scienceteacher, Twitter, 8/15/2020 12:49:51 AM, 232659


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scienceteacher_2020-08-14_17-34-12.xlsx
scienceteacher_2020-08-14_17-34-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 15, 2020
Short Description:
scienceteacher via NodeXL https://bit.ly/3fXV9dL
@etownscience
@stem_ai
@profebarreto
@angieshandmade1
@drshetalao
@hoddermagazines
@ms_ciampi
@slidesmaniasm
@cmiller_teacher
@hodderschools

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

Description:
Description
The graph represents a network of 1,406 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 August 2020 at 00:36 UTC.

The requested start date was Saturday, 15 August 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 74-day, 19-hour, 57-minute period from Monday, 01 June 2020 at 00:13 UTC to Friday, 14 August 2020 at 20:11 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 : 1406
Unique Edges : 691
Edges With Duplicates : 2235
Total Edges : 2926
Number of Edge Types : 5
Mentions : 342
Tweet : 703
MentionsInRetweet : 1001
Replies to : 50
Retweet : 830
Self-Loops : 724
Reciprocated Vertex Pair Ratio : 0.0288379983036472
Reciprocated Edge Ratio : 0.0560593569661995
Connected Components : 400
Single-Vertex Connected Components : 215
Maximum Vertices in a Connected Component : 234
Maximum Edges in a Connected Component : 682
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.375104
Graph Density : 0.000614043524700951
Modularity : 0.448291
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 1,406 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 August 2020 at 00:36 UTC.

The requested start date was Saturday, 15 August 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 74-day, 19-hour, 57-minute period from Monday, 01 June 2020 at 00:13 UTC to Friday, 14 August 2020 at 20:11 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
[11] http://gifexperiments.blogspot.com
[11] https://www.amazon.com/hz/wishlist/ls/15O1EU8QBLQUL?ref_=wl_share
[10] https://www.field-studies-council.org/fsc-fieldworklive/
[8] https://www.k12prospects.com/LP/Blueprint/Blueprint.html?utm_source=facebook&utm_medium=posting-image&utm_campaign=blueprint&utm_content=textlink
[7] https://target.keslerscience.com/live-registration-pagemek8xqmp
[6] https://www.factsandreasons.com/en/facts-reasons-is-facial-recognition-technology-dangerous/
[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
[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://myokapi.com/going-going-gone-p-38.html

Top URLs in Tweet in G1:
[5] https://myokapi.com/going-going-gone-p-38.html
[2] https://www.theschoolsocial.in/e-magazine/2020/July_Day17.php?utm_source=DailyMagazine&utm_medium=Socialmedia&utm_campaign=July17&utm_term=All
[2] http://www.minisciencecentre.in
[2] https://www.patreon.com/scienceteacher
[2] https://etsy.me/2eG2MHA
[1] https://theconversation.com/laboratory-schools-a-new-educational-phenomenon-79071
[1] https://twitter.com/nasa/status/1267505909699358720
[1] https://www.instagram.com/accounts/login/?next=/p/CA-1lz4nCef/%3Figshid%3Dlc647tfxzlfs
[1] https://www.operatingtheatrelive.co.uk/teachers
[1] https://www.patheos.com/blogs/laughingindisbelief/2020/05/a-conversation-with-ties-director-bertha-vazquez/

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/1APYqGApL40ON5tpFMCAI-o6u3pmZIOMXGQuYhHwC1VU/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1GC3pYlHRoND76FbOdwLnuLq8580m2Ie5lPqI5D4kKqI/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1iXeo7S7GoN2I3n9VqHcUzKYvrQxUgA05r0BupyNv6w4/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://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1puFbsEohUQVdRtA1PlvS1D8il6fWIQTdFecn1VCEP7A/copy?usp%3Dsharing&followup=https://docs.google.com/presentation/d/1puFbsEohUQVdRtA1PlvS1D8il6fWIQTdFecn1VCEP7A/copy?usp%3Dsharing<mpl=slides
[1] https://www.youtube.com/watch?v=OAwNOE9Kifk&feature=youtu.be


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/last-onescience-apron-science-teacher?utm_campaign=Share&utm_medium=social_organic&utm_source=MSMT&utm_term=so.smt&share_time=1594674526000
[1] https://www.facebook.com/McDonaldInst

