scienceteacher, Twitter, 3/26/2022 12:37:32 AM, 273751


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scienceteacher_2022-03-25_17-24-00.xlsx
scienceteacher_2022-03-25_17-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 26, 2022
Short Description:
scienceteacher via NodeXL https://bit.ly/3IHtgFh
@sciencebuddies
@b0tsci
@this0499154500
@stem_ai
@appthisway
@mimiostem
@superteamup
@publicationbot
@jayaisales
@shreevebooks

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

Description:
Description
The graph represents a network of 1,401 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, 26 March 2022 at 00:27 UTC.

The requested start date was Saturday, 26 March 2022 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 113-day, 23-hour, 20-minute period from Wednesday, 01 December 2021 at 01:01 UTC to Friday, 25 March 2022 at 00:22 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 : 1401
Unique Edges : 830
Edges With Duplicates : 2825
Total Edges : 3655
Number of Edge Types : 5
Tweet : 927
Retweet : 920
MentionsInRetweet : 1181
Mentions : 576
Replies to : 51
Self-Loops : 952
Reciprocated Vertex Pair Ratio : 0.0636645962732919
Reciprocated Edge Ratio : 0.11970802919708
Connected Components : 382
Single-Vertex Connected Components : 175
Maximum Vertices in a Connected Component : 286
Maximum Edges in a Connected Component : 1375
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.83874
Graph Density : 0.000698480677067401
Modularity : 0.388747
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,401 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, 26 March 2022 at 00:27 UTC.

The requested start date was Saturday, 26 March 2022 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 113-day, 23-hour, 20-minute period from Wednesday, 01 December 2021 at 01:01 UTC to Friday, 25 March 2022 at 00:22 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:
[20] https://www.sciencebuddies.org/fluor-challenge-2022?from=TW
[18] https://www.coresciences.co.uk/
[17] https://www.edvotek.com/origami-organelles
[11] https://myscienceboutique.com/product/valentine-enzymes-biology-science-womens-t-shirt/
[10] https://www.twinkl.co.uk/resources/keystage3-ks3-science-ks3/seasonal-resources-ks3-science-science-ks3-ks4/keystage3-ks3-festivals-and-events-organised-events-and-awareness-days-british-science-week
[10] https://www.youtube.com/watch?v=AJjm22HHzDc&feature=youtu.be

[8] http://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://www.coresciences.co.uk/subscribe
[7] https://myscienceboutique.com/product/cocoon-nebula-earth-day-special-womens-t-shirt-dress/
[6] https://myscienceboutique.com/product/high-fidelity-science-horror-womens-t-shirt/

Top URLs in Tweet in G1:
[5] https://www.goodnewsnetwork.org/
[4] https://www.etsy.com/listing/696099120
[3] https://sciencefather.com/awards/2nd-international-research-awards-on-science-health-and-engineering-chennai-india-nominate-now/?etitle=2nd%20International%20Research%20Awards%20on%20Science,%20Health%20and%20Engineering&email=shen@sciencefather.com&ecategory=Awards&rcategory=Awardee&eid=4
[3] https://unmincedwords.com/collections/fu
[2] https://onestep4abettertomorrow.com
[2] https://www.allschool.com/teach/newTeacher/?inviteCode=RetQS1ASOgM%3D&oneLevelChannel=2&twoLevelChannel=3
[2] https://www.seedstosteam.org/
[1] https://www.donorschoose.org/project/store-and-explore-with-lego/5841763/?utm_source=dc&utm_medium=twitter&utm_campaign=project&utm_term=teacher_1247089&rf=twitter-dc-2021-12-project-teacher_1247089&challengeid=394303&%24web_only=true&_branch_match_id=link-994574204979737050
[1] https://facebook.com/job_opening/457696139078653
[1] https://twitter.com/filodxxn/status/1465850060235751425

