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educhat_2017-08-12_21-17-27.xlsx
educhat_2017-08-12_21-17-27.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2017
Short Description:
educhat via NodeXL http://bit.ly/2hUXkG7
@lynch39083
@edgametec
@tekieboard
@beingexample
@teacherchalky1
@ritawirtz
@timbernook

Description:
Description
The graph represents a network of 716 Twitter users whose tweets in the requested range contained "educhat", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 13 August 2017 at 06:22 UTC.

The requested start date was Sunday, 13 August 2017 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 12-day, 10-hour, 38-minute period from Sunday, 30 July 2017 at 00:04 UTC to Friday, 11 August 2017 at 10:43 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 : 716
Unique Edges : 843
Edges With Duplicates : 413
Total Edges : 1256
Self-Loops : 446
Reciprocated Vertex Pair Ratio : 0.0175438596491228
Reciprocated Edge Ratio : 0.0344827586206897
Connected Components : 168
Single-Vertex Connected Components : 75
Maximum Vertices in a Connected Component : 158
Maximum Edges in a Connected Component : 426
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.359469
Graph Density : 0.00147282884713052
Modularity : 0.629552
NodeXL Version : 1.0.1.386

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[20] http://www.empoweringells.com/?p=1838
[17] http://micheleborba.com/50-books-for-kids-and-teens-that-teach-empathy/
[15] http://blog.kidsemail.org/2017/01/what-is-the-right-age-for-email/
[14] http://www.kisd.us/twitterhelp
[11] http://www.empoweringells.com/?p=1748
[9] https://mandyfroehlich.com/2017/08/03/give-me-three-reasons-why/
[8] https://t.me/EduChat
[8] http://chalkysteachingideas.blogspot.co.uk/2017/08/how-can-i-make-revision-next-year.html
[8] https://www.tes.com/news/school-news/breaking-news/closing-attainment-gap-disadvantaged-pupils-will-take-50-years
[8] http://micheleborba.com/6-simple-ways-children-can-spread-kindness-in-schools/

Top URLs in Tweet in G1:
[6] http://theaffirmationspot.com/student-affirmations.html
[6] http://www.theaffirmationspot.com/teacher-affirmations.html
[4] https://www.youtube.com/watch?v=DgC6mnfH4J8&feature=share
[3] http://geochat.edublogs.org/2017/07/30/my-philosophy-on-assessment/
[2] http://shiftsinsocialstudies.edublogs.org/2017/07/31/how-does-this-all-fit/
[1] http://theinnovativeeducator.blogspot.com/2017/07/stop-wasting-time-networking-get-this.html?utm_content=buffer687c0&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/i/web/status/891495154347069441
[1] https://itunes.apple.com/us/podcast/malcolm-gladwell-revisionist-history-special-event/id1144280043?mt=2&i=1000374175085
[1] https://nafme.org/helpful-tips-first-time-cooperating-teachers-music/
[1] https://www.npmjs.com/package/educhat_api_alpha

Top URLs in Tweet in G2:
[20] http://www.empoweringells.com/?p=1838
[11] http://www.empoweringells.com/?p=1748
[6] http://www.empoweringells.com/?p=1786
[2] https://twitter.com/voicEdcanada/status/895800688269287424
[1] https://twitter.com/toppel_eld/status/895478528988164096
[1] https://twitter.com/i/web/status/891251408435113986
[1] https://twitter.com/i/web/status/893209490341773314
[1] https://twitter.com/i/web/status/853070445662224384
[1] https://twitter.com/bretmistergesl/status/888425275347922944
[1] https://twitter.com/i/web/status/895100727843995648

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/894022203175571456

Top URLs in Tweet in G4:
[8] https://www.tes.com/news/school-news/breaking-news/closing-attainment-gap-disadvantaged-pupils-will-take-50-years
[6] http://blog.wizsec.jp/2017/07/breaking-open-mtgox-1.html
[5] http://www.teachonomy.com/justiceleague
[4] http://www.teachonomy.com/the-student-whisperer-students-share-3-secret-wishes/
[3] http://www.teachonomy.com/five-lessons-we-can-learn-from-our-students/
[2] http://www.teachonomy.com/7-reasons-why-teaching-is-amazing-the-list/
[2] http://www.independent.co.uk/news/education/education-news/school-exclusions-teacher-exam-factories-uk-education-nut-permanent-expelled-a7851426.html
[2] https://www.rbth.com/politics_and_society/society/2017/07/28/how-could-a-russian-launder-4-billion-worth-of-bitcoins_813206
[1] https://twitter.com/i/web/status/894303340661747713
[1] https://twitter.com/i/web/status/894336138722385920

