#ISTEDLS, Twitter, 1/19/2019 6:45:40 PM, 182517


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#ISTEDLS_2019-01-19_10-36-45.xlsx
#ISTEDLS_2019-01-19_10-36-45.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
January 19, 2019
Short Description:
#ISTEDLS via NodeXL http://bit.ly/2DlDNaF
@iste
@cueinc
@jamiemgilchrist
@jcorippo
@ellenmcdon
@adobeedu
@jeffbranson1
@glennr1809
@kmishmael
@pgilders

Top hashtags:
#istedls
#wearecue
#edtech
#edtechchat
#bcpartners
#iste
#essa
#acsa
#microbit
#blessed

Description:
Description
The graph represents a network of 420 Twitter users whose recent tweets contained "#ISTEDLS", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Saturday, 19 January 2019 at 18:37 UTC.

The tweets in the network were tweeted over the 10-day, 3-hour, 51-minute period from Wednesday, 09 January 2019 at 14:44 UTC to Saturday, 19 January 2019 at 18:35 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 : 420
Unique Edges : 1038
Edges With Duplicates : 862
Total Edges : 1900
Self-Loops : 190
Reciprocated Vertex Pair Ratio : 0.0829576194770063
Reciprocated Edge Ratio : 0.153205661948376
Connected Components : 18
Single-Vertex Connected Components : 15
Maximum Vertices in a Connected Component : 388
Maximum Edges in a Connected Component : 1867
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.064435
Graph Density : 0.00682463916354131
Modularity : 0.318338
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[14] https://www.iste.org/docs/advocacy-resources/title-iv-a-guide-2019.pdf
[12] https://edex.adobe.com/
[10] https://drive.google.com/drive/folders/1quKT4a8Q7zCpsf8ZBgUOazbNF0r6rBrV?usp=sharing
[7] https://www.pscp.tv/w/bxNQiTQyMDg4NDB8MVBsSlF5QVdQUU5KRQ1XxBSbFx79503kESwRT8vkzRWfoSINNC89TOiRTDZ_
[6] http://cue.org/Craft/
[4] https://www.youtube.com/watch?v=jT7P6UNSqpg&feature=youtu.be

[3] https://twitter.com/iste/status/1066382692525191169
[3] https://conference.iste.org/2019DigitalLeadershipSummit/program.php
[3] https://www.coolcatteacher.com/quizizz-say-goodbye-worksheets-crosswords/
[3] https://twitter.com/jcorippo/status/1086680288862715905

Top URLs in Tweet in G1:
[9] https://edex.adobe.com/
[4] https://www.youtube.com/watch?v=jT7P6UNSqpg&feature=youtu.be

[2] https://twitter.com/iste/status/1066382692525191169
[1] https://twitter.com/OroAnnM/status/1086674634164989952
[1] https://www.iste.org/docs/advocacy-resources/title-iv-a-guide-2019.pdf
[1] https://makecode.microbit.com
[1] https://twitter.com/jcorippo/status/1086670760129646592
[1] https://twitter.com/s_bearden/status/1086676714246139905
[1] http://cue.org/Craft/
[1] https://conference.iste.org/2019DigitalLeadershipSummit/program.php

Top URLs in Tweet in G2:
[4] http://cue.org/Craft/
[3] https://twitter.com/jcorippo/status/1086680288862715905
[3] https://www.coolcatteacher.com/quizizz-say-goodbye-worksheets-crosswords/
[3] https://edex.adobe.com/
[3] https://www.iste.org/docs/advocacy-resources/title-iv-a-guide-2019.pdf
[2] https://www.pscp.tv/w/bxNQiTQyMDg4NDB8MVBsSlF5QVdQUU5KRQ1XxBSbFx79503kESwRT8vkzRWfoSINNC89TOiRTDZ_
[2] https://twitter.com/tr_bo/status/1086668716274634757
[2] https://twitter.com/cdgray4/status/1086684699085271040
[1] https://twitter.com/jcorippo/status/1086677568772702208
[1] https://twitter.com/sbehmer/status/1086676478488588288

