scienceteacher, Twitter, 7/4/2020 1:53:43 AM, 230200


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scienceteacher_2020-07-03_17-46-48.xlsx
scienceteacher_2020-07-03_17-46-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 04, 2020
Short Description:
scienceteacher via NodeXL https://bit.ly/38p0zwh
@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 1,641 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, 04 July 2020 at 00:47 UTC.

The requested start date was Saturday, 04 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 93-day, 3-hour, 25-minute period from Wednesday, 01 April 2020 at 11:52 UTC to Friday, 03 July 2020 at 15:17 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 : 1641
Unique Edges : 771
Edges With Duplicates : 3076
Total Edges : 3847
Number of Edge Types : 5
Mentions : 534
Retweet : 1086
MentionsInRetweet : 1217
Tweet : 967
Replies to : 43
Self-Loops : 993
Reciprocated Vertex Pair Ratio : 0.0458015267175573
Reciprocated Edge Ratio : 0.0875912408759124
Connected Components : 456
Single-Vertex Connected Components : 251
Maximum Vertices in a Connected Component : 521
Maximum Edges in a Connected Component : 1509
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 9.129175
Graph Density : 0.000509059021120376
Modularity : 0.383525
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 1,641 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, 04 July 2020 at 00:47 UTC.

The requested start date was Saturday, 04 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 93-day, 3-hour, 25-minute period from Wednesday, 01 April 2020 at 11:52 UTC to Friday, 03 July 2020 at 15:17 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://etsy.com/listing/769319036

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:
[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 G5:
[2] https://chemistry.cramnow.com/
[1] https://drive.google.com/file/d/115d7b7Hdtu72EeNvX12NLpQsGLca3jWC/view?usp=sharing
[1] https://twitter.com/missjlowes/status/1263074325734793217

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
[2] https://wardsworld.wardsci.com/blog-posts/how-vaccines-take-a-big-shot-against-viruses
[2] https://wardsworld.wardsci.com/youtube-wards-world-videos/bullfrog-dissection-everything-you-ever-wanted-to-know-in-6-minutes
[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://origamiorganelles.com/collections/complete-set
[1] https://origamiorganelles.com/collections/environmental-science/products/water-cycle
[1] https://origamiorganelles.com/collections/earth-science/products/river-valleys
[1] https://origamiorganelles.com/collections/earth-science/products/drainage-basins
[1] https://origamiorganelles.com/collections/earth-science/products/climate-change

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

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://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
[1] https://blog.edvotek.com/2020/04/07/five-citizen-science-apps-to-try-for-citizen-science-month/

Top URLs in Tweet in G9:
[12] https://www.amazon.com/hz/wishlist/ls/15O1EU8QBLQUL?ref_=wl_share
[3] 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] 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
[1] https://www.youtube.com/watch?v=ZECPdfaINbg


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=ygE8TcYzahU&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:
[111] etsy.com
[95] twitter.com
[70] instagram.com
[61] youtube.com
[29] wardsci.com
[25] co.uk
[25] spotify.com
[18] activelylearn.com
[17] google.com
[17] amazon.com

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

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:
[14] field-studies-council.org
[6] encounteredu.com

Top Domains in Tweet in G5:
[2] cramnow.com
[1] google.com
[1] twitter.com

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

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

Top Domains in Tweet in G8:
[13] 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] teacherspayteachers.com
[5] youtube.com
[5] keslerscience.com
[5] blogspot.com
[4] twitter.com
[2] wordpress.com
[1] google.com
[1] bilimsenligi.com
[1] etsy.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1515] scienceteacher
[556] science
[296] biology
[248] apbio
[241] apbiology
[179] biologyteacher
[151] iteachscience
[136] teacher
[129] bio
[120] study



Top Hashtags in Tweet in G1:
[329] scienceteacher
[110] science
[49] teacher
[32] education
[24] teacherlife
[21] teaching
[19] edutwitter
[18] teachers
[16] students
[15] stem

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

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:
[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 G5:
[11] scienceteacher
[4] asechat
[4] edutwitter
[4] cogscisci
[2] nqt
[2] science
[2] chemistry
[2] dualcoding
[1] teaching
[1] education

Top Hashtags in Tweet in G6:
[255] scienceteacher
[247] science
[244] apbio
[241] biology
[239] apbiology
[161] biologyteacher
[129] bio
[120] podcast
[117] collegeboard
[115] testprep

