scienceteacher, Twitter, 3/19/2022 12:33:50 AM, 273236


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scienceteacher_2022-03-18_17-24-00.xlsx
scienceteacher_2022-03-18_17-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 19, 2022
Short Description:
scienceteacher via NodeXL https://bit.ly/36xgqfm
@sciencebuddies
@b0tsci
@this0499154500
@stem_ai
@appthisway
@mimiostem
@superteamup
@publicationbot
@jayaisales
@profebarreto

Top hashtags:
#scienceteacher
#science
#stem
#sciencestudent
#sciencetwitter
#phd

Description:
Description
The graph represents a network of 1,350 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, 19 March 2022 at 00:27 UTC.

The requested start date was Saturday, 19 March 2022 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 106-day, 20-hour, 13-minute period from Wednesday, 01 December 2021 at 01:01 UTC to Thursday, 17 March 2022 at 21:15 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 : 1350
Unique Edges : 808
Edges With Duplicates : 2635
Total Edges : 3443
Number of Edge Types : 5
Tweet : 860
Retweet : 867
MentionsInRetweet : 1114
Mentions : 552
Replies to : 50
Self-Loops : 884
Reciprocated Vertex Pair Ratio : 0.0637610976594027
Reciprocated Edge Ratio : 0.119878603945372
Connected Components : 369
Single-Vertex Connected Components : 168
Maximum Vertices in a Connected Component : 277
Maximum Edges in a Connected Component : 1311
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.825278
Graph Density : 0.00072371852950059
Modularity : 0.395366
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,350 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, 19 March 2022 at 00:27 UTC.

The requested start date was Saturday, 19 March 2022 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 106-day, 20-hour, 13-minute period from Wednesday, 01 December 2021 at 01:01 UTC to Thursday, 17 March 2022 at 21:15 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:
[18] https://www.sciencebuddies.org/fluor-challenge-2022?from=TW
[16] https://coresciences.co.uk/
[15] https://www.edvotek.com/origami-organelles
[11] https://myscienceboutique.com/product/valentine-enzymes-biology-science-womens-t-shirt/
[10] https://www.youtube.com/watch?v=AJjm22HHzDc&feature=youtu.be

[8] https://www.twinkl.co.uk/resources/keystage3-ks3-science-ks3/seasonal-resources-ks3-science-science-ks3-ks4/keystage3-ks3-festivals-and-events-organised-events-and-awareness-days-british-science-week
[8] http://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
[7] https://myscienceboutique.com/product/cocoon-nebula-earth-day-special-womens-t-shirt-dress/
[7] https://coresciences.co.uk/subscribe
[6] https://myscienceboutique.com/product/high-fidelity-science-horror-womens-t-shirt/

Top URLs in Tweet in G1:
[4] https://www.etsy.com/listing/696099120
[4] https://www.goodnewsnetwork.org/
[3] https://sciencefather.com/awards/2nd-international-research-awards-on-science-health-and-engineering-chennai-india-nominate-now/?etitle=2nd%20International%20Research%20Awards%20on%20Science,%20Health%20and%20Engineering&email=shen@sciencefather.com&ecategory=Awards&rcategory=Awardee&eid=4
[3] https://unmincedwords.com/collections/fu
[2] https://onestep4abettertomorrow.com
[2] https://www.seedstosteam.org/
[1] https://www.donorschoose.org/project/store-and-explore-with-lego/5841763/?utm_source=dc&utm_medium=twitter&utm_campaign=project&utm_term=teacher_1247089&rf=twitter-dc-2021-12-project-teacher_1247089&challengeid=394303&%24web_only=true&_branch_match_id=link-994574204979737050
[1] https://facebook.com/job_opening/457696139078653
[1] https://twitter.com/filodxxn/status/1465850060235751425
[1] https://liberty.tedk12.com/hire/ViewJob.aspx?JobID=4551#.Yap8i9FwE40.twitter

