scienceteacher, Twitter, 12/3/2022 2:02:27 AM, 285401


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scienceteacher_2022-12-02_17-55-12.xlsx
scienceteacher_2022-12-02_17-55-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 03, 2022
Short Description:
scienceteacher via NodeXL https://bit.ly/3XNBlB3
@sciencebuddies
@this0499154500
@flinnscientific
@garym
@education_24x7
@chemistryed
@ocr_science
@stem_ai
@legabric
@nsta

Top hashtags:
#scienceteacher
#science
#stem
#iteachscience
#teacher
#teaching
#scienceteaching

Description:
Description
The graph represents a network of 1,529 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, 03 December 2022 at 01:58 UTC.

The requested start date was Saturday, 03 December 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 123-day, 12-hour, 6-minute period from Monday, 01 August 2022 at 10:03 UTC to Friday, 02 December 2022 at 22:10 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 : 1529
Unique Edges : 916
Edges With Duplicates : 2906
Total Edges : 3822
Number of Edge Types : 5
Tweet : 1146
Retweet : 911
MentionsInRetweet : 1118
Mentions : 596
Replies to : 51
Self-Loops : 1164
Reciprocated Vertex Pair Ratio : 0.0552099533437014
Reciprocated Edge Ratio : 0.104642593957259
Connected Components : 483
Single-Vertex Connected Components : 236
Maximum Vertices in a Connected Component : 312
Maximum Edges in a Connected Component : 1485
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 5.190397
Graph Density : 0.000580829957642644
Modularity : 0.384628
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,529 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, 03 December 2022 at 01:58 UTC.

The requested start date was Saturday, 03 December 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 123-day, 12-hour, 6-minute period from Monday, 01 August 2022 at 10:03 UTC to Friday, 02 December 2022 at 22:10 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:
[25] https://www.etsy.com/listing/870248037/stem-teachers-gift-steminist-science
[16] https://www.goodnewsnetwork.org/
[10] https://www.sciencebuddies.org/blog/halloween-stem?from=TW
[9] https://www.flinnsci.com/api/library/Download/e36732cee8cc42b6bd84d0bdaeeda93d
[8] https://www.amazon.com/hz/wishlist/ls/21BJFTSM4YGPI/ref=as_li_ss_tl?ref_=wl_share&linkCode=sl2&tag=thetickler0a-20&linkId=4c651e1e3969d3a88c7d831789515d6f&language=en_US
[7] http://www.cultofpedagogy.com/
[7] https://www.coresciences.co.uk/
[7] https://www.etsy.com/listing/696099120
[7] https://www.etsy.com/CraftyMom75/listing/620907121/science-apron-science-teacher-apron?utm_source=etsyfu&utm_medium=api&utm_campaign=api
[6] https://www.flinnsci.com/pavo/teacher-trial/

Top URLs in Tweet in G1:
[20] https://www.etsy.com/listing/870248037/stem-teachers-gift-steminist-science
[16] https://www.goodnewsnetwork.org/
[7] https://www.etsy.com/listing/696099120
[7] https://www.coresciences.co.uk/
[7] http://www.cultofpedagogy.com/
[4] https://www.teacherspayteachers.com/Product/States-of-Matter-Freebie-Digital-Drag-Drop-Activity-Solid-Liquid-Gas-8585934
[4] https://www.etsy.com/listing/688207298/vintage-what-makes-popcorn-pop-paperback?ref=shop_home_active_193&frs=1
[4] https://content-app.com/?action=leadgen&id=MzkzNyMjIyNodHRwczovL3d3dy5pbnNwaXJlZWhjLmNvLnVrL2NhcmVlcnMvMjgyODcvaW5kZXgwL1NjaWVuY2UtVGVhY2hlci1TdWZmb2xrLVJlZj91dG1fc291cmNlPVBhaWdlciZ1dG1fbWVkaXVtPVJlZmVycmFsIyMjIw&skip=1
[3] https://www.youtube.com/channel/UC8xgGiHwJt3R3UkYDQwKfjA
[3] https://websitetipsandtutorials.com/how-to-start-a-science-podcast/

