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scienceteacher_2020-10-23_17-15-27.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
October 24, 2020
Short Description:
scienceteacher via NodeXL https://bit.ly/37DdwnU
@reutsmichael1
@etownscience
@stem_ai
@youtube
@apsoluterecap
@chemixlab
@scipracsim
@valeva_veselina
@tarafarah7
@aliciamotter

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

Description:
Description
The graph represents a network of 1,545 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, 24 October 2020 at 00:18 UTC.

The requested start date was Saturday, 24 October 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 83-day, 17-hour, 41-minute period from Saturday, 01 August 2020 at 05:13 UTC to Friday, 23 October 2020 at 22:55 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 : 1545
Unique Edges : 879
Edges With Duplicates : 2624
Total Edges : 3503
Number of Edge Types : 5
Retweet : 870
MentionsInRetweet : 1067
Tweet : 937
Mentions : 574
Replies to : 55
Self-Loops : 979
Reciprocated Vertex Pair Ratio : 0.048448145344436
Reciprocated Edge Ratio : 0.0924187725631769
Connected Components : 445
Single-Vertex Connected Components : 235
Maximum Vertices in a Connected Component : 363
Maximum Edges in a Connected Component : 1275
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 6.303746
Graph Density : 0.000580595938762849
Modularity : 0.424822
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 1,545 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, 24 October 2020 at 00:18 UTC.

The requested start date was Saturday, 24 October 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 83-day, 17-hour, 41-minute period from Saturday, 01 August 2020 at 05:13 UTC to Friday, 23 October 2020 at 22:55 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:
[24] https://www.amazon.com/gp/product/B07Y7NK1NL/
[12] https://www.k12prospects.com/LP/Blueprint/Blueprint.html?utm_source=facebook&utm_medium=posting-image&utm_campaign=blueprint&utm_content=textlink
[11] https://www.etsy.com/listing/867143165/science-confetti-set?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1599495920000&utm_term=so.slt
[11] https://www.etsy.com/listing/853229264/science-test-tube-confetti-set?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1599495888000&utm_term=so.slt
[11] https://www.hoddereducation.co.uk/events#&pid=5&st=33&s=210&limit=true&type=4
[10] https://myokapi.com/going-going-gone-p-38.html
[8] https://coresciences.co.uk/subscribe
[8] https://www.k12prospects.com/LP/Stay-Up-To-Date-With-The-Edtech-Rise/STAY-UP-TO-DATE-WITH-THE-EDTECH-RISE.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=up-to-date-with-edtech-rise&utm_content=textlink
[6] https://cfisd.tedk12.com/hire/ProfileErrorPage.aspx?ErrorCode=2
[6] http://gifexperiments.blogspot.com

Top URLs in Tweet in G1:
[24] https://www.amazon.com/gp/product/B07Y7NK1NL/
[10] https://myokapi.com/going-going-gone-p-38.html
[8] https://coresciences.co.uk/subscribe
[3] https://www.starlightpress.co.uk/
[3] https://teespring.com/stores/physicalmathdesigns
[3] https://www.uteachrecruitment.com/careerportal/#/jobs
[2] https://etsy.com/DisplaceDesign/listing/783199375
[2] https://etsy.com/DisplaceDesign/listing/769319036
[2] https://etsy.com/DisplaceDesign/listing/783200101
[2] https://www.aptrack.co/uap/AAAEOAAPYIYB_hCx/

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://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

Top URLs in Tweet in G3:
[5] https://origamiorganelles.com/
[4] https://www.youtube.com/watch?v=zFiE3J_2LWo&feature=youtu.be

[4] https://www.pasco.com/training-and-events/free-webinars
[3] https://www.youtube.com/watch?v=apr3T82k0ZY&feature=youtu.be

