scienceteacher, Twitter, 12/4/2021 1:34:09 AM, 267471


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scienceteacher_2021-12-03_17-24-00.xlsx
scienceteacher_2021-12-03_17-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 04, 2021
Short Description:
scienceteacher via NodeXL https://bit.ly/3oow2s5
@this0499154500
@stem_ai
@rsc_eic
@jamesfalletti
@shreevebooks
@sciencebuddies
@nsta
@thinker_bug
@caahayes
@b0tsci

Top hashtags:
#scienceteacher
#science
#stem
#sciencestudent
#phd
#sciencetwitter
#fashion
#scicom

Description:
Description
The graph represents a network of 1,493 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 December 2021 at 01:27 UTC.

The requested start date was Saturday, 04 December 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 93-day, 0-hour, 10-minute period from Wednesday, 01 September 2021 at 00:38 UTC to Friday, 03 December 2021 at 00:48 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 : 1493
Unique Edges : 881
Edges With Duplicates : 3088
Total Edges : 3969
Number of Edge Types : 5
Mentions : 589
Retweet : 1065
MentionsInRetweet : 1285
Tweet : 969
Replies to : 61
Self-Loops : 991
Reciprocated Vertex Pair Ratio : 0.0686274509803922
Reciprocated Edge Ratio : 0.128440366972477
Connected Components : 414
Single-Vertex Connected Components : 208
Maximum Vertices in a Connected Component : 417
Maximum Edges in a Connected Component : 1931
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.781813
Graph Density : 0.000636123177150204
Modularity : 0.368179
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,493 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 December 2021 at 01:27 UTC.

The requested start date was Saturday, 04 December 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 93-day, 0-hour, 10-minute period from Wednesday, 01 September 2021 at 00:38 UTC to Friday, 03 December 2021 at 00:48 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:
[28] https://www.instagram.com/accounts/login/
[13] 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
[13] 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
[13] https://www.thinkerbug.net/2021/09/neurons-carry-electrical-signals-called.html
[12] https://coresciences.co.uk/
[12] https://www.thinkerbug.net/2021/09/the-nervous-system.html
[11] https://myscienceboutique.com/product/science-socks-bacteria-transparent-themed/
[9] https://myscienceboutique.com/product/trendy-science-socks-virus/
[9] https://www.texmed.org/teachers
[9] https://www.thinkerbug.net/2020/07/problem-cozmede-bilimsel-yontem.html

Top URLs in Tweet in G1:
[26] https://www.instagram.com/accounts/login/
[5] https://www.seedstosteam.org/
[5] https://www.donorschoose.org/project/start-of-a-good-management/5883534/
[4] https://www.etsy.com/listing/696099120
[2] https://www.ncbionetwork.org/educational-resources/elearning/metric-conversions?utm_source=hootsuite&utm_medium=&utm_term=&utm_content=&utm_campaign=
[2] https://PollEv.com/free_text_polls/g8pUqYFAdYUl1nhfeYCOx/respond
[2] https://chemisttree.com/
[2] https://www.tfempowerment.org/
[2] https://k12.esri.ca/resourcefinder/#/lang=en
[2] https://www.patreon.com/DevonBowker

Top URLs in Tweet in G3:
[1] https://www.space.com/beaver-moon-lunar-eclipse-longest-of-century-phases
[1] https://www.edutopia.org/article/taking-interdisciplinary-approach-environmental-science
[1] https://www.space.com/nasa-space-education-resources-school-year-2021
[1] https://twitter.com/univercurious/status/1462670699194109953
[1] https://www.sustainablejerseyschools.com/news/news-releases/news-single-view/?tx_news_pi1[news]=373&tx_news_pi1[controller]=News&tx_news_pi1[action]=detail&cHash=a2f98a364d50b46484968714d8056ab6

