scienceteacher, Twitter, 3/13/2021 2:21:56 AM, 250545


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scienceteacher_2021-03-12_17-08-30.xlsx
scienceteacher_2021-03-12_17-08-30.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 13, 2021
Short Description:
scienceteacher via NodeXL https://bit.ly/3le7NcB
@stem_ai
@myscienceboutiq
@b0tsci
@origamicells
@easygeography
@sciencegovau
@sciencebuddies
@jamesfalletti
@cranedalecentre
@fabriciosx

Top hashtags:
#scienceteacher
#science
#stem
#homeschooling
#homeschool

Description:
Description
The graph represents a network of 1,391 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, 13 March 2021 at 01:11 UTC.

The requested start date was Saturday, 13 March 2021 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 69-day, 14-hour, 16-minute period from Friday, 01 January 2021 at 12:00 UTC to Friday, 12 March 2021 at 02:16 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 : 1391
Unique Edges : 890
Edges With Duplicates : 2344
Total Edges : 3234
Number of Edge Types : 5
Mentions : 665
Tweet : 660
Retweet : 770
MentionsInRetweet : 1085
Replies to : 54
Self-Loops : 678
Reciprocated Vertex Pair Ratio : 0.0417615793470008
Reciprocated Edge Ratio : 0.0801749271137026
Connected Components : 390
Single-Vertex Connected Components : 215
Maximum Vertices in a Connected Component : 117
Maximum Edges in a Connected Component : 401
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.294824
Graph Density : 0.000709597670533595
Modularity : 0.448523
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 1,391 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, 13 March 2021 at 01:11 UTC.

The requested start date was Saturday, 13 March 2021 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 69-day, 14-hour, 16-minute period from Friday, 01 January 2021 at 12:00 UTC to Friday, 12 March 2021 at 02:16 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:
[72] 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
[17] https://www.instagram.com/accounts/login/
[17] 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
[13] 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
[12] https://s4science.co.uk
[8] https://www.edvotek.com/Experiments/Origami-Organelles
[7] https://www.jobors.com/user-registration
[7] https://coresciences.co.uk/
[5] http://www.starlightpress.co.uk/Starlight/Main
[5] https://www.sciencebuddies.org/fluor-challenge?from=TW

Top URLs in Tweet in G1:
[15] https://www.instagram.com/accounts/login/
[7] https://www.jobors.com/user-registration
[5] http://www.starlightpress.co.uk/Starlight/Main
[2] https://www.teacherspayteachers.com/Product/FOUR-CORNERS-Get-to-know-you-ice-breaker-game-for-middle-school-SCIENCE-class-3311864
[1] https://gridwatch.co.uk/
[1] https://etsy.com/DisplaceDesign/listing/783225459
[1] http://www.scienceteacher.ie/
[1] https://twitter.com/spacecitywx/status/1347310371359645698
[1] https://osceolak12-my.sharepoint.com/:w:/g/personal/meechinm_osceola_k12_fl_us/Ec8BkTlAznlMvuRGCfb_xVcBiPdejG4PzTOwTLMhp7t3qQ?e=2UqT2h
[1] https://twitter.com/mr_rablin/status/1349028837149999108

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

Top URLs in Tweet in G4:
[72] 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 G5:
[2] https://www.eventbrite.com/e/kitchen-chemistry-tickets-138592960275?ref=estw
[1] https://www.youtube.com/watch?v=08I-uIX9UvI&feature=youtu.be

[1] https://www.youtube.com/watch?v=HoEnFi-KTY8&feature=youtu.be

[1] http://www.eventbrite.com/e/sciencethe-best-bits-tickets-138596093647
[1] https://www.eventbrite.com
[1] https://www.youtube.com/watch?v=-sWWBDkDfYY&feature=youtu.be

