scienceteacher, Twitter, 7/11/2020 2:02:48 AM, 230484


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scienceteacher_2020-07-10_17-46-48.xlsx
scienceteacher_2020-07-10_17-46-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 11, 2020
Short Description:
scienceteacher via NodeXL https://bit.ly/324tpkb
@easygeography
@edvotek
@cowboyscifibot
@mrsdzscientists
@surajma25736211
@femtech_
@ajoseaminat
@mdispezio
@sigmaxisociety
@nsta

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

Description:
Description
The graph represents a network of 1,712 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, 11 July 2020 at 00:47 UTC.

The requested start date was Saturday, 11 July 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 99-day, 3-hour, 33-minute period from Wednesday, 01 April 2020 at 11:52 UTC to Thursday, 09 July 2020 at 15:26 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 : 1712
Unique Edges : 812
Edges With Duplicates : 3177
Total Edges : 3989
Number of Edge Types : 5
Tweet : 1008
Retweet : 1117
MentionsInRetweet : 1253
Mentions : 565
Replies to : 46
Self-Loops : 1034
Reciprocated Vertex Pair Ratio : 0.0454212454212454
Reciprocated Edge Ratio : 0.086895585143658
Connected Components : 476
Single-Vertex Connected Components : 260
Maximum Vertices in a Connected Component : 524
Maximum Edges in a Connected Component : 1536
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 9.122752
Graph Density : 0.000487158408756971
Modularity : 0.385517
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 1,712 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, 11 July 2020 at 00:47 UTC.

The requested start date was Saturday, 11 July 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 99-day, 3-hour, 33-minute period from Wednesday, 01 April 2020 at 11:52 UTC to Thursday, 09 July 2020 at 15:26 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:
[72] https://www.etsy.com/CraftyMom75/listing/620907121/science-apron-science-teacher-apron?utm_campaign=Share&utm_medium=social_organic&utm_source=MSMT&utm_term=so.smt&share_time=1592424449000
[14] https://www.field-studies-council.org/fsc-fieldworklive/
[13] https://exploratorium.edu/
[12] https://www.amazon.com/hz/wishlist/ls/15O1EU8QBLQUL?ref_=wl_share
[11] http://gifexperiments.blogspot.com
[10] https://www.instagram.com/p/B_lvLI0AiPg/?igshid=1fo2zv4pmkmdb
[9] https://etsy.com/listing/783199375
[9] http://rockheadsciences.com/lecturer-geochemistry-dr-marc-k-reichow-marcreichow-a-day-in-the-geolife-series/
[7] http://www.aliefisd.net
[6] https://www.factsandreasons.com/en/facts-reasons-is-facial-recognition-technology-dangerous/

Top URLs in Tweet in G1:
[4] https://myokapi.com/going-going-gone-p-38.html
[4] https://www.etsy.com/listing/473581078/vintage-underwater-creatures-flash-cards?ref=shop_home_active_1
[3] https://www.theatremagic.com/giveaway/
[3] http://www.minisciencecentre.in
[2] https://www.pinterest.com/HMHLearning/hmh-science-lab/
[2] https://assisttohire.com/job/28566/
[2] https://www.scienceandmathwithmrslau.com/2019/05/chemical-compound-naming-fun/
[1] https://www.teacherspayteachers.com/Store/Engaging-And-Thought-provoking-Science-Resources
[1] https://www.etsy.com/uk/JewelleryAndJangles/listing/778160736/serotonin-molecule-necklace-molecule?utm_campaign=Share&utm_medium=social_organic&utm_source=DSMT2&utm_term=so.smt&share_time=1585917148000
[1] https://twitter.com/theskylabstem/status/1247108044883988480

