scienceteacher, Twitter, 10/17/2020 12:23:00 AM, 238131


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scienceteacher_2020-10-16_17-15-27.xlsx
scienceteacher_2020-10-16_17-15-27.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 17, 2020
Short Description:
scienceteacher via NodeXL https://bit.ly/3lPeGQI
@edvotek
@stem_ai
@distancelrnbot
@etownscience
@pascoscientific
@cookclassroom
@inbot11
@youtube
@chemistryed
@chemixlab

Top hashtags:
#scienceteacher
#science
#teacher
#biology
#stem
#stemeducation
#chemistry

Description:
Description
The graph represents a network of 1,389 Twitter users whose tweets in the requested range contained "scienceteacher", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 17 October 2020 at 00:17 UTC.

The requested start date was Saturday, 17 October 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 76-day, 18-hour, 6-minute period from Saturday, 01 August 2020 at 05:13 UTC to Friday, 16 October 2020 at 23:19 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 : 1389
Unique Edges : 771
Edges With Duplicates : 2329
Total Edges : 3100
Number of Edge Types : 5
Retweet : 782
MentionsInRetweet : 946
Mentions : 475
Tweet : 849
Replies to : 48
Self-Loops : 888
Reciprocated Vertex Pair Ratio : 0.0477408354646206
Reciprocated Edge Ratio : 0.0911310008136696
Connected Components : 402
Single-Vertex Connected Components : 212
Maximum Vertices in a Connected Component : 313
Maximum Edges in a Connected Component : 1061
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 8.026697
Graph Density : 0.000637470616183558
Modularity : 0.42894
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 1,389 Twitter users whose tweets in the requested range contained "scienceteacher", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 17 October 2020 at 00:17 UTC.

The requested start date was Saturday, 17 October 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 76-day, 18-hour, 6-minute period from Saturday, 01 August 2020 at 05:13 UTC to Friday, 16 October 2020 at 23:19 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 : scienceteacher
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:
[24] https://www.amazon.com/gp/product/B07Y7NK1NL/
[12] https://www.k12prospects.com/LP/Blueprint/Blueprint.html?utm_source=facebook&utm_medium=posting-image&utm_campaign=blueprint&utm_content=textlink
[10] https://myokapi.com/going-going-gone-p-38.html
[10] https://www.etsy.com/listing/867143165/science-confetti-set?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1599495920000&utm_term=so.slt
[10] https://www.etsy.com/listing/853229264/science-test-tube-confetti-set?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1599495888000&utm_term=so.slt
[10] https://www.hoddereducation.co.uk/events#&pid=5&st=33&s=210&limit=true&type=4
[8] https://www.k12prospects.com/LP/Stay-Up-To-Date-With-The-Edtech-Rise/STAY-UP-TO-DATE-WITH-THE-EDTECH-RISE.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=up-to-date-with-edtech-rise&utm_content=textlink
[7] https://coresciences.co.uk/subscribe
[6] https://cfisd.tedk12.com/hire/ProfileErrorPage.aspx?ErrorCode=2
[6] http://gifexperiments.blogspot.com

Top URLs in Tweet in G1:
[24] https://www.amazon.com/gp/product/B07Y7NK1NL/
[10] https://myokapi.com/going-going-gone-p-38.html
[7] https://coresciences.co.uk/subscribe
[3] https://teespring.com/stores/physicalmathdesigns
[3] https://www.uteachrecruitment.com/careerportal/#/jobs
[2] https://www.starlightpress.co.uk/
[2] https://etsy.com/DisplaceDesign/listing/783199375
[2] https://etsy.com/DisplaceDesign/listing/769319036
[2] https://etsy.com/DisplaceDesign/listing/783200101
[2] https://www.aptrack.co/uap/AAAEOAAPYIYB_hCx/

Top URLs in Tweet in G2:
[1] https://www.gfdrr.org/en/feature-story/dry-drier-drought-understanding-and-tackling-drought-hazards?cid=ECR_TT_WorldBank_EN_EXT&hootPostID=188ae7d0e5681371539b300e593c6d88
[1] https://www.bbc.co.uk/news/resources/idt-985b9374-596e-4ae6-aa04-7fbcae4cb7ee?ns_mchannel=social&ns_linkname=news_central&ns_source=twitter&ns_campaign=bbc_weather

