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educhat_2022-11-28_03-15-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 28, 2022
Short Description:
educhat via NodeXL https://bit.ly/3VC2qVT
@rdene915
@etwinningfrance
@this0499154500
@electriclearn
@isaachieves
@jc_james_clark
@markj_ohnson
@weareteachers
@jdog90
@education_24x7

Top hashtags:
#educhat
#education
#edutwitter
#edtech
#k12
#sel
#edchat
#teachers

Description:
Description
The graph represents a network of 650 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 Monday, 28 November 2022 at 11:16 UTC.

The requested start date was Monday, 28 November 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 11-day, 7-hour, 23-minute period from Monday, 14 November 2022 at 01:44 UTC to Friday, 25 November 2022 at 09:08 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 : 650
Unique Edges : 416
Edges With Duplicates : 1467
Total Edges : 1883
Number of Edge Types : 5
Mentions : 436
Tweet : 271
Retweet : 501
MentionsInRetweet : 662
Replies to : 13
Self-Loops : 289
Reciprocated Vertex Pair Ratio : 0.05
Reciprocated Edge Ratio : 0.0952380952380952
Connected Components : 134
Single-Vertex Connected Components : 46
Maximum Vertices in a Connected Component : 140
Maximum Edges in a Connected Component : 810
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.153998
Graph Density : 0.00174232547113903
Modularity : 0.388161
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 650 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 Monday, 28 November 2022 at 11:16 UTC.

The requested start date was Monday, 28 November 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 11-day, 7-hour, 23-minute period from Monday, 14 November 2022 at 01:44 UTC to Friday, 25 November 2022 at 09:08 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 : educhat
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:
[56] https://www.amazon.com/kindle-dbs/entity/author/B01N1WWDQA?_encoding=UTF8&node=283155&offset=0&pageSize=12&searchAlias=stripbooks&sort=author-sidecar-rank&page=1&langFilter=default#formatSelectorHeader
[32] https://www.amazon.com/gp/product/B08269NT8Y/ref=dbs_a_def_rwt_bibl_vppi_i8
[30] https://www.rdene915.com/
[19] https://anchor.fm/rdene915
[15] https://www.popplet.com/
[13] https://adventmyfriend.com/
[12] https://www.amazon.com/dp/1953852033/ref=sr_1_5?crid=1FIGGPW0ZWU66&dchild=1&keywords=rachelle+dene+poth&qid=1606592623&sprefix=rachelle+dene+p,stripbooks,167&sr=8-5
[10] https://daisi.education/blackfriday/
[9] https://www.gettingsmart.com/author/rachelle/
[9] https://www.weareteachers.com/school-hallways/?utm_medium=Social&utm_source=Twitter#Echobox=1668204142

Top URLs in Tweet in G1:
[56] https://www.amazon.com/kindle-dbs/entity/author/B01N1WWDQA?_encoding=UTF8&node=283155&offset=0&pageSize=12&searchAlias=stripbooks&sort=author-sidecar-rank&page=1&langFilter=default#formatSelectorHeader
[31] https://www.amazon.com/gp/product/B08269NT8Y/ref=dbs_a_def_rwt_bibl_vppi_i8
[29] https://www.rdene915.com/
[19] https://anchor.fm/rdene915
[12] https://www.amazon.com/dp/1953852033/ref=sr_1_5?crid=1FIGGPW0ZWU66&dchild=1&keywords=rachelle+dene+poth&qid=1606592623&sprefix=rachelle+dene+p,stripbooks,167&sr=8-5
[9] https://www.gettingsmart.com/author/rachelle/
[7] https://www.definedstem.com/blog/preparing-for-the-future-creating-supportive-digital-learning-spaces/
[6] https://docs.google.com/forms/d/e/1FAIpQLSdM8Xj0Hpqsdf9KzT2KfUbBbB60Fx_XAurE7EtsMsJIu9TuUg/viewform?usp=sf_link
[4] http://F.LY
[4] https://www.edumatch.org/post/the-message

