scienceteacher, Twitter, 6/5/2021 1:18:41 AM, 256314


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scienceteacher_2021-06-04_17-24-00.xlsx
scienceteacher_2021-06-04_17-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 05, 2021
Short Description:
scienceteacher via NodeXL https://bit.ly/3gdtgjN
@stem_ai
@sciencebuddies
@easygeography
@jamesfalletti
@myscienceboutiq
@b0tsci
@_breakinggood
@praxismedhat
@nsta
@jenniferagates

Top hashtags:
#scienceteacher
#science
#stem
#geography
#volcano
#teacher
#edutwitter

Description:
Description
The graph represents a network of 1,629 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, 05 June 2021 at 00:27 UTC.

The requested start date was Saturday, 05 June 2021 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 93-day, 12-hour, 14-minute period from Monday, 01 March 2021 at 07:30 UTC to Wednesday, 02 June 2021 at 19:44 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 : 1629
Unique Edges : 875
Edges With Duplicates : 2776
Total Edges : 3651
Number of Edge Types : 5
Retweet : 997
MentionsInRetweet : 1229
Mentions : 528
Replies to : 35
Tweet : 862
Self-Loops : 892
Reciprocated Vertex Pair Ratio : 0.0386473429951691
Reciprocated Edge Ratio : 0.0744186046511628
Connected Components : 440
Single-Vertex Connected Components : 228
Maximum Vertices in a Connected Component : 239
Maximum Edges in a Connected Component : 820
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.209498
Graph Density : 0.000567493661416313
Modularity : 0.438079
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 1,629 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, 05 June 2021 at 00:27 UTC.

The requested start date was Saturday, 05 June 2021 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 93-day, 12-hour, 14-minute period from Monday, 01 March 2021 at 07:30 UTC to Wednesday, 02 June 2021 at 19:44 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:
[40] https://www.etsy.com/listing/944151849/scientist-svg-mad-scientist?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1612347465000&utm_term=so.slt
[20] https://www.k12prospects.com/LP/Stay-Up-To-Date-With-The-Edtech-Rise/STAY-UP-TO-DATE-WITH-THE-EDTECH-RISE.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=up-to-date-with-edtech-rise&utm_content=textlink
[17] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=http%3A%2F%2Flink.springer.com%2Fbook%2F10.1007%2F978-3-030-64107-8
[15] https://www.k12prospects.com/LP/A-B-Testing/Good-Better-Best-It-Is-All-About-An-Effective-A-B-Marketing-Test.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=a-b-testing&utm_content=textlink
[13] https://www.instagram.com/accounts/login/
[12] http://www.aliefisd.net
[10] https://accounts.google.com/ServiceLogin?passive=1209600&continue=https://sites.google.com/kats.org/katskamp2021/home&followup=https://sites.google.com/kats.org/katskamp2021/home
[8] https://www.teacherspayteachers.com/Product/Digital-Memory-Book-Teacher-Portfolio-Virtual-Yearbook-GREAT-for-Evaluation-5290430
[8] https://www.eltrust.org/careers
[7] https://edu.cospaces.io/UUV-PJK

Top URLs in Tweet in G1:
[10] https://www.instagram.com/accounts/login/
[4] https://www.aocjobs.com/job/105233/teacher-of-science-at-derby-college
[2] https://www.find-postgraduate-teacher-training.service.gov.uk/course/24U/2QXC
[2] https://www.pinterest.com/HMHLearning/hmh-science-lab/
[2] https://www.edstew.com/post/nature-based-learning-part-2-10-resources-for-math-and-science
[2] https://www.etsy.com/listing/688207298/vintage-what-makes-popcorn-pop-paperback?ref=shop_home_active_193&frs=1
[2] https://www.etsy.com/listing/696099120
[2] https://www.bremer.org.uk/staff-vacancies/
[1] https://www.axcis.co.uk/jobs/
[1] https://joshdata.me/iceberger.html

Top URLs in Tweet in G2:
[3] https://native-land.ca/
[1] https://www.bbc.co.uk/news/resources/idt-985b9374-596e-4ae6-aa04-7fbcae4cb7ee?ns_mchannel=social&ns_linkname=news_central&ns_source=twitter&ns_campaign=bbc_weather
[1] https://collectiveliberation.org/wp-content/uploads/2018/10/Indigenous-Resistance-Homework.pdf
[1] http://www.worldsalmoncouncil.org/salmonwatch

