scienceteacher, Twitter, 11/27/2021 1:37:09 AM, 267004


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scienceteacher_2021-11-26_17-24-00.xlsx
scienceteacher_2021-11-26_17-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 27, 2021
Short Description:
scienceteacher via NodeXL https://bit.ly/3xG4Lo5
@stem_ai
@nsta
@sciencebuddies
@jamesfalletti
@rsc_eic
@mosslandssteam
@natgeoeducation
@shreevebooks
@thinker_bug
@caahayes

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

Description:
Description
The graph represents a network of 1,412 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, 27 November 2021 at 01:27 UTC.

The requested start date was Saturday, 27 November 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 85-day, 20-hour, 52-minute period from Wednesday, 01 September 2021 at 00:38 UTC to Thursday, 25 November 2021 at 21:30 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 : 1412
Unique Edges : 798
Edges With Duplicates : 2862
Total Edges : 3660
Number of Edge Types : 5
Retweet : 994
MentionsInRetweet : 1153
Tweet : 912
Mentions : 541
Replies to : 60
Self-Loops : 932
Reciprocated Vertex Pair Ratio : 0.0645161290322581
Reciprocated Edge Ratio : 0.121212121212121
Connected Components : 396
Single-Vertex Connected Components : 196
Maximum Vertices in a Connected Component : 368
Maximum Edges in a Connected Component : 1597
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.720406
Graph Density : 0.000645976674570303
Modularity : 0.36886
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,412 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, 27 November 2021 at 01:27 UTC.

The requested start date was Saturday, 27 November 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 85-day, 20-hour, 52-minute period from Wednesday, 01 September 2021 at 00:38 UTC to Thursday, 25 November 2021 at 21:30 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:
[28] https://www.instagram.com/accounts/login/
[13] 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
[13] 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
[13] https://www.thinkerbug.net/2021/09/neurons-carry-electrical-signals-called.html
[12] https://www.thinkerbug.net/2021/09/the-nervous-system.html
[11] https://coresciences.co.uk/
[11] https://myscienceboutique.com/product/science-socks-bacteria-transparent-themed/
[9] https://myscienceboutique.com/product/trendy-science-socks-virus/
[9] https://www.texmed.org/teachers
[9] https://www.thinkerbug.net/2020/07/problem-cozmede-bilimsel-yontem.html

Top URLs in Tweet in G1:
[26] https://www.instagram.com/accounts/login/
[5] https://www.seedstosteam.org/
[5] https://www.donorschoose.org/project/start-of-a-good-management/5883534/
[4] https://www.etsy.com/listing/696099120
[2] https://www.ncbionetwork.org/educational-resources/elearning/metric-conversions?utm_source=hootsuite&utm_medium=&utm_term=&utm_content=&utm_campaign=
[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.dorjegurung.com/blog/2020/01/engaging-climate-change-lesson/

Top URLs in Tweet in G2:
[1] https://twitter.com/univercurious/status/1462670699194109953
[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://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 G3:
[5] https://www.sciencebuddies.org/blog/halloween-stem?from=TW
[2] https://www.sciencebuddies.org/stem-activities/rubber-band-paddle-boat?from=TW
[2] https://www.sciencebuddies.org/blog/hispanic-scientists-engineers?from=TW
[1] https://www.youtube.com/watch?v=R6G7lHHeROM&feature=youtu.be

[1] https://www.sciencebuddies.org/blog/200-stem-lesson-plans?from=TW
[1] https://www.sciencebuddies.org/blog/teaching-science-units?from=TW
[1] https://www.sciencebuddies.org/blog/teach-engineering-design-process?from=TW
[1] https://www.sciencebuddies.org/blog/science-class-rubber-band-experiments?from=TW
[1] https://www.sciencebuddies.org/blog/science-class-rainbow-experiments?from=TW
[1] https://www.sciencebuddies.org/blog/fall-science-activities?from=TW

