scienceteacher, Twitter, 3/12/2022 1:33:36 AM, 272940


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scienceteacher_2022-03-11_17-24-00.xlsx
scienceteacher_2022-03-11_17-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 12, 2022
Short Description:
scienceteacher via NodeXL https://bit.ly/3vWm0m9
@stem_ai
@myscienceboutiq
@sciencebuddies
@b0tsci
@publicationbot
@jeffoshields2
@chemistryed
@rsc_eic
@jayaisales
@profebarreto

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

Description:
Description
The graph represents a network of 1,228 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, 12 March 2022 at 01:27 UTC.

The requested start date was Saturday, 12 March 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 99-day, 21-hour, 1-minute period from Wednesday, 01 December 2021 at 01:01 UTC to Thursday, 10 March 2022 at 22:03 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 : 1228
Unique Edges : 731
Edges With Duplicates : 2334
Total Edges : 3065
Number of Edge Types : 5
Retweet : 769
MentionsInRetweet : 987
Replies to : 41
Mentions : 479
Tweet : 789
Self-Loops : 810
Reciprocated Vertex Pair Ratio : 0.0625
Reciprocated Edge Ratio : 0.117647058823529
Connected Components : 346
Single-Vertex Connected Components : 156
Maximum Vertices in a Connected Component : 224
Maximum Edges in a Connected Component : 1072
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.113687
Graph Density : 0.000778493664534935
Modularity : 0.401761
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,228 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, 12 March 2022 at 01:27 UTC.

The requested start date was Saturday, 12 March 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 99-day, 21-hour, 1-minute period from Wednesday, 01 December 2021 at 01:01 UTC to Thursday, 10 March 2022 at 22:03 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:
[15] https://coresciences.co.uk/
[13] https://www.edvotek.com/origami-organelles
[11] https://myscienceboutique.com/product/valentine-enzymes-biology-science-womens-t-shirt/
[11] https://www.sciencebuddies.org/fluor-challenge-2022?from=TW
[10] https://www.youtube.com/watch?v=AJjm22HHzDc&feature=youtu.be

[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/
[6] https://myscienceboutique.com/product/mole-day-special-science-humor-premium-t-shirt/
[6] 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
[6] https://www.sciencebuddies.org/blog/mario-day-stem?from=TW

Top URLs in Tweet in G1:
[4] https://www.goodnewsnetwork.org/
[3] https://www.etsy.com/listing/696099120
[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:
[11] 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/
[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
[2] https://www.sciencebuddies.org/blog/teach-engineering-design-process?from=TW

Top URLs in Tweet in G3:
[10] https://www.youtube.com/watch?v=AJjm22HHzDc&feature=youtu.be

[6] https://myscienceboutique.com/product/photon-premium-unisex-hooded-sweatshirt-with-pockets/
[6] https://myscienceboutique.com/product/valentine-enzymes-biology-science-womens-t-shirt/
[5] https://www.etsy.com/listing/1120669038/solar-system-socks-bundle-best-science?ref=shop_home_active_2&frs=1
[5] https://myscienceboutique.com/product/tote-bag-sahara-desert/
[4] https://myscienceboutique.com/product/cocoon-nebula-earth-day-special-womens-t-shirt-dress/
[4] https://ourspaceourfuture.eu/2022/01/28/our-space-our-future-universally-different/
[3] https://myscienceboutique.com/product/heavy-metal-funny-chemistry-science-womens-t-shirt/
[3] https://myscienceboutique.com/product/probiotics-antibiotics-funny-biology-science-regular-fit-t-shirt/
[3] https://myscienceboutique.com/product/velociraptor-science-regular-fit-t-shirt/

Top URLs in Tweet in G4:
[15] https://coresciences.co.uk/
[6] https://coresciences.co.uk/subscribe
[4] https://www.etsy.com/listing/688207298/vintage-what-makes-popcorn-pop-paperback?ref=shop_home_active_193&frs=1
[3] https://coresciences.co.uk/learn-more
[2] https://myscienceboutique.com/product/heavy-metal-funny-chemistry-science-womens-t-shirt/
[2] https://www.etsy.com/listing/1024824745/canvas-gallery-wraps-set-of-3-panels?ref=shop_home_active_72&frs=1
[2] https://myscienceboutique.com/product/physics-astronomy-science-humor-regular-fit-unisex-t-shirt/
[2] https://myscienceboutique.com/product/we-have-great-chemistry-unisex-jersey-short-sleeve-t-shirt/
[2] https://myscienceboutique.com/product/blood-cells-design-leggings/
[2] https://myscienceboutique.com/product/velociraptor-science-regular-fit-t-shirt/