Top URLs in Tweet in G2:
[10] https://www.sciencebuddies.org/blog/halloween-stem?from=TW
[9] https://www.flinnsci.com/api/library/Download/e36732cee8cc42b6bd84d0bdaeeda93d
[6] https://www.flinnsci.com/pavo/teacher-trial/
[5] https://www.flinnsci.com/fruit-floats/dc10319/
[4] https://www.sciencebuddies.org/blog/science-experiment-icebreakers?from=TW
[4] https://www.sciencebuddies.org/blog/gingerbread-stem?from=TW
[4] https://www.teacherspayteachers.com/Store/Nitty-Gritty-Science/Category/-9657-9999-65039-Phenomena-607844
[4] http://www.fizzicseducation.com.au/Blog/x_post/The-seed-of-an-idea-using-stimulus-material-to-prompt-a-discovery-mindset-00081.html
[3] https://www.sciencebuddies.org/blog/scientific-method-examples-for-teachers?from=TW
[3] https://www.teacherspayteachers.com/Store/Nitty-Gritty-Science

Top URLs in Tweet in G3:
[1] https://www.finanzen.net/nachricht/cfd/wie-wirken-sich-rohstoffe-auf-die-inflation-aus-11284550

Top URLs in Tweet in G4:
[3] https://www.amazon.com/hz/wishlist/ls/3SPFHBFXLUYQL?ref_=wl_share
[2] https://www.amazon.com/hz/wishlist/ls/2YRLTI7VO1YK4/?ref_=lol_ov_le#quickView_1660586678958
[2] https://fabiodisalvo.com/2022/05/22/science-root-words/
[1] https://www.donorschoose.org/project/stimulating-environments-help-minds-grow/6929075/?utm_source=dc&utm_medium=twitter&utm_campaign=teacherhub&utm_term=teacher_5491870&rf=twitter-dc-2022-11-teacherhub-teacher_5491870&challengeid=21206938&%24web_only=true&_branch_match_id=link-1124129462230027335
[1] https://www.donorschoose.org/project/flexible-seating-for-stem/7035922/?utm_source=dc&utm_medium=twitter&utm_campaign=teacherhub&utm_term=teacher_5491870&rf=twitter-dc-2022-11-teacherhub-teacher_5491870&challengeid=21206938&%24web_only=true&_branch_match_id=link-1124129570687606483
[1] https://www.donorschoose.org/project/new-bookshelf-for-our-stem-supplies/7036216/?utm_source=dc&utm_medium=twitter&utm_campaign=teacherhub&utm_term=teacher_5491870&rf=twitter-dc-2022-11-teacherhub-teacher_5491870&challengeid=21206938&%24web_only=true&_branch_match_id=link-1124129663997022107
[1] https://twitter.com/WBRSchools/status/1592625439889297408
[1] https://www.donorschoose.org/project/basic-supplies-for-content-masters/6860990/?utm_source=dc&utm_medium=twitter&utm_campaign=project&utm_term=teacher_3533999&rf=twitter-dc-2022-09-project-teacher_3533999&challengeid=20737390&%24web_only=true&_branch_match_id=link-1102951234182628051
[1] https://donorschoo.se/e/kMyxPzxsDub
[1] https://www.donorschoose.org/project/scientists-and-stories/6506900/?utm_source=dc&utm_medium=twitter&utm_campaign=project&utm_term=teacher_2514666&rf=twitter-dc-2022-08-project-teacher_2514666&challengeid=20472047&%24web_only=true&_branch_match_id=link-1085641050297031566