Top URLs in Tweet in G2:
[2] https://bigcleverlearning.ac-page.com/sign-up-to-our-newsletter?utm_source=twitter&utm_medium=social_media&utm_campaign=newslettersignup
[2] https://www.kapowprimary.com/history-free-trial?utm_source=twitter&utm_medium=social_media&utm_campaign=historyfreetrial
[2] https://www.ampil.co.uk/
[2] https://scqf.org.uk
[1] https://www.npr.org/2022/11/13/1131872280/teacher-shortage-culture-wars-critical-race-theory
[1] https://iconohash.com:443/
[1] https://www.pedagogynongrata.com/sor
[1] https://www.learnbydesign.co.uk/primary-stem-workshops
[1] https://empoweru.education/webinars/?utm_content=225573978&utm_medium=social&utm_source=twitter&hss_channel=tw-1185565057523970049
[1] https://www.edweek.org/leadership/pd-supergroup-is-official-ascd-members-approve-merger-with-iste/2022/11

Top URLs in Tweet in G3:
[1] https://www.youtube.com/playlist?list=PLZwZK8W4mrD1e-_PUdekrBXNGcMYBoBg1

[1] https://www.youtube.com/playlist?list=PLZwZK8W4mrD0ofTiRYd59V8IRgORQIXgz


Top URLs in Tweet in G4:
[1] https://docs.google.com/presentation/d/1bGTQ2Tiw6Wm3JHK7ctIQBRIAJytNYpM1uPwoBT5nufE/edit?usp=sharing

Top URLs in Tweet in G5:
[9] https://www.weareteachers.com/school-hallways/?utm_medium=Social&utm_source=Twitter#Echobox=1668204142
[3] https://www.weareteachers.com/what-teachers-need-principals-to-know/?utm_medium=Social&utm_source=Twitter#Echobox=1668203607
[2] https://www.weareteachers.com/stop-calling-teachers-superheroes/?utm_medium=Social&utm_source=Twitter#Echobox=1668203740
[1] https://www.amazon.com/gp/product/B08269NT8Y/ref=dbs_a_def_rwt_bibl_vppi_i8
[1] https://www.the74million.org/article/report-internet-gap-snubs-la-low-income-residents-widens-digital-divide/
[1] https://ny.chalkbeat.org/2022/11/11/23452157/sarah-slack-middle-school-science-climate-education-nyc-math-for-america-award
[1] https://www.edweek.org/leadership/building-an-effective-sel-program-lessons-from-3-districts/2022/11
[1] https://www.educationnext.org/what-the-2022-midterm-election-results-will-mean-for-education-policy/
[1] https://www.edutopia.org/article/boys-are-falling-behind-what-can-we-do-about-it
[1] https://comcastnewsmakers.com/Videos/2022/10/23/Indigenous-Youth-Challenges-and-Change?eo1=notrack

Top URLs in Tweet in G6:
[2] https://journeysinfilm.org/product/gabby-giffords-wont-back-down/
[1] https://sharemylesson.com/teaching-resource/how-you-can-help-lgbtq-youth-mental-health-401525
[1] https://www.teenvogue.com/story/native-american-movies-tv-shows-indigenous-history-culture-thanksgiving
[1] https://journeysinfilm.org/library/
[1] https://sharemylesson.com/teaching-resource/hate-crimes-and-gun-violence-308715
[1] https://twitter.com/JourneysinFilm/status/1591084339122810880
[1] https://www.learningforjustice.org/magazine/teaching-thanksgiving-in-a-socially-responsible-way?fbclid=IwAR1Kn6FoPiEdn5KwP3kub6kag5tPIaZFK8469myvTVrl0dy9jAhCtcs_NJE
[1] https://www.colorincolorado.org/article/15-tips-talking-children-about-school-violence
[1] https://sharemylesson.com/blog/gun-violence-talking-adolescents-about-recent-mass-shootings
[1] https://www.howardzinn.org/collection/indian-resistance-thanksgiving-declarations/

Top URLs in Tweet in G7:
[14] https://www.popplet.com/
[12] https://adventmyfriend.com/
[2] https://cryptpad.fr/
[2] https://ladigitale.dev/#projet

Top URLs in Tweet in G9:
[3] https://talkpastoral.com/dear-teachers-from-a-head-of-year/

Top Domains
Top Domains in Tweet in Entire Graph:
[106] amazon.com
[35] edumatch.org
[33] youtube.com
[30] rdene915.com
[23] co.uk
[19] anchor.fm
[15] twitter.com
[15] popplet.com
[14] weareteachers.com
[13] adventmyfriend.com

Top Domains in Tweet in G1:
[104] amazon.com
[35] edumatch.org
[29] rdene915.com
[19] anchor.fm
[11] gettingsmart.com
[7] definedstem.com
[6] google.com
[4] f.ly
[4] k12prospects.com
[4] sparxmaths.com