Top URLs in Tweet in G5:
[9] https://mandyfroehlich.com/2017/08/03/give-me-three-reasons-why/
[8] http://chalkysteachingideas.blogspot.co.uk/2017/08/how-can-i-make-revision-next-year.html
[3] http://blog.parentsquare.com/blog/send-an-urgent-alert-in-less-than-10-seconds
[2] http://blog.parentsquare.com/blog/2017/7/13/what-is-parent-engagement-to-millennial-parents
[2] http://www.teachthought.com/learning/a-taxonomy-for-transfer-14-ways-learners-can-transfer-what-they-know/?utm_content=buffer199a1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://essentialth.com/en/find-a-job
[1] https://www.linkedin.com/pulse/edtechs-guide-marketing-growth-dan-galante
[1] https://twitter.com/i/web/status/895365490733928450
[1] https://twitter.com/i/web/status/892504289557467136
[1] http://ow.ly/siO230dWe2P

Top URLs in Tweet in G6:
[5] https://www.linkedin.com/pulse/edtechs-guide-marketing-growth-dan-galante
[3] https://www.eventbrite.com/e/cpbn-education-ideas-forum-tickets-36450885580
[2] https://anchor.fm/thehowtoscholar?at=558817
[2] http://ir.shareaholic.com/e?a=1&u=https%3A%2F%2Fwww.designingdigitally.com%2Fblog%2F2017%2F08%2Fthings-consider-when-desiging-mobile-learning%3Futm_campaign%3Dshareaholic%26utm_medium%3Dtwitter%26utm_source%3Dsocialnetwork&r=1
[2] https://www.acmi.net.au/events/screen-worlds/#start-content
[2] https://educationblog.microsoft.com/2017/08/office-online-tips-hacks-school/?utm_content=bufferff239&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://essentialth.com/en/find-a-job
[1] https://www.change.org/p/department-of-justice-we-want-our-money-back-from-btc-e?source_location=minibar
[1] https://www.rbth.com/politics_and_society/society/2017/07/28/how-could-a-russian-launder-4-billion-worth-of-bitcoins_813206
[1] http://blog.wizsec.jp/2017/07/breaking-open-mtgox-1.html

Top URLs in Tweet in G7:
[5] https://www.washingtonpost.com/news/answer-sheet/wp/2015/02/04/how-schools-ruined-recess-and-four-things-needed-to-fix-it/?utm_term=.49ec6ed5be7d
[1] https://twitter.com/i/web/status/891838169976635392
[1] http://www.theedadvocate.org/stem-attitude-adjustment-required/

Top URLs in Tweet in G8:
[6] http://www.theedadvocate.org/when-do-children-show-evidence-of-self-esteem-earlier-than-you-might-think/
[6] http://www.theedadvocate.org/empowering-students-lessons-in-giving-constructive-feedback/
[5] http://www.theedadvocate.org/ways-teachers-can-save-money-for-retirement/
[5] http://www.theedadvocate.org/are-you-prepared-for-these-drawbacks-of-bringing-tech-to-the-classroom/
[5] http://www.theedadvocate.org/global-academic-collaboration-new-form-colonisation/
[5] http://www.theedadvocate.org/should-we-stop-the-use-of-test-data-for-educator-evaluations/
[5] http://www.theedadvocate.org/public-universities-really-lost-focus/
[4] http://www.theedadvocate.org/teaching-history-honestly-one-educators/
[4] http://www.theedadvocate.org/teachers-3-reasons-mentors-are-the-secret-to-your-success/
[4] http://www.theedadvocate.org/zero-tolerance-laws-increase-suspension-rates-black-students/

Top URLs in Tweet in G9:
[17] http://micheleborba.com/50-books-for-kids-and-teens-that-teach-empathy/
[8] http://micheleborba.com/6-simple-ways-children-can-spread-kindness-in-schools/
[5] http://micheleborba.com/25-ways-to-help-kids-make-friends-and-learn-to-collaborate/
[3] http://micheleborba.com/seven-surprising-parenting-solutions-that-boost-kids-school-success/
[1] https://twitter.com/i/web/status/891388994805612544
[1] https://twitter.com/i/web/status/891039134818516994
[1] https://twitter.com/i/web/status/894978308277915648

Top URLs in Tweet in G10:
[8] https://t.me/EduChat
[4] https://ergonomic.wordpress.com/2017/08/04/notas-de-prensa-repensando-el-papel-de-la-tecnologia-en-la-educacion/
[1] https://twitter.com/i/web/status/893956763279433728
[1] https://twitter.com/i/web/status/894132940787023872

