scienceteacher, Twitter, 3/27/2021 12:18:20 AM, 251370


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scienceteacher_2021-03-26_17-08-30.xlsx
scienceteacher_2021-03-26_17-08-30.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 27, 2021
Short Description:
scienceteacher via NodeXL https://bit.ly/3w3APko
@stem_ai
@sciencebuddies
@b0tsci
@_breakinggood
@myscienceboutiq
@jamesfalletti
@origamicells
@we_are_vaei
@atomicheroes
@openscitalk

Top hashtags:
#scienceteacher
#science
#stem
#homeschooling
#homeschool

Description:
Description
The graph represents a network of 1,667 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, 27 March 2021 at 00:12 UTC.

The requested start date was Saturday, 27 March 2021 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, 14-hour, 21-minute period from Friday, 01 January 2021 at 12:00 UTC to Friday, 26 March 2021 at 02:22 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 : 1667
Unique Edges : 1053
Edges With Duplicates : 2882
Total Edges : 3935
Number of Edge Types : 5
Tweet : 802
Retweet : 966
MentionsInRetweet : 1331
Mentions : 778
Replies to : 58
Self-Loops : 823
Reciprocated Vertex Pair Ratio : 0.0388471177944862
Reciprocated Edge Ratio : 0.074788902291918
Connected Components : 441
Single-Vertex Connected Components : 249
Maximum Vertices in a Connected Component : 468
Maximum Edges in a Connected Component : 1338
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 7.698648
Graph Density : 0.000596999447649486
Modularity : 0.442903
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 1,667 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, 27 March 2021 at 00:12 UTC.

The requested start date was Saturday, 27 March 2021 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, 14-hour, 21-minute period from Friday, 01 January 2021 at 12:00 UTC to Friday, 26 March 2021 at 02:22 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:
[79] https://www.etsy.com/listing/944151849/scientist-svg-mad-scientist?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1612347465000&utm_term=so.slt
[21] 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
[18] https://www.instagram.com/accounts/login/
[17] 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
[14] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=http%3A%2F%2Flink.springer.com%2Fbook%2F10.1007%2F978-3-030-64107-8
[13] https://s4science.co.uk
[12] https://www.edvotek.com/Experiments/Origami-Organelles
[11] https://www.sciencebuddies.org/fluor-challenge?from=TW
[11] https://coresciences.co.uk/
[8] https://edu.cospaces.io/UUV-PJK

Top URLs in Tweet in G1:
[16] https://www.instagram.com/accounts/login/
[7] https://www.jobors.com/user-registration
[5] https://www.starlightpress.co.uk/
[2] https://www.teacherspayteachers.com/Product/FOUR-CORNERS-Get-to-know-you-ice-breaker-game-for-middle-school-SCIENCE-class-3311864
[2] http://gifexperiments.blogspot.com
[2] https://www.find-postgraduate-teacher-training.service.gov.uk/course/24U/2QXC
[1] https://gridwatch.co.uk/
[1] https://etsy.com/DisplaceDesign/listing/783225459
[1] http://www.scienceteacher.ie/
[1] https://twitter.com/spacecitywx/status/1347310371359645698

Top URLs in Tweet in G2:
[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:
[21] 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
[17] 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
[8] https://edu.cospaces.io/UUV-PJK
[4] https://myscienceboutique.com/product/trendy-science-socks-bioinformatics-heatmap-pattern/
[3] https://myscienceboutique.com/product/trendy-science-socks-pi-math-design/
[3] https://www.etsy.com/listing/821806030/science-themed-durable-backpack-with?ref=shop_home_active_4&frs=1
[3] https://k12.esri.ca/resourcefinder/#/lang=en
[3] https://www.livescience.com/colletor-finds-rare-cookie-monster-rock.html?fbclid=IwAR1pXZUnSx7UgjLoa5nOMsrctyi2Y4zV1y9tGhDcorqg1l9wO7F_uwK3ISE&utm_content=bufferf97d1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://edujobsinpgh.blogspot.com/2021/02/lead-content-designer-science.html
[2] https://www.etsy.com/listing/824539681/kids-t-shirts-dinosaur-designs-science-t?ref=shop_home_active_43

