scienceteacher, Twitter, 4/17/2021 1:20:56 AM, 252919


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scienceteacher_2021-04-16_17-24-00.xlsx
scienceteacher_2021-04-16_17-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 17, 2021
Short Description:
scienceteacher via NodeXL https://bit.ly/3aiyKHW
@stem_ai
@sciencebuddies
@origamicells
@chatbiology
@jamesfalletti
@youtube
@we_are_vaei
@_breakinggood
@sciencegovau
@nataschaimlay

Top hashtags:
#scienceteacher
#science
#stem
#stemeducation
#biology
#homeschooling

Description:
Description
The graph represents a network of 1,387 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, 17 April 2021 at 00:26 UTC.

The requested start date was Saturday, 17 April 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 73-day, 19-hour, 17-minute period from Monday, 01 February 2021 at 05:05 UTC to Friday, 16 April 2021 at 00:22 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 : 1387
Unique Edges : 816
Edges With Duplicates : 2308
Total Edges : 3124
Number of Edge Types : 5
Mentions : 573
Tweet : 697
Retweet : 786
MentionsInRetweet : 1025
Replies to : 43
Self-Loops : 714
Reciprocated Vertex Pair Ratio : 0.037037037037037
Reciprocated Edge Ratio : 0.0714285714285714
Connected Components : 369
Single-Vertex Connected Components : 199
Maximum Vertices in a Connected Component : 415
Maximum Edges in a Connected Component : 1134
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 7.325783
Graph Density : 0.000684567375266726
Modularity : 0.445721
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 1,387 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, 17 April 2021 at 00:26 UTC.

The requested start date was Saturday, 17 April 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 73-day, 19-hour, 17-minute period from Monday, 01 February 2021 at 05:05 UTC to Friday, 16 April 2021 at 00:22 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:
[79] 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
[24] 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.instagram.com/accounts/login/
[15] https://coresciences.co.uk/
[13] https://www.edvotek.com/Experiments/Origami-Organelles
[12] 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
[11] https://www.sciencebuddies.org/fluor-challenge?from=TW
[10] https://s4science.co.uk
[8] https://edu.cospaces.io/UUV-PJK

Top URLs in Tweet in G1:
[11] https://www.instagram.com/accounts/login/
[3] https://www.starlightpress.co.uk/
[2] https://www.teacherspayteachers.com/Product/FOUR-CORNERS-Get-to-know-you-ice-breaker-game-for-middle-school-SCIENCE-class-3311864
[2] https://www.find-postgraduate-teacher-training.service.gov.uk/course/24U/2QXC
[2] http://gifexperiments.blogspot.com
[1] https://m.tiktok.com/v/6923207772741946629.html?_d=secCgYIASAHKAESMgowK2DHmRaGlIYAipk7l6zDdwuamT0sNfZfdd%2FLFWLq1IiTww3muTtGnwdHDIOT23KUGgA%3D&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAvKXgY5bu4woztsSSZfp_QEwK-rimZEa75uvyGDXwIJBrRrdBlFdcqaVMdw1LTaPd&share_item_id=6923207772741946629&share_link_id=63C6CA22-B0B2-4BB8-9B8C-491ECAD71936×tamp=1612197477&tt_from=copy&u_code=d9cjbbk8564ej6&user_id=6761945889285112837&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[1] https://liberty.tedk12.com/hire/ViewJob.aspx?JobID=4294#.YBl3GZ9pytE.twitter
[1] https://twitter.com/skriegermd/status/1356610320614227968
[1] https://multitutor.in
[1] https://www.theatlantic.com/health/archive/2021/02/second-vaccine-side-effects/617892/

Top URLs in Tweet in G2:
[79] 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

