scienceteacher, Twitter, 1/8/2022 1:40:52 AM, 269666


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scienceteacher_2022-01-07_17-24-00.xlsx
scienceteacher_2022-01-07_17-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 08, 2022
Short Description:
scienceteacher via NodeXL https://bit.ly/3f3R8q8
@stem_ai
@rsc_eic
@utscita
@this0499154500
@shreevebooks
@sciencebuddies
@jamesfalletti
@steamteambooks
@krsciencelady
@openscied

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

Description:
Description
The graph represents a network of 1,221 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, 08 January 2022 at 01:27 UTC.

The requested start date was Saturday, 08 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 97-day, 21-hour, 10-minute period from Friday, 01 October 2021 at 00:49 UTC to Thursday, 06 January 2022 at 22:00 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 : 1221
Unique Edges : 722
Edges With Duplicates : 2465
Total Edges : 3187
Number of Edge Types : 5
Retweet : 821
MentionsInRetweet : 1036
Tweet : 814
Mentions : 486
Replies to : 30
Self-Loops : 830
Reciprocated Vertex Pair Ratio : 0.0670339761248852
Reciprocated Edge Ratio : 0.125645438898451
Connected Components : 338
Single-Vertex Connected Components : 153
Maximum Vertices in a Connected Component : 302
Maximum Edges in a Connected Component : 1465
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.098227
Graph Density : 0.000780064714490944
Modularity : 0.376599
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,221 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, 08 January 2022 at 01:27 UTC.

The requested start date was Saturday, 08 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 97-day, 21-hour, 10-minute period from Friday, 01 October 2021 at 00:49 UTC to Thursday, 06 January 2022 at 22:00 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://www.instagram.com/accounts/login/
[13] https://coresciences.co.uk/
[9] https://ourkidsneedstem.com/
[9] https://www.youtube.com/watch?v=AJjm22HHzDc&feature=youtu.be

[8] https://coresciences.co.uk/subscribe
[7] https://www.sciencebuddies.org/blog/halloween-stem?from=TW
[7] https://www.etsy.com/listing/1114739529/solar-system-planets-christmas-ornament?ref=shop_home_active_1&pro=1&frs=1
[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

Top URLs in Tweet in G1:
[17] 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:
[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/fluor-challenge-2022?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 G5:
[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/
[3] https://myscienceboutique.com/product/physics-astronomy-science-humor-regular-fit-unisex-t-shirt/
[3] https://myscienceboutique.com/product/multifaceted-science-pattern-fit-flare-skirt/

Top URLs in Tweet in G6:
[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 G7:
[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 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://www.nsta.org/resources/freebies-science-teachers-october-26-2021?linkId=137300920
[1] https://mys.ci/r/230902031

Top URLs in Tweet in G9:
[13] https://coresciences.co.uk/
[9] https://ourkidsneedstem.com/
[8] 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://www.etsy.com/listing/688207298/vintage-what-makes-popcorn-pop-paperback?ref=shop_home_active_193&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/

Top URLs in Tweet in G10:
[1] https://mailchi.mp/d5db78719d04/educator-newsletter-december2021
[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:
[197] myscienceboutique.com
[95] etsy.com
[82] co.uk
[49] rsc.org
[39] twitter.com
[32] sciencebuddies.org
[26] youtube.com
[26] origamiorganelles.com
[18] instagram.com
[16] google.com

Top Domains in Tweet in G1:
[18] instagram.com
[17] 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:
[28] sciencebuddies.org
[2] youtube.com
[1] twitter.com

Top Domains in Tweet in G5:
[120] myscienceboutique.com
[43] etsy.com
[9] youtube.com
[6] factsandreasons.com
[3] page.link
[2] scicommforeveryone.com
[2] stemsuccesssummit.com
[1] etsystatic.com
[1] redbubble.com
[1] twitter.com

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

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

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

Top Domains in Tweet in G9:
[77] myscienceboutique.com
[23] co.uk
[21] etsy.com
[9] ourkidsneedstem.com
[3] sciencebuddies.org
[2] page.link
[2] faculti.net
[2] thepocketlab.com
[1] etsystatic.com
[1] nodexlgraphgallery.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1224] scienceteacher
[496] science
[288] stem
[171] sciencestudent
[131] phd
[122] fashion
[120] sciencetwitter
[109] scicom
[108] lovescience
[97] academictwitter



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

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 G3:
[43] scienceteacher
[35] utscied
[29] utahteacher
[26] scienceeducation
[11] ngss
[8] science
[6] scienceed
[5] middleschool
[4] teacher
[4] stem

Top Hashtags in Tweet in G4:
[35] stem
[31] scienceteacher
[12] halloween
[6] halloweenscience
[6] makerspace
[5] engineering
[5] science
[4] nationalchemistryweek
[4] nativeamericanheritagemonth
[4] ngss

