scienceteacher, Twitter, 11/26/2022 2:02:32 AM, 284986


FAQ | Problem?

scienceteacher_2022-11-25_17-55-12.xlsx
scienceteacher_2022-11-25_17-55-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 26, 2022
Short Description:
scienceteacher via NodeXL https://bit.ly/3XtmPhH
@sciencebuddies
@this0499154500
@education_24x7
@garym
@stem_ai
@flinnscientific
@ocr_science
@legabric
@nsta
@donorschoose

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

Description:
Description
The graph represents a network of 1,449 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, 26 November 2022 at 01:58 UTC.

The requested start date was Saturday, 26 November 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 116-day, 9-hour, 56-minute period from Monday, 01 August 2022 at 10:03 UTC to Friday, 25 November 2022 at 19:59 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 1449
Unique Edges : 857
Edges With Duplicates : 2681
Total Edges : 3538
Number of Edge Types : 5
Tweet : 1087
Retweet : 838
MentionsInRetweet : 1000
Mentions : 562
Replies to : 51
Self-Loops : 1102
Reciprocated Vertex Pair Ratio : 0.0562659846547315
Reciprocated Edge Ratio : 0.106537530266344
Connected Components : 472
Single-Vertex Connected Components : 229
Maximum Vertices in a Connected Component : 267
Maximum Edges in a Connected Component : 1301
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 5.034341
Graph Density : 0.000590519657298423
Modularity : 0.382053
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,449 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, 26 November 2022 at 01:58 UTC.

The requested start date was Saturday, 26 November 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 116-day, 9-hour, 56-minute period from Monday, 01 August 2022 at 10:03 UTC to Friday, 25 November 2022 at 19:59 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : 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.etsy.com/listing/870248037/stem-teachers-gift-steminist-science
[15] 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] https://www.etsy.com/CraftyMom75/listing/620907121/science-apron-science-teacher-apron?utm_source=etsyfu&utm_medium=api&utm_campaign=api
[6] http://www.cultofpedagogy.com/
[6] https://www.flinnsci.com/pavo/teacher-trial/
[6] https://www.etsy.com/listing/696099120
[5] https://www.coresciences.co.uk/

Top URLs in Tweet in G1:
[20] https://www.etsy.com/listing/870248037/stem-teachers-gift-steminist-science
[15] https://www.goodnewsnetwork.org/
[6] https://www.etsy.com/listing/696099120
[6] http://www.cultofpedagogy.com/
[5] https://www.coresciences.co.uk/
[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
[3] https://www.youtube.com/channel/UC8xgGiHwJt3R3UkYDQwKfjA
[3] https://websitetipsandtutorials.com/how-to-start-a-science-podcast/
[3] https://myventure.us/venture

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.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.flinnsci.com/products/chemistry/student-laboratory-kits/rainbow-tie-dyed-lab-coats/
[3] https://www.flinnsci.com/safety-first-sign---wear-your-goggles-10-x-14/se1917/
[3] https://www.flinnsci.com/high-school-student-safety-contract---english/dc10494/

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/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://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://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:
[1] https://zspace.com
[1] https://thesciencebank.org/pages/online-dissection-resources#horse
[1] https://academy.allaboutbirds.org/features/birdanatomy/
[1] https://gettingnerdywithmelandgerdy.com/
[1] https://origamiorganelles.com/
[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

Top URLs in Tweet in G6:
[7] https://www.etsy.com/CraftyMom75/listing/620907121/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 G7:
[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://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

[1] https://www.sciencebuddies.org/blog/pumpkin-power-project?from=Blog
[1] https://www.science-sparks.com/creepy-density/

Top URLs in Tweet in G8:
[4] http://together.Ss
[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 G9:
[3] https://www.cee.org/newsevents/press-releases/applications-being-accepted-2023-research-science-institute
[3] https://www.axcis.co.uk/jobs/
[2] https://chemistrytalk.org/category/biochemistry-tutorials/
[2] https://chemistrytalk.org/element-giveaway/
[2] https://us02web.zoom.us/webinar/register/WN_tQKbkvAeQ_iXChAKrk1urw
[2] https://youtu.be/YS_MScfXWLA
[1] https://www.flinnsci.com/cleaning-with-charcoal---turning-grape-juice-into-water/dc10828/
[1] https://chemistrytalk.org/interactive-periodic-table/
[1] https://bit.ly/3fmSMXD
[1] https://www.axcis.co.uk/jobs/send-science-teacher/1343354

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

Top Domains
Top Domains in Tweet in Entire Graph:
[77] sciencebuddies.org
[68] teacherspayteachers.com
[57] flinnsci.com
[51] etsy.com
[49] twitter.com
[34] amazon.com
[32] instagram.com
[31] org.uk
[31] co.uk
[28] youtube.com

Top Domains in Tweet in G1:
[32] etsy.com
[18] hatenablog.jp
[15] goodnewsnetwork.org
[14] instagram.com
[13] twitter.com
[13] teacherspayteachers.com
[13] zazzle.com
[12] co.uk
[9] amazon.com
[8] youtube.com

