aussieED, Twitter, 1/13/2023 2:59:56 PM, 287909


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aussieED_2023-01-13_06-48-12.xlsx
aussieED_2023-01-13_06-48-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 13, 2023
Short Description:
aussieED via NodeXL https://bit.ly/3ZqTBki
@mrsalakas
@cameronross3
@aussieedchat
@catlin_tucker
@allaboutthepact
@mareewhiteley
@tesoloz
@e_sheninger
@latitudegrptvl
@mattoman71

Top hashtags:
#aussieed
#edchat
#ukedchat
#nqtchat
#aqascience
#science
#ittchat

Description:
Description
The graph represents a network of 1,885 Twitter users whose recent tweets contained "aussieED", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/12/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 13 January 2023 at 14:56 UTC.

The tweets in the network were tweeted over the 3003-day, 15-hour, 35-minute period from Thursday, 23 October 2014 at 08:25 UTC to Friday, 13 January 2023 at 00:01 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 1885
Unique Edges : 1718
Edges With Duplicates : 8768
Total Edges : 10486
Number of Edge Types : 9
Retweet : 2355
MentionsInRetweet : 3574
Tweet : 1807
Mentions : 1185
MentionsInReplyTo : 895
Quote : 207
MentionsInQuote : 204
Replies to : 257
MentionsInQuoteReply : 2
Self-Loops : 2108
Reciprocated Vertex Pair Ratio : 0.0956632653061224
Reciprocated Edge Ratio : 0.174621653084983
Connected Components : 73
Single-Vertex Connected Components : 34
Maximum Vertices in a Connected Component : 1737
Maximum Edges in a Connected Component : 10190
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.89261
Graph Density : 0.000967522118411642
Modularity : 0.271763
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,885 Twitter users whose recent tweets contained "aussieED", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/12/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 13 January 2023 at 14:56 UTC.

The tweets in the network were tweeted over the 3003-day, 15-hour, 35-minute period from Thursday, 23 October 2014 at 08:25 UTC to Friday, 13 January 2023 at 00:01 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : aussieED
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:
[52] https://docs.google.com/presentation/d/1HcHKyxu1_5nTgp5geZtf2VCVy5a4qE9i/edit?usp=sharing&ouid=113054530282239012320&rtpof=true&sd=true
[34] https://catlintucker.com/2022/04/3-strategies-progress-behavior
[33] https://schoolreportwriter.com/
[16] https://esheninger.blogspot.com/2022/12/creating-new-status-quo.html
[16] https://twitter.com/McArdleJen/status/1591727310859902976/photo/1
[16] https://esheninger.blogspot.com/2022/10/better-feedback-for-deeper-learning.html
[13] https://www.thegist.edu.au/students/women-in-stem/podcasts/
[13] https://esheninger.blogspot.com/2022/11/developing-resilience-in-learners.html
[12] https://drive.google.com/drive/folders/1X9GAvNPBJwdqTY0xUqhHLCtMoMah9bIE?usp=sharing
[11] https://spark.adobe.com/page/yoIxhofamR56v/

Top URLs in Tweet in G1:
[9] https://twitter.com/rachaellehr/status/1585633214953291777/photo/1
[6] https://twitter.com/ponderingDan/status/1582650979803025408/photo/1
[6] https://tweetedtimes.com/esafetyteacher
[5] https://twitter.com/HaskettsHSC/status/1601877240039768065/photo/1
[5] https://twitter.com/HaskettsHSC/status/1601882010045534208/photo/1
[5] https://twitter.com/aussieEDchat/status/1584426814692544512/photo/1
[5] https://twitter.com/ZeinaChalich/status/1586658921430786048
[4] https://twitter.com/madgiemgEDU/status/1583686096101441536/photo/1
[4] https://twitter.com/HaskettsHSC/status/1601878620007727104/photo/1
[4] https://twitter.com/MatthewXJoseph/status/1597519058425229312/photo/1