Top URLs in Tweet in G5:
[8] https://myscienceboutique.com/product/science-socks-bacteria-transparent-themed/
[6] https://myscienceboutique.com/product/trendy-science-socks-virus/
[5] https://www.factsandreasons.com/en/how-effective-is-the-new-drug-for-alzheimers-disease-aducanumab-market-name-aduhelm/
[4] https://myscienceboutique.com/product/science-socks-surface-themed/
[4] https://www.etsy.com/listing/1014444802/canvas-gallery-wrap-3-panel-historical?ref=shop_home_active_23&frs=1
[3] https://myscienceboutique.com/product/stem-science-pattern-fit-flare-dress-2/
[3] https://myscienceboutique.com/product/sci-it-up-womens-skater-dress/
[3] https://myscienceboutique.com/product/science-socks-p1-bacteria-themed/
[3] https://myscienceboutique.com/product/science-socks-blood-cell-themed/
[3] https://myscienceboutique.com/product/rocklea-dome-earth-day-special-womens-day-t-shirt-dress/

Top URLs in Tweet in G6:
[4] https://www.nsta.org/conferences-and-events
[1] 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/resources/freebies-science-teachers-october-26-2021?linkId=137300920
[1] https://twitter.com/MikeHudema/status/1461187977930059782
[1] https://www.nytimes.com/interactive/2021/10/19/climate/dixie-fire-storm-clouds-weather.html
[1] https://www.nationalgeographic.org/education/professional-development/courses/?utm_source=twitter&utm_medium=social&utm_campaign=educator-online-courses&platform=Twitter&account=NatGeoEducation&post=5211202630&campaign=Educators&source=ngs-social#geographic-thinking
[1] https://www.esri.com/en-us/arcgis/products/arcgis-storymaps/contest/overview
[1] https://mys.ci/r/230902031

Top URLs in Tweet in G7:
[6] https://utsta.org/
[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
[1] https://cuboulder.zoom.us/webinar/register/WN_EQhe6xVhQTGv1sh-OXfRHg

Top URLs in Tweet in G8:
[9] https://www.texmed.org/teachers
[2] http://texmed.org/teachers
[1] https://twitter.com/hisdmultiprgms/status/1442542417425674246
[1] https://twitter.com/Ash_Santiago818/status/1451402439232475149

Top URLs in Tweet in G9:
[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://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
[2] https://edu.rsc.org/eic/november-2021-use-ideas-from-this-issue/4014683.article

Top URLs in Tweet in G10:
[13] https://www.thinkerbug.net/2021/09/neurons-carry-electrical-signals-called.html
[12] https://www.thinkerbug.net/2021/09/the-nervous-system.html
[9] https://www.thinkerbug.net/2020/07/problem-cozmede-bilimsel-yontem.html
[1] https://www.thinkerbug.net/

Top Domains
Top Domains in Tweet in Entire Graph:
[244] myscienceboutique.com
[90] etsy.com
[69] co.uk
[46] rsc.org
[44] twitter.com
[35] thinkerbug.net
[30] instagram.com
[30] origamiorganelles.com
[26] sciencebuddies.org
[17] youtube.com

Top Domains in Tweet in G1:
[28] instagram.com
[13] twitter.com
[10] co.uk
[7] youtube.com
[7] etsy.com
[5] seedstosteam.org
[5] donorschoose.org
[4] teacherspayteachers.com
[4] tiktok.com
[3] pollev.com

Top Domains in Tweet in G2:
[2] space.com
[1] twitter.com
[1] edutopia.org
[1] sustainablejerseyschools.com

Top Domains in Tweet in G3:
[24] sciencebuddies.org
[9] activelylearn.com
[2] youtube.com
[1] twitter.com

Top Domains in Tweet in G5:
[143] myscienceboutique.com
[29] etsy.com
[7] factsandreasons.com
[4] page.link
[2] stemsuccesssummit.com
[1] goodreads.com
[1] lernerbooks.blog

Top Domains in Tweet in G6:
[7] nsta.org
[1] twitter.com
[1] nytimes.com
[1] nationalgeographic.org
[1] esri.com
[1] mys.ci

Top Domains in Tweet in G7:
[6] utsta.org
[3] google.com
[3] prideinstem.org
[2] twitter.com
[1] iseeutah.org
[1] acs.org
[1] theinternetday.com
[1] colorado.edu
[1] zoom.us
[1] nsta.org

Top Domains in Tweet in G8:
[11] texmed.org
[2] twitter.com

Top Domains in Tweet in G9:
[45] rsc.org
[1] sciencebuddies.org

Top Domains in Tweet in G10:
[35] thinkerbug.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1461] scienceteacher
[586] science
[299] stem
[185] sciencestudent
[141] fashion
[140] phd
[136] sciencetwitter
[113] scicom
[113] stemeducation
[111] lovescience



