scienceteacher, Twitter, 2/19/2022 1:37:00 AM, 271921


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scienceteacher_2022-02-18_17-24-00.xlsx
scienceteacher_2022-02-18_17-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 19, 2022
Short Description:
scienceteacher via NodeXL https://bit.ly/3JEYayU
@this0499154500
@shreevebooks
@stem_ai
@b0tsci
@sciencebuddies
@rsc_eic
@utscita
@steamteambooks
@myscienceboutiq
@jamesfalletti

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

Description:
Description
The graph represents a network of 1,285 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 February 2022 at 01:27 UTC.

The requested start date was Saturday, 19 February 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 108-day, 9-hour, 44-minute period from Monday, 01 November 2021 at 12:34 UTC to Thursday, 17 February 2022 at 22:18 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 : 1285
Unique Edges : 784
Edges With Duplicates : 2446
Total Edges : 3230
Number of Edge Types : 5
Retweet : 800
MentionsInRetweet : 1057
Tweet : 837
Mentions : 493
Replies to : 43
Self-Loops : 857
Reciprocated Vertex Pair Ratio : 0.0580204778156997
Reciprocated Edge Ratio : 0.109677419354839
Connected Components : 362
Single-Vertex Connected Components : 167
Maximum Vertices in a Connected Component : 272
Maximum Edges in a Connected Component : 1297
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.663549
Graph Density : 0.000751542480332618
Modularity : 0.401442
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,285 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 February 2022 at 01:27 UTC.

The requested start date was Saturday, 19 February 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 108-day, 9-hour, 44-minute period from Monday, 01 November 2021 at 12:34 UTC to Thursday, 17 February 2022 at 22:18 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:
[17] https://coresciences.co.uk/
[11] https://myscienceboutique.com/product/valentine-enzymes-biology-science-womens-t-shirt/
[11] https://www.edvotek.com/origami-organelles
[10] https://www.youtube.com/watch?v=AJjm22HHzDc&feature=youtu.be

[9] https://ourkidsneedstem.com/
[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
[8] https://coresciences.co.uk/subscribe
[7] https://myscienceboutique.com/product/cocoon-nebula-earth-day-special-womens-t-shirt-dress/
[7] https://www.etsy.com/listing/1114739529/solar-system-planets-christmas-ornament?ref=shop_home_active_1&pro=1&frs=1
[6] https://myscienceboutique.com/product/mole-day-special-science-humor-premium-t-shirt/

Top URLs in Tweet in G1:
[5] https://www.etsy.com/listing/696099120
[2] https://chemisttree.com/
[2] https://www.tfempowerment.org/
[2] https://www.texmed.org/teachers
[2] https://k12.esri.ca/resourcefinder/#/lang=en
[2] https://wardsworld.wardsci.com/blog-posts/5-thanksgiving-science-activities-for-students-to-try-around-the-holiday-table-plus-a-free-activity-download
[2] 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
[2] https://www.seedstosteam.org/
[1] https://www.teacherspayteachers.com/Product/Molecular-Shapes-and-Images-according-to-VSEPR-Theory-Library-7395282
[1] https://www.instagram.com/accounts/login/?next=/p/CVxqbfLL1bOKnaRODi3fSALfdjpEqa5xfw13Fg0/

Top URLs in Tweet in G2:
[5] https://www.sciencebuddies.org/blog/lunar-new-year-stem?from=TW
[4] https://www.sciencebuddies.org/fluor-challenge-2022?from=TW
[3] 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://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=267004
[1] https://www.sciencebuddies.org/blog/native-american-scientists-engineers?from=TW
[1] https://twitter.com/ABEProgOffice/status/1455474886655229958
[1] https://www.sciencebuddies.org/blog/engineering-challenges-high-school?from=TW

Top URLs in Tweet in G3:
[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 G4:
[10] https://www.youtube.com/watch?v=AJjm22HHzDc&feature=youtu.be

