scienceteacher, Twitter, 8/8/2020 12:54:35 AM, 232133


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scienceteacher_2020-08-07_17-34-12.xlsx
scienceteacher_2020-08-07_17-34-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 08, 2020
Short Description:
scienceteacher via NodeXL https://bit.ly/2XB3EFa
@easygeography
@etownscience
@angieshandmade1
@laureenrichar13
@stem_ai
@fscslaptonley
@humhublewisham
@fieldstudiesc
@distancelrnbot
@lex1science

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

Description:
Description
The graph represents a network of 1,837 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, 08 August 2020 at 00:37 UTC.

The requested start date was Saturday, 08 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 97-day, 15-hour, 9-minute period from Friday, 01 May 2020 at 00:30 UTC to Thursday, 06 August 2020 at 15:40 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 : 1837
Unique Edges : 899
Edges With Duplicates : 3062
Total Edges : 3961
Number of Edge Types : 5
Mentions : 447
Tweet : 950
MentionsInRetweet : 1359
Retweet : 1142
Replies to : 63
Self-Loops : 974
Reciprocated Vertex Pair Ratio : 0.0335483870967742
Reciprocated Edge Ratio : 0.0649188514357054
Connected Components : 500
Single-Vertex Connected Components : 268
Maximum Vertices in a Connected Component : 306
Maximum Edges in a Connected Component : 867
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.438234
Graph Density : 0.00047498585716268
Modularity : 0.434354
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 1,837 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, 08 August 2020 at 00:37 UTC.

The requested start date was Saturday, 08 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 97-day, 15-hour, 9-minute period from Friday, 01 May 2020 at 00:30 UTC to Thursday, 06 August 2020 at 15:40 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/accounts/login/?next=/p/B_lvLI0AiPg/%3Figshid%3D1fo2zv4pmkmdb
[7] https://target.keslerscience.com/live-registration-pagemek8xqmp
[7] http://www.aliefisd.net
[6] https://www.factsandreasons.com/en/facts-reasons-is-facial-recognition-technology-dangerous/
[6] https://etsy.com/listing/769319036

Top URLs in Tweet in G1:
[5] https://myokapi.com/going-going-gone-p-38.html
[4] http://www.minisciencecentre.in
[3] https://www.theatremagic.com/giveaway/
[3] https://etsy.me/2eG2MHA
[2] https://assisttohire.com/job/28566/
[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
[1] https://www.youtube.com/watch?v=0_ehEzjvSos&feature=youtu.be

[1] https://www.instagram.com/accounts/login/?next=/p/B_uE0iYlGAO/%3Figshid%3D146ifdseze7du
[1] https://www.youtube.com/watch?v=T_0uGDEsGJw&feature=youtu.be


Top URLs in Tweet in G2:
[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://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

Top URLs in Tweet in G3:
[2] https://docs.google.com/presentation/d/1fXNRQs55jMTMfDIBZPCJJ9xtHmi3ie_tI7ZsNiZd130/edit?usp=sharing
[2] https://docs.google.com/presentation/d/1JxODCKUarxzyHgXQxj4QfDML25JfWlTr6ogUGJx1ohA/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://www.youtube.com/watch?v=OAwNOE9Kifk&feature=youtu.be


Top URLs in Tweet in G4:
[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.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 G5:
[1] https://www.pexels.com/video/4972043/
[1] https://twitter.com/compoundchem/status/1266099827785465862
[1] https://royalsociety.org/science-events-and-lectures/2020/summer-science-online/
[1] https://twitter.com/NHM_Learn/status/1265564022386147329
[1] https://twitter.com/mires_mrs/status/1277893166327308288
[1] https://docs.google.com/forms/d/12Q5wOuuPCpBX53esaNo2O2BsmxWbKgSTxP81EzudWIA/edit
[1] https://www.talkphysics.org/events/iop-regional-cpd-earth-and-space-pick-n-mix/

Top URLs in Tweet in G6:
[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 G7:
[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
[3] https://wardsworld.wardsci.com/stem-makerspace/how-to-build-a-makerspace-on-a-shoestring-budget-a-summertime-project
[3] https://origamiorganelles.com/
[2] 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/1461476/notes
[2] https://read.activelylearn.com/#teacher/reader/authoring/preview/1572846/notes
[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
[2] https://wardsworld.wardsci.com/youtube-wards-world-videos/bullfrog-dissection-everything-you-ever-wanted-to-know-in-6-minutes