Top Hashtags in Tweet in G1:
[273] scienceteacher
[56] science
[27] scienceteachers
[27] stemeducation
[26] seedstosteam
[25] iteach
[24] teacher
[24] scienceiscool
[23] iteachtoo
[23] stemforkids

Top Hashtags in Tweet in G2:
[35] moon
[29] scienceteacher
[28] astronomy
[28] moonphotography
[26] fullmoon
[21] harvestfullmoon
[16] nasa
[14] space
[13] weather
[11] science

Top Hashtags in Tweet in G3:
[42] stem
[38] scienceteacher
[20] halloween
[8] ngss
[7] scichat
[6] science
[6] halloweenscience
[6] makerspace
[5] stemeducation
[5] choiceboard

Top Hashtags in Tweet in G4:
[46] scienceteacher
[45] achabu
[37] onlineteaching
[37] covid
[37] viewmantse
[8] chemistry
[1] edchat

Top Hashtags in Tweet in G5:
[179] science
[165] scienceteacher
[160] stem
[139] phd
[118] fashion
[112] sciencestudent
[110] scicom
[110] lovescience
[105] sciencetwitter
[103] academictwitter

Top Hashtags in Tweet in G6:
[28] nsta21
[17] scienceteacher
[13] nsta
[10] nstachat
[7] scied
[5] stem
[4] highschoolscienceteachers
[3] science
[2] kidsagainstclimatechange
[2] teachers

Top Hashtags in Tweet in G7:
[39] scienceteacher
[33] utscied
[27] utahteacher
[24] scienceeducation
[10] nsta
[9] nstachat
[7] science
[6] middleschool
[5] ngss
[4] handsonscience

Top Hashtags in Tweet in G8:
[33] scienceteacher
[11] texas
[10] txed
[7] insulators
[7] conductors
[6] scienceeducators
[4] flashbackfriday
[4] bestpractices
[4] schoolsupplies
[4] thankateacher

Top Hashtags in Tweet in G9:
[43] scienceteacher
[18] chemed
[14] chatchemistry
[12] edchat
[12] ukedchat
[7] sustainable
[6] chemtwitter
[5] scied
[5] teachertwitter
[2] asechat

Top Hashtags in Tweet in G10:
[39] scienceteacher
[37] stemeducation
[17] homeschool
[16] writers
[14] homeschooling
[2] scienceeducation
[2] stemteacher
[1] scienceforkids
[1] stem
[1] science

Top Words
Top Words in Tweet in Entire Graph:
[1460] #scienceteacher
[791] science
[598] #science
[302] #stem
[283] website
[270] students
[209] today
[185] #sciencestudent
[168] myscienceboutiq
[141] more

Top Words in Tweet in G1:
[273] #scienceteacher
[105] science
[56] #science
[42] teacher
[30] students
[27] #scienceteachers
[27] #stemeducation
[26] #seedstosteam
[25] #iteach
[24] today

Top Words in Tweet in G2:
[36] jamesfalletti
[35] #moon
[29] #scienceteacher
[29] nj
[28] #astronomy
[28] #moonphotography
[26] #fullmoon
[24] full
[22] fly
[22] harvest

Top Words in Tweet in G3:
[45] students
[40] #stem
[38] #scienceteacher
[32] sciencebuddies
[24] free
[21] science
[20] #halloween
[16] hands
[14] more
[14] activities

Top Words in Tweet in G4:
[46] #scienceteacher
[45] #achabu
[43] 1achabu
[37] puts
[37] food
[37] table
[37] proud
[37] #onlineteaching
[37] #covid
[37] #viewmantse

Top Words in Tweet in G5:
[182] #science
[165] #scienceteacher
[160] website
[160] #stem
[148] science
[139] #phd
[118] #fashion
[112] #sciencestudent
[110] #scicom
[110] #lovescience

Top Words in Tweet in G6:
[60] nsta
[50] conferences
[47] science
[28] #nsta21
[26] area
[25] registration
[25] education
[25] open
[25] leave
[25] inspired

Top Words in Tweet in G7:
[42] utscita
[39] #scienceteacher
[36] science
[33] #utscied
[30] conference
[27] #utahteacher
[27] today
[24] #scienceeducation
[20] day
[19] stem