[3] https://origamiorganelles.com/collections/new-models/products/exchange-surfaces
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238131
[2] https://docs.google.com/forms/d/e/1FAIpQLSeDpQsARC2jhRHsvJMZFf_ccHaLqS9VtRUoRSuUzXjTA8kIAA/viewform?usp=send_form
[2] https://www.edvotek.com/search?keywords=Crispr
[2] https://www.donorschoose.org/project/science-labs-and-experimental-fun/5130127/?utm_source=dc&utm_medium=twitter&utm_campaign=teacherhub&utm_term=teacher_3207868&rf=twitter-dc-2020-09-teacherhub-teacher_3207868&challengeid=20698265&_branch_match_id=link-830184787109228915
[2] https://www.youtube.com/watch?v=gRqVu1rhRnE&feature=youtu.be


Top URLs in Tweet in G4:
[3] 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/1SJDW7UGJgTM69mYV9e4XmTkgzBzN42OMaXQi2VpAbmU/edit?usp=sharing
[1] https://docs.google.com/presentation/d/16L3yol2aCB2_8aP4ShOOFThKqT1rnW0FCPRbR21SAKc/preview?rm=minimal
[1] https://docs.google.com/presentation/d/1iXeo7S7GoN2I3n9VqHcUzKYvrQxUgA05r0BupyNv6w4/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1lgyIgH9rkkHucf7mzHqZ2PV6ZB1HhV4oshgpyzoiorw/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1TeEmh9zkRuXFXsrqCtKI4XmggCsM2VtUvkN4RSZ8Zio/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1fXNRQs55jMTMfDIBZPCJJ9xtHmi3ie_tI7ZsNiZd130/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1GC3pYlHRoND76FbOdwLnuLq8580m2Ie5lPqI5D4kKqI/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1MTEOaKz0BC8W9NEX0qGJkg0yH-xw4FRbcc_cPREolzY/edit?usp=sharing

Top URLs in Tweet in G5:
[3] https://science-practical-simulator.web.app
[1] https://twitter.com/tes/status/1291790399762321408
[1] https://www.scipracsiminfo.com/
[1] https://www.scipracsiminfo.com/shop
[1] https://twitter.com/kingswoodacad/status/1309473171012280321
[1] https://www.youtube.com/watch?v=y8kpPoDnFas&feature=youtu.be


Top URLs in Tweet in G6:
[12] https://www.k12prospects.com/LP/Blueprint/Blueprint.html?utm_source=facebook&utm_medium=posting-image&utm_campaign=blueprint&utm_content=textlink
[8] https://www.k12prospects.com/LP/Stay-Up-To-Date-With-The-Edtech-Rise/STAY-UP-TO-DATE-WITH-THE-EDTECH-RISE.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=up-to-date-with-edtech-rise&utm_content=textlink
[4] https://www.k12prospects.com/LP/A-B-Testing/Good-Better-Best-It-Is-All-About-An-Effective-A-B-Marketing-Test.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=a-b-testing&utm_content=textlink
[2] https://twitter.com/mrsestepscience/status/1307401434019893252
[2] https://docs.google.com/presentation/d/1xYPSsUJ06jW2Vf2C37UODgVD-nSewmzvlnq4VzKrYTE/edit?usp=sharing
[2] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DAhu5_frnzMw%26feature%3Dyoutu.be&q=EgS4SO-bGPzkzfwFIhkA8aeDS-2_MwBZPWTH7te2_bvUO6iCSPyGMgFy
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/988313/notes/?query=fangs
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/1778252/notes
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/1779164/notes
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/1708854/notes

Top URLs in Tweet in G7:
[1] https://twitter.com/cIevity/status/1310105865752465408

Top URLs in Tweet in G8:
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DMg5-DCbC3Sk&q=EgS4SO-bGMHkzfwFIhkA8aeDS9Ml8PG2YKVzeiH0D_1Ab8AYpvuVMgFy
[1] https://www.nsta.org/lesson-plan/why-niagara-falls-moving
[1] https://www.nsta.org/nsta-engage-fall20#tab-tab2
[1] https://scienceinbetween.fireside.fm/7
[1] https://padlet.com/katelyn_sheehan/8a2tynx2auljx0r?fbclid=IwAR3TnzMHu5yLBYrSuSNIhPBcYMOGV8ZEDpkYOEPYGNGMtHlhwzBy8-tDI6k