Top URLs in Tweet in G5:
[2] https://edu.rsc.org/ideas/6-ways-to-teach-strong-and-weak-acids/4016575.article
[1] https://edu.rsc.org/review/teaching-secondary-chemistry-3rd-edition/4016311.article
[1] https://edu.rsc.org/resources/collections/the-chemistry-of-fireworks
[1] https://www.flinnsci.com/cleaning-with-charcoal---turning-grape-juice-into-water/dc10828/
[1] https://chemistrytalk.org/category/biochemistry-tutorials/

Top URLs in Tweet in G6:
[3] https://www.ocr.org.uk/blog/pride-stem-2022-scientist-to-celebrate/
[2] https://www.ocr.org.uk/qualifications/professional-development/events/mastercoursecode-MWSCAM/
[2] https://www.stem.org.uk/resources/elibrary/resource/30941/demonstrating-chemistry-fireworks-classroom
[2] https://blogs.ncl.ac.uk/stem/tag/sparklers/
[2] https://www.ocr.org.uk/qualifications/professional-development/events/mastercoursecode-MWSCAY/
[2] https://www.ocr.org.uk/qualifications/teach-cambridge/
[2] https://scitechdaily.com/scientists-discover-a-new-way-to-make-species/
[2] https://edu.rsc.org/exhibition-chemistry/the-rainbow-flame-demonstration/3009399.article
[1] http://www.sciencenter.org/chemistry/d/activity_guide_gummy_worms.pdf
[1] https://www.youtube.com/watch?v=608OIFWYnto


Top URLs in Tweet in G7:
[1] https://origamiorganelles.com/collections/earth-science/products/structure-of-the-earth
[1] https://origamiorganelles.com/collections/earth-science/products/layers-of-the-atmosphere
[1] https://twitter.com/shiv_teaching/status/1558709407000715264
[1] http://bit.ly/2t6elDA52
[1] http://bit.ly/2ZdKjrJRr31
[1] http://bit.ly/2U9tEFu85
[1] http://bit.ly/2LlGXlh38
[1] http://bit.ly/31Zujhg33
[1] http://bit.ly/3BrV64N13
[1] http://bit.ly/36UtOqd46

Top URLs in Tweet in G8:
[7] https://www.etsy.com/CraftyMom75/listing/620907121/science-apron-science-teacher-apron?utm_source=etsyfu&utm_medium=api&utm_campaign=api
[2] https://www.etsy.com/CraftyMom75/listing/1281287174/science-apron-science-teacher-apron?utm_source=etsyfu&utm_medium=api&utm_campaign=api
[1] https://www.etsy.com/CraftyMom75/listing/1281287174/science-apron-science-teacher-apron?utm_campaign=Share&utm_medium=social_organic&utm_source=MSMT&utm_term=so.smt&share_time=1661905934000

Top URLs in Tweet in G9:
[4] http://together.Ss
[1] https://sites.miamioh.edu/exemplary-science-teaching/2022/12/how-to-keep-students-motivated-in-science-classrooms/
[1] https://sites.miamioh.edu/edt431-531/2022/09/teaching-in-the-margins-you-cant-plan-to-be-spontaneous/
[1] https://sites.miamioh.edu/exemplary-science-teaching/2022/11/changing-the-sysstem-how-can-we-increase-equity-in-stem/
[1] https://www.nsta.org/plu
[1] https://twitter.com/swagnerscience/status/1570058633248915456
[1] https://tsta.wildapricot.org/
[1] https://sites.miamioh.edu/edt431-531/2022/10/how-to-drive-motivation-in-science-classrooms/
[1] https://sites.miamioh.edu/edt431-531/2022/09/take-a-walk-in-the-margins-a-metaphor/

Top URLs in Tweet in G10:
[1] https://twitter.com/Meccaayesha/status/1573097646629298177

Top Domains
Top Domains in Tweet in Entire Graph:
[80] sciencebuddies.org
[72] teacherspayteachers.com
[57] flinnsci.com
[56] etsy.com
[53] twitter.com
[37] co.uk
[35] org.uk
[34] amazon.com
[32] instagram.com
[29] youtube.com