Top URLs in Tweet in G4:
[79] https://www.etsy.com/listing/944151849/scientist-svg-mad-scientist?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1612347465000&utm_term=so.slt

Top URLs in Tweet in G5:
[1] https://business.gov.au/pmprizesscience

Top URLs in Tweet in G6:
[2] https://www.cpr.org/2021/02/03/teens-arent-getting-the-covid-vaccine-yet-but-these-ones-want-you-to/
[1] https://knowledgestudio1.com/rebounding-from-the-pandemic/
[1] https://knowledgestudio1.com/
[1] https://twitter.com/DreamTeachersLA/status/1360935764549378051
[1] https://www.etsy.com/AFKCreationsofNC/listing/789687294/glow-in-the-dark-saturn-earrings?utm_campaign=Share&utm_medium=social_organic&utm_source=DSMT2&utm_term=so.smt&share_time=1613168265000

Top URLs in Tweet in G7:
[12] https://www.edvotek.com/Experiments/Origami-Organelles
[7] https://origamiorganelles.com/collections/complete-set
[4] https://origamiorganelles.com/collections/organelles-cells/products/simple-animal-cell
[4] https://origamiorganelles.com/
[4] https://origamiorganelles.com/collections/anatomy/products/human-heart
[4] https://www.stem.org.uk/cpd/490405/teach-and-learn-open-mic-remote-learning
[4] https://www.stem.org.uk/cpd/484906/planning-and-delivering-remote-science-lesson
[2] https://origamiorganelles.com/collections/organelles-cells/products/simple-plant-cell
[2] https://origamiorganelles.com/collections/anatomy
[2] https://origamiorganelles.com/collections/new-models/products/menstrual-cycle

Top URLs in Tweet in G8:
[2] https://twitter.com/edwards_dr2/status/1344729534185287681
[2] https://www.tes.com/jobs/vacancy/teacher-of-chemistry-milton-keynes-1390942
[1] https://twitter.com/khelgen/status/1348444520602501121
[1] https://twitter.com/DannyJamesWard/status/1351634242250432515
[1] https://twitter.com/northyorkmoors/status/1355965832107597824
[1] https://twitter.com/ElephantEating/status/1360647164012027907
[1] https://twitter.com/jjdalzell/status/1285527517378600969
[1] https://www.northernlightsscitt.com/our-people/case-studies/?fb=lauren-heseltine
[1] https://twitter.com/FabPhysics/status/1371051443063554048
[1] https://drive.google.com/drive/folders/1iM2ixAM3NBMzhNmMD0I_xVTtj2cz1amp

Top URLs in Tweet in G9:
[1] https://dinosaurpictures.org/ancient-earth#750
[1] https://m.tiktok.com/v/6930722263054568709.html?_d=secCgYIASAHKAESMgowXdTjhVbYB%2BNkB1QPjFKZ1q7DOO3GXnBLnK1Ti869UW%2FQCr%2F3xVohCVBNz0e8yA%2B9GgA%3D&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAgjYBjLR1iNkWXWS96OzotupkRxPpDex6oM9UlQNucmECUxDTa4DNZpluOcSQOU-p&share_item_id=6930722263054568709&share_link_id=AE2DF9A6-1E56-47D6-B60B-6EE5F53E0552×tamp=1613685619&tt_from=copy&u_code=d9g09lgb4i4mil&user_id=6764967192229970950&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[1] https://m.tiktok.com/v/6935492007305448710.html?_d=secCgYIASAHKAESMgowGddvFjBD0E6gMWCxC%2F7QM6FsRCWaaHhgQGjb9lPt4JCzV8J4%2BPcCtEthPhncu0hbGgA%3D&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAgjYBjLR1iNkWXWS96OzotupkRxPpDex6oM9UlQNucmECUxDTa4DNZpluOcSQOU-p&share_item_id=6935492007305448710&share_link_id=A346BE60-8C80-4A45-B3F1-E420E53A9EE3×tamp=1614805665&tt_from=twitter&u_code=d9g09lgb4i4mil&user_id=6764967192229970950&utm_campaign=client_share&utm_medium=ios&utm_source=twitter
[1] https://m.tiktok.com/v/6939961663433002246.html?_d=secCgYIASAHKAESMgow8y7%2Fh3tKhPTAmwiGSLXp3CyfJtmZW34g%2FSnJcFLzf1rsnKkm3PoIigCN%2BMCPUGxSGgA%3D&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAgjYBjLR1iNkWXWS96OzotupkRxPpDex6oM9UlQNucmECUxDTa4DNZpluOcSQOU-p&share_item_id=6939961663433002246&share_link_id=001F7C2C-03B2-49DA-8E46-726C291630DB×tamp=1615836212&tt_from=twitter&u_code=d9g09lgb4i4mil&user_id=6764967192229970950&utm_campaign=client_share&utm_medium=ios&utm_source=twitter
[1] https://aelp.smartsparrow.com/v/open/9axwkqx2
[1] https://fs11.formsite.com/AACT/1bbqagios5/index.html
[1] https://twitter.com/adamrutherford/status/1352252176052137992
[1] https://docs.google.com/presentation/d/1MTEOaKz0BC8W9NEX0qGJkg0yH-xw4FRbcc_cPREolzY/edit?usp=sharing