Top URLs in Tweet in G4:
[7] https://edu.rsc.org/feature/starting-to-decolonise-science-curriculums/4014539.article
[4] https://edu.rsc.org/education-research/do-our-students-suffer-from-chemophobia/4014495.article
[4] https://edu.rsc.org/in-my-classroom/curious-about-other-chemistry-classrooms/4014501.article
[3] https://edu.rsc.org/everyday-chemistry/whats-the-strongest-acid-in-the-world/4014526.article
[3] https://edu.rsc.org/ideas/when-things-go-wrong-in-the-classroom-a-video-can-help/4014607.article
[3] https://edu.rsc.org/feature/learning-from-lesson-observations/4014731.article
[3] https://edu.rsc.org/cpd/teaching-chemistry-equilibria-post-16/4014733.article
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=267004
[2] https://edu.rsc.org/feature/help-students-transition-from-primary-to-secondary/4014500.article
[2] https://edu.rsc.org/education-research/teaching-tips-for-chemical-kinetics/4014585.article

Top URLs in Tweet in G5:
[5] https://www.sciencebuddies.org/blog/halloween-stem?from=TW
[2] https://www.sciencebuddies.org/stem-activities/rubber-band-paddle-boat?from=TW
[2] https://www.sciencebuddies.org/blog/hispanic-scientists-engineers?from=TW
[1] https://www.sciencebuddies.org/blog/computer-science-coding-projects?from=TW
[1] https://www.sciencebuddies.org/blog/200-stem-lesson-plans?from=TW
[1] https://www.sciencebuddies.org/blog/teaching-science-units?from=TW
[1] https://www.sciencebuddies.org/blog/teach-engineering-design-process?from=TW
[1] https://www.sciencebuddies.org/blog/science-class-rubber-band-experiments?from=TW
[1] https://www.sciencebuddies.org/blog/science-class-rainbow-experiments?from=TW
[1] https://www.sciencebuddies.org/blog/fall-science-activities?from=TW

Top URLs in Tweet in G6:
[6] https://utsta.org/
[4] https://docs.google.com/forms/d/e/1FAIpQLSfXijSbDKxm_mZVxZjdJC3YAQH5XQ-rOVQ3iUL-9YgLAAZoYw/viewform
[3] https://prideinstem.org/
[1] http://www.iseeutah.org/
[1] https://docs.google.com/forms/d/e/1FAIpQLSfCOBy3gb5B2nfpsYnyCTea0BBrJcujaUlZDmv4WD6f66n-4w/viewform
[1] https://docs.google.com/forms/d/e/1FAIpQLScABVgvw5BYxrMrhKCuGTVSz762NCijyDzelTo0qi25TMHeaw/viewform
[1] https://sites.google.com/utsta.org/2021-conference/home
[1] https://www.acs.org/
[1] http://www.theinternetday.com/
[1] https://cires.colorado.edu/outreach/events/science-show-share-cop26-maxwell-boykoff-and-gina-fiorile

Top URLs in Tweet in G7:
[4] https://www.nsta.org/conferences-and-events
[2] https://www.nsta.org/los-angeles-area-conference-science-education
[1] https://www.nsta.org/portland-area-conference-science-education#STEM
[1] https://www.nationalgeographic.org/education/professional-development/courses/?utm_source=twitter&utm_medium=social&utm_campaign=educator-online-courses&platform=Twitter&account=NatGeoEducation&post=5211202630&campaign=Educators&source=ngs-social#geographic-thinking
[1] https://www.nsta.org/resources/freebies-science-teachers-october-26-2021?linkId=137300920
[1] https://twitter.com/MikeHudema/status/1461187977930059782
[1] https://www.nytimes.com/interactive/2021/10/19/climate/dixie-fire-storm-clouds-weather.html
[1] https://www.esri.com/en-us/arcgis/products/arcgis-storymaps/contest/overview
[1] https://mys.ci/r/230902031

Top URLs in Tweet in G8:
[8] https://myscienceboutique.com/product/science-socks-bacteria-transparent-themed/
[7] https://www.youtube.com/watch?v=AJjm22HHzDc&feature=youtu.be

[6] https://myscienceboutique.com/product/trendy-science-socks-virus/
[5] https://www.factsandreasons.com/en/how-effective-is-the-new-drug-for-alzheimers-disease-aducanumab-market-name-aduhelm/
[4] https://myscienceboutique.com/product/science-socks-surface-themed/
[4] https://www.etsy.com/listing/1014444802/canvas-gallery-wrap-3-panel-historical?ref=shop_home_active_23&frs=1
[4] https://www.factsandreasons.com/en/where-are-all-the-aliens/
[3] https://myscienceboutique.com/product/stem-science-pattern-fit-flare-dress-2/
[3] https://myscienceboutique.com/product/sci-it-up-womens-skater-dress/
[3] https://myscienceboutique.com/product/science-socks-p1-bacteria-themed/