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

[1] https://www.youtube.com/watch?v=bXLNxjqnr5E&feature=youtu.be

[1] https://www.youtube.com/watch?v=tUcuy-X4VMA&feature=youtu.be

[1] https://www.youtube.com/watch?v=-qXEn5lh340&feature=youtu.be


Top URLs in Tweet in G6:
[2] https://www.cpr.org/2021/02/03/teens-arent-getting-the-covid-vaccine-yet-but-these-ones-want-you-to/
[1] https://knowledgestudio1.com/rebounding-from-the-pandemic/
[1] https://knowledgestudio1.com/
[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 G7:
[4] https://myscienceboutique.com/product/trendy-science-socks-bioinformatics-heatmap-pattern/
[3] https://store.gearboxlabs.org/index.php?route=product/product&path=61&product_id=141
[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://myscienceboutique.com/product/science-is-my-life-pun-soft-sweatshirt/
[2] https://www.etsy.com/listing/824539681/kids-t-shirts-dinosaur-designs-science-t?ref=shop_home_active_43
[2] https://myscienceboutique.com/product/photon-premium-unisex-hooded-sweatshirt-with-pockets/
[2] https://www.etsy.com/listing/813884784/science-skater-skirt-dino-pattern-design?ref=shop_home_active_83&frs=1
[2] https://www.etsy.com/listing/792357143/coulombs-law-science-t-shirt-regular-fit?ref=shop_home_active_18&frs=1
[2] https://myscienceboutique.com/product/coulombs-law-science-t-shirt-regular-fit-physics-humor-t-shirt-science-communication/

Top URLs in Tweet in G8:
[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/
[1] https://twitter.com/shannonmstirone/status/1363307734519533571
[1] https://twitter.com/mocleanair/status/1354902500135084035
[1] https://twitter.com/RSPB_Learning/status/1355133748392710147
[1] https://twitter.com/FieldStudiesC/status/1359781797576511490
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DJZgoET8Fjjs&q=EgS4SO-bGPmhsIIGIhkA8aeDS6o3CikHr6zNBFb2eXqwq8QeZJ8GMgFy
[1] http://chillededucation.org/news/
[1] https://www.chillededucation.org/science-teacher/science-teacher-lesson-plans/
[1] https://www.chillededucation.org/sweet-sustainable-science-returns-in-january-2020/

Top URLs in Tweet in G9:
[1] https://fs11.formsite.com/AACT/1bbqagios5/index.html
[1] https://dinosaurpictures.org/ancient-earth#750
[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://twitter.com/adamrutherford/status/1352252176052137992
[1] https://docs.google.com/presentation/d/1MTEOaKz0BC8W9NEX0qGJkg0yH-xw4FRbcc_cPREolzY/edit?usp=sharing

Top URLs in Tweet in G10:
[2] https://twitter.com/edwards_dr2/status/1344729534185287681
[1] https://twitter.com/khelgen/status/1348444520602501121
[1] https://twitter.com/DannyJamesWard/status/1351634242250432515
[1] https://twitter.com/northyorkmoors/status/1355965832107597824
[1] https://twitter.com/ElephantEating/status/1360647164012027907
[1] https://twitter.com/CranedaleCentre/status/1369913481340723203
[1] https://www.instagram.com/accounts/login/
[1] https://www.etsy.com/listing/813884784/science-skater-skirt-dino-pattern-design?ref=shop_home_active_83&frs=1
[1] https://twitter.com/nancycoddington/status/1358804503101849600

Top Domains
Top Domains in Tweet in Entire Graph:
[90] etsy.com
[64] co.uk
[53] twitter.com
[41] origamiorganelles.com
[30] k12prospects.com
[27] myscienceboutique.com
[20] youtube.com
[18] instagram.com
[17] org.uk
[16] wardsci.com

Top Domains in Tweet in G1:
[20] twitter.com
[16] instagram.com
[12] co.uk
[10] teacherspayteachers.com
[7] jobors.com
[5] youtube.com
[5] youngzine.org
[4] hatenablog.jp
[3] etsy.com
[3] linkedin.com

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

Top Domains in Tweet in G4:
[72] etsy.com

Top Domains in Tweet in G5:
[7] youtube.com
[4] eventbrite.com
[2] twitter.com

Top Domains in Tweet in G6:
[2] knowledgestudio1.com
[2] cpr.org
[1] etsy.com

Top Domains in Tweet in G7:
[27] myscienceboutique.com
[13] etsy.com
[4] blogspot.com
[3] gearboxlabs.org
[3] livescience.com
[2] page.link
[1] iresearchinstitute.com
[1] atlasobscura.com
[1] pbslearningmedia.org
[1] buzzsprout.com

