scienceteacher, Twitter, 5/30/2020 1:21:10 AM, 228507


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scienceteacher_2020-05-29_17-33-00.xlsx
scienceteacher_2020-05-29_17-33-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 30, 2020
Short Description:
scienceteacher via NodeXL https://bit.ly/3euVbcH
@easygeography
@stem_ai
@rmets
@dtw_education
@edvotek
@discoveringdna
@jc_james_clark
@scixchangeru
@nonsuchgeog
@wychwoodgeog

Top hashtags:
#scienceteacher
#science
#biology
#apbio
#apbiology
#geography

Description:
Description
The graph represents a network of 1,808 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, 30 May 2020 at 00:33 UTC.

The requested start date was Saturday, 30 May 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 89-day, 14-hour, 42-minute period from Sunday, 01 March 2020 at 00:29 UTC to Friday, 29 May 2020 at 15:12 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 : 1808
Unique Edges : 887
Edges With Duplicates : 3466
Total Edges : 4353
Number of Edge Types : 5
Mentions : 608
Retweet : 1232
MentionsInRetweet : 1433
Replies to : 52
Tweet : 1028
Self-Loops : 1044
Reciprocated Vertex Pair Ratio : 0.0479360852197071
Reciprocated Edge Ratio : 0.0914866581956798
Connected Components : 484
Single-Vertex Connected Components : 239
Maximum Vertices in a Connected Component : 579
Maximum Edges in a Connected Component : 1700
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.705354
Graph Density : 0.000481779314465378
Modularity : 0.382913
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 1,808 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, 30 May 2020 at 00:33 UTC.

The requested start date was Saturday, 30 May 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 89-day, 14-hour, 42-minute period from Sunday, 01 March 2020 at 00:29 UTC to Friday, 29 May 2020 at 15:12 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:
[10] https://www.instagram.com/p/B_lvLI0AiPg/?igshid=1fo2zv4pmkmdb
[9] http://rockheadsciences.com/lecturer-geochemistry-dr-marc-k-reichow-marcreichow-a-day-in-the-geolife-series/
[8] https://exploratorium.edu/
[6] https://etsy.com/listing/769319036
[6] https://etsy.com/listing/783199375
[5] https://read.activelylearn.com/#teacher/reader/authoring/preview/1461476/notes
[5] https://read.activelylearn.com/#teacher/reader/authoring/preview/1385306/notes
[5] http://www.aliefisd.net
[5] https://www.youtube.com/watch?v=KoOkHx3LGu8&feature=youtu.be

[5] https://etsy.com/listing/783200101

Top URLs in Tweet in G1:
[1] https://www.bbc.co.uk/news/science-environment-51633560
[1] https://www.bbc.co.uk/iplayer/episode/p059y0p1
[1] https://www.bbc.co.uk/news/world-us-canada-49039095
[1] https://www.timeout.com/london/news/get-david-attenborough-to-teach-your-children-geography-and-biology-042020?utm_medium=Social&utm_source=Facebook&cid=%7Elondon%7Enatsoc%7Efacebook%7Eechobox#Echobox=1587383862
[1] https://www.bbc.co.uk/news/resources/idt-985b9374-596e-4ae6-aa04-7fbcae4cb7ee?ns_mchannel=social&ns_linkname=news_central&ns_source=twitter&ns_campaign=bbc_weather
[1] https://www.youtube.com/watch?v=TWb4KlM2vts&feature=youtu.be

[1] https://www.gfdrr.org/en/feature-story/dry-drier-drought-understanding-and-tackling-drought-hazards?cid=ECR_TT_WorldBank_EN_EXT&hootPostID=188ae7d0e5681371539b300e593c6d88

Top URLs in Tweet in G2:
[2] https://www.jobors.com/job-description/hiring-prt-science-cbse-school-noida-4-to-10-years?job_postid=8051
[2] https://www.etsy.com/listing/473581078/vintage-underwater-creatures-flash-cards?ref=shop_home_active_1
[2] https://assisttohire.com/job/28566/
[2] https://myokapi.com/going-going-gone-p-38.html
[2] http://www.minisciencecentre.in
[2] https://www.theatremagic.com/giveaway/
[1] https://www.instagram.com/p/B9LBTQ_hco3/?igshid=1iu404wgzt71e
[1] https://www.instagram.com/p/B9MERz2lsAY/?igshid=1k0r3gs7pxd9z
[1] https://www.wnyjobs.com/Detail.aspx?id=117600
[1] https://www.teacherspayteachers.com/Product/Electrical-Wizard-How-Nikola-Tesla-Lit-Up-The-World-Book-Companion-Activities-5230434