Top URLs in Tweet in G2:
[18] https://www.sciencebuddies.org/fluor-challenge-2022?from=TW
[6] https://www.sciencebuddies.org/blog/mario-day-stem?from=TW
[5] https://www.sciencebuddies.org/blog/lunar-new-year-stem?from=TW
[5] https://ourkidsneedstem.com/
[4] https://www.sciencebuddies.org/blog/st-patricks-day-stem-activities?from=TW
[3] https://www.acs.org/content/acs/en/education/whatischemistry/adventures-in-chemistry/secret-science-stuff/gum.html
[2] https://www.sciencebuddies.org/blog/gingerbread-stem?from=TW
[2] https://www.sciencebuddies.org/blog/winter-science?from=TW
[2] https://www.sciencebuddies.org/blog/black-history-month-scientists?from=TW
[2] https://www.sciencebuddies.org/blog/valentines-day-stem?from=TW

Top URLs in Tweet in G3:
[16] https://coresciences.co.uk/
[11] https://myscienceboutique.com/product/valentine-enzymes-biology-science-womens-t-shirt/
[10] https://www.youtube.com/watch?v=AJjm22HHzDc&feature=youtu.be

[7] https://myscienceboutique.com/product/cocoon-nebula-earth-day-special-womens-t-shirt-dress/
[7] https://coresciences.co.uk/subscribe
[6] https://myscienceboutique.com/product/mole-day-special-science-humor-premium-t-shirt/
[6] https://myscienceboutique.com/product/high-fidelity-science-horror-womens-t-shirt/
[6] https://myscienceboutique.com/product/velociraptor-science-regular-fit-t-shirt/
[6] https://myscienceboutique.com/product/photon-premium-unisex-hooded-sweatshirt-with-pockets/
[5] https://myscienceboutique.com/product/heavy-metal-funny-chemistry-science-womens-t-shirt/

Top URLs in Tweet in G4:
[2] https://www.bps.ac.uk/careers-in-pharmacology
[2] https://www.bps.ac.uk/careers-development/junior-school-(ages-7-11)
[2] https://www.bps.ac.uk/careers-in-pharmacology/students-(ages-16-)
[1] https://www.bps.ac.uk/ambassadors/resources-for-promoting-careers
[1] https://www.youtube.com/watch?v=efsKa37cU2M


Top URLs in Tweet in G5:
[1] https://twitter.com/DerfelTheMighty/status/1480159647277490177?t=Eo8kxAp435oVNXfhn8JSBg&s=19
[1] https://www.theguardian.com/world/2021/dec/29/how-can-we-measure-the-true-scale-of-uk-covid-hospital-admissions

Top URLs in Tweet in G6:
[4] https://qualifications.pearson.com/en/support/Services/pearson-edexcel-mocks-service.html?utm_source=Twitter&utm_content=sciencespringseries
[2] https://pdacademy.pearson.com/courses/pearson_edexcel_gcse_science_9_1_online_network_get_exam_fit_for_summer_2022_with_dr_tracey_baxter.html
[2] https://qualifications.pearson.com/en/campaigns/summer-2022-support/advance-information-revision-support.html?utm_source=twitter&utm_medium=social-organic&utm_campaign=GBEDGS0821SUM22&utm_content=airev
[2] https://www.pearson.com/uk/educators/schools/subject-area/science/unbeatable-support/support-from-pearson.html?utm_source=Twitter
[2] https://www.pearson.com/uk/educators/schools/subject-area/science/why-science-matters/view-from-the-lab-podcast.html?utm_source=Twitter
[1] https://pdacademy.pearson.com/courses/pearson_edexcel_gcse_science_9_1_online_network_revision_masterclass_with_kit_betts_masters.html?utm_source=Twitter
[1] https://www.pearson.com/uk/educators/schools/subject-area/science/why-science-matters/view-from-the-lab-podcast.html?utm_source=twitter&utm_medium=social-organic&utm_campaign=GBSESN0122GQS
[1] https://qualifications.pearson.com/en/campaigns/summer-2022-support.html
[1] https://twitter.com/PearsonSciences/status/1499695328899092482
[1] https://www.pearson.com/uk/educators/schools/subject-area/science/why-science-matters/a-scientific-spotlight-on.html?utm_source=Twitter