Top URLs in Tweet in G2:
[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
[1] https://twitter.com/Havenlust/status/1155029593893625860/video/1
[1] https://www.economist.com/the-world-if/2019/07/06/what-if-geoengineering-goes-rogue?utm_source=twitterr&utm_medium=Economist_Films&utm_campaign=Link_Description&utm_term=Science_and_Technology&utm_content=Databite&linkId=100000007195642&linkId=100000008110338&linkId=100000008547991
[1] https://www.theguardian.com/environment/ng-interactive/2019/jul/19/carbon-calculator-how-taking-one-flight-emits-as-much-as-many-people-do-in-a-year?CMP=Share_iOSApp_Other
[1] https://www.bbc.co.uk/news/world-us-canada-49039095
[1] https://www.bbc.co.uk/news/amp/science-environment-51123638?__twitter_impression=true
[1] https://twitter.com/ZonePhysics/status/1153369478350233601/video/1

Top URLs in Tweet in G3:
[72] https://www.etsy.com/CraftyMom75/listing/620907121/science-apron-science-teacher-apron?utm_campaign=Share&utm_medium=social_organic&utm_source=MSMT&utm_term=so.smt&share_time=1592424449000
[1] https://www.etsy.com/CraftyMom75/listing/620907121/science-apron-science-teacher-apron?utm_campaign=Share&utm_medium=social_organic&utm_source=MSMT&utm_term=so.smt&share_time=1590583601000
[1] https://www.facebook.com/McDonaldInst

Top URLs in Tweet in G4:
[2] https://chemistry.cramnow.com/
[1] https://drive.google.com/file/d/115d7b7Hdtu72EeNvX12NLpQsGLca3jWC/view?usp=sharing
[1] https://forms.ncl.ac.uk/Shibboleth.sso/Login?target=https://forms.ncl.ac.uk/manage_forms.php
[1] https://twitter.com/missjlowes/status/1263074325734793217

Top URLs in Tweet in G5:
[14] 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:
[3] https://origamiorganelles.com/
[3] https://wardsworld.wardsci.com/blog-posts/the-periodic-table-of-candy-a-chemistry-lesson-plan
[3] https://wardsworld.wardsci.com/youtube-wards-world-videos/bullfrog-dissection-everything-you-ever-wanted-to-know-in-6-minutes
[2] https://wardsworld.wardsci.com/stem-makerspace/how-to-build-a-makerspace-on-a-shoestring-budget-a-summertime-project
[2] https://wardsworld.wardsci.com/blog-posts/how-vaccines-take-a-big-shot-against-viruses
[2] https://wardsworld.wardsci.com/blog-posts/our-favorite-free-online-resources-for-science-teachers?utm_source=hootsuite&utm_medium=social-post&utm_term=&utm_content=twitter&utm_campaign=ww-2020
[1] https://www.youtube.com/watch?v=b_r-P4goK9U&feature=youtu.be

[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

Top URLs in Tweet in G7:
[1] https://twitter.com/ChristineNiewh1/status/1280472401164337153
[1] https://twitter.com/melifurman/status/1277708928709771264
[1] https://twitter.com/planetovar/status/1279008764918718465
[1] https://twitter.com/planetovar/status/1251333872677195779
[1] https://twitter.com/mineducacion/status/1276505709471989760
[1] https://twitter.com/fcompartircol/status/1246165574301790210
[1] https://twitter.com/nasa_es/status/1252941331456036866
[1] https://twitter.com/OfficeClimate/status/1254792154200731650
[1] https://twitter.com/biogogy/status/1253607157666373633
[1] https://twitter.com/educaunisabana/status/1278714671537758209

Top URLs in Tweet in G8:
[5] https://www.youtube.com/watch?v=KoOkHx3LGu8&feature=youtu.be

[2] https://www.youtube.com/user/EdvotekInc/videos
[2] https://www.cdc.gov/smallpox/history/history.html
[2] https://www.youtube.com/watch?v=_EvdRJb9JN0&feature=youtu.be

[1] https://blog.edvotek.com/2020/05/05/four-cool-science-articles-that-arent-about-coronavirus/
[1] https://www.youtube.com/user/EdvotekInc
[1] https://twitter.com/twomicroliters/status/1250646697346097158
[1] https://blog.edvotek.com/2020/03/18/calling-all-scientists/
[1] https://twitter.com/TranscribeSI/status/1250788704257544193
[1] https://www.edvotek.com/site/pdf/AP03.pdf