Top Domains in Tweet in G8:
[4] twitter.com
[4] chillededucation.org
[2] field-studies-council.org
[1] google.com

Top Domains in Tweet in G9:
[2] tiktok.com
[1] formsite.com
[1] dinosaurpictures.org
[1] twitter.com
[1] google.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1109] scienceteacher
[354] science
[155] stem
[109] homeschooling
[95] homeschool
[77] scientist
[76] stemeducation
[72] svg
[72] cartoonscientist
[72] mascot



Top Hashtags in Tweet in G1:
[266] scienceteacher
[71] science
[27] teacher
[24] education
[22] scienceiscool
[19] chemistry
[19] teachers
[18] stem
[17] edutwitter
[15] biology

Top Hashtags in Tweet in G2:
[24] geography
[21] plasticwaste
[3] geographyteacher
[3] volcano
[3] scienceteacher
[2] geology
[1] gis
[1] earthquake
[1] science
[1] plasticfree

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

Top Hashtags in Tweet in G4:
[72] svg
[72] cartoonscientist
[72] science
[72] mascot
[72] scienceteacher
[1] cricutmade
[1] cutfiles
[1] png
[1] character
[1] design

Top Hashtags in Tweet in G5:
[19] scienceteacher
[13] remotelearning
[12] virtuallearning
[9] primaryscience
[8] scienceathome
[7] stemeducation
[4] homeschooling
[3] chemistry
[3] virtualworkshop
[3] kitchenchemistry

Top Hashtags in Tweet in G6:
[20] scienceteacher
[15] science
[13] nasa
[10] education
[9] astronauts
[6] space
[6] spaceeducation
[5] teacher
[5] scienceisfun
[5] dreambig

Top Hashtags in Tweet in G7:
[52] scienceteacher
[45] science
[45] stem
[29] phd
[24] sciencetwitter
[20] sciencestudent
[18] academictwitter
[16] scicom
[14] fashion
[14] gradschool

Top Hashtags in Tweet in G8:
[14] scienceteacher
[10] aseconf2021
[7] edutwitter
[6] asechat
[5] foodscience
[4] science
[4] primarynaturelive
[4] scienceeducation
[3] geographyteacher
[3] stem

Top Hashtags in Tweet in G9:
[22] scienceteacher
[11] sparklekits
[11] kickstarter
[4] womeninstem
[4] teacher
[4] stem
[4] science
[4] edutwitter
[3] stemed
[3] education

Top Hashtags in Tweet in G10:
[22] scienceteacher
[9] nft
[5] scicomm
[4] nfts
[4] science
[3] edutwitter
[3] opensea
[3] stem
[2] ecosystems
[2] biology

Top Words
Top Words in Tweet in Entire Graph:
[1105] #scienceteacher
[426] science
[354] #science
[155] #stem
[149] scientist
[148] students
[129] teacher
[126] help
[118] more
[109] #homeschooling

Top Words in Tweet in G1:
[266] #scienceteacher
[74] science
[71] #science
[27] #teacher
[26] students
[25] teacher
[25] school
[24] #education
[22] more
[22] #scienceiscool

Top Words in Tweet in G2:
[72] easygeography
[52] amazing
[52] look
[52] earthquakes
[52] 3d
[52] both
[52] location
[52] representation
[52] depth
[52] something

Top Words in Tweet in G3:
[67] nominations
[67] open
[67] 2021
[67] prime
[67] prizes
[67] science
[67] nominate
[67] #scientist
[67] #innovator
[66] sciencegovau

Top Words in Tweet in G4:
[144] scientist
[72] svg
[72] mad
[72] etsy
[72] #svg
[72] #cartoonscientist
[72] #science
[72] #mascot
[72] #scienceteacher
[71] beartshirt

Top Words in Tweet in G5:
[19] #scienceteacher
[13] #remotelearning
[12] #virtuallearning
[9] #primaryscience
[8] scienceteacher
[8] #scienceathome
[7] youtube
[7] science
[7] science63424214
[7] virtual