Top Domains in Tweet in G1:
[34] etsy.com
[19] hatenablog.jp
[16] goodnewsnetwork.org
[14] instagram.com
[14] co.uk
[14] zazzle.com
[13] twitter.com
[13] teacherspayteachers.com
[9] amazon.com
[8] youtube.com

Top Domains in Tweet in G2:
[78] sciencebuddies.org
[57] teacherspayteachers.com
[56] flinnsci.com
[13] nittygrittyscience.com
[12] youtube.com
[5] com.au
[5] stemsports.com
[5] twitter.com
[4] ck.page
[3] thetrendyscienceteacher.com

Top Domains in Tweet in G3:
[1] finanzen.net

Top Domains in Tweet in G4:
[10] donorschoose.org
[6] amazon.com
[2] fabiodisalvo.com
[1] twitter.com
[1] donorschoo.se

Top Domains in Tweet in G5:
[4] rsc.org
[1] flinnsci.com
[1] chemistrytalk.org

Top Domains in Tweet in G6:
[23] org.uk
[4] cambridge.org
[3] rsc.org
[2] ac.uk
[2] sciencenews.org
[2] scitechdaily.com
[1] sciencenter.org
[1] youtube.com
[1] sciencebuddies.org
[1] science-sparks.com

Top Domains in Tweet in G7:
[11] origamiorganelles.com
[8] bit.ly
[3] twitter.com
[2] hbarsci.com
[1] zspace.com
[1] thesciencebank.org
[1] allaboutbirds.org
[1] gettingnerdywithmelandgerdy.com

Top Domains in Tweet in G8:
[10] etsy.com

Top Domains in Tweet in G9:
[5] miamioh.edu
[4] together.ss
[1] nsta.org
[1] twitter.com
[1] wildapricot.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1616] scienceteacher
[314] science
[280] stem
[154] iteachscience
[147] teacher
[98] teaching
[98] scienceteaching
[88] teacherlife
[88] scienceactivities
[87] sciencestations



Top Hashtags in Tweet in G1:
[426] scienceteacher
[88] teacher
[87] scienceteaching
[86] sciencecenters
[85] scienceactivities
[85] sciencestations
[83] sciencegames
[81] handsonscience
[76] teaching
[71] texasscienceteacher

Top Hashtags in Tweet in G2:
[323] scienceteacher
[132] stem
[68] iteachscience
[45] scichat
[36] science
[32] scienceproject
[30] sciencefair
[28] halloween
[17] halloweenscience
[16] engineering

Top Hashtags in Tweet in G4:
[34] scienceteacher
[12] teachertwitter
[9] donorschoose
[8] teacher
[7] fundmyproject
[6] equityineducation
[5] middleschool
[5] teachers
[4] clearthelist
[3] representationmatters

Top Hashtags in Tweet in G5:
[17] scienceteacher
[8] teacher
[8] science
[7] chemed
[2] iteachchem
[1] edubooks
[1] asechat
[1] chatchemistry
[1] edutwitter
[1] stemeducation

Top Hashtags in Tweet in G6:
[53] scienceteacher
[50] ocrscience
[17] stem
[15] alevelbiology
[14] lgbtq
[14] lgbtqia
[13] ocrchemistry
[11] biology
[10] halloween
[9] chatsci

Top Hashtags in Tweet in G7:
[62] scienceteacher
[34] science
[28] humanescience
[24] humaneeducation
[23] anatomy
[23] lifesciences
[23] sciencetwitter
[21] biology
[17] teachertwitter
[15] animalearn

Top Hashtags in Tweet in G8:
[18] etsy
[6] scienceteacher
[5] etsymntt
[4] craftbuzz
[1] science

Top Hashtags in Tweet in G9:
[26] scienceteacher
[8] nsta
[7] sciencetwitter
[6] maydeforthis
[6] science
[5] mchs
[5] geoscience
[5] biology
[4] geology
[4] katyisd