Top URLs in Tweet in G3:
[2] https://www.eventbrite.com.au/e/eential-medicines-workshop-tickets-151000882705?aff=erelexpmlt
[1] https://myscienceboutique.com/product/inked-scientist-stem-science-womens-slim-fit-t-shirt/
[1] https://myscienceboutique.com/product/trendy-science-socks-pi-math-design/
[1] https://www.youtube.com/watch?v=lOvc4xsnOl8&feature=youtu.be

[1] https://www.youtube.com/watch?v=8X2QgxWIJaU&feature=youtu.be

[1] https://edu.rsc.org/soundbite/the-race-for-fast-charging-cars/4013446.article
[1] https://www.rsc.org/prizes-funding/prizes/
[1] https://edu.rsc.org/infographics/real-life-contexts-for-thermodynamics/4013622.article
[1] https://edu.rsc.org/teach-chemistry
[1] https://edu.rsc.org/eic/may-2021-use-ideas-from-this-issue/4013625.article

Top URLs in Tweet in G4:
[1] https://www.cbsnews.com/news/ship-floating-air-photos-hovering-illusion-cornwall-england-superior-mirage/?utm_source=facebook&utm_medium=news_tab&utm_content=algorithm

Top URLs in Tweet in G5:
[40] https://www.etsy.com/listing/944151849/scientist-svg-mad-scientist?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1612347465000&utm_term=so.slt
[2] https://www.etsy.com/listing/1024083269/fathers-day-gift-planet-venus-graduation?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1621758711000&utm_term=so.slt
[2] https://www.etsy.com/listing/1023140279/elevate-alien-ufo-extraterrestrial-black?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1621601522000&utm_term=so.slt
[2] https://www.etsy.com/listing/1006759929/i-drink-beer-periodically-unisex-heavy?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1619190676000&utm_term=so.slt
[2] https://www.etsy.com/listing/1008150336/elevate-alien-ufo-unisex-softstyle-t?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1621520831000&utm_term=so.slt
[1] https://www.instagram.com/accounts/login/

Top URLs in Tweet in G6:
[2] https://www.edvotek.com/Experiments/Origami-Organelles
[2] https://origamiorganelles.com/collections/complete-set
[2] https://www.edvotek.com/origami-organelles
[1] https://pdb101.rcsb.org/motm/42
[1] https://www.edvotek.com/223
[1] https://twitter.com/PDBeurope/status/1389581090080411651
[1] https://origamiorganelles.com/collections/earth-science/products/grand-canyon
[1] https://origamiorganelles.com/collections/organelles-cells/products/simple-protein-synthesis

Top URLs in Tweet in G7:
[17] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=http%3A%2F%2Flink.springer.com%2Fbook%2F10.1007%2F978-3-030-64107-8
[1] https://twitter.com/CLOtC/status/1375444180131004416
[1] https://www.field-studies-council.org/shop/courses/science-new-teacher-training-day-online/
[1] https://www.field-studies-council.org/fsc-youth-council/

Top URLs in Tweet in G8:
[3] 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.nsta.org/types/journals
[2] https://my.nsta.org/webseminars
[1] https://www.nsta.org/resources/freebies-science-teachers-march-16-2021
[1] https://www.sciencebuddies.org/blog/st-patricks-day-stem-activities?from=TW
[1] https://twitter.com/fljmendez/status/1379934584712871945
[1] https://my.nsta.org/event/spring21-virtual-event
[1] https://twitter.com/nstadistrict_1/status/1371957821915459584