Top Domains in Tweet in G2:
[5] co.uk
[3] twitter.com
[2] blogspot.com
[2] goodreads.com
[2] ac-page.com
[2] kapowprimary.com
[2] laprofesorainspiradora.com
[2] proninib.com
[2] org.uk
[1] npr.org

Top Domains in Tweet in G3:
[2] youtube.com

Top Domains in Tweet in G4:
[1] google.com

Top Domains in Tweet in G5:
[14] weareteachers.com
[3] the74million.org
[2] k12dive.com
[1] amazon.com
[1] chalkbeat.org
[1] edweek.org
[1] educationnext.org
[1] edutopia.org
[1] comcastnewsmakers.com
[1] hechingerreport.org

Top Domains in Tweet in G6:
[3] sharemylesson.com
[3] journeysinfilm.org
[2] twitter.com
[1] teenvogue.com
[1] learningforjustice.org
[1] colorincolorado.org
[1] howardzinn.org

Top Domains in Tweet in G7:
[14] popplet.com
[12] adventmyfriend.com
[2] cryptpad.fr
[2] ladigitale.dev

Top Domains in Tweet in G9:
[3] talkpastoral.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[591] educhat
[282] education
[170] edutwitter
[153] edtech
[149] k12
[145] sel
[78] edchat
[66] teachers
[53] teaching
[52] ai



Top Hashtags in Tweet in G1:
[216] educhat
[190] education
[143] sel
[131] k12
[102] edtech
[50] ai
[41] edutwitter
[30] teaching
[29] suptchat
[27] selfcare

Top Hashtags in Tweet in G2:
[59] educhat
[24] edutwitter
[20] education
[12] teachertwitter
[9] teachers
[8] edchat
[6] edtech
[3] edu
[3] students
[3] internationalstudents

Top Hashtags in Tweet in G3:
[2] teamenglish
[2] edutwitter
[2] english
[2] educhat
[1] gcse2023
[1] art
[1] illustrator
[1] poetry
[1] englishteacher
[1] gcse

Top Hashtags in Tweet in G4:
[2] elemmathchat
[2] iteachmath
[2] educhat
[1] principalofficehours
[1] mtbos
[1] math4all

Top Hashtags in Tweet in G5:
[27] educhat
[11] k12
[10] edequity
[9] teacherchat
[9] edchat
[9] edutwitter
[6] education
[6] schooldistricts
[5] edreform
[5] edleadership

Top Hashtags in Tweet in G6:
[13] educhat
[11] sschat
[5] teachwithfilm
[4] thanksgiving
[4] edchat
[3] netionalfamilyliteracymonth
[3] nationalyoungreadersweek
[3] filmoftheweek
[2] educators
[2] nativeamericanheritagemonth

Top Hashtags in Tweet in G7:
[30] outildumercredi
[14] popplet
[12] adventmyfriend
[4] edchat
[4] edtech
[4] edutech
[4] education
[4] educhat
[4] teacher
[4] profs

Top Hashtags in Tweet in G8:
[9] onted
[9] educhat
[2] sexmatters
[1] edu
[1] man
[1] women
[1] troll
[1] polichat
[1] tim
[1] transgender

Top Hashtags in Tweet in G9:
[5] talkpastoral
[2] edutwitter
[2] educhat
[2] learning
[1] pastoral
[1] blog
[1] revision
[1] retweet

Top Hashtags in Tweet in G10:
[3] educhat
[2] sbl
[2] sbltwitter
[1] sbmchat

Top Words
Top Words in Tweet in Entire Graph:
[591] #educhat
[282] #education
[170] #edutwitter
[153] #edtech
[149] #k12
[145] #sel
[140] rdene915
[134] students
[125] book
[103] edumatchbooks

Top Words in Tweet in G1:
[216] #educhat
[190] #education
[143] #sel
[138] rdene915
[131] #k12
[118] book
[103] edumatchbooks
[102] #edtech
[96] stories
[80] grab

Top Words in Tweet in G2:
[59] #educhat
[24] #edutwitter
[20] #education
[12] more
[12] #teachertwitter
[10] students
[9] #teachers
[8] #edchat
[7] feedback
[6] check

Top Words in Tweet in G3:
[37] comicsandlit
[34] help
[34] poems
[34] visualise
[34] illustrated
[34] gcse
[34] power
[34] poetry
[34] students
[34] aqaenglish

