scienceteacher, Twitter, 10/13/2018 6:39:15 AM, 171231


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scienceteacher_2018-10-12_19-36-00.xlsx
scienceteacher_2018-10-12_19-36-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 13, 2018
Short Description:
scienceteacher via NodeXL http://bit.ly/2OlDMuh
@spanglerscience
@steppenheim
@explorelearning
@leehasting66
@climateguyw
@coolmentoring
@kpriceofscience
@nsta
@stephencgill
@mshughes5

Top hashtags:
#scienceteacher
#science
#edtech
#stemed
#elgizmos
#blendchat
#stem

Description:
Description
The graph represents a network of 1,440 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, 13 October 2018 at 02:37 UTC.

The requested start date was Saturday, 13 October 2018 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 72-day, 11-hour, 45-minute period from Wednesday, 01 August 2018 at 03:00 UTC to Friday, 12 October 2018 at 14:45 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 : 1440
Unique Edges : 1452
Edges With Duplicates : 1044
Total Edges : 2496
Number of Edge Types : 3
Mentions : 1450
Tweet : 1016
Replies to : 30
Self-Loops : 1016
Reciprocated Vertex Pair Ratio : 0.0438741721854305
Reciprocated Edge Ratio : 0.0840602696272799
Connected Components : 484
Single-Vertex Connected Components : 269
Maximum Vertices in a Connected Component : 183
Maximum Edges in a Connected Component : 649
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.984835
Graph Density : 0.000608543741796
Modularity : 0.554636
NodeXL Version : 1.0.1.405

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[10] https://www.stevespanglerscience.com/lab/experiments/water-screen/
[9] https://haciendaheights-ca.geebo.com/jobs-online/view/id/664799163-sewer-science-teacher-/listing/194/
[7] http://www.amazon.com/
[7] http://www.pendalearning.com/testimonials
[6] https://www.stevespanglerscience.com/lab/experiments/human-table-trick/
[6] https://www.stevespanglerscience.com/store/solar-bag.html
[6] http://pendaeducatorgrant.hscampaigns.com/
[5] http://www.cbcbooks.org/cbc_book/volcano-dreams-a-story-of-yellowstone/#.W47y_5NKhE4?platform=hootsuite
[5] https://twitter.com/digitaljournal/status/1035874921841401857
[5] https://whogenius.com/

Top URLs in Tweet in G1:
[9] https://haciendaheights-ca.geebo.com/jobs-online/view/id/664799163-sewer-science-teacher-/listing/194/
[7] http://www.amazon.com/
[4] https://www.housetutor.com.sg/
[2] http://journals.plos.org/plosone/doi?id=10.1371/journal.pone.0201258
[2] https://academicappointments.co.uk/vacancies/permanent-teacher-of-science-leeds-january-start-1744/
[2] http://www.supply-teaching-jobs-preston.org.uk
[1] https://www.instagram.com/p/Bl8GbvoFEEn9viKZcsDjdja03E-42H8aucLCIg0/?utm_source=ig_twitter_share&igshid=gjsqf2bno6mz
[1] https://www.instagram.com/p/Bl9GoS7HAqp/?utm_source=ig_twitter_share&igshid=14yv4zi1ico74
[1] https://www.kqed.org/mindshift/51555/applying-the-power-of-stories-to-excite-students-about-science
[1] https://www.instagram.com/p/Bl_Ig2yHFO5/?utm_source=ig_twitter_share&igshid=1ul6uwfjne24p

Top URLs in Tweet in G3:
[8] https://www.stevespanglerscience.com/lab/experiments/water-screen/
[6] https://www.stevespanglerscience.com/store/solar-bag.html
[6] https://www.stevespanglerscience.com/lab/experiments/human-table-trick/
[3] https://www.reallygoodstuff.com/steve-spangler-science/c/steve-spangler-science/
[3] http://www.fizzicseducation.com.au/Blog/x_post/The-seed-of-an-idea-using-stimulus-material-to-prompt-a-discovery-mindset-00081.html
[3] https://www.youtube.com/watch?v=Ypub-GtY-sk&feature=youtu.be

[3] http://www.junioreinsteinsscienceclub.com
[3] https://www.donorschoose.org/project/learning-with-labs-20/3497123/?rf=facebook-dc-2018-08-project-teacher_689268&challengeid=121872&utm_source=dc&utm_medium=page&utm_campaign=project&utm_term=teacher_689268#_=_
[2] https://www.stevespanglerscience.com/store/spangler-science-club-it-s-electric.html
[2] https://www.stevespanglerscience.com/lab/experiments/dry-ice-crystal-ball-bubble/

