scienceteacher, Twitter, 2/5/2022 1:48:49 AM, 271365


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scienceteacher_2022-02-04_17-24-00.xlsx
scienceteacher_2022-02-04_17-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 05, 2022
Short Description:
scienceteacher via NodeXL https://bit.ly/3LbLX69
@utscita
@stem_ai
@shreevebooks
@rsc_eic
@this0499154500
@krsciencelady
@openscied
@steamteambooks
@sciencebuddies
@b0tsci

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

Description:
Description
The graph represents a network of 1,559 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 February 2022 at 01:29 UTC.

The requested start date was Saturday, 05 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 125-day, 23-hour, 5-minute period from Friday, 01 October 2021 at 00:49 UTC to Thursday, 03 February 2022 at 23:55 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 : 1559
Unique Edges : 955
Edges With Duplicates : 3091
Total Edges : 4046
Number of Edge Types : 5
Retweet : 1018
MentionsInRetweet : 1305
Mentions : 643
Tweet : 1030
Replies to : 50
Self-Loops : 1053
Reciprocated Vertex Pair Ratio : 0.0633451957295374
Reciprocated Edge Ratio : 0.119143239625167
Connected Components : 433
Single-Vertex Connected Components : 198
Maximum Vertices in a Connected Component : 379
Maximum Edges in a Connected Component : 1821
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.79609
Graph Density : 0.00061508768087242
Modularity : 0.38411
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,559 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 February 2022 at 01:29 UTC.

The requested start date was Saturday, 05 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 125-day, 23-hour, 5-minute period from Friday, 01 October 2021 at 00:49 UTC to Thursday, 03 February 2022 at 23:55 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:
[18] https://coresciences.co.uk/
[10] https://www.youtube.com/watch?v=AJjm22HHzDc&feature=youtu.be

[9] https://www.edvotek.com/origami-organelles
[9] https://ourkidsneedstem.com/
[9] https://coresciences.co.uk/subscribe
[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://www.etsy.com/CraftyMom75/listing/620907121/science-apron-science-teacher-apron?utm_source=etsyfu&utm_medium=api&utm_campaign=api
[8] 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
[7] https://www.etsy.com/listing/1114739529/solar-system-planets-christmas-ornament?ref=shop_home_active_1&pro=1&frs=1
[7] https://www.sciencebuddies.org/blog/halloween-stem?from=TW

Top URLs in Tweet in G1:
[5] https://www.donorschoose.org/project/start-of-a-good-management/5883534/
[5] https://www.etsy.com/listing/696099120
[2] https://PollEv.com/free_text_polls/g8pUqYFAdYUl1nhfeYCOx/respond
[2] https://chemisttree.com/
[2] https://www.tfempowerment.org/
[2] https://k12.esri.ca/resourcefinder/#/lang=en
[2] https://www.seedstosteam.org/
[1] https://www.instagram.com/accounts/login/?next=/reel/CUcsrd7DVEh/
[1] https://www.surveymonkey.co.uk/r/STOTY2021
[1] https://twitter.com/Gratnells/status/1433339870748069891

Top URLs in Tweet in G2:
[7] https://edu.rsc.org/feature/starting-to-decolonise-science-curriculums/4014539.article
[4] https://edu.rsc.org/education-research/do-our-students-suffer-from-chemophobia/4014495.article
[4] https://edu.rsc.org/in-my-classroom/curious-about-other-chemistry-classrooms/4014501.article
[3] https://edu.rsc.org/everyday-chemistry/whats-the-strongest-acid-in-the-world/4014526.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
[3] https://edu.rsc.org/cpd/teaching-chemistry-equilibria-post-16/4014733.article
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=267004
[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

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
[1] https://www.jstor.org/stable/3557960
[1] https://www.neurologen-und-psychiater-im-netz.org/psychiatrie-psychosomatik-psychotherapie/stoerungen-erkrankungen/suchterkrankung-stoffgebunden/was-ist-sucht/