Top URLs in Tweet in G8:
[2] https://chemistry.cramnow.com/
[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 G9:
[12] 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://twitter.com/AaAl3jandr3/status/1277700482111242241
[1] https://www.amazon.com/hz/wishlist/ls/1YW3SZETZMC1R?ref_=wl_share
[1] https://docs.google.com/presentation/d/1JxODCKUarxzyHgXQxj4QfDML25JfWlTr6ogUGJx1ohA/edit?usp=sharing
[1] https://twitter.com/pangolino_org/status/1271750960742838272
[1] https://twitter.com/JCellBiol/status/1271424286989914112

Top URLs in Tweet in G10:
[5] https://www.youtube.com/watch?v=KoOkHx3LGu8&feature=youtu.be

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

[1] https://www.youtube.com/watch?v=bUA1TxdS7vE&feature=youtu.be

[1] https://blog.edvotek.com/2020/05/05/four-cool-science-articles-that-arent-about-coronavirus/
[1] https://docs.google.com/forms/d/e/1FAIpQLSckt_q0PPd_ZLPrEvas4G0aKi1OxVK4ZsA1cl5dPecYqu-96g/viewform?usp=send_form
[1] https://twitter.com/edvotek/status/1258407800411238402
[1] https://www.edvotek.com/site/pdf/101.pdf

Top Domains
Top Domains in Tweet in Entire Graph:
[102] etsy.com
[97] twitter.com
[60] instagram.com
[58] youtube.com
[34] amazon.com
[25] wardsci.com
[24] co.uk
[24] google.com
[18] spotify.com
[16] blogspot.com

Top Domains in Tweet in G1:
[43] instagram.com
[30] twitter.com
[11] youtube.com
[6] amazon.com
[5] myokapi.com
[4] minisciencecentre.in
[3] co.uk
[3] theatremagic.com
[3] etsy.me
[2] assisttohire.com

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

Top Domains in Tweet in G3:
[10] google.com
[1] youtube.com

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

Top Domains in Tweet in G5:
[3] twitter.com
[1] pexels.com
[1] royalsociety.org
[1] google.com
[1] talkphysics.org

Top Domains in Tweet in G6:
[14] field-studies-council.org
[6] encounteredu.com

Top Domains in Tweet in G7:
[24] wardsci.com
[15] youtube.com
[12] k12prospects.com
[9] origamiorganelles.com
[6] activelylearn.com
[1] twitter.com
[1] datanuggets.org
[1] ajc.com

Top Domains in Tweet in G8:
[2] cramnow.com
[1] ac.uk
[1] twitter.com

Top Domains in Tweet in G9:
[17] amazon.com
[5] twitter.com
[4] teacherspayteachers.com
[2] missosmosisteachingresources.com
[1] google.com
[1] etsy.com
[1] instagram.com

Top Domains in Tweet in G10:
[14] youtube.com
[6] edvotek.com
[5] twitter.com
[2] cdc.gov
[1] google.com
[1] mrwizarstudios.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1385] scienceteacher
[407] science
[152] biology
[136] teacher
[123] stem
[118] iteachscience
[99] apbio
[98] scienceteaching
[97] homeschooling
[95] theapsoluterecap



Top Hashtags in Tweet in G1:
[346] scienceteacher
[89] science
[60] teacher
[33] education
[22] teacherlife
[22] edutwitter
[22] teaching
[21] stem
[21] teachers
[19] chemistry

Top Hashtags in Tweet in G2:
[73] geography
[64] volcano
[28] scienceteacher
[17] togetherinheart
[12] geographyteacher
[8] climatechange
[8] solar
[7] teacherstrong
[6] plasticwaste
[6] teacher

Top Hashtags in Tweet in G3:
[74] scientificmethod
[60] interactivenotebook
[18] stem
[14] scienceteacher
[7] googleslides
[5] googleedu
[4] labsafety
[4] interactivebitmoji
[3] digitallearning
[3] chemistryteacher

Top Hashtags in Tweet in G4:
[69] etsy
[4] scienceteacher
[3] science
[2] etsymntt
[2] womeninscience
[1] teachersonline
[1] craftshout
[1] volcano
[1] geography
[1] sciences

Top Hashtags in Tweet in G5:
[31] scienceteacher
[10] science
[9] chemistry
[7] puns
[7] gags
[5] geographyteacher
[5] climateemergency
[4] edutwitter
[4] physics
[3] nqt

Top Hashtags in Tweet in G6:
[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 G7:
[76] scienceteacher
[38] science
[24] wardsworld
[22] k12
[21] distancelearning
[21] wardsscience
[17] technology
[10] stem
[10] mathsteacher
[10] schoolproject

Top Hashtags in Tweet in G8:
[6] scienceteacher
[2] edutwitter
[2] mathsteacher
[2] science
[2] chemistry
[1] teaching
[1] education
[1] edutech
[1] alevels2021
[1] edchat

