scienceteacher, Twitter, 4/25/2020 1:27:42 AM, 225540


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scienceteacher_2020-04-24_17-33-00.xlsx
scienceteacher_2020-04-24_17-33-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 25, 2020
Short Description:
scienceteacher via NodeXL https://bit.ly/353RPd1
@easygeography
@stem_ai
@edvotek
@discoveringdna
@nsta
@rmets
@dtw_education
@nonsuchgeog
@chsiceland18
@seesaw

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

Description:
Description
The graph represents a network of 1,826 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, 25 April 2020 at 00:33 UTC.

The requested start date was Saturday, 25 April 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 83-day, 14-hour, 11-minute period from Saturday, 01 February 2020 at 00:23 UTC to Friday, 24 April 2020 at 14:34 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 : 1826
Unique Edges : 909
Edges With Duplicates : 3549
Total Edges : 4458
Number of Edge Types : 5
MentionsInRetweet : 1475
Mentions : 577
Replies to : 48
Retweet : 1242
Tweet : 1116
Self-Loops : 1135
Reciprocated Vertex Pair Ratio : 0.0427568602425016
Reciprocated Edge Ratio : 0.0820073439412485
Connected Components : 480
Single-Vertex Connected Components : 235
Maximum Vertices in a Connected Component : 426
Maximum Edges in a Connected Component : 1319
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.849554
Graph Density : 0.00049032993743342
Modularity : 0.390532
NodeXL Version : 1.0.1.431
Data Import : The graph represents a network of 1,826 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, 25 April 2020 at 00:33 UTC.

The requested start date was Saturday, 25 April 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 83-day, 14-hour, 11-minute period from Saturday, 01 February 2020 at 00:23 UTC to Friday, 24 April 2020 at 14:34 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:
[50] https://medicbuddies.com/
[11] http://gifexperiments.blogspot.com
[8] http://www.k12prospects.com/LP/Prospects-Segmentation/The-Benefits-of-Segmentation-in-Marketing-to-New-K-12-Customers.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=prospects-segmentation&utm_content=textlink
[5] https://read.activelylearn.com/#teacher/reader/authoring/preview/1385306/notes
[5] https://read.activelylearn.com/#teacher/reader/authoring/preview/1155573/notes
[5] https://www.oratory.co.uk/information/employment-opportunities/vacancies
[5] https://blog.edvotek.com/2020/03/18/calling-all-scientists/
[4] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/?tid=ss_tw
[4] https://www.pinterest.com/HMHLearning/hmh-science-lab/
[4] https://etsy.com/listing/783200101

Top URLs in Tweet in G1:
[50] https://medicbuddies.com/
[3] https://ats4.atenterprise.powerschool.com/unsupported_browser.jsp
[3] https://origamiorganelles.com/
[3] https://origamiorganelles.com/collections/anatomy
[2] https://www.teacherspayteachers.com/Product/Eco-Tips-FLASH-CARDS-Set-22-Fun-Cartoons-Earth-Science-Lessons-4a-Better-World-4873630
[2] https://www.instagram.com/mrskleinwaksbelievesinscience
[2] https://www.jobors.com/job-description/hiring-prt-science-cbse-school-noida-4-to-10-years?job_postid=8051
[2] https://www.sciencebuddies.org/blog/three-valentines-day-stem-projects?from=TW
[2] https://origamiorganelles.com/collections/biology
[1] https://www.instagram.com/p/B8A7chsnLO3/

Top URLs in Tweet in G2:
[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/whisto_maths/status/1229168528827338753
[1] https://www.theguardian.com/environment/2020/feb/18/how-should-jeff-bezos-invest-his-10bn-earth-fund-amazon-climate-crisis?CMP=Share_iOSApp_Other
[1] https://earthhow.com/lava-magma-difference/
[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.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.bbc.co.uk/news/science-environment-51633560
[1] https://www.bbc.co.uk/iplayer/episode/p059y0p1
[1] https://www.bbc.co.uk/news/world-us-canada-49039095
[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

Top URLs in Tweet in G3:
[1] https://twitter.com/nkucinsam/status/1245918386221023234
[1] https://scienceinthecity.stanford.edu/
[1] https://berkeley.qualtrics.com/jfe/form/SV_2lcpch6hjcwgGkB
[1] https://berkeley.qualtrics.com/jfe/form/SV_0B1Tu6smV5QM0PH

