#stem, Twitter, 5/29/2020 7:54:08 PM, 228489


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#stem_2020-05-29_07-02-25.xlsx
#stem_2020-05-29_07-02-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 29, 2020
Short Description:
#stem via NodeXL https://bit.ly/3cajyuE
@stem_ai
@nasa
@femtech_
@enricomolinari
@dailystem
@spacex
@kindnessin3rd
@justfatou
@nsfincludeshub
@google

Top hashtags:
#stem
#science
#steam
#stemeducation
#education
#launchamerica
#engineering
#womeninstem
#learning

Description:
Description
The graph represents a network of 5,418 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, 29 May 2020 at 14:04 UTC.

The requested start date was Friday, 29 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 10-hour, 30-minute period from Wednesday, 27 May 2020 at 13:30 UTC to Friday, 29 May 2020 at 00:00 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 : 5418
Unique Edges : 4348
Edges With Duplicates : 7772
Total Edges : 12120
Number of Edge Types : 5
Mentions : 2706
MentionsInRetweet : 5008
Retweet : 3030
Tweet : 1216
Replies to : 160
Self-Loops : 1283
Reciprocated Vertex Pair Ratio : 0.0424336973478939
Reciprocated Edge Ratio : 0.0814127506734511
Connected Components : 974
Single-Vertex Connected Components : 374
Maximum Vertices in a Connected Component : 2603
Maximum Edges in a Connected Component : 7760
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.587447
Graph Density : 0.000227671482249018
Modularity : 0.535468
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 5,418 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, 29 May 2020 at 14:04 UTC.

The requested start date was Friday, 29 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 10-hour, 30-minute period from Wednesday, 27 May 2020 at 13:30 UTC to Friday, 29 May 2020 at 00:00 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 : 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:
[28] https://www.afrotechgirls.org/blog-home
[17] https://www.youtube.com/watch?v=g25G1M4EXrQ

[14] https://www.eventbrite.ie/e/augmenting-k-12-learning-summit-2020-consume-create-collaborate-online-tickets-100188408226
[10] https://www.youtube.com/watch?v=hCarlz0GREc&list=PLLnAFJxOjzZt-nfLEWOC1GIfWdH5I-RIT&index=2&t=0s

[8] https://www.biogen.com/communitylab
[8] https://www.lisasnotebook.com/fun-science-experiments-for-kids-over-the-top/
[8] http://irvineia.wix.com/the-orlando-file
[8] https://thekidshouldseethis.com/post/lego-tensegrity-sculpture-physics-explanation
[7] https://www.donorschoose.org/project/amazing-stem-plant-lessons/4949421/?rf=email-system-2020-05-proposal_approve-teacher_2421121&challengeid=20439129&utm_swu=4258&utm_source=dc&utm_medium=page&utm_campaign=project&utm_term=teacher_2421121
[7] https://edtech4future.com/2019/10/31/education-technology-podcasts/

Top URLs in Tweet in G1:
[17] https://www.youtube.com/watch?v=g25G1M4EXrQ

[5] http://trevorcairney.blogspot.com/2019/10/i-have-six-grandchildren-and-as-they.html
[5] https://www.eduporium.com/store/blog/guest-blog-tips-for-coding-covering-standards-and-more-from-jasmine-saab/
[5] http://dailystem.com/resources/
[5] https://www.iste.org/explore/learning-during-covid-19/nasa-keeps-stem-lessons-going-during-quarantine
[4] https://www.linkedin.com/pulse/women-stem-today-tomorrow-alysia-kennedy-cfa/?trackingId=aYMIx61tQkCKbSA7oQarCw%3D%3D
[4] https://us10.campaign-archive.com/?u=500e0afcc20b6fe59b853cb5e&id=d30c91aa44
[4] http://www.robocombo.com/
[4] https://www.robocombo.com/dijital-metre-proje-seti
[4] https://www.biogen.com/en_us/virtual-community-lab.html