Top URLs in Tweet in G2:
[7] https://education.nsw.gov.au/teaching-and-learning/professional-learning/scan/past-issues/vol-41-2022/issue-7-2022
[4] https://twitter.com/lustreeducation/status/1572077290674335745/photo/1
[3] https://www.edutopia.org/article/the-10-most-significant-education-studies-of-2022
[2] https://twitter.com/dzyngier/status/1268044057252511746/photo/1
[2] https://twitter.com/Carl32873301/status/1582344467356319744/photo/1
[1] https://education.nsw.gov.au/teaching-and-learning/professional-learning/scan/past-issues/vol-41-2022/issue-6-2022
[1] https://twitter.com/ScanJournal/status/1563335483932823552/photo/1
[1] https://twitter.com/ScanJournal/status/1592458576454643712/photo/1
[1] https://twitter.com/ScanJournal/status/1595615123674112003/photo/1
[1] https://twitter.com/ScanJournal/status/1597766571249659904/photo/1

Top URLs in Tweet in G3:
[32] https://catlintucker.com/2022/04/3-strategies-progress-behavior
[7] https://podcasts.apple.com/us/podcast/self-awareness-and-the-casel-framework/id1485751335?i=1000589288020
[3] https://www.amazon.com/Shift-Student-Led-Reimagining-Classroom-Workflows/dp/1948334526/ref=sr_1_1?crid=35UBRSG92TM8J&keywords=the+shift+to+student+led+novak&qid=1668059179&sprefix=the+shift+to+student+led+novak,aps,612&sr=8-1
[2] https://catlintucker.com/2022/11/blended-5es/
[2] https://catlintucker.com/2020/04/5-tips-for-teaching-online
[1] https://twitter.com/Catlin_Tucker/status/1613162354606235651/video/1
[1] https://twitter.com/Catlin_Tucker/status/1593767534687391745/photo/1
[1] https://twitter.com/Catlin_Tucker/status/1594753033690550272/photo/1
[1] https://twitter.com/Catlin_Tucker/status/1597182537050234885/photo/1
[1] https://twitter.com/Catlin_Tucker/status/1600874638552158209/video/1

Top URLs in Tweet in G4:
[5] https://hopin.com/events/the-glow-conference/registration
[3] https://meglanguages.com/students-todays-visionaries-tomorrows-everything/
[2] https://meglanguages.com/going-global-student-action-programs/
[2] https://twitter.com/mareewhiteley/status/1581157376019005440/photo/1
[2] https://twitter.com/mareewhiteley/status/1579701635324194816/photo/1
[2] https://twitter.com/mareewhiteley/status/1586016211602898945/photo/1
[2] https://www.smore.com/tvgka-attend-the-glow-conference
[2] https://twitter.com/moadlearning/status/1603675754079715328/photo/1
[1] https://dartlearning.org.au/excursion/media-literate-citizens-3/
[1] https://medialiteracy.org.au/event/australian-media-literacy-summit-free-event/

Top URLs in Tweet in G5:
[11] https://spark.adobe.com/page/yoIxhofamR56v/
[6] https://www.2simple.com/au/purple-mash/
[5] https://www.youtube.com/adobeforeducation
[5] https://www.youtube.com/watch?v=iSBzG_0iGlQ&feature=youtu.be

[5] https://vimeo.com/758131700
[5] https://twitter.com/art_cathyhunt/status/1580868550385750016/photo/1
[4] https://timkitchen.net/2022/10/23/max22/
[4] https://www.learningpit.org/events/leadingperth/
[3] https://www.youtube.com/watch?v=KC04i097xps&feature=youtu.be

[3] https://spark.adobe.com/page/gC1lql1x5ZsZU/

Top URLs in Tweet in G6:
[10] https://www.thegist.edu.au/students/women-in-stem/podcasts/
[5] https://futureyouaustralia.com/
[4] https://www.youtube.com/watch?v=ewCwEb5dbEE&feature=youtu.be