Top URLs in Tweet in G4:
[5] https://www.sciencebuddies.org/blog/halloween-stem?from=TW
[4] https://www.sciencebuddies.org/blog/lunar-new-year-stem?from=TW
[3] 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
[1] https://www.sciencebuddies.org/blog/teach-engineering-design-process?from=TW
[1] https://www.sciencebuddies.org/blog/hispanic-scientists-engineers?from=TW
[1] https://www.sciencebuddies.org/blog/engineering-challenges-elementary-school?from=TW
[1] https://www.sciencebuddies.org/blog/teach-chemical-reactions?from=TW
[1] https://www.sciencebuddies.org/blog/science-class-wizard-experiments?from=TW

Top URLs in Tweet in G5:
[10] https://www.youtube.com/watch?v=AJjm22HHzDc&feature=youtu.be

[6] https://www.braintasticscience.com/freebies
[5] https://www.etsy.com/listing/1120669038/solar-system-socks-bundle-best-science?ref=shop_home_active_2&frs=1
[4] https://myscienceboutique.com/product/trendy-science-socks-virus/
[4] https://myscienceboutique.com/product/science-socks-bacteria-transparent-themed/
[4] https://www.etsy.com/listing/1114739529/solar-system-planets-christmas-ornament?ref=shop_home_active_1&pro=1&frs=1
[4] https://www.etsy.com/listing/1014444802/canvas-gallery-wrap-3-panel-historical?ref=shop_home_active_23&frs=1
[4] https://myscienceboutique.com/product/probiotics-antibiotics-funny-biology-science-regular-fit-t-shirt/
[4] https://myscienceboutique.com/product/photon-premium-unisex-hooded-sweatshirt-with-pockets/
[4] https://www.factsandreasons.com/en/where-are-all-the-aliens/

Top URLs in Tweet in G6:
[1] https://www.edutopia.org/article/taking-interdisciplinary-approach-environmental-science
[1] https://www.space.com/nasa-space-education-resources-school-year-2021
[1] https://www.space.com/beaver-moon-lunar-eclipse-longest-of-century-phases
[1] https://www.space.com/james-webb-space-telescope-team-incredible-high
[1] https://www.newsweek.com/groundhog-day-2022-punxsutawney-phil-prediction-see-shadow-1675260
[1] https://twitter.com/SIOPModel/status/1482050740797558787
[1] https://twitter.com/univercurious/status/1462670699194109953
[1] https://www.sustainablejerseyschools.com/news/news-releases/news-single-view/?tx_news_pi1[news]=373&tx_news_pi1[controller]=News&tx_news_pi1[action]=detail&cHash=a2f98a364d50b46484968714d8056ab6

Top URLs in Tweet in G7:
[1] https://wakelet.com/wake/5SjT8OYk1KdJtEKkQ3D5g
[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

Top URLs in Tweet in G8:
[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/

Top URLs in Tweet in G9:
[2] https://www.nsta.org/los-angeles-area-conference-science-education
[1] https://www.nsta.org/portland-area-conference-science-education#STEM
[1] https://www.nsta.org/membership
[1] https://my.nsta.org/resource/124468
[1] https://www.nsta.org/resources/freebies-science-teachers-october-26-2021?linkId=137300920
[1] https://mys.ci/r/230902031

Top URLs in Tweet in G10:
[7] https://www.texmed.org/teachers
[1] https://docs.google.com/forms/d/e/1FAIpQLSfukjxoG8YdMJCkS0V7nsJlZXCxKN0GRhz-zMHLAZYyhzdjCg/viewform
[1] https://twitter.com/Ash_Santiago818/status/1451402439232475149
[1] http://texmed.org/teachers

Top Domains
Top Domains in Tweet in Entire Graph:
[226] myscienceboutique.com
[106] etsy.com
[102] co.uk
[55] twitter.com
[49] rsc.org
[49] origamiorganelles.com
[42] sciencebuddies.org
[32] youtube.com
[25] instagram.com
[18] google.com

Top Domains in Tweet in G1:
[22] instagram.com
[20] twitter.com
[13] nemnet.com
[10] co.uk
[9] etsy.com
[6] donorschoose.org
[5] youtube.com
[3] tiktok.com
[3] teacherspayteachers.com
[3] pollev.com

Top Domains in Tweet in G2:
[48] rsc.org
[3] nodexlgraphgallery.org
[1] sciencebuddies.org

Top Domains in Tweet in G3:
[1] twitter.com
[1] theguardian.com
[1] jstor.org
[1] neurologen-und-psychiater-im-netz.org