Top URLs in Tweet in G2:
[6] https://twitter.com/SOToxicology/status/1262832937638166536?s=20
[6] https://www.bostonchildrensmuseum.org/futureofconstruction
[5] https://postgresconf.org/blog/posts/postgres-conference-organizer-profile-lindsay-hooper-president-of-mouse-s-associate-board
[5] https://www.youtube.com/watch?v=WMW4_jJKGE8&feature=youtu.be

[4] https://twitch.tv/brasscitygamers
[4] https://weestems.com/2020/05/24/the-power-of-water/
[4] https://energized.edison.com/stories/2020-edison-scholars-continue-to-shine-bright
[4] https://www.myfavouritemagazines.co.uk/hiwd/DIGCS20/
[3] https://newspacehub.co/listing/space-channel-1590617797716x494367713624326140
[3] https://www.girlsheaven-job.net/hokkaido/ma-116/sa-1/niidumaclub/blog/38604862/

Top URLs in Tweet in G3:
[8] http://irvineia.wix.com/the-orlando-file
[6] https://www.tytoonline.com/microgrant/
[4] https://www.amazon.com/LEGO-Minecraft-Nursery-Construction-Pandas/dp/B07WHF7H6T/ref=as_li_ss_tl?dchild=1&keywords=minecraft&qid=1590615414&sr=8-21&linkCode=sl1&tag=edhacked0a-20&linkId=080a741062085b0aafed192c1d55533a&language=en_US
[4] https://www.codeforfun.com/online-coding-classes
[3] https://twitter.com/nasa/status/1265679515193409541
[2] https://twitter.com/ClementChem/status/1265652231879213058
[2] https://www.surveymonkey.com/r/QQQ6PGS
[2] https://twitter.com/NASA/status/1265713000780103681
[2] https://edu-star.weebly.com/blog/americas-first-crewed-launch-since-2011
[2] https://twitter.com/chemjobber/status/1265774490731995137

Top URLs in Tweet in G4:
[3] https://www.dailycal.org/2020/05/22/uc-invests-68m-into-thirty-meter-telescope-on-maunakea/
[3] https://blog.werobotics.org/2020/05/20/in-a-hardware-store-papua-new-guinea-flying-labs-brings-stem-training-to-local-students/?utm_content=buffer9b112&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://books.emeraldinsight.com/page/detail/Dewey-and-Education-in-the-21st-Century/?k=9781787436268
[2] https://www.youtube.com/user/forerunner00
[2] https://twitter.com/giftedtawk/status/1265988159135010816
[2] https://www.youtube.com/watch?v=eZatvLFux4w

[2] https://districtadministration.com/78679-2/?utm_source=twitter&utm_medium=posts&utm_campaign=march
[2] https://s6.goeshow.com/lrp_fetc/annual/2021/Request_for_proposal.cfm
[1] https://www.civilbeat.org/2020/05/there-is-no-vaccine-to-heal-hawaiis-crashed-economy/
[1] https://www.youtube.com/watch?v=-ce5UdOUJA8


Top URLs in Tweet in G5:
[4] http://prospersystems.biz/FinanceOptions.htm
[3] https://www.linkedin.com/slink?code=gCZgmPc
[3] https://pphccompass.com/2020/04/24/how-to-set-up-granular-sounds/
[3] https://pphccompass.com/2020/05/09/the-metronome-method/
[3] https://pphccompass.com/2020/04/24/orion-net-project-the-journey-begins/
[2] https://pphccompass.com/2020/04/24/the-rocket-thruster-method-using-the-aum-audio-mixer/
[2] https://i0.wp.com/pphccompass.com/wp-content/uploads/2020/04/img_4036.jpg?fit=600%2C632&ssl=1
[2] https://pphccompass.com/2018/08/14/the-importance-of-education-experience/
[2] https://pphccompass.com/2020/04/24/the-churchill-tiger-roar-purr-method-a-tribute/
[2] https://pphccompass.com/2020/04/24/hypothesis-and-attenuation-methods/

