#WCET19, Twitter, 11/7/2019 12:25:12 AM, 215549


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#WCET19_2019-11-06_16-18-28.xlsx
#WCET19_2019-11-06_16-18-28.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
November 07, 2019
Short Description:
#WCET19 via NodeXL http://bit.ly/2NnyoEO
@alexpickett
@calimorrison
@wcet_info
@nancyrubin
@profpatrice
@robnyland
@googleguacamole
@julieuranis
@heatherannzink
@desireemjewell

Top hashtags:
#wcet19
#oer
#negreg
#highered
#wcetpower
#wcetkeynote
#wcetbadges

Description:
Description
The graph represents a network of 213 Twitter users whose recent tweets contained "#WCET19", 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 Thursday, 07 November 2019 at 00:19 UTC.

The tweets in the network were tweeted over the 8-day, 7-hour, 5-minute period from Tuesday, 29 October 2019 at 17:02 UTC to Thursday, 07 November 2019 at 00:07 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 : 213
Unique Edges : 435
Edges With Duplicates : 631
Total Edges : 1066
Self-Loops : 193
Reciprocated Vertex Pair Ratio : 0.100790513833992
Reciprocated Edge Ratio : 0.183123877917415
Connected Components : 12
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 187
Maximum Edges in a Connected Component : 1038
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.770047
Graph Density : 0.012335016387634
Modularity : 0.289729
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 213 Twitter users whose recent tweets contained "#WCET19", 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 Thursday, 07 November 2019 at 00:19 UTC.

The tweets in the network were tweeted over the 8-day, 7-hour, 5-minute period from Tuesday, 29 October 2019 at 17:02 UTC to Thursday, 07 November 2019 at 00:07 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 : TwitterSearch
Graph Term : #WCET19
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 : Followers
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[8] https://www.openrecognition.org/
[4] https://www.cbenetwork.org/resources/
[4] https://www.amazon.com/How-Say-Anything-Anyone-Relationships/dp/1608324095
[3] https://oscqr.suny.edu/
[3] https://www.amazon.com/15-Commitments-Conscious-Leadership-Sustainable-ebook/dp/B00R3MHWUE
[3] https://www.forbes.com/sites/bernardmarr/2019/10/28/the-10-most-important-job-skills-every-company-will-be-looking-for-in-2020/#31f0c62667b6
[2] https://twitter.com/whitneykilgore/status/1192190707034836992
[2] https://wcet.wiche.edu/events/summits/WCET-UMGC-summit
[2] https://youatcollege.com/
[2] https://twitter.com/lindsey0427/status/1191818203103514624

Top URLs in Tweet in G1:
[2] https://www.eiseverywhere.com/ehome/398601
[2] https://wcet.wiche.edu/events/summits/WCET-UMGC-summit
[1] https://twitter.com/whitneykilgore/status/1192190707034836992
[1] https://wcetfrontiers.org/2019/10/30/assessing-soft-skills-is-hard-work/
[1] https://wcetfrontiers.org/2019/11/01/gsc-approach-to-distance-based-teacher-prep/
[1] https://twitter.com/meraymond/status/1192107087062454273
[1] https://www.cengage.com/institutional/unlimited
[1] https://twitter.com/CengageLearning/status/1189913184385327104
[1] https://twitter.com/desireemjewell/status/1191429766294851584
[1] https://twitter.com/CengageLearning/status/1191743261402161152

Top URLs in Tweet in G2:
[6] https://www.openrecognition.org/
[2] https://app.sli.do/event/jmbgsx3k/live/questions
[2] https://hopelab.org/
[1] https://www.eiseverywhere.com/ehome/398601/program19/
[1] https://codepath.org/
[1] https://www.amazon.com/15-Commitments-Conscious-Leadership-Sustainable-ebook/dp/B00R3MHWUE
[1] https://www.amazon.com/How-Say-Anything-Anyone-Relationships/dp/1608324095
[1] https://www.forbes.com/sites/bernardmarr/2019/10/28/the-10-most-important-job-skills-every-company-will-be-looking-for-in-2020/#31f0c62667b6
[1] https://mantherapy.org/
[1] https://youatcollege.com/