Top URLs in Tweet in G3:
[1] https://business.gov.au/pmprizesscience

Top URLs in Tweet in G4:
[3] https://www.teacherspayteachers.com/Product/Digital-Memory-Book-Teacher-Portfolio-Virtual-Yearbook-GREAT-for-Evaluation-5290430
[2] https://www.cpr.org/2021/02/03/teens-arent-getting-the-covid-vaccine-yet-but-these-ones-want-you-to/
[1] https://www.youtube.com/watch?v=6XfSvDJge_4&feature=youtu.be

[1] https://knowledgestudio1.com/rebounding-from-the-pandemic/
[1] https://knowledgestudio1.com/
[1] https://twitter.com/DreamTeachersLA/status/1360935764549378051
[1] https://www.etsy.com/AFKCreationsofNC/listing/789687294/glow-in-the-dark-saturn-earrings?utm_campaign=Share&utm_medium=social_organic&utm_source=DSMT2&utm_term=so.smt&share_time=1613168265000

Top URLs in Tweet in G5:
[24] 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
[12] 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
[8] https://edu.cospaces.io/UUV-PJK
[3] https://k12.esri.ca/resourcefinder/#/lang=en
[3] https://www.livescience.com/colletor-finds-rare-cookie-monster-rock.html?fbclid=IwAR1pXZUnSx7UgjLoa5nOMsrctyi2Y4zV1y9tGhDcorqg1l9wO7F_uwK3ISE&utm_content=bufferf97d1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://edujobsinpgh.blogspot.com/2021/02/lead-content-designer-science.html
[2] https://edu.cospaces.io/QTE-JBB
[1] https://youngzine.org/news/our-earth/early-spring-bloom-japan#environment
[1] https://youngzine.org/news/our-earth/why-wombats-poop-cubes
[1] https://youngzine.org/news/technology/perseverance-sends-first-pictures

Top URLs in Tweet in G6:
[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

Top URLs in Tweet in G7:
[13] https://www.edvotek.com/Experiments/Origami-Organelles
[7] https://origamiorganelles.com/collections/complete-set
[5] https://origamiorganelles.com/collections/anatomy/products/human-heart
[3] https://origamiorganelles.com/collections/new-models/products/menstrual-cycle
[3] https://origamiorganelles.com/
[3] https://www.edvotek.com/origami-organelles
[3] https://www.stem.org.uk/cpd/490405/teach-and-learn-open-mic-remote-learning
[2] https://origamiorganelles.com/collections/anatomy
[2] https://origamiorganelles.com/collections/anatomy/products/origami-eye
[2] https://origamiorganelles.com/collections/earth-science/products/earth-science-bundle-1

Top URLs in Tweet in G8:
[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 URLs in Tweet in G9:
[1] https://infiniscope.org/lesson/stories-in-rock/
[1] https://m.tiktok.com/v/6930722263054568709.html?_d=secCgYIASAHKAESMgowXdTjhVbYB%2BNkB1QPjFKZ1q7DOO3GXnBLnK1Ti869UW%2FQCr%2F3xVohCVBNz0e8yA%2B9GgA%3D&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAgjYBjLR1iNkWXWS96OzotupkRxPpDex6oM9UlQNucmECUxDTa4DNZpluOcSQOU-p&share_item_id=6930722263054568709&share_link_id=AE2DF9A6-1E56-47D6-B60B-6EE5F53E0552×tamp=1613685619&tt_from=copy&u_code=d9g09lgb4i4mil&user_id=6764967192229970950&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[1] https://m.tiktok.com/v/6935492007305448710.html?_d=secCgYIASAHKAESMgowGddvFjBD0E6gMWCxC%2F7QM6FsRCWaaHhgQGjb9lPt4JCzV8J4%2BPcCtEthPhncu0hbGgA%3D&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAgjYBjLR1iNkWXWS96OzotupkRxPpDex6oM9UlQNucmECUxDTa4DNZpluOcSQOU-p&share_item_id=6935492007305448710&share_link_id=A346BE60-8C80-4A45-B3F1-E420E53A9EE3×tamp=1614805665&tt_from=twitter&u_code=d9g09lgb4i4mil&user_id=6764967192229970950&utm_campaign=client_share&utm_medium=ios&utm_source=twitter
[1] https://m.tiktok.com/v/6939961663433002246.html?_d=secCgYIASAHKAESMgow8y7%2Fh3tKhPTAmwiGSLXp3CyfJtmZW34g%2FSnJcFLzf1rsnKkm3PoIigCN%2BMCPUGxSGgA%3D&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAgjYBjLR1iNkWXWS96OzotupkRxPpDex6oM9UlQNucmECUxDTa4DNZpluOcSQOU-p&share_item_id=6939961663433002246&share_link_id=001F7C2C-03B2-49DA-8E46-726C291630DB×tamp=1615836212&tt_from=twitter&u_code=d9g09lgb4i4mil&user_id=6764967192229970950&utm_campaign=client_share&utm_medium=ios&utm_source=twitter
[1] https://aelp.smartsparrow.com/v/open/9axwkqx2
[1] https://nagt.org/nagt/profdev/webinars/geocode_apr/index.html
[1] https://fs11.formsite.com/AACT/1bbqagios5/index.html