[4] https://twitter.com/FutureYouOz/status/1579578923259547649/photo/1
[4] https://futureyouaustralia.com/funnies/
[4] https://www.youtube.com/watch?v=R7D8nQvKc1U&feature=youtu.be

[3] https://futureyouaustralia.com/pathfinder/louise/
[3] https://futureyouaustralia.com/imagining-the-future/far-out/
[3] https://www.thegist.edu.au/families/getting-her-interested-in-stem/at-home-activities/
[2] https://latitudegrouptravel.com.au/why-should-your-school-combine-subjects-in-your-educational-touring-program/

Top URLs in Tweet in G7:
[4] https://twitter.com/TESOLoz/status/1601757002224795648/photo/1
[4] https://twitter.com/TESOLoz/status/1599952661557956608/photo/1
[4] https://twitter.com/TESOLoz/status/1598686491265609729/photo/1
[2] https://www.theguardian.com/books/2022/nov/11/one-in-five-childrens-books-features-character-of-colour-but-fiction-lags-behind?CMP=share_btn_tw
[2] https://twitter.com/TESOLoz/status/1584510738055725056/photo/1
[2] https://twitter.com/TESOLoz/status/1583378499309797376/photo/1
[1] https://theconversation.com/todd-sampsons-mirror-mirror-raises-the-alarm-on-our-lives-online-but-not-all-its-claims-are-supported-by-evidence-192395
[1] https://www.tiktok.com/@jimmyrees/video/7153183014116166913?_t=8WXNEBHhs3N&_r=1
[1] https://www.smh.com.au/national/nsw/it-s-time-australia-invested-in-its-children-and-its-future-20221202-p5c375.html
[1] https://www.education.gov.au/teaching-and-school-leadership/consultations/public-consultation-draft-national-teacher-workforce-action-plan

Top URLs in Tweet in G8:
[16] https://esheninger.blogspot.com/2022/12/creating-new-status-quo.html
[15] https://esheninger.blogspot.com/2022/10/better-feedback-for-deeper-learning.html
[12] https://esheninger.blogspot.com/2022/11/developing-resilience-in-learners.html
[10] https://esheninger.blogspot.com/2022/10/your-ticket-to-more-effective-lessons.html
[7] https://esheninger.blogspot.com/2022/10/strategies-to-empower-reluctant-staff.html
[7] https://esheninger.blogspot.com/2022/11/are-you-juggling-or-leading.html
[6] https://esheninger.blogspot.com/2022/11/what-example-do-you-set.html
[6] https://esheninger.blogspot.com/2022/11/the-3-cs-to-survive-and-thrive-in.html
[4] https://esheninger.blogspot.com/2022/10/core-elements-of-personalization.html
[3] https://esheninger.blogspot.com/2022/03/change-begins-with-you.html

Top URLs in Tweet in G9:
[52] https://docs.google.com/presentation/d/1HcHKyxu1_5nTgp5geZtf2VCVy5a4qE9i/edit?usp=sharing&ouid=113054530282239012320&rtpof=true&sd=true
[12] https://drive.google.com/drive/folders/1X9GAvNPBJwdqTY0xUqhHLCtMoMah9bIE?usp=sharing
[5] https://drive.google.com/drive/folders/1fX195S8k3WJRQg3bDeWvnJklPphI-ikY?usp=sharing
[4] https://www.tes.com/teaching-resource/a-level-biology-types-of-circulation-lesson-and-activities-11357977
[4] https://www.tes.com/teaching-resource/a-level-biology-evidence-for-evolution-lesson-11336770
[4] https://www.tes.com/teaching-resource/a-level-biology-water-movement-in-plants-lesson-and-activities-11462297
[4] https://www.tes.com/teaching-resource/a-level-biology-sensory-receptors-lesson-11337088
[4] https://twitter.com/teacherchalky1/status/1601565394052972547/photo/1
[4] https://twitter.com/teacherchalky1/status/1603079621951504384/photo/1
[4] https://www.youtube.com/watch?v=Zq_ctxg9WiA&feature=youtu.be


