#stem, Twitter, 10/29/2021 2:57:51 PM, 265061


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#stem_2021-10-29_07-13-47.xlsx
#stem_2021-10-29_07-13-47.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 29, 2021
Short Description:
#stem via NodeXL https://bit.ly/3vUil6h
@stem_ai
@braincures
@b0tsci
@stemettes
@nature
@botforequality
@sacnas
@katrinatangen
@haroldsinnott
@aaas

Top hashtags:
#stem
#science
#steam
#pbpitch
#coding
#education
#stemeducation
#halloween
#engineering
#womeninstem

Description:
Description
The graph represents a network of 7,898 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 October 2021 at 14:25 UTC.

The requested start date was Friday, 29 October 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 2-day, 9-hour, 9-minute period from Tuesday, 26 October 2021 at 14:50 UTC to Friday, 29 October 2021 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 : 7898
Unique Edges : 6022
Edges With Duplicates : 11163
Total Edges : 17185
Number of Edge Types : 5
Retweet : 4242
MentionsInRetweet : 6396
Tweet : 2197
Mentions : 4197
Replies to : 153
Self-Loops : 2282
Reciprocated Vertex Pair Ratio : 0.054325496461995
Reciprocated Edge Ratio : 0.103052608789781
Connected Components : 1482
Single-Vertex Connected Components : 599
Maximum Vertices in a Connected Component : 3473
Maximum Edges in a Connected Component : 9474
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 6.005888
Graph Density : 0.000148114879811942
Modularity : 0.525075
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,898 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 October 2021 at 14:25 UTC.

The requested start date was Friday, 29 October 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 2-day, 9-hour, 9-minute period from Tuesday, 26 October 2021 at 14:50 UTC to Friday, 29 October 2021 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:
[19] https://www.instagram.com/accounts/login/
[14] https://www.rdene915.com/
[14] https://twitter.com/prerolledcoin/status/1449412968920371210
[13] https://twitter.com/prerolledcoin/status/1449419107431034881
[12] https://www.sbfprize.org/blog/longlist-2022-picture-book
[11] https://www.linkedin.com/pulse/do-you-have-one-skill-needed-most-survive-todays-world-monika-
[11] https://hexabitz.com/10-insider-tips-from-a-hardware-design-startup/
[10] https://www.sbfprize.org/blog/longlist-2022-middle-grades
[10] https://www.youtube.com/watch?v=UoZfYnCdlCA

[9] https://techdevacademy.com/your-ultimate-guide-to-machine-learning/

Top URLs in Tweet in G1:
[11] https://hexabitz.com/10-insider-tips-from-a-hardware-design-startup/
[10] https://www.linkedin.com/pulse/do-you-have-one-skill-needed-most-survive-todays-world-monika-
[8] https://techdevacademy.com/your-ultimate-guide-to-machine-learning/
[6] https://www.kittenbot.cc/products/k-watch-future-board-watch-expansion-board-kit
[6] https://junioreinsteinsscienceclub.com/science-camps/
[6] https://www.gaynycdad.com/2021/10/robo-max-t-rex.html
[5] https://juliazumba.org/
[5] https://www.donorschoose.org/project/snacks-to-motivate-our-students/5955858/?utm_source=dc&utm_medium=directlink&utm_campaign=teacherhub&utm_term=teacher_2902695&rf=directlink-dc-2021-10-teacherhub-teacher_2902695&challengeid=20575870
[5] https://www.facebook.com/coding4kids.ph/photos/a.763693563760513/3372333776229799/
[4] https://www.donorschoose.org/project/cameras-needed-for-our-robotics-public-s/5640431/?utm_source=dc&utm_medium=twitter&utm_campaign=teacherhub&utm_term=teacher_2902695&rf=twitter-dc-2021-10-teacherhub-teacher_2902695&challengeid=20575870&%24web_only=true&_branch_match_id=link-982039427676808040