Top URLs in Tweet in G10:
[1] https://www.donorschoose.org/project/cellphone-or-microscope-for-the-virtual/5412239/?utm_source=dc&utm_medium=twitter&utm_campaign=teacherhub&utm_term=teacher_7685357&rf=twitter-dc-2021-03-teacherhub-teacher_7685357&challengeid=21701152&_branch_match_id=link-897956665915813457
[1] https://www.donorschoose.org/project/cellphone-or-microscope-for-the-virtual/5412239/?utm_source=dc&utm_medium=twitter&utm_campaign=teacherhub&utm_term=teacher_7685357&rf=twitter-dc-2021-03-teacherhub-teacher_7685357&challengeid=21701152&_branch_match_id=link-897619911266715593

Top Domains
Top Domains in Tweet in Entire Graph:
[100] etsy.com
[75] co.uk
[68] twitter.com
[55] origamiorganelles.com
[38] k12prospects.com
[33] myscienceboutique.com
[26] youtube.com
[26] sciencebuddies.org
[21] instagram.com
[19] org.uk

Top Domains in Tweet in G1:
[22] twitter.com
[19] instagram.com
[15] co.uk
[10] teacherspayteachers.com
[7] jobors.com
[5] youtube.com
[4] linkedin.com
[4] hatenablog.jp
[3] etsy.com
[3] weebly.com

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

Top Domains in Tweet in G3:
[38] k12prospects.com
[32] myscienceboutique.com
[16] etsy.com
[10] cospaces.io
[8] youngzine.org
[5] page.link
[4] blogspot.com
[3] esri.ca
[3] livescience.com
[1] sciall.org

Top Domains in Tweet in G4:
[79] etsy.com

Top Domains in Tweet in G5:
[1] gov.au

Top Domains in Tweet in G6:
[2] knowledgestudio1.com
[2] cpr.org
[1] twitter.com
[1] etsy.com

Top Domains in Tweet in G7:
[54] origamiorganelles.com
[16] edvotek.com
[13] org.uk
[2] dfwminicast.org
[2] goodnewsnetwork.org
[2] google.com
[1] youtu.be
[1] twitter.com
[1] newpathlearning.com
[1] carolina.com

Top Domains in Tweet in G8:
[9] twitter.com
[2] tes.com
[1] northernlightsscitt.com
[1] google.com
[1] origamiorganelles.com

Top Domains in Tweet in G9:
[3] tiktok.com
[1] dinosaurpictures.org
[1] smartsparrow.com
[1] formsite.com
[1] twitter.com
[1] google.com

Top Domains in Tweet in G10:
[2] donorschoose.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1358] scienceteacher
[432] science
[228] stem
[126] homeschooling
[115] homeschool
[109] stemeducation
[79] scientist
[79] svg
[79] cartoonscientist
[79] mascot