Top URLs in Tweet in G9:
[12] https://coresciences.co.uk/
[7] https://coresciences.co.uk/subscribe
[4] https://ourkidsneedstem.com/
[3] https://myscienceboutique.com/product/stem-science-pattern-fit-flare-dress-2/
[3] https://myscienceboutique.com/product/trendy-science-socks-virus/
[3] https://myscienceboutique.com/product/science-socks-p1-bacteria-themed/
[3] https://myscienceboutique.com/product/science-socks-bacteria-transparent-themed/
[3] https://www.etsy.com/listing/688207298/vintage-what-makes-popcorn-pop-paperback?ref=shop_home_active_193&frs=1
[2] https://myscienceboutique.com/product/science-multicolor-stem-pattern-fit-and-flare-dress/
[2] https://myscienceboutique.com/product/watch-out-i-might-bite-kids-premium-cotton-tee/

Top URLs in Tweet in G10:
[9] https://www.texmed.org/teachers
[2] http://texmed.org/teachers
[1] https://twitter.com/hisdmultiprgms/status/1442542417425674246
[1] https://twitter.com/Ash_Santiago818/status/1451402439232475149

Top Domains
Top Domains in Tweet in Entire Graph:
[252] myscienceboutique.com
[99] etsy.com
[72] co.uk
[49] rsc.org
[47] twitter.com
[35] thinkerbug.net
[30] instagram.com
[30] origamiorganelles.com
[29] sciencebuddies.org
[26] youtube.com

Top Domains in Tweet in G1:
[28] instagram.com
[15] twitter.com
[10] co.uk
[8] etsy.com
[7] youtube.com
[6] donorschoose.org
[5] seedstosteam.org
[4] teacherspayteachers.com
[4] tiktok.com
[4] nemnet.com

Top Domains in Tweet in G3:
[2] space.com
[1] edutopia.org
[1] twitter.com
[1] sustainablejerseyschools.com

Top Domains in Tweet in G4:
[48] rsc.org
[3] nodexlgraphgallery.org
[1] sciencebuddies.org

Top Domains in Tweet in G5:
[27] sciencebuddies.org
[9] activelylearn.com
[2] youtube.com
[1] twitter.com

Top Domains in Tweet in G6:
[7] google.com
[6] utsta.org
[3] prideinstem.org
[2] twitter.com
[1] iseeutah.org
[1] acs.org
[1] theinternetday.com
[1] colorado.edu
[1] zoom.us
[1] nsta.org

Top Domains in Tweet in G7:
[8] nsta.org
[1] nationalgeographic.org
[1] twitter.com
[1] nytimes.com
[1] esri.com
[1] mys.ci

Top Domains in Tweet in G8:
[149] myscienceboutique.com
[34] etsy.com
[11] factsandreasons.com
[8] youtube.com
[4] page.link
[2] stemsuccesssummit.com
[1] twitter.com

Top Domains in Tweet in G9:
[103] myscienceboutique.com
[20] etsy.com
[20] co.uk
[4] page.link
[4] ourkidsneedstem.com
[3] thepocketlab.com
[3] sonsuh.com
[2] twitter.com
[1] sciencebuddies.org
[1] nodexlgraphgallery.org

Top Domains in Tweet in G10:
[11] texmed.org
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1554] scienceteacher
[609] science
[320] stem
[197] sciencestudent
[149] phd
[146] sciencetwitter
[144] fashion
[121] scicom
[119] lovescience
[116] stemeducation



Top Hashtags in Tweet in G1:
[289] scienceteacher
[60] science
[27] scienceteachers
[27] stemeducation
[26] teacher
[26] seedstosteam
[25] iteach
[24] scienceiscool
[23] iteachtoo
[23] stemforkids

Top Hashtags in Tweet in G2:
[56] scienceteacher
[45] achabu
[37] onlineteaching
[37] covid
[37] viewmantse
[10] solagratia
[8] chemistry
[1] edchat

Top Hashtags in Tweet in G3:
[35] moon
[29] scienceteacher
[28] astronomy
[28] moonphotography
[26] fullmoon
[21] harvestfullmoon
[16] nasa
[14] space
[13] weather
[11] science