Top URLs in Tweet in G9:
[12] https://www.amazon.com/hz/wishlist/ls/15O1EU8QBLQUL?ref_=wl_share
[4] https://target.keslerscience.com/live-registration-pagemek8xqmp
[3] https://www.teacherspayteachers.com/Product/World-Peace-Social-Emotional-Learning-Mindfulness-Words-Classroom-Poster-4832523?fbclid=IwAR32fhic8rHLGC6VTQUc0Wky-1AzEyFuN0S4Qmm5rzE0H4TuUf0TfzoXRDw
[2] http://www.keslerscience.com/welcomebundle
[2] https://www.youtube.com/watch?v=dni6QyTZZ9I

[2] https://missosmosisteachingresources.wordpress.com/2019/10/29/where-to-find-my-resources/
[1] https://www.youtube.com/watch?v=8dUWV8U8bsA

[1] https://www.keslerscience.com/guide-to-using-interactive-notebooks-in-the-science-classroom/
[1] https://www.teacherspayteachers.com/Product/Science-Reading-Comprehension-Bundle-40-Reading-Passages-Distance-Learning-3801291
[1] https://lessons.keslerscience.com/courses/welcome-gift-bundle

Top URLs in Tweet in G10:
[5] https://read.activelylearn.com/#teacher/reader/authoring/preview/1385306/notes
[5] https://read.activelylearn.com/#teacher/reader/authoring/preview/1461476/notes
[4] http://www.k12prospects.com/LP/Avoiding-Email-Spam-Filters/Marketing-to-Schools-Avoiding-Email-Spam-Filters.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=avoid-the-spam-folder&utm_content=textlink
[2] https://read.activelylearn.com/#teacher/reader/authoring/preview/1572846/notes
[1] https://www.ryerson.ca/scixchange/SXCprograms/LTSChallenge/
[1] https://mailchi.mp/4996f542af44/educator-summer
[1] https://mailchi.mp/8b91e3ade4b0/dec-2019-education-newsletter-1235168
[1] https://www.youtube.com/watch?v=rMVMf-SxCXc&feature=youtu.be

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


Top Domains
Top Domains in Tweet in Entire Graph:
[113] etsy.com
[101] twitter.com
[73] instagram.com
[64] youtube.com
[31] wardsci.com
[25] co.uk
[25] spotify.com
[18] amazon.com
[18] activelylearn.com
[17] google.com

Top Domains in Tweet in G1:
[53] instagram.com
[33] twitter.com
[11] youtube.com
[6] etsy.com
[6] co.uk
[4] myokapi.com
[3] tiktok.com
[3] amazon.com
[3] scienceandmathwithmrslau.com
[3] theatremagic.com

Top Domains in Tweet in G2:
[3] co.uk
[2] twitter.com
[1] timeout.com
[1] youtube.com
[1] gfdrr.org
[1] economist.com
[1] theguardian.com

Top Domains in Tweet in G3:
[73] etsy.com
[1] facebook.com

Top Domains in Tweet in G4:
[2] cramnow.com
[1] google.com
[1] ac.uk
[1] twitter.com

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

Top Domains in Tweet in G6:
[30] wardsci.com
[25] spotify.com
[9] origamiorganelles.com
[2] twitter.com
[1] youtube.com
[1] apple.com

Top Domains in Tweet in G7:
[10] twitter.com

Top Domains in Tweet in G8:
[15] youtube.com
[11] edvotek.com
[6] twitter.com
[2] cdc.gov
[1] google.com
[1] nih.gov
[1] mrwizarstudios.com

Top Domains in Tweet in G9:
[13] amazon.com
[8] keslerscience.com
[8] teacherspayteachers.com
[5] youtube.com
[5] blogspot.com
[4] twitter.com
[2] bilimsenligi.com
[2] wordpress.com
[1] google.com
[1] etsy.com

Top Domains in Tweet in G10:
[17] activelylearn.com
[13] youtube.com
[5] k12prospects.com
[2] mailchi.mp
[1] ryerson.ca
[1] justlearning.in
[1] ajc.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1584] scienceteacher
[573] science
[298] biology
[248] apbio
[241] apbiology
[179] biologyteacher
[157] iteachscience
[145] teacher
[129] bio
[123] podcast