Top Hashtags in Tweet in G7:
[10] stem
[10] stemeducation
[10] teacher
[10] scienceteacher
[7] science
[3] profesor
[2] profes
[2] teachfromhome
[2] profe
[2] scienceathome

Top Hashtags in Tweet in G8:
[56] scienceteacher
[35] stemed
[23] stemeducation
[18] biotechnology
[16] scienceeducation
[14] distancelearning
[14] science
[11] homeschool
[10] scied
[8] biology

Top Hashtags in Tweet in G9:
[76] 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:
[32] scienceteacher
[18] teachers
[18] k12
[13] technology
[11] science
[11] remotelearning
[10] schoolproject
[9] mathsteacher
[9] distancelearning
[8] stem

Top Words
Top Words in Tweet in Entire Graph:
[1512] #scienceteacher
[602] science
[566] #science
[301] #biology
[259] teacher
[248] #apbio
[241] #apbiology
[223] students
[222] apron
[185] one

Top Words in Tweet in G1:
[328] #scienceteacher
[110] #science
[71] science
[49] #teacher
[32] #education
[29] students
[25] more
[24] #teacherlife
[23] teacher
[23] today

Top Words in Tweet in G2:
[151] easygeography
[72] article
[71] #geography
[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:
[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 G5:
[50] biology
[41] missjlowes
[41] finally
[41] round
[41] finishing
[41] set
[41] dual
[41] coded
[41] required
[41] practical

Top Words in Tweet in G6:
[255] #scienceteacher
[252] #science
[246] #biology
[244] #apbio
[239] #apbiology
[161] #biologyteacher
[131] #bio
[128] apsoluterecap
[120] #podcast
[117] #collegeboard

Top Words in Tweet in G7:
[12] profesor
[12] ciencias
[11] vale
[11] pena
[10] #stem
[10] #stemeducation
[10] #teacher
[10] #scienceteacher
[7] #science
[6] unisabana

Top Words in Tweet in G8:
[56] #scienceteacher
[39] edvotek
[35] #stemed
[23] #stemeducation
[22] live
[18] #biotechnology
[17] edt
[16] #scienceeducation
[15] join
[14] youtube

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

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

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[286] #science,#scienceteacher
[238] #apbio,#apbiology
[217] #biology,#science
[127] science,teacher
[125] #apbiology,#bio
[125] #bio,#biology
[114] #collegeboard,#testprep
[112] #testprep,#apexam
[108] #apexam,#apreview
[107] #apbiology,#biology

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

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] 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 G5:
[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 G6:
[238] #apbio,#apbiology
[218] #science,#scienceteacher
[216] #biology,#science
[125] #apbiology,#bio
[125] #bio,#biology
[114] #collegeboard,#testprep
[112] #testprep,#apexam
[108] #apexam,#apreview
[107] #apbiology,#biology
[107] #apteacher,#apstudent

Top Word Pairs in Tweet in G7:
[11] profesor,ciencias
[11] ciencias,vale
[11] vale,pena
[9] #stem,#stemeducation
[5] pena,#stem
[4] #teacher,#science
[4] #teacher,#scienceteacher
[3] pena,unisabana
[3] #stemeducation,#science
[3] #science,#teacher

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

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
[5] kesler,science
[5] middle,school

Top Word Pairs in Tweet in G10:
[13] #k12,#scienceteacher
[9] #scienceteacher,#mathsteacher
[9] #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:
@fieldstudiesc
@fscslaptonley
@easygeography
@encounteredu

Top Mentioned in G5:
@missjlowes
@missh_biology
@threesigfigs

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

Top Mentioned in G7:
@unisabana
@educaunisabana
@educacionbogota
@seceducacundi
@mincienciasco
@sabanacv
@semanaed
@mineducacion
@planetovar
@malokabogota

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:
@lawlor224
@drrlofthouse
@colinnwalker
@jua1313thomas
@mildthing99
@gis4schools
@britishspiders
@the_ga
@suetownsend3
@carltonlindrick

Top Tweeters in G5:
@edutweetoz
@phoare1963
@teachingtricks
@teachercolin
@imisschalk
@ipmoran
@paddyshevlin
@ksasapp
@steameduk
@wandering_carla

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
@support_a_teach
@cmiller_teacher

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