scienceteacher, Twitter, 1/15/2022 1:33:24 AM, 270037


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scienceteacher_2022-01-14_17-24-00.xlsx
scienceteacher_2022-01-14_17-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 15, 2022
Short Description:
scienceteacher via NodeXL https://bit.ly/33vOjLX
@stem_ai
@rsc_eic
@this0499154500
@utscita
@shreevebooks
@sciencebuddies
@jamesfalletti
@krsciencelady
@steamteambooks
@openscied

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

Description:
Description
The graph represents a network of 1,295 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, 15 January 2022 at 01:27 UTC.

The requested start date was Saturday, 15 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 104-day, 23-hour, 36-minute period from Friday, 01 October 2021 at 00:49 UTC to Friday, 14 January 2022 at 00:26 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 : 1295
Unique Edges : 757
Edges With Duplicates : 2601
Total Edges : 3358
Number of Edge Types : 5
Tweet : 856
Mentions : 535
Retweet : 854
MentionsInRetweet : 1075
Replies to : 38
Self-Loops : 874
Reciprocated Vertex Pair Ratio : 0.0655021834061135
Reciprocated Edge Ratio : 0.122950819672131
Connected Components : 361
Single-Vertex Connected Components : 164
Maximum Vertices in a Connected Component : 310
Maximum Edges in a Connected Component : 1514
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.040193
Graph Density : 0.00072804091351232
Modularity : 0.377224
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,295 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, 15 January 2022 at 01:27 UTC.

The requested start date was Saturday, 15 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 104-day, 23-hour, 36-minute period from Friday, 01 October 2021 at 00:49 UTC to Friday, 14 January 2022 at 00:26 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/
[15] 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
[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.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

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/
[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
[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
[5] https://www.braintasticscience.com/freebies
[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/

Top URLs in Tweet in G5:
[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 G6:
[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/video?id=933&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 G7:
[1] https://www.space.com/james-webb-space-telescope-team-incredible-high
[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://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 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:
[15] 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:
[7] https://www.texmed.org/teachers
[1] https://twitter.com/Ash_Santiago818/status/1451402439232475149
[1] http://texmed.org/teachers

Top Domains
Top Domains in Tweet in Entire Graph:
[197] myscienceboutique.com
[97] etsy.com
[88] co.uk
[49] rsc.org
[42] twitter.com
[34] sciencebuddies.org
[30] origamiorganelles.com
[27] youtube.com
[18] instagram.com
[16] google.com

Top Domains in Tweet in G1:
[18] instagram.com
[18] twitter.com
[9] co.uk
[8] 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:
[120] myscienceboutique.com
[43] etsy.com
[10] braintasticscience.com
[9] youtube.com
[6] factsandreasons.com
[3] page.link
[2] scicommforeveryone.com
[2] stemsuccesssummit.com
[1] etsystatic.com
[1] tes.com

Top Domains in Tweet in G5:
[1] twitter.com
[1] theguardian.com
[1] jstor.org
[1] neurologen-und-psychiater-im-netz.org

Top Domains in Tweet in G6:
[30] sciencebuddies.org
[2] youtube.com
[1] twitter.com

Top Domains in Tweet in G7:
[3] space.com
[1] edutopia.org
[1] twitter.com
[1] sustainablejerseyschools.com

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

Top Domains in Tweet in G9:
[77] myscienceboutique.com
[26] 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] texmed.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1291] scienceteacher
[511] science
[297] stem
[173] sciencestudent
[131] phd
[122] sciencetwitter
[122] fashion
[109] scicom
[108] lovescience
[97] teacher



Top Hashtags in Tweet in G1:
[226] scienceteacher
[54] science
[23] teacher
[21] iteach
[18] stemeducation
[18] iteachtoo
[17] seedstosteam
[17] stemforkids
[17] iteach345
[17] iteach456

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

Top Hashtags in Tweet in G3:
[44] scienceteacher
[35] utscied
[29] utahteacher
[26] scienceeducation
[11] ngss
[8] science
[7] scienceed
[6] middleschool
[4] teacher
[4] prideandexcellence

Top Hashtags in Tweet in G4:
[174] scienceteacher
[167] science
[151] stem
[130] phd
[109] sciencestudent
[108] scicom
[107] lovescience
[102] fashion
[100] sciencetwitter
[97] academictwitter

Top Hashtags in Tweet in G6:
[38] stem
[33] scienceteacher
[12] halloween
[6] halloweenscience
[6] makerspace
[5] sciencefair
[5] science
[5] engineering
[4] ncbi
[4] nationalchemistryweek

Top Hashtags in Tweet in G7:
[25] scienceteacher
[13] moon
[11] nasa
[10] science
[10] education
[9] space
[9] nikon
[9] planet
[9] venus
[8] nature

