scienceteacher, Twitter, 5/15/2021 12:36:18 AM, 254773


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scienceteacher_2021-05-14_17-24-00.xlsx
scienceteacher_2021-05-14_17-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 15, 2021
Short Description:
scienceteacher via NodeXL https://bit.ly/2STQMdR
@easygeography
@stem_ai
@sciencebuddies
@myscienceboutiq
@b0tsci
@_breakinggood
@praxismedhat
@nsta
@youtube
@cospaces_edu

Top hashtags:
#scienceteacher
#science
#stem
#geography
#volcano
#teacher
#edutwitter
#biology

Description:
Description
The graph represents a network of 1,390 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, 15 May 2021 at 00:26 UTC.

The requested start date was Saturday, 15 May 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 73-day, 16-hour, 55-minute period from Monday, 01 March 2021 at 07:30 UTC to Friday, 14 May 2021 at 00:25 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 : 1390
Unique Edges : 744
Edges With Duplicates : 2312
Total Edges : 3056
Number of Edge Types : 5
Mentions : 438
Retweet : 854
MentionsInRetweet : 1066
Tweet : 668
Replies to : 30
Self-Loops : 691
Reciprocated Vertex Pair Ratio : 0.0382775119617225
Reciprocated Edge Ratio : 0.0737327188940092
Connected Components : 371
Single-Vertex Connected Components : 188
Maximum Vertices in a Connected Component : 159
Maximum Edges in a Connected Component : 547
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.289068
Graph Density : 0.000674363317121681
Modularity : 0.450779
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 1,390 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, 15 May 2021 at 00:26 UTC.

The requested start date was Saturday, 15 May 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 73-day, 16-hour, 55-minute period from Monday, 01 March 2021 at 07:30 UTC to Friday, 14 May 2021 at 00:25 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:
[40] 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
[17] 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
[12] http://www.aliefisd.net
[10] https://accounts.google.com/ServiceLogin?passive=1209600&continue=https://sites.google.com/kats.org/katskamp2021/home&followup=https://sites.google.com/kats.org/katskamp2021/home
[8] https://www.eltrust.org/careers
[8] https://www.eventbrite.com/o/ian-b-dunne-of-do-science-ltd-32568207705
[7] https://www.instagram.com/accounts/login/
[6] https://edu.cospaces.io/UUV-PJK
[6] https://www.sciencebuddies.org/fluor-challenge?from=TW
[4] https://www.aocjobs.com/job/105233/teacher-of-science-at-derby-college

Top URLs in Tweet in G1:
[5] https://www.instagram.com/accounts/login/
[4] https://www.aocjobs.com/job/105233/teacher-of-science-at-derby-college
[3] https://www.starlightpress.co.uk/
[3] http://gifexperiments.blogspot.com
[2] https://www.find-postgraduate-teacher-training.service.gov.uk/course/24U/2QXC
[2] https://www.pinterest.com/HMHLearning/hmh-science-lab/
[2] https://etsy.com/TheVIPEmporium/listing/496073379
[2] https://www.edstew.com/post/nature-based-learning-part-2-10-resources-for-math-and-science
[2] https://www.etsy.com/listing/688207298/vintage-what-makes-popcorn-pop-paperback?ref=shop_home_active_193&frs=1
[2] https://www.etsy.com/listing/696099120

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 G4:
[40] 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
[2] https://www.etsy.com/listing/1006759929/i-drink-beer-periodically-unisex-heavy?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1619190676000&utm_term=so.slt

Top URLs in Tweet in G5:
[8] https://www.eventbrite.com/o/ian-b-dunne-of-do-science-ltd-32568207705
[2] http://www.eventbrite.com/o/ian-b-dunne-of-do-science-ltd-3256807705
[1] https://www.youtube.com/watch?v=8X2QgxWIJaU&feature=youtu.be

[1] https://www.youtube.com/watch?v=-sWWBDkDfYY&feature=youtu.be

[1] https://www.eventbrite.com/e/kitchen-chemistry-tickets-144241906425
[1] https://www.youtube.com/watch?v=2iYgryy50Ko&feature=youtu.be