Top URLs in Tweet in G5:
[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.bps.ac.uk/careers-in-pharmacology
[1] https://www.youtube.com/watch?v=efsKa37cU2M


Top URLs in Tweet in G6:
[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 G7:
[3] https://myscienceboutique.com/product/valentine-enzymes-biology-science-womens-t-shirt/
[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://www.etsy.com/in-en/listing/777460065/valentines-day-science-t-shirt-biology?click_key=f4b6730cba71af0d380e7541270435b377b869a0:777460065&click_sum=05a6641a&ref=shop_home_active_1
[1] https://myscienceboutique.com/product/cocoon-nebula-earth-day-special-womens-t-shirt-dress/
[1] https://myscienceboutique.com/product/mole-day-special-science-humor-premium-t-shirt/
[1] https://myscienceboutique.com/product/womens-day-special-edition-science-t-shirt-girls-in-science-t-shirt-girls-in-stem-t-shirt-female-scientists-women-in-science-and-stem/
[1] https://myscienceboutique.com/product/pi-the-never-ending-mathematics-punny-unisex-t-shirt/
[1] https://myscienceboutique.com/product/pied-piper-physics-science-womens-t-shirt/
[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

Top URLs in Tweet in G8:
[1] https://twitter.com/SchoolWeydon/status/1495775318279430147
[1] https://twitter.com/tes/status/1486421193292926984
[1] https://twitter.com/IntoshMs/status/1499003251819261954
[1] https://drive.google.com/file/d/115d7b7Hdtu72EeNvX12NLpQsGLca3jWC/view?usp=sharing

Top URLs in Tweet in G9:
[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

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:
[134] myscienceboutique.com
[76] co.uk
[66] etsy.com
[53] sciencebuddies.org
[53] origamiorganelles.com
[49] twitter.com
[28] youtube.com
[28] nemnet.com
[25] instagram.com
[14] keslerscience.com

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

Top Domains in Tweet in G2:
[51] sciencebuddies.org
[5] ourkidsneedstem.com
[4] activelylearn.com
[4] npr.org
[3] acs.org
[2] myventure.us
[2] sciencenewsforstudents.org
[2] viglink.com
[2] scitechdaily.com
[2] sch.uk

Top Domains in Tweet in G3:
[93] myscienceboutique.com
[31] etsy.com
[12] youtube.com
[6] braintasticscience.com
[4] ourspaceourfuture.eu
[3] page.link
[1] etsystatic.com
[1] scicommforeveryone.com

Top Domains in Tweet in G4:
[33] myscienceboutique.com
[24] co.uk
[13] etsy.com
[5] twitter.com
[2] sciencebuddies.org
[2] faculti.net
[1] etsystatic.com
[1] page.link
[1] nature.com

Top Domains in Tweet in G5:
[6] ac.uk
[1] youtube.com

Top Domains in Tweet in G6:
[1] twitter.com
[1] theguardian.com

Top Domains in Tweet in G7:
[30] co.uk
[8] myscienceboutique.com
[7] youtube.com
[3] rsc.org
[1] etsy.com
[1] twinklsecondary.blog

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

Top Domains in Tweet in G9:
[2] mimio.com
[1] youtu.be

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1135] scienceteacher
[383] science
[272] stem
[140] sciencestudent
[96] phd
[91] sciencetwitter
[84] scicom
[81] lovescience
[80] edutwitter
[78] teacher



Top Hashtags in Tweet in G1:
[233] scienceteacher
[50] science
[36] teacher
[32] scienceteaching
[31] scienceactivities
[31] sciencestations
[31] sciencegames
[30] sciencecenters
[29] handsonscience
[28] texasscienceteacher

Top Hashtags in Tweet in G2:
[86] scienceteacher
[67] stem
[31] engineering
[25] science
[19] fluorchallenge
[15] ngss
[13] eweek2022
[10] sciencefair
[9] scichat
[9] scientists

Top Hashtags in Tweet in G3:
[147] scienceteacher
[117] stem
[115] science
[96] phd
[92] sciencestudent
[83] scicom
[80] lovescience
[76] academictwitter
[74] fashion
[71] sciencetwitter

Top Hashtags in Tweet in G4:
[56] scienceteacher
[51] science
[35] stem
[28] sciencestudent
[26] gcsescience
[19] onlinelearning
[15] stemeducation
[14] homeschooling
[13] education
[13] sciencepracticals

Top Hashtags in Tweet in G5:
[14] nationalcareersweek
[6] ncw2022
[6] scienceteacher
[5] stem
[4] careersinstem
[1] pharmacology
[1] apprenticeships