Top Hashtags in Tweet in G1:
[333] scienceteacher
[113] science
[50] teacher
[34] education
[22] teaching
[21] teacherlife
[20] teachers
[18] edutwitter
[16] stem
[16] students

Top Hashtags in Tweet in G2:
[72] geography
[65] volcano
[16] scienceteacher
[14] geographyteacher
[8] climatechange
[8] solar
[6] teacher
[3] plasticwaste
[3] drought
[2] geology

Top Hashtags in Tweet in G3:
[3] science
[3] scienceteacher
[2] womeninscience
[1] etsy
[1] craftshout
[1] etsymntt
[1] sciences
[1] research
[1] physics
[1] space

Top Hashtags in Tweet in G4:
[14] scienceteacher
[5] asechat
[4] edutwitter
[4] cogscisci
[2] nqt
[2] mathsteacher
[2] science
[2] chemistry
[2] dualcoding
[1] teaching

Top Hashtags in Tweet in G5:
[43] cpd
[43] pgce
[42] rqts
[34] nqt
[33] schooldirect
[24] scienceteacher
[17] fieldwork
[16] freecpd
[10] fieldworklive
[9] nqts

Top Hashtags in Tweet in G6:
[261] scienceteacher
[250] science
[244] apbio
[242] biology
[239] apbiology
[161] biologyteacher
[129] bio
[123] podcast
[119] collegeboard
[117] testprep

Top Hashtags in Tweet in G7:
[11] stem
[11] stemeducation
[11] teacher
[11] scienceteacher
[8] science
[5] profesor
[2] profes
[2] teachfromhome
[2] scienceathome
[2] profe

Top Hashtags in Tweet in G8:
[58] scienceteacher
[36] stemed
[23] stemeducation
[18] biotechnology
[17] scienceeducation
[14] distancelearning
[14] science
[11] scied
[11] homeschool
[8] biology

Top Hashtags in Tweet in G9:
[80] scienceteacher
[35] stem
[15] keslerscience
[12] teachertwitter
[10] retweet
[9] science
[8] scied
[7] scienceed
[6] middleschool
[6] teacher

Top Hashtags in Tweet in G10:
[34] scienceteacher
[19] k12
[18] teachers
[13] technology
[12] science
[11] schoolproject
[11] remotelearning
[10] mathsteacher
[9] distancelearning
[8] stem

Top Words
Top Words in Tweet in Entire Graph:
[1581] #scienceteacher
[619] science
[583] #science
[303] #biology
[264] teacher
[248] #apbio
[241] #apbiology
[229] students
[222] apron
[186] one

Top Words in Tweet in G1:
[332] #scienceteacher
[113] #science
[73] science
[50] #teacher
[34] #education
[30] students
[25] teacher
[25] more
[22] today
[22] #teaching

Top Words in Tweet in G2:
[152] easygeography
[72] #geography
[72] article
[65] #volcano
[61] geography
[54] teacher
[54] choose
[54] use
[54] drone
[54] spectacular

Top Words in Tweet in G3:
[222] apron
[146] science
[76] teacher
[74] scientist
[73] shop
[73] female
[73] utility
[72] last
[72] one
[71] angieshandmade1

Top Words in Tweet in G4:
[51] biology
[42] missjlowes
[42] finally
[42] round
[42] finishing
[42] set
[42] dual
[42] coded
[42] required
[42] practical

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

Top Words in Tweet in G6:
[261] #scienceteacher
[255] #science
[247] #biology
[244] #apbio
[239] #apbiology
[161] #biologyteacher
[131] #bio
[129] apsoluterecap
[123] #podcast
[119] #collegeboard

Top Words in Tweet in G7:
[17] profesor
[15] ciencias
[12] vale
[12] pena
[11] #stem
[11] #stemeducation
[11] #teacher
[11] #scienceteacher
[8] #science
[8] unisabana