Top URLs in Tweet in G4:
[8] http://www.k12prospects.com/LP/Prospects-Segmentation/The-Benefits-of-Segmentation-in-Marketing-to-New-K-12-Customers.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=prospects-segmentation&utm_content=textlink
[5] https://read.activelylearn.com/#teacher/reader/authoring/preview/1385306/notes
[5] https://read.activelylearn.com/#teacher/reader/authoring/preview/1155573/notes
[3] https://read.activelylearn.com/#teacher/catalog/coronavirus
[3] 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://www.activelylearn.com/
[2] https://read.activelylearn.com/#teacher/reader/authoring/preview/894914/notes
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/1125603/notes
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/1131983/notes

Top URLs in Tweet in G5:
[5] https://blog.edvotek.com/2020/03/18/calling-all-scientists/
[2] https://www.instagram.com/p/B9iBSgQpGA-/?igshid=16g1xdnqhvpu1
[2] https://savvysecondaryscience.blogspot.com/2018/10/reading-techniques-to-help-students.html
[2] https://www.zazzle.com/from_light_to_chemical_energy_photosynthesis_t_shirt-235785741340506381
[2] https://www.zazzle.com/photosynthesis_carbon_dioxide_water_t_shirt-235923959629648304
[2] https://www.zazzle.com/z/ogllc?rf=238405421968423971&tc=TWITTHELCTRMGNTCSPCTRMPHYSCSaprn101118
[1] https://www.edvotek.com/guides-lesson-plans
[1] https://twitter.com/PLTWorg/status/1223688189719613441
[1] https://twitter.com/PLTWorg/status/1226145752457601024
[1] https://twitter.com/MrWellsScience/status/1227253505603145728

Top URLs in Tweet in G6:
[4] https://www.teacherspayteachers.com/Product/Social-Studies-Themed-STEM-Multi-Pack-with-Greta-Thunberg-Interactive-Notebook-5283355
[3] https://www.weareteachers.com/7th-grade-science-projects/
[3] https://www.discover-the-world.com/study-trips/blog/international-womens-day-2020/
[3] https://www.newscientist.com/article/mg24532711-000-new-scientist-survey-shows-science-jobs-are-long-and-fulfilling/
[3] https://www2.fundsforngos.org/science-and-technology/funding-support-for-science-education-and-informal-learning-environments-denmark/
[3] https://scholarlykitchen.sspnet.org/2020/02/13/inspiring-the-next-generation-of-women-in-science/
[2] https://www.youtube.com/watch?v=dni6QyTZZ9I

[2] https://www.bilimsenligi.com/stem-ders-plani-yarismasi-lego-education-ozel.html/
[2] https://www.mynbc5.com/article/new-telescope-shows-incredible-images-of-the-sun-never-seen-before/30704614
[1] https://www.instagram.com/p/B8HDj79pdzC/?igshid=1d27ejqwj8rav

Top URLs in Tweet in G7:
[2] https://twitter.com/RunEducator/status/1226076440749379584
[1] https://ncase.me/loopy/?fbclid=IwAR2zwmTZUWUOjg70wUHYgQcwd1AG2o4oMeYUlr-0MhfNpuVaDIbzo9RWO2M
[1] http://Best.Day
[1] https://comfyteach.home.blog/2019/08/10/5-things-you-should-know-for-your-1st-year-as-head-of-science/
[1] https://twitter.com/dsheadteacher/status/1224401741032181760
[1] https://www.sciencejewelry1824.com/collections/necklaces/products/bacteriophage
[1] https://twitter.com/Bored_Teachers/status/1230930724804583425
[1] https://ypte.org.uk/learn

Top URLs in Tweet in G8:
[2] https://www.youtube.com/watch?v=lwphFgEXo6M&feature=emb_title