Top Words in Tweet in G6:
[20] #scienceteacher
[17] jamesfalletti
[15] #science
[13] #nasa
[11] graders
[10] #education
[10] 6th
[10] completing
[9] science
[9] #astronauts

Top Words in Tweet in G7:
[52] #scienceteacher
[45] #science
[45] #stem
[29] #phd
[24] website
[24] #sciencetwitter
[20] #sciencestudent
[19] science
[18] #academictwitter
[16] #scicom

Top Words in Tweet in G8:
[21] science
[14] #scienceteacher
[12] training
[11] fieldstudiesc
[10] online
[10] #aseconf2021
[9] great
[7] skills
[7] #edutwitter
[6] teacher

Top Words in Tweet in G9:
[26] learning
[22] #scienceteacher
[12] know
[12] screen
[12] see
[11] wanna
[11] more
[11] #sparklekits
[11] free
[11] modular

Top Words in Tweet in G10:
[22] #scienceteacher
[13] group
[9] #nft
[8] science
[8] 16
[8] atomicheroes
[7] cranedalecentre
[7] oxygen
[7] atomic
[7] heroes

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

Top Word Pairs in Tweet in G1:
[19] #science,#scienceteacher
[10] #science,#chemistry
[10] science,teacher
[8] #teacher,#teachers
[8] #scienceteacher,#science
[8] apply,#teacherjobs
[7] science,teachers
[7] hiring,teacher
[7] teacher,apply
[7] #teacherjobs,#teachervacancy

Top Word Pairs in Tweet in G2:
[52] amazing,look
[52] look,earthquakes
[52] earthquakes,3d
[52] 3d,both
[52] both,location
[52] location,representation
[52] representation,depth
[52] depth,something
[52] something,little
[52] little,different

Top Word Pairs in Tweet in G3:
[67] nominations,open
[67] open,2021
[67] 2021,prime
[67] prizes,science
[67] science,nominate
[67] nominate,#scientist
[67] #scientist,#innovator
[66] sciencegovau,nominations
[64] prime,ministerâ
[64] ministerâ,prizes

Top Word Pairs in Tweet in G4:
[72] scientist,svg
[72] svg,mad
[72] mad,scientist
[72] scientist,etsy
[72] etsy,#svg
[72] #svg,#cartoonscientist
[72] #cartoonscientist,#science
[72] #science,#mascot
[72] #mascot,#scienceteacher
[71] beartshirt,scientist

Top Word Pairs in Tweet in G5:
[9] #virtuallearning,#scienceteacher
[7] #remotelearning,#scienceathome
[7] #primaryscience,#stemeducation
[5] #scienceathome,#primaryscience
[5] #stemeducation,#virtuallearning
[4] #scienceteacher,#remotelearning
[3] virtual,workshops
[3] kitchen,chemistry
[2] virtual,session
[2] session,space

Top Word Pairs in Tweet in G6:
[9] 6th,graders
[8] graders,completed
[8] completed,rigorous
[8] rigorous,#nasa
[8] #nasa,training
[8] training,session
[8] session,become
[8] become,next
[8] next,generation
[8] generation,#astronauts

Top Word Pairs in Tweet in G7:
[19] #scienceteacher,#stem
[18] #sciencetwitter,#academictwitter
[17] website,#science
[16] #sciencestudent,#scienceteacher
[16] #stem,#scicom
[15] #science,#sciencestudent
[14] #academictwitter,#gradschool
[9] #phd,#sciencetwitter
[9] #scicomm,#stem
[9] #stem,#sciencefacts

Top Word Pairs in Tweet in G8:
[6] science,teacher
[6] teacher,training
[6] training,day
[6] day,join
[6] join,online
[6] online,training
[6] training,event
[6] event,20th
[6] 20th,march
[6] march,boost

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

Top Word Pairs in Tweet in G10:
[7] atomic,heroes
[6] very,first
[6] first,book
[6] book,way
[6] way,atomidex
[6] atomidex,vol
[6] vol,meet
[6] meet,atomic
[6] heroes,group
[6] group,16