Top URLs in Tweet in G4:
[7] http://www.pendalearning.com/testimonials
[6] http://pendaeducatorgrant.hscampaigns.com/
[1] https://okt.to/1I96YE
[1] https://okt.to/0KiAJv
[1] https://okt.to/4EEaE5
[1] https://okt.to/m9Zwkn
[1] https://okt.to/wa6UQ6
[1] https://okt.to/UYNCrW
[1] https://okt.to/nQot5c
[1] https://okt.to/mbFIQh

Top URLs in Tweet in G5:
[1] https://sea-seis.ie/competition/

Top URLs in Tweet in G6:
[2] https://www.treehugger.com/plastic/bottles-bike-lanes-first-plasticroad-opens-netherlands.html?platform=hootsuite
[2] https://www.bbc.co.uk/news/science-environment-45496884?platform=hootsuite
[2] https://www.wwf.org.uk/updates/six-tips-help-you-eat-more-sustainably?utm_source=twitter&utm_medium=social&utm_content=0110wwfuk&utm_campaign=organic&pc=ASG002002
[1] https://twitter.com/thisisinsider/status/1049600360699109376
[1] https://www.newscientist.com/article/2179920-revealed-what-the-uk-public-really-thinks-about-the-future-of-science/?utm_campaign=RSS%7CNSNS&utm_source=NSNS&utm_medium=RSS&campaign_id=RSS%7CNSNS-
[1] https://www.newscientist.com/article/2179922-a-third-of-us-would-go-one-way-to-mars-but-it-may-shrink-your-brain/amp/?platform=hootsuite
[1] https://www.true-adventure.co.uk/blog?platform=hootsuite
[1] http://oecdeducationtoday.blogspot.com/2018/09/pisa-science-environment-awareness-climate-change.html?platform=hootsuite
[1] https://www.wired.com/story/heres-the-plan-to-end-malaria-with-crispr-edited-mosquitoes/?platform=hootsuite
[1] https://www.theguardian.com/environment/2018/sep/26/back-from-the-brink-the-global-effort-to-save-coral-from-climate-change?

Top URLs in Tweet in G7:
[2] https://www.ptieducation.org/event/a0s1r00000JG0DWAA1

Top URLs in Tweet in G8:
[4] http://www.guyonclimate.com/

Top URLs in Tweet in G9:
[2] https://www.wimp.com/a-reevaluation-of-existence-in-just-209-seconds/?utm_source=twitterfeed&utm_medium=twitter/
[2] http://rockheadsciences.com/carver-educator/
[2] https://shenovafashion.com/collections/women-in-stem/products/periodic-table-panel-dress
[1] https://twitter.com/tomoki_takayama/status/1037504271166537728
[1] https://twitter.com/tomoki_takayama/status/1037505266437120000
[1] https://twitter.com/tomoki_takayama/status/1037590907363635202
[1] https://twitter.com/newvisionsnyc/status/1038130861114368001
[1] https://www.volunteerhq.org/blog/mother-and-daughter-experience-turtle-conservation-in-costa-rica/
[1] https://www.acer.com/ac/en/US/content/makeyourmark-stem
[1] https://gsa.confex.com/gsa/2018AM/webprogram/Paper318667.html

Top URLs in Tweet in G10:
[4] https://www.tes.com/teaching-resource/a-level-chemistry-year-2-package-11880897
[1] https://pedagoggles.wordpress.com/2018/09/01/managing-practical-science-lessons-top-tips/
[1] https://www.tes.com/teaching-resource/gcse-9-1-exam-practise-biology-11800684
[1] https://www.tes.com/teaching-resource/big-bang-11962391
[1] https://www.tes.com/teaching-resource/free-chemistry-haber-process-6035334
[1] https://www.instagram.com/p/BmwOYClHgefIg5rMCDg3tHoBdfg-SnUJ8m_OlE0/?utm_source=ig_twitter_share&igshid=1lmse5frz83l4

Top Domains
Top Domains in Tweet in Entire Graph:
[223] okt.to
[165] instagram.com
[54] co.uk
[53] twitter.com
[52] stevespanglerscience.com
[18] amazon.com
[14] youtube.com
[11] thelearnedteacher.com
[10] donorschoose.org
[9] tes.com