Top Hashtags in Tweet in G1:
[308] scienceteacher
[83] science
[31] teacher
[28] education
[25] scienceiscool
[22] teachers
[21] chemistry
[21] stem
[20] edutwitter
[16] biology

Top Hashtags in Tweet in G2:
[25] geography
[21] plasticwaste
[5] scienceteacher
[4] geographyteacher
[3] volcano
[2] geology
[1] gis
[1] earthquake
[1] science
[1] plasticfree

Top Hashtags in Tweet in G3:
[121] scienceteacher
[98] science
[65] stem
[36] phd
[29] stemeducation
[25] sciencetwitter
[23] sciencestudent
[22] scicomm
[22] scratch3
[22] secondary

Top Hashtags in Tweet in G4:
[79] svg
[79] cartoonscientist
[79] science
[79] mascot
[79] scienceteacher
[1] cricutmade
[1] cutfiles
[1] png
[1] character
[1] design

Top Hashtags in Tweet in G5:
[66] scientist
[66] innovator
[1] scienceteacher
[1] pmprizes

Top Hashtags in Tweet in G6:
[24] scienceteacher
[17] science
[14] nasa
[11] education
[9] astronauts
[8] space
[7] spaceeducation
[6] stem
[5] stemed
[5] scienceisfun

Top Hashtags in Tweet in G7:
[135] scienceteacher
[66] scienceteaching
[59] scienceactivities
[52] homeschooling
[50] homeschool
[47] sciencestations
[43] iteachscience
[40] homeschoolscience
[40] homeschoolingmom
[35] handsonscience

Top Hashtags in Tweet in G8:
[36] scienceteacher
[9] iteachfifth
[5] ecosystems
[5] teaching
[4] edutwitter
[3] foodchains
[2] biology
[2] chatbiology
[2] biologyteacher
[2] trinitysouthrocks

Top Hashtags in Tweet in G9:
[24] scienceteacher
[12] sparklekits
[12] kickstarter
[4] womeninstem
[4] teacher
[4] stem
[4] science
[4] edutwitter
[3] stemed
[3] education

Top Hashtags in Tweet in G10:
[29] scienceteacher
[3] springbreak2021
[1] houstoneducators

Top Words
Top Words in Tweet in Entire Graph:
[1354] #scienceteacher
[489] science
[432] #science
[228] #stem
[220] students
[163] scientist
[144] more
[143] teacher
[138] help
[126] #homeschooling

Top Words in Tweet in G1:
[308] #scienceteacher
[88] science
[83] #science
[34] students
[31] #teacher
[31] more
[30] teacher
[28] #education
[25] #scienceiscool
[24] school

Top Words in Tweet in G2:
[109] easygeography
[54] amazing
[51] look
[51] earthquakes
[51] 3d
[51] both
[51] location
[51] representation
[51] depth
[51] something

Top Words in Tweet in G3:
[121] #scienceteacher
[98] #science
[65] #stem
[36] #phd
[36] science
[31] website
[29] #stemeducation
[29] k12prospects
[27] 2020
[25] #sciencetwitter

Top Words in Tweet in G4:
[158] scientist
[79] svg
[79] mad
[79] etsy
[79] #svg
[79] #cartoonscientist
[79] #science
[79] #mascot
[79] #scienceteacher
[78] beartshirt

Top Words in Tweet in G5:
[66] nominations
[66] open
[66] 2021
[66] prime
[66] prizes
[66] science
[66] nominate
[66] #scientist
[66] #innovator
[65] sciencegovau

Top Words in Tweet in G6:
[24] #scienceteacher
[19] jamesfalletti
[17] #science
[14] #nasa
[13] graders
[12] 6th
[11] #education
[10] students
[10] completing
[9] #astronauts

Top Words in Tweet in G7:
[135] #scienceteacher
[66] #scienceteaching
[59] #scienceactivities
[52] #homeschooling
[50] #homeschool
[47] #sciencestations
[45] paper
[43] #iteachscience
[40] #homeschoolscience
[40] #homeschoolingmom

Top Words in Tweet in G8:
[36] #scienceteacher
[15] science
[11] inspire
[11] teachers
[9] #iteachfifth
[8] looking
[8] amazing
[8] today
[6] please
[6] share