Top URLs in Tweet in G2:
[20] https://www.sciencebuddies.org/fluor-challenge-2022?from=TW
[6] https://www.sciencebuddies.org/blog/mario-day-stem?from=TW
[5] https://www.sciencebuddies.org/blog/lunar-new-year-stem?from=TW
[5] https://ourkidsneedstem.com/
[4] https://www.sciencebuddies.org/blog/st-patricks-day-stem-activities?from=TW
[3] https://www.acs.org/content/acs/en/education/whatischemistry/adventures-in-chemistry/secret-science-stuff/gum.html
[2] https://www.sciencebuddies.org/blog/gingerbread-stem?from=TW
[2] https://www.sciencebuddies.org/blog/winter-science?from=TW
[2] https://www.sciencebuddies.org/blog/black-history-month-scientists?from=TW
[2] https://www.sciencebuddies.org/blog/valentines-day-stem?from=TW

Top URLs in Tweet in G3:
[10] https://www.youtube.com/watch?v=AJjm22HHzDc&feature=youtu.be

[9] https://myscienceboutique.com/product/valentine-enzymes-biology-science-womens-t-shirt/
[6] https://myscienceboutique.com/product/photon-premium-unisex-hooded-sweatshirt-with-pockets/
[5] https://www.etsy.com/listing/1120669038/solar-system-socks-bundle-best-science?ref=shop_home_active_2&frs=1
[5] https://myscienceboutique.com/product/cocoon-nebula-earth-day-special-womens-t-shirt-dress/
[5] https://myscienceboutique.com/product/tote-bag-sahara-desert/
[4] https://myscienceboutique.com/product/velociraptor-science-regular-fit-t-shirt/
[4] https://www.etsy.com/listing/792356959/velociraptor-science-t-shirt-regular-fit?ref=SellerDashboard
[4] https://www.etsy.com/listing/781730181/asalt-chemistry-pun-science-t-shirt?ref=SellerDashboard
[4] https://myscienceboutique.com/product/mole-day-special-science-humor-premium-t-shirt/

Top URLs in Tweet in G4:
[2] https://www.bps.ac.uk/careers-in-pharmacology
[2] https://www.bps.ac.uk/careers-development/junior-school-(ages-7-11)
[2] https://www.bps.ac.uk/careers-in-pharmacology/students-(ages-16-)
[1] https://www.bps.ac.uk/ambassadors/resources-for-promoting-careers
[1] https://www.youtube.com/watch?v=efsKa37cU2M


Top URLs in Tweet in G5:
[1] https://twitter.com/DerfelTheMighty/status/1480159647277490177?t=Eo8kxAp435oVNXfhn8JSBg&s=19
[1] https://www.theguardian.com/world/2021/dec/29/how-can-we-measure-the-true-scale-of-uk-covid-hospital-admissions

Top URLs in Tweet in G6:
[18] https://www.coresciences.co.uk/
[8] https://www.coresciences.co.uk/subscribe
[4] https://www.etsy.com/listing/688207298/vintage-what-makes-popcorn-pop-paperback?ref=shop_home_active_193&frs=1
[3] https://www.coresciences.co.uk/learn-more
[2] https://myscienceboutique.com/product/heavy-metal-funny-chemistry-science-womens-t-shirt/
[2] https://www.etsy.com/listing/1024824745/canvas-gallery-wraps-set-of-3-panels?ref=shop_home_active_72&frs=1
[2] https://myscienceboutique.com/product/physics-astronomy-science-humor-regular-fit-unisex-t-shirt/
[2] https://myscienceboutique.com/product/we-have-great-chemistry-unisex-jersey-short-sleeve-t-shirt/
[2] https://myscienceboutique.com/product/blood-cells-design-leggings/
[2] https://myscienceboutique.com/product/velociraptor-science-regular-fit-t-shirt/