Top URLs in Tweet in G7:
[1] https://blog.mimio.com/stem-lesson-comparing-planets?utm_campaign=MimioMaster%20blogs&utm_content=199800743&utm_medium=social&utm_source=twitter&hss_channel=tw-2938344207
[1] https://youtu.be/P9ySNEmnUU4?utm_content=190273800&utm_medium=social&utm_source=twitter&hss_channel=tw-2938344207
[1] https://blog.mimio.com/stem-lesson-rotation-vs.-revolution?utm_campaign=MimioMaster%20blogs&utm_content=194264973&utm_medium=social&utm_source=twitter&hss_channel=tw-2938344207
[1] https://twitter.com/smende2/status/1498170052226555908
[1] https://app.squidbooks.com/register/teacher?free-trial&interval=annual&productHandle=teacher-plan&referral-code=eyJyIjoiWHVDalVkQUxGRmE3ZzlZMnprUzdYQ2tKZnNJMiIsInMiOiJmcmVlLXRyaWFsIn0%3D
[1] https://www.donorschoose.org/project/coding-for-all/6054875/?utm_source=dc&utm_medium=twitter&utm_campaign=project&utm_term=unknown&rf=twitter-dc-2022-01-project-unknown&%24web_only=true&_branch_match_id=link-1007689033458266602

Top URLs in Tweet in G8:
[1] https://twitter.com/5S_Discover/status/1493903551294316544
[1] https://twitter.com/5S_Discover/status/1503325882940891140
[1] https://twitter.com/5S_Discover/status/1466756687755452422

Top URLs in Tweet in G9:
[6] https://www.twinkl.co.uk/resources/keystage3-ks3-science-ks3/seasonal-resources-ks3-science-science-ks3-ks4/keystage3-ks3-festivals-and-events-organised-events-and-awareness-days-british-science-week
[2] https://www.twinkl.co.uk/resources/keystage3-ks3-science/keystage3-ks3-science-ks3/free-resources-ks3-science-full-collection-science-ks3-ks4?utm_source=social&utm_medium=twittere&utm_campaign=beyond-ttJan2022-free-science
[1] https://twinklsecondary.blog/physics-paper-1-revision-energy-electricity-particle-model-of-matter-atomic-structure/
[1] https://www.twinkl.co.uk/resources/keystage3-ks3
[1] https://www.youtube.com/watch?v=RjwUYaK-aJs&list=PLvbcj31WSpFAB6re3umrksu239b0VV2ei&index=16

[1] https://www.twinkl.co.uk/resource/t3-sc-373-ks3-science-christmas-resources-crossword
[1] https://www.twinkl.co.uk/resource/science-quiz-of-the-year-t-sc-1637594651
[1] https://www.twinkl.co.uk/resource/ks3-christmas-science-worksheets-t-sc-1636121331?utm_source=newsletter&utm_medium=email&utm_campaign=newsletter_2021-12-12_GB-ENG_KS3KS4&utm_content=custom6
[1] https://www.twinkl.co.uk/resource/science-christmas-quiz-t3-sc-374
[1] https://www.twinkl.co.uk/resource/christmas-chemistry-t-sc-2549710

Top URLs in Tweet in G10:
[1] https://www.newscentermaine.com/article/tech/science/environment/high-schoolers-pick-up-trash-to-study-whats-polluting-their-coast/97-7d5a4a8f-72a1-422e-a696-4a0d371a7542
[1] https://www.dailycamera.com/2021/11/28/casey-middle-school-instructor-teaches-science-through-learning-expeditions/