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:
[110] science
[87] scienceteacher
[52] sciencestudent
[45] stem
[29] gcsescience
[21] onlinelearning
[19] fashion
[13] socks
[12] socksoftheday
[12] stemeducation

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

Top Words
Top Words in Tweet in Entire Graph:
[1290] #scienceteacher
[668] science
[520] #science
[302] #stem
[261] students
[243] website
[173] #sciencestudent
[168] today
[135] myscienceboutiq
[131] #phd

Top Words in Tweet in G1:
[226] #scienceteacher
[78] science
[54] #science
[32] teacher
[23] #teacher
[22] students
[21] today
[21] #iteach
[18] #stemeducation
[18] #iteachtoo

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

Top Words in Tweet in G3:
[48] utscita
[44] #scienceteacher
[35] #utscied
[30] conference
[29] #utahteacher
[27] today
[26] #scienceeducation
[24] science
[20] day
[19] openscied

Top Words in Tweet in G4:
[174] #scienceteacher
[167] #science
[151] #stem
[144] science
[134] website
[130] #phd
[109] #sciencestudent
[108] #scicom
[107] #lovescience
[101] #fashion

Top Words in Tweet in G5:
[24] scienceteacher
[22] science63424214
[13] geimpft
[12] name
[12] programm
[12] doppelt
[12] weil
[12] denke
[12] netto
[11] kei

Top Words in Tweet in G6:
[38] #stem
[37] sciencebuddies
[33] #scienceteacher
[27] students
[17] engineering
[16] challenge
[15] hands
[14] one
[13] 12
[13] activities

Top Words in Tweet in G7:
[25] #scienceteacher
[14] jamesfalletti
[13] #moon
[11] #nasa
[10] little
[10] #science
[10] #education
[9] #space
[9] #nikon
[9] #planet

Top Words in Tweet in G8:
[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 G9:
[110] #science
[106] science
[106] myscienceboutiq
[88] website
[86] #scienceteacher
[52] #sciencestudent
[45] #stem
[31] stem
[29] #gcsescience
[24] pattern

Top Words in Tweet in G10:
[20] #scienceteacher
[13] today
[10] nominate
[9] #txed
[9] awards
[8] guess
[8] total
[8] awarded
[7] nominating
[7] visit

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[193] website,#science
[159] #science,#sciencestudent
[138] #sciencestudent,#scienceteacher
[137] #scienceteacher,#stem
[114] #science,#scienceteacher
[109] #stem,#scicom
[93] #sciencetwitter,#academictwitter
[92] #academictwitter,#gradschool
[79] #lovescience,#phd
[62] #scicom,#fashion

Top Word Pairs in Tweet in G1:
[22] #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:
[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 G5:
[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,lieber

Top Word Pairs in Tweet in G6:
[8] thank,amgenfoundation
[8] one,hands
[7] ready,#halloween
[7] activities,students
[7] 2022,12
[7] 12,fluor
[7] fluor,engineering
[7] engineering,challenge
[7] challenge,revealed
[7] revealed,scoop

Top Word Pairs in Tweet in G7:
[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 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
[15] #scienceteacher,#stem
[14] pattern,fit
[13] sweatshirt,website

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] #thankateacher,nominating

Top Replied-To
Top Mentioned
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@utscita
@sciencebuddies
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@facts_reasons
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@etsy
@ehslsciences

Top Mentioned in G1:
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@gifexperiments
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Top Mentioned in G2:
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@mrts_nqts
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Top Mentioned in G3:
@utscita
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Top Mentioned in G4:
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Top Mentioned in G5:
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Top Mentioned in G6:
@sciencebuddies
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@usaeop
@veritasium
@csedweek
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Top Mentioned in G7:
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@news12nj
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@nasajpl

Top Mentioned in G8:
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Top Mentioned in G9:
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@thepocketlab
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Top Mentioned in G10:
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@amypoerschke
@justteacheyy
@teach_dcrouch

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Top Tweeters in Entire Graph:
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@education_24x7

Top Tweeters in G1:
@searchresume
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@laurat_funk
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@bridgedanya
@abdmuhib
@springeredu

Top Tweeters in G2:
@tes
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@seerymk
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@surkhrooh_
@roysocchem
@rsc_eic

Top Tweeters in G3:
@natgeo
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@teacherwinters
@kathymcglauflin

Top Tweeters in G4:
@hart_engel
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@youtube
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@sharksandwrecks

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@daseinsform
@stylo_cebulon

Top Tweeters in G6:
@dnaed_tech
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@cvwma2
@campstem

Top Tweeters in G7:
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@edutopia
@nasa
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@esa
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@njea

Top Tweeters in G8:
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@weisscenter
@nsta
@candlewick
@ncse
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@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:
@rickettsdeirdre
@justteacheyy
@alliantgroup
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@amypoerschke
@gallowcintel
@fisherfuncisd
@stemscopes
@sciteacheraward
@hisd_elemsci