Top Hashtags in Tweet in G4:
[47] scienceteacher
[19] chemed
[16] chatchemistry
[13] ukedchat
[12] edchat
[7] sustainable
[6] scied
[6] chemtwitter
[5] teachertwitter
[2] stem

Top Hashtags in Tweet in G5:
[45] stem
[41] scienceteacher
[20] halloween
[8] ngss
[7] scichat
[6] science
[6] halloweenscience
[6] makerspace
[5] stemeducation
[5] choiceboard

Top Hashtags in Tweet in G6:
[42] scienceteacher
[34] utscied
[28] utahteacher
[25] scienceeducation
[10] nsta
[9] ngss
[9] nstachat
[7] middleschool
[7] science
[4] scienceed

Top Hashtags in Tweet in G7:
[30] nsta21
[18] scienceteacher
[13] nsta
[10] nstachat
[8] scied
[6] stem
[4] highschoolscienceteachers
[3] science
[2] kidsagainstclimatechange
[2] teachers

Top Hashtags in Tweet in G8:
[189] science
[175] scienceteacher
[170] stem
[147] phd
[120] sciencestudent
[120] fashion
[118] scicom
[118] lovescience
[111] sciencetwitter
[107] academictwitter

Top Hashtags in Tweet in G9:
[175] scienceteacher
[146] science
[76] sciencestudent
[65] scienceteaching
[64] scienceactivities
[61] sciencestations
[60] sciencegames
[58] sciencecenters
[53] homeschooling
[51] homeschool

Top Hashtags in Tweet in G10:
[33] scienceteacher
[11] texas
[10] txed
[7] insulators
[7] conductors
[6] scienceeducators
[4] flashbackfriday
[4] bestpractices
[4] schoolsupplies
[4] thankateacher

Top Words
Top Words in Tweet in Entire Graph:
[1553] #scienceteacher
[840] science
[621] #science
[323] #stem
[289] website
[285] students
[223] today
[197] #sciencestudent
[174] myscienceboutiq
[149] more

Top Words in Tweet in G1:
[289] #scienceteacher
[111] science
[60] #science
[44] teacher
[32] students
[28] today
[27] #scienceteachers
[27] #stemeducation
[26] #teacher
[26] #seedstosteam

Top Words in Tweet in G2:
[56] #scienceteacher
[52] 1achabu
[45] #achabu
[37] puts
[37] food
[37] table
[37] proud
[37] #onlineteaching
[37] #covid
[37] #viewmantse

Top Words in Tweet in G3:
[36] jamesfalletti
[35] #moon
[29] #scienceteacher
[29] nj
[28] #astronomy
[28] #moonphotography
[26] #fullmoon
[24] full
[22] fly
[22] harvest

Top Words in Tweet in G4:
[47] #scienceteacher
[41] rsc_eic
[29] chemistry
[19] #chemed
[19] students
[18] teaching
[16] #chatchemistry
[15] today
[15] help
[13] #ukedchat

Top Words in Tweet in G5:
[47] students
[43] #stem
[41] #scienceteacher
[32] sciencebuddies
[24] free
[23] science
[20] #halloween
[16] hands
[15] fun
[14] more

Top Words in Tweet in G6:
[46] utscita
[42] #scienceteacher
[40] science
[34] #utscied
[31] today
[30] conference
[28] #utahteacher
[25] #scienceeducation
[20] day
[19] stem

Top Words in Tweet in G7:
[61] nsta
[50] conferences
[47] science
[30] #nsta21
[28] area
[25] registration
[25] education
[25] open
[25] leave
[25] inspired

Top Words in Tweet in G8:
[192] #science
[175] #scienceteacher
[170] #stem
[164] website
[153] science
[147] #phd
[120] #sciencestudent
[120] #fashion
[118] #scicom
[118] #lovescience

Top Words in Tweet in G9:
[174] #scienceteacher
[149] #science
[135] myscienceboutiq
[131] science
[118] website
[76] #sciencestudent
[65] #scienceteaching
[64] #scienceactivities
[61] #sciencestations
[60] #sciencegames

Top Words in Tweet in G10:
[33] #scienceteacher
[22] today
[18] sarayrodrigu3z
[12] awarded
[12] nominate
[11] #texas
[10] ss
[10] lab
[10] sciteacheraward
[10] 62