Top URLs in Tweet in G2:
[12] https://www.instagram.com/accounts/login/
[9] https://docs.google.com/forms/d/e/1FAIpQLSe5HrJIsT7JNe0E8adrjkqcp5SZkYrG2tT8-Aub7SyxB1fKBw/viewform?usp=send_form
[8] https://www.mentorandmatch.com/
[6] http://irvineia.wix.com/the-orlando-file
[5] https://shores.rocks/stem-coding/blog/stem/straw-flute-steam-project-for-kids-in-early-years/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[3] https://www.chisite.org/events-all/graduatesummit
[3] https://www.etsy.com/listing/1106187197/coro-turquoise-faux-pearl-brooch-leaf?ref=listings_manager_grid
[3] https://historyview.org/
[2] https://www.sciencefix.co.uk/2019/10/halloween-science-and-stem-ideas/
[2] https://www.hpe.com/us/en/collaterals/collateral.a00118695enw.Supercomputers-have-Superpowers-Coloring-Book.html

Top URLs in Tweet in G3:
[1] https://www.nature.com/articles/d41586-018-05587-y
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7186547/
[1] https://twitter.com/dasaptaerwin/status/1365065786591567876?s=20
[1] https://twitter.com/BRAINCURES/status/1395535812733939727?s=20
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Ftrends%2Fneurosciences%2Fpdf%2FS0166-2236%2812%2900002-1.pdf&rc=0
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-02497-4
[1] https://twitter.com/BRAINCURES/status/1361677580680757253?s=20
[1] https://www.youtube.com/watch?v=jcx-LdDl5hM

[1] https://www.youtube.com/watch?v=wJ4BMrxflLA&feature=youtu.be

[1] https://forbetterscience.com/2020/08/09/bethann-mclaughlin-affair-now-also-research-fraud/

Top URLs in Tweet in G4:
[9] https://www.youtube.com/watch?v=UoZfYnCdlCA

[7] https://www.mdpi.com/2072-6643/13/11/3800
[7] https://www.techlearning.com/how-to/what-is-tynker-and-how-does-it-work-best-tips-and-tricks?utm_campaign=socialflow&utm_content=tech-learning&utm_medium=social&utm_source=twitter.com
[5] https://www.techlearning.com/buying-guides/best-3d-printers-for-remote-learning-education?utm_campaign=socialflow&utm_source=twitter.com&utm_content=tech-learning&utm_medium=social
[4] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-02907-7%3FWT.ec_id%3DNATURE-20211028%26utm_source%3Dnature_etoc%26utm_medium%3Demail%26utm_campaign%3D20211028%26sap-outbound-id%3DB91BF9B7C4A7E4998306214CA9905A4AFA96DDB0
[3] https://www.youtube.com/watch?v=vPNkUWDKvck

[3] https://seedfund.nsf.gov/
[3] https://www.scifind.net/
[3] https://stackoverflow.com/questions/69734306/onsaveinstancestate-bundle-can-be-accessed-from-other-application
[2] https://juliazumba.org/

Top URLs in Tweet in G5:
[10] https://www.sbfprize.org/blog/longlist-2022-picture-book
[9] https://www.sbfprize.org/blog/longlist-2022-middle-grades
[4] https://fromthemixedupfiles.com/stem-tuesday-animal-superpowers-interview-with-author-bridget-heos/
[3] https://www.nonfictionminute.org/the-nonfiction-minute/when-a-jet-wore-a-costume
[2] https://twitter.com/mstewartscience/status/1453335624069566470
[2] https://solveitforkids.com/podcast/episode-76-how-can-we-study-pollution-in-the-ocean
[2] https://www.clubhouse.com/event/PDONaWvb
[2] https://sbfprize.org/blog/longlist-2022-hands-on?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter
[2] https://sbfprize.org/blog/longlist-2022-middle-grades?utm_campaign=Gadi&utm_source=AAAS&utm_medium=Twitter
[2] https://www.academia.edu/s/e0ad46d6aa?source=twitter

Top URLs in Tweet in G6:
[1] https://www.brainiacs.com.ng/brainiacs-enhnaced-ict-textbook/

Top URLs in Tweet in G7:
[5] https://helenhwu.com/kidlit-author-interview-songju-ma-daemicke/
[1] https://familymath.stanford.edu/activity/storybook-guide-based-on-songju-ma-daemicke-and-christina-walds-cao-chong-weighs-an-elephant/
[1] https://twitter.com/HelenHWu/status/1453030457344348162
[1] https://buff.ly/3B9Coi2