Top URLs in Tweet in G10:
[11] https://www.sciencebuddies.org/fluor-challenge?from=TW
[5] https://www.sciencebuddies.org/blog/women-in-science-history?from=TW
[4] https://www.sciencebuddies.org/blog/st-patricks-day-stem-activities?from=TW
[3] https://www.sciencebuddies.org/blog/science-activities-peeps?from=TW
[2] https://www.sciencebuddies.org/blog/electricity-lessons?from=TW
[2] https://www.sciencebuddies.org/blog/mario-day-stem?from=TW
[1] https://www.youtube.com/watch?v=Q-BluEJBHLw&feature=youtu.be

[1] https://www.sciencebuddies.org/video?id=869&from=TW
[1] https://www.sciencebuddies.org/blog/doing-fun-science-at-home-activity10-easter-egg-rocket?from=TW

Top Domains
Top Domains in Tweet in Entire Graph:
[89] etsy.com
[65] origamiorganelles.com
[64] co.uk
[54] twitter.com
[36] k12prospects.com
[30] sciencebuddies.org
[27] youtube.com
[26] myscienceboutique.com
[18] instagram.com
[17] edvotek.com

Top Domains in Tweet in G1:
[19] twitter.com
[14] instagram.com
[12] co.uk
[10] teacherspayteachers.com
[5] youtube.com
[3] etsy.com
[3] hatenablog.jp
[3] weebly.com
[2] webdunia.com
[2] gov.uk

Top Domains in Tweet in G2:
[79] etsy.com

Top Domains in Tweet in G3:
[1] gov.au

Top Domains in Tweet in G4:
[3] teacherspayteachers.com
[2] knowledgestudio1.com
[2] cpr.org
[1] youtube.com
[1] twitter.com
[1] etsy.com

Top Domains in Tweet in G5:
[36] k12prospects.com
[10] cospaces.io
[9] youngzine.org
[3] esri.ca
[3] livescience.com
[3] myscienceboutique.com
[3] blogspot.com
[1] etsy.com
[1] iresearchinstitute.com
[1] atlasobscura.com

Top Domains in Tweet in G6:
[1] co.uk

Top Domains in Tweet in G7:
[65] origamiorganelles.com
[17] edvotek.com
[9] org.uk
[2] twitter.com
[2] google.com
[1] youtu.be
[1] newpathlearning.com
[1] carolina.com
[1] forms.gle
[1] youtube.com

Top Domains in Tweet in G8:
[2] donorschoose.org

Top Domains in Tweet in G9:
[3] tiktok.com
[1] infiniscope.org
[1] smartsparrow.com
[1] nagt.org
[1] formsite.com