Top URLs in Tweet in G3:
[3] https://www.youtube.com/watch?v=apr3T82k0ZY&feature=youtu.be

[2] https://docs.google.com/forms/d/e/1FAIpQLSeDpQsARC2jhRHsvJMZFf_ccHaLqS9VtRUoRSuUzXjTA8kIAA/viewform?usp=send_form
[1] https://www.youtube.com/watch?v=iM_I6rtIgn0&feature=youtu.be

[1] https://open.spotify.com/episode/79LGAvsTWtwyxZxOiptV2R?si=-alCe00zQlKZlbwBAWbZRQ
[1] https://open.spotify.com/episode/5pV9A9J2F0tgs9HcE9I3Dn?si=A4OP_4opSE6V4-lzgtdZPQ
[1] https://open.spotify.com/episode/4xMeBuSFj84Gnfj4lHRM5q?si=ScJpakGXScar7hTOCckraQ
[1] https://www.instagram.com/accounts/login/?next=/p/CEh3lkthoaL/%3Figshid%3D9pr775jf2a7u
[1] https://www.instagram.com/accounts/login/?next=/p/CEkSKjDBRMa/%3Figshid%3Dopheo8ptkn6n
[1] https://www.instagram.com/accounts/login/?next=/p/CEuZ-moBR12/%3Figshid%3Dtxzxc5q04hly
[1] https://www.instagram.com/accounts/login/?next=/p/CE2BxlphNsx/%3Figshid%3Duoo3spw5ykhp

Top URLs in Tweet in G4:
[2] https://docs.google.com/presentation/d/1JxODCKUarxzyHgXQxj4QfDML25JfWlTr6ogUGJx1ohA/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1APYqGApL40ON5tpFMCAI-o6u3pmZIOMXGQuYhHwC1VU/edit?usp=sharing
[1] https://docs.google.com/presentation/d/16L3yol2aCB2_8aP4ShOOFThKqT1rnW0FCPRbR21SAKc/preview?rm=minimal
[1] https://docs.google.com/presentation/d/1SJDW7UGJgTM69mYV9e4XmTkgzBzN42OMaXQi2VpAbmU/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1lgyIgH9rkkHucf7mzHqZ2PV6ZB1HhV4oshgpyzoiorw/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1TeEmh9zkRuXFXsrqCtKI4XmggCsM2VtUvkN4RSZ8Zio/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1fXNRQs55jMTMfDIBZPCJJ9xtHmi3ie_tI7ZsNiZd130/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1GC3pYlHRoND76FbOdwLnuLq8580m2Ie5lPqI5D4kKqI/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1MTEOaKz0BC8W9NEX0qGJkg0yH-xw4FRbcc_cPREolzY/edit?usp=sharing
[1] https://twitter.com/sciallorg/status/1301253634911547394

Top URLs in Tweet in G5:
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DzSgiXGELjbc&q=EgS4SO-bGIrwqPwFIhkA8aeDS2_-LF9rXp8USFpmh9yRko_N4RrrMgFy
[1] https://twitter.com/SciJeanne/status/1306707952074657792
[1] https://twitter.com/YehCathery/status/1309587059313528832
[1] https://m.tiktok.com/v/6883655001521065221.html?_d=secCgsIARCbDRgBIAIoARI%2BCjw3sKu6Ubarqw4L2afdw1CsrrSHtW7Zqn3r3yTKVqHO0bRvssf9kLoddHlsaOkfYw7yQi7NOlU6WcbuTqgaAA%3D%3D&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAA8R6oB47TJEU8k-Mj8qN3iRkabgqUCtl1ugEPCSzX2U5CewYAB8DML57QLkRNiR_I&share_item_id=6883655001521065221&share_link_id=E520EF58-E74A-4EB2-B3FC-4D82A78963BD×tamp=1602788645&tt_from=more&u_code=ddke0haj1756ac&user_id=6857000357261755397&utm_campaign=client_share&utm_medium=ios&utm_source=more
[1] https://www.youtube.com/watch?v=zFiE3J_2LWo&feature=youtu.be

[1] https://www.nasa.gov/stem/foreducators/k-12/index.html?utm_sq=gis9s37p96
[1] https://twitter.com/Laura15Edwards/status/1302458051346214913
[1] https://www.instagram.com/accounts/login/?next=/p/CEwzDJYMWJQ/%3Futm_source%3Dig_web_copy_link
[1] https://www.youtube.com/watch?v=6f8Nwhhofrc&feature=youtu.be

