scienceteacher, Twitter, 9/19/2020 12:22:34 AM, 235438


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scienceteacher_2020-09-18_17-15-27.xlsx
scienceteacher_2020-09-18_17-15-27.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 19, 2020
Short Description:
scienceteacher via NodeXL https://bit.ly/2EdnGiv
@etownscience
@nsta
@femtech_
@traveltaleteach
@apsoluterecap
@debrajknight2
@youtube
@edvotek
@rsc_eic
@chemistryed

Top hashtags:
#scienceteacher
#science
#stem
#teacher
#chemistry
#etsy
#biology
#stemeducation

Description:
Description
The graph represents a network of 1,578 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, 19 September 2020 at 00:17 UTC.

The requested start date was Saturday, 19 September 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 79-day, 17-hour, 26-minute period from Wednesday, 01 July 2020 at 00:53 UTC to Friday, 18 September 2020 at 18:19 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 : 1578
Unique Edges : 835
Edges With Duplicates : 2489
Total Edges : 3324
Number of Edge Types : 5
Retweet : 906
MentionsInRetweet : 1139
Tweet : 766
Mentions : 456
Replies to : 57
Self-Loops : 794
Reciprocated Vertex Pair Ratio : 0.028322440087146
Reciprocated Edge Ratio : 0.0550847457627119
Connected Components : 431
Single-Vertex Connected Components : 227
Maximum Vertices in a Connected Component : 427
Maximum Edges in a Connected Component : 1403
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 7.537839
Graph Density : 0.000569016108460257
Modularity : 0.456789
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 1,578 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, 19 September 2020 at 00:17 UTC.

The requested start date was Saturday, 19 September 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 79-day, 17-hour, 26-minute period from Wednesday, 01 July 2020 at 00:53 UTC to Friday, 18 September 2020 at 18:19 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:
[12] https://www.k12prospects.com/LP/Blueprint/Blueprint.html?utm_source=facebook&utm_medium=posting-image&utm_campaign=blueprint&utm_content=textlink
[11] https://www.amazon.com/gp/product/B07Y7NK1NL/
[8] https://www.k12prospects.com/LP/Stay-Up-To-Date-With-The-Edtech-Rise/STAY-UP-TO-DATE-WITH-THE-EDTECH-RISE.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=up-to-date-with-edtech-rise&utm_content=textlink
[8] https://www.hoddereducation.co.uk/events#&pid=5&st=33&s=210&limit=true&type=4
[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
[6] https://myokapi.com/going-going-gone-p-38.html
[6] https://www.factsandreasons.com/en/facts-reasons-is-facial-recognition-technology-dangerous/
[6] https://cfisd.tedk12.com/hire/ProfileErrorPage.aspx?ErrorCode=2
[5] https://www.k12prospects.com/k-12-school-finances-the-big-picture/?utm_source=twitter&utm_medium=posting-image&utm_campaign=k-12-school-finances&utm_content=textlink

Top URLs in Tweet in G1:
[11] https://www.amazon.com/gp/product/B07Y7NK1NL/
[6] https://myokapi.com/going-going-gone-p-38.html
[3] http://www.minisciencecentre.in
[2] https://www.theschoolsocial.in/e-magazine/2020/July_Day17.php?utm_source=DailyMagazine&utm_medium=Socialmedia&utm_campaign=July17&utm_term=All
[2] https://www.patreon.com/scienceteacher
[2] http://gifexperiments.blogspot.com
[2] https://coresciences.co.uk/subscribe
[2] https://etsy.com/DisplaceDesign/listing/769319036
[2] https://etsy.com/listing/769319036
[2] https://etsy.com/listing/783225459

Top URLs in Tweet in G2:
[3] https://docs.google.com/presentation/d/1JxODCKUarxzyHgXQxj4QfDML25JfWlTr6ogUGJx1ohA/edit?usp=sharing
[2] https://docs.google.com/presentation/d/1fXNRQs55jMTMfDIBZPCJJ9xtHmi3ie_tI7ZsNiZd130/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1MTEOaKz0BC8W9NEX0qGJkg0yH-xw4FRbcc_cPREolzY/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1GC3pYlHRoND76FbOdwLnuLq8580m2Ie5lPqI5D4kKqI/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1TeEmh9zkRuXFXsrqCtKI4XmggCsM2VtUvkN4RSZ8Zio/edit?usp=sharing
[1] https://docs.google.com/presentation/d/16L3yol2aCB2_8aP4ShOOFThKqT1rnW0FCPRbR21SAKc/preview?rm=minimal
[1] https://docs.google.com/presentation/d/1SJDW7UGJgTM69mYV9e4XmTkgzBzN42OMaXQi2VpAbmU/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1APYqGApL40ON5tpFMCAI-o6u3pmZIOMXGQuYhHwC1VU/edit?usp=sharing
[1] https://twitter.com/sciallorg/status/1301253634911547394
[1] https://www.youtube.com/watch?v=JipGl1mVjgs&feature=youtu.be