Top URLs in Tweet in G3:
[3] https://www.pscp.tv/w/bxNQiTQyMDg4NDB8MVBsSlF5QVdQUU5KRQ1XxBSbFx79503kESwRT8vkzRWfoSINNC89TOiRTDZ_
[3] https://drive.google.com/drive/folders/1quKT4a8Q7zCpsf8ZBgUOazbNF0r6rBrV?usp=sharing
[2] https://twitter.com/thetechprofe/status/1084861554586136576
[2] https://www.iste.org/docs/advocacy-resources/title-iv-a-guide-2019.pdf
[1] https://cosn.org/sites/default/files/CoSN%20Driving%20K-12%20Innovation%20Hurdles%20Graphic.pdf
[1] https://www.instagram.com/p/BsyupOZh79j/?utm_source=ig_twitter_share&igshid=13bxhbo1ozz4x
[1] https://www.instagram.com/p/BsywxUjBtnI/?utm_source=ig_twitter_share&igshid=101kvloufgngs
[1] https://makecode.microbit.org/
[1] https://www.instagram.com/p/Bsy26tkAnWB2yP9GXNqURyBhjli3s_X_j_S0fI0/?utm_source=ig_twitter_share&igshid=1ptby29z7pe9l
[1] https://www.instagram.com/p/BszFRdEBluX/?utm_source=ig_twitter_share&igshid=y7224c6ykhl8

Top URLs in Tweet in G4:
[7] https://drive.google.com/drive/folders/1quKT4a8Q7zCpsf8ZBgUOazbNF0r6rBrV?usp=sharing
[5] https://www.iste.org/docs/advocacy-resources/title-iv-a-guide-2019.pdf
[2] https://makecode.microbit.com
[1] https://achieve.lausd.net/cms/lib/CA01000043/Centricity/Domain/21/RECOMMENDATIONS.pdf
[1] https://achieve.lausd.net/cms/lib/CA01000043/Centricity/Domain/21/LEADING%20WITH%20INSTRUCTION.pdf
[1] https://twitter.com/ITI_LAUSD/status/1086322328135323649
[1] https://achieve.lausd.net/cms/lib/CA01000043/Centricity/Domain/21/EL%20April%202018%20LAUSD%20w_%20cover.pdf
[1] https://twitter.com/fwisdtech/status/1069724610671841280
[1] https://itunes.apple.com/us/app/adobe-comp-cc/id970725481?mt=8
[1] https://twitter.com/staceypacer/status/1086673146730737664

Top URLs in Tweet in G5:
[2] https://conference.iste.org/2019DigitalLeadershipSummit/speakers.php
[2] https://www.instagram.com/p/Bsy3ChIhxizeAeu0dnWD4ISeIhB_JGnQZ_2Yho0/
[2] https://conference.iste.org/2019DigitalLeadershipSummit/program.php
[1] http://ltp.svvsd.org/about/school-profile
[1] https://twitter.com/thetechprofe/status/1084861554586136576
[1] https://www.pscp.tv/w/bxNQiTQyMDg4NDB8MVBsSlF5QVdQUU5KRQ1XxBSbFx79503kESwRT8vkzRWfoSINNC89TOiRTDZ_
[1] https://twitter.com/s_bearden/status/1086676714246139905
[1] https://twitter.com/iste/status/1066382692525191169
[1] https://makecode.microbit.org/
[1] https://www.sparkfun.com/about_sparkfun

Top URLs in Tweet in G6:
[1] https://www.weforum.org/agenda/2019/01/why-art-really-matters-in-education-according-to-the-world-s-best-teacher/
[1] https://www.weforum.org/agenda/2019/01/everything-you-need-to-know-about-davos-2019/

Top URLs in Tweet in G7:
[2] https://www.iste.org/docs/advocacy-resources/title-iv-a-guide-2019.pdf
[1] https://www.uen.org/utahdigitalbadges
[1] https://twitter.com/zach_thetechguy/status/1086376121560530944
[1] https://lnkd.in/exj6pdN
[1] https://makecode.microbit.org/_Yf2PfxfDjYV7

Top URLs in Tweet in G9:
[1] https://twitter.com/dhollis38/status/1086399899241988096

Top URLs in Tweet in G10:
[1] https://www.eventbrite.com/e/cue-sf-beyond-the-hour-of-code-educator-night-tickets-54741459178
[1] https://www.eventbrite.com/e/cue-sf-fall-2019-bridge-2-tech-innovation-summit-tickets-49264270760
[1] https://www.pscp.tv/w/bxNQiTQyMDg4NDB8MVBsSlF5QVdQUU5KRQ1XxBSbFx79503kESwRT8vkzRWfoSINNC89TOiRTDZ_

Top Domains
Top Domains in Tweet in Entire Graph:
[29] twitter.com
[19] iste.org
[13] adobe.com
[10] google.com
[7] pscp.tv
[7] instagram.com
[6] cue.org
[5] youtube.com
[3] microbit.org
[3] lausd.net

Top Domains in Tweet in G1:
[9] adobe.com
[6] twitter.com
[4] youtube.com
[2] iste.org
[1] microbit.com
[1] cue.org

