in G2:
[28] #steam,#stem
[26] #stem,#steam
[18] #stem,#science
[16] mujeres,científicas
[16] científicas,relegadas
[16] relegadas,desigualdad
[16] desigualdad,género
[16] género,datos
[16] datos,organización
[16] organización,naciones

Top Word Pairs in Tweet in G3:
[28] #stem,#stemeducation
[26] #stem,#steam
[15] learn,more
[11] #stem,#science
[9] high,school
[9] #science,#stem
[8] #steam,#stem
[8] raj,little
[8] little,boy
[8] ages,#kindle

Top Word Pairs in Tweet in G4:
[71] #100daysofcode,#python
[70] #python,#data
[70] #data,#womeninstem
[57] artificial,intelligence
[50] #bwiai,#100daysofcode
[50] twitter,chat
[50] chat,#aichat
[50] #aichat,host
[50] closing,skills
[50] skills,gap

Top Word Pairs in Tweet in G5:
[197] mijn,#stem
[196] hierbij,gaat
[196] gaat,mijn
[196] #stem,definitief
[196] definitief,naar
[196] naar,partij
[196] partij,waar
[196] waar,ik
[196] ik,nooit
[196] nooit,verwacht

Top Word Pairs in Tweet in G6:
[12] #stem,#steam
[10] girls,pursue
[9] explore,nasapersevere
[8] #stem,#stemeducation
[8] object,viewer
[7] best,value
[7] value,#coding
[7] #coding,#robot
[7] #robot,durable
[7] durable,loose

Top Word Pairs in Tweet in G7:
[25] african,american
[10] #stem,#science
[9] high,school
[7] #science,#stem
[6] mary,jackson
[6] nasa,#scichat
[6] lewis,latimer
[6] latimer,african
[6] american,inventor
[6] inventor,electrical

Top Word Pairs in Tweet in G8:
[73] grant,#womeninscience
[73] #womeninscience,equal
[73] equal,rights
[73] rights,recognition
[73] recognition,access
[73] access,capital
[73] capital,resources
[73] resources,close
[73] close,gender
[73] gender,gap

Top Word Pairs in Tweet in G9:
[9] rachaellehr,primarystemchat
[8] #stem,learning
[5] circuitmess,nibble
[5] nibble,diy
[5] diy,game
[5] game,console
[5] console,perfect
[5] perfect,tool
[5] tool,home
[5] home,#stem

Top Word Pairs in Tweet in G10:
[18] many,women
[17] help,show
[17] show,girls
[17] girls,many
[17] women,#engineering
[17] #engineering,engineers
[17] engineers,tweet
[17] tweet,photo
[17] photo,video
[17] video,yourself

Top Replied-To
Top Replied-To in Entire Graph:
@robotsitges
@primarystemchat
@morimahmoudi
@dgurdasani1
@beckkeough1
@standouted
@guildofmakers
@nytimes
@stannescp
@bostonglobe

Top Replied-To in G1:
@morimahmoudi
@dgurdasani1
@swatith57299679
@stemnola
@missenghwyoming
@jeremyfarrar
@do_kinder
@nonprofit_phd
@bolderesident
@adatheshow

Top Replied-To in G2:
@palitshirsa
@kateywrites
@sdeyoung1
@acschoolstn
@declanmartin75
@lmetts65

Top Replied-To in G3:
@robotsitges

Top Replied-To in G4:
@bensummerton
@cherylw29734407
@kdwashington22
@forbes
@usask
@tommyasc91
@cryptoeuclid

Top Replied-To in G5:
@telegraaf
@nporadio1
@hugodejonge
@wybrenvanhaga
@minpres
@geertwilderspvv

Top Replied-To in G6:
@alvinseven77
@uofcalifornia
@nwtls

Top Replied-To in G7:
@nytimes
@kathylueders
@thekatemulgrew
@asu
@bechornbrook
@whitefield_nw2

Top Replied-To in G8:
@nserc_crsng

Top Replied-To in G9:
@primarystemchat
@beckkeough1
@standouted
@espatmcs
@kjpips
@dumdeedah
@annaritzy
@marilynfleer

Top Mentioned
Top Mentioned in Entire Graph:
@fvdemocratie
@lousyaelenthyrz
@blackwomeninai
@aut2008
@wef
@un_women
@nasa
@tomhall
@iamstartacus