Top Hashtags in Tweet in G10:
[4] scienceteacher
[1] sciencekid

Top Words
Top Words in Tweet in Entire Graph:
[1620] #scienceteacher
[779] science
[326] students
[323] #science
[281] #stem
[262] teacher
[209] school
[201] more
[154] #iteachscience
[153] apron

Top Words in Tweet in G1:
[426] #scienceteacher
[124] science
[88] #teacher
[87] #scienceteaching
[86] #sciencecenters
[85] #sciencestations
[85] #scienceactivities
[83] #sciencegames
[81] #handsonscience
[76] #teaching

Top Words in Tweet in G2:
[323] #scienceteacher
[203] science
[132] #stem
[125] students
[111] sciencebuddies
[83] flinnscientific
[68] #iteachscience
[66] activity
[66] use
[65] more

Top Words in Tweet in G3:
[14] scienceteacher
[11] science63424214
[6] die
[4] man
[2] einmal
[2] falls
[2] twitterde
[2] irgendwann
[2] frankfurtzack
[2] gt

Top Words in Tweet in G4:
[34] #scienceteacher
[20] help
[19] classroom
[17] love
[17] donorschoose
[16] project
[12] #teachertwitter
[11] check
[11] bring
[11] life

Top Words in Tweet in G5:
[36] teaching
[34] rsc_eic
[26] top
[24] doc_kristy
[24] strong
[24] weak
[24] acids
[18] read
[18] topic
[18] six

Top Words in Tweet in G6:
[53] #scienceteacher
[50] #ocrscience
[28] ocr_science
[19] celebrate
[17] international
[17] #stem
[17] students
[16] blog
[16] scientists
[16] work

Top Words in Tweet in G7:
[62] #scienceteacher
[34] #science
[28] model
[28] #humanescience
[27] animalearn
[24] #humaneeducation
[23] #anatomy
[23] science
[23] #sciencetwitter
[23] #lifesciences

Top Words in Tweet in G8:
[153] apron
[74] science
[59] teacher
[38] scientist
[31] angieshandmade1
[19] utility
[19] vendor
[19] female
[19] womens
[18] chemistry

Top Words in Tweet in G9:
[26] #scienceteacher
[16] kimteacheschem
[16] students
[15] science
[14] bio
[12] ss
[12] learning
[10] nsta
[9] ts
[9] cinco_school

Top Words in Tweet in G10:
[4] sarayrodrigu3z
[4] ruthgiles
[4] hisd_elemsci
[4] #scienceteacher
[3] meccaayesha
[3] rickettsdeirdre
[3] bostonwhitnee
[2] demonstrates
[2] teachtrujillo
[2] news

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[143] science,teacher
[96] #scienceteacher,#scienceteaching
[87] #scienceteaching,#scienceactivities
[86] #scienceactivities,#sciencestations
[83] #sciencegames,#sciencecenters
[83] #sciencestations,#sciencegames
[81] #sciencecenters,#handsonscience
[77] #science,#scienceteacher
[71] #handsonscience,#texasscienceteacher
[62] #teacher,#teaching

Top Word Pairs in Tweet in G1:
[86] #scienceteacher,#scienceteaching
[85] #scienceteaching,#scienceactivities
[85] #scienceactivities,#sciencestations
[83] #sciencestations,#sciencegames
[83] #sciencegames,#sciencecenters
[81] #sciencecenters,#handsonscience
[71] #handsonscience,#texasscienceteacher
[62] #teacher,#teaching
[60] #texasscienceteacher,#iteachscience
[55] #teacherlife,#scienceteacher

Top Word Pairs in Tweet in G2:
[35] #scienceteacher,#iteachscience
[26] #iteachscience,#scienceteacher
[22] earth,science
[21] click,link
[16] science,engineering
[15] #scienceteacher,#scichat
[14] school,year
[14] #scichat,#scienceteacher
[13] interactive,notebook
[13] hands,#stem