[1] https://lifethroughgreentintedglasses.blog/2020/04/01/xizzaxs-shop-of-human-parts-a-deal-that-will-make-you-jump-out-of-your-skin/
[1] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1tONmOUqs2UgNHswmQR5_ZzndTK_LZhM9gerd9uAZIKQ/copy&followup=https://docs.google.com/presentation/d/1tONmOUqs2UgNHswmQR5_ZzndTK_LZhM9gerd9uAZIKQ/copy<mpl=slides
[1] https://airqualityegg.com/portal/#lab039b87fc-5148-499e-8af4-b33a730c56be
[1] http://D.O.Ls
[1] https://www.myscilife.org/
[1] http://blog.nsta.org/2019/02/25/using-social-media-and-technology-to-encourage-students-evidence-based-discussions/

Top URLs in Tweet in G9:
[2] https://www.amazon.com/registry/wishlist/3NFW41H4ZGG3W/ref=cm_sw_r_cp_ep_ws_79.tBb108Y3AE

Top URLs in Tweet in G10:
[3] https://www.drjosciencesolutions.co.uk/workshops
[1] https://twitter.com/pa_schools/status/1231564417965469697
[1] https://twitter.com/compoundchem/status/1229376987451420672
[1] https://twitter.com/agittner/status/1228745276460093440
[1] https://twitter.com/theskylabstem/status/1247108044883988480
[1] https://drjosciencesolutions.co.uk/2020/02/09/kitchen-science-a-guest-blog-post/
[1] https://drjosciencesolutions.co.uk/2019/10/07/guest-blog-post-for-nexus-education-on-supporting-primary-science/
[1] https://twitter.com/maizegrowers/status/1223292481648939008

Top Domains
Top Domains in Tweet in Entire Graph:
[97] instagram.com
[86] twitter.com
[50] medicbuddies.com
[49] co.uk
[37] teacherspayteachers.com
[30] youtube.com
[28] wardsci.com
[27] blogspot.com
[25] activelylearn.com
[21] etsy.com

Top Domains in Tweet in G1:
[65] instagram.com
[50] medicbuddies.com
[16] twitter.com
[16] origamiorganelles.com
[13] teacherspayteachers.com
[11] co.uk
[7] nemnet.com
[6] youtube.com
[5] sciencebuddies.org
[5] blogspot.com

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

Top Domains in Tweet in G3:
[2] qualtrics.com
[1] twitter.com
[1] stanford.edu

Top Domains in Tweet in G4:
[24] activelylearn.com
[11] k12prospects.com
[1] hechingerreport.org
[1] michaeldispezio.com
[1] mailchi.mp
[1] twitter.com

Top Domains in Tweet in G5:
[23] twitter.com
[18] edvotek.com
[9] blogspot.com
[6] zazzle.com
[2] wordpress.com
[2] teacherspayteachers.com
[2] instagram.com
[1] google.com
[1] stltoday.com
[1] npr.org

Top Domains in Tweet in G6:
[6] teacherspayteachers.com
[5] bilimsenligi.com
[3] weareteachers.com
[3] youtube.com
[3] discover-the-world.com
[3] newscientist.com
[3] fundsforngos.org
[3] sspnet.org
[2] instagram.com
[2] mynbc5.com

Top Domains in Tweet in G7:
[4] twitter.com
[1] ncase.me
[1] best.day
[1] home.blog
[1] sciencejewelry1824.com
[1] org.uk

Top Domains in Tweet in G8:
[2] youtube.com
[1] lifethroughgreentintedglasses.blog
[1] google.com
[1] airqualityegg.com
[1] o.ls
[1] myscilife.org
[1] nsta.org

Top Domains in Tweet in G9:
[2] amazon.com

Top Domains in Tweet in G10:
[5] twitter.com
[5] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1701] scienceteacher
[639] science
[233] biology
[187] stem
[186] teacher
[179] geography
[176] geographyteacher
[162] biologyteacher
[151] apbio
[138] iteachscience



Top Hashtags in Tweet in G1:
[399] scienceteacher
[186] science
[78] stem
[77] teacher
[55] astronomy
[55] scienceed
[55] homeschooling
[54] sciencefair
[53] homeschool
[52] sciencefairproject

Top Hashtags in Tweet in G2:
[164] geography
[113] geographyteacher
[47] plasticwaste
[25] scienceteacher
[24] volcano
[24] lightning
[21] lava
[20] teacher
[12] climatechange
[5] edutwitter

Top Hashtags in Tweet in G3:
[6] scienceteacher
[2] elementaryteacher
[2] handsonmindson
[2] stem
[2] k12science
[1] ngss
[1] scienceed
[1] bestofluck
[1] ilovemyjob
[1] biologyteacher