Top URLs in Tweet in G8:
[8] http://www.bigastronomy.org/
[5] https://www.mwrf.com/community/article/21848775/the-leaky-pipe-why-women-leave-engineering
[3] https://www.science-sparks.com/top-10-science-experiments-for-halloween/
[2] https://www.flipsnack.com/ymcareers/sacnas-recruitment-guide-2021/full-view.html
[2] https://friendsofpineridgereservation.org/a-2021-christmas-gift-drive-for-margaret-keating-elementary-school-children-yurok/
[2] https://sacnas365.junolive.co/live/exhibitor/56760090
[1] https://aboutus.earth/
[1] https://twitter.com/ximenaccid1/status/1453811410853523460
[1] https://www.1015thehawk.com/2021/10/24/tech-giant-ibm-partners-with-mikmaq-communities-nscc-to-prepare-indigenous-youth-for-stem-jobs/
[1] https://twitter.com/alexa_escapita/status/1453779750669930504

Top URLs in Tweet in G9:
[2] https://hargis.biz/#home/4
[1] https://apollomech.com/
[1] https://events.r20.constantcontact.com/register/eventReg?oeidk=a07eikr6u81dec8e1c9&oseq=&c=&ch=
[1] https://lnkd.in/epb3fVwm
[1] https://www.youtube.com/watch?v=gU6_xi_I8zY

[1] https://www.etsy.com/uk/PlantletCulture/listing/912895095/sweet-pea-grow-a-plant-in-a-mini-test?utm_campaign=Share&utm_medium=social_organic&utm_source=DSMT2&utm_term=so.smt&share_time=1635433266000
[1] https://flic.kr/s/aHsmWRQrqi
[1] https://www.learnbydesign.co.uk/tees-valley-competition
[1] https://www.learnbydesign.co.uk/challenge-your-imagination
[1] https://neonfutures.org.uk/

Top URLs in Tweet in G10:
[11] https://www.rdene915.com/
[3] https://hlmodtech.com/tinyjet
[3] https://mailchi.mp/numberella/newsletter
[2] https://m.tiktok.com/v/7020907056655781125.html?_d=secCgwIARCbDRjEFSACKAESPgo8OS5vn3scbFwarXK0lSDFGbtL1S4tszNhzDyB%2FZFqo%2FS8dfxu6mdVJJSLGomNQbJ8KfwKsBfQWGqYDtU7GgA%3D&checksum=5cedfc582824a6daba312006440291d123655d04b6ecb2cda88e5efa90e6123a&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAT7bG1BuaQezkqVfjCGiensQz7e_lShwYRsPUmRWmPxdA2dOsUs4NLJYg_ncKoLs5&share_app_id=1233&share_item_id=7020907056655781125&share_link_id=04BA066B-3999-427E-BE8A-17DB124A6C5F&source=h5_m×tamp=1634682498&tt_from=copy&u_code=dd3el3994f7ll9&user_id=6840839314365711366&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[2] https://www.makerspaces.com/how-to-make-a-bristlebot/
[1] https://www.robotlab.com/blog/continuing-computer-sciences-for-tomorrows-youth?utm_campaign=VR%20Expeditions%202.0&utm_content=185213776&utm_medium=social&utm_source=twitter&hss_channel=tw-1128756116
[1] https://www.robotlab.com/blog/3-must-have-classroom-tech-innovations-and-how-to-fund-them?utm_campaign=VR%20Expeditions%202.0&utm_content=181384842&utm_medium=social&utm_source=twitter&hss_channel=tw-1128756116
[1] https://www.robotlab.com/blog/guiding-students-to-be-independent-problem-solvers-in-stem-classrooms?utm_campaign=VR%20Expeditions%202.0&utm_content=184867488&utm_medium=social&utm_source=twitter&hss_channel=tw-1128756116
[1] https://www.robotlab.com/blog/why-its-important-to-teach-troubleshooting?utm_campaign=VR%20Expeditions%202.0&utm_content=185061969&utm_medium=social&utm_source=twitter&hss_channel=tw-1128756116
[1] https://www.robotlab.com/blog/how-to-use-virtual-reality-to-motivate-college-students?utm_campaign=VR%20Expeditions%202.0&utm_content=182842285&utm_medium=social&utm_source=twitter&hss_channel=tw-1128756116