Top URLs in Tweet in G3:
[9] http://rockheadsciences.com/lecturer-geochemistry-dr-marc-k-reichow-marcreichow-a-day-in-the-geolife-series/
[5] https://blog.edvotek.com/2020/03/18/calling-all-scientists/
[5] https://www.youtube.com/watch?v=KoOkHx3LGu8&feature=youtu.be

[2] https://docs.google.com/forms/d/e/1FAIpQLSckt_q0PPd_ZLPrEvas4G0aKi1OxVK4ZsA1cl5dPecYqu-96g/viewform?usp=send_form
[2] https://www.youtube.com/user/EdvotekInc/videos
[2] https://www.cdc.gov/smallpox/history/history.html
[2] https://www.youtube.com/watch?v=lwphFgEXo6M&feature=emb_title

[2] https://www.zazzle.com/photosynthesis_carbon_dioxide_water_t_shirt-235923959629648304
[2] https://www.instagram.com/p/B9iBSgQpGA-/?igshid=16g1xdnqhvpu1
[1] https://blog.edvotek.com/2020/05/05/four-cool-science-articles-that-arent-about-coronavirus/

Top URLs in Tweet in G4:
[3] https://origamiorganelles.com/collections/anatomy
[2] https://origamiorganelles.com/collections/biology
[1] https://origamiorganelles.com/collections/earth-science/products/climate-change
[1] https://origamiorganelles.com/collections/biology/products/copy-of-coronavirus
[1] https://origamiorganelles.com/collections/primary/products/frog-life-cycle
[1] https://origamiorganelles.com/collections/home-learning
[1] https://origamiorganelles.com/collections/complete-set
[1] https://origamiorganelles.com/collections/environmental-science/products/water-cycle
[1] https://origamiorganelles.com/
[1] https://origamiorganelles.com/collections/earth-science/products/river-valleys

Top URLs in Tweet in G5:
[4] https://www.field-studies-council.org/fsc-fieldworklive/
[3] https://encounteredu.com/live-lessons/fsc-fieldworklive-2020
[3] https://encounteredu.com/live-lessons/building-a-fieldwork-toolkit-for-new-science-teachers

Top URLs in Tweet in G6:
[5] https://read.activelylearn.com/#teacher/reader/authoring/preview/1385306/notes
[5] https://read.activelylearn.com/#teacher/reader/authoring/preview/1461476/notes
[3] https://read.activelylearn.com/#teacher/reader/authoring/preview/1572846/notes
[2] https://www.activelylearn.com/
[2] https://read.activelylearn.com/#teacher/reader/authoring/preview/1155573/notes
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/1580773/notes
[1] https://read.activelylearn.com/#teacher/catalog/coronavirus
[1] https://read.activelylearn.com/#teacher/reader/authoring/1454718/notes
[1] https://hechingerreport.org/with-more-students-demanding-action-on-climate-change-teachers-try-to-keep-up/
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/1173397/notes

Top URLs in Tweet in G7:
[1] https://open.spotify.com/episode/2M6c0XDJlbEsdc8Ynt7gnC?si=t3N1VizgR92OUBkXtGa3UA
[1] https://open.spotify.com/episode/0xfms18tqbt3bTYhp2dfpg?si=0yui27VtTWqQoebGdxrOgQ
[1] https://twitter.com/thebiospace/status/1246116316513054720
[1] https://open.spotify.com/episode/2bMmKtv9y5uHN2xV7KlYmd?si=Lu52mpcVRnqQmENmotRfag
[1] https://open.spotify.com/episode/7wmymkqA0Hv4oPrCIH1x7w?si=_7diQ8PkR-2z_7XIJv63iQ
[1] https://open.spotify.com/episode/6vHOkJMo9itlQzIoB3BCMO?si=dvhbvTuMSTilTYR0-aHeiw
[1] https://open.spotify.com/episode/06F9IYBBnV0TakT8QOzUQf?si=ZC7W7UmaSeqhiTmabW5-eA
[1] https://open.spotify.com/episode/2EO75gWIwmDmAAVB4HfnQ8?si=oXY7KaQ2SqCNKiTdqsppSA
[1] https://open.spotify.com/episode/5UcXfYgNZCU1WswA4ukh8j?si=1xKcvE-lTxuFXh3UtPcFzA
[1] https://open.spotify.com/episode/39AmCK5y2PwSaQ9rxHsTEi?si=3H2nF-auS5mpF7FW1p0Q7g