Top URLs in Tweet in G9:
[20] https://www.k12prospects.com/LP/Stay-Up-To-Date-With-The-Edtech-Rise/STAY-UP-TO-DATE-WITH-THE-EDTECH-RISE.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=up-to-date-with-edtech-rise&utm_content=textlink
[15] https://www.k12prospects.com/LP/A-B-Testing/Good-Better-Best-It-Is-All-About-An-Effective-A-B-Marketing-Test.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=a-b-testing&utm_content=textlink
[3] https://k12.esri.ca/resourcefinder/#/lang=en
[1] https://edu.cospaces.io/UUV-PJK
[1] https://www.etsy.com/listing/821806030/science-themed-durable-backpack-with?ref=shop_home_active_4&frs=1
[1] https://myscienceboutique.com/product/trendy-science-socks-pi-math-design/
[1] https://myscienceboutique.com/product/science-is-everyones-right-unisex-sweatshirt/
[1] https://myscienceboutique.com/product/swirls-of-grease-ice-earth-day-special-womens-t-shirt-dress/
[1] https://myscienceboutique.com/product/life-of-a-phd-its-a-thesis-pun-t-shirt-science-graduation-t-shirt-ph-d-defense-science-gift/
[1] https://myscienceboutique.com/product/class-of-2020-quarantined-science-coffee-mug/

Top URLs in Tweet in G10:
[1] https://www.donorschoose.org/project/cellphone-or-microscope-for-the-virtual/5412239/?utm_source=dc&utm_medium=twitter&utm_campaign=teacherhub&utm_term=teacher_7685357&rf=twitter-dc-2021-03-teacherhub-teacher_7685357&challengeid=21701152&%24web_only=true&_branch_match_id=link-897956665915813457
[1] https://www.donorschoose.org/project/cellphone-or-microscope-for-the-virtual/5412239/?utm_source=dc&utm_medium=twitter&utm_campaign=teacherhub&utm_term=teacher_7685357&rf=twitter-dc-2021-03-teacherhub-teacher_7685357&challengeid=21701152&%24web_only=true&_branch_match_id=link-897619911266715593

Top Domains
Top Domains in Tweet in Entire Graph:
[94] etsy.com
[77] co.uk
[66] twitter.com
[60] myscienceboutique.com
[47] origamiorganelles.com
[35] k12prospects.com
[33] sciencebuddies.org
[25] edvotek.com
[25] youtube.com
[19] instagram.com

Top Domains in Tweet in G1:
[16] instagram.com
[15] co.uk
[15] twitter.com
[8] etsy.com
[6] goodnewsnetwork.org
[5] teacherspayteachers.com
[4] youtube.com
[4] aocjobs.com
[4] org.uk
[4] nemnet.com

Top Domains in Tweet in G2:
[3] native-land.ca
[1] co.uk
[1] collectiveliberation.org
[1] worldsalmoncouncil.org

Top Domains in Tweet in G3:
[52] myscienceboutique.com
[11] etsy.com
[11] eventbrite.com
[8] youtube.com
[6] rsc.org
[3] page.link
[2] netspdn.com
[2] com.au
[1] twitter.com

Top Domains in Tweet in G4:
[1] cbsnews.com

Top Domains in Tweet in G5:
[48] etsy.com
[1] instagram.com

Top Domains in Tweet in G6:
[47] origamiorganelles.com
[25] edvotek.com
[2] britishscienceassociation.org
[2] newpathlearning.com
[2] twitter.com
[1] crestawards.org
[1] carolina.com
[1] youtu.be
[1] rcsb.org

Top Domains in Tweet in G7:
[17] springer.com
[3] braintasticscience.com
[2] field-studies-council.org
[1] tes.com
[1] twitter.com

Top Domains in Tweet in G8:
[9] nsta.org
[3] com.au
[2] twitter.com
[1] bscs.org
[1] surveymonkey.com
[1] sciencebuddies.org

Top Domains in Tweet in G9:
[35] k12prospects.com
[25] co.uk
[9] youngzine.org
[8] myscienceboutique.com
[3] twitter.com
[3] esri.ca
[2] etsy.com
[1] cospaces.io
[1] google.com
[1] iresearchinstitute.com

Top Domains in Tweet in G10:
[2] donorschoose.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1401] scienceteacher
[387] science
[245] stem
[131] geography
[123] volcano
[109] teacher
[100] edutwitter
[97] biology
[92] stemeducation
[88] homeschool



Top Hashtags in Tweet in G1:
[363] scienceteacher
[68] science
[67] homeschool
[65] homeschooling
[65] scienceteaching
[64] scienceactivities
[59] teacher
[55] sciencestations
[49] teaching
[35] iteachscience