Top Domains
Top Domains in Tweet in Entire Graph:
[370] twitter.com
[97] youtube.com
[79] linkedin.com
[52] google.com
[45] vubblepop.com
[43] co.uk
[27] sbfprize.org
[27] instagram.com
[25] zoom.us
[24] donorschoose.org

Top Domains in Tweet in G1:
[45] vubblepop.com
[42] twitter.com
[23] gaynycdad.com
[18] linkedin.com
[15] donorschoose.org
[13] hexabitz.com
[12] junioreinsteinsscienceclub.com
[11] facebook.com
[11] youtube.com
[10] techdevacademy.com

Top Domains in Tweet in G2:
[50] twitter.com
[20] youtube.com
[18] instagram.com
[16] google.com
[12] linkedin.com
[9] careerarc.com
[8] mentorandmatch.com
[7] roboticahub.com
[6] co.uk
[6] geniouxfacts.com

Top Domains in Tweet in G3:
[8] twitter.com
[3] nature.com
[3] youtube.com
[3] com.au
[2] nih.gov
[1] elsevierhealth.com
[1] forbetterscience.com
[1] linkedin.com
[1] ac.uk
[1] wiley.com

Top Domains in Tweet in G4:
[17] twitter.com
[16] youtube.com
[13] techlearning.com
[10] mdpi.com
[8] nature.com
[4] nsf.gov
[4] youtu.be
[3] scifind.net
[3] stackoverflow.com
[2] juliazumba.org

Top Domains in Tweet in G5:
[24] sbfprize.org
[13] twitter.com
[5] myscienceboutique.com
[5] fromthemixedupfiles.com
[4] nonfictionminute.org
[3] solveitforkids.com
[2] clubhouse.com
[2] academia.edu
[2] blogspot.com
[1] twitch.tv

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

Top Domains in Tweet in G7:
[5] helenhwu.com
[1] stanford.edu
[1] twitter.com
[1] buff.ly

Top Domains in Tweet in G8:
[8] bigastronomy.org
[6] twitter.com
[5] mwrf.com
[3] science-sparks.com
[3] junolive.co
[2] flipsnack.com
[2] friendsofpineridgereservation.org
[2] linkedin.com
[1] aboutus.earth
[1] 1015thehawk.com

Top Domains in Tweet in G9:
[3] org.uk
[2] hargis.biz
[2] lnkd.in
[2] youtube.com
[2] co.uk
[1] apollomech.com
[1] constantcontact.com
[1] etsy.com
[1] flic.kr
[1] gov.scot

Top Domains in Tweet in G10:
[11] rdene915.com
[6] robotlab.com
[4] tiktok.com
[3] hlmodtech.com
[3] mailchi.mp
[2] makerspaces.com
[2] gettingsmart.com
[2] stemteachindiana.org
[2] sched.com
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5107] stem
[419] science
[299] steam
[282] pbpitch
[272] coding
[218] education
[200] stemeducation
[189] halloween
[183] engineering
[162] womeninstem



Top Hashtags in Tweet in G1:
[765] stem
[209] coding
[120] science
[109] python
[96] halloween
[79] youtube
[76] roblox
[76] minecraft
[64] design
[59] fall

Top Hashtags in Tweet in G2:
[851] stem
[108] pbpitch
[74] science
[65] steam
[54] engineering
[45] stemeducation
[40] education
[34] nf
[32] studyabroad
[31] statementofpurpose

Top Hashtags in Tweet in G3:
[41] stem
[7] rri
[7] parentinscience
[6] womeninstem
[6] chemistry
[5] phdchat
[5] scicomm
[5] stemm
[4] womeninstemm
[4] scipol

Top Hashtags in Tweet in G4:
[144] stem
[40] womeninstem
[25] inpst
[24] scicomm
[19] openscience
[15] stemeducation
[13] globalhealth
[13] nutrition
[11] stuttgart
[11] education

Top Hashtags in Tweet in G5:
[113] stem
[21] scicomm
[20] kidlit
[14] science
[10] picturebooks
[10] pbpitch
[10] nonfiction
[9] teachers
[9] steam
[9] inktoberday26

