scienceteacher, Twitter, 1/29/2022 1:33:56 AM, 270892


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scienceteacher_2022-01-28_17-24-00.xlsx
scienceteacher_2022-01-28_17-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 29, 2022
Short Description:
scienceteacher via NodeXL https://bit.ly/3HdTGhE
@stem_ai
@utscita
@rsc_eic
@this0499154500
@shreevebooks
@krsciencelady
@sciencebuddies
@steamteambooks
@jamesfalletti
@openscied

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

Description:
Description
The graph represents a network of 1,459 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, 29 January 2022 at 01:27 UTC.

The requested start date was Saturday, 29 January 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 118-day, 23-hour, 27-minute period from Friday, 01 October 2021 at 00:49 UTC to Friday, 28 January 2022 at 00:17 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 : 1459
Unique Edges : 898
Edges With Duplicates : 2893
Total Edges : 3791
Number of Edge Types : 5
Tweet : 961
Mentions : 599
Retweet : 955
MentionsInRetweet : 1231
Replies to : 45
Self-Loops : 983
Reciprocated Vertex Pair Ratio : 0.0660091047040971
Reciprocated Edge Ratio : 0.123843416370107
Connected Components : 408
Single-Vertex Connected Components : 187
Maximum Vertices in a Connected Component : 335
Maximum Edges in a Connected Component : 1661
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.352066
Graph Density : 0.000660485835516932
Modularity : 0.384538
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,459 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, 29 January 2022 at 01:27 UTC.

The requested start date was Saturday, 29 January 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 118-day, 23-hour, 27-minute period from Friday, 01 October 2021 at 00:49 UTC to Friday, 28 January 2022 at 00:17 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:
[20] https://www.instagram.com/accounts/login/
[17] https://coresciences.co.uk/
[10] https://www.youtube.com/watch?v=AJjm22HHzDc&feature=youtu.be

[9] https://ourkidsneedstem.com/
[9] https://coresciences.co.uk/subscribe
[8] https://www.edvotek.com/origami-organelles
[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/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:
[20] https://www.instagram.com/accounts/login/
[5] https://www.donorschoose.org/project/start-of-a-good-management/5883534/
[4] 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.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:
[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://www.factsandreasons.com/en/where-are-all-the-aliens/
[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/

Top URLs in Tweet in G5:
[5] https://www.sciencebuddies.org/blog/halloween-stem?from=TW
[3] https://www.sciencebuddies.org/blog/gingerbread-stem?from=TW
[2] https://www.sciencebuddies.org/fluor-challenge-2022?from=TW
[2] https://www.sciencebuddies.org/blog/lunar-new-year-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 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://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://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 G8:
[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 G9:
[6] https://utsta.org/
[5] https://docs.google.com/forms/d/e/1FAIpQLSfXijSbDKxm_mZVxZjdJC3YAQH5XQ-rOVQ3iUL-9YgLAAZoYw/viewform
[3] https://prideinstem.org/
[1] http://www.iseeutah.org/
[1] https://docs.google.com/forms/d/e/1FAIpQLSfCOBy3gb5B2nfpsYnyCTea0BBrJcujaUlZDmv4WD6f66n-4w/viewform
[1] https://docs.google.com/forms/d/e/1FAIpQLScABVgvw5BYxrMrhKCuGTVSz762NCijyDzelTo0qi25TMHeaw/viewform
[1] https://sites.google.com/utsta.org/2021-conference/home
[1] https://www.acs.org/
[1] http://www.theinternetday.com/
[1] https://cires.colorado.edu/outreach/events/science-show-share-cop26-maxwell-boykoff-and-gina-fiorile

Top URLs in Tweet in G10:
[17] https://coresciences.co.uk/
[9] https://ourkidsneedstem.com/
[9] https://coresciences.co.uk/subscribe
[3] https://myscienceboutique.com/product/physics-astronomy-science-humor-regular-fit-unisex-t-shirt/
[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
[3] https://www.etsy.com/listing/688207298/vintage-what-makes-popcorn-pop-paperback?ref=shop_home_active_193&frs=1
[2] https://myscienceboutique.com/product/cocoon-nebula-earth-day-special-womens-t-shirt-dress/
[2] https://myscienceboutique.com/product/multifaceted-science-pattern-fit-flare-skirt/
[2] https://myscienceboutique.com/product/sweatshirts-science-sweatshirts-regular-unisex-fit-gift-for-her-gift-for-him-teachers-students-researchers-science-lovers-8/

Top Domains
Top Domains in Tweet in Entire Graph:
[217] myscienceboutique.com
[102] etsy.com
[100] co.uk
[49] twitter.com
[49] rsc.org
[38] sciencebuddies.org
[36] origamiorganelles.com
[31] youtube.com
[22] instagram.com
[17] google.com