Top Word Pairs in Tweet in G3:
[2] beckstein,scienceteacher
[2] falls,irgendwann
[2] sz,falls
[2] regel,man
[2] zitiere,die
[2] scienceteacher,regel
[2] gt,angehalten
[2] angehalten,werde
[2] irgendwann,einmal
[2] einmal,gt

Top Word Pairs in Tweet in G4:
[12] love,help
[11] classroom,donorschoose
[11] bring,project
[11] project,life
[11] check,classroom
[11] donorschoose,love
[11] help,bring
[8] life,#donorschoose
[7] #donorschoose,#fundmyproject
[6] #teacher,#scienceteacher

Top Word Pairs in Tweet in G5:
[24] weak,acids
[24] strong,weak
[18] read,six
[18] deceptive,topic
[18] tips,teaching
[18] acids,deceptive
[18] topic,doc_kristy
[18] doc_kristy,read
[18] six,top
[18] top,tips

Top Word Pairs in Tweet in G6:
[33] #ocrscience,#scienceteacher
[14] celebrate,work
[14] #lgbtq,stemday
[14] #lgbtqia,scientists
[14] international,#lgbtq
[14] work,#lgbtqia
[13] blog,celebrate
[11] 18,international
[11] november,18
[11] #scienceteacher,#ocrchemistry

Top Word Pairs in Tweet in G7:
[22] #humanescience,#humaneeducation
[21] #biology,#scienceteacher
[21] #science,#lifesciences
[17] #anatomy,#biology
[16] #lifesciences,#anatomy
[15] science,bank
[13] #animalearn,#science
[11] link,bio
[11] bank,link
[9] #sciencetwitter,#teachertwitter

Top Word Pairs in Tweet in G8:
[59] teacher,apron
[37] apron,science
[37] science,teacher
[37] science,apron
[19] apron,womens
[19] apron,scientist
[19] scientist,utility
[19] female,scientist
[19] apron,female
[19] scientist,apron

Top Word Pairs in Tweet in G9:
[8] ap,bio
[7] rates,brine
[7] shrimp,swagnerscience
[7] exploring,different
[7] cinco_school,ap
[7] brine,shrimp
[7] ss,exploring
[7] affect,hatch
[7] different,salinities
[7] hatch,rates

Top Word Pairs in Tweet in G10:
[3] bostonwhitnee,sarayrodrigu3z
[2] worked,hard
[2] rated,campus
[2] hard,meet
[2] distinctions,worked
[2] love,meccaayesha
[2] plus,distinctions
[2] continues,rated
[2] campus,plus
[2] demo,rickettsdeirdre

Top Replied-To
Top Replied-To in Entire Graph:
@science63424214
@elonmusk
@psychbrother
@orscitchr
@playdoh
@sashadbrown1
@fieldstudiesc
@bunsenbernerbmd
@vtallica
@tomernst16

Top Replied-To in G2:
@playdoh
@hookean1

Top Replied-To in G3:
@science63424214
@vtallica
@sz
@tomernst16
@harrynator
@rolandsb13
@zerocovidth

Top Replied-To in G4:
@psychbrother
@elmahdali87
@clearinglists
@verizon
@quizlet
@johnlegere

Top Replied-To in G6:
@fieldstudiesc

Top Replied-To in G9:
@cinco_school
@crhs_science
@tnsta

Top Mentioned
Top Mentioned in Entire Graph:
@sciencebuddies
@flinnscientific
@rsc_eic
@angieshandmade1
@ocr_science
@doc_kristy
@ngs_education
@animalearn
@donorschoose
@kimteacheschem

Top Mentioned in G1:
@misslowessci
@grahamk41323061

Top Mentioned in G2:
@sciencebuddies
@flinnscientific
@ngs_education
@2seetheglobe
@arduino
@scistarter
@stemsportsusa
@lessontoolbox
@beyondbenign
@martinhighsch