[1] https://twitter.com/erduransibel/status/1306858797810548736

Top URLs in Tweet in G6:
[3] https://science-practical-simulator.web.app
[1] https://twitter.com/tes/status/1291790399762321408
[1] https://www.scipracsiminfo.com/
[1] https://www.scipracsiminfo.com/shop
[1] https://twitter.com/kingswoodacad/status/1309473171012280321
[1] https://www.youtube.com/watch?v=y8kpPoDnFas&feature=youtu.be


Top URLs in Tweet in G7:
[12] https://www.k12prospects.com/LP/Blueprint/Blueprint.html?utm_source=facebook&utm_medium=posting-image&utm_campaign=blueprint&utm_content=textlink
[8] https://www.k12prospects.com/LP/Stay-Up-To-Date-With-The-Edtech-Rise/STAY-UP-TO-DATE-WITH-THE-EDTECH-RISE.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=up-to-date-with-edtech-rise&utm_content=textlink
[4] https://www.k12prospects.com/LP/A-B-Testing/Good-Better-Best-It-Is-All-About-An-Effective-A-B-Marketing-Test.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=a-b-testing&utm_content=textlink
[2] https://twitter.com/mrsestepscience/status/1307401434019893252
[2] https://docs.google.com/presentation/d/1xYPSsUJ06jW2Vf2C37UODgVD-nSewmzvlnq4VzKrYTE/edit?usp=sharing
[2] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DAhu5_frnzMw%26feature%3Dyoutu.be&q=EgS4SO-bGOfvqPwFIhkA8aeDS6wp93Krr5tCsom7vWYXlNbNIJ8zMgFy
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/2038313/notes
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/1778252/notes
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/1779164/notes
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/1708854/notes

Top URLs in Tweet in G8:
[1] https://scienceinbetween.fireside.fm/7
[1] https://www.nsta.org/nsta-engage-fall20#tab-tab2
[1] https://www.nsta.org/lesson-plan/why-niagara-falls-moving
[1] https://padlet.com/katelyn_sheehan/8a2tynx2auljx0r?fbclid=IwAR3TnzMHu5yLBYrSuSNIhPBcYMOGV8ZEDpkYOEPYGNGMtHlhwzBy8-tDI6k

Top URLs in Tweet in G9:
[1] https://www.tes.com/news/4-ways-upskill-your-technical-teaching-assistants

Top URLs in Tweet in G10:
[3] https://twitter.com/RSC_Scotland/status/1296341949465735168

Top Domains
Top Domains in Tweet in Entire Graph:
[85] twitter.com
[39] amazon.com
[37] instagram.com
[36] co.uk
[33] youtube.com
[30] etsy.com
[28] google.com
[25] origamiorganelles.com
[24] k12prospects.com
[21] wardsci.com

Top Domains in Tweet in G1:
[26] amazon.com
[24] instagram.com
[19] twitter.com
[19] hatenablog.jp
[13] co.uk
[10] etsy.com
[10] myokapi.com
[3] google.com
[3] teespring.com
[3] uteachrecruitment.com

Top Domains in Tweet in G2:
[1] gfdrr.org
[1] co.uk

Top Domains in Tweet in G3:
[15] youtube.com
[10] edvotek.com
[7] instagram.com
[4] spotify.com
[4] twitter.com
[3] google.com
[3] thephysicsaviary.com
[1] roomrecess.com
[1] splashlearn.com
[1] edumedia-sciences.com

Top Domains in Tweet in G4:
[11] google.com
[2] twitter.com
[1] youtube.com
[1] cnn.com

Top Domains in Tweet in G5:
[22] twitter.com
[3] youtube.com
[2] sciencebuddies.org
[1] google.com
[1] tiktok.com
[1] nasa.gov
[1] instagram.com
[1] teacherspayteachers.com
[1] stemfinity.com

Top Domains in Tweet in G6:
[3] web.app
[2] twitter.com
[2] scipracsiminfo.com
[1] youtube.com

Top Domains in Tweet in G7:
[24] k12prospects.com
[9] activelylearn.com
[7] google.com
[3] twitter.com
[1] oerproject.com