Top Domains in Tweet in G1:
[99] instagram.com
[20] twitter.com
[15] amazon.com
[9] geebo.com
[7] co.uk
[6] zazzle.com
[5] homesciencetools.com
[4] youtube.com
[4] scienceandmathwithmrslau.com
[4] com.sg

Top Domains in Tweet in G3:
[50] stevespanglerscience.com
[8] donorschoose.org
[5] youtube.com
[4] reallygoodstuff.com
[4] junioreinsteinsscienceclub.com
[4] instagram.com
[3] t.co
[3] com.au
[2] wordpress.com
[1] ow.ly

Top Domains in Tweet in G4:
[205] okt.to
[7] pendalearning.com
[6] hscampaigns.com

Top Domains in Tweet in G5:
[1] sea-seis.ie

Top Domains in Tweet in G6:
[6] co.uk
[2] newscientist.com
[2] treehugger.com
[2] org.uk
[1] twitter.com
[1] blogspot.com
[1] wired.com
[1] theguardian.com
[1] adventure-journal.com

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

Top Domains in Tweet in G8:
[4] guyonclimate.com

Top Domains in Tweet in G9:
[6] twitter.com
[3] rockheadsciences.com
[2] wimp.com
[2] shenovafashion.com
[1] volunteerhq.org
[1] acer.com
[1] confex.com

Top Domains in Tweet in G10:
[7] tes.com
[1] wordpress.com
[1] instagram.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1483] scienceteacher
[351] science
[243] edtech
[237] stemed
[192] elgizmos
[178] blendchat
[147] stem
[120] scienceed
[96] growthmindset
[63] scichat



Top Hashtags in Tweet in G1:
[371] scienceteacher
[80] science
[27] teacher
[22] middleschool
[21] teacherlife
[19] teachersofinstagram
[18] biology
[17] education
[16] physics
[15] mathteacher

Top Hashtags in Tweet in G2:
[2] scienceteacher
[1] 4010pride19
[1] superheroesatwork
[1] ad
[1] legendsoflearning
[1] backtoschool
[1] educationsuperhero
[1] science
[1] scienceweek
[1] scienceisfun

Top Hashtags in Tweet in G3:
[99] scienceteacher
[81] stem
[62] science
[31] steam
[21] stemeducation
[21] scienceisfun
[15] scichat
[15] experiment
[12] iteachtoo
[11] scienceclass

Top Hashtags in Tweet in G4:
[221] scienceteacher
[216] edtech
[205] stemed
[181] elgizmos
[164] blendchat
[105] scienceed
[89] growthmindset
[39] 21stedchat
[34] gizmo
[28] hurricaneflorence

Top Hashtags in Tweet in G5:
[43] young
[43] scientists
[1] seabed
[1] science
[1] school
[1] physics
[1] marine
[1] sound
[1] earth
[1] geographyteacher

Top Hashtags in Tweet in G6:
[24] scienceteacher
[9] geographyteacher
[7] singleuseplastic
[7] teachadventure
[6] inspiresomethingawesome
[6] oceans
[4] teaching
[4] plastic
[4] recycle
[4] ngss

Top Hashtags in Tweet in G7:
[38] scienceteacher
[38] onlinecourse
[1] online

Top Hashtags in Tweet in G8:
[21] mexican
[4] climatechangeisreal
[4] climatechange
[4] globalwarming
[4] sciencerising
[4] science
[4] scienceteacher
[1] trami
[1] rosa
[1] medicane

Top Hashtags in Tweet in G9:
[37] scienceteacher
[16] earthscience
[11] geology
[7] science
[4] ditl
[3] hokkaido
[3] asechat
[3] evolution
[3] species
[3] biology

Top Hashtags in Tweet in G10:
[6] scienceteacher
[3] asechat
[3] scichat
[2] chemed
[1] nqttips
[1] nqt
[1] nqts
[1] pgce
[1] teamscience
[1] edchat

Top Words
Top Words in Tweet in Entire Graph:
[2027] Words in Sentiment List#1: Positive
[503] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[42690] Non-categorized Words
[45220] Total Words
[1491] scienceteacher
[863] science
[291] free
[282] students
[278] today

Top Words in Tweet in G1:
[373] scienceteacher
[158] science
[64] teacher
[55] à
[38] school
[33] students
[32] teaching
[31] new
[27] biology
[26] physics

Top Words in Tweet in G2:
[142] science
[71] legendlearning
[70] tried
[70] online
[70] games
[70] fun
[70] kids
[70] perfect
[70] classroom
[70] teachers