[9] https://myscienceboutique.com/product/valentine-enzymes-biology-science-womens-t-shirt/
[6] https://myscienceboutique.com/product/photon-premium-unisex-hooded-sweatshirt-with-pockets/
[5] https://myscienceboutique.com/product/cocoon-nebula-earth-day-special-womens-t-shirt-dress/
[5] https://www.etsy.com/listing/1120669038/solar-system-socks-bundle-best-science?ref=shop_home_active_2&frs=1
[5] https://www.braintasticscience.com/freebies
[4] https://myscienceboutique.com/product/mole-day-special-science-humor-premium-t-shirt/
[4] https://myscienceboutique.com/product/velociraptor-science-regular-fit-t-shirt/
[4] https://www.etsy.com/listing/792356959/velociraptor-science-t-shirt-regular-fit?ref=SellerDashboard
[4] https://www.etsy.com/listing/1114739529/solar-system-planets-christmas-ornament?ref=shop_home_active_1&pro=1&frs=1

Top URLs in Tweet in G5:
[4] https://edu.rsc.org/cpd/teaching-chemistry-equilibria-post-16/4014733.article
[3] https://edu.rsc.org/ideas/when-things-go-wrong-in-the-classroom-a-video-can-help/4014607.article
[3] https://edu.rsc.org/feature/learning-from-lesson-observations/4014731.article
[2] https://edu.rsc.org/feature/help-students-transition-from-primary-to-secondary/4014500.article
[2] https://edu.rsc.org/education-research/teaching-tips-for-chemical-kinetics/4014585.article
[2] https://edu.rsc.org/eic/november-2021-use-ideas-from-this-issue/4014683.article
[2] https://edu.rsc.org/education-research/same-molecule-different-representations/4014735.article
[2] https://edu.rsc.org/events/professor-tom-welton-chemistry-for-a-sustainable-world/4014067.article
[2] https://www.hoddereducation.co.uk/media/Documents/magazine%20e-reviews/October%202021/BiologicalSciences_update_Oct2021.pdf
[2] https://www.hoddereducation.co.uk/physicsreview

Top URLs in Tweet in G6:
[5] https://docs.google.com/forms/d/e/1FAIpQLSfXijSbDKxm_mZVxZjdJC3YAQH5XQ-rOVQ3iUL-9YgLAAZoYw/viewform
[3] https://prideinstem.org/
[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] http://www.timberjay.com/stories/ely-science-students-launch-weather-balloon-experiment,18350
[1] https://www.dailycamera.com/2021/11/28/casey-middle-school-instructor-teaches-science-through-learning-expeditions/
[1] https://discoverygateway.org/educators
[1] https://utahstemfest.com/
[1] https://cires.colorado.edu/outreach/events/science-show-share-cop26-maxwell-boykoff-and-gina-fiorile
[1] https://cuboulder.zoom.us/webinar/register/WN_EQhe6xVhQTGv1sh-OXfRHg
[1] https://www.nsta.org/awards-and-recognition-program?utm_source=realmagnet&utm_medium=email&utm_term=Don%E2%80%99t

Top URLs in Tweet in G7:
[1] https://twitter.com/nearpod/status/1461513558462717953
[1] https://twitter.com/Alsim4all/status/1461157306326999047
[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://youtu.be/P9ySNEmnUU4?utm_content=190273800&utm_medium=social&utm_source=twitter&hss_channel=tw-2938344207
[1] https://app.squidbooks.com/register/teacher?free-trial&interval=annual&productHandle=teacher-plan&referral-code=eyJyIjoiWHVDalVkQUxGRmE3ZzlZMnprUzdYQ2tKZnNJMiIsInMiOiJmcmVlLXRyaWFsIn0%3D

Top URLs in Tweet in G8:
[3] https://www.acs.org/content/acs/en/education/whatischemistry/adventures-in-chemistry/secret-science-stuff/gum.html
[2] https://www.sciencenewsforstudents.org/article/glitter-color-from-plants-biodegradable-not-synthetic-plastic
[2] https://www.npr.org/2022/01/26/1075778055/california-redwood-forest-native-american-tribes
[2] https://www.npr.org/2022/01/26/1075881033/the-brain-science-behind-deciding-to-drink-when-youre-thirsty-is-pretty-complica
[2] https://redirect.viglink.com?u=https%3A%2F%2Fwww.pbs.org%2Feducation%2Fblog%2Ften-black-scientists-that-science-teachers-should-know-about-and-free-resources&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[2] https://scitechdaily.com/massive-sponge-gardens-discovered-on-the-peaks-of-extinct-underwater-volcanoes-in-the-arctic-deep-sea/
[2] https://forms.gle/fXwH8zG6KVGZqWd18
[1] https://reader.activelylearn.com/authoring/preview/3838648/notes
[1] https://reader.activelylearn.com/authoring/preview/3691136/notes
[1] https://reader.activelylearn.com/authoring/preview/3556808/notes