Top Domains in Tweet in G1:
[21] instagram.com
[20] twitter.com
[10] co.uk
[9] nemnet.com
[8] 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:
[135] myscienceboutique.com
[47] etsy.com
[11] braintasticscience.com
[10] youtube.com
[6] factsandreasons.com
[4] page.link
[2] scicommforeveryone.com
[2] stemsuccesssummit.com
[1] tes.com
[1] etsystatic.com

Top Domains in Tweet in G5:
[34] sciencebuddies.org
[2] twitter.com
[2] youtube.com

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

Top Domains in Tweet in G7:
[1] newscentermaine.com
[1] timberjay.com
[1] dailycamera.com

Top Domains in Tweet in G8:
[6] nsta.org
[1] mys.ci

Top Domains in Tweet in G9:
[8] google.com
[6] utsta.org
[3] prideinstem.org
[2] zoom.us
[1] iseeutah.org
[1] acs.org
[1] theinternetday.com
[1] colorado.edu
[1] nsta.org
[1] utahstemfest.com

Top Domains in Tweet in G10:
[82] myscienceboutique.com
[30] co.uk
[22] etsy.com
[9] ourkidsneedstem.com
[3] sciencebuddies.org
[2] page.link
[2] faculti.net
[2] thepocketlab.com
[1] nodexlgraphgallery.org
[1] etsystatic.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1449] scienceteacher
[570] science
[326] stem
[191] sciencestudent
[147] phd
[137] fashion
[133] sciencetwitter
[124] scicom
[119] lovescience
[111] academictwitter



Top Hashtags in Tweet in G1:
[253] scienceteacher
[62] science
[24] teacher
[24] iteach
[22] stemeducation
[21] iteachtoo
[20] scienceiscool
[20] seedstosteam
[20] stemforkids
[20] iteach345

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] stemeducation

Top Hashtags in Tweet in G4:
[195] scienceteacher
[189] science
[167] stem
[146] phd
[122] sciencestudent
[122] scicom
[118] lovescience
[116] fashion
[111] sciencetwitter
[110] academictwitter

Top Hashtags in Tweet in G5:
[42] stem
[38] scienceteacher
[12] halloween
[7] engineering
[7] sciencefair
[6] halloweenscience
[6] makerspace
[5] science
[4] nationalchemistryweek
[4] nativeamericanheritagemonth

Top Hashtags in Tweet in G6:
[26] 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:
[24] scienceteacher
[19] ngss
[7] scienceed
[6] middleschool
[4] teacher
[4] prideandexcellence
[3] science
[3] storylines
[3] openscied
[3] juniorhigh

Top Hashtags in Tweet in G8:
[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 G9:
[35] utscied
[29] utahteacher
[29] scienceteacher
[26] scienceeducation
[5] science
[2] stem
[1] adalovelaceday
[1] usbe
[1] moleday
[1] stemday

Top Hashtags in Tweet in G10:
[117] science
[93] scienceteacher
[56] sciencestudent
[48] stem
[33] gcsescience
[24] onlinelearning
[20] fashion
[14] sciencepracticals
[13] socks
[12] socksoftheday

Top Words
Top Words in Tweet in Entire Graph:
[1448] #scienceteacher
[732] science
[580] #science
[331] #stem
[285] students
[262] website
[191] #sciencestudent
[177] today
[151] teacher
[147] #phd

Top Words in Tweet in G1:
[253] #scienceteacher
[84] science
[62] #science
[37] teacher
[26] students
[24] #teacher
[24] #iteach
[23] today
[22] #stemeducation
[21] #iteachtoo

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:
[28] scienceteacher
[26] science63424214
[13] geimpft
[13] weil
[12] name
[12] programm
[12] doppelt
[12] denke
[12] netto
[11] kei

Top Words in Tweet in G4:
[195] #scienceteacher
[189] #science
[167] #stem
[157] science
[146] #phd
[145] website
[122] #sciencestudent
[122] #scicom
[118] #lovescience
[115] #fashion

Top Words in Tweet in G5:
[42] #stem
[38] sciencebuddies
[38] #scienceteacher
[30] students
[21] engineering
[21] challenge
[17] 12
[17] hands
[14] one
[14] activities

Top Words in Tweet in G6:
[26] #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:
[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 G8:
[15] nsta
[14] day
[14] last
[11] #nsta
[11] #scienceteacher
[11] today
[10] week
[10] science
[9] stop
[9] session