Top URLs in Tweet in G8:
[3] https://www.discover-the-world.com/study-trips/blog/international-womens-day-2020/
[3] https://www.teacherspayteachers.com/Product/Social-Studies-Themed-STEM-Multi-Pack-with-Greta-Thunberg-Interactive-Notebook-5283355
[3] https://www.newscientist.com/article/mg24532711-000-new-scientist-survey-shows-science-jobs-are-long-and-fulfilling/
[3] https://scholarlykitchen.sspnet.org/2020/02/13/inspiring-the-next-generation-of-women-in-science/
[2] https://savvysecondaryscience.blogspot.com/2019/10/virtuali-tee-human-body-augmented.html
[2] https://savvysecondaryscience.blogspot.com/2019/07/creating-lab-setup-diagram-with-chemix.html
[2] https://savvysecondaryscience.blogspot.com/2019/08/chemistry-in-videos-perfect-for-middle.html
[2] https://www.teacherspayteachers.com/Product/Binder-Labels-for-Kesler-Science-Station-Labs-and-5E-Lessons-3289251
[2] https://savvysecondaryscience.blogspot.com/2019/11/why-dont-antibiotics-work-like-they.html
[2] https://www.youtube.com/watch?v=dni6QyTZZ9I


Top URLs in Tweet in G9:
[3] https://teacher.desmos.com/activitybuilder/custom/56335529ec3e78500fdf476b
[3] https://docs.google.com/presentation/d/1xCHmDLm3Y4JfQNhxzWDD-HovsZGPtW8_itWL21BZZCU/edit
[2] https://docs.google.com/presentation/d/1JxODCKUarxzyHgXQxj4QfDML25JfWlTr6ogUGJx1ohA/edit?usp=sharing
[2] https://docs.google.com/presentation/d/16bHq7QTGdLObGgeQTr1KFrsL_Ftt9ve2MwbA-3wJxMM/edit?usp=sharing
[1] https://twitter.com/mrsestepscience/status/1256725840915726341
[1] https://www.youtube.com/watch?v=FPidlCmymVg

[1] https://twitter.com/RealALEXAN/status/1253551488443400192
[1] https://docs.google.com/presentation/d/1APYqGApL40ON5tpFMCAI-o6u3pmZIOMXGQuYhHwC1VU/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1TeEmh9zkRuXFXsrqCtKI4XmggCsM2VtUvkN4RSZ8Zio/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1iXeo7S7GoN2I3n9VqHcUzKYvrQxUgA05r0BupyNv6w4/edit?usp=sharing

Top URLs in Tweet in G10:
[10] https://www.instagram.com/p/B_lvLI0AiPg/?igshid=1fo2zv4pmkmdb
[1] https://lifethroughgreentintedglasses.blog/2020/04/01/xizzaxs-shop-of-human-parts-a-deal-that-will-make-you-jump-out-of-your-skin/
[1] https://twitter.com/jenwatson5/status/1235306568058626049
[1] http://D.O.Ls

Top Domains
Top Domains in Tweet in Entire Graph:
[97] instagram.com
[83] twitter.com
[58] youtube.com
[33] wardsci.com
[32] etsy.com
[31] co.uk
[25] activelylearn.com
[21] edvotek.com
[20] spotify.com
[18] google.com

Top Domains in Tweet in G1:
[4] co.uk
[1] timeout.com
[1] youtube.com
[1] gfdrr.org

Top Domains in Tweet in G2:
[65] instagram.com
[21] twitter.com
[11] youtube.com
[7] co.uk
[6] etsy.com
[5] blogspot.com
[4] nemnet.com
[3] teacherspayteachers.com
[2] org.uk
[2] jobors.com

Top Domains in Tweet in G3:
[21] edvotek.com
[14] twitter.com
[9] youtube.com
[9] rockheadsciences.com
[3] google.com
[2] cdc.gov
[2] zazzle.com
[2] instagram.com
[1] wordpress.com
[1] npr.org