Top URLs in Tweet in G10:
[5] https://docs.google.com/forms/d/e/1FAIpQLSdlhU-euA5Es1wtusBnLUNOtH_rDjZvzjGo5zvN0Vb4EDcq3Q/viewform?usp=fb_send_twt
[1] https://twitter.com/ICTENSW/status/1583571327893483521/photo/1
[1] https://www.ictensw.org.au/Award-Application
[1] https://twitter.com/ICTENSW/status/1593859943803027456/photo/1
[1] https://ictensw.org.au/event-5039127
[1] https://docs.google.com/forms/d/e/1FAIpQLSdlhU-euA5Es1wtusBnLUNOtH_rDjZvzjGo5zvN0Vb4EDcq3Q/viewform
[1] https://docs.google.com/forms/d/e/1FAIpQLSdlhU-euA5Es1wtusBnLUNOtH_rDjZvzjGo5zvN0Vb4EDcq3Q/viewform?usp=sf_link
[1] https://twitter.com/ICTENSW/status/1599272134433730560/photo/1
[1] https://curriculum.nsw.edu.au/
[1] https://ictensw.org.au/

Top Domains
Top Domains in Tweet in Entire Graph:
[2327] twitter.com
[241] tes.com
[169] youtube.com
[100] blogspot.com
[90] com.au
[86] google.com
[52] edu.au
[50] org.au
[40] catlintucker.com
[33] schoolreportwriter.com

Top Domains in Tweet in G1:
[462] twitter.com
[29] com.au
[16] tweetedtimes.com
[9] youtube.com
[7] edu.au
[5] educationperfect.com
[4] google.com
[3] codebreakeredu.com
[2] eventbrite.com
[2] hp.com

Top Domains in Tweet in G2:
[40] twitter.com
[10] gov.au
[3] edutopia.org
[1] scisdata.com
[1] strikinglycdn.com
[1] theconversation.com
[1] youtu.be
[1] johnmenadue.com
[1] net.au
[1] asn.au

Top Domains in Tweet in G3:
[38] catlintucker.com
[14] twitter.com
[7] apple.com
[3] amazon.com

Top Domains in Tweet in G4:
[67] twitter.com
[7] meglanguages.com
[5] hopin.com
[3] org.au
[3] smore.com
[2] google.com
[2] gov.au
[2] humanitix.com
[1] hundred.org
[1] edutopia.org

Top Domains in Tweet in G5:
[109] twitter.com
[22] adobe.com
[20] youtube.com
[19] 2simple.com
[8] vimeo.com
[8] purplemash.com
[7] org.au
[7] theeduflaneuse.com
[4] com.au
[4] timkitchen.net

Top Domains in Tweet in G6:
[79] twitter.com
[24] edu.au
[24] futureyouaustralia.com
[19] com.au
[14] youtube.com
[11] theeducatoronline.com
[1] bizcommunity.com
[1] traveldailymedia.com
[1] psychologytoday.com
[1] experientiallearningdepot.com

Top Domains in Tweet in G7:
[43] twitter.com
[4] theconversation.com
[4] com.au
[2] tiktok.com
[2] gov.au
[2] theguardian.com
[1] net.au
[1] edu.au
[1] instagram.com
[1] youtube.com

Top Domains in Tweet in G8:
[95] blogspot.com
[35] twitter.com
[2] paper.li
[1] fastcompany.com
[1] catlintucker.com

Top Domains in Tweet in G9:
[939] twitter.com
[240] tes.com
[97] youtube.com
[70] google.com
[11] teacherspayteachers.com
[7] com.au
[3] teacherhealer.com
[1] okt.to
[1] coolaustralia.org

