scienceteacher, Twitter, 1/23/2021 1:29:12 AM, 246274


FAQ | Problem?

scienceteacher_2021-01-22_17-08-30.xlsx
scienceteacher_2021-01-22_17-08-30.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 23, 2021
Short Description:
scienceteacher via NodeXL https://bit.ly/2LWkZ90
@easygeography
@jay_hosler
@stem_ai
@colinnwalker
@scicommbot
@mindfulconserv1
@femtech_
@origamicells
@myscienceboutiq
@profebarreto

Top hashtags:
#scienceteacher
#science
#geography
#homeschooling
#volcano
#stem

Description:
Description
The graph represents a network of 1,207 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, 23 January 2021 at 01:11 UTC.

The requested start date was Saturday, 23 January 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 81-day, 8-hour, 33-minute period from Sunday, 01 November 2020 at 13:33 UTC to Thursday, 21 January 2021 at 22:06 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 : 1207
Unique Edges : 646
Edges With Duplicates : 2039
Total Edges : 2685
Number of Edge Types : 5
Retweet : 692
MentionsInRetweet : 810
Tweet : 658
Mentions : 485
Replies to : 40
Self-Loops : 692
Reciprocated Vertex Pair Ratio : 0.0581039755351682
Reciprocated Edge Ratio : 0.109826589595376
Connected Components : 367
Single-Vertex Connected Components : 181
Maximum Vertices in a Connected Component : 161
Maximum Edges in a Connected Component : 335
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.373853
Graph Density : 0.000713087421220328
Modularity : 0.414064
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 1,207 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, 23 January 2021 at 01:11 UTC.

The requested start date was Saturday, 23 January 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 81-day, 8-hour, 33-minute period from Sunday, 01 November 2020 at 13:33 UTC to Thursday, 21 January 2021 at 22:06 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:
[21] 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
[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
[19] https://www.instagram.com/accounts/login/
[10] http://gifexperiments.blogspot.com
[9] https://fieldstudiescouncil.current-vacancies.com/Jobs/Advert/2054220?cid=2021
[8] 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
[8] 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
[7] https://www.hoddereducation.co.uk/events#&pid=5&st=33&s=210&limit=true&type=4
[6] https://cfisd.tedk12.com/hire/ProfileErrorPage.aspx?ErrorCode=2
[5] https://coresciences.co.uk/subscribe

Top URLs in Tweet in G1:
[17] https://www.instagram.com/accounts/login/
[3] https://www.halsbury.com/education/resource/where-will-science-take-you-poster
[2] http://www.minisciencecentre.in
[2] https://www.elizabethan.notts.sch.uk/news/?pid=56&nid=3&storyid=1043
[1] http://www.afterschoolga.org/wp-content/uploads/2020/10/SAG_Learning-About-COVID-19_Ages-5-9.pdf
[1] https://twitter.com/new_school_uk/status/1324260324372025344
[1] https://yourstory.com/tamil/teacher-who-dressed-with-human-body-parts-teach-science
[1] http://www.etsy.com/shop/FandomLifeHQ
[1] https://www.learnpick.co.uk/blog/how-are-science-tutors-keeping-up-the-qualities-of-teaching-in-the-uk
[1] https://www.linkedin.com/slink?code=dZPgi3e

Top URLs in Tweet in G2:
[1] https://www.economist.com/the-world-if/2019/07/06/what-if-geoengineering-goes-rogue?utm_source=twitterr&utm_medium=Economist_Films&utm_campaign=Link_Description&utm_term=Science_and_Technology&utm_content=Databite&linkId=100000007195642&linkId=100000008110338&linkId=100000008547991

Top URLs in Tweet in G4:
[1] https://s4science.co.uk/
[1] https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkLnBvZGJlYW4uY29tL2V4cGxvcmluZ2dsb2JhbHByb2JsZW1zL2ZlZWQueG1s/episode/ZXhwbG9yaW5nZ2xvYmFscHJvYmxlbXMucG9kYmVhbi5jb20vY2E0YzI2ZDQtNDE0Yy01YWIwLTg5OWQtMTAwYjM2NjkzYmE4?sa=X&ved=0CAUQkfYCahcKEwiQ-cTH3IfuAhUAAAAAHQAAAAAQAQ
[1] https://s4science.co.uk/wp-content/uploads/2020/06/F-KS4-Clean-Energy-Podcast-Worksheet-2.pdf
[1] https://s4science.co.uk/wp-content/uploads/2020/05/F-KS5-Clean-Energy-Podcast-Worksheet.pdf
[1] https://twitter.com/swansci4/status/1345847820423671810