Top Domains
Top Domains in Tweet in Entire Graph:
[141] myscienceboutique.com
[92] co.uk
[69] etsy.com
[68] sciencebuddies.org
[56] twitter.com
[56] origamiorganelles.com
[32] youtube.com
[29] nemnet.com
[26] instagram.com
[16] pearson.com

Top Domains in Tweet in G1:
[15] twitter.com
[14] instagram.com
[8] zazzle.com
[6] etsy.com
[5] co.uk
[4] goodnewsnetwork.org
[3] org.uk
[3] sciencefather.com
[3] unmincedwords.com
[3] youtube.com

Top Domains in Tweet in G2:
[66] sciencebuddies.org
[5] ourkidsneedstem.com
[4] activelylearn.com
[4] npr.org
[3] acs.org
[2] youtube.com
[2] forms.gle
[2] myventure.us
[2] sciencenewsforstudents.org
[2] viglink.com

Top Domains in Tweet in G3:
[141] myscienceboutique.com
[47] etsy.com
[29] co.uk
[14] youtube.com
[4] nodexlgraphgallery.org
[4] page.link
[4] ourspaceourfuture.eu
[2] etsystatic.com
[2] twitter.com
[2] sciencebuddies.org

Top Domains in Tweet in G4:
[7] ac.uk
[1] youtube.com

Top Domains in Tweet in G5:
[1] twitter.com
[1] theguardian.com

Top Domains in Tweet in G6:
[16] pearson.com
[5] twitter.com
[1] google.com

Top Domains in Tweet in G7:
[2] mimio.com
[1] youtu.be
[1] twitter.com
[1] squidbooks.com
[1] donorschoose.org

Top Domains in Tweet in G8:
[3] twitter.com

Top Domains in Tweet in G9:
[35] co.uk
[7] youtube.com
[3] rsc.org
[1] twinklsecondary.blog

Top Domains in Tweet in G10:
[1] newscentermaine.com
[1] dailycamera.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1247] scienceteacher
[412] science
[309] stem
[150] sciencestudent
[104] sciencetwitter
[102] phd
[98] edutwitter
[90] scicom
[86] teacher
[86] lovescience



Top Hashtags in Tweet in G1:
[256] scienceteacher
[56] science
[41] teacher
[37] scienceteaching
[36] scienceactivities
[36] sciencestations
[36] sciencegames
[35] sciencecenters
[34] handsonscience
[33] texasscienceteacher

Top Hashtags in Tweet in G2:
[106] scienceteacher
[91] stem
[35] engineering
[30] fluorchallenge
[29] science
[23] ngss
[17] paperballrun
[13] eweek2022
[13] scichat
[11] sciencefair

Top Hashtags in Tweet in G3:
[212] scienceteacher
[193] science
[151] stem
[138] sciencestudent
[102] phd
[89] sciencetwitter
[89] scicom
[85] lovescience
[82] fashion
[81] academictwitter

Top Hashtags in Tweet in G4:
[15] nationalcareersweek
[7] ncw2022
[7] scienceteacher
[6] stem
[5] careersinstem
[1] pharmacology
[1] apprenticeships

Top Hashtags in Tweet in G5:
[1] troll
[1] block
[1] wirsindgeboostert
[1] wirsindmehr
[1] haltdiefresse
[1] covidiot
[1] fcknzs

Top Hashtags in Tweet in G6:
[30] scienceteacher
[10] edutwitter
[7] physics
[5] britishscienceweek
[5] physicsteacher
[4] gcse
[4] pearsonedexcel
[4] teachertwitter
[3] chatphysics
[3] connectingwall

Top Hashtags in Tweet in G7:
[24] scienceteacher
[12] stem
[8] edtech
[8] steam
[6] 3dprinter
[5] 3dprinting
[5] science
[4] sel
[3] teachingandlearning
[3] interactivelearning