Top Hashtags in Tweet in G9:
[36] scienceteacher
[26] stem
[12] teachertwitter
[10] retweet
[8] clearthelist
[6] science
[5] scienceed
[5] scienceisawesome
[5] edutwitter
[5] teacher

Top Hashtags in Tweet in G10:
[46] scienceteacher
[29] stemed
[16] biotechnology
[14] stemeducation
[11] distancelearning
[10] scienceeducation
[9] homeschool
[8] scienceed
[7] teacherappreciationweek2020
[6] science

Top Words
Top Words in Tweet in Entire Graph:
[1380] #scienceteacher
[712] science
[406] #science
[362] apron
[357] teacher
[238] one
[199] students
[167] year
[165] use
[160] last

Top Words in Tweet in G1:
[343] #scienceteacher
[89] #science
[77] science
[60] #teacher
[33] more
[33] #education
[32] students
[25] teacher
[23] year
[22] today

Top Words in Tweet in G2:
[150] easygeography
[74] article
[72] #geography
[64] #volcano
[56] spectacular
[54] geography
[54] teacher
[54] choose
[54] use
[54] drone

Top Words in Tweet in G3:
[147] etownscience
[134] slidesmaniasm
[80] teach
[77] digital
[76] interactive
[75] notebook
[74] #scientificmethod
[74] created
[74] thanks
[72] tem

Top Words in Tweet in G4:
[362] apron
[282] science
[145] teacher
[143] scientist
[141] shop
[141] female
[141] utility
[140] last
[140] one
[138] angieshandmade1

Top Words in Tweet in G5:
[31] #scienceteacher
[16] online
[14] paper
[14] phase
[11] teaching
[10] anyone
[10] #science
[9] year
[9] free
[9] #chemistry

Top Words in Tweet in G6:
[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 G7:
[76] #scienceteacher
[38] #science
[34] school
[31] year
[24] students
[24] #wardsworld
[22] #k12
[22] online
[21] #distancelearning
[21] #wardsscience

Top Words in Tweet in G8:
[41] finally
[41] round
[41] finishing
[41] set
[41] dual
[41] coded
[41] biology
[41] required
[41] practical
[41] instruction

Top Words in Tweet in G9:
[35] #scienceteacher
[26] #stem
[12] #teachertwitter
[10] hoping
[10] miracles
[10] weekend
[10] #retweet
[9] ms_ciampi
[8] #clearthelist
[7] students

Top Words in Tweet in G10:
[46] #scienceteacher
[34] edvotek
[29] #stemed
[28] live
[20] edt
[18] join
[16] #biotechnology
[14] #stemeducation
[14] thurs
[13] 14

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[193] science,teacher
[175] #science,#scienceteacher
[143] teacher,apron
[141] science,apron
[141] apron,science
[141] apron,female
[141] female,scientist
[141] scientist,utility
[140] last,one
[98] #scienceteacher,#iteachscience

Top Word Pairs in Tweet in G1:
[16] #science,#scienceteacher
[15] #scienceteacher,#teacher
[14] #mathsteacher,#scienceteacher
[13] science,teacher
[13] #teacher,#teachers
[13] #science,#education
[12] #education,#students
[12] #students,#teacher
[12] #teachers,#mathsteacher
[11] #scienceteacher,#science

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] teach,#scientificmethod
[74] #scientificmethod,digital
[74] digital,interactive
[74] interactive,notebook
[74] notebook,created
[74] created,thanks
[74] thanks,slidesmaniasm
[72] etownscience,teach
[72] slidesmaniasm,tem
[59] thank,slidesmaniasm

Top Word Pairs in Tweet in G4:
[143] teacher,apron
[141] science,apron
[141] apron,science
[141] science,teacher
[141] apron,female
[141] female,scientist
[141] scientist,utility
[140] last,one
[74] utility,apron
[73] shop,science

Top Word Pairs in Tweet in G5:
[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 Word Pairs in Tweet in G6:
[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 G7:
[22] #science,#scienceteacher
[18] #wardsscience,#wardsworld
[16] looking,online
[16] online,materials
[16] materials,plan
[16] plan,upcoming
[16] upcoming,school
[16] school,year
[16] year,fill
[16] fill,form

Top Word Pairs in Tweet in G8:
[41] finally,round
[41] round,finishing
[41] finishing,set
[41] set,dual
[41] dual,coded
[41] coded,biology
[41] biology,required
[41] required,practical
[41] practical,instruction
[41] instruction,sheets