Top URLs in Tweet in G3:
[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 G4:
[1] https://www.etsy.com/CraftyMom75/listing/620907121/last-onescience-apron-science-teacher?utm_campaign=Share&utm_medium=social_organic&utm_source=MSMT&utm_term=so.smt&share_time=1594674526000

Top URLs in Tweet in G5:
[1] https://twitter.com/NSTA/status/1275127396052668417
[1] https://www.amazon.com/hz/wishlist/ls/30JKER1ME9KRJ?ref_=wl_share
[1] https://twitter.com/traveltaleteach/status/1279970225967058944
[1] https://www.youtube.com/watch?v=iM_I6rtIgn0&feature=youtu.be

[1] https://open.spotify.com/episode/6w0sG9kTfbkONSUV7waM3u?si=uMAZq8LUQZyRsgjIBMdadA
[1] https://open.spotify.com/episode/2PH9qoRUuwIb8WiniglJgs?si=uATX1_ohSD2W30pbWcVtrg
[1] https://open.spotify.com/episode/5e1z8ptkQBstep812BAaVu?si=wosyKdhySTKPNeAmypj1xQ
[1] https://open.spotify.com/episode/33cfGRkXMYB3Ed3RqO0rWd?si=FMpMIT6aR8Cjp_cJHDSTiQ
[1] https://open.spotify.com/episode/5auNJSEl9I8V2dwM2Ox639?si=4lof8G6jQ0aezhoZWFxoYg
[1] https://open.spotify.com/episode/79LGAvsTWtwyxZxOiptV2R?si=-alCe00zQlKZlbwBAWbZRQ

Top URLs in Tweet in G6:
[1] https://twitter.com/erduransibel/status/1306858797810548736
[1] https://twitter.com/educaunisabana/status/1290688598296137739
[1] https://twitter.com/springeredu/status/1302549610594996226
[1] https://twitter.com/philiplbell/status/1295063738937008130
[1] https://twitter.com/bideducacion/status/1302338770977644548
[1] https://twitter.com/springeredu/status/1287555522804068355
[1] https://twitter.com/erduransibel/status/1301143303992246273
[1] https://twitter.com/kampourakisk/status/1301157412397895681
[1] https://twitter.com/kampourakisk/status/1301176219048828928
[1] https://twitter.com/kampourakisk/status/1301176217194893312

Top URLs in Tweet in G7:
[3] https://twitter.com/RSC_Scotland/status/1296341949465735168
[3] https://science-practical-simulator.web.app
[1] https://www.scipracsiminfo.com/
[1] https://twitter.com/tes/status/1291790399762321408
[1] https://forms.ncl.ac.uk/Shibboleth.sso/Login?target=https://forms.ncl.ac.uk/manage_forms.php
[1] https://www.youtube.com/watch?v=y8kpPoDnFas&feature=youtu.be


Top URLs in Tweet in G8:
[12] https://www.k12prospects.com/LP/Blueprint/Blueprint.html?utm_source=facebook&utm_medium=posting-image&utm_campaign=blueprint&utm_content=textlink
[8] https://www.k12prospects.com/LP/Stay-Up-To-Date-With-The-Edtech-Rise/STAY-UP-TO-DATE-WITH-THE-EDTECH-RISE.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=up-to-date-with-edtech-rise&utm_content=textlink
[5] https://www.k12prospects.com/LP/Flowchrt/Flowchart.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=districts-decision-making-flowchart&utm_content=textlink
[5] https://www.k12prospects.com/k-12-school-finances-the-big-picture/?utm_source=twitter&utm_medium=posting-image&utm_campaign=k-12-school-finances&utm_content=textlink
[4] https://www.k12prospects.com/LP/A-B-Testing/Good-Better-Best-It-Is-All-About-An-Effective-A-B-Marketing-Test.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=a-b-testing&utm_content=textlink
[1] https://twitter.com/StephanieBiggs4/status/1291143205052919808
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/771616
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/1778252/notes
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/1779164/notes
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/1686675/notes