[1] https://www.youtube.com/watch?v=BQiZzNErcyU&feature=youtu.be

[1] https://www.youtube.com/watch?v=WZ_HnZfiy50&feature=youtu.be

[1] https://www.youtube.com/watch?v=8D_dH8geD6w&feature=youtu.be

[1] https://www.youtube.com/watch?v=08I-uIX9UvI&feature=youtu.be


Top URLs in Tweet in G6:
[1] https://twitter.com/icoutreach/status/1370356839720833024
[1] https://rpst.page.link/i2VK
[1] https://k12.esri.ca/resourcefinder/#/lang=en
[1] https://myscienceboutique.com/product/science-is-my-life-pun-soft-sweatshirt/

Top URLs in Tweet in G7:
[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&%24web_only=true&_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&%24web_only=true&_branch_match_id=link-897619911266715593

Top URLs in Tweet in G8:
[3] https://www.stem.org.uk/cpd/495255/head-biology-network
[1] https://www.braintasticscience.com/schools
[1] https://www.braintasticscience.com/freebies
[1] https://twitter.com/CLOtC/status/1375444180131004416
[1] https://www.field-studies-council.org/shop/courses/science-new-teacher-training-day-online/
[1] https://www.field-studies-council.org/fsc-youth-council/

Top URLs in Tweet in G9:
[2] https://origamiorganelles.com/collections/complete-set
[2] https://www.edvotek.com/origami-organelles
[1] https://www.britishscienceassociation.org/crest-in-the-secondary-curriculum
[1] https://origamiorganelles.com/collections/earth-science/products/grand-canyon
[1] https://origamiorganelles.com/collections/organelles-cells/products/simple-protein-synthesis
[1] https://www.edvotek.com/Experiments/Origami-Organelles

Top URLs in Tweet in G10:
[6] https://www.sciencebuddies.org/fluor-challenge?from=TW

Top Domains
Top Domains in Tweet in Entire Graph:
[65] co.uk
[62] etsy.com
[49] twitter.com
[43] myscienceboutique.com
[42] origamiorganelles.com
[31] k12prospects.com
[31] sciencebuddies.org
[25] youtube.com
[23] edvotek.com
[17] springer.com

Top Domains in Tweet in G1:
[13] co.uk
[11] twitter.com
[10] instagram.com
[7] etsy.com
[4] teacherspayteachers.com
[4] youtube.com
[4] aocjobs.com
[3] gov.uk
[3] blogspot.com
[3] org.uk

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

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

Top Domains in Tweet in G5:
[11] eventbrite.com
[8] youtube.com
[2] com.au
[1] myscienceboutique.com

Top Domains in Tweet in G6:
[42] myscienceboutique.com
[31] k12prospects.com
[9] youngzine.org
[7] etsy.com
[3] page.link
[3] esri.ca
[2] netspdn.com
[2] twitter.com
[1] cospaces.io
[1] co.uk

Top Domains in Tweet in G7:
[2] donorschoose.org

Top Domains in Tweet in G8:
[3] org.uk
[2] braintasticscience.com
[2] field-studies-council.org
[1] twitter.com

Top Domains in Tweet in G9:
[42] origamiorganelles.com
[23] edvotek.com
[2] newpathlearning.com
[2] twitter.com
[1] carolina.com
[1] youtu.be
[1] rcsb.org
[1] britishscienceassociation.org

Top Domains in Tweet in G10:
[30] sciencebuddies.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1123] scienceteacher
[319] science
[213] stem
[130] geography
[122] volcano
[90] teacher
[87] edutwitter
[80] biology
[74] homeschool
[74] stemeducation



Top Hashtags in Tweet in G1:
[300] scienceteacher
[67] science
[53] homeschool
[51] homeschooling
[51] scienceteaching
[50] scienceactivities
[47] teacher
[41] sciencestations
[40] teaching
[32] iteachscience