Top URLs in Tweet in G9:
[1] https://www.space.com/james-webb-space-telescope-team-incredible-high
[1] https://www.space.com/beaver-moon-lunar-eclipse-longest-of-century-phases
[1] https://www.newsweek.com/groundhog-day-2022-punxsutawney-phil-prediction-see-shadow-1675260
[1] https://twitter.com/univercurious/status/1462670699194109953

Top URLs in Tweet in G10:
[17] https://coresciences.co.uk/
[9] https://ourkidsneedstem.com/
[8] 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://www.etsy.com/listing/1114739529/solar-system-planets-christmas-ornament?ref=shop_home_active_1&pro=1&frs=1
[3] https://coresciences.co.uk/learn-more
[2] https://myscienceboutique.com/product/ugly-science-christmas-sweater/
[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/blood-cells-design-leggings/

Top Domains
Top Domains in Tweet in Entire Graph:
[159] myscienceboutique.com
[94] co.uk
[85] etsy.com
[52] origamiorganelles.com
[51] twitter.com
[35] sciencebuddies.org
[27] youtube.com
[25] rsc.org
[23] nemnet.com
[20] instagram.com

Top Domains in Tweet in G1:
[17] instagram.com
[16] twitter.com
[10] etsy.com
[5] co.uk
[5] wardsci.com
[3] texmed.org
[3] org.uk
[3] zazzle.com
[2] teacherspayteachers.com
[2] chemisttree.com

Top Domains in Tweet in G2:
[33] sciencebuddies.org
[3] nodexlgraphgallery.org
[2] twitter.com
[1] youtube.com
[1] nih.gov

Top Domains in Tweet in G3:
[1] twitter.com
[1] theguardian.com

Top Domains in Tweet in G4:
[110] myscienceboutique.com
[44] etsy.com
[11] youtube.com
[10] braintasticscience.com
[4] factsandreasons.com
[3] page.link
[2] stemsuccesssummit.com
[1] etsystatic.com
[1] scicommforeveryone.com
[1] ourspaceourfuture.eu

Top Domains in Tweet in G5:
[25] rsc.org
[17] co.uk

Top Domains in Tweet in G6:
[5] google.com
[3] prideinstem.org
[2] zoom.us
[1] newscentermaine.com
[1] timberjay.com
[1] dailycamera.com
[1] discoverygateway.org
[1] utahstemfest.com
[1] colorado.edu
[1] nsta.org

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

Top Domains in Tweet in G8:
[5] activelylearn.com
[4] npr.org
[3] acs.org
[2] sciencenewsforstudents.org
[2] viglink.com
[2] scitechdaily.com
[2] forms.gle
[1] mailchi.mp
[1] tiktok.com
[1] edutopia.org

Top Domains in Tweet in G9:
[2] space.com
[1] newsweek.com
[1] twitter.com

Top Domains in Tweet in G10:
[49] myscienceboutique.com
[29] co.uk
[17] etsy.com
[9] ourkidsneedstem.com
[2] sciencebuddies.org
[2] faculti.net
[1] nodexlgraphgallery.org
[1] etsystatic.com
[1] page.link
[1] nature.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1240] scienceteacher
[445] science
[270] stem
[169] sciencestudent
[116] phd
[105] sciencetwitter
[102] scicom
[101] edutwitter
[99] lovescience
[95] fashion



Top Hashtags in Tweet in G1:
[217] scienceteacher
[60] science
[18] teacher
[17] chemistry
[17] stemeducation
[14] iteach
[14] biology
[14] education
[14] scienceiscool
[13] stem