Top URLs in Tweet in G3:
[2] https://www.forbes.com/sites/bernardmarr/2019/10/28/the-10-most-important-job-skills-every-company-will-be-looking-for-in-2020/#31f0c62667b6
[2] https://www.cbenetwork.org/resources/
[1] https://twitter.com/CengageLearning/status/1191743261402161152
[1] https://www.amazon.com/How-Say-Anything-Anyone-Relationships/dp/1608324095
[1] https://en.wikipedia.org/wiki/Boyer%27s_model_of_scholarship
[1] https://www.openrecognition.org/
[1] https://twitter.com/Profpatrice/status/1191762502582976512
[1] https://evolllution.com/revenue-streams/market_opportunities/microcredentials-workforce-preparation-and-the-public-university-imperative/
[1] https://www.interaction-design.org/literature/article/google-s-heart-framework-for-measuring-ux
[1] https://twitter.com/hjarche/status/1191837875631001601

Top URLs in Tweet in G4:
[1] https://twitter.com/calimorrison/status/1191814440368259072
[1] https://drive.google.com/drive/folders/1vumUDzNwFLjbdybAVtoPMChdRyNbDGMW?usp=sharing
[1] https://twitter.com/profpatrice/status/1191550694505013250
[1] https://twitter.com/DrConnieJohnson/status/1191756525448003584
[1] https://ecampus.oregonstate.edu/research/projects/
[1] http://idesignedu.org/idea-book/
[1] https://twitter.com/robnyland/status/1191859094086283264
[1] https://twitter.com/QMProgram/status/1192158614603124737
[1] https://twitter.com/lindsey0427/status/1191818203103514624
[1] https://www.amazon.com/15-Commitments-Conscious-Leadership-Sustainable-ebook/dp/B00R3MHWUE

Top URLs in Tweet in G5:
[1] https://codepath.org/
[1] https://onlinenetworkofeducators.org/
[1] https://www.cbenetwork.org/resources/
[1] https://twitter.com/wcet_info/status/1189535901560528896
[1] https://www.openrecognition.org/
[1] https://www.boisestate.edu/oer/
[1] https://www.eiseverywhere.com/ehome/398601/program19/

Top URLs in Tweet in G6:
[1] https://twitter.com/nancyrubin/status/1192102665808777216
[1] https://eliterate.us/opm-market-may-be-growing-but-its-not-without-chaos/
[1] https://www.colorado.edu/ecee/msee
[1] https://twitter.com/erikagswain/status/1176895027567448064
[1] https://www.nytimes.com/2019/07/23/us/politics/dream-center.html?smid=nytcore-ios-share

Top URLs in Tweet in G7:
[1] https://www.amazon.com/15-Commitments-Conscious-Leadership-Sustainable-ebook/dp/B00R3MHWUE
[1] https://www.amazon.com/How-Say-Anything-Anyone-Relationships/dp/1608324095
[1] https://docs.google.com/document/d/1T5avSNRZy1_kf4axmh1EB14Qzx01UlVVJ5ZtoHvK3rc/edit?usp=sharing
[1] https://twitter.com/Profpatrice/status/1192187253763821568
[1] https://en.wikipedia.org/wiki/Boyer%27s_model_of_scholarship

Top URLs in Tweet in G8:
[1] https://www.eiseverywhere.com/file_uploads/d3dd309789b6a9a7e64171352577ecba_WCET19WaltzAcrossTexas.pdf

Top Domains
Top Domains in Tweet in Entire Graph:
[29] twitter.com
[8] openrecognition.org
[7] amazon.com
[6] eiseverywhere.com
[4] wiche.edu
[4] cbenetwork.org
[4] google.com
[4] radian6.com
[3] suny.edu
[3] forbes.com

Top Domains in Tweet in G1:
[8] twitter.com
[4] wiche.edu
[4] radian6.com
[2] eiseverywhere.com
[2] wcetfrontiers.org
[1] cengage.com
[1] amazon.com
[1] google.com
[1] hackmd.io
[1] thomasbcavanagh.com