Top Hashtags in Tweet in G5:
[166] science
[159] scienceteacher
[151] stem
[130] phd
[109] sciencestudent
[108] scicom
[107] lovescience
[102] fashion
[100] sciencetwitter
[97] academictwitter

Top Hashtags in Tweet in G6:
[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 G8:
[11] nsta
[10] scienceteacher
[7] nsta21
[5] scied
[3] stem
[2] scicomm
[1] stemeducation
[1] nationalstemday
[1] evolution
[1] 3dprinter

Top Hashtags in Tweet in G9:
[109] science
[82] scienceteacher
[52] sciencestudent
[42] stem
[27] gcsescience
[19] fashion
[19] onlinelearning
[13] socks
[12] socksoftheday
[12] stemeducation

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

Top Words
Top Words in Tweet in Entire Graph:
[1223] #scienceteacher
[633] science
[503] #science
[293] #stem
[248] students
[239] website
[171] #sciencestudent
[160] today
[135] myscienceboutiq
[131] #phd

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

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:
[48] utscita
[43] #scienceteacher
[35] #utscied
[30] conference
[29] #utahteacher
[27] today
[26] #scienceeducation
[24] science
[20] day
[19] openscied

Top Words in Tweet in G4:
[35] #stem
[31] #scienceteacher
[30] sciencebuddies
[23] students
[15] hands
[12] engineering
[12] #halloween
[12] one
[11] activities
[11] science

Top Words in Tweet in G5:
[166] #science
[159] #scienceteacher
[151] #stem
[134] website
[134] science
[130] #phd
[109] #sciencestudent
[108] #scicom
[107] #lovescience
[101] #fashion

Top Words in Tweet in G6:
[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 G7:
[20] scienceteacher
[18] science63424214
[13] geimpft
[12] name
[12] programm
[12] doppelt
[12] weil
[12] denke
[12] netto
[11] kei

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

Top Words in Tweet in G9:
[109] #science
[106] myscienceboutiq
[99] science
[88] website
[81] #scienceteacher
[52] #sciencestudent
[42] #stem
[31] stem
[27] #gcsescience
[24] pattern

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

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[193] website,#science
[159] #science,#sciencestudent
[138] #sciencestudent,#scienceteacher
[135] #scienceteacher,#stem
[109] #stem,#scicom
[106] #science,#scienceteacher
[93] #sciencetwitter,#academictwitter
[92] #academictwitter,#gradschool
[79] #lovescience,#phd
[62] #scicom,#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:
[8] one,hands
[7] ready,#halloween
[7] activities,students
[6] #stem,#scienceteacher
[5] hands,#stem
[5] #scienceteacher,#stem
[5] students,kids
[5] sciencebuddies,ready
[4] 2022,12
[4] 12,fluor

Top Word Pairs in Tweet in G5:
[116] website,#science
[108] #science,#sciencestudent
[108] #sciencestudent,#scienceteacher
[108] #scienceteacher,#stem
[108] #stem,#scicom
[93] #sciencetwitter,#academictwitter
[92] #academictwitter,#gradschool
[79] #lovescience,#phd
[62] #scicom,#fashion
[62] #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:
[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:
[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:
[77] website,#science
[51] #science,#sciencestudent
[30] myscienceboutiq,science
[26] #sciencestudent,#scienceteacher
[19] #science,#fashion
[17] dress,website
[15] fit,flare
[14] pattern,fit
[14] #scienceteacher,#stem
[13] 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
@umichfootball

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

Top Mentioned in G5:
@myscienceboutiq
@facts_reasons
@brambachmax
@sara_carmi_1
@youtube
@ambravillani
@adrianahotz2
@ma
@arabtanina
@aliciaabarcac

Top Mentioned in G6:
@jamesfalletti
@nasa
@ecoschoolsusa
@natgeoeducation
@njea
@news12nj
@iss_casis
@nasamoon
@njecc
@spacefoundation

Top Mentioned in G7:
@science63424214
@alexbeisenherz
@michiwagner4
@moogoonoog
@geowieland
@pneumologiker
@sunris34
@if_bund
@1900ho

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

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

Top Mentioned in G10:
@activelylearn
@nasagoddard
@tuvalabs
@scixchangeru
@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
@mediaonetvlive
@lupieteacher
@bridgedanya
@abdmuhib
@springeredu
@just_cooke

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

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

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

Top Tweeters in G5:
@hart_engel
@b0tsci
@scicommbot
@shazzadul
@quietlionness
@youtube
@xxmasx
@jayaisales
@r_benavides2
@brandonadam1437

Top Tweeters in G6:
@birdwatchingmy
@lissycamorewood
@news12nj
@spacedotcom
@edutopia
@nasa
@lizette_neves
@njea
@denisecwright
@nikonusa

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

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

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

Top Tweeters in G10:
@garym
@beebrookshire
@praxismedhat
@imogenrcoephd
@misterwashburn
@nasagoddard
@paulypod
@activelylearn
@jnptl
@scixchangeru


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