Top Hashtags in Tweet in G2:
[41] stem
[39] scienceteacher
[14] science
[11] engineering
[9] sciencefair
[8] blackhistorymonth
[7] scientists
[5] fluorchallenge
[5] makerspace
[5] lunarnewyear

Top Hashtags in Tweet in G3:
[1] wirsindgeboostert
[1] wirsindmehr
[1] haltdiefresse
[1] covidiot
[1] fcknzs

Top Hashtags in Tweet in G4:
[157] scienceteacher
[150] science
[128] stem
[115] phd
[113] sciencestudent
[101] scicom
[98] lovescience
[90] sciencetwitter
[87] academictwitter
[85] fashion

Top Hashtags in Tweet in G5:
[40] scienceteacher
[16] chatchemistry
[11] ukedchat
[8] alevel
[7] sustainable
[5] teachertwitter
[5] edchat
[5] scied
[4] chemtwitter
[4] chemed

Top Hashtags in Tweet in G6:
[34] scienceteacher
[20] ngss
[10] utscied
[9] utahteacher
[9] scienceeducation
[7] scienceed
[6] middleschool
[4] science
[4] teacher
[4] prideandexcellence

Top Hashtags in Tweet in G7:
[27] scienceteacher
[10] steam
[9] edtech
[8] stem
[5] science
[5] 3dprinter
[4] 3dprinting
[4] sel
[3] stemeducation
[3] girlswhocode

Top Hashtags in Tweet in G8:
[25] scienceteacher
[19] ngss
[8] science
[8] earthscience
[6] space
[4] scichat
[4] scied
[3] bubblegumday
[2] onlinelearning
[2] teacherresources

Top Hashtags in Tweet in G9:
[11] moon
[9] scienceteacher
[9] planet
[9] venus
[7] jupiter
[7] saturn
[6] nasa
[6] astrophotography
[5] space
[5] weather

Top Hashtags in Tweet in G10:
[77] scienceteacher
[75] science
[41] stem
[40] sciencestudent
[31] gcsescience
[23] onlinelearning
[15] homeschooling
[11] remotelearning
[11] edtech
[10] labsimulation

Top Words
Top Words in Tweet in Entire Graph:
[1240] #scienceteacher
[616] science
[455] #science
[275] #stem
[229] students
[191] website
[169] #sciencestudent
[144] teacher
[122] check
[119] today

Top Words in Tweet in G1:
[217] #scienceteacher
[70] science
[60] #science
[26] school
[26] students
[25] today
[21] teacher
[18] #teacher
[17] #chemistry
[17] #stemeducation

Top Words in Tweet in G2:
[43] sciencebuddies
[41] #stem
[39] #scienceteacher
[28] challenge
[23] students
[23] 12
[22] engineering
[21] paper
[18] ball
[16] 2022

Top Words in Tweet in G3:
[28] science63424214
[27] scienceteacher
[14] die
[13] geimpft
[13] weil
[12] name
[12] programm
[12] doppelt
[12] denke
[12] netto

Top Words in Tweet in G4:
[157] #scienceteacher
[150] #science
[128] #stem
[124] science
[115] #phd
[113] #sciencestudent
[107] website
[101] #scicom
[98] #lovescience
[90] #sciencetwitter

Top Words in Tweet in G5:
[40] #scienceteacher
[30] chemistry
[29] rsc_eic
[22] review
[16] #chatchemistry
[16] students
[14] today
[13] here's
[12] issue
[11] help

Top Words in Tweet in G6:
[34] #scienceteacher
[28] openscied
[20] #ngss
[18] hetlandscience
[15] today
[14] utscita
[12] whittlescience
[11] make
[11] science
[11] teachers

Top Words in Tweet in G7:
[27] #scienceteacher
[17] students
[10] time
[10] lovepeace_sci
[10] nearpod
[10] #steam
[9] #edtech
[8] #stem
[8] #science
[8] using

Top Words in Tweet in G8:
[25] #scienceteacher
[19] #ngss
[17] resources
[15] science
[15] students
[13] nova
[9] check
[9] looking
[9] learn
[9] venturengss

Top Words in Tweet in G9:
[11] #moon
[10] jamesfalletti
[9] #scienceteacher
[9] #planet
[9] #venus
[8] little
[7] gorgeous
[7] night
[7] gazing
[7] check