Top Domains in Tweet in G2:
[75] sciencebuddies.org
[56] flinnsci.com
[53] teacherspayteachers.com
[11] youtube.com
[10] nittygrittyscience.com
[5] com.au
[5] stemsports.com
[4] ck.page
[3] thetrendyscienceteacher.com
[3] twitter.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:
[10] 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 G6:
[8] etsy.com

Top Domains in Tweet in G7:
[20] org.uk
[4] cambridge.org
[3] rsc.org
[2] ac.uk
[1] sciencenter.org
[1] youtube.com
[1] sciencebuddies.org
[1] science-sparks.com
[1] theowlteacher.com
[1] littlebinsforlittlehands.com

Top Domains in Tweet in G8:
[4] together.ss
[2] miamioh.edu
[1] nsta.org
[1] twitter.com
[1] wildapricot.org

Top Domains in Tweet in G9:
[7] co.uk
[5] chemistrytalk.org
[3] cee.org
[2] zoom.us
[2] youtu.be
[1] flinnsci.com
[1] bit.ly
[1] tinyurl.com
[1] sdlabrats.org
[1] miamioh.edu

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1523] scienceteacher
[301] science
[266] stem
[144] iteachscience
[141] teacher
[94] teaching
[93] scienceteaching
[84] teacherlife
[84] scienceactivities
[83] sciencestations



Top Hashtags in Tweet in G1:
[406] scienceteacher
[83] teacher
[82] scienceteaching
[81] scienceactivities
[81] sciencestations
[81] sciencecenters
[79] sciencegames
[77] handsonscience
[72] teaching
[68] teacherlife

Top Hashtags in Tweet in G2:
[305] scienceteacher
[120] stem
[60] iteachscience
[45] scichat
[34] science
[31] scienceproject
[29] sciencefair
[27] halloween
[16] engineering
[16] k12

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

Top Hashtags in Tweet in G5:
[61] scienceteacher
[34] science
[28] humanescience
[24] humaneeducation
[23] lifesciences
[23] anatomy
[23] sciencetwitter
[21] biology
[17] teachertwitter
[15] animalearn

Top Hashtags in Tweet in G6:
[18] etsy
[5] scienceteacher
[4] etsymntt
[3] craftbuzz
[1] science

Top Hashtags in Tweet in G7:
[46] scienceteacher
[43] ocrscience
[17] stem
[14] alevelbiology
[14] lgbtq
[14] lgbtqia
[12] ocrchemistry
[10] biology
[10] halloween
[9] chatsci

Top Hashtags in Tweet in G8:
[18] scienceteacher
[8] nsta
[7] sciencetwitter
[6] science
[5] geoscience
[5] biology
[4] geology
[4] kisdscience
[3] mchs
[3] maydeforthis

Top Hashtags in Tweet in G9:
[23] scienceteacher
[10] education
[8] science
[7] stemeducation
[7] stem
[6] scienceteachers
[5] stemeducator
[5] job
[4] iteachchem
[4] chemed

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

Top Words
Top Words in Tweet in Entire Graph:
[1527] #scienceteacher
[743] science
[315] students
[310] #science
[267] #stem
[240] teacher
[195] school
[183] more
[150] apron
[144] #teacher

Top Words in Tweet in G1:
[406] #scienceteacher
[118] science
[83] #teacher
[82] #scienceteaching
[81] #sciencecenters
[81] #sciencestations
[81] #scienceactivities
[79] #sciencegames
[77] #handsonscience
[72] #teaching

Top Words in Tweet in G2:
[305] #scienceteacher
[198] science
[120] students
[120] #stem
[105] sciencebuddies
[83] flinnscientific
[65] more
[63] activity
[60] #iteachscience
[58] use

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
[17] help
[16] classroom
[14] love
[14] donorschoose
[13] project
[12] #teachertwitter
[10] science
[8] check
[8] bring

Top Words in Tweet in G5:
[61] #scienceteacher
[34] #science
[28] #humanescience
[27] animalearn
[27] model
[24] #humaneeducation
[23] #anatomy
[23] #sciencetwitter
[23] science
[23] #lifesciences

Top Words in Tweet in G6:
[150] apron
[72] science
[57] teacher
[38] scientist
[31] angieshandmade1
[19] utility
[19] vendor
[19] female
[19] womens
[18] #etsy

Top Words in Tweet in G7:
[46] #scienceteacher
[43] #ocrscience
[24] ocr_science
[19] celebrate
[17] international
[17] #stem
[17] students
[16] blog
[16] work
[15] teaching

Top Words in Tweet in G8:
[18] #scienceteacher
[16] kimteacheschem
[15] students
[14] bio
[14] science
[12] ss
[12] learning
[9] ts
[9] nsta
[9] cinco_school

Top Words in Tweet in G9:
[23] #scienceteacher
[23] science
[10] #education
[10] students
[9] 2022
[8] #science
[7] check
[7] paper
[7] teachers
[7] axcis