Top URLs in Tweet in G7:
[4] https://qualifications.pearson.com/en/support/Services/pearson-edexcel-mocks-service.html?utm_source=Twitter&utm_content=sciencespringseries
[3] https://qualifications.pearson.com/en/campaigns/summer-2022-support/advance-information-revision-support.html?utm_source=twitter&utm_medium=social-organic&utm_campaign=GBEDGS0821SUM22&utm_content=airev
[3] https://www.pearson.com/uk/educators/schools/subject-area/science/unbeatable-support/support-from-pearson.html?utm_source=Twitter
[2] https://pdacademy.pearson.com/courses/pearson_edexcel_gcse_science_9_1_online_network_get_exam_fit_for_summer_2022_with_dr_tracey_baxter.html
[2] https://www.pearson.com/uk/educators/schools/subject-area/science/why-science-matters/view-from-the-lab-podcast.html?utm_source=Twitter
[1] https://pdacademy.pearson.com/courses/pearson_edexcel_gcse_science_9_1_online_network_revision_masterclass_with_kit_betts_masters.html?utm_source=Twitter
[1] https://www.pearson.com/uk/educators/schools/subject-area/science/why-science-matters/view-from-the-lab-podcast.html?utm_source=twitter&utm_medium=social-organic&utm_campaign=GBSESN0122GQS
[1] https://qualifications.pearson.com/en/campaigns/summer-2022-support.html
[1] https://twitter.com/PearsonSciences/status/1499695328899092482
[1] https://www.pearson.com/uk/educators/schools/subject-area/science/why-science-matters/a-scientific-spotlight-on.html?utm_source=Twitter

Top URLs in Tweet in G8:
[1] https://blog.mimio.com/stem-lesson-comparing-planets?utm_campaign=MimioMaster%20blogs&utm_content=199800743&utm_medium=social&utm_source=twitter&hss_channel=tw-2938344207
[1] https://youtu.be/P9ySNEmnUU4?utm_content=190273800&utm_medium=social&utm_source=twitter&hss_channel=tw-2938344207
[1] https://blog.mimio.com/stem-lesson-rotation-vs.-revolution?utm_campaign=MimioMaster%20blogs&utm_content=194264973&utm_medium=social&utm_source=twitter&hss_channel=tw-2938344207
[1] https://twitter.com/smende2/status/1498170052226555908
[1] https://app.squidbooks.com/register/teacher?free-trial&interval=annual&productHandle=teacher-plan&referral-code=eyJyIjoiWHVDalVkQUxGRmE3ZzlZMnprUzdYQ2tKZnNJMiIsInMiOiJmcmVlLXRyaWFsIn0%3D
[1] https://www.donorschoose.org/project/coding-for-all/6054875/?utm_source=dc&utm_medium=twitter&utm_campaign=project&utm_term=unknown&rf=twitter-dc-2022-01-project-unknown&%24web_only=true&_branch_match_id=link-1007689033458266602

Top URLs in Tweet in G9:
[1] https://twitter.com/5S_Discover/status/1505863363703840769
[1] https://twitter.com/5S_Discover/status/1503325882940891140
[1] https://twitter.com/5S_Discover/status/1493903551294316544
[1] https://twitter.com/5S_Discover/status/1466756687755452422

Top URLs in Tweet in G10:
[7] https://www.twinkl.co.uk/resources/keystage3-ks3-science-ks3/seasonal-resources-ks3-science-science-ks3-ks4/keystage3-ks3-festivals-and-events-organised-events-and-awareness-days-british-science-week
[2] https://www.twinkl.co.uk/resources/keystage3-ks3-science/keystage3-ks3-science-ks3/free-resources-ks3-science-full-collection-science-ks3-ks4?utm_source=social&utm_medium=twittere&utm_campaign=beyond-ttJan2022-free-science
[1] https://twinklsecondary.blog/physics-paper-1-revision-energy-electricity-particle-model-of-matter-atomic-structure/
[1] https://www.twinkl.co.uk/resources/keystage3-ks3
[1] https://www.youtube.com/watch?v=RjwUYaK-aJs&list=PLvbcj31WSpFAB6re3umrksu239b0VV2ei&index=16