Top Hashtags in Tweet in G6:
[1] troll
[1] block
[1] wirsindgeboostert
[1] wirsindmehr
[1] haltdiefresse
[1] covidiot
[1] fcknzs

Top Hashtags in Tweet in G7:
[50] scienceteacher
[33] edutwitter
[21] science
[15] teachertwitter
[11] teachers
[9] sciencestudent
[9] chatbiology
[8] sciencetwitter
[8] chatchemistry
[7] chemed

Top Hashtags in Tweet in G8:
[11] scienceteacher
[6] physics
[5] physicsteacher
[5] edutwitter
[3] teachertwitter
[3] chatphysics
[3] connectingwall
[3] onlyconnect
[3] iteachphysics
[2] gamechanger

Top Hashtags in Tweet in G9:
[16] scienceteacher
[11] stem
[7] edtech
[7] steam
[6] 3dprinter
[5] 3dprinting
[5] science
[4] sel
[3] teachingandlearning
[3] interactivelearning

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

Top Words
Top Words in Tweet in Entire Graph:
[1136] #scienceteacher
[623] science
[394] #science
[272] #stem
[196] students
[170] teacher
[159] website
[140] #sciencestudent
[106] school
[105] check

Top Words in Tweet in G1:
[233] #scienceteacher
[64] science
[50] #science
[36] #teacher
[32] #scienceteaching
[31] #scienceactivities
[31] #sciencestations
[31] #sciencegames
[30] #sciencecenters
[29] #handsonscience

Top Words in Tweet in G2:
[86] #scienceteacher
[67] #stem
[58] sciencebuddies
[51] students
[37] challenge
[35] paper
[35] science
[33] engineering
[32] 2022
[31] #engineering

Top Words in Tweet in G3:
[147] #scienceteacher
[117] #stem
[115] #science
[101] science
[96] #phd
[92] #sciencestudent
[85] website
[83] #scicom
[80] #lovescience
[76] #academictwitter

Top Words in Tweet in G4:
[58] science
[56] #scienceteacher
[52] myscienceboutiq
[52] #science
[38] website
[35] #stem
[28] #sciencestudent
[26] shirt
[26] #gcsescience
[19] #onlinelearning

Top Words in Tweet in G5:
[45] britpharmsoc
[37] make
[36] difference
[32] pharmacologists
[30] lives
[29] pharmacologist
[29] people
[29] making
[29] discovering
[29] drugs

Top Words in Tweet in G6:
[18] science63424214
[16] scienceteacher
[15] die
[7] _martinhagen
[4] renatekuenast
[4] kathaschulze
[4] evidenz
[4] gut
[3] moogoonoog
[3] voll

Top Words in Tweet in G7:
[56] science
[50] #scienceteacher
[33] #edutwitter
[21] #science
[15] #teachertwitter
[11] #teachers
[10] rsc_eic
[10] student
[9] myscienceboutiq
[9] #sciencestudent

Top Words in Tweet in G8:
[18] come
[17] amazing
[16] join
[16] science
[16] department
[16] physics
[16] team
[16] genuinely
[16] knowledgeable
[16] worked

Top Words in Tweet in G9:
[16] #scienceteacher
[11] #stem
[11] students
[10] time
[9] mimiostem
[8] hands
[8] lessons
[8] using
[8] #science
[8] lovepeace_sci

Top Words in Tweet in G10:
[20] #scienceteacher
[18] openscied
[16] #ngss
[12] whittlescience
[10] hetlandscience
[9] flameless
[9] heater
[8] science
[7] #scienceed
[6] dqb

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[124] #science,#sciencestudent
[105] #scienceteacher,#stem
[102] website,#science
[93] #sciencestudent,#scienceteacher
[83] #stem,#scicom
[81] science,teacher
[79] #science,#scienceteacher
[68] #sciencetwitter,#academictwitter
[68] #lovescience,#phd
[64] #academictwitter,#gradschool

Top Word Pairs in Tweet in G1:
[31] #scienceteacher,#scienceteaching
[31] #scienceteaching,#scienceactivities
[31] #scienceactivities,#sciencestations
[31] #sciencestations,#sciencegames
[30] #sciencegames,#sciencecenters
[27] #sciencecenters,#texasscienceteacher
[23] #teacher,#teaching
[20] #texasscienceteacher,#iteachscience
[19] #iteachscience,#handsonscience
[19] #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] sciencebuddies,2022

Top Word Pairs in Tweet in G3:
[89] #science,#sciencestudent
[86] #scienceteacher,#stem
[85] #sciencestudent,#scienceteacher
[83] #stem,#scicom
[68] #sciencetwitter,#academictwitter
[68] #lovescience,#phd
[65] website,#science
[64] #academictwitter,#gradschool
[61] #scicom,#fashion
[61] #fashion,#lovescience