Top URLs in Tweet in G9:
[1] https://www.instagram.com/accounts/login/?next=/p/CD5O5qshLGC/%3Figshid%3D1c2eyw22inlkd
[1] https://www.instagram.com/accounts/login/?next=/p/CExqi5ahctg/%3Figshid%3D1qui70l4m77fn
[1] https://www.instagram.com/accounts/login/?next=/p/CFJIGPsBjJz/%3Figshid%3D3spmx1oxt9fv
[1] https://www.teacherspayteachers.com/Product/Columbia-Space-Shuttle-Disaster-1768699
[1] https://astrobiology.nasa.gov/resources/graphic-histories/

Top URLs in Tweet in G10:
[1] https://www.tes.com/news/4-ways-upskill-your-technical-teaching-assistants

Top Domains
Top Domains in Tweet in Entire Graph:
[95] twitter.com
[44] co.uk
[39] instagram.com
[39] amazon.com
[34] youtube.com
[33] etsy.com
[32] google.com
[27] origamiorganelles.com
[24] k12prospects.com
[23] tedk12.com

Top Domains in Tweet in G1:
[26] amazon.com
[25] instagram.com
[24] twitter.com
[19] hatenablog.jp
[15] co.uk
[10] etsy.com
[10] myokapi.com
[4] google.com
[3] teespring.com
[3] uteachrecruitment.com

Top Domains in Tweet in G2:
[1] gfdrr.org
[1] co.uk

Top Domains in Tweet in G3:
[27] origamiorganelles.com
[22] youtube.com
[13] edvotek.com
[8] twitter.com
[7] donorschoose.org
[5] google.com
[5] pasco.com
[3] thephysicsaviary.com
[2] nodexlgraphgallery.org
[2] sciencebuddies.org

Top Domains in Tweet in G4:
[13] google.com
[2] cnn.com
[2] twitter.com
[1] etsy.com
[1] openculture.com
[1] cbsnews.com
[1] youtube.com

Top Domains in Tweet in G5:
[3] web.app
[2] twitter.com
[2] scipracsiminfo.com
[1] youtube.com

Top Domains in Tweet in G6:
[24] k12prospects.com
[10] activelylearn.com
[7] google.com
[3] twitter.com
[1] oerproject.com

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

Top Domains in Tweet in G8:
[2] nsta.org
[1] google.com
[1] fireside.fm
[1] padlet.com

Top Domains in Tweet in G9:
[3] instagram.com
[1] teacherspayteachers.com
[1] nasa.gov

Top Domains in Tweet in G10:
[1] tes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1413] scienceteacher
[402] science
[143] teacher
[140] biology
[129] stem
[116] stemeducation
[101] chemistry
[97] biologyteacher
[85] education
[83] homeschooling



Top Hashtags in Tweet in G1:
[354] scienceteacher
[73] science
[36] chemistry
[32] sciencefacts
[28] physics
[24] teacher
[24] physicslovers
[24] sciencejokes
[24] highschoolteachers
[23] dadjokes

Top Hashtags in Tweet in G2:
[28] geography
[25] plasticwaste
[4] geographyteacher
[4] scienceteacher
[2] teacher
[1] gis
[1] volcano
[1] earthquake
[1] science
[1] geology

Top Hashtags in Tweet in G3:
[192] scienceteacher
[81] handsonscience
[79] homeschooling
[78] scienceteaching
[78] iteachscience
[76] scienceactivities
[72] texasscienceteacher
[69] sciencestations
[65] sciencegames
[65] sciencecenters

Top Hashtags in Tweet in G4:
[53] scienceteacher
[30] biologyteacher
[25] biology
[14] stem
[10] digitalactivity
[10] gizmo
[8] ecology
[7] chemistryteachers
[6] googleslides
[5] interactivenotebook

Top Hashtags in Tweet in G5:
[24] scienceteacher
[10] nqt
[9] asechat
[6] science
[6] teaching
[5] chatphysics
[5] chatbiology
[4] education
[4] edutwitter
[4] teachers