[1] https://www.twinkl.co.uk/resource/t3-sc-373-ks3-science-christmas-resources-crossword
[1] https://www.twinkl.co.uk/resource/science-quiz-of-the-year-t-sc-1637594651
[1] https://www.twinkl.co.uk/resource/ks3-christmas-science-worksheets-t-sc-1636121331?utm_source=newsletter&utm_medium=email&utm_campaign=newsletter_2021-12-12_GB-ENG_KS3KS4&utm_content=custom6
[1] https://www.twinkl.co.uk/resource/science-christmas-quiz-t3-sc-374
[1] https://www.twinkl.co.uk/resource/christmas-chemistry-t-sc-2549710

Top Domains
Top Domains in Tweet in Entire Graph:
[149] myscienceboutique.com
[102] co.uk
[71] sciencebuddies.org
[70] etsy.com
[62] twitter.com
[62] origamiorganelles.com
[36] youtube.com
[31] instagram.com
[30] nemnet.com
[18] pearson.com

Top Domains in Tweet in G1:
[15] twitter.com
[13] instagram.com
[10] zazzle.com
[7] etsy.com
[5] co.uk
[5] goodnewsnetwork.org
[3] org.uk
[3] sciencefather.com
[3] unmincedwords.com
[3] gov.uk

Top Domains in Tweet in G2:
[69] sciencebuddies.org
[5] ourkidsneedstem.com
[4] npr.org
[4] activelylearn.com
[3] acs.org
[3] myventure.us
[2] youtube.com
[2] sch.uk
[2] sciencenewsforstudents.org
[2] viglink.com

Top Domains in Tweet in G3:
[113] myscienceboutique.com
[34] etsy.com
[14] youtube.com
[4] co.uk
[4] ourspaceourfuture.eu
[3] page.link
[3] nodexlgraphgallery.org
[1] etsystatic.com
[1] twitter.com
[1] scicommforeveryone.com

Top Domains in Tweet in G4:
[7] ac.uk
[1] youtube.com

Top Domains in Tweet in G5:
[1] twitter.com
[1] theguardian.com

Top Domains in Tweet in G6:
[36] myscienceboutique.com
[29] co.uk
[13] etsy.com
[5] twitter.com
[2] sciencebuddies.org
[2] faculti.net
[1] etsystatic.com
[1] page.link
[1] nodexlgraphgallery.org
[1] nature.com

Top Domains in Tweet in G7:
[18] pearson.com
[5] twitter.com
[1] google.com

Top Domains in Tweet in G8:
[2] mimio.com
[1] youtu.be
[1] twitter.com
[1] squidbooks.com
[1] donorschoose.org

Top Domains in Tweet in G9:
[4] twitter.com

Top Domains in Tweet in G10:
[37] co.uk
[8] youtube.com
[3] rsc.org
[1] twinklsecondary.blog

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1337] scienceteacher
[440] science
[327] stem
[161] sciencestudent
[112] sciencetwitter
[108] phd
[105] edutwitter
[95] scicom
[94] teacher
[90] lovescience



Top Hashtags in Tweet in G1:
[274] scienceteacher
[56] science
[45] teacher
[42] scienceteaching
[41] scienceactivities
[41] sciencestations
[41] sciencegames
[40] sciencecenters
[39] handsonscience
[38] texasscienceteacher

Top Hashtags in Tweet in G2:
[110] scienceteacher
[97] stem
[38] fluorchallenge
[35] engineering
[29] science
[25] paperballrun
[20] ngss
[16] scichat
[13] eweek2022
[11] sciencefair

Top Hashtags in Tweet in G3:
[173] scienceteacher
[151] science
[130] stem
[114] sciencestudent
[108] phd
[94] scicom
[94] sciencetwitter
[89] lovescience
[86] academictwitter
[82] fashion

Top Hashtags in Tweet in G4:
[15] nationalcareersweek
[7] ncw2022
[7] scienceteacher
[6] stem
[5] careersinstem
[1] pharmacology
[1] apprenticeships

Top Hashtags in Tweet in G5:
[1] troll
[1] block
[1] wirsindgeboostert
[1] wirsindmehr
[1] haltdiefresse
[1] covidiot
[1] fcknzs

Top Hashtags in Tweet in G6:
[62] scienceteacher
[54] science
[38] stem
[31] sciencestudent
[31] gcsescience
[23] onlinelearning
[17] sciencepracticals
[17] homeschooling
[15] stemeducation
[13] education