Top Words in Tweet in G4:
[31] help
[31] pearse_margie
[31] case
[31] yourself
[31] thanksgiving
[31] puzzles
[31] earlier
[31] math
[31] see
[2] #elemmathchat

Top Words in Tweet in G5:
[27] #educhat
[22] school
[11] weareteachers
[11] teachers
[11] #k12
[10] #edequity
[9] #edchat
[9] #teacherchat
[9] hallway
[9] #edutwitter

Top Words in Tweet in G6:
[13] #educhat
[11] #sschat
[10] journeysinfilm
[6] education
[6] wake
[6] 12
[5] resources
[5] family
[5] sharemylesson
[5] #teachwithfilm

Top Words in Tweet in G7:
[30] découvrez
[30] co
[30] #outildumercredi
[26] etwinningfrance
[14] popplet
[14] permet
[14] poster
[14] x5so1dakd5
[14] #popplet
[14] poppletapp

Top Words in Tweet in G8:
[9] #educhat
[9] #onted
[4] parents
[3] billcarrolltalk
[3] students
[2] oh
[2] nilikm
[2] people
[2] being
[2] heard

Top Words in Tweet in G9:
[5] #talkpastoral
[3] feeling
[3] teachers
[3] reflective
[3] today
[3] talkpastoral
[3] heartfelt
[3] letter
[2] level
[2] gcse

Top Words in Tweet in G10:
[23] cover
[11] completely
[11] mutual
[11] current
[11] insurance
[11] mandatory
[11] tailored
[11] stuck
[11] provider
[10] carlyr_sas

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[120] #education,#educhat
[75] educator,stories
[53] #sel,#edtech
[50] books,available
[50] available,amazon
[49] time,book
[47] #edutwitter,#educhat
[46] edumatchbooks,#education
[43] #education,#sel
[42] things,wish

Top Word Pairs in Tweet in G1:
[98] #education,#educhat
[74] educator,stories
[52] #sel,#edtech
[49] available,amazon
[49] books,available
[48] time,book
[46] edumatchbooks,#education
[42] #education,#sel
[42] things,wish
[39] wish,knew

Top Word Pairs in Tweet in G2:
[11] #edutwitter,#educhat
[7] #education,#educhat
[6] #teachertwitter,#educhat
[4] #education,#edutwitter
[4] #educhat,#edchat
[4] find,more
[4] #educhat,#edutwitter
[3] #educhat,#teachertwitter
[3] #edutwitter,#teachers
[3] #edtech,#educhat

Top Word Pairs in Tweet in G3:
[34] designed,help
[34] students,visualise
[34] aqaenglish,gcse
[34] poetry,designed
[34] help,students
[34] poems,aqaenglish
[34] gcse,power
[34] conflict,poetry
[34] power,conflict
[34] illustrated,poems

Top Word Pairs in Tweet in G4:
[31] case,see
[31] thanksgiving,math
[31] help,yourself
[31] earlier,thanksgiving
[31] see,earlier
[31] math,puzzles
[31] puzzles,help
[30] pearse_margie,case
[2] changer,classroom
[2] points,power

Top Word Pairs in Tweet in G5:
[9] school,#educhat
[9] #educhat,#teacherchat
[9] hallway,school
[8] weareteachers,hallway
[7] #edchat,#educhat
[5] school,leaders
[5] satisfaction,teachers
[5] stress,increase
[5] looking,reduce
[5] increase,job

Top Word Pairs in Tweet in G6:
[7] #sschat,#educhat
[4] sharemylesson,aftunion
[3] anyone,12
[3] 15,tips
[3] currently,open
[3] mastodon,instances
[3] tell,combinations
[3] instances,education
[3] education,suggestions
[3] generation,young

Top Word Pairs in Tweet in G7:
[30] #outildumercredi,découvrez
[26] etwinningfrance,#outildumercredi
[14] x5so1dakd5,popplet
[14] poppletapp,co
[14] permet,poster
[14] co,x5so1dakd5
[14] #popplet,poppletapp
[14] popplet,permet
[14] découvrez,#popplet
[13] poster,table

Top Word Pairs in Tweet in G8:
[4] #onted,#educhat
[3] #educhat,#onted

Top Word Pairs in Tweet in G9:
[3] feeling,reflective
[3] teachers,#talkpastoral
[3] heartfelt,letter
[3] today,heartfelt
[3] letter,teachers
[3] reflective,today
[2] gcse,level
[2] #talkpastoral,#learning
[2] revision,#talkpastoral
[2] #edutwitter,#educhat