Top Hashtags in Tweet in G2:
[122] geography
[121] volcano
[9] scienceteacher
[7] conservation
[6] salmonwatchstreaming
[6] salmonwatch
[6] salmon
[6] pnw
[6] environmentaleducation
[6] fishing

Top Hashtags in Tweet in G3:
[112] scienceteacher
[73] science
[64] stem
[55] phd
[46] sciencestudent
[44] scicom
[35] sciencetwitter
[35] gradschool
[32] fashion
[32] academictwitter

Top Hashtags in Tweet in G4:
[30] scienceteacher
[23] science
[17] space
[16] nasa
[12] education
[12] spaceeducation
[11] stem
[11] tomatosphere
[9] scienceeducation
[9] students

Top Hashtags in Tweet in G5:
[47] scienceteacher
[46] science
[40] svg
[40] cartoonscientist
[40] mascot
[4] elevate
[4] alienware
[4] alien
[4] ufo
[4] 420shirt

Top Hashtags in Tweet in G6:
[60] scienceteacher
[22] biologyteacher
[18] highschoolbiology
[14] edutwitter
[12] stem
[12] teachertwitter
[12] chemistryteacher
[12] biology
[11] stemteacher
[10] sciedchat

Top Hashtags in Tweet in G7:
[30] scienceteacher
[6] scied
[4] fieldwork
[4] geographyteacher
[3] prisci
[2] teachertwitter
[1] howourbrainswork
[1] neuroscience
[1] edutwitter
[1] ffbscience

Top Hashtags in Tweet in G8:
[15] scienceteacher
[14] scied
[12] stem
[6] nsta
[5] nstaengage
[4] nsta21
[3] scichat
[1] chemistry
[1] nstachat
[1] k12education

Top Hashtags in Tweet in G9:
[94] scienceteacher
[56] science
[28] gcsescience
[25] onlinelearning
[20] scratch3
[20] secondary
[20] security
[18] stem
[18] sciencepracticals
[11] chemistry

Top Hashtags in Tweet in G10:
[29] scienceteacher
[3] springbreak2021
[1] teachertwitter
[1] teacherappreciationweek
[1] science
[1] houstoneducators

Top Words
Top Words in Tweet in Entire Graph:
[1401] #scienceteacher
[541] science
[388] #science
[350] teacher
[245] #stem
[198] students
[170] use
[158] easygeography
[143] more
[140] today

Top Words in Tweet in G1:
[363] #scienceteacher
[94] science
[68] #science
[67] #homeschool
[65] #homeschooling
[65] #scienceteaching
[64] #scienceactivities
[59] #teacher
[55] #sciencestations
[49] #teaching

Top Words in Tweet in G2:
[158] easygeography
[122] #geography
[121] geography
[121] teacher
[121] choose
[121] use
[121] drone
[121] spectacular
[121] footage
[121] #volcano

Top Words in Tweet in G3:
[112] #scienceteacher
[73] #science
[64] #stem
[55] #phd
[46] #sciencestudent
[44] #scicom
[42] website
[35] #sciencetwitter
[35] #gradschool
[32] #fashion

Top Words in Tweet in G4:
[30] #scienceteacher
[23] #science
[19] jamesfalletti
[17] #space
[16] #nasa
[15] space
[12] #education
[12] #spaceeducation
[11] 5th
[11] #stem

Top Words in Tweet in G5:
[80] scientist
[48] etsy
[47] #scienceteacher
[46] #science
[40] svg
[40] mad
[40] #svg
[40] #cartoonscientist
[40] #mascot
[39] beartshirt

Top Words in Tweet in G6:
[60] #scienceteacher
[51] origamicells
[47] paper
[41] organelles
[40] origami
[36] model
[30] models
[26] edvotek
[24] science
[23] help

Top Words in Tweet in G7:
[30] #scienceteacher
[27] day
[17] publication
[17] palgraveeducate
[17] book
[17] explore
[17] professional
[17] development
[16] rushtondr
[12] science

Top Words in Tweet in G8:
[22] nsta
[15] #scienceteacher
[14] #scied
[14] research
[14] free
[13] bscsorg
[12] #stem
[11] two
[9] teachers
[8] miss