Top Words in Tweet in G10:
[81] science
[76] #scienceteacher
[75] #science
[72] myscienceboutiq
[55] website
[41] #stem
[40] #sciencestudent
[31] #gcsescience
[27] stem
[26] practicals

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[148] #science,#sciencestudent
[136] website,#science
[128] #scienceteacher,#stem
[124] #sciencestudent,#scienceteacher
[101] #stem,#scicom
[82] #science,#scienceteacher
[80] #lovescience,#phd
[79] #sciencetwitter,#academictwitter
[73] #academictwitter,#gradschool
[65] science,teacher

Top Word Pairs in Tweet in G1:
[22] #science,#scienceteacher
[11] #seedstosteam,#iteach
[11] #iteach,#iteachtoo
[11] #iteachtoo,#stemeducation
[11] #stemeducation,#stemforkids
[11] #stemforkids,#iteach345
[11] #iteach345,#iteach456
[11] #iteach456,#scienceteacher
[11] #scienceteacher,#scienceteachers
[10] #scienceteacher,#science

Top Word Pairs in Tweet in G2:
[16] paper,ball
[16] engineering,challenge
[15] ball,run
[15] 2022,12
[15] 12,fluor
[15] fluor,engineering
[11] sciencebuddies,2022
[9] lunar,year
[8] thank,amgenfoundation
[8] challenge,revealed

Top Word Pairs in Tweet in G3:
[12] scienceteacher,name
[12] name,programm
[12] programm,doppelt
[12] doppelt,geimpft
[12] geimpft,weil
[12] weil,denke
[12] denke,netto
[11] science63424214,scienceteacher
[11] netto,kei
[4] science63424214,renatekuenast

Top Word Pairs in Tweet in G4:
[110] #science,#sciencestudent
[104] #scienceteacher,#stem
[103] #sciencestudent,#scienceteacher
[101] #stem,#scicom
[89] website,#science
[80] #lovescience,#phd
[79] #sciencetwitter,#academictwitter
[73] #academictwitter,#gradschool
[62] #scicom,#fashion
[62] #fashion,#lovescience

Top Word Pairs in Tweet in G5:
[11] #scienceteacher,hodderschools
[9] #ukedchat,#scienceteacher
[9] biological,sciences
[9] sciences,review
[8] #scienceteacher,#chatchemistry
[8] primary,secondary
[8] chemistry,review
[8] review,magazine
[7] successful,steps
[7] steps,teaching

Top Word Pairs in Tweet in G6:
[12] #ngss,#scienceteacher
[9] openscied,unit
[9] flameless,heater
[6] dqb,openscied
[6] openscied,running
[6] running,super
[6] super,happy
[6] happy,progression
[6] progression,far
[6] far,#ngss

Top Word Pairs in Tweet in G7:
[7] #scienceteacher,#steam
[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] students,love

Top Word Pairs in Tweet in G8:
[6] #ngss,#scienceteacher
[6] looking,#earthscience
[6] #earthscience,#space
[6] #space,resources
[6] resources,learn
[6] learn,exoplanets
[6] exoplanets,astrophysicist
[6] astrophysicist,preview
[5] #science,#scienceteacher
[5] interested,learning

Top Word Pairs in Tweet in G9:
[7] gorgeous,night
[7] night,little
[7] little,#planet
[7] #planet,gazing
[7] gazing,check
[7] check,#jupiter
[7] #jupiter,#saturn
[7] #saturn,#moon
[7] #moon,#venus
[6] jamesfalletti,gorgeous

Top Word Pairs in Tweet in G10:
[47] website,#science
[38] #science,#sciencestudent
[21] myscienceboutiq,science
[18] #sciencestudent,#scienceteacher
[14] #scienceteacher,#stem
[12] science,practicals
[10] dress,website
[10] #gcsescience,#scienceteacher
[9] awesome,vintage
[9] vintage,copy

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@myscienceboutiq
@sciencebuddies
@rsc_eic
@openscied
@facts_reasons
@hetlandscience
@ambravillani
@science63424214
@spann
@alansealls