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[250] website,#science
[185] #science,#sciencestudent
[159] #sciencestudent,#scienceteacher
[152] #scienceteacher,#stem
[127] #science,#scienceteacher
[120] #stem,#scicom
[105] #sciencetwitter,#academictwitter
[99] #academictwitter,#gradschool
[84] #lovescience,#phd
[74] #scicom,#fashion

Top Word Pairs in Tweet in G1:
[24] #science,#scienceteacher
[24] #scienceteacher,#scienceteachers
[23] #seedstosteam,#iteach
[23] #iteach,#iteachtoo
[23] #iteachtoo,#stemeducation
[23] #stemeducation,#stemforkids
[23] #stemforkids,#iteach345
[23] #iteach345,#iteach456
[23] #iteach456,#scienceteacher
[21] science,teacher

Top Word Pairs in Tweet in G2:
[37] puts,food
[37] food,table
[37] table,proud
[37] proud,#scienceteacher
[37] #scienceteacher,#onlineteaching
[37] #onlineteaching,#covid
[37] #covid,#achabu
[37] #achabu,#viewmantse
[36] 1achabu,puts
[10] little,things

Top Word Pairs in Tweet in G3:
[21] planes,fly
[21] fly,harvest
[21] harvest,full
[21] full,#moon
[21] #moon,over
[21] over,ny
[21] ny,nj
[21] nj,#moonphotography
[21] #moonphotography,#fullmoon
[21] #fullmoon,#harvestfullmoon

Top Word Pairs in Tweet in G4:
[11] #scienceteacher,#edchat
[11] #ukedchat,#scienceteacher
[9] #chemed,#scienceteacher
[8] take,look
[8] primary,secondary
[7] #scienceteacher,#chatchemistry
[7] bame,scientists
[7] professor,tom
[7] tom,welton
[7] welton,chemistry

Top Word Pairs in Tweet in G5:
[8] students,think
[8] one,hands
[7] #stem,#scienceteacher
[7] ready,#halloween
[7] activities,students
[7] students,learn
[6] skill,practice
[6] practice,assignments
[5] #scienceteacher,#stem
[5] teaching,science

Top Word Pairs in Tweet in G6:
[15] #scienceeducation,#scienceteacher
[14] #utscied,#utahteacher
[12] #utahteacher,#scienceeducation
[10] early,bird
[10] science,classroom
[9] utsta,conference
[9] #utscied,#scienceeducation
[9] let's,talk
[9] talk,creativity
[9] creativity,science

Top Word Pairs in Tweet in G7:
[25] registration,#nsta21
[25] #nsta21,area
[25] area,conferences
[25] conferences,science
[25] science,education
[25] education,open
[25] open,nsta
[25] nsta,conferences
[25] conferences,leave
[25] leave,inspired

Top Word Pairs in Tweet in G8:
[149] website,#science
[120] #science,#sciencestudent
[120] #sciencestudent,#scienceteacher
[119] #scienceteacher,#stem
[118] #stem,#scicom
[105] #sciencetwitter,#academictwitter
[99] #academictwitter,#gradschool
[84] #lovescience,#phd
[74] #scicom,#fashion
[74] #fashion,#lovescience

Top Word Pairs in Tweet in G9:
[101] website,#science
[65] #science,#sciencestudent
[65] #scienceteacher,#scienceteaching
[64] #scienceteaching,#scienceactivities
[61] #scienceactivities,#sciencestations
[60] #sciencestations,#sciencegames
[57] #sciencegames,#sciencecenters
[49] #sciencecenters,#texasscienceteacher
[46] #homeschool,#homeschooling
[42] myscienceboutiq,science

Top Word Pairs in Tweet in G10:
[10] 62,000
[10] #txed,#scienceteacher
[7] #insulators,#conductors
[7] #conductors,today
[7] today,lab
[7] lab,ss
[7] ss,tested
[7] tested,both
[7] both,water
[7] water,see

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@myscienceboutiq
@1achabu
@utscita
@nsta
@rsc_eic
@sciencebuddies
@jamesfalletti
@facts_reasons
@etsy
@ehslsciences

Top Mentioned in G1:
@spookyanimals31
@relatetheneduc1
@inspectingi
@_ludgrove
@hermida_sandra
@chemisttree