Top Hashtags in Tweet in G2:
[121] geography
[120] volcano
[2] geographyteacher
[2] scienceteacher
[1] geology
[1] teacher
[1] climatechange
[1] climatecrisis

Top Hashtags in Tweet in G3:
[22] scienceteacher
[14] space
[13] science
[13] nasa
[11] stem
[10] spaceeducation
[10] distancelearning
[8] education
[8] steam
[8] nationalspaceday

Top Hashtags in Tweet in G4:
[42] scienceteacher
[41] science
[40] svg
[40] cartoonscientist
[40] mascot
[2] beer
[2] partyshirt
[2] bar
[1] bartender
[1] periodictable

Top Hashtags in Tweet in G5:
[41] scienceteacher
[19] virtuallearning
[18] remotelearning
[15] stemathome
[15] primaryscience
[12] science
[12] holidayactivities
[11] easter2021
[10] virtualworkshop
[9] scicomm

Top Hashtags in Tweet in G6:
[106] scienceteacher
[86] science
[59] stem
[41] phd
[35] sciencestudent
[30] scicom
[29] gradschool
[25] sciencetwitter
[25] academictwitter
[24] lovescience

Top Hashtags in Tweet in G7:
[29] scienceteacher
[3] springbreak2021
[1] teachertwitter
[1] teacherappreciationweek
[1] science
[1] houstoneducators

Top Hashtags in Tweet in G8:
[20] edutwitter
[18] biology
[16] chemistry
[16] physics
[14] scienceteacher
[5] scied
[4] sciencetwitter
[3] prisci
[2] teachertwitter
[2] geographyteacher

Top Hashtags in Tweet in G9:
[51] scienceteacher
[21] biologyteacher
[18] highschoolbiology
[14] edutwitter
[12] teachertwitter
[11] stemteacher
[10] middleschoolscience
[10] stem
[10] chemistryteacher
[10] biology

Top Hashtags in Tweet in G10:
[62] stem
[32] scienceteacher
[28] womenshistorymonth
[14] fluorchallenge
[13] homeschool
[10] tallestpapertower
[8] familyscience
[5] womenshistorymonth2021
[4] stpatricksday
[4] science

Top Words
Top Words in Tweet in Entire Graph:
[1123] #scienceteacher
[429] science
[320] #science
[279] teacher
[213] #stem
[162] use
[159] students
[157] easygeography
[130] #geography
[128] choose

Top Words in Tweet in G1:
[300] #scienceteacher
[72] science
[67] #science
[53] #homeschool
[51] #homeschooling
[51] #scienceteaching
[50] #scienceactivities
[47] #teacher
[41] #sciencestations
[40] #teaching

Top Words in Tweet in G2:
[155] easygeography
[121] #geography
[120] geography
[120] teacher
[120] choose
[120] use
[120] drone
[120] spectacular
[120] footage
[120] #volcano

Top Words in Tweet in G3:
[22] #scienceteacher
[15] space
[15] jamesfalletti
[14] #space
[13] #science
[13] #nasa
[11] fun
[11] #stem
[11] today
[11] great

Top Words in Tweet in G4:
[80] scientist
[42] etsy
[42] #scienceteacher
[41] #science
[40] svg
[40] mad
[40] #svg
[40] #cartoonscientist
[40] #mascot
[39] beartshirt

Top Words in Tweet in G5:
[41] #scienceteacher
[19] _breakinggood
[19] #virtuallearning
[18] #remotelearning
[17] check
[15] #stemathome
[15] #primaryscience
[14] ential
[14] medicine
[12] #science

Top Words in Tweet in G6:
[106] #scienceteacher
[86] #science
[59] #stem
[41] #phd
[35] #sciencestudent
[30] science
[30] #scicom
[30] website
[29] #gradschool
[25] #sciencetwitter

Top Words in Tweet in G7:
[32] project
[31] first
[31] thanks
[30] help
[29] mrsrubio_ems
[29] #scienceteacher
[27] live
[27] microscopes
[27] online
[27] person