Top Domains in Tweet in G8:
[2] nsta.org
[1] fireside.fm
[1] padlet.com

Top Domains in Tweet in G9:
[1] tes.com

Top Domains in Tweet in G10:
[3] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1268] scienceteacher
[343] science
[129] teacher
[125] biology
[118] stem
[103] stemeducation
[92] chemistry
[86] biologyteacher
[76] homeschooling
[75] education



Top Hashtags in Tweet in G1:
[325] scienceteacher
[62] science
[31] sciencefacts
[31] chemistry
[26] physics
[24] physicslovers
[24] sciencejokes
[24] highschoolteachers
[23] teacher
[23] dadjokes

Top Hashtags in Tweet in G2:
[28] geography
[25] plasticwaste
[4] geographyteacher
[4] scienceteacher
[2] teacher
[1] gis
[1] volcano
[1] earthquake
[1] science
[1] geology

Top Hashtags in Tweet in G3:
[176] scienceteacher
[75] science
[71] scienceteaching
[71] iteachscience
[69] handsonscience
[69] scienceactivities
[66] texasscienceteacher
[64] homeschooling
[64] sciencestations
[60] sciencegames

Top Hashtags in Tweet in G4:
[75] scienceteacher
[27] biologyteacher
[23] willisisd
[22] biology
[21] texas
[12] stem
[10] science
[10] digitalactivity
[10] gizmo
[9] lucaspride

Top Hashtags in Tweet in G5:
[53] scienceteacher
[39] stem
[32] science
[28] stemeducation
[27] teacher
[22] profe
[16] scienceeducation
[7] profesor
[5] education
[4] ngsschat

Top Hashtags in Tweet in G6:
[24] scienceteacher
[10] nqt
[9] asechat
[6] science
[6] teaching
[5] chatphysics
[5] chatbiology
[4] education
[4] edutwitter
[4] teachers

Top Hashtags in Tweet in G7:
[47] scienceteacher
[25] science
[12] remotelearning
[12] gamification
[10] edtech
[10] tlap
[10] xplap
[9] scratch3
[9] secondary
[9] security

Top Hashtags in Tweet in G8:
[17] scienceteacher
[16] nsta
[14] dailydo
[14] niagarafalls
[10] suhsd
[10] rsjhs
[10] metricsystem
[10] scavengerhunt
[3] distancelearning
[2] engage20

Top Hashtags in Tweet in G9:
[6] scienceteacher
[4] cogscisci
[3] science
[3] edutwitter
[2] physics
[2] sciencetwitter
[2] kitchenscience
[2] gardenindicator
[1] chatbiology
[1] chatphysics

Top Hashtags in Tweet in G10:
[9] scienceteacher
[9] chemed
[1] biotwitter

Top Words
Top Words in Tweet in Entire Graph:
[1267] #scienceteacher
[413] science
[348] #science
[232] students
[147] look
[137] more
[136] today
[131] school
[129] #teacher
[126] #biology

Top Words in Tweet in G1:
[325] #scienceteacher
[118] science
[62] #science
[61] more
[42] day
[40] fun
[31] #sciencefacts
[31] #chemistry
[30] school
[27] available

Top Words in Tweet in G2:
[110] easygeography
[77] amazing
[77] look
[77] earthquakes
[77] 3d
[77] both
[77] location
[77] representation
[77] depth
[77] something

Top Words in Tweet in G3:
[176] #scienceteacher
[77] #science
[71] #scienceteaching
[71] #iteachscience
[69] #handsonscience
[69] #scienceactivities
[66] #texasscienceteacher
[64] #homeschooling
[64] #sciencestations
[60] #sciencegames

Top Words in Tweet in G4:
[75] #scienceteacher
[27] today
[27] #biologyteacher
[25] etownscience
[23] #willisisd
[22] #biology
[21] #texas
[13] use
[13] stude
[12] #stem

Top Words in Tweet in G5:
[53] #scienceteacher
[39] #stem
[32] #science
[28] #stemeducation
[27] #teacher
[25] profesor
[25] ciencias
[25] vale
[25] pena
[22] #profe

Top Words in Tweet in G6:
[29] practicals
[29] teaching
[24] #scienceteacher
[24] science
[23] scipracsim
[23] school
[21] re
[21] required
[20] reorganise
[20] classrooms