Top Hashtags in Tweet in G4:
[31] scienceteacher
[25] teachers
[12] science
[8] elateacher
[7] remotelearning
[7] criticalthinking
[6] coronavirus
[6] covidー19
[5] distancelearning
[5] covid19edu

Top Hashtags in Tweet in G5:
[97] scienceteacher
[53] stemed
[46] scied
[30] stemeducation
[15] pltwsummit
[14] science
[10] edvotekathome
[9] biochemistry
[8] stem
[7] distancelearning

Top Hashtags in Tweet in G6:
[64] scienceteacher
[53] science
[41] ebshare
[35] stem
[26] biology
[20] handson
[16] labs
[15] anatomy
[11] dna
[10] apbio

Top Hashtags in Tweet in G7:
[52] scienceteacher
[36] biologyteacher
[16] teach180
[12] biology
[3] schoolleadership
[2] classpet
[2] hpscifest
[2] hpisd
[2] teacherlife
[2] translation

Top Hashtags in Tweet in G8:
[62] scienceteacher
[30] togetherinheart
[27] digitallearning
[25] nasa
[25] natgeo
[18] spacescience
[15] weareib
[15] ib
[15] space
[14] microsoftteams

Top Hashtags in Tweet in G9:
[9] science
[5] scienceteacher
[2] flexibleseating
[2] clearthelists
[1] plc
[1] education
[1] edutwitter

Top Hashtags in Tweet in G10:
[31] scienceteacher
[25] primaryscience
[16] stemeducation
[10] drjo
[9] stemed
[9] becurious
[8] drjoscience
[7] year4
[7] year6
[6] scienceclub

Top Words
Top Words in Tweet in Entire Graph:
[2095] Words in Sentiment List#1: Positive
[506] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[60759] Non-categorized Words
[63360] Total Words
[1699] #scienceteacher
[649] #science
[530] science
[299] students
[268] easygeography

Top Words in Tweet in G1:
[397] #scienceteacher
[186] #science
[80] science
[78] #stem
[77] #teacher
[55] #astronomy
[55] #scienceed
[55] #homeschooling
[54] #sciencefair
[53] #homeschool

Top Words in Tweet in G2:
[259] easygeography
[162] #geography
[113] #geographyteacher
[108] great
[99] video
[97] little
[78] going
[78] amazon
[75] add
[75] rainforest

Top Words in Tweet in G3:
[54] lessons
[54] science
[52] teachers
[52] bunch
[52] downloadable
[52] use
[52] interactive
[52] home
[52] based
[51] doc_b_brown

Top Words in Tweet in G4:
[41] free
[31] #scienceteacher
[29] activelylearn
[26] students
[25] #teachers
[23] assignment
[21] assignments
[20] avoid
[13] science
[13] k12prospects

Top Words in Tweet in G5:
[97] #scienceteacher
[53] #stemed
[46] #scied
[30] #stemeducation
[29] students
[26] edvotek
[23] great
[17] science
[15] #pltwsummit
[14] #science

Top Words in Tweet in G6:
[64] #scienceteacher
[52] #science
[41] today
[41] #ebshare
[37] students
[35] #stem
[27] ehslsciences
[26] #biology
[24] women
[20] #handson

Top Words in Tweet in G7:
[52] #scienceteacher
[36] #biologyteacher
[16] #teach180
[15] first
[12] #biology
[12] one
[12] biology
[10] today
[10] ss
[10] anyone

Top Words in Tweet in G8:
[71] shmslouisville
[62] #scienceteacher
[55] l6
[44] mrsdzscientists
[34] science
[30] #togetherinheart
[29] moon
[27] #digitallearning
[25] #nasa
[25] #natgeo

Top Words in Tweet in G9:
[25] science
[22] use
[21] teacher
[18] hi
[18] 7th
[18] grade
[18] brooklyn
[18] married
[18] mrhadzovic
[18] making

Top Words in Tweet in G10:
[31] #scienceteacher
[25] #primaryscience
[22] science
[22] drjoscience
[16] #stemeducation
[12] kflhanson
[10] #drjo
[9] #stemed
[9] #becurious
[8] home