Top URLs in Tweet in G5:
[5] https://coresciences.co.uk/subscribe
[3] https://coresciences.co.uk/
[2] https://twitter.com/coresciencesuk/status/1318605422576664579
[1] https://www.etsy.com/in-en/listing/901547080/sweatshirts-science-sweatshirts?ref=shop_home_active_32
[1] https://www.etsy.com/in-en/listing/875296902/oh-chemist-tree-premium-science-hooded?ref=shop_home_active_91
[1] https://www.etsy.com/listing/813884784/science-skater-skirt-dino-pattern-design?ref=shop_home_active_83&frs=1
[1] https://parlayideas.com/top-14-stem-discussion-topics/
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D6qQKL0MRTmY%26t%3D236s&q=EgS4SO-bGIXvrYAGIhkA8aeDS898AtzAtDmySnokbmt9NOdC5cMWMgFy
[1] https://coresciences.co.uk/learn-more
[1] https://theday.co.uk/stories/2020-the-year-scientists-did-the-impossible

Top URLs in Tweet in G6:
[4] https://www.absolutelysmashingllc.com/
[1] https://docs.google.com/presentation/d/1MTEOaKz0BC8W9NEX0qGJkg0yH-xw4FRbcc_cPREolzY/edit?usp=sharing
[1] https://twitter.com/teamhozie/status/1333644387524501504
[1] https://twitter.com/teamhozie/status/1333646479307763713
[1] https://twitter.com/ravenscimaven/status/1332503525667074048
[1] https://twitter.com/earlkman/status/1324443318051287042

Top URLs in Tweet in G7:
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DpEAzzIpCjoA&q=EgS4SO-bGIbvrYAGIhkA8aeDS45ROblG5Hrue08MJvZyP9SrNCiMMgFy
[1] https://www.youtube.com/watch?t=2205&v=pEAzzIpCjoA&feature=youtu.be
[1] https://www.tes.com/jobs/vacancy/subject-lead-for-science-barnet-london-1373666

Top URLs in Tweet in G8:
[1] https://twitter.com/pfmayer/status/1349672764173672449?s=20
[1] https://twitter.com/Kellerpass/status/1346171505927983105?s=19
[1] https://www.g-f-v.org/node/1358

Top URLs in Tweet in G10:
[1] https://www.youtube.com/watch?v=IkiqK8xq-GY&feature=youtu.be

[1] https://www.youtube.com/watch?v=PjndVHg7I5M&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[64] twitter.com
[52] co.uk
[42] k12prospects.com
[40] etsy.com
[25] origamiorganelles.com
[19] instagram.com
[17] myscienceboutique.com
[14] wardsci.com
[13] youtube.com
[13] blogspot.com

Top Domains in Tweet in G1:
[17] instagram.com
[14] twitter.com
[4] co.uk
[4] youtube.com
[4] myteachinglibrary.com
[4] youngzine.org
[3] halsbury.com
[2] minisciencecentre.in
[2] etsy.com
[2] linkedin.com

Top Domains in Tweet in G2:
[1] economist.com

Top Domains in Tweet in G4:
[3] co.uk
[1] google.com
[1] twitter.com

Top Domains in Tweet in G5:
[10] co.uk
[3] etsy.com
[3] twitter.com
[1] parlayideas.com
[1] google.com

Top Domains in Tweet in G6:
[4] absolutelysmashingllc.com
[4] twitter.com
[1] google.com

Top Domains in Tweet in G7:
[1] google.com
[1] youtube.com
[1] tes.com

Top Domains in Tweet in G8:
[2] twitter.com
[1] g-f-v.org

Top Domains in Tweet in G10:
[2] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1056] scienceteacher
[308] science
[110] geography
[109] homeschooling
[98] volcano
[96] stem
[88] homeschool
[79] scienceteaching
[75] teacher
[74] iteachscience