Top URLs in Tweet in G4:
[10] https://www.field-studies-council.org/fsc-fieldworklive/
[1] https://twitter.com/ZonePhysics/status/1153369478350233601/video/1
[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://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

Top URLs in Tweet in G5:
[2] https://chemistry.cramnow.com/
[1] https://forms.ncl.ac.uk/Shibboleth.sso/Login?target=https://forms.ncl.ac.uk/manage_forms.php

Top URLs in Tweet in G6:
[8] https://www.k12prospects.com/LP/Blueprint/Blueprint.html?utm_source=facebook&utm_medium=posting-image&utm_campaign=blueprint&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
[3] https://wardsworld.wardsci.com/blog-posts/how-to-teach-osmosis-and-diffusion-with-agar-cubes-a-free-activity
[2] https://wardsworld.wardsci.com/youtube-wards-world-videos/the-magic-of-crystals-the-wonderful-world-of-crystal-formation
[2] https://wardsworld.wardsci.com/stem-makerspace/how-to-build-a-makerspace-on-a-shoestring-budget-a-summertime-project
[1] https://twitter.com/StephanieBiggs4/status/1291143205052919808
[1] 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
[1] http://datanuggets.org/requesting-teacher-guides/
[1] https://www.youtube.com/watch?v=FDSRvUCR948&feature=youtu.be


Top URLs in Tweet in G7:
[11] https://www.amazon.com/hz/wishlist/ls/15O1EU8QBLQUL?ref_=wl_share
[3] https://www.teacherspayteachers.com/Product/World-Peace-Social-Emotional-Learning-Mindfulness-Words-Classroom-Poster-4832523?fbclid=IwAR32fhic8rHLGC6VTQUc0Wky-1AzEyFuN0S4Qmm5rzE0H4TuUf0TfzoXRDw
[2] https://www.amazon.com/hz/wishlist/ls/1QGQAEKO2I9FP?ref_=wl_share
[2] https://www.amazon.com/hz/wishlist/ls/1HY2CYNCENA8W?ref_=wl_share
[2] http://missosmosisteachingresources.com/2019/10/29/where-to-find-my-resources/
[1] https://www.youtube.com/watch?v=WY5abXORFSk&feature=youtu.be

[1] https://twitter.com/AaAl3jandr3/status/1277700482111242241
[1] https://www.amazon.com/hz/wishlist/ls/1YW3SZETZMC1R?ref_=wl_share
[1] https://www.teacherspayteachers.com:443/store/planetpals

Top URLs in Tweet in G8:
[1] https://twitter.com/ChristineNiewh1/status/1280472401164337153
[1] https://twitter.com/melifurman/status/1277708928709771264
[1] https://twitter.com/educaunisabana/status/1290688598296137739
[1] https://twitter.com/planetovar/status/1279008764918718465
[1] https://twitter.com/mineducacion/status/1276505709471989760
[1] https://twitter.com/educaunisabana/status/1278714671537758209

Top URLs in Tweet in G9:
[3] https://www.hoddereducation.co.uk/events#&pid=5&st=33&s=210&limit=true&type=4
[1] https://www.hoddereducation.co.uk/product/9781510480711?Product=9781510480711
[1] https://www.hoddereducation.co.uk/PMP-twitter
[1] https://www.hoddereducation.co.uk/product/9781510476455?Product=9781510476455
[1] https://www.hoddereducation.co.uk/product/9781510476424?Product=9781510476424
[1] https://www.hoddereducation.co.uk/product/9781510476431?Product=9781510476431
[1] https://twitter.com/pangolino_org/status/1271750960742838272
[1] https://twitter.com/JCellBiol/status/1271424286989914112
[1] https://twitter.com/JCellBiol/status/1271532496900030467
[1] https://twitter.com/newscientist/status/1271540414554783744

Top URLs in Tweet in G10:
[1] https://www.pexels.com/video/4972043/
[1] https://royalsociety.org/science-events-and-lectures/2020/summer-science-online/
[1] https://twitter.com/mires_mrs/status/1277893166327308288
[1] https://docs.google.com/forms/d/12Q5wOuuPCpBX53esaNo2O2BsmxWbKgSTxP81EzudWIA/edit