Top URLs in Tweet in G9:
[8] https://www.hoddereducation.co.uk/events#&pid=5&st=33&s=210&limit=true&type=4
[2] https://hoddereducation.co.uk/physicsreview
[2] https://hoddereducation.co.uk/biologicalsciencesreview
[2] https://hoddereducation.co.uk/chemistryreview
[1] https://www.hoddereducation.co.uk/PMP-twitter
[1] https://www.hoddereducation.co.uk/product/9781510480711?Product=9781510480711
[1] https://www.hoddereducation.co.uk/product/9781510482807?Product=9781510482807
[1] https://www.hoddereducation.co.uk/product/9781510476424?Product=9781510476424
[1] https://www.hoddereducation.co.uk/product/9781510476431?Product=9781510476431
[1] https://www.hoddereducation.co.uk/product/9781510483170?Product=9781510483170

Top URLs in Tweet in G10:
[6] https://www.factsandreasons.com/en/facts-reasons-is-facial-recognition-technology-dangerous/
[4] https://youtube.com/edvotekinc
[2] https://www.youtube.com/watch?v=eYTfQKEGPfg&feature=youtu.be

[2] https://docs.google.com/forms/d/e/1FAIpQLSeDpQsARC2jhRHsvJMZFf_ccHaLqS9VtRUoRSuUzXjTA8kIAA/viewform?usp=send_form
[1] https://www.youtube.com/watch?v=9BBVAscWWN8&feature=youtu.be

[1] https://www.youtube.com/watch?v=oD7_UjZeIss&feature=youtu.be

[1] https://www.youtube.com/user/EdvotekInc
[1] https://twitter.com/edvotek/status/1281197772645990401
[1] https://www.edvotek.com/Experiments/mylab-distance-learning
[1] https://docs.google.com/forms/d/e/1FAIpQLSe4tC_u1wILZRpKGxKzfuint79OlIPUluWnEPXlgaB1fYWZIw/viewform?usp=send_form

Top Domains
Top Domains in Tweet in Entire Graph:
[89] twitter.com
[41] instagram.com
[40] amazon.com
[34] k12prospects.com
[30] youtube.com
[30] etsy.com
[25] co.uk
[25] google.com
[17] wardsci.com
[14] origamiorganelles.com

Top Domains in Tweet in G1:
[29] instagram.com
[25] twitter.com
[15] etsy.com
[14] amazon.com
[6] myokapi.com
[3] facebook.com
[3] minisciencecentre.in
[2] theschoolsocial.in
[2] google.com
[2] noaa.gov

Top Domains in Tweet in G2:
[12] google.com
[2] twitter.com
[2] youtube.com

Top Domains in Tweet in G3:
[1] gfdrr.org

Top Domains in Tweet in G4:
[1] etsy.com

Top Domains in Tweet in G5:
[9] spotify.com
[7] instagram.com
[2] twitter.com
[1] amazon.com
[1] youtube.com
[1] nsta.org
[1] padlet.com

Top Domains in Tweet in G6:
[23] twitter.com
[2] youtube.com
[2] sciencebuddies.org
[1] instagram.com
[1] teacherspayteachers.com
[1] stemfinity.com

Top Domains in Tweet in G7:
[4] twitter.com
[3] web.app
[1] scipracsiminfo.com
[1] ac.uk
[1] youtube.com

Top Domains in Tweet in G8:
[34] k12prospects.com
[6] activelylearn.com
[2] youtube.com
[1] twitter.com
[1] datanuggets.org

Top Domains in Tweet in G9:
[21] co.uk

Top Domains in Tweet in G10:
[11] youtube.com
[7] factsandreasons.com
[5] edvotek.com
[3] google.com
[3] thephysicsaviary.com
[2] twitter.com
[1] exploratorium.edu
[1] roomrecess.com
[1] splashlearn.com
[1] edumedia-sciences.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1152] scienceteacher
[341] science
[117] stem
[117] teacher
[104] chemistry
[92] etsy
[87] biology
[86] stemeducation
[82] iteachscience
[79] scienceteaching



