scienceteacher, Twitter, 12/25/2021 1:37:55 AM, 268980


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scienceteacher_2021-12-24_17-24-00.xlsx
scienceteacher_2021-12-24_17-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 25, 2021
Short Description:
scienceteacher via NodeXL https://bit.ly/3eoIz92
@stem_ai
@rsc_eic
@utscita
@this0499154500
@shreevebooks
@jamesfalletti
@steamteambooks
@krsciencelady
@openscied
@sciencebuddies

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

Description:
Description
The graph represents a network of 1,148 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, 25 December 2021 at 01:26 UTC.

The requested start date was Saturday, 25 December 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 83-day, 22-hour, 21-minute period from Friday, 01 October 2021 at 00:49 UTC to Thursday, 23 December 2021 at 23:11 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 : 1148
Unique Edges : 689
Edges With Duplicates : 2308
Total Edges : 2997
Number of Edge Types : 5
Tweet : 767
Retweet : 764
MentionsInRetweet : 971
Mentions : 467
Replies to : 28
Self-Loops : 783
Reciprocated Vertex Pair Ratio : 0.069539666993144
Reciprocated Edge Ratio : 0.13003663003663
Connected Components : 325
Single-Vertex Connected Components : 150
Maximum Vertices in a Connected Component : 287
Maximum Edges in a Connected Component : 1384
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.079033
Graph Density : 0.000829310821443001
Modularity : 0.376151
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,148 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, 25 December 2021 at 01:26 UTC.

The requested start date was Saturday, 25 December 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 83-day, 22-hour, 21-minute period from Friday, 01 October 2021 at 00:49 UTC to Thursday, 23 December 2021 at 23:11 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:
[15] https://www.instagram.com/accounts/login/
[12] https://coresciences.co.uk/
[9] https://ourkidsneedstem.com/
[9] https://www.youtube.com/watch?v=AJjm22HHzDc&feature=youtu.be

[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
[7] https://edu.rsc.org/feature/starting-to-decolonise-science-curriculums/4014539.article
[7] https://www.texmed.org/teachers
[7] 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/853229264/science-test-tube-confetti-set?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1599495888000&utm_term=so.slt

Top URLs in Tweet in G1:
[15] https://www.instagram.com/accounts/login/
[5] https://www.donorschoose.org/project/start-of-a-good-management/5883534/
[3] 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
[1] https://www.surveymonkey.co.uk/r/STOTY2021
[1] https://twitter.com/Gratnells/status/1433339870748069891
[1] http://Www.tutorsupply.net

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:
[6] https://utsta.org/
[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] 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

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

[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://www.factsandreasons.com/en/where-are-all-the-aliens/
[4] https://www.braintasticscience.com/freebies
[3] https://myscienceboutique.com/product/multifaceted-science-pattern-fit-flare-skirt/

Top URLs in Tweet in G5:
[1] https://www.space.com/beaver-moon-lunar-eclipse-longest-of-century-phases
[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://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 G6:
[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://www.nsta.org/resources/freebies-science-teachers-october-26-2021?linkId=137300920
[1] https://mys.ci/r/230902031

Top URLs in Tweet in G7:
[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 G8:
[5] https://www.sciencebuddies.org/blog/halloween-stem?from=TW
[3] https://www.sciencebuddies.org/blog/gingerbread-stem?from=TW
[1] https://www.sciencebuddies.org/blog/computer-science-coding-projects?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
[1] https://www.sciencebuddies.org/blog/engineering-challenges-middle-school?from=TW
[1] https://www.sciencebuddies.org/blog/native-american-scientists-engineers?from=TW

Top URLs in Tweet in G9:
[12] https://coresciences.co.uk/
[9] https://ourkidsneedstem.com/
[6] https://coresciences.co.uk/subscribe
[3] https://www.etsy.com/listing/1114739529/solar-system-planets-christmas-ornament?ref=shop_home_active_1&pro=1&frs=1
[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/
[2] https://myscienceboutique.com/product/trendy-science-socks-virus/
[2] https://myscienceboutique.com/product/science-socks-p1-bacteria-themed/
[2] https://myscienceboutique.com/product/science-socks-bacteria-transparent-themed/
[2] https://myscienceboutique.com/product/stem-science-pattern-fit-flare-dress/