Top Hashtags in Tweet in G6:
[48] scienceteacher
[25] science
[13] remotelearning
[12] gamification
[10] edtech
[10] tlap
[10] xplap
[9] scratch3
[9] secondary
[9] security

Top Hashtags in Tweet in G8:
[19] nsta
[18] scienceteacher
[14] dailydo
[14] niagarafalls
[10] suhsd
[10] rsjhs
[10] metricsystem
[10] scavengerhunt
[5] engage20
[3] scied

Top Hashtags in Tweet in G9:
[19] scienceteacher
[9] iteachmiddleschool
[6] semseagles
[4] ngss
[3] virualschool
[3] space
[2] splashdown
[2] history
[2] evolution
[2] energy

Top Hashtags in Tweet in G10:
[6] scienceteacher
[4] cogscisci
[3] science
[3] edutwitter
[2] physics
[2] sciencetwitter
[2] kitchenscience
[2] gardenindicator
[1] chatbiology
[1] chatphysics

Top Words
Top Words in Tweet in Entire Graph:
[1412] #scienceteacher
[456] science
[408] #science
[244] students
[160] today
[149] look
[144] more
[143] #teacher
[141] #biology
[133] school

Top Words in Tweet in G1:
[354] #scienceteacher
[125] science
[73] #science
[64] more
[46] day
[42] fun
[36] #chemistry
[32] school
[32] #sciencefacts
[28] #physics

Top Words in Tweet in G2:
[118] easygeography
[78] amazing
[78] look
[78] earthquakes
[78] 3d
[78] both
[78] location
[78] representation
[78] depth
[78] something

Top Words in Tweet in G3:
[192] #scienceteacher
[81] #handsonscience
[79] #homeschooling
[78] #scienceteaching
[78] #iteachscience
[76] #scienceactivities
[72] #texasscienceteacher
[69] #sciencestations
[65] #sciencegames
[65] #sciencecenters

Top Words in Tweet in G4:
[53] #scienceteacher
[31] etownscience
[30] #biologyteacher
[25] #biology
[23] today
[15] thank
[14] #stem
[14] lab
[14] digital
[13] use

Top Words in Tweet in G5:
[30] practicals
[30] teaching
[24] scipracsim
[24] #scienceteacher
[24] science
[24] school
[22] re
[22] required
[21] reorganise
[21] classrooms

Top Words in Tweet in G6:
[48] #scienceteacher
[25] #science
[24] step
[22] students
[18] k12prospects
[17] assignment
[14] schools
[13] engaging
[13] #remotelearning
[12] free

Top Words in Tweet in G7:
[14] scienceteacher
[9] science63424214
[5] leipatent
[5] apsmunro
[5] ballouxfrancois
[5] ecdc_eu
[5] school
[3] _captainscience
[3] keep
[3] work

Top Words in Tweet in G8:
[19] #nsta
[19] students
[18] nsta
[18] #scienceteacher
[15] moving
[14] #dailydo
[14] #niagarafalls
[14] analyze
[14] interpret
[14] data

Top Words in Tweet in G9:
[19] #scienceteacher
[11] students
[11] week
[10] today
[10] openscied
[10] fun
[9] 7th
[9] graders
[9] loved
[9] exploring

Top Words in Tweet in G10:
[11] went
[10] wrote
[10] tes
[10] week
[10] first
[10] friend
[10] colleague
[10] vigsignificant
[9] vievewright
[9] wen

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[163] #science,#scienceteacher
[82] #scienceteacher,#iteachscience
[79] #scienceteaching,#scienceteacher
[78] amazing,look
[78] look,earthquakes
[78] earthquakes,3d
[78] 3d,both
[78] both,location
[78] location,representation
[78] representation,depth

Top Word Pairs in Tweet in G1:
[26] fun,science
[25] more,fun
[24] science,joke
[24] joke,day
[24] science,jokes
[24] jokes,available
[24] available,#sciencejokes
[24] #sciencejokes,#scienceteacher
[24] #scienceteacher,#highschoolteachers
[23] #highschoolteachers,#dadjokes