Top Hashtags in Tweet in G1:
[308] scienceteacher
[66] science
[33] chemistry
[31] teacher
[30] education
[21] sciencefacts
[18] biology
[17] physics
[16] stem
[16] teacherlife

Top Hashtags in Tweet in G2:
[76] scientificmethod
[61] interactivenotebook
[31] scienceteacher
[19] stem
[12] biologyteacher
[9] digitalactivity
[9] gizmo
[7] googleslides
[7] biology
[5] googleedu

Top Hashtags in Tweet in G3:
[32] geography
[30] plasticwaste
[4] geographyteacher
[4] scienceteacher
[2] plasticfree
[1] gis
[1] volcano
[1] earthquake
[1] science
[1] geology

Top Hashtags in Tweet in G4:
[68] etsy
[1] etsymntt
[1] teachersonline
[1] scienceteacher

Top Hashtags in Tweet in G5:
[83] scienceteacher
[65] science
[61] theapsoluterecap
[61] podcast
[38] apchem
[38] collegeboard
[36] apchemistry
[36] chem
[35] chemistry
[35] testprep

Top Hashtags in Tweet in G6:
[39] stem
[35] scienceteacher
[34] science
[30] stemeducation
[28] teacher
[23] profe
[16] scienceeducation
[11] profesor
[3] steam
[3] proyéctate2020

Top Hashtags in Tweet in G7:
[24] scienceteacher
[8] chemed
[6] asechat
[6] science
[4] teaching
[4] education
[4] ukedchat
[4] aussieed
[3] gcsescience
[3] sciencesimulator

Top Hashtags in Tweet in G8:
[39] science
[32] scienceteacher
[16] scratch3
[13] secondary
[13] security
[12] remotelearning
[8] k12
[4] stem
[4] technology
[4] ai

Top Hashtags in Tweet in G9:
[23] scienceteacher
[8] sciencecpd
[6] alevel
[3] chemistry
[2] biology
[2] cogscisci
[2] kitchenscience
[2] gardenindicator
[1] biologyteacher
[1] physicsteacher

Top Hashtags in Tweet in G10:
[100] scienceteacher
[75] scienceteaching
[74] iteachscience
[74] scienceactivities
[72] handsonscience
[72] sciencestations
[64] homeschooling
[60] texasscienceteacher
[53] sciencegames
[52] sciencecenters

Top Words
Top Words in Tweet in Entire Graph:
[1149] #scienceteacher
[497] science
[339] #science
[209] students
[185] teacher
[183] school
[164] etownscience
[152] little
[140] apron
[139] slidesmaniasm

Top Words in Tweet in G1:
[306] #scienceteacher
[92] science
[66] #science
[40] more
[33] #chemistry
[31] #teacher
[30] #education
[29] school
[29] day
[27] year

Top Words in Tweet in G2:
[158] etownscience
[137] slidesmaniasm
[82] teach
[79] digital
[79] interactive
[78] notebook
[76] #scientificmethod
[76] created
[76] thanks
[73] tem

Top Words in Tweet in G3:
[102] easygeography
[75] amazing
[75] look
[75] earthquakes
[75] 3d
[75] both
[75] location
[75] representation
[75] depth
[75] something

Top Words in Tweet in G4:
[140] apron
[136] science
[69] teacher
[69] scientist
[68] excited
[68] share
[68] item
[68] #etsy
[68] shop
[68] last

Top Words in Tweet in G5:
[83] #scienceteacher
[67] #science
[61] #theapsoluterecap
[61] #podcast
[42] students
[38] #apchem
[38] #collegeboard
[36] #apchemistry
[36] #chem
[35] #chemistry

Top Words in Tweet in G6:
[39] #stem
[35] #scienceteacher
[34] profesor
[34] #science
[32] ciencias
[30] #stemeducation
[29] vale
[29] pena
[28] #teacher
[23] #profe

Top Words in Tweet in G7:
[29] teaching
[24] #scienceteacher
[24] practicals
[21] scipracsim
[21] required
[21] re
[20] school
[20] reorganise
[20] classrooms
[20] don

Top Words in Tweet in G8:
[39] #science
[32] #scienceteacher
[25] school
[24] k12prospects
[24] step
[16] materials
[16] #scratch3
[15] looking
[15] online
[15] plan