Top Words in Tweet in G3:
[100] science
[99] scienceteacher
[86] stem
[59] spanglerscience
[31] steam
[26] experiment
[21] stemeducation
[21] scienceisfun
[21] water
[18] using

Top Words in Tweet in G4:
[241] free
[221] scienceteacher
[209] edtech
[205] stemed
[181] elgizmos
[164] blendchat
[162] w
[144] today
[129] ss
[127] learn

Top Words in Tweet in G5:
[43] calling
[43] young
[43] scientists
[43] help
[43] name
[43] 18
[43] new
[43] instruments
[43] record
[43] sounds

Top Words in Tweet in G6:
[25] scienceteacher
[14] plastic
[11] great
[9] geographyteacher
[8] teachadventure
[7] singleuseplastic
[7] oceans
[7] taexpeditions
[6] inspiresomethingawesome
[6] boonecps

Top Words in Tweet in G7:
[38] scienceteacher
[38] onlinecourse
[38] spectroscopy
[38] gcse
[37] wanting
[37] deepen
[37] subject
[37] knowledge
[37] join
[36] ptieducation

Top Words in Tweet in G8:
[75] extreme
[75] temperature
[75] diary
[75] september
[75] 2018
[75] topic
[71] climateguyw
[53] 30th
[44] new
[43] hot

Top Words in Tweet in G9:
[37] scienceteacher
[29] science
[20] geomsstewart
[16] earthscience
[14] geology
[13] namibia
[11] lack
[11] biology
[10] chemistry
[9] gorgeous

Top Words in Tweet in G10:
[36] science
[18] managing
[18] practical
[18] lessons
[18] top
[18] tips
[18] inspired
[18] ckjackson_
[18] teacher
[18] fam

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[170] edtech,blendchat
[130] w,free
[111] science,scienceteacher
[109] scienceteacher,stemed
[99] free,elgizmos
[79] today,edtech
[77] classroom,science
[76] extreme,temperature
[76] temperature,diary
[76] diary,september

Top Word Pairs in Tweet in G1:
[47] à,à
[32] science,scienceteacher
[22] science,teacher
[11] middleschool,scienceteacher
[11] scienceteacher,education
[10] ðÿ,ðÿ
[10] teacher,scienceteacher
[9] high,school
[9] sewer,scienceteacher
[9] education,training

Top Word Pairs in Tweet in G2:
[70] tried,legendlearning
[70] legendlearning,online
[70] online,science
[70] science,games
[70] games,fun
[70] fun,kids
[70] kids,perfect
[70] perfect,classroom
[70] classroom,science
[70] science,teachers

Top Word Pairs in Tweet in G3:
[37] science,stem
[29] stem,steam
[19] stemeducation,scienceisfun
[17] scienceteacher,stem
[12] stem,science
[11] check,out
[10] steve,spangler
[10] scienceteacher,stemeducation
[10] stem,stemeducation
[10] scienceteacher,thesquarem2

Top Word Pairs in Tweet in G4:
[156] edtech,blendchat
[123] w,free
[100] scienceteacher,stemed
[95] free,elgizmos
[76] today,edtech
[67] sign,up
[66] up,today
[65] predict,motion
[65] motion,hurricane
[65] hurricane,w

Top Word Pairs in Tweet in G5:
[43] calling,young
[43] young,scientists
[43] scientists,help
[43] help,name
[43] name,18
[43] 18,new
[43] new,instruments
[43] instruments,record
[43] record,sounds
[43] sounds,earths

Top Word Pairs in Tweet in G6:
[7] scienceteacher,geographyteacher
[6] inspiresomethingawesome,scienceteacher
[5] teachadventure,scienceteacher
[4] school,trips
[4] trips,expeditions
[4] expeditions,great
[4] great,building
[4] building,relationships
[4] relationships,latest
[4] latest,blog

Top Word Pairs in Tweet in G7:
[38] spectroscopy,gcse
[37] scienceteacher,wanting
[37] wanting,deepen
[37] deepen,subject
[37] subject,knowledge
[37] knowledge,join
[37] join,onlinecourse
[36] ptieducation,scienceteacher
[24] onlinecourse,spectroscopy
[13] onlinecourse,â

Top Word Pairs in Tweet in G8:
[75] extreme,temperature
[75] temperature,diary
[75] diary,september
[71] climateguyw,extreme
[53] september,30th
[53] 30th,2018
[43] 2018,hot
[43] hot,topic
[32] 2018,topic
[32] topic,holy