Top Domains in Tweet in G4:
[38] sciencebuddies.org
[2] twitter.com
[2] youtube.com
[1] nih.gov

Top Domains in Tweet in G5:
[143] myscienceboutique.com
[47] etsy.com
[11] braintasticscience.com
[10] youtube.com
[6] factsandreasons.com
[4] page.link
[2] stemsuccesssummit.com
[2] scicommforeveryone.com
[1] etsystatic.com
[1] twitter.com

Top Domains in Tweet in G6:
[3] space.com
[2] twitter.com
[1] edutopia.org
[1] newsweek.com
[1] sustainablejerseyschools.com

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

Top Domains in Tweet in G8:
[1] newscentermaine.com
[1] timberjay.com
[1] dailycamera.com

Top Domains in Tweet in G9:
[6] nsta.org
[1] mys.ci

Top Domains in Tweet in G10:
[8] texmed.org
[1] google.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1551] scienceteacher
[605] science
[340] stem
[199] sciencestudent
[152] phd
[140] fashion
[135] sciencetwitter
[127] scicom
[122] lovescience
[113] academictwitter



Top Hashtags in Tweet in G1:
[266] scienceteacher
[66] science
[25] teacher
[24] iteach
[22] stemeducation
[21] iteachtoo
[20] teachingjobs
[20] scienceiscool
[20] seedstosteam
[20] stemforkids

Top Hashtags in Tweet in G2:
[43] scienceteacher
[17] chatchemistry
[14] chemed
[13] ukedchat
[7] edchat
[7] sustainable
[6] scied
[6] chemtwitter
[5] teachertwitter
[3] stem

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

Top Hashtags in Tweet in G4:
[46] stem
[43] scienceteacher
[13] science
[12] halloween
[11] engineering
[7] sciencefair
[6] halloweenscience
[6] makerspace
[5] blackhistorymonth
[5] scientists

Top Hashtags in Tweet in G5:
[203] scienceteacher
[198] science
[173] stem
[151] phd
[127] sciencestudent
[125] scicom
[121] lovescience
[119] fashion
[113] sciencetwitter
[112] academictwitter

Top Hashtags in Tweet in G6:
[27] scienceteacher
[13] moon
[11] nasa
[10] science
[10] education
[9] nikon
[9] planet
[9] venus
[9] space
[8] nature

Top Hashtags in Tweet in G7:
[27] scienceteacher
[10] steam
[8] edtech
[6] stem
[5] 3dprinter
[4] sel
[3] wbrproud
[3] girlswhocode
[3] labday
[3] 3dprinting

Top Hashtags in Tweet in G8:
[24] scienceteacher
[19] ngss
[7] scienceed
[6] middleschool
[4] teacher
[4] prideandexcellence
[3] storylines
[3] openscied
[3] science
[3] juniorhigh

Top Hashtags in Tweet in G9:
[12] nsta
[11] scienceteacher
[7] nsta21
[6] scied
[3] stem
[2] scicomm
[1] stemeducation
[1] nationalstemday
[1] evolution
[1] 3dprinter

Top Hashtags in Tweet in G10:
[26] scienceteacher
[9] txed
[5] texas
[4] thankateacher
[3] wednesdaymotivation
[3] humpday
[2] sciencetwitter
[2] handsonlabs
[2] cashawards
[1] edutwitter

Top Words
Top Words in Tweet in Entire Graph:
[1550] #scienceteacher
[789] science
[615] #science
[345] #stem
[306] students
[273] website
[199] #sciencestudent
[183] today
[171] teacher
[152] #phd

Top Words in Tweet in G1:
[266] #scienceteacher
[87] science
[66] #science
[38] teacher
[28] students
[25] #teacher
[24] today
[24] #iteach
[22] #stemeducation
[21] school

Top Words in Tweet in G2:
[43] #scienceteacher
[39] rsc_eic
[32] chemistry
[19] students
[18] teaching
[17] #chatchemistry
[15] today
[15] help
[14] #chemed
[13] #ukedchat

Top Words in Tweet in G3:
[29] scienceteacher
[27] science63424214
[13] geimpft
[13] weil
[12] name
[12] programm
[12] doppelt
[12] denke
[12] netto
[11] kei