Top Hashtags in Tweet in G8:
[5] stpatricksday
[5] geographyteacher
[5] satellites
[4] scienceteacher
[3] historyteacher
[2] spaceactivityinireland
[2] copernicusdatainar
[2] jcgeography
[2] geoliteracy
[2] jcscience

Top Hashtags in Tweet in G9:
[44] scienceteacher
[38] edutwitter
[15] teachertwitter
[13] teachers
[9] chatbiology
[8] chatchemistry
[7] teamscience
[6] biologyteacher
[6] britishscienceweek
[5] chatphysics

Top Hashtags in Tweet in G10:
[22] scienceteacher
[16] ngss
[9] scienceed
[7] teacher
[7] middleschool
[5] juniorhigh
[4] prideandexcellence
[3] openscied
[3] leveluprebelup
[3] storylines

Top Words
Top Words in Tweet in Entire Graph:
[1248] #scienceteacher
[669] science
[423] #science
[309] #stem
[212] students
[182] teacher
[168] website
[150] #sciencestudent
[113] check
[110] more

Top Words in Tweet in G1:
[256] #scienceteacher
[75] science
[56] #science
[41] #teacher
[37] #scienceteaching
[36] #scienceactivities
[36] #sciencestations
[36] #sciencegames
[35] #sciencecenters
[34] #handsonscience

Top Words in Tweet in G2:
[106] #scienceteacher
[91] #stem
[73] sciencebuddies
[64] students
[46] 2022
[38] challenge
[38] science
[36] paper
[35] #engineering
[33] engineering

Top Words in Tweet in G3:
[212] #scienceteacher
[194] #science
[167] science
[151] #stem
[138] website
[138] #sciencestudent
[102] shirt
[102] #phd
[89] #sciencetwitter
[89] myscienceboutiq

Top Words in Tweet in G4:
[63] britpharmsoc
[51] pharmacologists
[37] make
[36] difference
[30] lives
[29] pharmacologist
[29] people
[29] making
[29] discovering
[29] drugs

Top Words in Tweet in G5:
[21] science63424214
[21] scienceteacher
[15] die
[7] _martinhagen
[4] renatekuenast
[4] kathaschulze
[4] evidenz
[4] gut
[3] meinte
[3] tobiaseisenhut

Top Words in Tweet in G6:
[34] science
[30] #scienceteacher
[18] gcse
[18] come
[17] join
[17] amazing
[16] support
[16] department
[16] physics
[16] team

Top Words in Tweet in G7:
[24] #scienceteacher
[14] students
[12] #stem
[10] time
[9] mimiostem
[9] lessons
[9] nearpod
[8] hands
[8] using
[8] #science

Top Words in Tweet in G8:
[10] happy
[6] scienceirel
[5] 5s_discover
[5] #stpatricksday
[5] team
[5] hoping
[5] nice
[5] sunny
[5] holiday
[5] pic

Top Words in Tweet in G9:
[48] science
[44] #scienceteacher
[38] #edutwitter
[15] #teachertwitter
[13] #teachers
[9] #chatbiology
[9] student
[8] #chatchemistry
[8] chemistry
[8] rsc_eic

Top Words in Tweet in G10:
[22] #scienceteacher
[18] openscied
[16] #ngss
[13] whittlescience
[10] hetlandscience
[9] #scienceed
[9] flameless
[9] heater
[8] science
[7] #teacher

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[132] #science,#sciencestudent
[116] #scienceteacher,#stem
[108] website,#science
[98] #sciencestudent,#scienceteacher
[88] #stem,#scicom
[83] science,teacher
[82] #science,#scienceteacher
[73] #lovescience,#phd
[72] #sciencetwitter,#academictwitter
[68] #academictwitter,#gradschool