Top Domains in Tweet in G4:
[14] origamiorganelles.com
[1] stanford.edu
[1] twitter.com
[1] qualtrics.com

Top Domains in Tweet in G5:
[6] encounteredu.com
[4] field-studies-council.org

Top Domains in Tweet in G6:
[24] activelylearn.com
[1] hechingerreport.org

Top Domains in Tweet in G7:
[20] spotify.com
[2] twitter.com
[1] apple.com

Top Domains in Tweet in G8:
[10] blogspot.com
[8] teacherspayteachers.com
[5] youtube.com
[4] bilimsenligi.com
[3] discover-the-world.com
[3] newscientist.com
[3] sspnet.org
[2] keslerscience.com
[2] fundsforngos.org
[1] google.com

Top Domains in Tweet in G9:
[10] google.com
[3] desmos.com
[2] twitter.com
[1] youtube.com

Top Domains in Tweet in G10:
[10] instagram.com
[1] lifethroughgreentintedglasses.blog
[1] twitter.com
[1] o.ls

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1663] scienceteacher
[608] science
[298] biology
[236] apbio
[230] apbiology
[198] geography
[190] biologyteacher
[154] iteachscience
[151] geographyteacher
[135] teacher



Top Hashtags in Tweet in G1:
[187] geography
[85] geographyteacher
[52] volcano
[47] plasticwaste
[24] lightning
[18] scienceteacher
[10] climatechange
[4] teacher
[3] climatecrisis
[2] geology

Top Hashtags in Tweet in G2:
[325] scienceteacher
[118] science
[36] teacher
[32] education
[19] teacherlife
[19] physics
[16] teaching
[16] chemistry
[16] middleschool
[15] scienceeducation

Top Hashtags in Tweet in G3:
[77] scienceteacher
[47] stemed
[31] stemeducation
[23] scied
[12] science
[12] distancelearning
[11] biotechnology
[10] nsta20
[10] scienceeducation
[10] edvotekathome

Top Hashtags in Tweet in G4:
[21] scienceteacher
[11] homeschoolscience
[11] biologyteacher
[8] distancelearning
[8] stemteacher
[8] biology
[8] stem
[6] science
[4] coronavirus
[3] homeschool

Top Hashtags in Tweet in G5:
[42] cpd
[42] pgce
[41] rqts
[34] nqt
[33] schooldirect
[21] scienceteacher
[16] fieldwork
[15] freecpd
[8] nqts
[7] fieldworklive

Top Hashtags in Tweet in G6:
[20] teachers
[18] scienceteacher
[14] remotelearning
[11] distancelearning
[7] criticalthinking
[7] covid19edu
[5] elateacher
[5] scichat
[4] coronavirus
[4] biologyteacher

Top Hashtags in Tweet in G7:
[231] apbio
[226] apbiology
[220] biology
[215] science
[195] scienceteacher
[138] biologyteacher
[110] bio
[103] podcast
[101] collegeboard
[99] testprep

Top Hashtags in Tweet in G8:
[69] scienceteacher
[38] stem
[16] science
[12] keslerscience
[9] middleschool
[7] scied
[6] edchat
[6] scichat
[5] scienceed
[4] interactivenotebook

Top Hashtags in Tweet in G9:
[25] scienceteacher
[24] ngss
[9] phenomenon
[8] casestudies
[8] science
[7] teachfromhome
[7] edtech
[6] coronavirus
[5] chemistry
[5] periodictable

Top Hashtags in Tweet in G10:
[71] scienceteacher
[58] togetherinheart
[45] nasa
[42] digitallearning
[36] natgeo
[29] space
[24] spacescience
[22] science
[20] microsoftteams
[20] ufo

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[281] easygeography
[185] #geography
[98] video
[96] little
[89] great
[85] #geographyteacher
[74] going
[74] add
[74] amazon
[74] rainforest

Top Words in Tweet in G2:
[323] #scienceteacher
[118] #science
[85] science
[44] teacher
[36] #teacher
[32] #education
[32] àª
[27] students
[26] school
[26] more

Top Words in Tweet in G3:
[77] #scienceteacher
[47] #stemed
[44] edvotek
[31] #stemeducation
[23] #scied
[16] teaching
[16] edt
[16] live
[15] nsta
[15] science