Top Hashtags in Tweet in G7:
[32] scienceteacher
[10] edutwitter
[7] physics
[6] britishscienceweek
[5] physicsteacher
[4] gcse
[4] pearsonedexcel
[4] teachertwitter
[3] chatphysics
[3] connectingwall

Top Hashtags in Tweet in G8:
[24] scienceteacher
[12] stem
[8] edtech
[8] steam
[6] 3dprinter
[5] 3dprinting
[5] science
[4] sel
[3] teachingandlearning
[3] interactivelearning

Top Hashtags in Tweet in G9:
[7] geographyteacher
[6] stpatricksday
[5] scienceteacher
[5] satellites
[4] spaceactivityinireland
[4] copernicusdatainar
[4] jcgeography
[4] historyteacher
[3] juniorcycle
[3] geoliteracy

Top Hashtags in Tweet in G10:
[47] scienceteacher
[41] edutwitter
[16] teachers
[15] teachertwitter
[9] chatbiology
[8] chatchemistry
[7] teamscience
[7] britishscienceweek
[6] biologyteacher
[6] science

Top Words
Top Words in Tweet in Entire Graph:
[1338] #scienceteacher
[714] science
[451] #science
[327] #stem
[227] students
[206] teacher
[176] website
[161] #sciencestudent
[121] more
[116] shirt

Top Words in Tweet in G1:
[274] #scienceteacher
[86] science
[56] #science
[45] #teacher
[42] #scienceteaching
[41] #scienceactivities
[41] #sciencestations
[41] #sciencegames
[40] #sciencecenters
[39] #handsonscience

Top Words in Tweet in G2:
[110] #scienceteacher
[97] #stem
[82] sciencebuddies
[63] students
[59] 2022
[39] challenge
[39] science
[38] #fluorchallenge
[37] paper
[35] #engineering

Top Words in Tweet in G3:
[173] #scienceteacher
[151] #science
[130] #stem
[114] #sciencestudent
[113] science
[108] #phd
[105] website
[94] #scicom
[94] #sciencetwitter
[89] #lovescience

Top Words in Tweet in G4:
[64] britpharmsoc
[52] pharmacologists
[38] make
[37] difference
[31] lives
[30] pharmacologist
[30] people
[30] making
[30] discovering
[30] drugs

Top Words in Tweet in G5:
[21] science63424214
[21] scienceteacher
[15] die
[7] _martinhagen
[4] renatekuenast
[4] kathaschulze
[4] evidenz
[4] gut
[3] meinte
[3] tobiaseisenhut

Top Words in Tweet in G6:
[62] #scienceteacher
[62] science
[57] myscienceboutiq
[55] #science
[41] website
[38] #stem
[31] #sciencestudent
[31] #gcsescience
[28] shirt
[23] #onlinelearning

Top Words in Tweet in G7:
[36] science
[32] #scienceteacher
[20] gcse
[19] support
[18] come
[17] revision
[17] join
[17] amazing
[16] department
[16] physics

Top Words in Tweet in G8:
[24] #scienceteacher
[14] students
[12] #stem
[10] time
[9] mimiostem
[9] lessons
[9] nearpod
[8] hands
[8] using
[8] #science

Top Words in Tweet in G9:
[11] happy
[7] 5s_discover
[7] #geographyteacher
[6] #stpatricksday
[6] team
[6] hoping
[6] nice
[6] sunny
[6] holiday
[6] pic

Top Words in Tweet in G10:
[50] science
[47] #scienceteacher
[41] #edutwitter
[16] #teachers
[15] #teachertwitter
[9] #chatbiology
[9] student
[8] #chatchemistry
[8] week
[8] students

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[139] #science,#sciencestudent
[125] #scienceteacher,#stem
[116] website,#science
[106] #sciencestudent,#scienceteacher
[101] science,teacher
[93] #stem,#scicom
[83] #science,#scienceteacher
[77] #lovescience,#phd
[76] #sciencetwitter,#academictwitter
[73] #academictwitter,#gradschool