Top Domains
Top Domains in Tweet in Entire Graph:
[187] theedadvocate.org
[171] twitter.com
[37] empoweringells.com
[33] micheleborba.com
[21] co.uk
[15] kidsemail.org
[14] teachonomy.com
[14] kisd.us
[12] tes.com
[12] youtube.com

Top Domains in Tweet in G1:
[28] twitter.com
[12] theaffirmationspot.com
[8] 2peasandadog.com
[5] youtube.com
[5] edublogs.org
[4] goo.gl
[3] co.uk
[2] blogspot.com
[2] paper.li
[2] maestroclassics.com

Top Domains in Tweet in G2:
[37] empoweringells.com
[12] twitter.com
[1] spanishmama.com

Top Domains in Tweet in G3:
[1] twitter.com

Top Domains in Tweet in G4:
[14] teachonomy.com
[11] twitter.com
[11] tes.com
[6] wizsec.jp
[2] co.uk
[2] rbth.com
[1] cryptoguerrilla.ninja
[1] cointelegraph.com
[1] change.org
[1] cnbc.com

Top Domains in Tweet in G5:
[12] twitter.com
[9] mandyfroehlich.com
[8] co.uk
[7] parentsquare.com
[6] theedadvocate.org
[2] teachthought.com
[2] essentialth.com
[1] linkedin.com
[1] ow.ly

Top Domains in Tweet in G6:
[9] twitter.com
[5] linkedin.com
[3] eventbrite.com
[2] anchor.fm
[2] shareaholic.com
[2] net.au
[2] microsoft.com
[2] makered.org
[1] essentialth.com
[1] change.org

Top Domains in Tweet in G7:
[5] washingtonpost.com
[1] twitter.com
[1] theedadvocate.org

Top Domains in Tweet in G8:
[180] theedadvocate.org

Top Domains in Tweet in G9:
[33] micheleborba.com
[3] twitter.com

Top Domains in Tweet in G10:
[8] t.me
[4] wordpress.com
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[805] educhat
[290] edchat
[114] education
[69] edtech
[57] eslchat
[47] chatesl
[44] teachers
[40] ell
[39] k12
[37] leadupchat



Top Hashtags in Tweet in G1:
[100] educhat
[22] edchat
[12] teachers
[9] k12
[8] education
[7] educoach
[7] edu
[6] students
[6] eduleaders
[5] edutech

Top Hashtags in Tweet in G2:
[57] eslchat
[54] educhat
[47] chatesl
[40] ell
[24] ellchat
[24] esl
[20] newcomers
[19] leadupchat
[19] joyfulleaders
[17] teacherlife

Top Hashtags in Tweet in G3:
[48] educhat
[24] literacy
[24] innovatorssmindset
[23] backtoschool
[1] growthmindset

Top Hashtags in Tweet in G4:
[40] education
[37] educhat
[14] edchat
[12] bitcoin
[12] crypto
[12] waroncash
[12] banksters
[12] privacy
[11] fintech
[11] money

Top Hashtags in Tweet in G5:
[35] edchat
[33] educhat
[28] edtech
[16] ukedchat
[16] aussieed
[15] education
[12] leadupchat
[11] satchat
[9] edadmin
[8] leadership

Top Hashtags in Tweet in G6:
[39] educhat
[16] edtech
[13] edchat
[10] elearning
[10] ukedchat
[10] science
[10] ukeducation
[10] ks1
[10] ks2
[10] scichat

Top Hashtags in Tweet in G7:
[35] educhat
[5] outdoors
[5] play
[5] natureplay
[3] kindergarten
[3] education
[3] parenting
[3] kids
[1] edchat

Top Hashtags in Tweet in G8:
[180] educhat
[160] edchat
[10] teachers
[7] ntchat
[6] students
[5] retirement
[4] mentor
[3] diversity
[1] michaelbrown

Top Hashtags in Tweet in G9:
[33] educhat
[24] unselfie
[17] empathy
[9] parenting
[8] kindness
[3] backtoschool
[3] books

Top Hashtags in Tweet in G10:
[10] educhat
[4] edchat
[4] recomiendo
[2] educanales

Top Words
Top Words in Tweet in Entire Graph:
[443] Words in Sentiment List#1: Positive
[161] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[14562] Non-categorized Words
[15166] Total Words
[826] educhat
[290] edchat
[138] education
[101] school
[86] teachers

Top Words in Tweet in G1:
[100] educhat
[25] teachers
[22] edchat
[13] teacher
[13] new
[13] teaching
[12] affirmations
[11] students
[10] education
[10] blog