Top Word Pairs in Tweet in G10:
[11] insurance,mutual
[11] provider,insurance
[11] cover,tailored
[11] cover,current
[11] mutual,cover
[11] stuck,mandatory
[11] current,provider
[11] tailored,completely
[11] mandatory,cover
[10] carlyr_sas,stuck

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@rdene915
@edumatchbooks
@thriveinedu
@comicsandlit
@aqaenglish
@pearse_margie
@etwinningfrance
@e__spaces
@poppletapp
@pathwaysmeans

Top Mentioned in G1:
@rdene915
@edumatchbooks
@thriveinedu
@routledgeeoe
@iste
@getting_smart
@ascd
@ilenewinokur
@buncee

Top Mentioned in G2:
@inspiradora_la
@elisabmacdonald

Top Mentioned in G3:
@comicsandlit
@aqaenglish
@youtube

Top Mentioned in G4:
@pearse_margie
@bkobett

Top Mentioned in G5:
@weareteachers
@isaachieves
@the74
@ictevangelist
@rdene915
@k12divenews
@chalkbeatny
@educationweek
@educationnext
@edutopia

Top Mentioned in G6:
@journeysinfilm
@sharemylesson
@aftunion
@bradybuzz
@natgeo
@un
@shaulaevans
@namicommunicate
@sdgaction
@un_sdg

Top Mentioned in G7:
@etwinningfrance
@poppletapp
@cryptpad

Top Mentioned in G8:
@ocdsb
@theatregirl2221
@traremr
@rcpsych
@sharrond62
@christinelilge
@coachblade
@haltondsb
@thoughtthug
@_natashadevon

Top Mentioned in G9:
@talkpastoral
@missmeganowen
@womened
@headofyear
@maria0neill
@proudlypastoral
@carolineemily82
@stevedjohns
@willswaithes

Top Mentioned in G10:
@carlyr_sas
@nickiimesser
@merseysbl

Top Tweeters
Top Tweeters in Entire Graph:
@education_24x7
@godfrey_g_
@metrouk
@rtartboost
@gdprai
@zimrirosas
@b0tsci
@iamdrwill
@korytellers
@mongoose409

Top Tweeters in G1:
@education_24x7
@godfrey_g_
@gdprai
@iamdrwill
@rdene915
@burgessdave
@markj_ohnson
@teoriantropolog
@iotworlds
@jc_james_clark

Top Tweeters in G2:
@iconohash
@ebookfriendly
@potpier1
@bydesigngroup
@scqfpartnership
@halsburytravel
@thebookchamber
@twinklbeyond
@mrsengler1
@busythings

Top Tweeters in G3:
@rtartboost
@thepoetrybot1
@teach_smith
@languagedebates
@lauralolder
@spes102
@davidtlowbridge
@darrengallagh24
@lorrainedillo14
@rjjohnson1965

Top Tweeters in G4:
@pearse_margie
@socialnewssara
@debbiewwaggoner
@leeannebranham
@rosemluna
@globalmathdept
@uteachalumni
@chechels23
@uteachinstitute
@bkobett

Top Tweeters in G5:
@educationweek
@ictevangelist
@garym
@edutopia
@the74
@educationnext
@weareteachers
@praxismedhat
@aurora_inst
@hechingerreport

Top Tweeters in G6:
@shaulaevans
@classroomtools
@aftunion
@un
@sayitforwardnow
@natgeo
@splcenter
@sharemylesson
@ewolf411sped
@metaxas_ari

Top Tweeters in G7:
@etwinningdestek
@canope_14
@rsaholdings
@etwinningfrance
@etwterp
@poppletapp
@chantal_edouard
@liseo_fei
@canope_67
@freddav_2

Top Tweeters in G8:
@_natashadevon
@ocdsb
@sharrond62
@doll_ballet_bea
@rcpsych
@stdeniskatie
@coachblade
@wrdsb
@yourtwyn
@nilikm

Top Tweeters in G9:
@womened
@maria0neill
@proudlypastoral
@willswaithes
@_mrbidwell
@mrsjennymajor
@findlr
@headofyear
@stevedjohns
@bradleykbusch

Top Tweeters in G10:
@sbl_community
@nickiimesser
@jbrady64
@merseysbl
@rossingtonjo
@carlyr_sas
@hollyb_sas
@chloeasas
@lizziewalkersas
@laurae_sas