scienceteacher, Twitter, 12/18/2021 1:32:05 AM, 268529


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scienceteacher_2021-12-17_17-24-00.xlsx
scienceteacher_2021-12-17_17-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 18, 2021
Short Description:
scienceteacher via NodeXL https://bit.ly/3IZZa16
@rsc_eic
@stem_ai
@utscita
@this0499154500
@shreevebooks
@jamesfalletti
@steamteambooks
@krsciencelady
@sciencebuddies
@openscied

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

Description:
Description
The graph represents a network of 1,115 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, 18 December 2021 at 01:26 UTC.

The requested start date was Saturday, 18 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 76-day, 22-hour, 57-minute period from Friday, 01 October 2021 at 00:49 UTC to Thursday, 16 December 2021 at 23:46 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 : 1115
Unique Edges : 674
Edges With Duplicates : 2213
Total Edges : 2887
Number of Edge Types : 5
Mentions : 459
MentionsInRetweet : 927
Retweet : 735
Replies to : 27
Tweet : 739
Self-Loops : 755
Reciprocated Vertex Pair Ratio : 0.0699088145896656
Reciprocated Edge Ratio : 0.130681818181818
Connected Components : 317
Single-Vertex Connected Components : 145
Maximum Vertices in a Connected Component : 276
Maximum Edges in a Connected Component : 1325
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.088204
Graph Density : 0.000850166249365998
Modularity : 0.377757
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,115 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, 18 December 2021 at 01:26 UTC.

The requested start date was Saturday, 18 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 76-day, 22-hour, 57-minute period from Friday, 01 October 2021 at 00:49 UTC to Thursday, 16 December 2021 at 23:46 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:
[15] https://www.instagram.com/accounts/login/
[12] https://coresciences.co.uk/
[9] https://ourkidsneedstem.com/
[9] https://www.youtube.com/watch?v=AJjm22HHzDc&feature=youtu.be

[7] https://www.sciencebuddies.org/blog/halloween-stem?from=TW
[7] https://edu.rsc.org/feature/starting-to-decolonise-science-curriculums/4014539.article
[7] https://www.texmed.org/teachers
[7] 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
[7] 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
[6] https://myscienceboutique.com/product/trendy-science-socks-virus/

Top URLs in Tweet in G1:
[15] https://www.instagram.com/accounts/login/
[5] https://www.donorschoose.org/project/start-of-a-good-management/5883534/
[3] https://www.etsy.com/listing/696099120
[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
[1] https://www.surveymonkey.co.uk/r/STOTY2021
[1] https://twitter.com/Gratnells/status/1433339870748069891
[1] http://Www.tutorsupply.net

Top URLs in Tweet in G2:
[12] https://coresciences.co.uk/
[9] https://ourkidsneedstem.com/
[5] https://coresciences.co.uk/subscribe
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=267004
[2] https://myscienceboutique.com/product/multifaceted-science-pattern-fit-flare-skirt/
[2] https://myscienceboutique.com/product/sweatshirts-science-sweatshirts-regular-unisex-fit-gift-for-her-gift-for-him-teachers-students-researchers-science-lovers-8/
[2] https://myscienceboutique.com/product/trendy-science-socks-virus/
[2] https://myscienceboutique.com/product/science-socks-p1-bacteria-themed/
[2] https://myscienceboutique.com/product/science-socks-bacteria-transparent-themed/
[2] https://myscienceboutique.com/product/stem-science-pattern-fit-flare-dress/