Top Word Pairs in Tweet in G2:
[78] amazing,look
[78] look,earthquakes
[78] earthquakes,3d
[78] 3d,both
[78] both,location
[78] location,representation
[78] representation,depth
[78] depth,something
[78] something,little
[78] little,different

Top Word Pairs in Tweet in G3:
[78] #scienceteaching,#scienceteacher
[78] #scienceteacher,#iteachscience
[75] #iteachscience,#handsonscience
[74] #handsonscience,#scienceactivities
[69] #scienceactivities,#sciencestations
[65] #sciencestations,#sciencegames
[64] #sciencecenters,#texasscienceteacher
[63] #sciencegames,#sciencecenters
[50] #teacher,#teaching
[47] #texasscienceteacher,#teacher

Top Word Pairs in Tweet in G4:
[27] #biologyteacher,#scienceteacher
[23] #scienceteacher,#biology
[11] closeout,sale
[11] sale,remaining
[11] remaining,stem
[11] stem,dresses
[11] dresses,grateful
[11] grateful,over
[11] over,years
[11] years,brand

Top Word Pairs in Tweet in G5:
[21] school,reorganise
[21] reorganise,classrooms
[21] classrooms,don
[21] don,miss
[21] miss,teaching
[21] teaching,required
[21] required,practicals
[21] practicals,re
[20] scipracsim,school
[20] re,teachin

Top Word Pairs in Tweet in G6:
[15] #science,#scienceteacher
[12] asks,students
[12] step,step
[12] step,strategy
[12] strategy,curriculum
[12] curriculum,assessment
[12] assessment,company
[12] company,signed
[12] signed,214
[12] 214,schools

Top Word Pairs in Tweet in G7:
[5] leipatent,apsmunro
[5] apsmunro,ballouxfrancois
[5] ballouxfrancois,ecdc_eu
[5] ecdc_eu,scienceteacher
[4] science63424214,leipatent
[2] frankfurtzack,thiloadamitz
[2] erstmal_denken,hanzpetra1
[2] hanzpetra1,cieseksandra
[2] cieseksandra,abirballan
[2] _captainscience,science63424214

Top Word Pairs in Tweet in G8:
[14] #nsta,#dailydo
[14] #dailydo,#niagarafalls
[14] #niagarafalls,moving
[14] moving,students
[14] students,analyze
[14] analyze,interpret
[14] interpret,data
[14] data,use
[14] use,thinking
[14] thinking,tool

Top Word Pairs in Tweet in G9:
[9] 7th,graders
[9] graders,loved
[9] loved,exploring
[9] exploring,anchor
[9] anchor,phenomenon
[9] phenomenon,today
[9] today,explored
[9] explored,bath
[9] bath,bombs
[9] bombs,started

Top Word Pairs in Tweet in G10:
[10] wrote,tes
[10] tes,went
[10] went,week
[10] week,first
[10] first,friend
[10] friend,colleague
[10] colleague,vigsignificant
[9] vievewright,wrote
[9] vigsignificant,wen
[2] anyone,good

Top Replied-To
Top Replied-To in Entire Graph:
@science63424214
@realdonaldtrump
@scienceteacher
@meehanedu
@vanina_hangu
@nearpod
@_captainscience
@etn_jan
@larskohler
@jeffmeland

Top Replied-To in G3:
@jsharbro
@wkamaubell
@davehershey

Top Replied-To in G6:
@meehanedu
@mayinstitute

Top Replied-To in G7:
@science63424214
@scienceteacher
@_captainscience
@etn_jan
@andreasprucha
@final_space_
@linopng

Top Replied-To in G9:
@nearpod

Top Replied-To in G10:
@ahmedkhattabuk

Top Mentioned
Top Mentioned in Entire Graph:
@easygeography
@etownscience
@ehslsciences
@scipracsim
@etsy
@chemixlab
@cyfairisd
@nsta
@apsoluterecap
@youtube