Top Domains
Top Domains in Tweet in Entire Graph:
[95] etsy.com
[72] twitter.com
[33] amazon.com
[31] instagram.com
[31] youtube.com
[21] wardsci.com
[20] google.com
[20] co.uk
[19] k12prospects.com
[12] keslerscience.com

Top Domains in Tweet in G1:
[27] twitter.com
[27] instagram.com
[5] myokapi.com
[4] co.uk
[4] youtube.com
[4] etsy.com
[3] amazon.com
[2] vijayavani.net
[2] donorschoose.org
[2] facebook.com

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

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

Top Domains in Tweet in G4:
[10] field-studies-council.org
[3] co.uk
[2] twitter.com
[1] economist.com
[1] theguardian.com

Top Domains in Tweet in G5:
[2] cramnow.com
[1] ac.uk

Top Domains in Tweet in G6:
[20] wardsci.com
[19] k12prospects.com
[9] youtube.com
[1] twitter.com
[1] datanuggets.org

Top Domains in Tweet in G7:
[16] amazon.com
[4] teacherspayteachers.com
[2] missosmosisteachingresources.com
[1] youtube.com
[1] twitter.com

Top Domains in Tweet in G8:
[6] twitter.com

Top Domains in Tweet in G9:
[10] co.uk
[4] twitter.com

Top Domains in Tweet in G10:
[1] pexels.com
[1] royalsociety.org
[1] twitter.com
[1] google.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[978] scienceteacher
[294] science
[103] teacher
[97] stem
[88] chemistry
[84] biology
[83] iteachscience
[77] scientificmethod
[77] scienceteaching
[74] etsy



Top Hashtags in Tweet in G1:
[281] scienceteacher
[79] science
[44] teacher
[34] education
[27] chemistry
[20] sciencefacts
[19] biology
[19] stem
[17] teaching
[16] edutwitter

Top Hashtags in Tweet in G2:
[77] scientificmethod
[61] interactivenotebook
[20] stem
[15] scienceteacher
[7] googleslides
[5] googleedu
[4] chemistryteacher
[4] labsafety
[4] interactivebitmoji
[3] digitallearning

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

Top Hashtags in Tweet in G4:
[19] geography
[14] scienceteacher
[12] geographyteacher
[12] volcano
[8] climatechange
[8] solar
[6] plasticwaste
[5] teacher
[3] fieldworklive
[2] lava

Top Hashtags in Tweet in G5:
[8] scienceteacher
[2] edutwitter
[2] mathsteacher
[2] science
[2] chemistry
[1] teamscience
[1] teaching
[1] education
[1] edutech
[1] alevels2021

Top Hashtags in Tweet in G6:
[41] scienceteacher
[40] science
[20] wardsworld
[18] wardsscience
[15] k12
[14] technology
[10] scratch3
[7] secondary
[7] security
[7] scienceproject

Top Hashtags in Tweet in G7:
[29] scienceteacher
[18] stem
[11] teachertwitter
[10] retweet
[7] clearthelist
[6] science
[5] scienceed
[5] teacher
[4] clearthelists
[3] teachingwithlupus

Top Hashtags in Tweet in G8:
[6] teacher
[6] scienceteacher
[6] profesor
[5] stem
[5] stemeducation
[3] science
[3] teachfromhome
[3] profe
[2] profes
[1] profesordeciencias

Top Hashtags in Tweet in G9:
[16] scienceteacher
[5] edutwitter
[5] stem
[4] scied
[4] thinklikeascientist
[4] scienceisawesome
[4] ilovescience
[3] sciencecpd
[3] iteachscience
[2] kitchenscience

Top Hashtags in Tweet in G10:
[11] scienceteacher
[5] geographyteacher
[5] climateemergency
[1] chemistry
[1] science
[1] teaching
[1] sciencetwitter
[1] purplerainbluetea
[1] ph
[1] naturalindicators

Top Words
Top Words in Tweet in Entire Graph:
[973] #scienceteacher
[597] science
[356] apron
[289] #science
[242] teacher
[226] one
[158] year
[155] etownscience
[148] school
[147] last