Top URLs in Tweet in G10:
[1] https://m.tiktok.com/v/7040981737526168878.html?_d=secCgwIARCbDRjEFSACKAESPgo8AtP00NucJzk6LLUzCaFVmbEfnLAOc7fzDc1Vn%2FTYmcpKD2xNwCB3m10I4JF%2BVy4ixS%2FCyNbYvY%2BH6cOKGgA%3D&checksum=d87004510d538ac2795c824041cec136a54f6140dc6b7eaaa3210222e6b71b8c&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAVREEPltDf1TgRkmDOrPgndDfC0Ive4iEtGXrEzeuAiFZ4ETOt6vR8iXz_3KuP_4i&share_app_id=1233&share_item_id=7040981737526168878&share_link_id=4A6B3667-6562-4FEA-B71D-02FF34CE2274&source=h5_m×tamp=1639485967&tt_from=twitter&u_code=d688lml6mdg6ci&user_id=6691953961501770758&utm_campaign=client_share&utm_medium=ios&utm_source=twitter
[1] https://reader.activelylearn.com/authoring/preview/3838588/notes
[1] https://reader.activelylearn.com/authoring/preview/3663298/notes
[1] https://reader.activelylearn.com/authoring/preview/3860423/notes
[1] https://reader.activelylearn.com/authoring/preview/3556808/notes
[1] https://reader.activelylearn.com/authoring/preview/3904815
[1] https://reader.activelylearn.com/authoring/preview/3691136/notes
[1] https://reader.activelylearn.com/authoring/preview/3946703/notes
[1] https://reader.activelylearn.com/authoring/preview/3854060/notes

Top Domains
Top Domains in Tweet in Entire Graph:
[176] myscienceboutique.com
[93] etsy.com
[70] co.uk
[49] rsc.org
[36] twitter.com
[27] sciencebuddies.org
[26] youtube.com
[26] origamiorganelles.com
[16] instagram.com
[16] google.com

Top Domains in Tweet in G1:
[16] instagram.com
[15] twitter.com
[9] co.uk
[7] etsy.com
[6] donorschoose.org
[5] youtube.com
[4] nemnet.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:
[8] google.com
[6] utsta.org
[3] prideinstem.org
[2] zoom.us
[1] newscentermaine.com
[1] timberjay.com
[1] dailycamera.com
[1] iseeutah.org
[1] acs.org
[1] theinternetday.com

Top Domains in Tweet in G4:
[107] myscienceboutique.com
[43] etsy.com
[9] youtube.com
[9] braintasticscience.com
[6] factsandreasons.com
[3] page.link
[2] stemsuccesssummit.com
[1] etsystatic.com
[1] redbubble.com
[1] tes.com

Top Domains in Tweet in G5:
[2] space.com
[1] edutopia.org
[1] twitter.com
[1] sustainablejerseyschools.com

Top Domains in Tweet in G6:
[5] nsta.org
[1] mys.ci

Top Domains in Tweet in G7:
[1] jstor.org
[1] neurologen-und-psychiater-im-netz.org

Top Domains in Tweet in G8:
[24] sciencebuddies.org
[2] youtube.com
[1] twitter.com

Top Domains in Tweet in G9:
[69] myscienceboutique.com
[19] etsy.com
[18] co.uk
[9] ourkidsneedstem.com
[2] sciencebuddies.org
[2] page.link
[2] faculti.net
[2] thepocketlab.com
[1] nodexlgraphgallery.org
[1] etsystatic.com

Top Domains in Tweet in G10:
[8] activelylearn.com
[1] tiktok.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1163] scienceteacher
[467] science
[267] stem
[153] sciencestudent
[116] phd
[108] sciencetwitter
[107] fashion
[97] scicom
[97] lovescience
[89] teacher



Top Hashtags in Tweet in G1:
[207] scienceteacher
[50] science
[20] teacher
[19] iteach
[18] stemeducation
[17] seedstosteam
[17] iteachtoo
[17] stemforkids
[17] iteach345
[17] iteach456

Top Hashtags in Tweet in G2:
[47] scienceteacher
[17] chatchemistry
[14] chemed
[13] ukedchat
[8] edchat
[8] teachertwitter
[7] sustainable
[6] scied
[6] chemtwitter
[5] edutwitter

Top Hashtags in Tweet in G3:
[42] scienceteacher
[35] utscied
[29] utahteacher
[26] scienceeducation
[11] ngss
[8] science
[5] middleschool
[5] scienceed
[4] stem
[3] openscied

Top Hashtags in Tweet in G4:
[157] scienceteacher
[153] science
[138] stem
[115] phd
[97] sciencestudent
[96] scicom
[96] lovescience
[89] fashion
[88] sciencetwitter
[85] academictwitter

Top Hashtags in Tweet in G5:
[24] scienceteacher
[13] moon
[10] education
[10] science
[10] nasa
[9] nikon
[9] planet
[9] venus
[8] space
[8] nature