Top Hashtags in Tweet in G6:
[3] stem
[1] edtech
[1] stemeducation

Top Hashtags in Tweet in G7:
[135] stem
[111] pbpitch
[38] nf
[17] c
[14] ha
[13] kidlit
[11] pb
[10] own
[9] poc
[9] l

Top Hashtags in Tweet in G8:
[101] stem
[46] 2021ndistem
[14] womeninstem
[10] christmas
[10] yurok
[8] stemeducation
[7] help
[7] gift
[6] bigastronomy
[6] womenengineers

Top Hashtags in Tweet in G9:
[64] stem
[11] architecture
[9] etsy
[6] sustainability
[5] industrialcadets
[4] scotland
[4] halloween
[3] nlmusd
[3] research
[3] sponsor

Top Hashtags in Tweet in G10:
[67] stem
[35] edtech
[19] education
[14] steam
[11] edchat
[11] k12
[9] sel
[8] teaching
[7] edutwitter
[7] thriveinedu

Top Words
Top Words in Tweet in Entire Graph:
[5114] #stem
[746] stem
[711] students
[626] more
[610] science
[423] women
[423] #science
[413] today
[378] learn
[376] one

Top Words in Tweet in G1:
[767] #stem
[209] #coding
[121] science
[121] #science
[119] stem
[109] #python
[100] more
[99] #halloween
[81] students
[79] #youtube

Top Words in Tweet in G2:
[848] #stem
[137] stem
[108] #pbpitch
[92] students
[77] more
[74] #science
[70] science
[65] #steam
[54] #engineering
[51] learn

Top Words in Tweet in G3:
[41] #stem
[22] proftimnoakes
[18] braincures
[17] morimahmoudi
[16] drumeshprabhu
[16] evidencebase_im
[15] jeremyfarrar
[15] ukri_ceo
[15] academicparity
[15] reddit

Top Words in Tweet in G4:
[144] #stem
[40] #womeninstem
[30] more
[26] science
[26] _atanas_
[25] #inpst
[24] #scicomm
[24] nsf
[23] women
[22] stay

Top Words in Tweet in G5:
[113] #stem
[98] science
[60] longlist
[53] book
[51] 2022
[48] aaas
[41] books
[33] announce
[33] excellence
[30] great

Top Words in Tweet in G6:
[144] named
[144] one
[144] canada
[144] top
[144] 100
[144] powerful
[144] women
[144] women's
[144] executive
[144] network

Top Words in Tweet in G7:
[135] #stem
[111] #pbpitch
[38] #nf
[28] go
[23] down
[23] world
[23] byallisonstrick
[22] learn
[22] find
[20] thinks

Top Words in Tweet in G8:
[101] #stem
[52] sacnas
[46] #2021ndistem
[45] more
[29] stem
[29] next
[28] education
[27] bigastronomy
[26] check
[26] looking

Top Words in Tweet in G9:
[64] #stem
[24] stem
[16] more
[13] science
[13] latest
[13] young
[13] making
[13] share
[13] slc_raise
[12] wl_stem

Top Words in Tweet in G10:
[67] #stem
[35] #edtech
[19] #education
[15] students
[15] makerspaces_com
[14] #steam
[13] classroom
[13] love
[13] today
[12] explore

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[182] #stem,#steam
[144] named,one
[144] one,canada
[144] canada,top
[144] top,100
[144] 100,powerful
[144] powerful,women
[144] women,women's
[144] women's,executive
[144] executive,network

Top Word Pairs in Tweet in G1:
[76] #roblox,#python
[76] #python,#youtube
[76] #youtube,#minecraft
[76] #minecraft,#coding
[63] #coding,#halloween
[59] #halloween,#fall
[51] #m2mtechbytes,#coding
[50] #fall,#candy
[43] ht,letstalkscience
[42] fall,steam

Top Word Pairs in Tweet in G2:
[37] #pbpitch,#stem
[36] #engineering,#stem
[31] #stem,#steam
[31] #stem,#statementofpurpose
[31] #statementofpurpose,#sop
[31] #sop,#studyabroad
[31] #studyabroad,#sopwritingservices
[27] #stem,#science
[25] #stem,#stemeducation
[18] #steam,#stem