Top URLs in Tweet in G6:
[7] https://www.donorschoose.org/project/amazing-stem-plant-lessons/4949421/?rf=email-system-2020-05-proposal_approve-teacher_2421121&challengeid=20439129&utm_swu=4258&utm_source=dc&utm_medium=page&utm_campaign=project&utm_term=teacher_2421121
[5] https://www.donorschoose.org/project/creativity-with-a-cricut/4910900/?challengeid=20921484
[4] https://www.donorschoose.org/project/stem-at-home/4949431/?utm_source=dc&utm_medium=twitter&utm_campaign=project&utm_term=teacher_1751453&rf=twitter-dc-2020-05-project-teacher_1751453&challengeid=20912983&_branch_match_id=link-794603603583430902
[3] https://www.donorschoose.org/project/creativity-with-a-cricut/4910900/?rf=page-dc-2020-05-project-teacher_7063295&challengeid=21546725&utm_source=dc&utm_medium=page&utm_campaign=project&utm_term=teacher_7063295
[2] https://www.donorschoose.org/project/creativity-with-a-cricut/4910900/?challengeid=20921484&utm_source=dc&utm_medium=page&utm_campaign=project&utm_term=teacher_7063295&rf=page-dc-2020-05-project-teacher_7063295
[2] https://www.donorschoose.org/project/ditch-the-desk-lets-talk-tables-part/4879120/?challengeid=208861
[2] https://www.donorschoose.org/project/ditch-the-desk-lets-talk-tables-part/4830670/?challengeid=208861
[2] https://www.donorschoose.org/project/ditch-the-desk-lets-talk-tables-par/4877948/?challengeid=208861
[2] https://www.donorschoose.org/project/code-go-robot-mouse-time/4941274/?utm_source=dc&utm_medium=directlink&utm_campaign=teacherhub&utm_term=teacher_6289493&rf=directlink-dc-2020-05-teacherhub-teacher_6289493&challengeid=21361689
[1] https://link.medium.com/CMiW3wKMR6

Top URLs in Tweet in G7:
[3] https://twitter.com/mtelford_cis/status/1265280818957647874
[1] https://twitter.com/emeriticus/status/1265505147305811968
[1] https://twitter.com/emeriticus/status/1265799198726905856
[1] https://twitter.com/tedcruz/status/1265374225189285888
[1] https://twitter.com/JohnCornyn/status/1047607548659097607
[1] https://twitter.com/mhackman/status/1265701369211748352
[1] https://twitter.com/one_two_sree/status/1265682283312414722

Top URLs in Tweet in G8:
[2] https://screenrant.com/kerbal-space-program-2-educational-nasa-real-science/
[1] https://www.birdbraintechnologies.com/roboticsathome/
[1] https://www.pghtech.org/events/stem-summit/virtual-stem-summit.aspx#SCHEDULE
[1] https://okt.to/PsTDbW
[1] https://okt.to/WvEF85
[1] https://okt.to/K2Aybc
[1] http://www.equatio.texthelp.com
[1] https://okt.to/JM7QUj
[1] https://www.facebook.com/SchulichLeaderScholarships/
[1] https://www.youtube.com/watch?v=tUoNnr_DDCQ&feature=share


Top URLs in Tweet in G9:
[5] https://drive.google.com/file/d/1WQrIG6LsR04jGASfF6Z8WVxl4RIRpsMj/view
[1] https://twitter.com/NASA/status/1265717343730180096
[1] https://www.eventbrite.com/e/the-artemis-generation-young-professionals-building-the-path-to-mars-tickets-106641670106?utm-medium=discovery&utm-campaign=social&utm-content=attendeeshare&aff=esfb&utm-source=fb&utm-term=listing
[1] https://www.nsf.gov/nsb/news/news_summ.jsp?cntn_id=300644&org=NSB&from=news
[1] https://twitter.com/NSFINCLUDESHub/status/1264214755109212161
[1] https://drkatlab.wordpress.com/resources/women-and-minorities-in-stem/
[1] https://www.nature.com/articles/s41467-018-06292-0
[1] https://news.ucsc.edu/2020/05/beltran-diversity.html
[1] https://register.gotowebinar.com/register/5105875120288291851
[1] https://twitter.com/UKSEDS/status/1266037343582027777