Top Mentioned in G3:
@science63424214
@stohr_klaus
@frankfurtzack
@twitterde
@manubuhler
@migo_offiziell
@martinstamer
@agentfiftyseven
@pixannemarcy
@adamparkhomenko

Top Mentioned in G4:
@donorschoose
@mrsburnett_
@heat66195600
@nearpod
@wbrschools
@portallenmiddle
@fabdisalvo
@chemnhs
@tracynovick
@kaiti_hart

Top Mentioned in G5:
@rsc_eic
@doc_kristy
@_misshrussell
@rscyorks
@flinnscientific
@chem_talk

Top Mentioned in G6:
@ocr_science
@stemlearninguk
@hillsroadnews
@lindacremonesi
@mattthechemist
@44orr
@helengpotts
@prideinstem
@thease
@sheffhallamuni

Top Mentioned in G7:
@animalearn
@mergevr
@mergeedu
@origamicells
@nmmshuskies
@aavs_aavs
@zspace
@hbarsci
@techterraed
@the_fish_nerd

Top Mentioned in G8:
@angieshandmade1

Top Mentioned in G9:
@kimteacheschem
@nsta
@mrs_sosa_8891
@cinco_school
@swagnerscience
@hmns
@tnsta
@edutopia
@secsciencekisd
@crhs_science

Top Mentioned in G10:
@hisd_elemsci
@rickettsdeirdre
@ruthgiles
@sarayrodrigu3z
@bostonwhitnee
@meccaayesha
@msjaime01
@alliantgroup
@teachtrujillo
@corneliuselem

Top Tweeters
Top Tweeters in Entire Graph:
@paoloigna1
@hirogallery
@janromes
@rahul05ranjan
@ronaldclarke
@education_24x7
@bigtickhk
@welt
@jvozsol
@botfemale

Top Tweeters in G1:
@woodentek
@craftymcclever
@mayurgta
@time8news
@jobs2apply4
@reginaldj
@k12prospects
@koolbadges
@arrenc_pops
@poetsandquants

Top Tweeters in G2:
@rahul05ranjan
@compchembiobot
@stem_ai
@jc_james_clark
@sdgscolab
@binfotrends
@garym
@boba_tea_catan
@imsouthern
@nasa

Top Tweeters in G3:
@welt
@_phoeni
@sz
@adamparkhomenko
@cynthior1
@zerocovidth
@hollsteinm
@ini42
@oliverbeige
@frankfurtzack

Top Tweeters in G4:
@botforequality
@tracynovick
@craignewmark
@johnlegere
@verizon
@nearpod
@mssbarnett1
@chardigg
@donorschoose
@kaiti_hart

Top Tweeters in G5:
@mrdissent
@doc_kristy
@freereed59
@boltonsch
@rizki_fahreza
@ricestrada
@rsc_eic
@moraigmonkey
@colinmcgill
@cravenscience1

Top Tweeters in G6:
@theiet
@auro1510
@trentuni
@roysocchem
@sheffhallamuni
@prof_di_chimica
@kjf239
@stemlearninguk
@thease
@chrisharrikings

Top Tweeters in G7:
@krsciencelady
@xxmasx
@ars_animalreiki
@macdonelltina
@zspace
@anatomyinclay
@mergevr
@t_korner
@heybrandonitsme
@the_fish_nerd

Top Tweeters in G8:
@hirogallery
@janromes
@bigtickhk
@jvozsol
@products_hot
@tatijewelry
@watsonsvintage
@quilts_more
@maccessoriesr
@imaginethatbaby

Top Tweeters in G9:
@chemicaleyeguy
@edutopia
@hmns
@collegeboard
@nsta
@mchs_rams
@tnsta
@charter2005
@kaye1332
@secsciencekisd

Top Tweeters in G10:
@bernadettenobot
@caseyweather
@rickettsdeirdre
@teamhisd
@phikappaphi
@corneliuselem
@alliantgroup
@erwin_garcia_
@sarayrodrigu3z
@reworldschool


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