Top Hashtags in Tweet in G1:
[234] scienceteacher
[81] science
[27] teacher
[21] education
[21] chemistry
[18] teachers
[17] scienceiscool
[17] edutwitter
[16] stem
[15] scienceeducation

Top Hashtags in Tweet in G2:
[107] geography
[96] volcano
[11] plasticwaste
[4] geographyteacher
[4] scienceteacher
[2] geology
[1] gis
[1] earthquake
[1] science
[1] solar

Top Hashtags in Tweet in G3:
[51] evolution
[51] teaminvert
[51] ant
[51] insects
[1] spiders
[1] biology
[1] scicomm
[1] scicom
[1] ants
[1] science

Top Hashtags in Tweet in G4:
[18] homeschooling
[13] scienceteacher
[9] s4science
[9] science4schools
[9] stemmoutreach
[9] outreach
[9] homeschool
[7] stayhomestaylearning
[4] schoolclosures
[3] homeschooling2021

Top Hashtags in Tweet in G5:
[22] scienceteacher
[16] stem
[13] gcsescience
[10] drparakova
[10] team
[9] sciencepracticals
[9] science
[7] remotelearning
[6] homeschooling
[3] asechat

Top Hashtags in Tweet in G6:
[18] scienceteacher
[12] conference
[10] mindfulconservation
[10] womeninstem
[9] mindfulconservation2021
[7] science
[7] givingtuesday
[6] sciencecommunication
[6] selfcare
[6] scientist

Top Hashtags in Tweet in G7:
[6] scienceteacher
[2] science
[1] senecacpd

Top Hashtags in Tweet in G9:
[2] scienceteacher
[2] sciencesuperstars
[1] formativeassessment
[1] ngsschat

Top Hashtags in Tweet in G10:
[13] geographyteacher
[13] homeschooling
[12] homeschool
[7] homeschoolers
[2] scienceteacher
[1] biology
[1] ecosystems
[1] foodchain
[1] foodweb

Top Words
Top Words in Tweet in Entire Graph:
[1052] #scienceteacher
[365] science
[309] #science
[185] teacher
[153] easygeography
[139] students
[129] use
[110] #geography
[109] today
[109] #homeschooling

Top Words in Tweet in G1:
[234] #scienceteacher
[81] #science
[60] science
[27] #teacher
[26] students
[23] school
[21] teacher
[21] #education
[21] #chemistry
[18] #teachers

Top Words in Tweet in G2:
[152] easygeography
[107] #geography
[96] #volcano
[94] geography
[94] teacher
[94] choose
[94] use
[94] drone
[94] spectacular
[94] footage

Top Words in Tweet in G3:
[51] four
[51] panel
[51] explanation
[51] one
[51] favorite
[51] animal
[51] behavior
[51] evolution
[51] experiments
[51] #evolution

Top Words in Tweet in G4:
[18] #homeschooling
[16] swansci4
[13] #scienceteacher
[13] hey
[13] key
[12] bishop_vaughan
[12] cefnhengoed
[12] dylanthomas_sch
[12] pentrehafod
[12] stjosephscomp

Top Words in Tweet in G5:
[22] #scienceteacher
[19] mromcdermott
[16] #stem
[13] #gcsescience
[12] year
[10] ty
[10] avitvtsmn
[10] #drparakova
[10] really
[10] wonderful

Top Words in Tweet in G6:
[15] #scienceteacher
[12] #conference
[10] #mindfulconservation
[10] #womeninstem
[9] #mindfulconservation2021
[8] 12
[8] days
[8] till
[7] down
[7] drscarlettsmash

Top Words in Tweet in G7:
[19] science
[13] senecalearn
[10] inspiring
[7] back
[7] july
[7] hosted
[7] virtual
[7] cpd
[7] conference
[7] 5k

Top Words in Tweet in G8:
[7] science63424214
[5] scienceteacher
[4] welt
[3] cells
[3] c_drosten
[3] durchseuchung
[3] ernst
[3] kein
[3] seriöser
[3] wissenschaftler

Top Words in Tweet in G9:
[4] day
[2] teacher2teacher
[2] sure
[2] wasn
[2] twin
[2] #sciencesuperstars
[2] happened
[2] wear
[2] science
[2] shirts