Top URLs in Tweet in G3:
[6] https://utsta.org/
[5] https://docs.google.com/forms/d/e/1FAIpQLSfXijSbDKxm_mZVxZjdJC3YAQH5XQ-rOVQ3iUL-9YgLAAZoYw/viewform
[3] https://prideinstem.org/
[1] https://www.thepocketlab.com/events/scic7
[1] https://www.thepocketlab.com/g-force?utm_campaign=G-force%20Kickstarter%20Pre-launch&utm_content=184823827&utm_medium=social&utm_source=twitter&hss_channel=tw-2494549105
[1] https://www.newscentermaine.com/article/tech/science/environment/high-schoolers-pick-up-trash-to-study-whats-polluting-their-coast/97-7d5a4a8f-72a1-422e-a696-4a0d371a7542
[1] https://www.dailycamera.com/2021/11/28/casey-middle-school-instructor-teaches-science-through-learning-expeditions/
[1] http://www.timberjay.com/stories/ely-science-students-launch-weather-balloon-experiment,18350
[1] http://www.iseeutah.org/
[1] https://docs.google.com/forms/d/e/1FAIpQLSfCOBy3gb5B2nfpsYnyCTea0BBrJcujaUlZDmv4WD6f66n-4w/viewform

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://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
[2] https://edu.rsc.org/eic/november-2021-use-ideas-from-this-issue/4014683.article

Top URLs in Tweet in G5:
[9] https://www.youtube.com/watch?v=AJjm22HHzDc&feature=youtu.be

[4] https://www.etsy.com/listing/1120669038/solar-system-socks-bundle-best-science?ref=shop_home_active_2&frs=1
[4] https://www.factsandreasons.com/en/where-are-all-the-aliens/
[4] https://myscienceboutique.com/product/trendy-science-socks-virus/
[4] https://myscienceboutique.com/product/science-socks-bacteria-transparent-themed/
[4] https://www.etsy.com/listing/1014444802/canvas-gallery-wrap-3-panel-historical?ref=shop_home_active_23&frs=1
[4] https://www.braintasticscience.com/freebies
[3] https://www.etsy.com/listing/1014765976/canvas-gallery-wrap-3-panel-historical?ref=shop_home_active_12&frs=1
[3] https://myscienceboutique.com/product/science-socks-surface-themed/
[3] https://myscienceboutique.com/product/multifaceted-science-pattern-fit-flare-skirt/

Top URLs in Tweet in G6:
[5] https://www.sciencebuddies.org/blog/halloween-stem?from=TW
[3] https://www.sciencebuddies.org/blog/gingerbread-stem?from=TW
[1] https://www.sciencebuddies.org/blog/computer-science-coding-projects?from=TW
[1] https://www.sciencebuddies.org/blog/teach-engineering-design-process?from=TW
[1] https://www.sciencebuddies.org/blog/hispanic-scientists-engineers?from=TW
[1] https://www.sciencebuddies.org/blog/engineering-challenges-elementary-school?from=TW
[1] https://www.sciencebuddies.org/blog/teach-chemical-reactions?from=TW
[1] https://www.sciencebuddies.org/blog/science-class-wizard-experiments?from=TW
[1] https://www.sciencebuddies.org/blog/engineering-challenges-middle-school?from=TW
[1] https://www.sciencebuddies.org/blog/native-american-scientists-engineers?from=TW

Top URLs in Tweet in G7:
[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.nsta.org/resources/freebies-science-teachers-october-26-2021?linkId=137300920
[1] https://mys.ci/r/230902031

Top URLs in Tweet in G8:
[1] https://www.jstor.org/stable/3557960
[1] https://www.neurologen-und-psychiater-im-netz.org/psychiatrie-psychosomatik-psychotherapie/stoerungen-erkrankungen/suchterkrankung-stoffgebunden/was-ist-sucht/