Top Words in Tweet in G9:
[28] learning
[24] #scienceteacher
[14] know
[13] screen
[13] see
[12] wanna
[12] more
[12] #sparklekits
[12] free
[12] modular

Top Words in Tweet in G10:
[32] project
[31] thanks
[31] first
[30] help
[29] #scienceteacher
[29] mrsrubio_ems
[27] live
[27] microscopes
[27] online
[27] person

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[91] #science,#scienceteacher
[79] scientist,svg
[79] svg,mad
[79] mad,scientist
[79] scientist,etsy
[79] etsy,#svg
[79] #svg,#cartoonscientist
[79] #cartoonscientist,#science
[79] #science,#mascot
[79] #mascot,#scienceteacher

Top Word Pairs in Tweet in G1:
[21] #science,#scienceteacher
[11] #teacher,#teachers
[10] #science,#chemistry
[10] science,teacher
[9] science,teachers
[8] #scienceteacher,#science
[8] apply,#teacherjobs
[7] #chemistry,#scienceteacher
[7] hiring,teacher
[7] teacher,apply

Top Word Pairs in Tweet in G2:
[51] amazing,look
[51] look,earthquakes
[51] earthquakes,3d
[51] 3d,both
[51] both,location
[51] location,representation
[51] representation,depth
[51] depth,something
[51] something,little
[51] little,different

Top Word Pairs in Tweet in G3:
[42] #science,#scienceteacher
[23] #scienceteacher,#stem
[22] #scienceteacher,#scratch3
[22] #scratch3,#secondary
[22] #secondary,#security
[21] district,spending
[21] spending,history
[21] history,predicted
[21] predicted,estimates
[21] estimates,2020

Top Word Pairs in Tweet in G4:
[79] scientist,svg
[79] svg,mad
[79] mad,scientist
[79] scientist,etsy
[79] etsy,#svg
[79] #svg,#cartoonscientist
[79] #cartoonscientist,#science
[79] #science,#mascot
[79] #mascot,#scienceteacher
[78] beartshirt,scientist

Top Word Pairs in Tweet in G5:
[66] nominations,open
[66] open,2021
[66] 2021,prime
[66] prizes,science
[66] science,nominate
[66] nominate,#scientist
[66] #scientist,#innovator
[65] sciencegovau,nominations
[63] prime,ministerâ
[63] ministerâ,prizes

Top Word Pairs in Tweet in G6:
[11] 6th,graders
[8] graders,completed
[8] completed,rigorous
[8] rigorous,#nasa
[8] #nasa,training
[8] training,session
[8] session,become
[8] become,next
[8] next,generation
[8] generation,#astronauts

Top Word Pairs in Tweet in G7:
[62] #scienceteaching,#scienceteacher
[50] #homeschooling,#homeschool
[46] #scienceactivities,#sciencestations
[43] #scienceteacher,#iteachscience
[38] #homeschool,#homeschoolingmom
[35] #homeschoolingmom,#homeschoolmom
[34] #iteachscience,#handsonscience
[34] #handsonscience,#scienceactivities
[30] #homeschoolmom,#homeschoolmama
[30] #homeschoolmama,#homeschoolscience

Top Word Pairs in Tweet in G8:
[10] science,teachers
[6] inspire,next
[6] next,generation
[5] dear,gavinwilliamson
[5] gavinwilliamson,please
[5] please,run
[5] run,residential
[5] residential,trips
[5] trips,again
[5] again,inspire

Top Word Pairs in Tweet in G9:
[12] wanna,know
[12] know,more
[12] more,#sparklekits
[12] #sparklekits,screen
[12] screen,free
[12] free,learning
[12] learning,modular
[12] modular,building
[12] building,learning
[12] learning,fun

Top Word Pairs in Tweet in G10:
[28] help,#scienceteacher
[27] first,project
[27] project,live
[27] live,help
[27] #scienceteacher,microscopes
[27] microscopes,online
[27] online,person
[27] person,thanks
[27] thanks,allstate
[26] mrsrubio_ems,first