Top Words in Tweet in G2:
[57] eslchat
[54] educhat
[47] tanellclassroom
[47] chatesl
[40] ell
[27] newcomers
[24] ellchat
[24] esl
[20] approach
[20] reporting

Top Words in Tweet in G3:
[48] educhat
[48] literacy
[45] woodard_julie
[24] grow
[24] young
[24] readers
[24] cultivating
[24] innovatorssmindset
[23] back
[23] school

Top Words in Tweet in G4:
[40] education
[37] educhat
[14] edchat
[12] tes
[12] bitcoin
[12] crypto
[12] waroncash
[12] banksters
[12] privacy
[12] real

Top Words in Tweet in G5:
[35] edchat
[33] educhat
[27] edtech
[17] leadership
[16] ukedchat
[16] aussieed
[15] education
[12] check
[12] out
[12] leadupchat

Top Words in Tweet in G6:
[39] educhat
[13] edchat
[11] edtech
[11] edt
[10] elearning
[10] retweet
[10] before
[10] 5pm
[10] friday
[10] win

Top Words in Tweet in G7:
[35] educhat
[32] kindergarten
[31] timbernook
[26] report
[26] card
[26] 1954
[26] big
[26] difference
[26] expectations
[26] today

Top Words in Tweet in G8:
[180] educhat
[160] edchat
[33] lynch39083
[31] philosophy
[26] students
[20] educational
[19] 4
[18] teachers
[18] understanding
[16] ways

Top Words in Tweet in G9:
[33] educhat
[30] kids
[29] micheleborba
[24] unselfie
[21] help
[19] empathy
[17] 50
[17] books
[16] think
[14] 5

Top Words in Tweet in G10:
[23] educhat
[13] grupo
[10] cpoyatos
[9] debatir
[9] docentes
[8] educación
[8] más
[5] únete
[5] comienza
[5] otros

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[227] edchat,educhat
[33] educhat,education
[26] eslchat,chatesl
[26] education,educhat
[26] educhat,backtoschool
[26] kindergarten,report
[26] report,card
[26] card,1954
[26] 1954,big
[26] big,difference

Top Word Pairs in Tweet in G1:
[7] educhat,educoach
[7] blog,post
[6] new,blog
[6] educhat,edchat
[6] 83,affirmations
[6] affirmations,students
[6] students,teachers
[6] teachers,educhat
[6] 22,affirmations
[6] affirmations,teachers

Top Word Pairs in Tweet in G2:
[26] eslchat,chatesl
[20] approach,reporting
[20] reporting,assessing
[20] assessing,newcomers
[20] newcomers,emilyfranesl
[20] emilyfranesl,eslchat
[19] tanellclassroom,approach
[19] chatesl,ed
[19] leadupchat,joyfulleaders
[17] ell,friendly

Top Word Pairs in Tweet in G3:
[24] grow,young
[24] young,readers
[24] readers,cultivating
[24] cultivating,literacy
[24] literacy,educhat
[24] educhat,literacy
[24] literacy,innovatorssmindset
[23] back,school
[23] school,bundle
[23] bundle,time

Top Word Pairs in Tweet in G4:
[16] educhat,education
[12] bitcoin,crypto
[12] waroncash,banksters
[12] banksters,privacy
[11] fintech,money
[11] money,waroncash
[8] edchat,educhat
[8] closing,attainment
[8] attainment,gap
[8] gap,disadvantaged

Top Word Pairs in Tweet in G5:
[16] ukedchat,edchat
[16] edchat,aussieed
[13] edchat,educhat
[12] check,out
[9] leadership,innovation
[9] innovation,divergent
[9] divergent,teaching
[9] teaching,give
[9] give,three
[9] three,reasons

Top Word Pairs in Tweet in G6:
[12] edchat,educhat
[10] retweet,before
[10] before,5pm
[10] 5pm,friday
[10] friday,win
[10] win,meteorite
[10] meteorite,card
[10] card,ukedchat
[10] ukedchat,science
[10] science,ukeducation

Top Word Pairs in Tweet in G7:
[26] kindergarten,report
[26] report,card
[26] card,1954
[26] 1954,big
[26] big,difference
[26] difference,expectations
[26] expectations,today
[26] today,photo
[26] photo,katy
[26] katy,brower

Top Word Pairs in Tweet in G8:
[160] edchat,educhat
[15] students,edchat
[12] educational,philosophy
[11] determining,educational
[11] philosophy,part
[9] need,know
[9] understanding,4
[9] 4,main
[8] ways,teachers
[8] 2,ways