Top URLs in Tweet in G9:
[1] https://m.tiktok.com/v/7040981737526168878.html?_d=secCgwIARCbDRjEFSACKAESPgo8AtP00NucJzk6LLUzCaFVmbEfnLAOc7fzDc1Vn%2FTYmcpKD2xNwCB3m10I4JF%2BVy4ixS%2FCyNbYvY%2BH6cOKGgA%3D&checksum=d87004510d538ac2795c824041cec136a54f6140dc6b7eaaa3210222e6b71b8c&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAVREEPltDf1TgRkmDOrPgndDfC0Ive4iEtGXrEzeuAiFZ4ETOt6vR8iXz_3KuP_4i&share_app_id=1233&share_item_id=7040981737526168878&share_link_id=4A6B3667-6562-4FEA-B71D-02FF34CE2274&source=h5_m×tamp=1639485967&tt_from=twitter&u_code=d688lml6mdg6ci&user_id=6691953961501770758&utm_campaign=client_share&utm_medium=ios&utm_source=twitter
[1] https://reader.activelylearn.com/authoring/preview/3838588/notes
[1] https://reader.activelylearn.com/authoring/preview/3663298/notes
[1] https://reader.activelylearn.com/authoring/preview/3860423/notes
[1] https://reader.activelylearn.com/authoring/preview/3556808/notes
[1] https://reader.activelylearn.com/authoring/preview/3904815
[1] https://reader.activelylearn.com/authoring/preview/3691136/notes
[1] https://reader.activelylearn.com/authoring/preview/3946703/notes
[1] https://reader.activelylearn.com/authoring/preview/3854060/notes

Top Domains
Top Domains in Tweet in Entire Graph:
[170] myscienceboutique.com
[86] etsy.com
[68] co.uk
[49] rsc.org
[34] twitter.com
[26] youtube.com
[26] origamiorganelles.com
[25] sciencebuddies.org
[16] instagram.com
[16] google.com

Top Domains in Tweet in G1:
[16] instagram.com
[14] twitter.com
[9] co.uk
[7] etsy.com
[6] donorschoose.org
[5] youtube.com
[4] nemnet.com
[3] tiktok.com
[3] teacherspayteachers.com
[3] pollev.com

Top Domains in Tweet in G2:
[69] myscienceboutique.com
[17] co.uk
[16] etsy.com
[9] ourkidsneedstem.com
[4] nodexlgraphgallery.org
[2] page.link
[2] twitter.com
[2] space.com
[1] sciencebuddies.org
[1] etsystatic.com

Top Domains in Tweet in G3:
[8] google.com
[6] utsta.org
[3] prideinstem.org
[2] thepocketlab.com
[2] zoom.us
[1] newscentermaine.com
[1] dailycamera.com
[1] timberjay.com
[1] iseeutah.org
[1] acs.org

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

Top Domains in Tweet in G5:
[101] myscienceboutique.com
[39] etsy.com
[9] youtube.com
[9] braintasticscience.com
[6] factsandreasons.com
[3] page.link
[2] stemsuccesssummit.com
[1] etsystatic.com
[1] tes.com
[1] twitter.com

Top Domains in Tweet in G6:
[23] sciencebuddies.org
[2] youtube.com
[1] twitter.com

Top Domains in Tweet in G7:
[4] nsta.org
[1] mys.ci

Top Domains in Tweet in G8:
[1] jstor.org
[1] neurologen-und-psychiater-im-netz.org

Top Domains in Tweet in G9:
[8] activelylearn.com
[1] tiktok.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1127] scienceteacher
[451] science
[252] stem
[145] sciencestudent
[109] phd
[104] fashion
[104] sciencetwitter
[91] scicom
[91] lovescience
[84] teacher



Top Hashtags in Tweet in G1:
[199] scienceteacher
[49] science
[19] teacher
[18] iteach
[17] stemeducation
[16] seedstosteam
[16] iteachtoo
[16] stemforkids
[16] iteach345
[16] iteach456

Top Hashtags in Tweet in G2:
[107] science
[93] scienceteacher
[45] sciencestudent
[37] stem
[21] gcsescience
[18] fashion
[15] onlinelearning
[15] education
[13] moon
[12] socks

Top Hashtags in Tweet in G3:
[43] scienceteacher
[35] utscied
[29] utahteacher
[27] scienceeducation
[10] ngss
[9] science
[5] stem
[5] scienceed
[5] middleschool
[3] openscied