Top Domains
Top Domains in Tweet in Entire Graph:
[328] twitter.com
[161] youtube.com
[48] linkedin.com
[46] donorschoose.org
[40] instagram.com
[40] co.uk
[37] vubblepop.com
[28] afrotechgirls.org
[27] pphccompass.com
[22] facebook.com

Top Domains in Tweet in G1:
[38] twitter.com
[30] youtube.com
[10] eduporium.com
[9] instagram.com
[8] co.uk
[8] nasa.gov
[8] dailystem.com
[8] robocombo.com
[7] linkedin.com
[7] innotechtoday.com

Top Domains in Tweet in G2:
[43] twitter.com
[21] youtube.com
[7] twitch.tv
[7] apple.com
[7] co.uk
[6] bostonchildrensmuseum.org
[6] linkedin.com
[6] bluestudios.io
[5] postgresconf.org
[4] pauljanus.com

Top Domains in Tweet in G3:
[61] twitter.com
[16] instagram.com
[13] youtube.com
[12] careerarc.com
[8] wix.com
[6] linkedin.com
[6] tytoonline.com
[5] wordpress.com
[5] pinterest.com
[4] k12prospects.com

Top Domains in Tweet in G4:
[6] youtube.com
[3] dailycal.org
[3] werobotics.org
[2] emeraldinsight.com
[2] twitter.com
[2] districtadministration.com
[2] goeshow.com
[1] civilbeat.org
[1] asu.edu
[1] tinker.ly

Top Domains in Tweet in G5:
[26] pphccompass.com
[9] linkedin.com
[4] prospersystems.biz
[4] sahmreviews.com
[2] wp.com
[1] machinelearningmastery.com
[1] techeblog.com
[1] zugzwang.in
[1] campaign-archive.com
[1] youtube.com

Top Domains in Tweet in G6:
[42] donorschoose.org
[3] twitter.com
[1] medium.com
[1] amazon.com
[1] youtube.com
[1] wevideo.com
[1] donorschoo.se

Top Domains in Tweet in G7:
[9] twitter.com

Top Domains in Tweet in G8:
[4] okt.to
[2] pghtech.org
[2] youtube.com
[2] screenrant.com
[1] birdbraintechnologies.com
[1] texthelp.com
[1] facebook.com
[1] nysteea.org
[1] twitter.com
[1] code2college.org

Top Domains in Tweet in G9:
[5] google.com
[3] twitter.com
[1] eventbrite.com
[1] nsf.gov
[1] wordpress.com
[1] nature.com
[1] ucsc.edu
[1] gotowebinar.com
[1] youtube.com
[1] sciencecoalition.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3455] stem
[378] science
[230] steam
[181] stemeducation
[172] education
[126] launchamerica
[122] engineering
[117] womeninstem
[115] learning
[113] futureofwork



Top Hashtags in Tweet in G1:
[384] stem
[77] launchamerica
[58] womeninstem
[40] science
[38] spacex
[34] crewdragon
[31] coding
[27] stemeducation
[27] robotics
[27] steam

Top Hashtags in Tweet in G2:
[369] stem
[66] science
[15] podcast
[15] lgbtq
[14] steam
[14] studentvoice
[13] education
[12] womeninstem
[12] coding
[12] stemeducation

Top Hashtags in Tweet in G3:
[450] stem
[48] science
[36] steam
[30] education
[29] engineering
[26] stemeducation
[24] launchamerica
[22] spacex
[21] nasa
[14] math

Top Hashtags in Tweet in G4:
[140] stem
[110] futureofwork
[61] digital
[58] skills
[57] workplace
[42] ai
[36] education
[32] schools
[32] universities
[29] top10

Top Hashtags in Tweet in G5:
[70] stem
[44] orionnetproject
[28] python
[28] snrtg
[26] jaminchavez
[24] technology
[23] technerdculture
[21] coding
[19] whitenoise
[17] stressrelief