Top Word Pairs in Tweet in G1:
[41] #scienceteacher,#scienceteaching
[41] #scienceteaching,#scienceactivities
[41] #scienceactivities,#sciencestations
[41] #sciencestations,#sciencegames
[40] #sciencegames,#sciencecenters
[37] #sciencecenters,#texasscienceteacher
[32] #teacher,#teaching
[30] #texasscienceteacher,#iteachscience
[29] #iteachscience,#handsonscience
[27] #handsonscience,#teacherspayteachers

Top Word Pairs in Tweet in G2:
[26] paper,ball
[25] ball,run
[19] #paperballrun,#fluorchallenge
[18] engineering,challenge
[17] 2022,12
[17] 12,fluor
[17] fluor,engineering
[16] march,20
[15] 2022,#paperballrun
[15] 20,2022

Top Word Pairs in Tweet in G3:
[110] #science,#sciencestudent
[97] #scienceteacher,#stem
[96] #sciencestudent,#scienceteacher
[93] #stem,#scicom
[84] website,#science
[77] #lovescience,#phd
[76] #sciencetwitter,#academictwitter
[73] #academictwitter,#gradschool
[68] #scicom,#fashion
[68] #fashion,#lovescience

Top Word Pairs in Tweet in G4:
[37] make,difference
[30] pharmacologist,pharmacologists
[30] pharmacologists,make
[30] difference,people
[30] people,lives
[30] lives,making
[30] making,discovering
[30] discovering,drugs
[29] britpharmsoc,pharmacologist
[29] drugs,tr

Top Word Pairs in Tweet in G5:
[4] science63424214,renatekuenast
[4] renatekuenast,_martinhagen
[4] _martinhagen,kathaschulze
[2] science63424214,tobiaseisenhut
[2] tobiaseisenhut,scienceteacher
[2] science63424214,blubby2106
[2] blubby2106,meamz_de
[2] meamz_de,moogoonoog
[2] moogoonoog,abumtadir
[2] abumtadir,_martinhagen

Top Word Pairs in Tweet in G6:
[32] website,#science
[29] #science,#sciencestudent
[15] #stem,#stemeducation
[15] shirt,website
[12] #gcsescience,#sciencepracticals
[11] women,shirt
[10] required,practicals
[9] awesome,vintage
[9] vintage,copy
[9] copy,makes

Top Word Pairs in Tweet in G7:
[16] come,join
[16] join,amazing
[16] amazing,science
[16] science,department
[16] department,physics
[16] physics,team
[16] team,genuinely
[16] genuinely,knowledgeable
[16] knowledgeable,worked
[15] sarahcomfort1,come

Top Word Pairs in Tweet in G8:
[7] #stem,lessons
[5] having,wonderful
[5] wonderful,time
[5] time,printer
[5] printer,students
[5] students,amazed
[5] amazed,time
[5] time,running
[4] mimiostem,having
[4] level,#stem

Top Word Pairs in Tweet in G9:
[6] happy,#stpatricksday
[6] #stpatricksday,team
[6] team,hoping
[6] hoping,nice
[6] nice,sunny
[6] sunny,holiday
[6] holiday,pic
[5] 5s_discover,happy
[5] pic,#geographyteach
[5] very,happy

Top Word Pairs in Tweet in G10:
[10] #edutwitter,#scienceteacher
[7] science,teachers
[6] #edutwitter,#teachertwitter
[6] speedy,science
[6] #scienceteacher,#edutwitter
[6] successful,steps
[6] steps,teaching
[6] teaching,vocabulary
[6] vocabulary,science
[6] science,student

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@myscienceboutiq
@sciencebuddies
@britpharmsoc
@ourspace_future
@openscied
@facts_reasons
@edvotek
@nherisd
@ambravillani
@spann

Top Mentioned in G1:
@gifexperiments
@jit_official_
@teacheslana

Top Mentioned in G2:
@sciencebuddies
@fluorcorp
@venturengss
@amgenfoundation
@ncbi
@activelylearn
@laxmevy
@lmsama
@psntps
@misterwashburn