Top Hashtags in Tweet in G4:
[45] scienceteacher
[17] chatchemistry
[14] chemed
[13] ukedchat
[8] edchat
[8] teachertwitter
[7] sustainable
[6] chemtwitter
[5] edutwitter
[5] scied

Top Hashtags in Tweet in G5:
[149] scienceteacher
[145] science
[131] stem
[108] phd
[91] sciencestudent
[90] scicom
[90] lovescience
[86] fashion
[84] sciencetwitter
[81] academictwitter

Top Hashtags in Tweet in G6:
[31] stem
[26] scienceteacher
[12] halloween
[6] halloweenscience
[6] makerspace
[5] science
[4] engineering
[4] nationalchemistryweek
[4] nativeamericanheritagemonth
[4] ngss

Top Hashtags in Tweet in G7:
[9] scienceteacher
[7] nsta21
[5] nsta
[4] scied
[3] stem
[2] scicomm
[1] stemeducation
[1] nationalstemday
[1] evolution
[1] 3dprinter

Top Hashtags in Tweet in G9:
[9] scienceteacher
[8] halloween
[4] science
[4] scichat
[3] ngss
[3] stem
[2] edutwitter
[2] stemday
[2] teachers
[2] teacherresources

Top Hashtags in Tweet in G10:
[18] scienceteacher
[10] solagratia
[8] chemistry
[8] achabu

Top Words
Top Words in Tweet in Entire Graph:
[1126] #scienceteacher
[568] science
[458] #science
[257] #stem
[225] students
[199] website
[150] today
[145] #sciencestudent
[123] myscienceboutiq
[109] teacher

Top Words in Tweet in G1:
[199] #scienceteacher
[73] science
[49] #science
[29] teacher
[20] students
[19] #teacher
[19] today
[18] #iteach
[17] #stemeducation
[16] more

Top Words in Tweet in G2:
[107] #science
[95] myscienceboutiq
[92] #scienceteacher
[87] science
[80] website
[45] #sciencestudent
[37] #stem
[31] stem
[25] pattern
[21] #gcsescience

Top Words in Tweet in G3:
[48] utscita
[43] #scienceteacher
[35] #utscied
[30] conference
[29] #utahteacher
[27] #scienceeducation
[26] science
[26] today
[20] day
[19] stem

Top Words in Tweet in G4:
[45] #scienceteacher
[37] rsc_eic
[32] chemistry
[19] students
[18] teaching
[17] #chatchemistry
[15] today
[15] help
[14] #chemed
[13] #ukedchat

Top Words in Tweet in G5:
[149] #scienceteacher
[145] #science
[131] #stem
[128] science
[117] website
[108] #phd
[91] #sciencestudent
[90] #scicom
[90] #lovescience
[85] #fashion

Top Words in Tweet in G6:
[31] #stem
[26] #scienceteacher
[24] sciencebuddies
[18] students
[15] hands
[12] #halloween
[12] one
[10] activities
[10] science
[9] creative

Top Words in Tweet in G7:
[10] week
[10] nsta
[9] stop
[9] session
[9] #scienceteacher
[9] science
[8] day
[8] last
[8] shreevebooks
[7] #nsta21

Top Words in Tweet in G8:
[18] scienceteacher
[16] science63424214
[13] geimpft
[12] name
[12] programm
[12] doppelt
[12] weil
[12] denke
[12] netto
[11] kei

Top Words in Tweet in G9:
[24] students
[13] activelylearn
[11] free
[10] aligned
[9] science
[9] #scienceteacher
[9] assignments
[9] ngss
[9] learn
[8] check

Top Words in Tweet in G10:
[18] #scienceteacher
[16] 1achabu
[10] little
[10] things
[10] recognized
[10] #solagratia
[8] beryllium
[8] gold
[8] titanium
[8] day