Top Words in Tweet in G9:
[33] science
[26] level
[23] #scienceteacher
[20] hodderschools
[18] practice
[17] copy
[16] cpd
[15] aqa
[14] september
[13] issue

Top Words in Tweet in G10:
[100] #scienceteacher
[75] #scienceteaching
[74] #iteachscience
[74] #scienceactivities
[72] #handsonscience
[72] #sciencestations
[64] #homeschooling
[60] #texasscienceteacher
[53] #sciencegames
[52] #sciencecenters

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[136] #science,#scienceteacher
[123] science,teacher
[81] digital,interactive
[79] #scienceteaching,#scienceteacher
[78] interactive,notebook
[78] #scienceteacher,#iteachscience
[77] teach,#scientificmethod
[77] #scientificmethod,digital
[77] notebook,created
[77] created,thanks

Top Word Pairs in Tweet in G1:
[16] #science,#scienceteacher
[13] #scienceteacher,#teacher
[12] follow,more
[12] more,interesting
[12] interesting,question
[12] sciencetico,sciencetico
[12] sciencetico,#cellbio
[12] #cellbio,#cellbiology
[12] #cellbiology,#sciencefacts
[12] #sciencefacts,#scienceteacher

Top Word Pairs in Tweet in G2:
[76] teach,#scientificmethod
[76] #scientificmethod,digital
[76] digital,interactive
[76] interactive,notebook
[76] notebook,created
[76] created,thanks
[76] thanks,slidesmaniasm
[74] etownscience,teach
[73] slidesmaniasm,tem
[60] thank,slidesmaniasm

Top Word Pairs in Tweet in G3:
[75] amazing,look
[75] look,earthquakes
[75] earthquakes,3d
[75] 3d,both
[75] both,location
[75] location,representation
[75] representation,depth
[75] depth,something
[75] something,little
[75] little,different

Top Word Pairs in Tweet in G4:
[69] teacher,apron
[68] excited,share
[68] share,item
[68] item,#etsy
[68] #etsy,shop
[68] shop,last
[68] last,one
[68] one,science
[68] science,apron
[68] apron,science

Top Word Pairs in Tweet in G5:
[60] #theapsoluterecap,#podcast
[52] #science,#scienceteacher
[37] #podcast,#apchem
[36] #apchem,#apchemistry
[36] #apchemistry,#chem
[35] #chem,#chemistry
[33] #chemistry,#science
[33] #apexam,#apreview
[32] #testprep,#apexam
[32] #apreview,#ap

Top Word Pairs in Tweet in G6:
[29] profesor,ciencias
[29] ciencias,vale
[29] vale,pena
[24] #stem,#stemeducation
[23] pena,#stem
[18] #teacher,#profe
[15] #stemeducation,#science
[15] #science,#teacher
[13] #profe,#scienceeducation
[13] #scienceeducation,#scienceteacher

Top Word Pairs in Tweet in G7:
[20] school,reorganise
[20] reorganise,classrooms
[20] classrooms,don
[20] don,miss
[20] miss,teaching
[20] teaching,required
[20] required,practicals
[20] practicals,re
[19] scipracsim,school
[19] re,teachin

Top Word Pairs in Tweet in G8:
[22] #science,#scienceteacher
[16] #scienceteacher,#scratch3
[15] looking,online
[15] online,materials
[15] materials,plan
[15] plan,upcoming
[15] upcoming,school
[15] school,year
[15] year,fill
[15] fill,form

Top Word Pairs in Tweet in G9:
[19] level,science
[16] science,cpd
[13] practice,makes
[13] makes,permanent
[13] aqa,gcse
[11] win,copy
[11] copy,practice
[11] permanent,aqa
[11] gcse,level
[11] science,follow

Top Word Pairs in Tweet in G10:
[75] #scienceteaching,#scienceteacher
[74] #scienceteacher,#iteachscience
[72] #iteachscience,#handsonscience
[72] #handsonscience,#scienceactivities
[72] #scienceactivities,#sciencestations
[53] #sciencestations,#sciencegames
[51] #sciencegames,#sciencecenters
[51] #sciencecenters,#texasscienceteacher
[37] #teacher,#teaching
[35] #texasscienceteacher,#teacher

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@etownscience
@slidesmaniasm
@easygeography
@angieshandmade1
@k12prospects
@scipracsim
@apsoluterecap
@hodderschools
@data_nuggets
@etsy