Top Hashtags in Tweet in G6:
[54] stem
[21] science
[15] makerspace
[9] steam
[8] donorschoose
[7] clearthelist
[7] elearning
[7] beingprepared
[6] distancelearning
[5] cricut

Top Hashtags in Tweet in G7:
[36] stem
[22] h1b
[19] americanworker
[17] opt
[13] americangrads
[6] endh1b
[4] h4ead
[4] fortune500
[3] nos386
[1] classof2020

Top Hashtags in Tweet in G8:
[34] stem
[15] equatio
[11] bingo
[9] math
[9] science
[8] google
[8] periodictable
[7] chemistry
[7] physics
[7] edchat

Top Hashtags in Tweet in G9:
[33] stem
[8] field
[6] diversity
[5] covid19
[5] faculty
[2] launchamerica
[2] artemis
[2] space
[2] championofscience
[2] celegans

Top Hashtags in Tweet in G10:
[6] blackgrad
[6] classof2020
[6] futuredoctor
[6] stem
[6] blackgirlmagic
[2] blackgirlsgraduate

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[384] #stem
[117] nasa
[112] spacex
[86] launch
[77] #launchamerica
[69] kids
[62] today
[58] #womeninstem
[55] more
[55] dailystem

Top Words in Tweet in G2:
[369] #stem
[66] #science
[49] stem
[45] students
[44] science
[44] learn
[41] one
[37] more
[36] today
[33] virtual

Top Words in Tweet in G3:
[450] #stem
[49] more
[48] #science
[37] learning
[36] #steam
[36] stem
[34] today
[32] science
[30] #education
[30] launch

Top Words in Tweet in G4:
[229] enricomolinari
[140] #stem
[122] ty
[119] wef
[110] #futureofwork
[61] today
[61] #digital
[60] need
[58] #skills
[57] 10

Top Words in Tweet in G5:
[70] #stem
[62] sminaev2015
[62] frisesally
[62] marinella_maria
[62] mariangelasant8
[62] angelicagallegs
[62] yukarikingdom18
[62] mhall55nine
[62] eoff_sylvia
[58] arnabch01

Top Words in Tweet in G6:
[61] donorschoose
[54] #stem
[46] project
[44] today
[35] help
[35] match
[34] gatesfoundation
[25] thanks
[21] 188
[21] donations

Top Words in Tweet in G7:
[36] #stem
[30] amworkco
[30] realdonaldtrump
[28] american
[22] #h1b
[20] foreign
[19] #americanworker
[19] asked
[19] train
[19] replacements

Top Words in Tweet in G8:
[34] #stem
[22] june
[14] google
[13] #equatio
[12] teacher
[11] 29
[11] summit
[11] #bingo
[10] going
[9] #math

Top Words in Tweet in G9:
[33] #stem
[20] science
[10] nsf
[10] diversity
[10] reveals
[8] aiaspeaks
[8] thursday
[8] 3pm
[8] karinainspace
[8] joins

Top Words in Tweet in G10:
[124] chapter
[65] justfatou
[62] thank
[62] coffee
[62] allowing
[62] point
[62] happy
[62] done
[62] next
[6] #blackgrad

Top Word Pairs
Top Word Pairs in Tweet in G2:
[40] #lgbtq,#stem
[24] #science,#stem
[24] thanks,500queersci
[23] 500queersci,publishing
[22] bio,#lgbtq
[22] #stem,submit
[22] submit,bio
[22] comment,review
[22] lexi,magill
[22] #science,#podcast

Top Word Pairs in Tweet in G3:
[14] #stem,#steam
[13] learn,more
[12] #steam,#stem
[12] #science,#stem
[12] #stem,#stemeducation
[12] #stem,#science
[12] #stem,#education
[10] #stem,#engineering
[10] #nasa,#spacex
[10] #stem,cells