Top Words in Tweet in G10:
[17] moorsforfuture
[13] #geographyteacher
[13] #homeschooling
[12] looking
[12] engaging
[12] educational
[12] things
[12] kids
[12] #homeschool
[11] #sciencet

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[116] #science,#scienceteacher
[96] #volcano,#geography
[94] geography,teacher
[94] teacher,choose
[94] choose,use
[94] use,drone
[94] drone,spectacular
[94] spectacular,footage
[94] footage,#volcano
[93] easygeography,geography

Top Word Pairs in Tweet in G1:
[22] #science,#scienceteacher
[13] #science,#chemistry
[10] #teacher,#teachers
[10] science,teacher
[8] #scienceteacher,#science
[7] #chemistry,#scienceteacher
[6] link,bio
[6] high,school
[6] coming,week's
[6] week's,#detentionpodcast

Top Word Pairs in Tweet in G2:
[94] geography,teacher
[94] teacher,choose
[94] choose,use
[94] use,drone
[94] drone,spectacular
[94] spectacular,footage
[94] footage,#volcano
[94] #volcano,#geography
[93] easygeography,geography
[88] #geography,#geographytâ

Top Word Pairs in Tweet in G3:
[51] four,panel
[51] panel,explanation
[51] explanation,one
[51] one,favorite
[51] favorite,animal
[51] animal,behavior
[51] behavior,evolution
[51] evolution,experiments
[51] experiments,#evolution
[51] #evolution,#teaminvert

Top Word Pairs in Tweet in G4:
[12] bishop_vaughan,cefnhengoed
[12] cefnhengoed,dylanthomas_sch
[12] dylanthomas_sch,pentrehafod
[12] pentrehafod,stjosephscomp
[12] stjosephscomp,maestegschool
[12] maestegschool,ysgolcwmbrombil
[12] ysgolcwmbrombil,swanscience
[12] hey,facing
[12] facing,unexpected
[12] unexpected,return

Top Word Pairs in Tweet in G5:
[10] ty,avitvtsmn
[10] avitvtsmn,#drparakova
[10] #drparakova,really
[10] really,wonderful
[10] wonderful,series
[10] series,congratulations
[10] congratulations,#team
[10] #team,rickbaran
[10] rickbaran,mromcdermott
[9] mromcdermott,ty

Top Word Pairs in Tweet in G6:
[8] 12,days
[8] days,till
[8] till,#mindfulconservation2021
[8] #mindfulconservation2021,#conference
[8] #conference,#mindfulconservation
[6] #sciencecommunication,#selfcare
[6] #science,#scientist
[6] #scientist,#scientists
[6] #scientists,#wildlife
[5] #mindfulconservation,#science

Top Word Pairs in Tweet in G7:
[7] back,july
[7] july,hosted
[7] hosted,virtual
[7] virtual,cpd
[7] cpd,science
[7] science,conference
[7] conference,5k
[7] 5k,views
[7] views,youtube
[7] youtube,thanks

Top Word Pairs in Tweet in G8:
[3] science63424214,c_drosten
[3] c_drosten,durchseuchung
[3] durchseuchung,ernst
[3] ernst,kein
[3] kein,seriöser
[3] seriöser,wissenschaftler
[3] wissenschaftler,welt
[3] welt,propagiert
[2] realhelmchen,science63424214

Top Word Pairs in Tweet in G9:
[2] sure,wasn
[2] wasn,twin
[2] twin,day
[2] day,#sciencesuperstars
[2] #sciencesuperstars,happened
[2] happened,wear
[2] wear,science
[2] science,shirts
[2] shirts,same
[2] same,day

Top Word Pairs in Tweet in G10:
[12] looking,engaging
[12] engaging,educational
[12] educational,things
[12] things,kids
[12] kids,#homeschooling
[12] #homeschooling,#homeschool
[12] #homeschool,#geographyteacher
[11] moorsforfuture,looking
[11] #geographyteacher,#sciencet
[8] youth,engagement

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@easygeography
@jay_hosler
@k12prospects
@moorsforfuture
@etsy
@swansci4
@nsta
@ehslsciences
@origamicells
@nherisd