Top Domains in Tweet in G10:
[29] sciencebuddies.org
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1191] scienceteacher
[357] science
[200] stem
[102] stemeducation
[85] biology
[84] homeschooling
[83] homeschool
[79] teacher
[79] svg
[79] cartoonscientist



Top Hashtags in Tweet in G1:
[256] scienceteacher
[65] science
[20] education
[19] teacher
[17] biology
[16] stem
[15] physics
[15] scienceiscool
[14] edutwitter
[14] chemistry

Top Hashtags in Tweet in G2:
[79] svg
[79] cartoonscientist
[79] science
[79] mascot
[79] scienceteacher
[1] cricutmade
[1] cutfiles
[1] png
[1] character
[1] design

Top Hashtags in Tweet in G3:
[66] scientist
[66] innovator
[1] scienceteacher
[1] pmprizes

Top Hashtags in Tweet in G4:
[26] scienceteacher
[16] science
[16] nasa
[12] education
[9] astronauts
[7] teacher
[7] stemeducation
[7] space
[7] spaceeducation
[7] stem

Top Hashtags in Tweet in G5:
[73] scienceteacher
[49] science
[19] stem
[18] scratch3
[18] secondary
[18] security
[12] stemeducation
[11] k12
[10] stemed
[10] chemistry

Top Hashtags in Tweet in G6:
[5] geography
[4] scienceteacher
[3] geographyteacher
[3] plasticwaste
[1] gis
[1] volcano
[1] earthquake
[1] science
[1] geology
[1] plasticfree

Top Hashtags in Tweet in G7:
[87] scienceteacher
[35] biologyteacher
[33] edutwitter
[31] biology
[20] highschoolbiology
[19] chemistry
[19] physics
[18] stemteacher
[17] middleschoolscience
[16] apbiology

Top Hashtags in Tweet in G8:
[29] scienceteacher
[3] springbreak2021
[1] houstoneducators

Top Hashtags in Tweet in G9:
[18] scienceteacher
[12] sparklekits
[12] kickstarter
[4] womeninstem
[4] teacher
[3] earthscience
[3] education
[3] stemeducationforkids
[3] stem
[3] teachersofig

Top Hashtags in Tweet in G10:
[62] stem
[31] scienceteacher
[26] womenshistorymonth
[15] fluorchallenge
[13] homeschool
[11] tallestpapertower
[7] familyscience
[5] womenshistorymonth2021
[4] drone
[4] quadcopter

Top Words
Top Words in Tweet in Entire Graph:
[1191] #scienceteacher
[427] science
[358] #science
[200] #stem
[179] students
[163] scientist
[121] teacher
[117] more
[110] 2021
[102] #stemeducation

Top Words in Tweet in G1:
[256] #scienceteacher
[65] science
[65] #science
[28] more
[27] students
[20] #education
[19] teacher
[19] #teacher
[18] day
[17] #biology

Top Words in Tweet in G2:
[158] scientist
[79] svg
[79] mad
[79] etsy
[79] #svg
[79] #cartoonscientist
[79] #science
[79] #mascot
[79] #scienceteacher
[78] beartshirt

Top Words in Tweet in G3:
[66] nominations
[66] open
[66] 2021
[66] prime
[66] prizes
[66] science
[66] nominate
[66] #scientist
[66] #innovator
[65] sciencegovau

Top Words in Tweet in G4:
[26] #scienceteacher
[16] #science
[16] jamesfalletti
[16] #nasa
[15] graders
[12] #education
[12] 6th
[11] science
[10] right
[10] completing

Top Words in Tweet in G5:
[73] #scienceteacher
[49] #science
[27] k12prospects
[24] district
[24] spending
[24] history
[24] predicted
[24] estimates
[24] 2020
[19] #stem

Top Words in Tweet in G6:
[41] easygeography
[40] future
[39] brilliant
[39] interactive
[39] article
[39] enter
[39] city
[39] historical
[39] projection
[39] climate