Top Domains in Tweet in G10:
[13] twitter.com
[9] edu.au
[7] google.com
[4] org.au
[2] cosmosmagazine.com
[1] youtube.com
[1] zoom.us
[1] instagram.com
[1] mailchi.mp
[1] equitise.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3179] aussieed
[1348] edchat
[1208] ukedchat
[862] nqtchat
[846] aqascience
[766] science
[658] ittchat
[417] revision
[265] sciencerevision
[185] alevelbiology



Top Hashtags in Tweet in G1:
[845] aussieed
[94] amammothlesson
[86] worldteachersday2022
[46] edchat
[45] wtd2022
[36] codebreaker
[36] education
[24] edtech
[22] edutwitter
[19] mammothedu

Top Hashtags in Tweet in G2:
[52] aussieed
[11] k12
[11] learnlap
[10] edchat
[7] equity
[6] oracy
[6] professionalreading
[6] education
[5] schoolleadership
[5] oztlnet

Top Hashtags in Tweet in G3:
[78] blendedlearning
[14] ukedchat
[14] edchateu
[14] aussieed
[7] socialemotionallearning
[7] education
[7] teaching
[7] edchat
[5] edutwitter
[2] edchatnz

Top Hashtags in Tweet in G4:
[91] aussieed
[16] globalcitizenship
[10] glow22
[10] studentaction
[10] studentagency
[9] waedconnect
[8] globaled22
[8] globaledchat
[8] goingglobal
[8] globaled

Top Hashtags in Tweet in G5:
[134] aussieed
[87] edtech
[66] edchat
[59] vicpln
[48] adobeeducreative
[43] createedu
[39] elearning
[39] adobeedu
[35] nswpln
[32] futurefocusedlearning

Top Hashtags in Tweet in G6:
[119] aussieed
[51] edleaders
[24] futureyou
[23] stemeducation
[23] stemcareers
[21] womeninstem
[16] girlsinstem
[14] thegist
[11] teachingstem
[9] seeyouinthefuture

Top Hashtags in Tweet in G7:
[58] aussieed
[28] tesoloz
[4] k12artchat
[2] tiktok
[2] edutwitter
[1] morethanthanks
[1] babywoo
[1] leadersarereaders
[1] petaa2022
[1] appa22conf

Top Hashtags in Tweet in G8:
[97] aussieed
[53] edchat
[51] 808educate
[45] ukedchat
[42] intled
[42] globaled
[39] globaledchat
[32] edutwitter
[32] caedchat
[23] suptchat

Top Hashtags in Tweet in G9:
[1076] ukedchat
[1074] aussieed
[1046] edchat
[860] nqtchat
[846] aqascience
[763] science
[656] ittchat
[416] revision
[265] sciencerevision
[185] alevelbiology

Top Hashtags in Tweet in G10:
[33] aussieed
[14] edtech
[10] edchat
[9] ictensw
[7] digitll
[3] edutwitter
[3] auscurric
[2] digitll2023
[2] digitll23
[2] acce

Top Words
Top Words in Tweet in Entire Graph:
[3194] #aussieed
[1357] #edchat
[1234] #ukedchat
[865] #nqtchat
[846] #aqascience
[843] here's
[818] revision
[792] students
[769] #science
[659] #ittchat

Top Words in Tweet in G1:
[848] #aussieed
[456] mrsalakas
[262] book
[216] year
[167] mattoman71
[166] mammoth
[161] aussieedchat
[150] haskettshsc
[142] celebrate
[136] 2022

Top Words in Tweet in G2:
[52] #aussieed
[34] schools
[30] scan
[27] latest
[23] issue
[22] adrianodiprato
[22] education
[21] practical
[21] teachers
[21] dzyngier