Top Word Pairs in Tweet in G4:
[19] ty,wef
[11] wef,enricomolinari
[11] enricomolinari,#futureofwork
[10] #stem,#digital
[10] 10,#skills
[9] #skills,ll
[8] ll,need
[8] need,#workplace
[8] #workplace,today
[8] today,ty

Top Word Pairs in Tweet in G5:
[113] sminaev2015,frisesally
[113] frisesally,marinella_maria
[77] marinella_maria,mariangelasant8
[58] mariangelasant8,angelicagallegs
[57] angelicagallegs,yukarikingdom18
[57] yukarikingdom18,mhall55nine
[57] mhall55nine,eoff_sylvia
[57] arnabch01,sminaev2015
[57] eoff_sylvia,mont
[57] #snrtg,#stem

Top Word Pairs in Tweet in G6:
[62] today,188
[62] 188,go
[62] donorschoose,gatesfoundation
[62] help,first
[62] first,donation
[62] donation,today
[62] go,thanks
[58] know,donations
[58] donations,donorschoose
[28] donorschoose,projects

Top Word Pairs in Tweet in G7:
[18] #americanworker,asked
[17] asked,train
[16] train,foreign
[14] foreign,replacements
[14] replacements,realdonaldtrump
[14] realdonaldtrump,pls
[14] pls,remember
[12] remember,pledge
[12] amworkco,#americanworker
[12] pledge,th

Top Word Pairs in Tweet in G8:
[19] going,love
[19] love,released
[19] released,#equatio
[19] #equatio,#google
[19] #google,30
[19] 30,#stem
[19] #stem,tools
[19] tools,include
[18] include,#periodictable
[18] #stem,summit

Top Word Pairs in Tweet in G9:
[8] thursday,3pm
[8] 3pm,karinainspace
[8] karinainspace,joins
[8] joins,spacefoundation's
[8] spacefoundation's,becki
[8] becki,yukman
[8] yukman,spaceflightinc's
[8] spaceflightinc's,jconafay
[8] jconafay,exploremars
[7] #field,courses

Top Word Pairs in Tweet in G10:
[8] thank,coffee
[8] coffee,allowing
[8] allowing,point
[8] point,happy
[8] happy,done
[8] done,chapter
[8] chapter,next
[8] next,chapter
[8] justfatou,thank
[8] #blackgrad,#classof2020

Top Replied-To
Top Replied-To in Entire Graph:
@support_a_teach
@alaneadamsbooks
@sminaev2015
@thewisecampaign
@mradamwelcome
@realdonaldtrump
@hr1044pass
@spacex
@chemjobber
@eduwithemily

Top Replied-To in G1:
@nasa
@elonmusk
@hayfestival
@green4girls
@unm
@melanie_peffer
@middleparkway
@stemsuperheros
@unruly_studios
@kath_boon

Top Replied-To in G2:
@movimientostem
@catgyoung

Top Replied-To in G3:
@simbrix

Top Replied-To in G4:
@machine_ml

Top Replied-To in G5:
@sminaev2015

Top Replied-To in G6:
@support_a_teach
@alaneadamsbooks
@eduwithemily
@mradamwelcome
@k12giveaways
@hadleyh98
@rainnwilson
@johnkrasinski
@pulte
@somegoodnews

Top Replied-To in G7:
@realdonaldtrump
@jamesbeamy
@allisonleesolin
@fairimmigration
@mitchellvii
@johncornyn
@paulfauth
@httweets
@dariaanne

Top Replied-To in G9:
@rustbeltecology
@spacex

Top Mentioned
Top Mentioned in Entire Graph:
@nasa
@enricomolinari
@wef
@spacex
@justfatou
@dailystem
@frisesally
@marinella_maria
@mariangelasant8
@angelicagallegs

Top Mentioned in G1:
@nasa
@spacex
@dailystem
@astrobehnken
@astro_doug
@elonmusk
@nasastem
@stemambassadors
@jamesvgingerich
@eduporium

Top Mentioned in G2:
@bluestudios_io
@500queersci
@nsfincludeshub
@womenandhitech
@dr_ktaylor
@queer_science
@paul_janus76
@kimlongmg
@britt_marchand
@hexbuguk