Top Mentioned in G3:
@myscienceboutiq
@ourspace_future
@facts_reasons
@ambravillani
@youtube
@brambachmax
@adrianahotz2
@ma
@satiseducation
@bigchats

Top Mentioned in G4:
@britpharmsoc

Top Mentioned in G5:
@_martinhagen
@science63424214
@renatekuenast
@kathaschulze
@tobiaseisenhut
@moogoonoog
@blubby2106
@meamz_de
@abumtadir
@opfdimpfl

Top Mentioned in G6:
@myscienceboutiq
@uq_news
@hassuq
@sciencebuddies
@profebarreto
@busterjustis
@facultinet
@shmslouisville
@unisabana
@anna_vater

Top Mentioned in G7:
@sarahcomfort1
@pearsonsciences
@hoyledoc
@twperry1
@physicsmansam
@chatphysics
@tjohns85
@gorillaphysics
@drbiol
@iopteaching

Top Mentioned in G8:
@mimiostem
@nearpod
@lovepeace_sci
@boxlightinc
@la_believes
@mpsal
@flocabulary
@wbrschools
@seesaw
@amstiwccs_asu

Top Mentioned in G9:
@5s_discover
@scienceirel
@jctgeography
@jctscience
@esero_ie
@con20or
@pdststem
@eodatahub
@wearetudublin
@gisinschools

Top Mentioned in G10:
@rsc_eic
@mrts_nqts
@adamboxer1
@twinklbeyond
@missp0609
@teachingdrnik
@traineetwinkl
@tes

Top Tweeters
Top Tweeters in Entire Graph:
@barntiques859
@hirogallery
@animatorspal
@shadowdogdesign
@womencodersbot
@411emilio
@botsecx
@mackabiviper42
@jvozsol
@education_24x7

Top Tweeters in G1:
@sciencemilk
@woodentek
@craftymcclever
@laura_a_diaz
@mediaonetvlive
@abpsanjha
@lupieteacher
@laurat_funk
@ulcareersfeed
@unminced_words

Top Tweeters in G2:
@botsecx
@education_24x7
@ricardo_ik_ahau
@satyajit1910
@intrinsicgames
@dnaed_tech
@compchembiobot
@garym
@binfotrends
@rtne_ws

Top Tweeters in G3:
@animatorspal
@b0tsci
@scicommbot
@shazzadul
@jecomac7
@youtube
@jayaisales
@petekdcelebi
@1014want
@academicsbot

Top Tweeters in G4:
@ncwnewman
@careersweek
@rebeccahritchie
@pharma_mty
@erickjr_silva
@eduolpe
@britpharmsoc
@carlkrx
@oxlepskills
@virtuallenna

Top Tweeters in G5:
@knatters1896
@hoellenaufsicht
@rc_kh
@renatekuenast
@ak_meier
@nhilsi
@bergheimjeff
@derniederbayer
@stylo_cebulon
@derfelthemighty

Top Tweeters in G6:
@superteamml
@in_stemm
@stem_ai
@jeroriveracine
@uq_news
@ofertasvips
@tdsb
@unisabana
@busterjustis
@tdsb_stem

Top Tweeters in G7:
@rondelle10_b
@bambigoesforth
@alan_rowse
@ahmedkhattabuk
@inpi
@wrbdb
@prof_di_chimica
@jm8997
@drdavidboyce
@tjohns85

Top Tweeters in G8:
@womencodersbot
@botfemale
@superteamup
@todayshow
@appthisway
@seesaw
@nearpod
@flocabulary
@donorschoose
@qtimoll

Top Tweeters in G9:
@arguhlin
@wearetudublin
@scienceirel
@directionsmag
@sdgoals
@maynoothgeog
@geoav
@mapalljohn
@esriireland
@arickard

Top Tweeters in G10:
@411emilio
@tes
@nutritionrobot
@adamboxer1
@shaakbhaji
@knightbussci
@mrts_nqts
@rsc_eic
@jenhawk6248
@arbolideas


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