Top Mentioned in G1:
@themrwithers
@doodlebugkry
@om_sir_biology
@flowsscience

Top Mentioned in G2:
@easygeography
@nicolaraluk

Top Mentioned in G3:
@jay_hosler

Top Mentioned in G4:
@swansci4
@cefnhengoed
@dylanthomas_sch
@pentrehafod
@stjosephscomp
@maestegschool
@ysgolcwmbrombil
@swanscience
@swanseauni
@trioscicymru

Top Mentioned in G5:
@mromcdermott
@avitvtsmn
@rickbaran
@var
@myscienceboutiq
@skittles
@mrsmabie
@nicemonkeys
@coresciencesuk
@origamicells

Top Mentioned in G6:
@drscarlettsmash
@mindfulconserv1
@teamhozie
@ancilleno
@explorelearning
@aishterix
@acardinot
@naomilmarshall
@arbonnems
@etownscience

Top Mentioned in G7:
@senecalearn
@ajt
@mr_raichura
@nlad84
@adamboxer1
@ajtf71
@hmorphitis
@chemdrk
@mxcharlier
@brett_kingsbury

Top Mentioned in G8:
@science63424214
@c_drosten
@realhelmchen
@catlogic2020
@freddiesayers
@bnjmnhg
@friedrichreich3
@karl_lauterbach
@drzoehyde
@ak_meier

Top Mentioned in G9:
@herbivory1
@melshep34
@teachervoss
@sciencepittstop
@33heupel
@rickettsdeirdre
@missbsciteacher
@tanea_hibler
@jsnhubbard
@mikeransford

Top Mentioned in G10:
@moorsforfuture
@swp_btc

Top Tweeters
Top Tweeters in Entire Graph:
@juanmuriangoski
@femtech_
@samir_patil
@welt
@naturecutstags
@researchmrx
@ml_tweet_bot
@mailonline
@nbcnews
@fabriciosx

Top Tweeters in G1:
@studysync
@ontsciencectr
@om_sir_biology
@homeschool_mtl
@fizzicsed
@wordsandunwords
@kt_buckeyegal
@just_cooke
@tamilyourstory
@prospero_teach_

Top Tweeters in G2:
@juanmuriangoski
@samir_patil
@deborahskyrim
@elleallever
@marshal007_
@santanumalbum
@malvikakapoor91
@tusharmarghade
@geographile
@mimiibegum

Top Tweeters in G3:
@temptoetiam
@erinofalaska
@chromquwu
@darkandwondrous
@cerveauoo
@patchfacetf
@twotone
@groundsillusion
@katharinelind
@shoofle

Top Tweeters in G4:
@huwmjames
@gwenithowen
@swanseauni
@cefnhengoed
@centreofthecell
@pharmhist
@anianegwr
@maryhgagen
@swanscience
@stjosephscps

Top Tweeters in G5:
@stem_ai
@tsmn_tstvmedia
@skittles
@rickbaran
@mshand1
@thedaytweets
@mromcdermott
@mistaboxta
@paul_ed
@gmetacognition

Top Tweeters in G6:
@femtech_
@jane__eden
@craken_maccraic
@jimlynchcodes
@jewel_thomas_pb
@scicommbot
@tarafarah7
@chem_warrior
@explorelearning
@womeninstemsa

Top Tweeters in G7:
@adamboxer1
@chemdrk
@ajt
@mxcharlier
@missllewis
@nlad84
@adejokun
@ajtf71
@carroll_dr
@senecalearn

Top Tweeters in G8:
@welt
@data2364
@rs_eng_brain
@olafgersemann
@ak_meier
@realhelmchen
@mm_mbuna
@aldousleary
@derfelthemighty
@roggestefanie

Top Tweeters in G9:
@teacher2teacher
@jsnhubbard
@bk3dsci
@aldineisd
@teachergoals
@missbsciteacher
@rickettsdeirdre
@protectstudents
@stars_902
@teachervoss

Top Tweeters in G10:
@floodskinner
@joraupa
@nanounaud
@lynncroweshu
@technical_kev
@pennymarshwort
@moorsforfuture
@teacheredoldham
@carboncentre
@peat_cultures


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.