Top Word Pairs in Tweet in G9:
[14] #scienceteacher,#stem
[10] hoping,miracles
[10] miracles,weekend
[10] weekend,#retweet
[10] #retweet,#teachertwitter
[10] #teachertwitter,#scienceteacher
[9] ms_ciampi,hoping
[5] #scienceed,#scienceteacher
[4] classtag,amazing
[4] amazing,still

Top Word Pairs in Tweet in G10:
[13] 1pm,edt
[12] thurs,14
[12] 14,1pm
[10] #scienceteacher,#stemed
[10] #stemed,#stemeducation
[10] going,live
[9] hey,#scienceteacher
[9] agarose,gel
[9] gel,electrophoresis
[8] edt,going

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@easygeography
@etownscience
@angieshandmade1
@slidesmaniasm
@fieldstudiesc
@missjlowes
@apsoluterecap
@edvotek
@data_nuggets
@_sciencecapital

Top Mentioned in G1:
@sciencetico
@assisttohirenow
@feynmanism
@scienceteenz
@southrockaademy
@blacksnakeprod

Top Mentioned in G2:
@easygeography
@shmslouisville
@mrsdzscientists

Top Mentioned in G3:
@etownscience
@slidesmaniasm
@msrazzchemclass
@mer_townsend

Top Mentioned in G4:
@angieshandmade1
@mcdonaldinst
@easygeography

Top Mentioned in G5:
@zoeschnepp
@geography_paul
@stewwrites
@roysocchem
@iopteaching
@doc_kristy
@benking01
@docwhalley
@phetsims
@kcoscience

Top Mentioned in G6:
@fieldstudiesc
@fscslaptonley
@easygeography
@encounteredu

Top Mentioned in G7:
@data_nuggets
@justlearning_in
@wardsscience
@k12prospects
@activelylearn
@vrod2020
@stanlevenson
@stephaniebiggs4
@mayinstitute
@ripleycourtprep

Top Mentioned in G8:
@missjlowes
@stemnewcastle

Top Mentioned in G9:
@ms_ciampi
@science_teach_
@drshetalao
@pangolino_org
@support_a_teach
@classtag
@afkcreationsnc
@etownscience
@planetpals
@noturmomsavon

Top Mentioned in G10:
@edvotek
@youtube
@nbcnews
@drsnowflack
@philipmrussell1
@jamiet4123
@govholcomb
@indianapoliszoo
@cdcgov
@asbmb

Top Tweeters
Top Tweeters in Entire Graph:
@barntiques859
@sectest9
@paoloigna1
@dichristine
@cowboyscifibot
@mistersalesman
@alhanda
@robre62
@smilingbluedog
@janromes

Top Tweeters in G1:
@woodentek_world
@vvani4u
@twinklresources
@shaganpawar
@njschooljobs
@laughpurgatory
@thebiospace
@feliciab772
@rellartwork
@fizzicsed

Top Tweeters in G2:
@anthropocenuke0
@imagine_garden
@ourfuturebot
@drmallickseeme1
@vivianharris45
@iamnotcrazy__
@lallyabrown
@macnutman
@cbradbee
@geographygem

Top Tweeters in G3:
@liwanageugene
@bayannagalit
@shellterrell
@makyosunim
@athigah
@srb1970rita
@tarafarah7
@hechternacht
@nobleknits2
@techchef4u

Top Tweeters in G4:
@barntiques859
@alhanda
@smilingbluedog
@janromes
@dianamsharpton
@capecodgiftshop
@supersoftknits
@hirogallery
@tudortweep
@pennilessscribe

Top Tweeters in G5:
@rondelle10_b
@benking01
@doc_kristy
@lego_group
@royalsociety
@fcc_totnes
@chemdrk
@maternitycpd
@royalsocbio
@harmsy

Top Tweeters in G6:
@lawlor224
@drrlofthouse
@colinnwalker
@jua1313thomas
@britishspiders
@mildthing99
@gis4schools
@the_ga
@suetownsend3
@clotc

Top Tweeters in G7:
@sectest9
@cybersecurityn8
@ajc
@developersbot
@markj_ohnson
@jc_james_clark
@s_akrati
@askn0b0dy
@k12prospects
@umichsph

Top Tweeters in G8:
@edutweetoz
@phoare1963
@teachingtricks
@teachercolin
@imisschalk
@ksasapp
@wandering_carla
@scott_teach
@mumta_sharma
@opsonise

Top Tweeters in G9:
@feralartist
@nplace1
@etsygroupboard
@stem_ai
@rrhondasutton
@dulehill
@planetpals
@cmiller_teacher
@jumblejim
@support_a_teach

Top Tweeters in G10:
@nbcnews
@msnbc
@arstechnica
@fallontonight
@everburningfire
@statnews
@weareteachers
@asbmb
@cdcgov
@youtube