Top Word Pairs in Tweet in G9:
[9] namibia,gorgeous
[9] gorgeous,earthscience
[9] earthscience,everywhere
[9] everywhere,geology
[9] geology,exposed
[9] exposed,lack
[9] lack,trees
[9] trees,scienceteacher
[9] geomsstewart,namibia
[8] biology,living

Top Word Pairs in Tweet in G10:
[18] managing,practical
[18] practical,science
[18] science,lessons
[18] top,tips
[18] tips,inspired
[18] inspired,ckjackson_
[18] ckjackson_,science
[18] science,teacher
[18] teacher,fam
[17] mrsjmasters,managing

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@climateguyw
@legendlearning
@cookwith5kids
@explorelearning
@spanglerscience
@maria_marinegeo
@ptieducation
@geomsstewart
@ckjackson_
@weboflifebooks

Top Mentioned in G1:
@scigeeks
@edexams
@hstools
@terri_swaby

Top Mentioned in G2:
@legendlearning
@cookwith5kids
@gms_wildcats

Top Mentioned in G3:
@spanglerscience
@thesquarem2
@reallygoodstuff
@kpriceofscience
@donorschoose
@craignewmark
@3dprintgirl
@stemtasticscien
@kidtimestory
@fizzicsed

Top Mentioned in G4:
@explorelearning
@elmonikabell
@pendalearning
@npolitegizmos
@lucas_marks
@saarahbroadent
@elmaguirereflex

Top Mentioned in G5:
@maria_marinegeo

Top Mentioned in G6:
@taexpeditions
@boonecps
@bbc
@sciencemagazine
@mshteach308
@newscientist
@treehugger
@wwf
@sciedburrows
@nsf

Top Mentioned in G7:
@ptieducation

Top Mentioned in G8:
@climateguyw

Top Mentioned in G9:
@geomsstewart
@slccurb
@benking01
@rockheadscience
@ldeo
@ivhq
@rhyolite_miss
@basalticcraver
@geosociety
@newvisionsnyc

Top Mentioned in G10:
@ckjackson_
@mrsjmasters
@tesresources
@tes_teach
@greenapled
@tes_australia
@hrogerson

Top Tweeters
Top Tweeters in Entire Graph:
@robre62
@thepoliticalcat
@edgametec
@wwf
@guardian
@tanyawarren
@dgendvil
@anselmonadir
@bluecornercreas
@blm03

Top Tweeters in G1:
@kolkata24x7
@themysticbucket
@onlineclock
@secondaryjobs
@yorks_jobsnow
@dody006
@soulwaregdev
@latinanetwork
@axcisjobs
@herbaceousnyc

Top Tweeters in G2:
@blm03
@emilyreviewscom
@beautybrite
@pinkninjablogg
@themomunleashed
@thedealmatch
@donnachaffins
@goodbuysalltime
@gaynycdad
@mdub70deuce

Top Tweeters in G3:
@stephencgill
@coolmentoring
@craignewmark
@conservativcrat
@al5j_
@imsouthern
@seesaw
@brihes74
@wcpss
@praxismedhat

Top Tweeters in G4:
@robre62
@edgametec
@hdpr2016
@4williamlewis
@onevoice20175
@remingtonlongst
@rigel9000
@sardimperium
@lieberrian
@sandra_king2

Top Tweeters in G5:
@godelitsas
@caribesurorg
@deepseadawn
@rebelgeo
@igme1849
@altmannbrunner
@sanjit_rajputr
@aoibhinn_ni_s
@drshmoo
@guynoll

Top Tweeters in G6:
@wwf
@guardian
@wired
@thisisinsider
@cpsuccesschi
@newscientist
@treehugger
@sciencenews
@guardianscience
@bbc

Top Tweeters in G7:
@chrismaslanka
@hopbin
@alomshaha
@annibee70
@niacjohn
@nceachaplain
@yodatheoak
@jm8997
@pedant_pete
@firsttutors

Top Tweeters in G8:
@thepoliticalcat
@dgendvil
@jj_angelus
@lizdolphinfluff
@andybrwn
@bagaluesunab
@soundabuse
@irxcellent
@frasermacleod5
@jandegoei

Top Tweeters in G9:
@cornubiageol
@benking01
@cjmoose
@krsciencelady
@microearthsci
@rockheadscience
@geosociety
@ickiestvicki
@rhyolite_miss
@mhelmes

Top Tweeters in G10:
@hrogerson
@tesresources
@kdwscience
@sciencelp
@tes_teach
@tes_australia
@mr_pepperell
@mrsjmasters
@jacquiriley
@cft_smetcalf