Top Hashtags in Tweet in G6:
[10] scienceteacher
[10] nsta
[7] nsta21
[5] scied
[3] stem
[2] scicomm
[1] stemeducation
[1] nationalstemday
[1] evolution
[1] 3dprinter

Top Hashtags in Tweet in G8:
[32] stem
[27] scienceteacher
[12] halloween
[6] halloweenscience
[6] makerspace
[5] science
[4] engineering
[4] nationalchemistryweek
[4] nativeamericanheritagemonth
[4] ngss

Top Hashtags in Tweet in G9:
[99] science
[73] scienceteacher
[46] sciencestudent
[39] stem
[22] gcsescience
[17] fashion
[15] onlinelearning
[12] socks
[12] stemeducation
[11] socksoftheday

Top Hashtags in Tweet in G10:
[9] scienceteacher
[8] halloween
[4] science
[4] scichat
[3] ngss
[3] stem
[2] edutwitter
[2] stemday
[2] teachers
[2] teacherresources

Top Words
Top Words in Tweet in Entire Graph:
[1162] #scienceteacher
[591] science
[474] #science
[272] #stem
[227] students
[203] website
[158] today
[153] #sciencestudent
[127] myscienceboutiq
[117] teacher

Top Words in Tweet in G1:
[207] #scienceteacher
[75] science
[50] #science
[30] teacher
[21] today
[20] students
[20] #teacher
[19] #iteach
[18] #stemeducation
[17] #seedstosteam

Top Words in Tweet in G2:
[47] #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:
[48] utscita
[42] #scienceteacher
[35] #utscied
[30] conference
[29] #utahteacher
[27] today
[26] #scienceeducation
[24] science
[20] day
[19] openscied

Top Words in Tweet in G4:
[157] #scienceteacher
[153] #science
[138] #stem
[136] science
[121] website
[115] #phd
[97] #sciencestudent
[96] #scicom
[96] #lovescience
[88] #sciencetwitter

Top Words in Tweet in G5:
[24] #scienceteacher
[14] jamesfalletti
[13] #moon
[10] #education
[10] #science
[10] #nasa
[10] little
[9] #nikon
[9] #planet
[9] #venus

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

Top Words in Tweet in G7:
[19] scienceteacher
[17] science63424214
[13] geimpft
[12] name
[12] programm
[12] doppelt
[12] weil
[12] denke
[12] netto
[11] kei

Top Words in Tweet in G8:
[32] #stem
[27] #scienceteacher
[24] sciencebuddies
[18] students
[15] hands
[12] #halloween
[12] one
[10] activities
[10] science
[9] creative

Top Words in Tweet in G9:
[99] #science
[98] myscienceboutiq
[91] science
[80] website
[72] #scienceteacher
[46] #sciencestudent
[39] #stem
[31] stem
[24] pattern
[22] #gcsescience

Top Words in Tweet in G10:
[24] students
[13] activelylearn
[11] free
[10] aligned
[9] science
[9] #scienceteacher
[9] assignments
[9] ngss
[9] learn
[8] check

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[172] website,#science
[143] #science,#sciencestudent
[125] #sciencestudent,#scienceteacher
[121] #scienceteacher,#stem
[103] #science,#scienceteacher
[97] #stem,#scicom
[81] #sciencetwitter,#academictwitter
[81] #academictwitter,#gradschool
[70] #lovescience,#phd
[54] #science,#fashion

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

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:
[16] #scienceeducation,#scienceteacher
[15] #utscied,#utahteacher
[13] #utahteacher,#scienceeducation
[10] early,bird
[9] openscied,unit
[9] flameless,heater
[9] #utscied,#scienceeducation
[9] utsta,conference
[8] make,sure
[8] #utahteacher,#scienceteacher

Top Word Pairs in Tweet in G4:
[103] website,#science
[97] #science,#sciencestudent
[96] #sciencestudent,#scienceteacher
[96] #scienceteacher,#stem
[96] #stem,#scicom
[81] #sciencetwitter,#academictwitter
[81] #academictwitter,#gradschool
[70] #lovescience,#phd
[51] #scicom,#fashion
[51] #fashion,#lovescience

Top Word Pairs in Tweet in G5:
[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 G6:
[8] today,last
[7] last,day
[5] miss,chance
[5] day,use
[5] use,code
[5] code,cyber21
[5] cyber21,save
[5] save,#nsta
[5] #nsta,membership
[5] membership,wait

Top Word Pairs in Tweet in G7:
[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