Top Domains in Tweet in G2:
[6] openrecognition.org
[2] amazon.com
[2] sli.do
[2] hopelab.org
[2] twitter.com
[1] eiseverywhere.com
[1] codepath.org
[1] forbes.com
[1] mantherapy.org
[1] youatcollege.com

Top Domains in Tweet in G3:
[8] twitter.com
[2] forbes.com
[2] cbenetwork.org
[1] amazon.com
[1] wikipedia.org
[1] openrecognition.org
[1] evolllution.com
[1] interaction-design.org
[1] iq4.com
[1] suny.edu

Top Domains in Tweet in G4:
[7] twitter.com
[1] google.com
[1] oregonstate.edu
[1] idesignedu.org
[1] amazon.com
[1] mantherapy.org
[1] youatcollege.com
[1] ed.gov
[1] suny.edu

Top Domains in Tweet in G5:
[1] codepath.org
[1] onlinenetworkofeducators.org
[1] cbenetwork.org
[1] twitter.com
[1] openrecognition.org
[1] boisestate.edu
[1] eiseverywhere.com

Top Domains in Tweet in G6:
[2] twitter.com
[1] eliterate.us
[1] colorado.edu
[1] nytimes.com

Top Domains in Tweet in G7:
[2] amazon.com
[1] google.com
[1] twitter.com
[1] wikipedia.org

Top Domains in Tweet in G8:
[1] eiseverywhere.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[555] wcet19
[21] oer
[20] negreg
[16] highered
[14] wcetpower
[9] wcetkeynote
[9] wcetbadges
[9] wcetskillsgap
[8] moralimperatove
[8] publicuniversity



Top Hashtags in Tweet in G1:
[126] wcet19
[12] oer
[12] negreg
[8] highered
[6] keynote
[5] wcetsummit
[5] wcetccconline
[4] edtech
[4] oa
[4] openped

Top Hashtags in Tweet in G2:
[101] wcet19
[6] wcetbadges
[5] onlinelearning
[5] moralimperatove
[5] publicuniversity
[3] explod
[2] wcetkeynote
[2] wcetnextgensuny
[1] askingforafriend
[1] keynote

Top Hashtags in Tweet in G3:
[85] wcet19
[7] adaptivelearning
[4] wcetskillsgap
[3] adaptive
[2] bridgethegap
[2] upskill
[2] csfaculty
[2] oer
[2] wcetpower
[2] moralimperatove

Top Hashtags in Tweet in G4:
[65] wcet19
[4] wcetkeynote
[3] qualityteaching
[2] oer
[1] webaim
[1] highered
[1] openpedagogy
[1] wcetpower
[1] oa
[1] openped

Top Hashtags in Tweet in G5:
[50] wcet19
[2] negreg
[2] highered
[2] wcetpower
[1] qualitydesignframework
[1] microcredential
[1] wcetbadging
[1] community
[1] wcetbadges
[1] opened19

Top Hashtags in Tweet in G6:
[63] wcet19
[6] negreg
[4] askingforafriend
[3] highered
[3] highereducation
[2] justsaying
[2] opm
[2] wgu
[1] innovation
[1] stem

Top Hashtags in Tweet in G7:
[34] wcet19
[9] wcetpower
[3] oer

Top Hashtags in Tweet in G8:
[1] oer
[1] wcet19

Top Hashtags in Tweet in G9:
[9] wcet19
[1] tinyurl

Top Hashtags in Tweet in G10:
[4] wcet19

Top Words
Top Words in Tweet in Entire Graph:
[795] Words in Sentiment List#1: Positive
[158] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[13845] Non-categorized Words
[14798] Total Words
[669] #wcet19
[77] online
[74] students
[72] wcet_info
[68] out

Top Words in Tweet in G1:
[151] #wcet19
[36] wcet_info
[24] education
[24] students
[22] more
[22] skills
[18] join
[18] today
[17] michaelwellison
[16] work