Top Domains in Tweet in G2:
[10] twitter.com
[4] cue.org
[3] coolcatteacher.com
[3] adobe.com
[3] iste.org
[2] pscp.tv
[1] ksde.org
[1] youtube.com

Top Domains in Tweet in G3:
[5] twitter.com
[5] instagram.com
[3] pscp.tv
[3] google.com
[2] iste.org
[1] cosn.org
[1] microbit.org
[1] corwin.com

Top Domains in Tweet in G4:
[7] google.com
[5] iste.org
[3] lausd.net
[3] twitter.com
[2] microbit.com
[1] apple.com

Top Domains in Tweet in G5:
[5] iste.org
[3] twitter.com
[2] instagram.com
[1] svvsd.org
[1] pscp.tv
[1] microbit.org
[1] sparkfun.com
[1] cue.org
[1] adobe.com
[1] flipgrid.com

Top Domains in Tweet in G6:
[2] weforum.org

Top Domains in Tweet in G7:
[2] iste.org
[1] uen.org
[1] twitter.com
[1] lnkd.in
[1] microbit.org

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[2] eventbrite.com
[1] pscp.tv

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[918] istedls
[63] wearecue
[35] edtech
[19] edtechchat
[17] bcpartners
[10] iste
[7] essa
[7] acsa
[7] microbit
[5] blessed



Top Hashtags in Tweet in G1:
[206] istedls
[17] bcpartners
[13] edtech
[4] iste
[3] edleadership
[3] edtechchat
[3] edtechleaders
[3] essa
[3] wearecue
[3] mashpee

Top Hashtags in Tweet in G2:
[226] istedls
[51] wearecue
[7] acsa
[6] edtech
[4] iste
[4] digitalleaders
[4] rialtoedtech
[3] adobe
[3] fastandcurious
[3] quizizz

Top Hashtags in Tweet in G3:
[135] istedls
[7] microbit
[5] wearecue
[5] csforall
[5] csk8
[3] accessibility
[3] at
[3] udl
[3] equity
[3] a11y

Top Hashtags in Tweet in G4:
[111] istedls
[12] edtechchat
[10] edtech
[3] k12tech
[3] essa
[2] 207now
[2] howmightwe
[1] k12
[1] highered
[1] k12chat

Top Hashtags in Tweet in G5:
[56] istedls
[4] blessed
[4] oakpark97
[3] edtechchat
[3] howmightwe
[2] suptchat
[2] designthinking
[2] riseandgrind
[2] dt
[2] istestandards

Top Hashtags in Tweet in G6:
[45] istedls
[3] wearecue
[2] let
[2] edtech
[2] caedchat
[1] futureready
[1] everyonecancreate
[1] wef19
[1] dtk12chat
[1] tosachat

Top Hashtags in Tweet in G7:
[66] istedls
[2] middierising
[1] co
[1] edtech
[1] edtechchat
[1] iaedchat
[1] gwaea
[1] itecia
[1] google
[1] apple

Top Hashtags in Tweet in G8:
[1] breakingnews
[1] boxing
[1] linarescano
[1] majors19
[1] corrie
[1] size38waist
[1] instagramlikespam
[1] buzzfeed
[1] collusion
[1] istedls

Top Hashtags in Tweet in G9:
[17] istedls
[1] veterans
[1] justice
[1] breakingnews
[1] presidentpelosi
[1] buzzfeedreport
[1] lannydavis
[1] stateofva
[1] stateofemergency
[1] kimjungun

Top Hashtags in Tweet in G10:
[7] istedls
[2] csinsf
[1] wearesfusd

Top Words
Top Words in Tweet in Entire Graph:
[1035] Words in Sentiment List#1: Positive
[196] Words in Sentiment List#2: Negative
[8] Words in Sentiment List#3: Angry/Violent
[19471] Non-categorized Words
[20702] Total Words
[920] istedls
[338] iste
[214] learning
[189] technology
[134] students

Top Words in Tweet in G1:
[207] istedls
[100] iste
[64] learning
[47] technology
[41] students
[36] digital
[32] leadership
[30] summit
[29] tech
[29] adobeedu

Top Words in Tweet in G2:
[226] istedls
[102] iste
[72] jcorippo
[55] cueinc
[51] wearecue
[42] cuerockstar
[40] learning
[39] s
[38] students
[32] tech

Top Words in Tweet in G3:
[136] istedls
[53] teachers
[39] jeffbranson1
[36] technology
[35] learning
[27] tech
[27] use
[26] iste
[25] savvy
[23] prepared

Top Words in Tweet in G4:
[111] istedls
[43] technology
[36] iste
[27] students
[24] learning
[23] use
[20] tech
[17] teachers
[16] make
[16] rec54