Top Word Pairs in Tweet in G8:
[8] one,hands
[7] ready,#halloween
[7] activities,students
[6] #stem,#scienceteacher
[5] hands,#stem
[5] students,kids
[5] sciencebuddies,ready
[4] #scienceteacher,#stem
[4] #nationalchemistryweek,celebrate
[4] celebrate,year's

Top Word Pairs in Tweet in G9:
[69] website,#science
[46] #science,#sciencestudent
[29] myscienceboutiq,science
[25] #sciencestudent,#scienceteacher
[17] #science,#fashion
[16] dress,website
[15] fit,flare
[14] pattern,fit
[14] #scienceteacher,#stem
[12] sweatshirt,website

Top Word Pairs in Tweet in G10:
[6] skill,practice
[6] practice,assignments
[5] ngss,aligned
[5] students,learn
[4] caution,adults
[4] adults,queasy
[4] queasy,reading
[4] reading,#halloween
[4] #halloween,science
[4] science,lesson

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@myscienceboutiq
@utscita
@rsc_eic
@sciencebuddies
@facts_reasons
@openscied
@nsta
@jamesfalletti
@ehslsciences
@1achabu

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:
@utscita
@openscied
@whittlescience
@hetlandscience
@dgchildmuseum
@stemutah
@ogdennature
@hawkwatchint
@hstool
@baxteracademy

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

Top Mentioned in G5:
@jamesfalletti
@nasa
@ecoschoolsusa
@natgeoeducation
@njea
@news12nj
@iss_casis
@nasamoon
@njecc
@spacefoundation

Top Mentioned in G6:
@nsta
@shreevebooks
@jonterlee
@apmcota
@mrsgreendavid
@steamteambooks
@ncse
@mdcpssouth
@candlewick

Top Mentioned in G7:
@science63424214
@moogoonoog
@geowieland
@pneumologiker
@sunris34
@if_bund
@1900ho
@t19r84
@chanasitjonas
@nejm

Top Mentioned in G8:
@sciencebuddies
@csedweek
@usaeop
@veritasium

Top Mentioned in G9:
@myscienceboutiq
@shmslouisville
@uq_news
@hassuq
@sciencebuddies
@facultinet
@coresciencesuk
@thepocketlab
@busterjustis
@pearlandstem

Top Mentioned in G10:
@activelylearn
@nasagoddard
@tuvalabs
@misterwashburn
@beebrookshire
@paulypod
@cn_service
@marinecons
@dneasloss

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

Top Tweeters in G1:
@searchresume
@sciencemilk
@woodentek
@craftymcclever
@lupieteacher
@bridgedanya
@abdmuhib
@springeredu
@just_cooke
@arwenwhite

Top Tweeters in G2:
@tes
@adamboxer1
@s_j_lancaster
@openuniversity
@shaakbhaji
@seerymk
@knightbussci
@surkhrooh_
@roysocchem
@rsc_eic

Top Tweeters in G3:
@natgeo
@krsciencelady
@umichfootball
@sciencecook
@curriculummatrs
@curriculumrocks
@laura_lucy
@jengutierrez18
@teacherwinters
@kathymcglauflin

Top Tweeters in G4:
@hart_engel
@b0tsci
@scicommbot
@shazzadul
@quietlionness
@youtube
@xxmasx
@jayaisales
@r_benavides2
@sharksandwrecks

Top Tweeters in G5:
@birdwatchingmy
@lissycamorewood
@news12nj
@spacedotcom
@edutopia
@nasa
@lizette_neves
@njea
@denisecwright
@nikonusa

Top Tweeters in G6:
@mbowmanscience
@jocelynrish
@weisscenter
@nsta
@candlewick
@ncse
@mdcpssouth
@ngss_tweeps
@skwenger
@nabt_news

Top Tweeters in G7:
@milkrun
@kessy19721
@rmi33149406
@ernstfischer20
@nejm
@daseinsform
@la_giraphe
@dm_ms
@pneumologiker
@derbuerger5

Top Tweeters in G8:
@zoiefananna2
@alanilagan
@gretchenpollom
@instructables
@cvwma2
@campstem
@baknsdl
@aauwnm
@veritasium
@gtlibrary

Top Tweeters in G9:
@education_24x7
@stem_ai
@scifri
@uq_news
@tdsb
@momgiggles
@tdsb_stem
@busterjustis
@hassuq
@facultinet

Top Tweeters in G10:
@garym
@beebrookshire
@praxismedhat
@misterwashburn
@nasagoddard
@paulypod
@activelylearn
@jnptl
@rcasterline
@kennon_miller


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