Top Words in Tweet in G4:
[47] sciencebuddies
[46] #stem
[43] #scienceteacher
[32] students
[27] engineering
[26] challenge
[21] 12
[18] activities
[17] paper
[17] hands

Top Words in Tweet in G5:
[203] #scienceteacher
[198] #science
[173] #stem
[164] science
[153] website
[151] #phd
[127] #sciencestudent
[125] #scicom
[121] #lovescience
[118] #fashion

Top Words in Tweet in G6:
[27] #scienceteacher
[14] jamesfalletti
[13] #moon
[11] #nasa
[10] #science
[10] #education
[10] little
[9] #nikon
[9] #planet
[9] #venus

Top Words in Tweet in G7:
[27] #scienceteacher
[18] students
[10] time
[10] lovepeace_sci
[10] #steam
[9] nearpod
[9] using
[8] #edtech
[7] doing
[7] mimiostem

Top Words in Tweet in G8:
[26] openscied
[24] #scienceteacher
[19] #ngss
[16] learn
[15] hetlandscience
[15] perfect
[14] draw
[13] ss
[13] week
[13] ruler

Top Words in Tweet in G9:
[15] nsta
[14] last
[14] day
[11] today
[11] #scienceteacher
[11] #nsta
[10] week
[10] science
[9] stop
[9] session

Top Words in Tweet in G10:
[26] #scienceteacher
[13] today
[11] nominate
[9] #txed
[9] awards
[8] hisd_elemsci
[8] guess
[8] total
[8] awarded
[7] sarayrodrigu3z

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[209] website,#science
[178] #science,#sciencestudent
[156] #scienceteacher,#stem
[155] #sciencestudent,#scienceteacher
[130] #science,#scienceteacher
[126] #stem,#scicom
[106] #sciencetwitter,#academictwitter
[101] #academictwitter,#gradschool
[90] #lovescience,#phd
[77] #scicom,#fashion

Top Word Pairs in Tweet in G1:
[26] #science,#scienceteacher
[20] #seedstosteam,#iteach
[20] #iteach,#iteachtoo
[20] #iteachtoo,#stemeducation
[20] #stemeducation,#stemforkids
[20] #stemforkids,#iteach345
[20] #iteach345,#iteach456
[20] #iteach456,#scienceteacher
[20] #scienceteacher,#scienceteachers
[18] science,teacher

Top Word Pairs in Tweet in G2:
[11] #ukedchat,#scienceteacher
[8] #scienceteacher,#chatchemistry
[8] primary,secondary
[7] bame,scientists
[7] professor,tom
[7] tom,welton
[7] welton,chemistry
[7] chemistry,#sustainable
[7] #sustainable,world
[7] world,join

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
[2] science63424214,humbughund

Top Word Pairs in Tweet in G4:
[14] engineering,challenge
[13] 2022,12
[13] 12,fluor
[13] fluor,engineering
[13] paper,ball
[12] ball,run
[9] sciencebuddies,2022
[8] #science,class
[8] one,hands
[8] #stem,#scienceteacher

Top Word Pairs in Tweet in G5:
[128] website,#science
[125] #scienceteacher,#stem
[125] #stem,#scicom
[124] #science,#sciencestudent
[124] #sciencestudent,#scienceteacher
[106] #sciencetwitter,#academictwitter
[101] #academictwitter,#gradschool
[90] #lovescience,#phd
[77] #scicom,#fashion
[76] #fashion,#lovescience

Top Word Pairs in Tweet in G6:
[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] #science,#scienceteacher

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:
[13] learn,ss
[13] ss,week
[13] week,ruler
[13] ruler,hole
[13] hole,use
[13] use,draw
[13] draw,perfect
[13] perfect,particle
[12] sharonjolly14,learn
[11] #ngss,#scienceteacher

Top Word Pairs in Tweet in G9:
[9] today,last
[8] last,day
[6] day,use
[6] use,code
[6] code,cyber21
[6] cyber21,save
[6] save,#nsta
[6] #nsta,membership
[6] membership,wait
[6] wait,access

Top Word Pairs in Tweet in G10:
[9] #txed,#scienceteacher
[7] total,awarded
[6] cash,awards
[6] 62,000
[6] 000,total
[5] nominating,#texas
[5] #texas,#scienceteacher
[5] awards,62
[5] awarded,visit
[4] hisd_elemsci,alliantgroup