Top Words in Tweet in G8:
[33] science
[27] online
[20] #edutwitter
[18] slphertsessex
[18] first
[18] meeting
[18] 19th
[18] apr
[18] #biology
[17] lead

Top Words in Tweet in G9:
[51] #scienceteacher
[50] origamicells
[43] paper
[39] organelles
[38] origami
[34] model
[28] models
[24] edvotek
[21] #biologyteacher
[20] help

Top Words in Tweet in G10:
[62] #stem
[40] sciencebuddies
[33] women
[32] #scienceteacher
[29] students
[28] #womenshistorymonth
[26] resource
[20] profiles
[20] 50
[16] more

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[120] geography,teacher
[120] teacher,choose
[120] choose,use
[120] use,drone
[120] drone,spectacular
[120] spectacular,footage
[120] footage,#volcano
[120] #volcano,#geography
[119] easygeography,geography
[119] #geography,#geographyt

Top Word Pairs in Tweet in G1:
[49] #homeschooling,#homeschool
[49] #scienceteaching,#scienceteacher
[40] #scienceactivities,#sciencestations
[30] #homeschool,#homeschoolingmom
[29] #teacher,#teaching
[29] #sciencestations,#homeschooling
[28] #scienceteacher,#iteachscience
[26] #handsonscience,#scienceactivities
[25] #iteachscience,#handsonscience
[25] #homeschoolingmom,#homeschoolmom

Top Word Pairs in Tweet in G2:
[120] geography,teacher
[120] teacher,choose
[120] choose,use
[120] use,drone
[120] drone,spectacular
[120] spectacular,footage
[120] footage,#volcano
[120] #volcano,#geography
[119] easygeography,geography
[119] #geography,#geographyt

Top Word Pairs in Tweet in G3:
[8] #stem,#steam
[7] #space,#spaceeducation
[7] #nationalspaceday2021,#nasa
[7] #nasa,#space
[7] koozie,fun
[7] fun,word
[7] word,makes
[7] makes,great
[7] great,#stem
[7] #steam,#remotelearning

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

Top Word Pairs in Tweet in G5:
[14] ential,medicine
[11] #easter2021,#holidayactivities
[10] #virtuallearning,#scienceteacher
[9] school,teacher
[9] teacher,enjoying
[9] enjoying,meet
[9] meet,medicines
[9] medicines,#mtm21
[9] #mtm21,series
[9] series,check

Top Word Pairs in Tweet in G6:
[34] #scienceteacher,#stem
[33] #science,#sciencestudent
[32] #sciencestudent,#scienceteacher
[31] #science,#scienceteacher
[30] #stem,#scicom
[25] #academictwitter,#gradschool
[24] #sciencetwitter,#academictwitter
[21] website,#science
[20] #lovescience,#phd
[19] #scienceteacher,#scratch3

Top Word Pairs in Tweet in G7:
[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 Word Pairs in Tweet in G8:
[18] 19th,apr
[18] #edutwitter,#biology
[17] first,meeting
[17] meeting,19th
[16] coming,soon
[16] soon,science
[16] science,subject
[16] subject,lead
[16] lead,online
[16] online,networks

Top Word Pairs in Tweet in G9:
[38] origami,organelles
[25] paper,models
[16] paper,model
[15] organelles,model
[14] need,supplier
[13] win,free
[13] free,origami
[13] model,choice
[13] choice,enter
[13] enter,following

Top Word Pairs in Tweet in G10:
[26] women,#stem
[26] #stem,resource
[15] #womenshistorymonth,women
[15] short,profiles
[13] students,learn
[10] #stem,#scienceteacher
[10] #scienceteacher,#homeschool
[10] march,#womenshistorymonth
[10] resource,updated
[10] updated,include

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@easygeography
@sciencebuddies
@etsy
@origamicells
@beartshirt
@mrsrubio_ems
@allstate
@edvotek
@k12prospects
@myscienceboutiq