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[283] #science,#scienceteacher
[137] #apbio,#apbiology
[117] #biology,#science
[111] #apbiology,#biology
[107] #geography,#geographyteacher
[90] easygeography,great
[83] #scienceteacher,#iteachscience
[82] #scienceteacher,#biologyteacher
[80] #scienceteaching,#scienceteacher
[79] case,study

Top Word Pairs in Tweet in G1:
[88] #science,#scienceteacher
[51] #sciencefair,#sciencefairproject
[50] #spaceflight,#moon2mars
[50] #moon2mars,#scienceed
[50] #scienceed,#science
[50] #scienceteacher,#nasa
[50] #nasa,#sciam
[50] #sciam,#astronomy
[50] #astronomy,#mars
[50] #mars,#stem

Top Word Pairs in Tweet in G2:
[103] #geography,#geographyteacher
[88] easygeography,great
[75] great,little
[75] little,video
[75] video,going
[75] going,add
[75] add,amazon
[75] amazon,rainforest
[75] rainforest,case
[75] case,study

Top Word Pairs in Tweet in G3:
[52] science,teachers
[52] teachers,bunch
[52] bunch,downloadable
[52] downloadable,lessons
[52] lessons,use
[52] use,interactive
[52] interactive,home
[52] home,based
[51] doc_b_brown,science
[51] based,less

Top Word Pairs in Tweet in G4:
[11] free,#teachers
[11] #science,#scienceteacher
[10] free,remote
[10] remote,learning
[10] learning,access
[10] access,assignments
[10] assignments,curriculum
[10] curriculum,units
[10] units,premium
[10] premium,features

Top Word Pairs in Tweet in G5:
[22] #stemed,#scied
[19] #scied,#scienceteacher
[16] #stemed,#stemeducation
[13] #scienceteacher,#stemed
[12] #scied,#stemed
[12] #scienceteacher,#stemeducation
[10] teach,students
[8] learn,more
[7] #science,#scienceteacher
[7] #scienceteacher,great

Top Word Pairs in Tweet in G6:
[25] #science,#scienceteacher
[12] today,international
[12] international,women
[12] women,day
[12] dr,sylvia
[12] sylvia,knight
[12] knight,rmets
[10] #ebshare,#biology
[9] dtw_education,today
[9] day,recognition

Top Word Pairs in Tweet in G7:
[36] #biologyteacher,#scienceteacher
[14] #teach180,#biologyteacher
[9] immunity,hands
[9] hands,down
[9] down,one
[9] one,favourite
[9] favourite,biology
[9] biology,topics
[9] topics,teach
[9] teach,anyone

Top Word Pairs in Tweet in G8:
[19] science,expo
[15] digital,learning
[15] learning,shmslouisville
[12] mrsdzscientists,l6
[11] theme,year
[11] moon,phases
[11] l6,student
[10] shmslouisville,#togetherinheart
[9] during,digital
[9] l6,rocked

Top Word Pairs in Tweet in G9:
[21] science,teacher
[18] hi,7th
[18] 7th,grade
[18] grade,science
[18] teacher,brooklyn
[18] brooklyn,married
[18] married,mrhadzovic
[18] mrhadzovic,making
[18] making,sister
[18] sister,law

Top Word Pairs in Tweet in G10:
[8] #drjo,#drjoscience
[7] zip,wire
[7] #stemed,#stemeducation
[6] #primaryscience,#scienceteacher
[6] home,ed
[5] free,science
[5] science,activities
[5] activities,sciencesparks
[5] sciencesparks,suggest
[5] suggest,teddy

Top Replied-To
Top Replied-To in Entire Graph:
@_1205__s
@nycschools
@natgeoeducation
@thewaterproject
@jeanharrie
@kennelly_school
@ericstratton196
@alfredtwo
@mosamack
@cnn

Top Replied-To in G3:
@richbacolor

Top Replied-To in G4:
@jeanharrie

Top Replied-To in G5:
@iamkesler

Top Replied-To in G7:
@withamsci
@mrsspalding

Top Replied-To in G8:
@thewaterproject
@natgeoeducation

Top Replied-To in G9:
@support_a_teach
@ihadztotreatya

Top Replied-To in G10:
@cu_trust
@scienceicons

Top Mentioned
Top Mentioned in Entire Graph:
@easygeography
@apsoluterecap
@shmslouisville
@doc_b_brown
@mrsdzscientists
@activelylearn
@ehslsciences
@edvotek
@sciencetico
@drjoscience