Top Words in Tweet in G7:
[87] #scienceteacher
[59] paper
[38] science
[35] model
[35] #biologyteacher
[34] models
[33] #edutwitter
[31] #biology
[28] origamicells
[24] online

Top Words in Tweet in G8:
[32] project
[31] thanks
[31] first
[30] help
[29] #scienceteacher
[29] mrsrubio_ems
[27] live
[27] microscopes
[27] online
[27] person

Top Words in Tweet in G9:
[26] learning
[18] #scienceteacher
[14] more
[13] know
[13] free
[12] wanna
[12] #sparklekits
[12] screen
[12] modular
[12] building

Top Words in Tweet in G10:
[62] #stem
[38] sciencebuddies
[31] #scienceteacher
[30] women
[29] students
[26] #womenshistorymonth
[24] resource
[19] 50
[18] profiles
[15] #fluorchallenge

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[79] scientist,svg
[79] svg,mad
[79] mad,scientist
[79] scientist,etsy
[79] etsy,#svg
[79] #svg,#cartoonscientist
[79] #cartoonscientist,#science
[79] #science,#mascot
[79] #mascot,#scienceteacher
[78] beartshirt,scientist

Top Word Pairs in Tweet in G1:
[14] #science,#scienceteacher
[8] #science,#physics
[7] science,teacher
[6] #srjsciencehub,#science
[6] #physics,#physicsnotes
[6] #physicsnotes,#sciencenotes
[6] #sciencenotes,#dynamics
[6] #dynamics,#motions
[6] #motions,#velocity
[6] #velocity,#selfstudy

Top Word Pairs in Tweet in G2:
[79] scientist,svg
[79] svg,mad
[79] mad,scientist
[79] scientist,etsy
[79] etsy,#svg
[79] #svg,#cartoonscientist
[79] #cartoonscientist,#science
[79] #science,#mascot
[79] #mascot,#scienceteacher
[78] beartshirt,scientist

Top Word Pairs in Tweet in G3:
[66] nominations,open
[66] open,2021
[66] 2021,prime
[66] prizes,science
[66] science,nominate
[66] nominate,#scientist
[66] #scientist,#innovator
[65] sciencegovau,nominations
[63] prime,ministerâ
[63] ministerâ,prizes

Top Word Pairs in Tweet in G4:
[11] 6th,graders
[8] jamesfalletti,6th
[8] graders,completed
[8] completed,rigorous
[8] rigorous,#nasa
[8] #nasa,training
[8] training,session
[8] session,become
[8] become,next
[8] next,generation

Top Word Pairs in Tweet in G5:
[36] #science,#scienceteacher
[24] district,spending
[24] spending,history
[24] history,predicted
[24] predicted,estimates
[24] estimates,2020
[24] 2020,#science
[18] k12prospects,district
[18] #scienceteacher,#scratch3
[18] #scratch3,#secondary

Top Word Pairs in Tweet in G6:
[39] brilliant,interactive
[39] interactive,article
[39] article,enter
[39] enter,city
[39] city,historical
[39] historical,future
[39] future,projection
[39] projection,climate
[39] climate,well
[38] easygeography,brilliant

Top Word Pairs in Tweet in G7:
[28] paper,model
[28] paper,models
[18] origami,organelles
[17] #biology,#chemistry
[17] #chemistry,#physics
[17] meeting,19th
[17] 19th,apr
[17] #edutwitter,#biology
[16] coming,soon
[16] soon,science

Top Word Pairs in Tweet in G8:
[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 Word Pairs in Tweet in G9:
[12] wanna,know
[12] know,more
[12] more,#sparklekits
[12] #sparklekits,screen
[12] screen,free
[12] free,learning
[12] learning,modular
[12] modular,building
[12] building,learning
[12] learning,fun

Top Word Pairs in Tweet in G10:
[24] women,#stem
[24] #stem,resource
[14] #womenshistorymonth,women
[14] short,profiles
[12] students,learn
[10] #scienceteacher,#homeschool
[10] march,#womenshistorymonth
[10] resource,updated
[10] updated,include
[10] include,short