Top Word Pairs in Tweet in G3:
[12] jeremyfarrar,michelle_cruk
[12] michelle_cruk,ukri_ceo
[8] proftimnoakes,drumeshprabhu
[7] bulliescampaign,thepeopleshubuk
[7] evidencebase_im,techscommit
[7] reddit,esg_sdg
[7] sdgsactivists,marikasboros
[7] academicparity,proftimnoakes
[7] googleexpertuk,mingberg
[7] propose,policy

Top Word Pairs in Tweet in G4:
[19] stay,strong
[19] strong,dear
[19] dear,academic
[19] academic,colleagues
[19] colleagues,friends
[19] friends,potentially
[19] potentially,long
[19] long,lasting
[19] lasting,effects
[19] effects,pandemic

Top Word Pairs in Tweet in G5:
[34] science,books
[33] announce,2022
[33] excellence,science
[33] books,longlist
[28] science,book
[24] 2022,aaas
[24] aaas,subaru
[24] subaru,sb
[24] sb,prize
[24] prize,excellence

Top Word Pairs in Tweet in G6:
[144] named,one
[144] one,canada
[144] canada,top
[144] top,100
[144] 100,powerful
[144] powerful,women
[144] women,women's
[144] women's,executive
[144] executive,network
[130] network,wxn

Top Word Pairs in Tweet in G7:
[41] #pbpitch,#stem
[23] #nf,#stem
[18] #pbpitch,#nf
[14] ill,timed
[14] timed,lightning
[14] lightning,strike
[13] #stem,#pbpitch
[11] thanks,trickster
[11] trickster,older
[11] older,brother

Top Word Pairs in Tweet in G8:
[23] #stem,education
[22] looking,next
[22] next,step
[22] step,#stem
[22] education,career
[22] career,check
[22] check,#2021ndistem
[22] #2021ndistem,digital
[22] digital,recruitment
[22] recruitment,guide

Top Word Pairs in Tweet in G9:
[11] see,happening
[11] young,stem
[11] stem,leader
[11] leader,week
[9] excited,share
[9] share,latest
[9] latest,addition
[9] addition,#etsy
[9] #etsy,shop
[9] shop,sweet

Top Word Pairs in Tweet in G10:
[10] seen,number
[10] number,line
[10] line,distance
[10] distance,sim
[10] sim,love
[10] love,ability
[10] ability,explore
[10] explore,various
[10] various,contexts
[10] contexts,describing

Top Replied-To
Top Replied-To in Entire Graph:
@do_kinder
@morimahmoudi
@katrinatangen
@mrsfint
@academicparity
@kdonohuenj
@amchemistry
@imaginationtech
@ayeshatandon
@rachaelpells

Top Replied-To in G1:
@laurakanemsc
@tcddublin
@themagpi
@stemsuperheroes
@elenanjeru
@momtobabyjs
@donorschoose

Top Replied-To in G2:

Top Replied-To in G3:
@do_kinder
@morimahmoudi
@academicparity
@royalsocbio
@evidencebase_im
@psychmh
@jeremyfarrar
@drjaneholland
@rachaelpells
@sutterms_lausd

Top Replied-To in G4:
@amptnetwork
@braincures
@jo44atwid
@4womeninscience
@risenc

Top Replied-To in G5:
@miranda_paul

Top Replied-To in G7:
@katrinatangen
@kdonohuenj
@janycampana
@drzanebarn
@wordsfromandrew
@kkaldous

Top Replied-To in G9:
@primaryengineer
@youngstemleader

Top Replied-To in G10:
@canyonspringsdv

Top Mentioned
Top Mentioned in Entire Graph:
@wxn
@ritapurity
@icodesouthlake
@federmeccanica
@letstalkscience
@sacnas
@stemwomeneurope
@iconversations
@m2mtechconnect
@techbytesorg

Top Mentioned in G1:
@letstalkscience
@icodesouthlake
@techbytesorg
@m2mtechconnect
@haroldsinnott
@gaynycdad
@monika_aurumind
@wevolverapp
@hexabitzinc
@khanya_mkoto