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:
[134] science,teacher
[91] #scienceteacher,#scienceteaching
[83] #scienceteaching,#scienceactivities
[82] #scienceactivities,#sciencestations
[79] #sciencegames,#sciencecenters
[79] #sciencestations,#sciencegames
[77] #sciencecenters,#handsonscience
[75] #science,#scienceteacher
[68] #handsonscience,#texasscienceteacher
[58] #teacherlife,#scienceteacher

Top Word Pairs in Tweet in G1:
[81] #scienceteacher,#scienceteaching
[81] #scienceactivities,#sciencestations
[81] #scienceteaching,#scienceactivities
[79] #sciencestations,#sciencegames
[79] #sciencegames,#sciencecenters
[77] #sciencecenters,#handsonscience
[68] #handsonscience,#texasscienceteacher
[58] #teacher,#teaching
[58] #texasscienceteacher,#iteachscience
[53] #teacherlife,#scienceteacher

Top Word Pairs in Tweet in G2:
[31] #scienceteacher,#iteachscience
[22] #iteachscience,#scienceteacher
[21] earth,science
[20] click,link
[16] science,engineering
[15] #scienceteacher,#scichat
[14] school,year
[14] #scichat,#scienceteacher
[13] science,teacher
[12] interactive,notebook

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:
[9] love,help
[8] classroom,donorschoose
[8] bring,project
[8] project,life
[8] check,classroom
[8] donorschoose,love
[8] help,bring
[6] #teacher,#scienceteacher
[5] life,#donorschoose
[4] donors,choose

Top Word Pairs in Tweet in G5:
[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 G6:
[57] teacher,apron
[36] apron,science
[36] science,teacher
[36] 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 G7:
[29] #ocrscience,#scienceteacher
[14] international,#lgbtq
[14] celebrate,work
[14] #lgbtqia,scientists
[14] work,#lgbtqia
[14] #lgbtq,stemday
[13] blog,celebrate
[11] stemday,blog
[11] 18,international
[11] november,18

Top Word Pairs in Tweet in G8:
[8] ap,bio
[7] shrimp,swagnerscience
[7] affect,hatch
[7] different,salinities
[7] rates,brine
[7] ss,exploring
[7] exploring,different
[7] salinities,affect
[7] cinco_school,ap
[7] bio,ss

Top Word Pairs in Tweet in G9:
[6] asked,litmus
[6] paper,strips
[6] ph,paper
[6] we've,ph
[6] ones,customize
[6] litmus,ones
[6] strips,asked
[5] science,teachers
[5] axcis,co
[5] customize,bl

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
@playdoh
@sashadbrown1
@orscitchr
@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 G7:
@fieldstudiesc

Top Replied-To in G8:
@cinco_school
@crhs_science
@tnsta

Top Mentioned
Top Mentioned in Entire Graph:
@sciencebuddies
@flinnscientific
@angieshandmade1
@ocr_science
@ngs_education
@animalearn
@kimteacheschem
@paul_sciteach
@donorschoose
@5s_discover

Top Mentioned in G1:
@misslowessci
@grahamk41323061

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

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

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

Top Mentioned in G5:
@animalearn
@mergevr
@mergeedu
@origamicells
@nmmshuskies
@techterraed
@aavs_aavs
@zspace
@hbarsci
@the_fish_nerd

Top Mentioned in G6:
@angieshandmade1

Top Mentioned in G7:
@ocr_science
@hillsroadnews
@lindacremonesi
@mattthechemist
@44orr
@helengpotts
@prideinstem
@stemlearninguk
@roysocchem
@ginnysmithsci

Top Mentioned in G8:
@kimteacheschem
@nsta
@cinco_school
@swagnerscience
@mrs_sosa_8891
@tnsta
@secsciencekisd
@crhs_science
@tnteachnhike
@kaye1332

Top Mentioned in G9:
@chem_talk
@chemixlab
@cee1983
@eduplatformuk
@clarkcountysch
@teach_vegas
@newscientist
@flinnscientific
@axcis
@legabric

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
@jobs2apply4
@reginaldj
@k12prospects
@koolbadges
@arrenc_pops
@poetsandquants
@hispanicoutlook

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

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

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

Top Tweeters in G5:
@krsciencelady
@xxmasx
@ars_animalreiki
@macdonelltina
@zspace
@anatomyinclay
@mergevr
@t_korner
@heybrandonitsme
@the_fish_nerd

Top Tweeters in G6:
@hirogallery
@janromes
@bigtickhk
@jvozsol
@products_hot
@tatijewelry
@watsonsvintage
@quilts_more
@maccessoriesr
@imaginethatbaby

Top Tweeters in G7:
@theiet
@auro1510
@trentuni
@roysocchem
@kjf239
@stemlearninguk
@ksasapp
@fieldstudiesc
@maycassar
@ocrexams

Top Tweeters in G8:
@chemicaleyeguy
@edutopia
@hmns
@collegeboard
@nsta
@mchs_rams
@tnsta
@charter2005
@kaye1332
@secsciencekisd

Top Tweeters in G9:
@education_24x7
@newscientist
@phoare1963
@clarkcountysch
@tbradman
@axcis
@andersonedtech
@chemistryed
@teach_vegas
@kaushik02075092

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