Top Words in Tweet in G7:
[47] #scienceteacher
[25] #science
[24] step
[20] students
[18] k12prospects
[15] assignment
[14] schools
[12] asks
[12] #remotelearning
[12] #gamification

Top Words in Tweet in G8:
[19] students
[17] #scienceteacher
[16] #nsta
[15] nsta
[15] moving
[14] #dailydo
[14] #niagarafalls
[14] analyze
[14] interpret
[14] data

Top Words in Tweet in G9:
[11] went
[10] wrote
[10] tes
[10] week
[10] first
[10] friend
[10] colleague
[10] vigsignificant
[9] vievewright
[9] wen

Top Words in Tweet in G10:
[21] ph
[21] indicator
[21] strips
[21] coming
[21] soon
[21] designed
[21] subtle
[21] fading
[21] effects
[21] made

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[138] #science,#scienceteacher
[77] amazing,look
[77] look,earthquakes
[77] earthquakes,3d
[77] 3d,both
[77] both,location
[77] location,representation
[77] representation,depth
[77] depth,something
[77] something,little

Top Word Pairs in Tweet in G1:
[26] fun,science
[25] more,fun
[24] science,joke
[24] joke,day
[24] science,jokes
[24] jokes,available
[24] available,#sciencejokes
[24] #sciencejokes,#scienceteacher
[24] #scienceteacher,#highschoolteachers
[23] #highschoolteachers,#dadjokes

Top Word Pairs in Tweet in G2:
[77] amazing,look
[77] look,earthquakes
[77] earthquakes,3d
[77] 3d,both
[77] both,location
[77] location,representation
[77] representation,depth
[77] depth,something
[77] something,little
[77] little,different

Top Word Pairs in Tweet in G3:
[71] #scienceteaching,#scienceteacher
[71] #scienceteacher,#iteachscience
[69] #iteachscience,#handsonscience
[68] #handsonscience,#scienceactivities
[64] #scienceactivities,#sciencestations
[60] #sciencestations,#sciencegames
[59] #sciencegames,#sciencecenters
[59] #sciencecenters,#texasscienceteacher
[54] #science,#scienceteacher
[44] #texasscienceteacher,#teacher

Top Word Pairs in Tweet in G4:
[24] #biologyteacher,#scienceteacher
[20] #scienceteacher,#biology
[15] #texas,#scienceteacher
[13] #willisisd,#texas
[10] use,explorelearning
[10] explorelearning,#digitalactivity
[10] #digitalactivity,go
[10] go,programmable
[10] programmable,rover
[10] rover,#gizmo

Top Word Pairs in Tweet in G5:
[25] profesor,ciencias
[25] ciencias,vale
[25] vale,pena
[21] pena,#stem
[21] #stem,#stemeducation
[18] #teacher,#profe
[15] #stemeducation,#science
[15] #science,#teacher
[13] #profe,#scienceeducation
[13] #scienceeducation,#scienceteacher

Top Word Pairs in Tweet in G6:
[20] school,reorganise
[20] reorganise,classrooms
[20] classrooms,don
[20] don,miss
[20] miss,teaching
[20] teaching,required
[20] required,practicals
[20] practicals,re
[19] scipracsim,school
[19] re,teachin

Top Word Pairs in Tweet in G7:
[15] #science,#scienceteacher
[12] asks,students
[12] step,step
[12] step,strategy
[12] strategy,curriculum
[12] curriculum,assessment
[12] assessment,company
[12] company,signed
[12] signed,214
[12] 214,schools

Top Word Pairs in Tweet in G8:
[14] #nsta,#dailydo
[14] #dailydo,#niagarafalls
[14] #niagarafalls,moving
[14] moving,students
[14] students,analyze
[14] analyze,interpret
[14] interpret,data
[14] data,use
[14] use,thinking
[14] thinking,tool

Top Word Pairs in Tweet in G9:
[10] wrote,tes
[10] tes,went
[10] went,week
[10] week,first
[10] first,friend
[10] friend,colleague
[10] colleague,vigsignificant
[9] vievewright,wrote
[9] vigsignificant,wen
[2] anyone,good

Top Word Pairs in Tweet in G10:
[21] ph,indicator
[21] indicator,strips
[21] strips,coming
[21] coming,soon
[21] soon,designed
[21] designed,subtle
[21] subtle,fading
[21] fading,effects
[21] effects,made
[21] made,look