Top Mentioned in G1:
@know_verse
@planetpals
@spaceisfakeaf
@serpinstitute

Top Mentioned in G2:
@easygeography
@nicolaraluk

Top Mentioned in G3:
@doc_b_brown
@ucmpberkeley
@ellabowling

Top Mentioned in G4:
@activelylearn
@k12prospects
@nasa
@mdispezio
@nyclearning
@wvstateu
@scixchangeru
@trentuni
@astrodanntu
@eh_stonehenge

Top Mentioned in G5:
@edvotek
@pltworg
@visitindy
@sigmaxisociety
@techsavvysci
@nsta
@npr
@miss_packer
@iamkesler
@wordsandunwords

Top Mentioned in G6:
@ehslsciences
@rmets
@stemfinity
@dtw_education
@easygeography
@warrior_science
@missklauka
@abcactionnews
@kightleys
@walkermiddleib

Top Mentioned in G7:
@missh_biology
@sarahcomfort1
@victorialhall1
@mer_townsend
@mjogalvin1
@adamboxer1
@withamsci
@petco
@nikrorke
@drwilkinsonsci

Top Mentioned in G8:
@shmslouisville
@mrsdzscientists
@nsta
@natgeoeducation
@seesaw
@shms
@google

Top Mentioned in G9:
@mrhadzovic
@ihadztotweet
@gimuz31
@support_a_teach
@micheledownard
@nicoletmiddle
@mrsverorod
@smccomisky
@ihadztotreatya

Top Mentioned in G10:
@drjoscience
@kflhanson
@sciencesparks
@pa_schools
@cu_trust
@fsd_limited
@iteachboys92
@erchilvers

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@sewstitchquilt2
@elalam_vnz
@femtech_
@ronaldclarke
@foxnews
@spider_gina
@nytimes
@newschannelnine
@bbcworld

Top Tweeters in G1:
@huddersfield_wk
@halifax_jobs_uk
@eatjobs
@clark2368
@planetpals
@__loveyours__
@perfectdrauhls
@axcisjobs
@fizzicsed
@nemnet

Top Tweeters in G2:
@moisturevapor8r
@infomitigasi
@johnzwicker1
@nadelparis
@ahmadnabeel12
@madcounter
@geographile
@publichealthmap
@pendakijakarta
@kennygfrederick

Top Tweeters in G3:
@lisgurthie
@richbacolor
@bpenuel
@zingerlearns
@travisjbristol
@scifleur
@brsidharta
@jengutierrez18
@kevnix
@lex1science

Top Tweeters in G4:
@nasa
@markj_ohnson
@jc_james_clark
@hechingerreport
@k12prospects
@trentuni
@amarenst1
@cpreston
@aoibhinn_ni_s
@themarygraham

Top Tweeters in G5:
@femtech_
@ronaldclarke
@nbcnews
@npr
@charlie_senack
@lauralovesart
@everburningfire
@thespinofftv
@praxismedhat
@pltworg

Top Tweeters in G6:
@abcactionnews
@wboricua98
@pbosque1
@s_akrati
@stem_ai
@nonsuchgeog
@rmets
@dtw_education
@michele_filon
@jordanrmichael

Top Tweeters in G7:
@petco
@runeducator
@mrsspalding
@adamboxer1
@sig225
@mjogalvin1
@drwilkinsonsci
@ideapete
@ewenfields
@profamab

Top Tweeters in G8:
@bagaluesunab
@google
@seesaw
@nsta
@natgeoeducation
@seaturtlebot
@sciencecook
@jenswanbooks
@personalizedisd
@drbratcher_shms

Top Tweeters in G9:
@lowellroemer
@irvspanish
@ihadztotweet
@tracyscottkelly
@mezzopwr
@autismman11
@jayandpeggy99
@support_a_teach
@goddess717
@mrs_deebuck

Top Tweeters in G10:
@pedagoo
@physicsgirluk
@lynnej0nes
@plantletculture
@cu_trust
@kulvinderj
@sciencesparks
@susgeology
@erchilvers
@123_mr_d


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