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@myscienceboutiq
@sciencebuddies
@utscita
@rsc_eic
@facts_reasons
@openscied
@nsta
@jamesfalletti
@hetlandscience
@etsy

Top Mentioned in G1:
@spookyanimals31
@gifexperiments
@hermida_sandra
@chemisttree
@gis4teachers

Top Mentioned in G2:
@rsc_eic
@roysocchem
@sciencebuddies
@qmulspcs
@adamboxer1
@seerymk
@openuniversity
@walesscience
@stem_ai
@nsta

Top Mentioned in G3:
@science63424214
@humbughund
@ndb_grntl_deg
@_martinhagen
@janboehm
@giesleriris
@gerdantes
@stohr_klaus
@realtombohn
@hoellenaufsicht

Top Mentioned in G4:
@sciencebuddies
@amgenfoundation
@ncbi
@fluorcorp
@nnlmnto
@usaeop
@veritasium
@csedweek

Top Mentioned in G5:
@myscienceboutiq
@facts_reasons
@ambravillani
@brambachmax
@sara_carmi_1
@youtube
@adrianahotz2
@ma
@nherisd
@pinksciteacher

Top Mentioned in G6:
@jamesfalletti
@ecoschoolsusa
@nasa
@natgeoeducation
@edutopia
@njea
@news12nj
@iss_casis
@njecc
@spacedotcom

Top Mentioned in G7:
@lovepeace_sci
@nearpod
@mimiostem
@portallenmiddle
@wbrschools
@amstiwccs_asu
@mpsal
@flocabulary
@seesaw
@amsti4all

Top Mentioned in G8:
@openscied
@hetlandscience
@whittlescience
@sharonjolly14
@umichfootball
@baxteracademy
@natgeo

Top Mentioned in G9:
@nsta
@shreevebooks
@jonterlee
@apmcota
@mrsgreendavid
@steamteambooks
@ncse
@candlewick
@nabt_news

Top Mentioned in G10:
@sarayrodrigu3z
@hisd_elemsci
@houstonisd
@sciteacheraward
@alliantgroup
@rickettsdeirdre
@shearnlions
@msjaime01
@teach_dcrouch
@bostonwhitnee

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

Top Tweeters in G1:
@searchresume
@sciencemilk
@woodentek
@craftymcclever
@laura_a_diaz
@mediaonetvlive
@laurat_funk
@lupieteacher
@bridgedanya
@ulcareersfeed

Top Tweeters in G2:
@adamboxer1
@s_j_lancaster
@openuniversity
@surkhrooh_
@seerymk
@knightbussci
@roysocchem
@rsc_eic
@thibaut_plisson
@nuigalway

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

Top Tweeters in G4:
@dnaed_tech
@zoiefananna2
@alanilagan
@compchembiobot
@gretchenpollom
@binfotrends
@instructables
@nzsciencelearn
@cvwma2
@campstem

Top Tweeters in G5:
@hart_engel
@b0tsci
@scicommbot
@shazzadul
@quietlionness
@naomiharm
@youtube
@xxmasx
@jayaisales
@r_benavides2

Top Tweeters in G6:
@birdwatchingmy
@lissycamorewood
@news12nj
@spacedotcom
@edutopia
@nasa
@lizette_neves
@esa
@csa_asc
@njea

Top Tweeters in G7:
@womencodersbot
@botfemale
@superteamup
@williamshatner
@appthisway
@seesaw
@nearpod
@alanstern
@wakelet
@flocabulary

Top Tweeters in G8:
@natgeo
@umichfootball
@simiisme
@sciencecook
@rletissier
@curriculummatrs
@prof_di_chimica
@curriculumrocks
@ndbrning
@science_4_all

Top Tweeters in G9:
@mbowmanscience
@jocelynrish
@weisscenter
@nsta
@candlewick
@ncse
@mdcpssouth
@ngss_tweeps
@skwenger
@nabt_news

Top Tweeters in G10:
@houstonisd
@rickettsdeirdre
@throgers1
@justteacheyy
@alliantgroup
@sarayrodrigu3z
@amypoerschke
@gallowcintel
@fisherfuncisd
@stemscopes


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