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@easygeography
@etownscience
@scipracsim
@etsy
@chemixlab
@ehslsciences
@apsoluterecap
@naturecutstags
@k12prospects
@youtube

Top Mentioned in G1:
@sciencetico
@learnscifun
@bio_syans

Top Mentioned in G2:
@easygeography
@nicolaraluk

Top Mentioned in G3:
@ehslsciences
@apsoluterecap
@youtube
@edvotek
@apbiopenguins
@quizizz
@cut_ups
@apforstudents
@collegeboard
@ucirvine

Top Mentioned in G4:
@etownscience
@explorelearning
@mer_townsend
@slidesmaniasm
@llmslynx
@sciallorg
@jamesfalletti
@fultondl7
@kathrynbeheshti
@data_nuggets

Top Mentioned in G5:
@profebarreto
@wstasci
@pnwscienceclass
@sciencebuddies
@stemfinity
@bethhammett1
@un
@codeorg
@planetariobta
@malokabogota

Top Mentioned in G6:
@scipracsim
@lessontoolbox
@mrs_mccullough_
@loftphysics
@mrts_nqts
@chemistryreacts
@paulgarvey4
@cleapss
@theslimevids

Top Mentioned in G7:
@k12prospects
@activelylearn
@aliciamotter
@meehanedu
@monicagandhi9
@vrod2020
@stanlevenson
@kevinbennettphd
@google
@mrsestepscience

Top Mentioned in G8:
@nsta
@salinasedtech
@msbakerscience
@hardenmiddle
@gstanews

Top Mentioned in G9:
@tes
@vigsignificant
@vievewright
@chatbiology
@chatphysics
@stemybanda
@cogscisci
@teachyscience
@edmunds_dr
@adamboxer1

Top Mentioned in G10:
@chemixlab
@rsc_eic
@scipracsim
@edvotek

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@malliardreport
@femtech_
@linda_u_w_a
@hirogallery
@davesbargains
@samir_patil
@tmobile
@moniselseward
@naturecutstags

Top Tweeters in G1:
@moniselseward
@dsignsbycristal
@misswy
@ohiolinkstatus
@hittman240
@healthiacynthia
@arunpb11
@be_yondbeauty__
@crafty_teacher2
@judypchristie

Top Tweeters in G2:
@samir_patil
@merckxcycling
@ourfuturebot
@jane__eden
@nancy_westberg
@mooniyy
@ikrambutt786
@geomaticsfeed
@geographygem
@kaliamma99

Top Tweeters in G3:
@malliardreport
@royalsociety
@collegeboard
@cdcgov
@youtube
@zoom_us
@canvaslms
@actprotips
@davehershey
@apforstudents

Top Tweeters in G4:
@femtech_
@womencodersbot
@imagine_garden
@thesecretjunio1
@shellterrell
@caringbot67
@lodinjnews
@explorelearning
@vipulasharma1
@sprint_code

Top Tweeters in G5:
@cowboyscifibot
@educacionbogota
@un
@jbotanicobogota
@stem_ai
@unisabana
@juandavidaristi
@fredhutch
@josembau
@malokabogota

Top Tweeters in G6:
@paulgarvey4
@hrogerson
@phoare1963
@lessontoolbox
@cleapss
@sciencelabman
@trishaguy61
@drsam_george
@teacherspln
@kcoscience

Top Tweeters in G7:
@google
@sardimperium
@markj_ohnson
@tarafarah7
@jc_james_clark
@johngreen
@k12prospects
@nygovcuomo
@meehanedu
@uniofhull

Top Tweeters in G8:
@krsciencelady
@cogswell_ben
@nsta
@you_stem
@nshssports
@jenswanbooks
@williamfranzell
@lex1science
@secsciencekisd
@gstanews

Top Tweeters in G9:
@tes
@cloudscholar
@timsmithceo
@adamboxer1
@heymrshallahan
@ahmedkhattabuk
@miss_khan868
@elizabethecharl
@damien_page
@louisecass

Top Tweeters in G10:
@dv99999
@sandra_phoma
@vlandaeta
@irfansazaidi_
@efrenr
@kristingregory7
@rsc_eic
@susgeosci
@ian_sodium23
@teachercolin