Top Words in Tweet in G8:
[58] #scienceteacher
[39] edvotek
[36] #stemed
[25] live
[23] #stemeducation
[19] edt
[18] #biotechnology
[17] #scienceeducation
[15] youtube
[15] join

Top Words in Tweet in G9:
[79] #scienceteacher
[35] #stem
[28] science
[16] students
[15] #keslerscience
[12] #teachertwitter
[11] lessons
[11] iamkesler
[10] school
[10] hoping

Top Words in Tweet in G10:
[34] #scienceteacher
[21] assignment
[20] students
[19] #k12
[18] educator
[18] #teachers
[18] free
[16] avoid
[15] activelylearn
[13] #technology

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[291] #science,#scienceteacher
[238] #apbio,#apbiology
[217] #biology,#science
[131] science,teacher
[125] #apbiology,#bio
[125] #bio,#biology
[116] #collegeboard,#testprep
[114] #testprep,#apexam
[110] #apexam,#apreview
[109] #apteacher,#apstudent

Top Word Pairs in Tweet in G1:
[23] #science,#scienceteacher
[18] science,teacher
[13] #teacher,#teachers
[13] #mathsteacher,#scienceteacher
[12] #scienceteacher,#science
[12] #education,#students
[11] #science,#education
[11] #students,#teacher
[11] #teachers,#mathsteacher
[10] #minisciencecentre,#msc

Top Word Pairs in Tweet in G2:
[54] geography,teacher
[54] teacher,choose
[54] choose,use
[54] use,drone
[54] drone,spectacular
[54] spectacular,footage
[54] footage,#volcano
[54] #volcano,#geography
[53] easygeography,geography
[50] #geography,#geographyt

Top Word Pairs in Tweet in G3:
[74] teacher,apron
[73] shop,science
[73] science,apron
[73] apron,science
[73] science,teacher
[73] apron,female
[73] female,scientist
[73] scientist,utility
[73] utility,apron
[72] last,one

Top Word Pairs in Tweet in G4:
[42] finally,round
[42] round,finishing
[42] finishing,set
[42] set,dual
[42] dual,coded
[42] coded,biology
[42] biology,required
[42] required,practical
[42] practical,instruction
[42] instruction,sheets

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

Top Word Pairs in Tweet in G6:
[238] #apbio,#apbiology
[221] #science,#scienceteacher
[216] #biology,#science
[125] #apbiology,#bio
[125] #bio,#biology
[116] #collegeboard,#testprep
[114] #testprep,#apexam
[110] #apexam,#apreview
[109] #apteacher,#apstudent
[107] #apbiology,#biology

Top Word Pairs in Tweet in G7:
[12] profesor,ciencias
[12] ciencias,vale
[12] vale,pena
[10] #stem,#stemeducation
[6] pena,#stem
[5] #teacher,#science
[4] #teacher,#scienceteacher
[3] #science,#scienceteacher
[3] seceducacundi,educacionbogota
[3] buenas,reflexiones

Top Word Pairs in Tweet in G8:
[15] #stemed,#stemeducation
[14] #scienceteacher,#stemed
[13] 1pm,edt
[12] thurs,14
[12] 14,1pm
[9] going,live
[9] hey,#scienceteacher
[9] agarose,gel
[9] gel,electrophoresis
[8] edt,going

Top Word Pairs in Tweet in G9:
[15] #keslerscience,#scienceteacher
[15] #scienceteacher,#stem
[10] hoping,miracles
[10] miracles,weekend
[10] weekend,#retweet
[10] #retweet,#teachertwitter
[10] #teachertwitter,#scienceteacher
[9] ms_ciampi,hoping
[8] middle,school
[7] school,science

Top Word Pairs in Tweet in G10:
[14] #k12,#scienceteacher
[10] #scienceteacher,#mathsteacher
[10] #mathsteacher,#schoolproject
[9] #remotelearning,#distancelearning
[8] educator,newsletter
[8] newsletter,full
[8] here's,avoid
[8] avoid,landing
[8] landing,educator
[8] educator,junk