Top Words in Tweet in G9:
[94] #scienceteacher
[56] #science
[28] #gcsescience
[26] k12prospects
[25] science
[25] #onlinelearning
[23] spending
[20] #scratch3
[20] #secondary
[20] #security

Top Words in Tweet in G10:
[32] project
[31] first
[31] thanks
[30] help
[29] mrsrubio_ems
[29] #scienceteacher
[27] live
[27] microscopes
[27] online
[27] person

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[121] geography,teacher
[121] teacher,choose
[121] choose,use
[121] use,drone
[121] drone,spectacular
[121] spectacular,footage
[121] footage,#volcano
[121] #volcano,#geography
[120] easygeography,geography
[120] #geography,#geographyt

Top Word Pairs in Tweet in G1:
[63] #homeschooling,#homeschool
[63] #scienceteaching,#scienceteacher
[54] #scienceactivities,#sciencestations
[38] #teacher,#teaching
[32] #scienceteacher,#scienceactivities
[32] #homeschool,#homeschoolingmom
[30] #scienceteacher,#iteachscience
[29] #sciencestations,#homeschooling
[28] #handsonscience,#scienceactivities
[27] #iteachscience,#handsonscience

Top Word Pairs in Tweet in G2:
[121] geography,teacher
[121] teacher,choose
[121] choose,use
[121] use,drone
[121] drone,spectacular
[121] spectacular,footage
[121] footage,#volcano
[121] #volcano,#geography
[120] easygeography,geography
[120] #geography,#geographyt

Top Word Pairs in Tweet in G3:
[46] #scienceteacher,#stem
[44] #sciencestudent,#scienceteacher
[42] #science,#sciencestudent
[42] #stem,#scicom
[31] #sciencetwitter,#academictwitter
[31] #academictwitter,#gradschool
[27] website,#science
[25] #lovescience,#phd
[24] #scicom,#fashion
[23] #phd,#tshirt

Top Word Pairs in Tweet in G4:
[9] #science,#scienceeducation
[9] #science,#scienceteacher
[8] 6th,grade
[7] #space,#spaceeducation
[7] #nationalspaceday2021,#nasa
[7] #nasa,#space
[6] 5th,graders
[6] grade,#students
[6] national,space
[6] space,day

Top Word Pairs in Tweet in G5:
[40] scientist,svg
[40] svg,mad
[40] mad,scientist
[40] scientist,etsy
[40] etsy,#svg
[40] #svg,#cartoonscientist
[40] #cartoonscientist,#science
[40] #science,#mascot
[40] #mascot,#scienceteacher
[39] beartshirt,scientist

Top Word Pairs in Tweet in G6:
[40] origami,organelles
[27] paper,models
[18] paper,model
[16] need,supplier
[15] organelles,model
[13] friends,edvotek
[13] win,free
[13] free,origami
[13] model,choice
[13] choice,enter

Top Word Pairs in Tweet in G7:
[17] publication,day
[17] day,palgraveeducate
[17] palgraveeducate,book
[17] book,explore
[17] explore,#scienceteacher
[17] #scienceteacher,professional
[17] professional,development
[16] rushtondr,publication
[6] science,teacher
[6] teacher,training

Top Word Pairs in Tweet in G8:
[7] #scied,#scienceteacher
[7] contribute,#scied
[7] #scied,research
[7] research,receive
[7] receive,stipend
[7] stipend,doing
[7] doing,already
[7] already,free
[7] free,access
[7] access,research

Top Word Pairs in Tweet in G9:
[35] #science,#scienceteacher
[20] #scienceteacher,#scratch3
[20] #scratch3,#secondary
[20] #secondary,#security
[20] district,spending
[20] spending,history
[20] history,predicted
[20] predicted,estimates
[20] estimates,2020
[20] 2020,#science

Top Word Pairs in Tweet in G10:
[28] help,#scienceteacher
[27] first,project
[27] project,live
[27] live,help
[27] #scienceteacher,microscopes
[27] microscopes,online
[27] online,person
[27] person,thanks
[27] thanks,allstate
[26] mrsrubio_ems,first

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@easygeography
@etsy
@sciencebuddies
@origamicells
@beartshirt
@mrsrubio_ems
@myscienceboutiq
@edvotek
@allstate
@k12prospects