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@easygeography
@etsy
@beartshirt
@sciencegovau
@sciencebuddies
@swanscience
@cefnhengoed
@dylanthomas_sch
@pentrehafod
@stjosephscomp

Top Mentioned in G1:
@flowsscience
@busfieldmr
@gifexperiments

Top Mentioned in G2:
@easygeography
@cheetahthemovie
@nicolaraluk

Top Mentioned in G3:
@k12prospects
@myscienceboutiq
@cospaces_edu
@mergevr
@icoutreach
@sciencemagazine
@doddlelearn
@iresearchsci
@stemiafrica
@sciallorg

Top Mentioned in G4:
@etsy
@beartshirt

Top Mentioned in G5:
@sciencegovau

Top Mentioned in G6:
@jamesfalletti
@natgeoeducation
@cprbrundin
@smende2
@afkcreationsnc
@njea
@googleforedu
@spacefoundation
@sfdcenter
@lockheedmartin

Top Mentioned in G7:
@origamicells
@edvotek
@cut_ups
@slphertsessex
@reneewellssteam
@nasapersevere
@dailystem
@carolinabio
@mzfawstah
@owllabs

Top Mentioned in G8:
@missjessgreene
@cranedalecentre
@gavinwilliamson
@northlightscitt
@hoyledoc
@northlight
@chatbiology
@keruskinpete
@clairey_s
@getintoteaching

Top Mentioned in G9:
@sparklekits
@jonterlee
@nasa
@budengineering
@explorelearning
@geomsstewart
@discoveryed
@etownscience
@rubbiology

Top Mentioned in G10:
@mrsrubio_ems
@allstate
@donorschoose
@molsen14
@thecandrabrown

Top Tweeters
Top Tweeters in Entire Graph:
@juanmuriangoski
@bella623
@femtech_
@w_angels_wings
@miguelhilargiak
@capecodgiftshop
@supersoftknits
@thedeveloperbot
@tanyawarren
@chrisderrick1

Top Tweeters in G1:
@oscarswild1
@webduniatelugu
@gj_education
@atheria
@dspdavey
@inclusionchick
@laughpurgatory
@thedirector_e
@axcisjobs
@review_prime

Top Tweeters in G2:
@juanmuriangoski
@jackthelad1947
@elleallever
@jane__eden
@benking01
@huskernewman
@tusharmarghade
@geographile
@robafrosty
@sustaintrends

Top Tweeters in G3:
@fabriciosx
@designthinkbot
@nellinson
@scalarhumanity
@hart_engel
@nvsdata
@dnaed_tech
@sprintbaseb
@rondelle10_b
@sardimperium

Top Tweeters in G4:
@w_angels_wings
@miguelhilargiak
@capecodgiftshop
@supersoftknits
@tanyawarren
@chrisderrick1
@zencatpottery
@marting8177
@uncjay1
@bigtickhk

Top Tweeters in G5:
@popasmedia
@womensciaust
@gshang
@dynamicssiam
@bronfredericks
@monsoon0
@ash_r_sharman
@mariamacnamara1
@ambiente_mm
@amanvincent

Top Tweeters in G6:
@education_24x7
@cristob81777882
@google
@chabis_ch
@lodinjnews
@cprnews
@literallysmash
@jenniferyuen1
@nwf
@isteconnects

Top Tweeters in G7:
@coronabot20
@dailystem
@rachaellehr
@jenniferagates
@distancelrnbot
@educarepak
@plantletculture
@frogotter
@tawakaltf
@learnpromethean

Top Tweeters in G8:
@ukedchat
@wonderopolis
@ecology_tweets
@educationgovuk
@getintoteaching
@terminalteacher
@ke
@fabphysics
@northlight
@missmohsin86

Top Tweeters in G9:
@femtech_
@thedeveloperbot
@30xcodes
@djangobot_
@coderretweet
@boardgameacad
@botfemale
@100daysof2020
@developer_rtbot
@tarafarah7

Top Tweeters in G10:
@downthelanebook
@authorjwiller
@allstate
@cathig8r
@ollmannjill
@tmlusby
@wallburner
@givingclassroom
@twosmartbunnies
@donorschoose


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