Top Word Pairs in Tweet in G1:
[36] #scienceteacher,#scienceteaching
[36] #scienceteaching,#scienceactivities
[36] #scienceactivities,#sciencestations
[36] #sciencestations,#sciencegames
[35] #sciencegames,#sciencecenters
[32] #sciencecenters,#texasscienceteacher
[28] #teacher,#teaching
[25] #texasscienceteacher,#iteachscience
[24] #iteachscience,#handsonscience
[23] #handsonscience,#teacherspayteachers

Top Word Pairs in Tweet in G2:
[25] paper,ball
[24] ball,run
[17] engineering,challenge
[16] 2022,12
[16] 12,fluor
[16] fluor,engineering
[13] #engineering,design
[13] year's,paper
[13] run,challenge
[11] #scienceteacher,#stem

Top Word Pairs in Tweet in G3:
[132] #science,#sciencestudent
[108] website,#science
[98] #sciencestudent,#scienceteacher
[97] #scienceteacher,#stem
[88] #stem,#scicom
[73] #lovescience,#phd
[72] #sciencetwitter,#academictwitter
[68] #academictwitter,#gradschool
[65] #scicom,#fashion
[65] #fashion,#lovescience

Top Word Pairs in Tweet in G4:
[36] make,difference
[29] pharmacologist,pharmacologists
[29] pharmacologists,make
[29] difference,people
[29] people,lives
[29] lives,making
[29] making,discovering
[29] discovering,drugs
[28] britpharmsoc,pharmacologist
[28] drugs,tr

Top Word Pairs in Tweet in G5:
[4] science63424214,renatekuenast
[4] renatekuenast,_martinhagen
[4] _martinhagen,kathaschulze
[2] science63424214,tobiaseisenhut
[2] tobiaseisenhut,scienceteacher
[2] science63424214,blubby2106
[2] blubby2106,meamz_de
[2] meamz_de,moogoonoog
[2] moogoonoog,abumtadir
[2] abumtadir,_martinhagen

Top Word Pairs in Tweet in G6:
[16] come,join
[16] join,amazing
[16] amazing,science
[16] science,department
[16] department,physics
[16] physics,team
[16] team,genuinely
[16] genuinely,knowledgeable
[16] knowledgeable,worked
[15] sarahcomfort1,come

Top Word Pairs in Tweet in G7:
[7] #stem,lessons
[5] having,wonderful
[5] wonderful,time
[5] time,printer
[5] printer,students
[5] students,amazed
[5] amazed,time
[5] time,running
[4] mimiostem,having
[4] level,#stem

Top Word Pairs in Tweet in G8:
[5] happy,#stpatricksday
[5] #stpatricksday,team
[5] team,hoping
[5] hoping,nice
[5] nice,sunny
[5] sunny,holiday
[5] holiday,pic
[5] very,happy
[5] happy,more
[5] more,scienceirel

Top Word Pairs in Tweet in G9:
[10] #edutwitter,#scienceteacher
[7] science,teachers
[6] #edutwitter,#teachertwitter
[6] #scienceteacher,#edutwitter
[6] successful,steps
[6] steps,teaching
[6] teaching,vocabulary
[6] vocabulary,science
[6] science,student
[6] student,friendly

Top Word Pairs in Tweet in G10:
[9] #ngss,#scienceteacher
[9] flameless,heater
[6] openscied,unit
[6] isn,best
[6] best,example
[6] example,favorite
[6] favorite,part
[6] part,teaching
[6] teaching,gathering
[6] gathering,science

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@myscienceboutiq
@sciencebuddies
@britpharmsoc
@ourspace_future
@openscied
@facts_reasons
@ambravillani
@nherisd
@spann
@alansealls

Top Mentioned in G1:
@gifexperiments
@jit_official_

Top Mentioned in G2:
@sciencebuddies
@fluorcorp
@venturengss
@novaeducation
@amgenfoundation
@ncbi
@activelylearn
@laxmevy
@psntps
@misterwashburn