Top Mentioned in G1:
@sciencetico
@learnscifun
@bio_syans

Top Mentioned in G2:
@easygeography
@nicolaraluk

Top Mentioned in G3:
@chemixlab
@youtube
@edvotek
@origamicells
@pascoscientific
@donorschoose
@wstasci
@cut_ups
@cookclassroom
@pnwscienceclass

Top Mentioned in G4:
@etownscience
@shenovafashion
@explorelearning
@slidesmaniasm
@mer_townsend
@fultondl7
@sciallorg
@jamesfalletti
@kathrynbeheshti
@ghflearners

Top Mentioned in G5:
@scipracsim
@lessontoolbox
@mrs_mccullough_
@loftphysics
@mrts_nqts
@chemistryreacts
@paulgarvey4
@chemixlab
@cleapss

Top Mentioned in G6:
@k12prospects
@activelylearn
@aliciamotter
@meehanedu
@monicagandhi9
@vrod2020
@stanlevenson
@acschemmatters
@kevinbennettphd
@google

Top Mentioned in G7:
@scienceteacher
@science63424214
@leipatent
@apsmunro
@ballouxfrancois
@ecdc_eu
@ak_meier
@jabings2
@holmenkollin
@frankfurtzack

Top Mentioned in G8:
@nsta
@salinasedtech
@mdispezio
@msbakerscience
@hardenmiddle
@gstanews

Top Mentioned in G9:
@openscied
@smende2
@wadein2science
@semseagles
@nasa
@nearpod
@classpaparella
@astrobehnken
@astro_doug
@spacex

Top Mentioned in G10:
@tes
@vigsignificant
@vievewright
@chatbiology
@chatphysics
@stemybanda
@cogscisci
@teachyscience
@edmunds_dr
@adamboxer1

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@malliardreport
@femtech_
@linda_u_w_a
@freeboostpromo
@hirogallery
@davesbargains
@samir_patil
@tmobile
@moniselseward

Top Tweeters in G1:
@moniselseward
@dsignsbycristal
@women___exist
@misswy
@ohiolinkstatus
@hittman240
@healthiacynthia
@arunpb11
@be_yondbeauty__
@crafty_teacher2

Top Tweeters in G2:
@samir_patil
@merckxcycling
@ourfuturebot
@jane__eden
@nancy_westberg
@mooniyy
@ikrambutt786
@geomaticsfeed
@aheidrich
@geographygem

Top Tweeters in G3:
@dv99999
@sandra_phoma
@inbot11
@stem_ai
@wkamaubell
@royalsociety
@cdcgov
@youtube
@codingninjabot
@fredhutch

Top Tweeters in G4:
@femtech_
@womencodersbot
@yolandavdzee
@imagine_garden
@artcollisions
@thesecretjunio1
@shellterrell
@nonya_bidniss
@caringbot67
@lodinjnews

Top Tweeters in G5:
@paulgarvey4
@hrogerson
@phoare1963
@lessontoolbox
@cleapss
@sciencelabman
@trishaguy61
@drsam_george
@teacherspln
@kcoscience

Top Tweeters in G6:
@google
@sardimperium
@markj_ohnson
@tarafarah7
@jc_james_clark
@johngreen
@k12prospects
@nygovcuomo
@meehanedu
@uniofhull

Top Tweeters in G7:
@thiloadamitz
@_captainscience
@linopng
@rs_eng_brain
@holmenkollin
@infinltylou
@cievity
@wobe
@andreasprucha
@erstmal_denken

Top Tweeters in G8:
@krsciencelady
@cogswell_ben
@nsta
@you_stem
@nshssports
@jenswanbooks
@williamfranzell
@lex1science
@secsciencekisd
@gstanews

Top Tweeters in G9:
@cowboyscifibot
@nasa
@nearpod
@_oceanography
@bethhammett1
@safarnum
@drloriandersen
@promethean
@semseagles
@whoi

Top Tweeters in G10:
@tes
@cloudscholar
@timsmithceo
@adamboxer1
@heymrshallahan
@ahmedkhattabuk
@miss_khan868
@louisecass
@elizabethecharl
@damien_page


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