Top Words in Tweet in G3:
[136] catlin_tucker
[95] model
[95] learning
[80] online
[78] #blendedlearning
[78] 5es
[78] instructional
[77] best
[76] person
[76] aspects

Top Words in Tweet in G4:
[91] #aussieed
[29] free
[26] learning
[26] 2023
[24] megglobaled
[23] students
[22] year
[21] lottiedowlingnz
[17] ambassadors
[17] join

Top Words in Tweet in G5:
[134] #aussieed
[87] #edtech
[75] adobe
[71] join
[68] timkitchen
[66] #edchat
[59] #vicpln
[55] live
[49] aedt
[48] #adobeeducreative

Top Words in Tweet in G6:
[119] #aussieed
[66] stem
[51] futureyouoz
[51] #edleaders
[34] girlsinstemkit
[28] students
[24] #futureyou
[23] #stemcareers
[23] career
[22] #stemeducation

Top Words in Tweet in G7:
[58] #aussieed
[41] tesoloz
[29] atesolnsw
[28] #tesoloz
[23] school
[21] teachers
[17] eal
[15] english
[15] see
[12] year

Top Words in Tweet in G8:
[97] #aussieed
[72] e_sheninger
[55] #edchat
[51] #808educate
[45] #ukedchat
[42] #intled
[42] #globaled
[39] #globaledchat
[32] #caedchat
[32] #edutwitter

Top Words in Tweet in G9:
[1102] #ukedchat
[1087] #aussieed
[1053] #edchat
[863] #nqtchat
[846] #aqascience
[828] here's
[818] revision
[766] #science
[657] #ittchat
[539] biology

Top Words in Tweet in G10:
[33] #aussieed
[24] teachers
[23] ictensw
[18] educators
[17] 2023
[16] work
[14] #edtech
[12] great
[11] research
[11] catch

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1067] #aussieed,#edchat
[762] #science,#nqtchat
[721] #ukedchat,#science
[577] #nqtchat,#ittchat
[576] #ittchat,#aussieed
[570] #edchat,#aqascience
[445] here's,today's
[397] level,biology
[380] mock,exams
[379] last,minute

Top Word Pairs in Tweet in G1:
[80] mammoth,lesson
[69] teaching,digital
[68] digital,age
[67] stronger,together
[67] year,anniversary
[60] lesson,teaching
[59] book,giveaway
[58] giveaway,celebrate
[58] celebrate,year
[58] haskettshsc,cameronross3

Top Word Pairs in Tweet in G2:
[20] creativity,heart
[20] publication,report
[20] latest,publication
[20] putting,creativity
[20] heart,schools
[20] lucaslearn,latest
[20] schools,lucaslearn
[20] report,practical
[19] adrianodiprato,putting
[14] term,issue

Top Word Pairs in Tweet in G3:
[78] instructional,model
[78] 5es,instructional
[76] best,aspects
[76] combine,best
[76] online,learning
[76] model,combine
[76] person,online
[76] put,#blendedlearning
[76] aspects,person
[76] spin,5es

Top Word Pairs in Tweet in G4:
[16] #globalcitizenship,ambassadors
[12] primary,#globalcitizenship
[9] literacy,summit
[9] attend,upcoming
[9] syd,strictly
[9] strictly,limited
[9] media,literacy
[9] free,syd
[9] australian,media
[9] summit,march

Top Word Pairs in Tweet in G5:
[44] pm,aedt
[43] #adobeeducreative,#createedu
[41] #aussieed,#edchat
[41] #createedu,#aussieed
[39] #edchat,#elearning
[38] #elearning,#adobeedu
[35] #vicpln,#nswpln
[32] #adobeedu,#futurefocusedlearning
[31] #futurefocusedlearning,#edtech
[30] #edtech,#edtechchat