Top Words in Tweet in G5:
[56] istedls
[28] iste
[17] digital
[13] leadership
[12] summit
[12] glennr1809
[11] morning
[10] learning
[9] mrchase
[8] technology

Top Words in Tweet in G6:
[45] istedls
[25] iste
[22] technology
[19] ellenmcdon
[18] richard
[18] culatta
[17] content
[15] interesting
[15] thing
[15] present

Top Words in Tweet in G7:
[66] istedls
[14] side
[13] tech
[12] iste
[11] words
[9] great
[8] zach_thetechguy
[8] vision
[8] trendycio
[7] wisdom

Top Words in Tweet in G9:
[17] istedls
[3] need
[3] help
[3] learning
[3] adobe
[3] technology
[3] students
[2] excited
[2] think
[2] visit

Top Words in Tweet in G10:
[7] istedls
[6] cuesanfrancisco
[5] cueinc
[5] sfusddot
[4] join
[4] 5
[4] appetizers
[3] learn
[3] great
[3] iste

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[71] digital,leadership
[67] leadership,summit
[63] use,technology
[60] iste,digital
[52] istedls,wearecue
[49] tech,savvy
[48] iste,cueinc
[42] richard,culatta
[41] cueinc,istedls
[40] wearecue,cuerockstar

Top Word Pairs in Tweet in G1:
[30] digital,leadership
[27] leadership,summit
[19] iste,digital
[15] summit,istedls
[15] iste,istedls
[15] istedls,bcpartners
[12] learning,istedls
[12] iste,technology
[11] technology,support
[10] education,leaders

Top Word Pairs in Tweet in G2:
[45] istedls,wearecue
[42] iste,cueinc
[37] cueinc,istedls
[37] wearecue,cuerockstar
[23] jcorippo,istedls
[19] istedls,iste
[15] leadership,summit
[14] digital,leadership
[13] iste,digital
[10] momsasprincipal,acsa_info

Top Word Pairs in Tweet in G3:
[24] use,technology
[22] confuse,tech
[22] tech,savvy
[22] savvy,teachers
[22] teachers,teachers
[22] teachers,prepared
[22] prepared,use
[22] technology,enhance
[22] enhance,learning
[22] learning,teaching

Top Word Pairs in Tweet in G4:
[20] use,technology
[12] istedls,edtechchat
[11] tech,savvy
[10] don,t
[10] t,confuse
[10] confuse,being
[10] being,tech
[10] savvy,effective
[10] effective,pedagogical
[10] pedagogical,use

Top Word Pairs in Tweet in G5:
[12] digital,leadership
[12] leadership,summit
[12] iste,digital
[8] summit,istedls
[5] don,t
[4] istedls,kicking
[4] t,think
[4] think,ve
[4] ve,stopped
[4] stopped,nodding

Top Word Pairs in Tweet in G6:
[18] richard,culatta
[17] culatta,iste
[15] interesting,thing
[15] thing,technology
[15] technology,present
[15] present,content
[15] content,richard
[15] iste,ceo
[15] ceo,istedls
[14] ellenmcdon,interesting

Top Word Pairs in Tweet in G7:
[7] words,wisdom
[7] order,matters
[7] matters,tech
[7] tech,side
[7] side,before
[7] before,vision
[7] vision,side
[7] side,istedls
[6] zach_thetechguy,order
[4] professional,organizations

Top Word Pairs in Tweet in G9:
[2] using,technology
[2] spend,weekend

Top Word Pairs in Tweet in G10:
[3] sfusddot,istedls
[2] looking,engaging
[2] engaging,innovative
[2] innovative,teaching
[2] teaching,practices
[2] practices,join
[2] join,4th
[2] 4th,annual
[2] annual,bridge2tech
[2] bridge2tech,innovation

Top Replied-To
Top Replied-To in Entire Graph:
@iste
@jeffbranson1
@sherylabshire
@jcorippo
@bdillvarga
@thetechprofe
@pusdedtech
@smendozalausd
@dhudgins
@adobe

Top Replied-To in G1:
@iste
@goformative

Top Replied-To in G2:
@sherylabshire
@iste
@jcorippo
@bdillvarga
@trendycio
@doctor_becky
@covili
@penelope_rubin
@jenwagner
@ireyn

Top Replied-To in G3:
@jeffbranson1
@thetechprofe
@zach_thetechguy
@budtheteacher