Top Words in Tweet in G8:
[33] #scienceteacher
[22] today
[18] sarayrodrigu3z
[12] awarded
[12] nominate
[11] #texas
[10] ss
[10] lab
[10] sciteacheraward
[10] 62

Top Words in Tweet in G9:
[43] #scienceteacher
[36] rsc_eic
[26] chemistry
[18] #chemed
[18] teaching
[17] students
[15] today
[14] #chatchemistry
[13] help
[12] #edchat

Top Words in Tweet in G10:
[39] #scienceteacher
[37] #stemeducation
[34] nervous
[34] system
[28] today's
[23] scientific
[23] method
[23] poster
[17] #homeschool
[16] #writers

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[248] website,#science
[175] #science,#sciencestudent
[150] #sciencestudent,#scienceteacher
[142] #scienceteacher,#stem
[121] #science,#scienceteacher
[112] #stem,#scicom
[102] #sciencetwitter,#academictwitter
[95] #academictwitter,#gradschool
[76] #lovescience,#phd
[72] #scicom,#fashion

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

Top Word Pairs in Tweet in G2:
[21] planes,fly
[21] fly,harvest
[21] harvest,full
[21] full,#moon
[21] #moon,over
[21] over,ny
[21] ny,nj
[21] nj,#moonphotography
[21] #moonphotography,#fullmoon
[21] #fullmoon,#harvestfullmoon

Top Word Pairs in Tweet in G3:
[8] students,think
[8] one,hands
[7] #stem,#scienceteacher
[7] ready,#halloween
[7] activities,students
[7] students,learn
[6] skill,practice
[6] practice,assignments
[5] teaching,science
[5] teach,students

Top Word Pairs in Tweet in G4:
[37] puts,food
[37] food,table
[37] table,proud
[37] proud,#scienceteacher
[37] #scienceteacher,#onlineteaching
[37] #onlineteaching,#covid
[37] #covid,#achabu
[37] #achabu,#viewmantse
[36] 1achabu,puts
[8] beryllium,gold

Top Word Pairs in Tweet in G5:
[148] website,#science
[112] #science,#sciencestudent
[112] #sciencestudent,#scienceteacher
[111] #scienceteacher,#stem
[110] #stem,#scicom
[102] #sciencetwitter,#academictwitter
[95] #academictwitter,#gradschool
[76] #lovescience,#phd
[72] #scicom,#fashion
[72] #fashion,#lovescience

Top Word Pairs in Tweet in G6:
[25] registration,#nsta21
[25] #nsta21,area
[25] area,conferences
[25] conferences,science
[25] science,education
[25] education,open
[25] open,nsta
[25] nsta,conferences
[25] conferences,leave
[25] leave,inspired

Top Word Pairs in Tweet in G7:
[15] #scienceeducation,#scienceteacher
[14] #utscied,#utahteacher
[12] #utahteacher,#scienceeducation
[10] early,bird
[10] science,classroom
[9] utsta,conference
[9] let's,talk
[9] talk,creativity
[9] creativity,science
[9] classroom,sept

Top Word Pairs in Tweet in G8:
[10] 62,000
[10] #txed,#scienceteacher
[7] #insulators,#conductors
[7] #conductors,today
[7] today,lab
[7] lab,ss
[7] ss,tested
[7] tested,both
[7] both,water
[7] water,see

Top Word Pairs in Tweet in G9:
[11] #scienceteacher,#edchat
[10] #ukedchat,#scienceteacher
[9] #chemed,#scienceteacher
[8] take,look
[8] primary,secondary
[7] bame,scientists
[7] professor,tom
[7] tom,welton
[7] welton,chemistry
[7] chemistry,#sustainable

Top Word Pairs in Tweet in G10:
[36] #scienceteacher,#stemeducation
[34] nervous,system
[23] scientific,method
[16] today's,nervous
[16] system,#scienceteacher
[16] #stemeducation,#homeschool
[16] #homeschool,#writers
[16] #writers,nervous
[14] prepared,scientific
[14] method,poster

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@myscienceboutiq
@utscita
@1achabu
@nsta
@sciencebuddies
@rsc_eic
@jamesfalletti
@etsy
@ehslsciences
@sarayrodrigu3z

Top Mentioned in G1:
@spookyanimals31
@relatetheneduc1
@inspectingi
@_ludgrove
@hermida_sandra
@chemisttree