Top Word Pairs in Tweet in G6:
[45] #aussieed,#edleaders
[16] #girlsinstem,#aussieed
[14] #thegist,#girlsinstem
[14] #aussieed,#stemeducation
[12] stem,skills
[11] #stemeducation,#womeninstem
[10] things,stem
[10] #futureyou,#aussieed
[10] gist,recommended
[10] doing,cool

Top Word Pairs in Tweet in G7:
[19] #aussieed,#tesoloz
[12] atesolnsw,johnqgoh
[11] proud,received
[11] received,excellence
[11] johnqgoh,proud
[11] excellence,primary
[11] award,bec
[11] bec,eal
[11] kylie_adams4,atesolnsw
[11] primary,english

Top Word Pairs in Tweet in G8:
[43] #aussieed,#ukedchat
[42] #ukedchat,#intled
[42] #intled,#globaled
[39] #globaled,#globaledchat
[25] #edchat,#edutwitter
[22] #caedchat,#aussieed
[18] #808educate,#caedchat
[16] #globaledchat,#edchatnz
[15] better,feedback
[15] feedback,deeper

Top Word Pairs in Tweet in G9:
[970] #aussieed,#edchat
[760] #science,#nqtchat
[718] #ukedchat,#science
[575] #nqtchat,#ittchat
[574] #ittchat,#aussieed
[570] #edchat,#aqascience
[445] here's,today's
[397] level,biology
[380] mock,exams
[377] last,minute

Top Word Pairs in Tweet in G10:
[9] #aussieed,#edchat
[8] work,education
[8] catch,nicolemockler
[8] around,teachers
[8] education,policy
[8] recent,research
[8] teachers,work
[8] research,around
[8] amazing,educators
[8] digital,technologies

Top Replied-To
Top Replied-To in Entire Graph:
@haskettshsc
@zeinachalich
@mattoman71
@mareewhiteley
@asharaormit
@olivierelzingre
@mrsalakas
@mraspinall
@aussieedchat
@mroliphantadl

Top Replied-To in G1:
@haskettshsc
@zeinachalich
@mattoman71
@olivierelzingre
@asharaormit
@mraspinall
@mareewhiteley
@adamjfitzgerald
@mroliphantadl
@matthewbeggs

Top Replied-To in G2:
@kjinquiry
@zeinachalich
@narelledaff
@agavrielatos
@southwickmp
@shaunnewman2
@ladolcevita_99
@nathutchins
@jasmyn_k_hall
@ocosvic

Top Replied-To in G4:
@mattoman71
@haskettshsc
@zeinachalich
@waedconnect
@mrsalakas
@tcea
@aussieedchat
@superdavey
@sophiespecjal
@fixingeducation

Top Replied-To in G5:
@timkitchen
@newhead87
@rayboyd007
@jamesnottinghm
@acelwa

Top Replied-To in G7:
@sdinhamunimelb
@artgalleryofnsw
@mrsleahsmiles
@miss_manda_k
@summerhill_ps
@kylie_adams4
@maestrafoley
@misterwootube
@franklynewman
@helenmorgani

Top Replied-To in G9:
@gaw101

Top Replied-To in G10:
@ictensw
@aliceinframes

Top Mentioned
Top Mentioned in Entire Graph:
@mrsalakas
@teacherchalky1
@mattoman71
@aussieedchat
@catlin_tucker
@cameronross3
@matthewxjoseph
@haskettshsc
@codebreakeredu

Top Mentioned in G1:
@mrsalakas
@mattoman71
@aussieedchat
@matthewxjoseph
@cameronross3
@haskettshsc
@codebreakeredu
@mammothedu
@zeinachalich
@steven_kolber

Top Mentioned in G2:
@adrianodiprato
@scanjournal
@lucaslearn
@dzyngier
@pasi_sahlberg
@edpuzzle
@janecaro
@paulsolarz
@detvic
@knight2susan

Top Mentioned in G3:
@catlin_tucker
@eslweb

Top Mentioned in G4:
@megglobaled
@lottiedowlingnz
@mrsalakas
@bialikcollege
@mattoman71
@kirsty_costa
@aus_media_lit
@globaledaction
@zeinachalich
@aussieedchat