Top Mentioned in G3:
@pearsonheuk
@rashidfdavis
@smartmalaysia1
@fbirichmond
@assertivechat
@spotthedealusa
@robotech_int
@k12prospects
@corsham_science

Top Mentioned in G4:
@enricomolinari
@wef
@sallyeaves
@drsharwood
@automeme
@sylviedahl
@girlscouts
@mvollmer1
@larryferlazzo
@erkowayne

Top Mentioned in G5:
@frisesally
@marinella_maria
@mariangelasant8
@angelicagallegs
@yukarikingdom18
@mhall55nine
@eoff_sylvia
@arnabch01
@sminaev2015
@mont

Top Mentioned in G6:
@donorschoose
@gatesfoundation
@kindnessin3rd
@leneamartel
@brittneyrose89
@support_a_teach
@nplace1
@allibally
@craignewmark
@twosmartbunnies

Top Mentioned in G7:
@amworkco
@realdonaldtrump
@dariaanne
@lindseygrahamsc
@tuckercarlson
@johncornyn
@azconservativ10
@honeywest25
@loudobbs
@gop

Top Mentioned in G8:
@google
@msselikoff
@th_louiss
@texthelp
@pghtech
@duolingo
@okheelee_
@justinaglio
@birdbraintech
@nysteea

Top Mentioned in G9:
@spacefoundation
@nsf
@aiaspeaks
@karinainspace
@spaceflightinc
@jconafay
@exploremars
@advancegeo
@waterpotential
@smithsonianenv

Top Mentioned in G10:
@justfatou
@drake

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@sectest9
@cowboyscifibot
@huskorkut
@javascriptd
@monicasloves
@ejlazar
@renaissancefai
@geoffrey_payne
@annemariayritys

Top Tweeters in G1:
@femtech_
@safelibraries
@cnbc
@abc
@cnn
@jacobussystems
@tucsonrosie2001
@xzpwedvhhh37i3c
@jamesvgingerich
@hubofml

Top Tweeters in G2:
@cowboyscifibot
@robinmcouch
@startrailsiv
@golfballfinder1
@educationweek
@gamergalsrt
@luzrocorredor
@scitechmachine
@ronchatterjee7
@tatwza

Top Tweeters in G3:
@renaissancefai
@truthdrivenlife
@iancpirvine
@eurozpravycz
@naashonomics
@morphizm
@shychemist
@iphoneness
@nine_break
@nazuna107

Top Tweeters in G4:
@annemariayritys
@chidambara09
@evankirstel
@andyvermaut
@calcaware
@valaafshar
@nicochan33
@trippbraden
@akwyz
@vivmilano

Top Tweeters in G5:
@sectest9
@huskorkut
@javascriptd
@monicasloves
@ejlazar
@mhall55nine
@nieuwemarlean
@aaroncuddeback
@jilliemary
@marienassar_

Top Tweeters in G6:
@nplace1
@craignewmark
@amusedpolish
@sonicdrivein
@mradamwelcome
@ihadztotweet
@goldgiraffes
@allibally
@sp1365
@chem_warrior

Top Tweeters in G7:
@httweets
@smaddiebird
@mimiinftworth
@dailycaller
@debrabuenik
@toiindianews
@ranamuh80927908
@lady1776
@mitchellvii
@becky_pride

Top Tweeters in G8:
@google
@rkiker
@billpeduto
@jakemillertech
@jcasatodd
@educre8ive
@uber
@justinaglio
@pghtech
@memorialu

Top Tweeters in G9:
@needhibhalla
@rpancost
@usairforce
@hipsterelectron
@mary_churchill
@cienciapr
@howardu
@nsf
@emsaurios
@senschumer

Top Tweeters in G10:
@thejamajack
@tmhtiyesha
@aumartheartist
@ayy55224876
@west_afri
@hyfrbous
@blackmediocrity
@marliyatouu
@yungleanaa
@isrvh