Top Words in Tweet in G4:
[54] downloadable
[54] lessons
[53] home
[53] interactive
[53] science
[52] teachers
[52] bunch
[52] use
[52] based
[51] doc_b_brown

Top Words in Tweet in G5:
[51] fieldstudiesc
[47] upcoming
[43] free
[42] #cpd
[42] #pgce
[41] sessions
[41] #rqts
[35] students
[34] #nqt
[33] calling

Top Words in Tweet in G6:
[32] free
[25] activelylearn
[23] assignment
[20] #teachers
[18] students
[18] #scienceteacher
[18] assignments
[14] #remotelearning
[11] #distancelearning
[10] premium

Top Words in Tweet in G7:
[231] #apbio
[226] #apbiology
[225] #biology
[220] #science
[195] #scienceteacher
[138] #biologyteacher
[132] apsoluterecap
[112] #bio
[103] #podcast
[101] #collegeboard

Top Words in Tweet in G8:
[69] #scienceteacher
[38] #stem
[24] science
[18] women
[15] #science
[15] today
[14] students
[12] #keslerscience
[12] lessons
[12] international

Top Words in Tweet in G9:
[25] #scienceteacher
[24] #ngss
[20] etownscience
[20] use
[12] aliciamotter
[12] science
[11] one
[10] looking
[10] way
[10] digital

Top Words in Tweet in G10:
[88] shmslouisville
[85] l6
[71] #scienceteacher
[58] #togetherinheart
[56] mrsdzscientists
[45] #nasa
[42] #digitallearning
[36] #natgeo
[31] learning
[29] science

Top Word Pairs
Top Word Pairs in Tweet in G2:
[87] #science,#scienceteacher
[82] àª,àª
[74] science,teacher
[74] #science,#middleschool
[74] #teachersfollowteachers,#science
[74] #middleschool,#middleschoolscience
[74] #middleschoolscience,#middleschoolteacher
[74] #middleschoolteacher,#middleschoolscienceteacher
[74] #scienceteacher,#science
[74] #middleschoolscienceteacher,#scienceteacher

Top Word Pairs in Tweet in G3:
[30] #scienceteacher,#stemed
[24] #stemed,#stemeducation
[23] thurs,14
[10] 14,1pm
[9] 1pm,edt
[9] science,education
[9] agarose,gel
[9] gel,electrophoresis
[8] expand,vision
[8] vision,science

Top Word Pairs in Tweet in G4:
[22] science,teachers
[20] teachers,bunch
[12] bunch,downloadable
[12] downloadable,lessons
[12] lessons,use
[10] use,interactive
[9] interactive,home
[9] home,based
[9] doc_b_brown,science
[9] based,less

Top Word Pairs in Tweet in G5:
[52] free,#cpd
[52] #cpd,sessions
[52] #rqts,#pgce
[52] #pgce,students
[52] calling,#nqt
[52] #nqt,#rqts
[52] students,#schooldirect
[52] #schooldirect,placements
[51] placements,two
[51] two,upcoming

Top Word Pairs in Tweet in G6:
[41] #remotelearning,#distancelearning
[41] activelylearn,free
[41] free,remote
[35] remote,learning
[33] learning,access
[33] access,assignments
[33] assignments,curriculum
[33] curriculum,units
[33] units,premium
[33] premium,features

Top Word Pairs in Tweet in G7:
[11] #apbio,#apbiology
[11] #biology,#science
[9] #science,#scienceteacher
[9] #apbiology,#biology
[9] #apbiology,#bio
[9] #bio,#biology
[9] #collegeboard,#testprep
[9] #testprep,#apexam
[9] #apexam,#apreview
[9] #apteacher,#apstudent

Top Word Pairs in Tweet in G8:
[225] #keslerscience,#scienceteacher
[198] today,international
[186] international,women
[113] women,day
[106] dr,sylvia
[106] sylvia,knight
[98] knight,rmets
[96] dtw_education,today
[91] day,recognition
[90] recognition,spoke

Top Word Pairs in Tweet in G9:
[12] looking,way
[12] way,keep
[12] keep,incorporating
[12] incorporating,#ngss
[12] #ngss,#phenomenon
[12] #phenomenon,science
[12] science,classroom
[9] classroom,try
[9] try,using
[8] using,cer

Top Word Pairs in Tweet in G10:
[9] digital,learning
[9] learning,shmslouisville
[9] shmslouisville,#togetherinheart
[9] science,expo
[9] during,digital
[9] l6,student
[9] mrsdzscientists,l6
[9] l6,rocked
[9] theme,year
[9] moon,phases