Top Replied-To in G4:
@jeffbranson1
@smendozalausd
@tacytrow
@dhudgins

Top Replied-To in G5:
@svvsd
@iste
@oakpark97
@mrchase

Top Replied-To in G6:
@iste

Top Replied-To in G7:
@rec54
@adobe
@shanavwhite
@kwinsper

Top Replied-To in G8:
@spdoutreach

Top Mentioned
Top Mentioned in Entire Graph:
@iste
@jcorippo
@adobeedu
@cueinc
@jeffbranson1
@cuerockstar
@rec54
@tr_bo
@sherylabshire
@ellenmcdon

Top Mentioned in G1:
@iste
@adobeedu
@adobe
@masscue
@clarks855
@rec54
@askadam3
@ijohnroach
@jcorippo
@jeffbranson1

Top Mentioned in G2:
@iste
@jcorippo
@cueinc
@cuerockstar
@tr_bo
@adobeedu
@quizizz
@sherylabshire
@acsa_info
@cetpa

Top Mentioned in G3:
@jeffbranson1
@jamiemgilchrist
@iste
@sparkfunedu
@jcorippo
@thetechprofe
@sbehmer
@chillmanisu
@annaotto5280

Top Mentioned in G4:
@iste
@rec54
@doctor_becky
@adobeedu
@tacytrow
@s_bearden
@laschools
@staceypacer
@southjoseph
@edtech_ftw

Top Mentioned in G5:
@iste
@glennr1809
@mrchase
@jcorippo
@rec54
@jeffbranson1
@kmishmael
@s_bearden
@aasahq

Top Mentioned in G6:
@ellenmcdon
@iste
@sherylabshire
@jcorippo
@cueinc
@pgilders
@tacytrow
@jhubb546
@joncorippo
@jeffbranson1

Top Mentioned in G7:
@zach_thetechguy
@iste
@trendycio
@rec54
@lacueorg
@dianne_leb
@sherylabshire
@technitude
@drtamssen
@kwinsper

Top Mentioned in G8:
@sacpolice
@sacsheriff
@fbi
@cia
@dhsgov
@thejusticedept
@socialsecurity
@realdonaldtrump
@georgesoros
@potus

Top Mentioned in G10:
@cuesanfrancisco
@cueinc
@sfusddot
@iste
@sfunified
@adobeedu
@ebcue
@svcue
@northbaycue
@thetechprofe

Top Tweeters
Top Tweeters in Entire Graph:
@alicekeeler
@designthinkbot
@knolinfos
@wef
@serve4impact
@jacobussystems
@aodaalliance
@jcorippo
@mgcjusa
@dculberhouse

Top Tweeters in G1:
@scalarhumanity
@sampatue
@charlesrandolp3
@adobe
@mminevich
@christinamluce
@rialtoboard
@iste
@vxjoe
@masscue

Top Tweeters in G2:
@jcorippo
@coolcatteacher
@jenwagner
@getkahoot
@goformative
@bengrey
@bryanphillips
@cuerockstar
@socrative
@acsa_info

Top Tweeters in G3:
@jacobussystems
@aodaalliance
@budtheteacher
@coriorlando1
@jondcarroll
@scas
@kmishmael
@microsoft
@hcallihan
@dhudgins

Top Tweeters in G4:
@alicekeeler
@knolinfos
@s_bearden
@goobric
@snbeach
@timholt2007
@disruptedtv
@spaul6414
@metcedplus
@marlobarnett

Top Tweeters in G5:
@designthinkbot
@serve4impact
@mgcjusa
@dculberhouse
@barrykid1
@glennr1809
@asael_ruvalcaba
@lizgon230
@kristenswanson
@aasahq

Top Tweeters in G6:
@wef
@fredende
@ztaedavis
@askmsq
@pgilders
@billbass
@eric_sizemore
@wkerred
@jeepers315
@simonjmccloskey

Top Tweeters in G7:
@shanavwhite
@rlfreedm
@kwinsper
@nicolrhoward
@drtamssen
@corineterlouw
@hutchinsstemdc
@mcsdsuper
@bkallmeyer
@jenna_langel

Top Tweeters in G8:
@realdonaldtrump
@dhsgov
@fbi
@gavinnewsom
@sacpolice
@thejusticedept
@socialsecurity
@sacsheriff
@potus
@cia

Top Tweeters in G9:
@salamandocon
@sukkacockatoo
@thethingaboutx
@asimpletweetbot
@dhollis38
@mylifeasatechie
@themrsgoss
@rt_eagles
@mcveym
@jmgardyhill

Top Tweeters in G10:
@jasonseliskar
@msclaragalan
@sfunified
@ebcue
@northbaycue
@svcue
@michaelbloemsma
@sfusddot
@cuesanfrancisco


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