Top Words in Tweet in G1:
[279] #scienceteacher
[79] #science
[65] science
[44] #teacher
[34] #education
[28] students
[27] #chemistry
[26] year
[25] more
[24] sciencetico

Top Words in Tweet in G2:
[153] etownscience
[138] slidesmaniasm
[83] teach
[80] digital
[79] interactive
[78] notebook
[77] #scientificmethod
[77] created
[77] thanks
[74] tem

Top Words in Tweet in G3:
[356] apron
[280] science
[141] teacher
[141] scientist
[140] shop
[140] last
[140] one
[140] female
[140] utility
[138] angieshandmade1

Top Words in Tweet in G4:
[53] easygeography
[47] year
[30] article
[30] lessons
[29] amazing
[28] great
[28] graphic
[28] taking
[28] one
[28] flight

Top Words in Tweet in G5:
[42] finally
[42] round
[42] finishing
[42] set
[42] dual
[42] coded
[42] biology
[42] required
[42] practical
[42] instruction

Top Words in Tweet in G6:
[41] #scienceteacher
[40] #science
[31] school
[20] #wardsworld
[19] year
[19] form
[18] step
[18] plan
[18] online
[18] #wardsscience

Top Words in Tweet in G7:
[28] #scienceteacher
[18] #stem
[11] #teachertwitter
[10] hoping
[10] miracles
[10] weekend
[10] #retweet
[9] ms_ciampi
[7] #clearthelist
[6] look

Top Words in Tweet in G8:
[12] profesor
[10] ciencias
[7] vale
[7] pena
[6] #teacher
[6] #scienceteacher
[6] #profesor
[5] #stem
[5] #stemeducation
[4] unisabana

Top Words in Tweet in G9:
[26] science
[21] practice
[16] #scienceteacher
[15] copy
[14] makes
[14] permanent
[14] aqa
[14] gcse
[14] level
[14] hodderschools

Top Words in Tweet in G10:
[16] online
[11] #scienceteacher
[9] climate
[8] anyone
[8] creating
[8] content
[8] teaching
[8] next
[8] year
[8] made

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[168] science,teacher
[141] teacher,apron
[140] last,one
[140] science,apron
[140] apron,science
[140] apron,female
[140] female,scientist
[140] scientist,utility
[103] #science,#scienceteacher
[80] digital,interactive

Top Word Pairs in Tweet in G1:
[16] #science,#scienceteacher
[15] #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:
[77] teach,#scientificmethod
[77] #scientificmethod,digital
[77] digital,interactive
[77] interactive,notebook
[77] notebook,created
[77] created,thanks
[77] thanks,slidesmaniasm
[75] etownscience,teach
[74] slidesmaniasm,tem
[60] thank,slidesmaniasm

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

Top Word Pairs in Tweet in G4:
[28] amazing,article
[28] article,great
[28] great,graphic
[28] graphic,lessons
[28] lessons,taking
[28] taking,one
[28] one,flight
[28] flight,emits
[28] emits,much
[28] much,many

Top Word Pairs in Tweet in G5:
[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 G6:
[20] #science,#scienceteacher
[16] looking,online
[16] online,materials
[16] materials,plan
[16] plan,upcoming
[16] upcoming,school
[16] school,year
[16] year,fill
[16] fill,form
[16] form,gain

Top Word Pairs in Tweet in G7:
[15] #scienceteacher,#stem
[10] hoping,miracles
[10] miracles,weekend
[10] weekend,#retweet
[10] #retweet,#teachertwitter
[10] #teachertwitter,#scienceteacher
[9] ms_ciampi,hoping
[5] metacognition,look
[5] look,#science
[5] #science,lessons

Top Word Pairs in Tweet in G8:
[7] profesor,ciencias
[7] ciencias,vale
[7] vale,pena
[4] #stem,#stemeducation
[3] pena,#stem
[3] #teacher,#science
[3] #science,#scienceteacher
[3] buenas,reflexiones
[3] reflexiones,planetovar
[3] planetovar,profesor

Top Word Pairs in Tweet in G9:
[14] practice,makes
[14] makes,permanent
[14] aqa,gcse
[14] level,science
[11] win,copy
[11] copy,practice
[11] permanent,aqa
[11] gcse,level
[11] science,follow
[11] follow,retweet