Top Mentioned in G2:
@jamesfalletti
@nasa
@ecoschoolsusa
@moonhour321
@natgeoeducation
@njea
@trhonymohamed
@njecc
@news12nj
@iss_casis

Top Mentioned in G3:
@sciencebuddies
@activelylearn
@nasagoddard
@tuvalabs
@rhi_woods
@veritasium
@usaeop
@silent_sparks
@avalonceleste
@paulypod

Top Mentioned in G4:
@1achabu
@kyleniemis

Top Mentioned in G5:
@myscienceboutiq
@facts_reasons
@shreevebooks
@debgonzales5
@cindyargentine
@brambachmax
@_stemedia
@sara_carmi_1
@lernerbooks
@bookthreader

Top Mentioned in G6:
@nsta
@natgeoeducation
@caahayes
@esri
@arcgisstorymaps
@nostrawnovember
@kottiecb
@reginamck
@pcteachershs
@rutgerscesp

Top Mentioned in G7:
@utscita
@hetlandscience
@openscied
@caahayes
@dgchildmuseum
@nsta
@stemutah
@ogdennature
@hawkwatchint
@hstool

Top Mentioned in G8:
@sarayrodrigu3z
@sciteacheraward
@hisd_elemsci
@rickettsdeirdre
@bostonwhitnee
@hisdmultiprgms
@shearnlions
@msjaime01
@flipgrid

Top Mentioned in G9:
@rsc_eic
@roysocchem
@qmulspcs
@walesscience
@seerymk
@openuniversity
@sherifftippu
@ninanot
@sciencebuddies
@annabeljs

Top Mentioned in G10:
@thinker_bug
@donabuenaseda
@raellelogan1
@alinamontalvo3
@colbypelzel
@hdkae1
@jfc101359
@pcclotter
@cdallennow
@ttperryplay716

Top Tweeters
Top Tweeters in Entire Graph:
@rnitsch
@searchresume
@okrogules
@naturecutstags
@pinkhenstudio
@safetymentalst
@education_24x7
@unitedspacecats
@thriftyfifty6
@alicekeeler

Top Tweeters in G1:
@searchresume
@woodentek
@craftymcclever
@laura_a_diaz
@njschooljobs
@kamaukuumba
@thedirector_e
@dorje_sdooing
@lupieteacher
@bridgedanya

Top Tweeters in G2:
@rnitsch
@imagine_garden
@birdwatchingmy
@agwriterark
@bigbaded
@contactlight69
@lissycamorewood
@astropotamus
@news12nj
@r34rgtr

Top Tweeters in G3:
@zoiefananna2
@alanilagan
@garym
@beebrookshire
@gretchenpollom
@instructables
@praxismedhat
@cvwma2
@nasagoddard
@paulypod

Top Tweeters in G4:
@gyaigyimii
@rickysarkcess__
@mrnuamah
@0244ato
@__fadden
@otfpkay
@yalkharizmi
@dey_worry
@spookythemaniac
@bobby_sarkcess

Top Tweeters in G5:
@hart_engel
@b0tsci
@scicommbot
@elizabethfais
@jocelynrish
@weisscenter
@goodreads
@xxmasx
@candlewick
@jayaisales

Top Tweeters in G6:
@natscloset
@imsouthern
@nsta
@davidjlockett
@philiplbell
@esri
@bdevore
@bk3dsci
@uwcollegeofed
@natgeoeducation

Top Tweeters in G7:
@krsciencelady
@curriculummatrs
@curriculumrocks
@safarnum
@laura_lucy
@jengutierrez18
@stevemaier_
@wcpsselemscie
@teacherwinters
@elainebvickers

Top Tweeters in G8:
@flipgrid
@stem_nastics
@annkozma723
@gridpalgeorge
@texasspacegrant
@leigha_curry7
@hisdmultiprgms
@rickettsdeirdre
@msjellman
@jererita_wilson

Top Tweeters in G9:
@s_j_lancaster
@openuniversity
@seerymk
@surkhrooh_
@roysocchem
@rsc_eic
@thibaut_plisson
@sdgoals
@arbolideas
@chemistryed

Top Tweeters in G10:
@raellelogan1
@pcclotter
@johnnaescobar
@larycrews
@brennanharvey
@fuseboo
@ttperryplay716
@eannbink
@fuziaworld
@abundanceflavor