Top Words in Tweet in G9:
[48] utscita
[35] #utscied
[30] conference
[29] #utahteacher
[29] #scienceteacher
[26] #scienceeducation
[20] day
[19] stem
[17] today
[16] science

Top Words in Tweet in G10:
[117] #science
[114] myscienceboutiq
[109] science
[93] website
[92] #scienceteacher
[56] #sciencestudent
[48] #stem
[33] #gcsescience
[31] stem
[26] practicals

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[203] website,#science
[173] #science,#sciencestudent
[153] #scienceteacher,#stem
[152] #sciencestudent,#scienceteacher
[128] #science,#scienceteacher
[123] #stem,#scicom
[104] #sciencetwitter,#academictwitter
[99] #academictwitter,#gradschool
[87] #lovescience,#phd
[74] #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
[17] 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:
[123] website,#science
[122] #scienceteacher,#stem
[122] #stem,#scicom
[121] #sciencestudent,#scienceteacher
[119] #science,#sciencestudent
[104] #sciencetwitter,#academictwitter
[99] #academictwitter,#gradschool
[87] #lovescience,#phd
[74] #scicom,#fashion
[73] #fashion,#lovescience

Top Word Pairs in Tweet in G5:
[10] 2022,12
[10] 12,fluor
[10] fluor,engineering
[10] engineering,challenge
[10] paper,ball
[9] ball,run
[8] one,hands
[8] thank,amgenfoundation
[7] sciencebuddies,2022
[7] ready,#halloween

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:
[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 G8:
[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 G9:
[16] #scienceeducation,#scienceteacher
[15] #utscied,#utahteacher
[13] #utahteacher,#scienceeducation
[10] early,bird
[9] #utscied,#scienceeducation
[9] utsta,conference
[8] make,sure
[8] #utahteacher,#scienceteacher
[8] science,engineering
[7] #scienceeducation,#utahteacher

Top Word Pairs in Tweet in G10:
[80] website,#science
[54] #science,#sciencestudent
[30] myscienceboutiq,science
[27] #sciencestudent,#scienceteacher
[20] #science,#fashion
[18] dress,website
[16] #scienceteacher,#stem
[15] fit,flare
[14] pattern,fit
[13] sweatshirt,website

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

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

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

Top Mentioned in G3:
@science63424214
@humbughund
@giesleriris
@gerdantes
@stohr_klaus
@realtombohn
@hoellenaufsicht
@psholstein
@derfelthemighty
@alexbeisenherz

Top Mentioned in G4:
@myscienceboutiq
@facts_reasons
@ambravillani
@brambachmax
@sara_carmi_1
@youtube
@adrianahotz2
@ma
@nherisd
@pinksciteacher

Top Mentioned in G5:
@sciencebuddies
@amgenfoundation
@fluorcorp
@ncbi
@usaeop
@veritasium
@csedweek

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

Top Mentioned in G7:
@openscied
@hetlandscience
@whittlescience
@sharonjolly14
@umichfootball
@baxteracademy
@natgeo

Top Mentioned in G8:
@nsta
@shreevebooks
@jonterlee
@apmcota
@mrsgreendavid
@steamteambooks
@ncse
@candlewick
@nabt_news

Top Mentioned in G9:
@utscita
@dgchildmuseum
@stemutah
@ogdennature
@hawkwatchint
@hstool
@hetlandscience
@uvu
@nhmu
@hstools

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

Top Tweeters
Top Tweeters in Entire Graph:
@hirogallery
@shadowdogdesign
@womencodersbot
@searchresume
@jvozsol
@okrogules
@naturecutstags
@unitedspacecats
@education_24x7
@pinkhenstudio

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

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:
@hart_engel
@b0tsci
@scicommbot
@shazzadul
@quietlionness
@naomiharm
@youtube
@xxmasx
@jayaisales
@r_benavides2

Top Tweeters in G5:
@dnaed_tech
@zoiefananna2
@alanilagan
@compchembiobot
@gretchenpollom
@binfotrends
@instructables
@nzsciencelearn
@cvwma2
@campstem

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

Top Tweeters in G7:
@natgeo
@umichfootball
@simiisme
@sciencecook
@rletissier
@curriculummatrs
@prof_di_chimica
@curriculumrocks
@ndbrning
@science_4_all

Top Tweeters in G8:
@mbowmanscience
@jocelynrish
@weisscenter
@nsta
@candlewick
@ncse
@mdcpssouth
@ngss_tweeps
@skwenger
@nabt_news

Top Tweeters in G9:
@krsciencelady
@laura_lucy
@jengutierrez18
@teacherwinters
@kathymcglauflin
@elainebvickers
@nhmu
@createosity
@dgchildmuseum
@njctl

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


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