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@easygeography
@apsoluterecap
@angieshandmade1
@shmslouisville
@fieldstudiesc
@mrsdzscientists
@missjlowes
@edvotek
@etownscience
@100kin10

Top Mentioned in G1:
@know_verse
@assisttohirenow
@feynmanism
@scienceteenz

Top Mentioned in G2:
@easygeography
@nicolaraluk

Top Mentioned in G3:
@angieshandmade1
@mcdonaldinst
@easygeography

Top Mentioned in G4:
@missjlowes
@missh_biology
@threesigfigs
@stemnewcastle

Top Mentioned in G5:
@fieldstudiesc
@fscslaptonley
@easygeography
@encounteredu

Top Mentioned in G6:
@apsoluterecap
@wardsscience
@stitcher
@gallagherlhs
@ripleycourtprep
@origamicells
@sanjacintousd
@wevideo
@spotify
@applepodcasts

Top Mentioned in G7:
@unisabana
@seceducacundi
@educacionbogota
@educaunisabana
@mincienciasco
@mineducacion
@planetovar
@aca_ciencia
@acadcienciacol
@sabanacv

Top Mentioned in G8:
@edvotek
@youtube
@nbcnews
@twomicroliters
@scienceam1
@asbmb
@statnews
@arstechnica
@sigmaxisociety
@maryfis85671198

Top Mentioned in G9:
@iamkesler
@ms_ciampi
@drshetalao
@pangolino_org
@missklauka
@abcactionnews
@science_teach_
@classtag
@afkcreationsnc
@profebarreto

Top Mentioned in G10:
@activelylearn
@justlearning_in
@scixchangeru
@k12prospects
@nyclearning
@mdispezio
@michaelkolios
@letstalkscience
@ajc
@dcsdk12

Top Tweeters
Top Tweeters in Entire Graph:
@barntiques859
@sectest9
@paoloigna1
@cowboyscifibot
@alhanda
@robre62
@smilingbluedog
@janromes
@femtech_
@hirogallery

Top Tweeters in G1:
@woodentek_world
@techninjatodd
@vvani4u
@twinklresources
@shaganpawar
@laughpurgatory
@studysync
@thebiospace
@dstan58
@monecharl

Top Tweeters in G2:
@anthropocenuke0
@imagine_garden
@johnzwicker1
@drmallickseeme1
@vivianharris45
@iamnotcrazy__
@lallyabrown
@cbradbee
@geographygem
@brenos100

Top Tweeters in G3:
@barntiques859
@alhanda
@smilingbluedog
@janromes
@hirogallery
@shadowdogdesign
@johngermaine
@grandmasddowry
@mainchannel_
@amiamigocco

Top Tweeters in G4:
@edutweetoz
@phoare1963
@teachingtricks
@teachercolin
@imisschalk
@ipmoran
@paddyshevlin
@ksasapp
@steameduk
@wandering_carla

Top Tweeters in G5:
@lawlor224
@drrlofthouse
@colinnwalker
@jua1313thomas
@britishspiders
@mildthing99
@gis4schools
@the_ga
@suetownsend3
@clotc

Top Tweeters in G6:
@adfreetalkradio
@lime_link
@chem_warrior
@dailystem
@msrozema
@spotify
@stitcher
@biomast
@wevideo
@ese_educator

Top Tweeters in G7:
@gusgomez1701
@educacionbogota
@tornilloarqui
@mineducacion
@minambienteco
@mabellaranews
@mincienciasco
@unisabana
@usmcomsabana
@springeredu

Top Tweeters in G8:
@nbcnews
@arstechnica
@everburningfire
@statnews
@weareteachers
@asbmb
@youtube
@sciencemagazine
@pbsteachers
@ccsu

Top Tweeters in G9:
@feralartist
@nplace1
@abcactionnews
@stem_nastics
@lauralovesart
@etsygroupboard
@stem_ai
@planetpals
@rrhondasutton
@support_a_teach

Top Tweeters in G10:
@sectest9
@cybersecurityn8
@ajc
@markj_ohnson
@jc_james_clark
@developersbot
@k12prospects
@imogenrcoephd
@kellettryerson
@umichsph


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