Top Word Pairs in Tweet in G4:
[29] website,#science
[26] #science,#sciencestudent
[15] #stem,#stemeducation
[13] shirt,website
[10] #gcsescience,#sciencepracticals
[9] awesome,vintage
[9] vintage,copy
[9] copy,makes
[9] makes,popcorn
[9] popcorn,pop

Top Word Pairs in Tweet in G5:
[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 G6:
[4] science63424214,renatekuenast
[4] renatekuenast,_martinhagen
[4] _martinhagen,kathaschulze
[2] science63424214,blubby2106
[2] blubby2106,meamz_de
[2] meamz_de,moogoonoog
[2] moogoonoog,abumtadir
[2] abumtadir,_martinhagen
[2] _martinhagen,scienceteacher
[2] opfdimpfl,science63424214

Top Word Pairs in Tweet in G7:
[10] #edutwitter,#scienceteacher
[9] #science,#sciencestudent
[8] website,#science
[7] #science,#sciencetwitter
[7] science,teachers
[7] successful,steps
[7] steps,teaching
[7] teaching,vocabulary
[7] vocabulary,science
[7] science,student

Top Word Pairs in Tweet in G8:
[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 G9:
[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 G10:
[9] #ngss,#scienceteacher
[9] flameless,heater
[6] dqb,openscied
[6] openscied,running
[6] running,super
[6] super,happy
[6] happy,progression
[6] progression,far
[6] far,#ngss
[6] openscied,unit

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

Top Mentioned in G1:
@gifexperiments
@jit_official_

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

Top Mentioned in G3:
@myscienceboutiq
@facts_reasons
@ourspace_future
@ambravillani
@youtube
@brambachmax
@adrianahotz2
@ma
@cardiffphysx
@bigchats

Top Mentioned in G4:
@myscienceboutiq
@uq_news
@hassuq
@profebarreto
@busterjustis
@facultinet
@sciencebuddies
@shmslouisville
@unisabana
@anna_vater

Top Mentioned in G5:
@britpharmsoc

Top Mentioned in G6:
@_martinhagen
@science63424214
@renatekuenast
@kathaschulze
@moogoonoog
@blubby2106
@meamz_de
@abumtadir
@opfdimpfl
@humbughund

Top Mentioned in G7:
@rsc_eic
@myscienceboutiq
@mrts_nqts
@adamboxer1
@jeffoshields2
@twinklbeyond
@missp0609
@handcraftline3
@teachingdrnik
@matteomics

Top Mentioned in G8:
@sarahcomfort1
@physicsmansam
@hoyledoc
@chatphysics
@tjohns85
@iopteaching
@threesigfigs

Top Mentioned in G9:
@mimiostem
@lovepeace_sci
@nearpod
@boxlightinc
@mpsal
@flocabulary
@seesaw
@amstiwccs_asu
@amsti
@robo3d

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

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

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
@satyajit1910
@intrinsicgames
@dnaed_tech
@compchembiobot
@garym
@binfotrends
@rtne_ws
@praxismedhat

Top Tweeters in G3:
@b0tsci
@scicommbot
@shazzadul
@jecomac7
@youtube
@jayaisales
@petekdcelebi
@1014want
@sgcsalmon
@skynetrot

Top Tweeters in G4:
@superteamml
@in_stemm
@stem_ai
@jeroriveracine
@uq_news
@tdsb
@ofertasvips
@unisabana
@busterjustis
@tdsb_stem

Top Tweeters in G5:
@rebeccahritchie
@pharma_mty
@erickjr_silva
@eduolpe
@britpharmsoc
@oxlepskills
@virtuallenna
@mcmorrowtara
@chris_torrens
@azarros

Top Tweeters in G6:
@knatters1896
@hoellenaufsicht
@renatekuenast
@ak_meier
@bergheimjeff
@stylo_cebulon
@derniederbayer
@derfelthemighty
@kathaschulze
@realtombohn

Top Tweeters in G7:
@411emilio
@tes
@nutritionrobot
@adamboxer1
@shaakbhaji
@knightbussci
@mrts_nqts
@rsc_eic
@jenhawk6248
@arbolideas

Top Tweeters in G8:
@rondelle10_b
@bambigoesforth
@alan_rowse
@ahmedkhattabuk
@wrbdb
@prof_di_chimica
@jm8997
@drdavidboyce
@tjohns85
@iopteaching

Top Tweeters in G9:
@womencodersbot
@botfemale
@superteamup
@appthisway
@seesaw
@nearpod
@flocabulary
@mpsal
@mimiostem
@egmackey

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


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