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@etsy
@easygeography
@beartshirt
@sciencegovau
@swanscience
@cefnhengoed
@dylanthomas_sch
@pentrehafod
@stjosephscomp
@maestegschool

Top Mentioned in G1:
@flowsscience
@busfieldmr

Top Mentioned in G2:
@easygeography
@nicolaraluk

Top Mentioned in G3:
@sciencegovau

Top Mentioned in G4:
@etsy
@beartshirt

Top Mentioned in G5:
@youtube
@brightonscience
@ianbdunne
@frankfurtzack
@science63424214
@c_drosten
@marko_kopel
@ulle_65
@fischblog
@biminibabes

Top Mentioned in G6:
@jamesfalletti
@cprbrundin
@afkcreationsnc
@natgeoeducation
@ecoschoolsusa
@njaudubon
@spacefoundation
@sfdcenter
@lockheedmartin
@iss_casis

Top Mentioned in G7:
@myscienceboutiq
@sciencemagazine
@iresearchsci
@stemiafrica
@ghflearners
@isabeltech2012
@nicemonkeys
@topoftheclassp1
@origamicells
@remote_edujobs

Top Mentioned in G8:
@fieldstudiesc
@chilledfood
@teachingstem
@educatemag
@nasastem
@makerspaces_com
@thease
@rspb_ribble
@stem
@simon2ward

Top Mentioned in G9:
@sparklekits
@jonterlee
@nasa
@budengineering
@explorelearning
@discoveryed
@etownscience
@rubbiology
@astroserena

Top Mentioned in G10:
@atomicheroes
@cranedalecentre
@gavinwilliamson
@hoyledoc
@myscienceboutiq
@cortlandnysmtp
@stanysorg
@stanys_suffolk
@getintoteaching
@educationgovuk

Top Tweeters
Top Tweeters in Entire Graph:
@juanmuriangoski
@bella623
@femtech_
@w_angels_wings
@miguelhilargiak
@capecodgiftshop
@supersoftknits
@tanyawarren
@thedeveloperbot
@chrisderrick1

Top Tweeters in G1:
@webduniatelugu
@gj_education
@atheria
@dspdavey
@inclusionchick
@laughpurgatory
@thedirector_e
@axcisjobs
@review_prime
@just_cooke

Top Tweeters in G2:
@juanmuriangoski
@elleallever
@tusharmarghade
@geographile
@xenaclone2
@colinnwalker
@chyren777
@apkhemani
@sharma_maverick
@geogmum

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

Top Tweeters in G4:
@w_angels_wings
@miguelhilargiak
@capecodgiftshop
@supersoftknits
@tanyawarren
@chrisderrick1
@zencatpottery
@marting8177
@uncjay1
@studio_ace_

Top Tweeters in G5:
@fischblog
@benfooben
@youtube
@bernhardq
@sciencewithtyus
@frankfurtzack
@ravenscimaven
@nutzernameneu
@mm_mbuna
@aldousleary

Top Tweeters in G6:
@cristob81777882
@education_24x7
@chabis_ch
@lodinjnews
@cprnews
@literallysmash
@jenniferyuen1
@nwf
@ulalaunch
@explorespaceksc

Top Tweeters in G7:
@fabriciosx
@designthinkbot
@the404code
@nvsdata
@dnaed_tech
@sprintbaseb
@sassistheword
@scicommbot
@stem_ai
@compchembiobot

Top Tweeters in G8:
@epuujee
@shannonmstirone
@educatemag
@jua1313thomas
@royalsocbio
@tj_cooney
@makerspaces_com
@suetownsend3
@rspbleightonm
@stemlearninguk

Top Tweeters in G9:
@femtech_
@thedeveloperbot
@30xcodes
@djangobot_
@boardgameacad
@coderretweet
@botfemale
@developer_rtbot
@tarafarah7
@nasa

Top Tweeters in G10:
@ukedchat
@ecology_tweets
@realtimechem
@openscitalk
@educationgovuk
@b0tsci
@getintoteaching
@eliza_coli
@caradale
@nancycoddington


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