Top Mentioned in G5:
@timkitchen
@acelaustralia
@debsnet
@2simpleaus
@thelearningpit
@jamesnottinghm
@jerrywong007
@mrsalakas
@michelledennis
@acelwa

Top Mentioned in G6:
@futureyouoz
@girlsinstemkit
@womeninstemau
@twitofalili
@womensagenda
@ausspaceagency
@indigitaledu
@jade_mikaela
@astrokirsten
@theeducatorau

Top Mentioned in G7:
@tesoloz
@atesolnsw
@johnqgoh
@kylie_adams4
@artgalleryofnsw
@bossleyparkhs
@ewanmcintosh
@appa22conf
@keminekvapil1
@mrsspinasclass

Top Mentioned in G8:
@e_sheninger
@catlin_tucker
@brooklyngaelic
@saleem28092135
@swarajyamag
@ca_reon

Top Mentioned in G9:
@teacherchalky1
@youtube
@neuranextaiedu
@jegwom
@fizzicsed
@janowenam
@coolaustralia
@reflectforward
@kyahsimon

Top Mentioned in G10:
@ictensw
@monashqproject
@nicolemockler
@neil_selwyn
@digitechhub
@natedusummit
@grokacademy
@normanswan
@inaturalist
@cvaustralia

Top Tweeters
Top Tweeters in Entire Graph:
@john_siracusa
@jimmyroybloom
@education_24x7
@sallyrmelb
@godfrey_g_
@ishagshafeeg
@ucloudify
@broomstick33
@raywilton4
@ochreblue

Top Tweeters in G1:
@ishagshafeeg
@ucloudify
@valaafshar
@microsoftflip
@lacus09
@financialreview
@chrisdysonht
@martina
@shiftparadigm
@thetiser

Top Tweeters in G2:
@broomstick33
@ochreblue
@harriekd
@barbvee
@inside_cupboard
@jc_james_clark
@tafedefender
@dianeravitch
@edutopia
@paulsolarz

Top Tweeters in G3:
@iamdrwill
@protectstudents
@vipulasharma1
@catlin_tucker
@tiffany2770
@lenessakeehn
@smsouthtdain
@atkauffman
@drpmilcetich
@elgovecon

Top Tweeters in G4:
@education_24x7
@djobling
@joedale
@annabelastbury
@elemenous
@spookylib
@netflix
@vidhyag12
@mesterman
@stringer_andrea

Top Tweeters in G5:
@pythonroboto
@getiftech
@tombennett71
@womened
@markj_ohnson
@vivienneporritt
@_ellabot
@headteacherchat
@imsporticus
@isteofficial

Top Tweeters in G6:
@forbes
@b0tsci
@datagoodies
@nzherald
@_duck_tweeting
@jesshealywalton
@jenstirrup
@cosmicrami
@nicolasantilli
@womensciaust

Top Tweeters in G7:
@raywilton4
@stem_nastics
@janecaro
@larryferlazzo
@hrw
@mrkempnz
@anitaheiss
@conversationedu
@emilyfranesl
@drcarolsalva

Top Tweeters in G8:
@juandoming
@saleem28092135
@swarajyamag
@grammasheri
@cecilia_bocking
@e_sheninger
@curriculumblog
@brooklyngaelic
@jenniferagates
@fchiki

Top Tweeters in G9:
@bar_zie
@aliceleung
@gaw101
@youtube
@teacherchalky1
@ddonahoo
@fizzicsed
@hamishcurry
@drphysics5
@janowenam

Top Tweeters in G10:
@john_siracusa
@jimmyroybloom
@abcnews
@jayeshmthakur
@harmonygritz
@radionational
@aliceinframes
@cosmosmagazine
@burgencay
@siobhan_curran