Top Mentioned in G2:
@1achabu
@kyleniemis

Top Mentioned in G3:
@jamesfalletti
@ecoschoolsusa
@nasa
@moonhour321
@natgeoeducation
@njea
@trhonymohamed
@njecc
@news12nj
@iss_casis

Top Mentioned in G4:
@rsc_eic
@roysocchem
@qmulspcs
@sciencebuddies
@seerymk
@openuniversity
@walesscience
@stem_ai
@nsta
@jamesfalletti

Top Mentioned in G5:
@sciencebuddies
@activelylearn
@nasagoddard
@tuvalabs
@beebrookshire
@rhi_woods
@csedweek
@usaeop
@veritasium
@silent_sparks

Top Mentioned in G6:
@utscita
@openscied
@hetlandscience
@caahayes
@whittlescience
@dgchildmuseum
@nsta
@hstool
@stemutah
@ogdennature

Top Mentioned in G7:
@nsta
@natgeoeducation
@caahayes
@esri
@arcgisstorymaps
@nostrawnovember
@kottiecb
@reginamck
@pcteachershs
@rutgerscesp

Top Mentioned in G8:
@myscienceboutiq
@facts_reasons
@brambachmax
@sara_carmi_1
@youtube
@ambravillani
@adrianahotz2
@arabtanina
@aliciaabarcac
@ma

Top Mentioned in G9:
@myscienceboutiq
@srjsciencehub
@shmslouisville
@throgers1
@magneticpeach
@thepocketlab
@houstonisd_gt
@cut_ups
@mariamherna16
@anne4hisd

Top Mentioned in G10:
@sarayrodrigu3z
@sciteacheraward
@hisd_elemsci
@rickettsdeirdre
@bostonwhitnee
@hisdmultiprgms
@shearnlions
@msjaime01
@flipgrid

Top Tweeters
Top Tweeters in Entire Graph:
@hirogallery
@shadowdogdesign
@rnitsch
@searchresume
@jvozsol
@okrogules
@naturecutstags
@pinkhenstudio
@safetymentalst
@education_24x7

Top Tweeters in G1:
@searchresume
@woodentek
@craftymcclever
@laura_a_diaz
@njschooljobs
@kamaukuumba
@thedirector_e
@dorje_sdooing
@lupieteacher
@bridgedanya

Top Tweeters in G2:
@gyaigyimii
@rickysarkcess__
@mrnuamah
@0244ato
@__fadden
@otfpkay
@yalkharizmi
@dey_worry
@spookythemaniac
@bobby_sarkcess

Top Tweeters in G3:
@rnitsch
@imagine_garden
@birdwatchingmy
@agwriterark
@bigbaded
@contactlight69
@lissycamorewood
@astropotamus
@news12nj
@r34rgtr

Top Tweeters in G4:
@s_j_lancaster
@openuniversity
@seerymk
@knightbussci
@surkhrooh_
@roysocchem
@rsc_eic
@nuigalway
@thibaut_plisson
@sdgoals

Top Tweeters in G5:
@zoiefananna2
@alanilagan
@garym
@beebrookshire
@gretchenpollom
@instructables
@praxismedhat
@cvwma2
@nasagoddard
@paulypod

Top Tweeters in G6:
@krsciencelady
@curriculummatrs
@curriculumrocks
@safarnum
@laura_lucy
@jengutierrez18
@stevemaier_
@wcpsselemscie
@teacherwinters
@kathymcglauflin

Top Tweeters in G7:
@natscloset
@imsouthern
@nsta
@davidjlockett
@philiplbell
@esri
@bdevore
@bk3dsci
@uwcollegeofed
@natgeoeducation

Top Tweeters in G8:
@hart_engel
@b0tsci
@scicommbot
@jocelynrish
@quietlionness
@weisscenter
@youtube
@xxmasx
@candlewick
@jayaisales

Top Tweeters in G9:
@eco1start
@stem_ai
@nutritionrobot
@scifri
@houstonisd
@weareteachers
@momgiggles
@mindfuldesserts
@busterjustis
@teachergoals

Top Tweeters in G10:
@flipgrid
@stem_nastics
@annkozma723
@gridpalgeorge
@texasspacegrant
@leigha_curry7
@hisdmultiprgms
@rickettsdeirdre
@msjellman
@jererita_wilson


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