Top Mentioned in G1:
@theedstew
@crozint
@ctinocomesquita

Top Mentioned in G2:
@easygeography
@salmonwatch
@cheetahthemovie

Top Mentioned in G3:
@_breakinggood
@myscienceboutiq
@ianbdunne
@youtube
@rsc_eic
@atomicheroes
@jaymerrill10
@physicshigh
@vegetarian_way
@drjeffwiener

Top Mentioned in G4:
@jamesfalletti
@1sttheseed
@natgeoeducation
@ecoschoolsusa
@njea
@nasastem
@lockhart_jh
@astro_mike
@capaerospace
@news12nj

Top Mentioned in G5:
@etsy
@beartshirt
@designsted
@grynszpand
@craftymcclever

Top Mentioned in G6:
@origamicells
@edvotek
@crestawards
@pixlscience
@newpathlearning
@carolinabio
@asbmb
@heidihisrich
@scienceteachtw1

Top Mentioned in G7:
@palgraveeducate
@rushtondr
@fieldstudiesc
@thease
@canowindransw
@simon2ward
@bennetomalu9168
@slphertsessex
@jw_firth
@cosmicshambles

Top Mentioned in G8:
@nsta
@bscsorg
@hanakoosuga
@fredhutch
@jchowning
@sc
@fizzicsed
@ngss_tweeps
@ngsschat
@openscied

Top Mentioned in G9:
@k12prospects
@myscienceboutiq
@icoutreach
@sciencemagazine
@iresearchsci
@youngzine
@ballardschool
@tcfpak
@neharaheel
@sciencebuddies

Top Mentioned in G10:
@mrsrubio_ems
@allstate
@donorschoose
@molsen14
@thecandrabrown
@edvotek
@origamicells

Top Tweeters
Top Tweeters in Entire Graph:
@femtech_
@w_angels_wings
@capecodgiftshop
@thedeveloperbot
@tusk8rman
@tanyawarren
@andrewmorrisuk
@chrisderrick1
@bigtickhk
@dawnroseturner

Top Tweeters in G1:
@woodentek
@ladyjenkin
@oscarswild1
@webduniatelugu
@laura_a_diaz
@andreadoremus
@dorje_sdooing
@axcisjobs
@lupieteacher
@dsscreenprinted

Top Tweeters in G2:
@tusk8rman
@dawnroseturner
@ghostcatbce
@sustaintrends
@jackthelad1947
@chinewsbench
@justafandavid
@shawolsemangat
@jane__eden
@craykain

Top Tweeters in G3:
@jinnys0
@cornubiageol
@hart_engel
@petrovichbilly
@vanjarodparis
@scicommbot
@phoare1963
@openscitalk
@askn0b0dy
@b0tsci

Top Tweeters in G4:
@google
@agwriterark
@belmardays
@news12nj
@lodinjnews
@accuweather
@nasa
@jenniferagates
@nwf
@isteconnects

Top Tweeters in G5:
@w_angels_wings
@capecodgiftshop
@tanyawarren
@andrewmorrisuk
@chrisderrick1
@bigtickhk
@boondockfinds
@gabrielconstans
@slitoff
@literatureposts

Top Tweeters in G6:
@coronabot20
@blackstembot
@asbmb
@yenriacsemaj
@allaboutstem
@you_stem
@microbialkrysta
@plantletculture
@melissadarrow
@frogotter

Top Tweeters in G7:
@xeno_lith
@colinnwalker
@jua1313thomas
@cosmicshambles
@royalsocbio
@annakwood
@chr1s_2_far
@susancaldis
@nicklapthorn
@fscflatfordmill

Top Tweeters in G8:
@garym
@praxismedhat
@nsta
@fredhutch
@fizzicsed
@bk3dsci
@ngss_tweeps
@ngsschat
@cadrek12
@caahayes

Top Tweeters in G9:
@fabriciosx
@nvsdata
@dnaed_tech
@markj_ohnson
@jc_james_clark
@stem_ai
@compchembiobot
@k12prospects
@sameravinson
@lymingtondotcom

Top Tweeters in G10:
@downthelanebook
@ollmannjill
@cathig8r
@authorjwiller
@allstate
@tmlusby
@wallburner
@laura_goodner
@teacherscare101
@givingclassroom


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