Top Mentioned in G1:
@sciencetico
@southrockaademy
@blacksnakeprod
@learnscifun
@bio_syans
@gifexperiments

Top Mentioned in G2:
@etownscience
@slidesmaniasm
@explorelearning
@mer_townsend
@sciallorg
@christinaograd6
@kathrynbeheshti
@msrazzchemclass
@mrs_mccullough_

Top Mentioned in G3:
@easygeography
@nicolaraluk

Top Mentioned in G4:
@angieshandmade1

Top Mentioned in G5:
@apsoluterecap
@nsta
@ehslsciences
@salinasedtech
@msbakerscience
@gstanews
@tcmscommodores
@ucirvine
@youtube
@traveltaleteach

Top Mentioned in G6:
@profebarreto
@unisabana
@sabanacv
@educacionbogota
@seceducacundi
@planetovar
@obduliovp
@sciencebuddies
@acadcienciacol
@planetariobta

Top Mentioned in G7:
@scipracsim
@rsc_eic
@lessontoolbox
@chemistryreacts
@loftphysics
@kcoscience
@cleapss
@theslimevids
@stemnewcastle

Top Mentioned in G8:
@k12prospects
@data_nuggets
@activelylearn
@vrod2020
@stanlevenson
@justlearning_in
@stephaniebiggs4
@mayinstitute
@ck12foundation
@uniofhull

Top Mentioned in G9:
@hodderschools
@hoddermagazines
@aqa
@hodderintl
@chemrev
@p
@physicsrev
@missh_biology
@scipracsim
@mrfrankish

Top Mentioned in G10:
@youtube
@facts_reasons
@edvotek
@cut_ups
@drsnowflack
@sciencewithsky
@zoom_us
@scicommbot
@philipmrussell1
@jamiet4123

Top Tweeters
Top Tweeters in Entire Graph:
@barntiques859
@dichristine
@cowboyscifibot
@mistersalesman
@alhanda
@malliardreport
@femtech_
@dianamsharpton
@capecodgiftshop
@linda_u_w_a

Top Tweeters in G1:
@moniselseward
@dsignsbycristal
@njschooljobs
@feliciab772
@misswy
@fizzicsed
@wuvva
@healthiacynthia
@arunpb11
@crafty_teacher2

Top Tweeters in G2:
@femtech_
@womencodersbot
@liwanageugene
@bayannagalit
@shellterrell
@thesecretjunio1
@makyosunim
@athigah
@srb1970rita
@hechternacht

Top Tweeters in G3:
@samir_patil
@merckxcycling
@ourfuturebot
@nancy_westberg
@mooniyy
@ikrambutt786
@macnutman
@geomaticsfeed
@geographygem
@kaliamma99

Top Tweeters in G4:
@barntiques859
@alhanda
@dianamsharpton
@capecodgiftshop
@supersoftknits
@tudortweep
@pennilessscribe
@zencatpottery
@sukeji_handa
@flwrgardengifts

Top Tweeters in G5:
@malliardreport
@krsciencelady
@cogswell_ben
@msrozema
@nsta
@biomast
@actprotips
@nshssports
@myactcoach
@jenswanbooks

Top Tweeters in G6:
@cowboyscifibot
@educacionbogota
@un
@tornilloarqui
@mineducacion
@jbotanicobogota
@stem_ai
@unisabana
@usmcomsabana
@juandavidaristi

Top Tweeters in G7:
@vlandaeta
@hrogerson
@phoare1963
@doc_kristy
@lessontoolbox
@cleapss
@rsc_eic
@teachercolin
@sciencelabman
@drsam_george

Top Tweeters in G8:
@markj_ohnson
@jc_james_clark
@s_akrati
@askn0b0dy
@k12prospects
@uniofhull
@utarlington
@vrod2020
@activelylearn
@ucsantabarbara

Top Tweeters in G9:
@bwolmers
@catnip202x
@timsmithceo
@cougarguy01
@the_cabbage101
@drcathyharper
@kromohcliff
@hodderschools
@louisecass
@aqa

Top Tweeters in G10:
@wboricua98
@scicommbot
@meisshaily
@cdcgov
@api_learnn
@youtube
@zoom_us
@davehershey
@indianapoliszoo
@barhoomibarhoom


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