Top Word Pairs in Tweet in G9:
[17] 50,books
[17] books,kids
[17] educhat,unselfie
[15] micheleborba,50
[14] kids,5
[14] 5,17
[14] 17,help
[14] help,think
[14] think,beyond
[14] beyond,educhat

Top Word Pairs in Tweet in G10:
[9] grupo,educhat
[5] únete,grupo
[5] educhat,comienza
[5] comienza,debatir
[5] debatir,otros
[5] otros,docentes
[5] docentes,tema
[5] tema,mes
[5] mes,competencia
[5] competencia,digital

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@tanellclassroom
@woodard_julie
@lynch39083
@timbernook
@micheleborba
@jesslahey
@teacher2teacher
@scholasticteach
@davidgeurin
@emilyfranesl

Top Mentioned in G1:
@mrsjtweetsmath
@datateacher
@kris_vanduyne
@aapremlall

Top Mentioned in G2:
@tanellclassroom
@emilyfranesl
@valentinaesl
@jechev
@jaheldan
@mssalvac
@nancymotleytrtw
@bretmistergesl
@carlota_holder
@chapatisd

Top Mentioned in G3:
@woodard_julie
@teacher2teacher
@scholasticteach
@davidgeurin
@booktrustusa

Top Mentioned in G4:
@tes
@cpoole27
@nichola_wilkin
@guerrillacrypto
@nyshepac
@tbresnahan1
@casehighprinc
@bur
@teacherchalky1
@drjlmooreiii

Top Mentioned in G5:
@teacherchalky1
@froehlichm
@lynch39083
@daversa_g
@digitechcoach
@lisdtechie
@parentsquare
@supscholarpcs
@drsconstantino
@teachthought

Top Mentioned in G6:
@360theatres
@seesaw
@ange_kennett
@guerrillacrypto
@nycjobhuntleads
@ecjourneysaz
@acmi
@cpbneducation
@cristurple
@makered

Top Mentioned in G7:
@timbernook
@jesslahey
@child
@childrennature
@lynch39083

Top Mentioned in G8:
@lynch39083

Top Mentioned in G9:
@micheleborba

Top Mentioned in G10:
@cpoyatos
@agoraabierta

Top Tweeters
Top Tweeters in Entire Graph:
@jamesroy
@jurylady5
@nodenpm
@celebrainltd
@mitch_john573
@guynesher123
@sectest9
@beingexample
@edgametec
@globeandmail

Top Tweeters in G1:
@nodenpm
@aapremlall
@museofhistory
@affirmationspot
@hawaiiphotos
@mywindyroom
@mp3affirmations
@positivelyflow
@marialove_ann
@mrspstorytime

Top Tweeters in G2:
@macchica26
@mssalvac
@emilyfranesl
@harveyoaxaca
@osumom19
@amandagrobe
@borsawfrenchie
@toniegarza
@esl_fairy
@bretmistergesl

Top Tweeters in G3:
@demeka03
@davidgeurin
@teacher2teacher
@playconnection
@scholasticteach
@nolagirlfromtx
@dederittman
@1katty
@bsgscsfoster
@stephenwilson31

Top Tweeters in G4:
@beingexample
@technowornever
@brendan__d
@pammoran
@drjlmooreiii
@baraksidi
@tes
@cryptooz
@tropigalia
@principalogg

Top Tweeters in G5:
@edgametec
@bar_zie
@smgaillard
@ednaks
@scalarhumanity
@daversa_g
@teachthought
@bevladd
@lisdtechie
@mrbermanmath

Top Tweeters in G6:
@mitch_john573
@guynesher123
@tekieboard
@promostking
@wired
@seesaw
@ngueti
@shawthar
@andyhughes
@acmi

Top Tweeters in G7:
@ehfoundation237
@nicolasgwet
@vidyagauri
@assesswell
@jesslahey
@smonkyou
@v_lees
@rosepillay1
@qwanzone
@technolandy

Top Tweeters in G8:
@jurylady5
@lynch39083
@waytotrill1995
@seni_bl
@laura_a_diaz
@angelssoriano74
@tweetinchar
@marciafrobinson
@saywhatgrandma
@jriske

Top Tweeters in G9:
@micheleborba
@coxherb
@jayneensanders
@jldelbourgo
@parentarchitect
@blmoelller
@lausensei
@jmorse3333
@dahoffert
@deloresdante

Top Tweeters in G10:
@agoraabierta
@mamencita78
@cpoyatos
@lorenclzo
@vicente_alcaniz
@almumaestrapt
@albertomayoral
@carlosjmedina
@jgg_1975
@shegoncalves