Top Mentioned in G1:
@gifexperiments
@theedstew

Top Mentioned in G2:
@easygeography

Top Mentioned in G3:
@jamesfalletti
@reneewellssteam
@1sttheseed
@natgeoeducation
@lockhart_jh
@astro_mike
@news12nj
@ecoschoolsusa
@njea
@nasastem

Top Mentioned in G4:
@etsy
@beartshirt
@designsted

Top Mentioned in G5:
@_breakinggood
@youtube
@ianbdunne
@atomicheroes
@physicshigh
@vegetarian_way
@myscienceboutiq
@jaymerrill10
@drjeffwiener
@profforrest

Top Mentioned in G6:
@k12prospects
@myscienceboutiq
@icoutreach
@sciencemagazine
@youngzine
@iresearchsci
@ballardschool
@tcfpak
@gis4teachers
@neharaheel

Top Mentioned in G7:
@mrsrubio_ems
@allstate
@donorschoose
@molsen14
@thecandrabrown
@edvotek
@origamicells

Top Mentioned in G8:
@slphertsessex
@fieldstudiesc
@thease
@simon2ward
@bennetomalu9168
@cosmicshambles
@royalsocbio
@nicklapthorn

Top Mentioned in G9:
@origamicells
@edvotek
@crestawards
@newpathlearning
@carolinabio
@asbmb
@pixlscience
@heidihisrich
@scienceteachtw1

Top Mentioned in G10:
@sciencebuddies
@fluorcorp
@iu13

Top Tweeters
Top Tweeters in Entire Graph:
@femtech_
@w_angels_wings
@capecodgiftshop
@thedeveloperbot
@tusk8rman
@tanyawarren
@andrewmorrisuk
@chrisderrick1
@bigtickhk
@dawnroseturner

Top Tweeters in G1:
@woodentek
@oscarswild1
@webduniatelugu
@laura_a_diaz
@andreadoremus
@axcisjobs
@dorje_sdooing
@dsscreenprinted
@review_prime
@hapara_team

Top Tweeters in G2:
@tusk8rman
@dawnroseturner
@ghostcatbce
@jackthelad1947
@chinewsbench
@justafandavid
@shawolsemangat
@sustaintrends
@craykain
@pennipete

Top Tweeters in G3:
@google
@agwriterark
@news12nj
@lodinjnews
@accuweather
@nasa
@dailystem
@rachaellehr
@jenniferagates
@distancelrnbot

Top Tweeters in G4:
@w_angels_wings
@capecodgiftshop
@tanyawarren
@chrisderrick1
@bigtickhk
@boondockfinds
@gabrielconstans
@slitoff
@literatureposts
@saltedbayonet

Top Tweeters in G5:
@jinnys0
@petrovichbilly
@vanjarodparis
@scicommbot
@openscitalk
@b0tsci
@youtube
@citscioz
@elizabethquatt1
@symbiartic

Top Tweeters in G6:
@fabriciosx
@hart_engel
@nvsdata
@dnaed_tech
@markj_ohnson
@jc_james_clark
@stem_ai
@phoare1963
@k12prospects
@compchembiobot

Top Tweeters in G7:
@downthelanebook
@ollmannjill
@cathig8r
@authorjwiller
@allstate
@tmlusby
@wallburner
@laura_goodner
@givingclassroom
@twosmartbunnies

Top Tweeters in G8:
@jua1313thomas
@cosmicshambles
@royalsocbio
@fscflatfordmill
@nicklapthorn
@thease
@nicolahawley1
@fieldstudiesc
@southcentralslp
@bennetomalu9168

Top Tweeters in G9:
@coronabot20
@asbmb
@yenriacsemaj
@microbialkrysta
@plantletculture
@frogotter
@melissadarrow
@hawkeye76
@crestawards
@kjf239

Top Tweeters in G10:
@saibef
@cvwma2
@makepossible_ca
@granchercarine
@janareina
@cdefoundation
@we_are_vaei
@iu13
@colquimva
@rkmoyna


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