Top Mentioned in G2:
@mentornmatch
@getmecoding
@pcsedventures
@dannynic
@cessas_edu
@brioskills
@ignite_casecomp
@carolinesarnold

Top Mentioned in G3:
@proftimnoakes
@braincures
@drumeshprabhu
@ukri_ceo
@evidencebase_im
@reddit
@morimahmoudi
@jeremyfarrar
@suzanne_garrett
@academicparity

Top Mentioned in G4:
@_atanas_
@nsf
@norwichscifest
@infraredrum
@thehippocampus7
@molecules_mdpi
@questacon
@utrgv_cecs
@deeperthandata
@wise_ypb

Top Mentioned in G5:
@aaassubaruprize
@aaas
@jenswanbooks
@kidssolve
@kristennordstr1
@mstewartscience
@annaredding
@sci_flies
@scislamca

Top Mentioned in G6:
@wxn
@ritapurity
@voiceoftheeast

Top Mentioned in G7:
@byallisonstrick
@abbilee18
@albertwhitman
@shesthebear
@songjudaemicke
@helenhwu
@nancydereyriley
@rmscott99
@bwalkerbooks
@sikes_kaitlin

Top Mentioned in G8:
@sacnas
@bigastronomy
@stemettes
@foprr
@moonpiguk
@microwavesrf
@umasschangsbs
@lscitamucc
@stsci
@auradc

Top Mentioned in G9:
@slc_raise
@wl_stem
@raisescotland
@youngstemleader
@stemlearninguk
@plantletculture
@leidosinc
@fvwlric
@youngst
@strawbees

Top Mentioned in G10:
@makerspaces_com
@phetsims
@tinkercad
@mtholfsen
@masonschools
@rdene915
@bethany_jones4
@lizreyesaz
@mergevr
@dvusd

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@streamerwall
@cybersec_feeds
@chidambara09
@gambiste1
@streamer_boost
@renaissancefai
@libertad717
@susanneleist
@joepranaitis

Top Tweeters in G1:
@sectest9
@chidambara09
@cybersecurityn8
@glasgow_watch
@ipythonistabot
@discovertech3
@businessinsider
@fabriciosx
@ml_tweet_bot
@womencodersbot

Top Tweeters in G2:
@renaissancefai
@paulstewartii
@cindybearsden
@dcarsoncpa
@cgeclectics
@readeatwriterun
@shellterrell
@naashonomics
@swingtradebotuk
@theangelorsini

Top Tweeters in G3:
@marting8177
@ignaciovalle3
@gordontredgold
@lollydaskal
@drumeshprabhu
@terryelaineh1
@tristramwyatt
@academicchatter
@lehmanndrc
@laserhaas01

Top Tweeters in G4:
@iartg
@calcaware
@nytimes
@caring_mobile
@ft
@drferdowsi
@califquail1969
@scieducation1
@sminaev2015
@gapaorices

Top Tweeters in G5:
@ncte
@mattpt55
@scicommbot
@strayed_raptor
@dallasmars
@sciencetynan
@iamfunkhauser
@lind
@joanpaq
@onpurposefun

Top Tweeters in G6:
@kagemartinz
@responficient11
@fanworie
@iserve2050
@nwaanyiowerre
@funshodarq1
@sokwukaogu
@taiwoatkins
@herr__james
@lady_nengi07

Top Tweeters in G7:
@russelltim151
@pmartinauthor
@jenseggio
@dadavis3
@kidlittv_nyc
@mrsgutierrezkl
@albertwhitman
@cinnabarmothpub
@aslan_magic
@andrewssusanm

Top Tweeters in G8:
@blackphysicists
@rnoerr
@lilymarswrites
@botforequality
@summer_ash
@foprr
@theispas
@alyscarnesi
@soulsearcher241
@xmasdaystshirt

Top Tweeters in G9:
@jetcitystar
@form_bot
@lovesvintage43
@ness_seaglass
@generalelectric
@edmirjegf
@weincludedorg
@mhhsbd
@rafmuseum
@badgercrafty

Top Tweeters in G10:
@getiftech
@iamdrwill
@scalarhumanity
@rdene915
@markj_ohnson
@7puzzle
@coachgoodman
@getting_smart
@cmdatascoop
@verizon