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[171] website,#science
[135] #science,#sciencestudent
[118] #sciencestudent,#scienceteacher
[114] #scienceteacher,#stem
[98] #science,#scienceteacher
[91] #stem,#scicom
[78] #sciencetwitter,#academictwitter
[77] #academictwitter,#gradschool
[64] #lovescience,#phd
[53] #science,#fashion

Top Word Pairs in Tweet in G1:
[20] #science,#scienceteacher
[17] science,teacher
[16] #seedstosteam,#iteach
[16] #iteach,#iteachtoo
[16] #iteachtoo,#stemeducation
[16] #stemeducation,#stemforkids
[16] #stemforkids,#iteach345
[16] #iteach345,#iteach456
[16] #iteach456,#scienceteacher
[16] #scienceteacher,#scienceteachers

Top Word Pairs in Tweet in G2:
[69] website,#science
[44] #science,#sciencestudent
[29] myscienceboutiq,science
[24] #sciencestudent,#scienceteacher
[17] #science,#fashion
[16] dress,website
[15] fit,flare
[14] pattern,fit
[14] #scienceteacher,#stem
[12] sweatshirt,website

Top Word Pairs in Tweet in G3:
[16] #scienceeducation,#scienceteacher
[15] #utscied,#utahteacher
[13] #utahteacher,#scienceeducation
[11] early,bird
[9] #utscied,#scienceeducation
[9] utsta,conference
[8] make,sure
[8] #utahteacher,#scienceteacher
[8] science,engineering
[7] #scienceeducation,#utahteacher

Top Word Pairs in Tweet in G4:
[11] #ukedchat,#scienceteacher
[8] #scienceteacher,#chatchemistry
[8] primary,secondary
[7] bame,scientists
[7] professor,tom
[7] tom,welton
[7] welton,chemistry
[7] chemistry,#sustainable
[7] #sustainable,world
[7] world,join

Top Word Pairs in Tweet in G5:
[102] website,#science
[91] #science,#sciencestudent
[90] #sciencestudent,#scienceteacher
[90] #scienceteacher,#stem
[90] #stem,#scicom
[78] #sciencetwitter,#academictwitter
[77] #academictwitter,#gradschool
[64] #lovescience,#phd
[49] #scicom,#fashion
[49] #fashion,#lovescience

Top Word Pairs in Tweet in G6:
[8] one,hands
[7] ready,#halloween
[7] activities,students
[6] #stem,#scienceteacher
[5] hands,#stem
[5] students,kids
[5] sciencebuddies,ready
[4] #scienceteacher,#stem
[4] #nationalchemistryweek,celebrate
[4] celebrate,year's

Top Word Pairs in Tweet in G7:
[5] #nsta,week
[5] week,stop
[5] stop,rm
[5] rm,512
[5] 512,friday
[5] friday,30
[5] 30,active
[5] active,session
[5] session,books
[5] books,curricula

Top Word Pairs in Tweet in G8:
[12] scienceteacher,name
[12] name,programm
[12] programm,doppelt
[12] doppelt,geimpft
[12] geimpft,weil
[12] weil,denke
[12] denke,netto
[11] science63424214,scienceteacher
[11] netto,kei

Top Word Pairs in Tweet in G9:
[6] skill,practice
[6] practice,assignments
[5] ngss,aligned
[5] students,learn
[4] caution,adults
[4] adults,queasy
[4] queasy,reading
[4] reading,#halloween
[4] #halloween,science
[4] science,lesson

Top Word Pairs in Tweet in G10:
[10] little,things
[10] things,recognized
[10] recognized,#solagratia
[10] #solagratia,#scienceteacher
[9] 1achabu,little
[8] beryllium,gold
[8] gold,titanium
[8] titanium,day
[8] day,#scienceteacher
[8] #scienceteacher,#chemistry

Top Replied-To
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