Top Mentioned in G1:
@gifexperiments
@chemisttree
@gis4teachers

Top Mentioned in G2:
@sciencebuddies
@amgenfoundation
@fluorcorp
@ncbi
@stem_ai
@nsta
@jamesfalletti
@rsc_eic
@nnlmnto
@csedweek

Top Mentioned in G3:
@science63424214
@_martinhagen
@renatekuenast
@kathaschulze
@opfdimpfl
@humbughund
@ndb_grntl_deg
@janboehm
@giesleriris
@gerdantes

Top Mentioned in G4:
@myscienceboutiq
@facts_reasons
@ambravillani
@youtube
@brambachmax
@adrianahotz2
@ma
@sara_carmi_1
@arabtanina
@aliciaabarcac

Top Mentioned in G5:
@rsc_eic
@hodderschools
@hoddermagazines
@roysocchem
@chemrev
@adamboxer1
@seerymk
@openuniversity

Top Mentioned in G6:
@openscied
@hetlandscience
@utscita
@whittlescience
@dgchildmuseum
@stemutah
@umichfootball
@baxteracademy
@natgeo

Top Mentioned in G7:
@lovepeace_sci
@nearpod
@mimiostem
@amstiwccs_asu
@mpsal
@flocabulary
@portallenmiddle
@la_believes
@smende2
@seesaw

Top Mentioned in G8:
@venturengss
@novaeducation
@activelylearn
@laxmevy
@tuvalabs
@misterwashburn
@scixchangeru
@acschemmatters
@beebrookshire
@simplesciencets

Top Mentioned in G9:
@jamesfalletti
@nasa
@spacedotcom
@ecoschoolsusa
@nasajpl
@jwtelescope
@iss_casis
@natgeoeducation
@nasastem
@esa

Top Mentioned in G10:
@myscienceboutiq
@uq_news
@hassuq
@busterjustis
@sciencebuddies
@facultinet
@coresciencesuk
@shmslouisville
@pearlandstem
@estherkimtdsb

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

Top Tweeters in G1:
@sciencemilk
@woodentek
@craftymcclever
@laura_a_diaz
@mediaonetvlive
@laurat_funk
@lupieteacher
@ulcareersfeed
@springeredu
@psntps

Top Tweeters in G2:
@dnaed_tech
@zoiefananna2
@alanilagan
@compchembiobot
@gretchenpollom
@binfotrends
@instructables
@nzsciencelearn
@texasspacegrant
@nuigalway

Top Tweeters in G3:
@milkrun
@knatters1896
@hoellenaufsicht
@kessy19721
@renatekuenast
@ernstfischer20
@rmi33149406
@ak_meier
@daseinsform
@bergheimjeff

Top Tweeters in G4:
@b0tsci
@hart_engel
@scicommbot
@shazzadul
@quietlionness
@youtube
@jayaisales
@1014want
@sharksandwrecks
@brandonadam1437

Top Tweeters in G5:
@411emilio
@adamboxer1
@s_j_lancaster
@openuniversity
@surkhrooh_
@seerymk
@knightbussci
@roysocchem
@rsc_eic
@thibaut_plisson

Top Tweeters in G6:
@natgeo
@krsciencelady
@umichfootball
@sciencecook
@rletissier
@curriculummatrs
@curriculumrocks
@laura_lucy
@jengutierrez18
@kathymcglauflin

Top Tweeters in G7:
@womencodersbot
@botfemale
@superteamup
@appthisway
@seesaw
@nearpod
@flocabulary
@qtimoll
@mpsal
@drsnowflack

Top Tweeters in G8:
@garym
@pbsfortwayne
@beebrookshire
@praxismedhat
@imogenrcoephd
@patagonia
@misterwashburn
@novaeducation
@activelylearn
@simplesciencets

Top Tweeters in G9:
@birdwatchingmy
@lissycamorewood
@news12nj
@spacedotcom
@nasa
@lizette_neves
@esa
@csa_asc
@denisecwright
@_wepsy_

Top Tweeters in G10:
@education_24x7
@superteamml
@stem_ai
@uq_news
@tdsb
@momgiggles
@tdsb_stem
@busterjustis
@hassuq
@facultinet


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