Top Mentioned in G1:
@iamstartacus
@furkankarayel
@eppgroup
@diversein
@stemambassadors
@blackwomeninai
@swetalk
@proftimnoakes
@niscifest
@braincures

Top Mentioned in G2:
@careerswithstem
@kidssolve
@jade_mikaela
@y12nsc
@besdakikadamat1
@uninhantsfhes
@drjouk1
@atomicheroes
@dailystem
@hopkinsengineer

Top Mentioned in G3:
@newasiankool
@cessas_edu
@tcuthbertson13
@pitchmybiz
@catalystinme_
@airbusheli_usa

Top Mentioned in G4:
@blackwomeninai
@wef
@nickhtang
@enricomolinari
@haroldsinnott
@wevolverapp
@hrfahmedabad
@ctntech
@blackinrobotics
@qnet_worldwide

Top Mentioned in G5:
@fvdemocratie
@lousyaelenthyrz
@geertwilderspvv
@zillaangel
@ronaldkoffie61
@tweedekamer2021
@hugodejonge
@thierrybaudet
@wybrenvanhaga
@cdavandaag

Top Mentioned in G6:
@nasapersevere
@cospaces_edu
@nasajpl
@youtube
@staoapso
@edtechnocation
@rmitcomputing
@fermilab
@microbit_edu
@ontariotech_u

Top Mentioned in G7:
@nasa
@hubbucket
@girlstart
@mizzenbymott
@rosenchild
@campskyhook
@nationalgridus
@nytimes
@usambnz
@themarsgen

Top Mentioned in G8:
@un_women
@environmentca
@cpho_canada
@unesco
@mjescalonac
@digitalsci
@unwomenasia
@laurierwins
@wiseatlantic
@franzodendaal

Top Mentioned in G9:
@rachaellehr
@primarystemchat
@stemdotorg
@standouted
@science4ussays
@circuitmess
@espatmcs
@becharrison596
@dmsroy
@peteteachesstem

Top Mentioned in G10:
@noaanceiclimate
@engineergirlnae
@uspto
@nypaenergy
@ptechnetwork
@gqenergy
@shpe
@uwcimss
@venturewell
@qualcommforgood

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@dichristine
@cowboyscifibot
@huskorkut
@bella623
@chidambara09
@ejlazar
@monicasloves
@jamesroy
@renaissancefai

Top Tweeters in G1:
@femtech_
@googleexpertuk
@ignaciovalle3
@marting8177
@gordontredgold
@nicochan33
@marshacollier
@telegraph
@lollydaskal
@standardkenya

Top Tweeters in G2:
@construyen_pais
@jacobussystems
@regionsfrance
@adriansysnet
@cindybearsden
@rcarter67606
@npr
@saucedbysally
@staradvertiser
@belfasthourni

Top Tweeters in G3:
@janettwokay
@pbrown4348
@microstocka
@alfrededmondjr
@sabiascientist
@faceman68
@miss604
@dougonipcomm
@cyberplayground
@socalfieldtrips

Top Tweeters in G4:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@aldoceccarelli
@tenji95
@codegnuts
@cybersecurityn8
@santchiweb
@thedeveloperbot

Top Tweeters in G5:
@telegraaf
@huigen2
@vieleershans
@nelliejs501
@rinushoogstad
@meewis101
@l_ruigrok
@wbrouer
@burgercomiteeu
@orion_penticton

Top Tweeters in G6:
@4tchat
@rwang0
@alicekeeler
@designthinkbot
@stem_nastics
@brewsternorth
@walkerdoug
@einpresswirepr
@jlubas1125
@youmakerobots

Top Tweeters in G7:
@dichristine
@cowboyscifibot
@rosenchild
@nytimes
@hubbucket
@ap
@timg33
@stevebrant
@engadget
@ibtimes

Top Tweeters in G8:
@7b73f39b85e1415
@kokusizu2
@johangreg
@dev_discourse
@fj_newman
@nomoreslaves
@codienec
@lesguer_lionel
@maguindi
@johnmbundi

Top Tweeters in G9:
@skymazef3
@spencerideas
@rachaellehr
@mrlosik
@glazgow
@steven_kolber
@najeebyunusa
@dantomlom2
@mareetimms
@joelbirch

Top Tweeters in G10:
@lalojimjuarez
@off_valpo
@nynjpaweather
@freiherrkvk
@danieltissera
@satyavrata9
@aaronm95151157
@beto40358322
@jyoungmcconnell
@rockets2writing


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