Top Word Pairs in Tweet in G10:
[8] anyone,creating
[8] creating,online
[8] online,content
[8] content,teaching
[8] teaching,next
[8] next,year
[8] year,made
[8] made,funky
[8] funky,periodic
[8] periodic,table

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@etownscience
@slidesmaniasm
@angieshandmade1
@easygeography
@missjlowes
@data_nuggets
@_sciencecapital
@hodderschools
@k12prospects
@sciencetico

Top Mentioned in G1:
@sciencetico
@scienceteenz
@southrockaademy
@blacksnakeprod
@learnscifun

Top Mentioned in G2:
@etownscience
@slidesmaniasm
@msrazzchemclass
@mer_townsend

Top Mentioned in G3:
@angieshandmade1
@mcdonaldinst

Top Mentioned in G4:
@easygeography
@fscslaptonley

Top Mentioned in G5:
@missjlowes
@kcoscience
@rsc_eic
@doc_kristy
@stemnewcastle

Top Mentioned in G6:
@data_nuggets
@k12prospects
@justlearning_in
@wardsscience
@vrod2020
@stanlevenson
@stephaniebiggs4
@mayinstitute

Top Mentioned in G7:
@ms_ciampi
@science_teach_
@support_a_teach
@classtag
@gmetacognition
@sciencebuddies
@planetpals
@drshetalao
@profebarreto
@etownscience

Top Mentioned in G8:
@unisabana
@sabanacv
@planetovar
@profebarreto
@siemensstiftung
@seceducacundi
@educacionbogota
@obduliovp
@educaunisabana
@semanaed

Top Mentioned in G9:
@hodderschools
@hoddermagazines
@pangolino_org
@aqa
@drshetalao
@hodderintl
@mrfrankish
@crocodilechemi1
@stemybanda

Top Mentioned in G10:
@zoeschnepp
@geography_paul
@benking01
@roysocchem
@royalsociety
@sfed_rsc
@eteaket
@chatphysics
@royalsocbio
@rgs_ibgschools

Top Tweeters
Top Tweeters in Entire Graph:
@barntiques859
@sectest9
@dichristine
@cowboyscifibot
@mistersalesman
@alhanda
@smilingbluedog
@janromes
@malliardreport
@dianamsharpton

Top Tweeters in G1:
@vvani4u
@dsignsbycristal
@twinklresources
@shaganpawar
@njschooljobs
@laughpurgatory
@feliciab772
@rellartwork
@fizzicsed
@kimberleymatt

Top Tweeters in G2:
@liwanageugene
@bayannagalit
@shellterrell
@makyosunim
@athigah
@srb1970rita
@tarafarah7
@hechternacht
@nobleknits2
@techchef4u

Top Tweeters in G3:
@barntiques859
@alhanda
@smilingbluedog
@janromes
@dianamsharpton
@capecodgiftshop
@supersoftknits
@hirogallery
@tudortweep
@pennilessscribe

Top Tweeters in G4:
@imagine_garden
@ourfuturebot
@drmallickseeme1
@vivianharris45
@macnutman
@ericharvieschl
@bansingleuse
@wendy21brown
@mildthing99
@gis4schools

Top Tweeters in G5:
@edutweetoz
@doc_kristy
@phoare1963
@rsc_eic
@teachingtricks
@teachercolin
@imisschalk
@ksasapp
@wandering_carla
@kcoscience

Top Tweeters in G6:
@sectest9
@cybersecurityn8
@developersbot
@markj_ohnson
@jc_james_clark
@s_akrati
@askn0b0dy
@k12prospects
@lex1science
@vrod2020

Top Tweeters in G7:
@feralartist
@nplace1
@rrhondasutton
@stem_ai
@dulehill
@planetpals
@cmiller_teacher
@jumblejim
@support_a_teach
@authorjwiller

Top Tweeters in G8:
@educacionbogota
@tornilloarqui
@mineducacion
@mincienciasco
@unisabana
@usmcomsabana
@springeredu
@semanaed
@seceducacundi
@tiempodeciencia

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

Top Tweeters in G10:
@benking01
@royalsociety
@fcc_totnes
@royalsocbio
@harmsy
@philhumphreys46
@cgl_119
@roysocchem
@kernewekchemist
@scienceworldca


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