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@easygeography
@apsoluterecap
@shmslouisville
@mrsdzscientists
@fieldstudiesc
@doc_b_brown
@edvotek
@activelylearn
@sciencetico
@etsymktgtool

Top Mentioned in G1:
@easygeography
@nicolaraluk

Top Mentioned in G2:
@know_verse
@assisttohirenow
@feynmanism

Top Mentioned in G3:
@edvotek
@nsta
@marcreichow
@rockheadscience
@sigmaxisociety
@nbcnews
@youtube
@npr
@twomicroliters
@techsavvysci

Top Mentioned in G4:
@doc_b_brown
@origamicells
@ellabowling
@ucmpberkeley

Top Mentioned in G5:
@fieldstudiesc
@fscslaptonley
@encounteredu

Top Mentioned in G6:
@activelylearn
@nyclearning
@rmalosh
@umichsph
@trentuni
@astrodanntu
@eh_stonehenge
@hechingerreport
@alexbaumhardt
@cpreston

Top Mentioned in G7:
@apsoluterecap
@stitcher
@gallagherlhs
@lhs_nj
@lindenschoolsnj
@covid19
@science_lps
@spotify
@applepodcasts
@sciencecamp6

Top Mentioned in G8:
@rmets
@dtw_education
@iamkesler
@easygeography
@stemfinity
@missklauka
@abcactionnews
@curiscope
@fieldstudiesc
@discoveringdna

Top Mentioned in G9:
@etownscience
@aliciamotter
@alicekeeler
@stem
@scjohnson
@target
@msrazzchemclass

Top Mentioned in G10:
@shmslouisville
@mrsdzscientists
@hiarthuralien
@natgeoeducation
@seesaw
@easygeography
@shms
@nasa
@jaymerrill10

Top Tweeters
Top Tweeters in Entire Graph:
@paoloigna1
@cowboyscifibot
@robre62
@femtech_
@elalam_vnz
@spider_gina
@foxnews
@anthropocenuke0
@lawlor224
@newschannelnine

Top Tweeters in G1:
@anthropocenuke0
@moisturevapor8r
@nadelparis
@johnzwicker1
@ahmadnabeel12
@madcounter
@geographile
@kennygfrederick
@ourfuturebot
@teacherhead

Top Tweeters in G2:
@woodentek_world
@angieshandmade1
@huddersfield_wk
@halifax_jobs_uk
@eatjobs
@thebiospace
@dstan58
@__loveyours__
@perfectdrauhls
@fizzicsed

Top Tweeters in G3:
@femtech_
@nbcnews
@npr
@bagaluesunab
@google
@arstechnica
@everburningfire
@statnews
@weareteachers
@thespinofftv

Top Tweeters in G4:
@lisgurthie
@richbacolor
@bpenuel
@zingerlearns
@travisjbristol
@scifleur
@jengutierrez18
@lex1science
@kevnix
@phestohierosoul

Top Tweeters in G5:
@lawlor224
@drrlofthouse
@colinnwalker
@jua1313thomas
@britishspiders
@the_ga
@suetownsend3
@carltonlindrick
@clotc
@susgeosci

Top Tweeters in G6:
@hechingerreport
@trentuni
@umichsph
@amarenst1
@cpreston
@aoibhinn_ni_s
@themarygraham
@ncce_edtech
@eh_stonehenge
@activelylearn

Top Tweeters in G7:
@adfreetalkradio
@lime_link
@spotify
@msrozema
@stitcher
@biomast
@ese_educator
@mattermagbot
@applepodcasts
@lindenschoolsnj

Top Tweeters in G8:
@abcactionnews
@stem_nastics
@lauralovesart
@etsygroupboard
@s_akrati
@stem_ai
@nonsuchgeog
@amoebasisters
@rmets
@techsavvysci

Top Tweeters in G9:
@alicekeeler
@target
@netclubj1
@tarafarah7
@rialtoboard
@vxjoe
@scjohnson
@phhscience
@historyfrog
@disneynancy

Top Tweeters in G10:
@cowboyscifibot
@maleeneeee
@mpax1
@jrodas76
@nasa
@seesaw
@natgeoeducation
@seaturtlebot
@bebumbumm
@houstonzoo