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

Top Mentioned in G1:
@gifexperiments
@drsnowflack

Top Mentioned in G2:
@etsy
@beartshirt

Top Mentioned in G3:
@sciencegovau

Top Mentioned in G4:
@jamesfalletti
@natgeoeducation
@cprbrundin
@smende2
@afkcreationsnc
@news12nj
@spacefoundation
@sfdcenter
@lockheedmartin
@iss_casis

Top Mentioned in G5:
@k12prospects
@cospaces_edu
@mergevr
@icoutreach
@sciencemagazine
@myscienceboutiq
@doddlelearn
@iresearchsci
@stemiafrica
@youngzine

Top Mentioned in G6:
@easygeography
@cheetahthemovie
@nicolaraluk

Top Mentioned in G7:
@origamicells
@slphertsessex
@edvotek
@nasapersevere
@carolinabio
@chatphysics
@chatchemistry
@chatbiology
@heidihisrich
@newpathlearning

Top Mentioned in G8:
@mrsrubio_ems
@allstate
@donorschoose
@molsen14
@thecandrabrown

Top Mentioned in G9:
@sparklekits
@nasa
@jonterlee
@lockhart_jh
@budengineering
@geomsstewart
@discoveryed
@astroserena
@infiniscope

Top Mentioned in G10:
@sciencebuddies
@fluorcorp
@iu13

Top Tweeters
Top Tweeters in Entire Graph:
@bella623
@femtech_
@w_angels_wings
@miguelhilargiak
@capecodgiftshop
@supersoftknits
@thedeveloperbot
@tanyawarren
@andrewmorrisuk
@marting8177

Top Tweeters in G1:
@woodentek
@oscarswild1
@webduniatelugu
@gj_education
@atheria
@inclusionchick
@thedirector_e
@axcisjobs
@review_prime
@veronica_ruiz

Top Tweeters in G2:
@w_angels_wings
@miguelhilargiak
@capecodgiftshop
@supersoftknits
@tanyawarren
@marting8177
@chrisderrick1
@zencatpottery
@studio_ace_
@bigtickhk

Top Tweeters in G3:
@popasmedia
@womensciaust
@gshang
@dynamicssiam
@bronfredericks
@monsoon0
@ash_r_sharman
@mariamacnamara1
@ambiente_mm
@amanvincent

Top Tweeters in G4:
@education_24x7
@cristob81777882
@google
@chabis_ch
@news12nj
@lodinjnews
@accuweather
@cprnews
@literallysmash
@nwf

Top Tweeters in G5:
@fabriciosx
@designthinkbot
@nellinson
@scalarhumanity
@nvsdata
@dnaed_tech
@sprintbaseb
@rondelle10_b
@sardimperium
@markj_ohnson

Top Tweeters in G6:
@jackthelad1947
@jane__eden
@sustaintrends
@benking01
@huskernewman
@geographile
@robafrosty
@stopadanicairns
@rosemarycalm
@gomezjpierre

Top Tweeters in G7:
@coronabot20
@yenriacsemaj
@educarepak
@plantletculture
@frogotter
@learnpromethean
@hawkeye76
@heidihisrich
@breakerahy
@edvotek

Top Tweeters in G8:
@downthelanebook
@cathig8r
@ollmannjill
@authorjwiller
@allstate
@tmlusby
@wallburner
@givingclassroom
@twosmartbunnies
@donorschoose

Top Tweeters in G9:
@femtech_
@thedeveloperbot
@30xcodes
@djangobot_
@coderretweet
@developer_rtbot
@boardgameacad
@botfemale
@100daysof2020
@aprogrammerbot

Top Tweeters in G10:
@bella623
@rcarter67606
@saibef
@cvwma2
@quadcopterspot
@makepossible_ca
@granchercarine
@janareina
@cdefoundation
@iu13


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