Top Mentioned in G3:
@myscienceboutiq
@ourspace_future
@facts_reasons
@ambravillani
@youtube
@brambachmax
@adrianahotz2
@sciencebuddies
@ma
@uq_news

Top Mentioned in G4:
@britpharmsoc

Top Mentioned in G5:
@_martinhagen
@science63424214
@renatekuenast
@kathaschulze
@tobiaseisenhut
@moogoonoog
@blubby2106
@meamz_de
@abumtadir
@opfdimpfl

Top Mentioned in G6:
@sarahcomfort1
@pearsonsciences
@hoyledoc
@twperry1
@physicsmansam
@chatphysics
@tjohns85
@gorillaphysics
@drbiol
@iopteaching

Top Mentioned in G7:
@mimiostem
@nearpod
@lovepeace_sci
@boxlightinc
@la_believes
@mpsal
@flocabulary
@wbrschools
@seesaw
@amstiwccs_asu

Top Mentioned in G8:
@scienceirel
@5s_discover
@esero_ie
@jctscience
@con20or
@jctgeography
@wearetudublin
@mu_education
@esriireland
@gisinschools

Top Mentioned in G9:
@rsc_eic
@mrts_nqts
@adamboxer1
@twinklbeyond
@missp0609
@teachingdrnik
@traineetwinkl
@tes

Top Mentioned in G10:
@openscied
@whittlescience
@hetlandscience
@umichfootball
@baxteracademy
@natgeo

Top Tweeters
Top Tweeters in Entire Graph:
@barntiques859
@hirogallery
@animatorspal
@shadowdogdesign
@womencodersbot
@411emilio
@botsecx
@mackabiviper42
@jvozsol
@education_24x7

Top Tweeters in G1:
@sciencemilk
@woodentek
@craftymcclever
@laura_a_diaz
@mediaonetvlive
@abpsanjha
@lupieteacher
@laurat_funk
@ulcareersfeed
@unminced_words

Top Tweeters in G2:
@botsecx
@education_24x7
@ricardo_ik_ahau
@satyajit1910
@intrinsicgames
@dnaed_tech
@compchembiobot
@garym
@pbsfortwayne
@binfotrends

Top Tweeters in G3:
@animatorspal
@superteamml
@b0tsci
@in_stemm
@stem_ai
@scicommbot
@shazzadul
@jecomac7
@uq_news
@ofertasvips

Top Tweeters in G4:
@ncwnewman
@careersweek
@rebeccahritchie
@pharma_mty
@erickjr_silva
@eduolpe
@britpharmsoc
@carlkrx
@oxlepskills
@virtuallenna

Top Tweeters in G5:
@knatters1896
@hoellenaufsicht
@rc_kh
@renatekuenast
@ak_meier
@nhilsi
@bergheimjeff
@derniederbayer
@stylo_cebulon
@derfelthemighty

Top Tweeters in G6:
@rondelle10_b
@bambigoesforth
@alan_rowse
@ahmedkhattabuk
@inpi
@wrbdb
@prof_di_chimica
@jm8997
@drdavidboyce
@tjohns85

Top Tweeters in G7:
@womencodersbot
@botfemale
@superteamup
@todayshow
@appthisway
@seesaw
@nearpod
@flocabulary
@donorschoose
@qtimoll

Top Tweeters in G8:
@arguhlin
@wearetudublin
@scienceirel
@directionsmag
@sdgoals
@maynoothgeog
@geoav
@mapalljohn
@esriireland
@arickard

Top Tweeters in G9:
@411emilio
@tes
@nutritionrobot
@adamboxer1
@shaakbhaji
@knightbussci
@mrts_nqts
@rsc_eic
@jenhawk6248
@arbolideas

Top Tweeters in G10:
@natgeo
@umichfootball
@sciencecook
@rletissier
@curriculummatrs
@curriculumrocks
@science_4_all
@classroomwonder
@bscsorg
@fatin11543913


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