Top Words in Tweet in G2:
[125] #wcet19
[22] online
[17] open
[14] learning
[14] wcet_info
[13] work
[12] use
[12] student
[12] working
[12] microcreds

Top Words in Tweet in G3:
[117] #wcet19
[23] out
[22] michaelwellison
[15] codepath
[14] check
[14] great
[14] wcet_info
[13] more
[12] students
[12] learning

Top Words in Tweet in G4:
[81] #wcet19
[31] online
[15] w
[13] faculty
[13] ecresearchunit
[13] long
[13] study
[13] out
[12] term
[12] sharing

Top Words in Tweet in G5:
[56] #wcet19
[13] learning
[8] lot
[7] higher
[7] out
[7] time
[7] michaelwellison
[7] oer
[6] today
[6] materials

Top Words in Tweet in G6:
[69] #wcet19
[12] doe
[9] alternative
[8] sure
[7] students
[7] state
[7] standards
[7] data
[6] accreditors
[6] institutions

Top Words in Tweet in G7:
[36] #wcet19
[10] #wcetpower
[7] students
[6] knowledge
[5] loneliness
[5] oer
[4] out
[4] learning
[4] design
[4] calimorrison

Top Words in Tweet in G9:
[10] #wcet19
[7] innovation
[4] students
[4] more
[4] faculty
[4] calimorrison
[3] defining
[2] lgonzalez1
[2] malstot
[2] learning

Top Words in Tweet in G10:
[8] patient
[8] specific
[4] great
[4] opportunity
[4] present
[4] work
[4] #wcet19
[4] finally
[4] proving
[4] rehearsals

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[35] check,out
[30] long,term
[27] higher,education
[19] #wcet19,wcet_info
[19] human,centered
[17] #wcet19,#wcetpower
[16] wcet_info,#wcet19
[16] diane,auer
[16] auer,jones
[15] support,#wcet19

Top Word Pairs in Tweet in G1:
[12] long,term
[11] higher,education
[11] diane,auer
[11] auer,jones
[11] skills,employers
[11] employers,require
[11] require,entry
[11] entry,level
[11] level,employees
[11] empower,students

Top Word Pairs in Tweet in G2:
[6] student,success
[6] higher,education
[6] #wcetbadges,#wcet19
[6] #wcet19,open
[6] open,recognition
[6] recognition,alliance
[6] alliance,working
[6] working,microcreds
[6] microcreds,credengine
[6] credengine,working

Top Word Pairs in Tweet in G3:
[14] check,out
[5] michaelwellison,#wcet19
[5] #wcet19,wcet_info
[5] questions,#adaptivelearning
[5] adaptivechat,pattiosullivan
[4] #wcet19,codepath
[4] don,t
[4] #wcet19,#wcetpower
[4] #wcetskillsgap,#wcet19
[4] wcet_info,#wcet19

Top Word Pairs in Tweet in G4:
[12] long,term
[9] instructor,study
[8] ecresearchunit,#wcet19
[7] teach,online
[7] sharing,caring
[7] caring,idesignedu
[7] idesignedu,created
[7] created,idea
[7] idea,book
[7] book,oer

Top Word Pairs in Tweet in G5:
[5] higher,education
[4] learning,platforms
[3] support,#wcet19
[3] #wcet19,found
[3] found,myself
[3] myself,sharing
[3] sharing,lot
[3] lot,today
[3] today,here's
[3] here's,link

Top Word Pairs in Tweet in G6:
[4] higher,ed
[4] #askingforafriend,#wcet19
[4] #negreg,#wcet19
[4] diane,auer
[4] auer,jones
[4] alternative,standards
[4] pretty,sure
[3] doe,feels
[3] innovation,#wcet19
[2] adult,student

Top Word Pairs in Tweet in G7:
[5] #wcetpower,#wcet19
[5] #wcet19,#wcetpower
[3] calimorrison,#wcet19
[2] check,out
[2] experiences,#wcet19
[2] design,cost
[2] cost,evaluative
[2] evaluative,implications
[2] implications,producing
[2] producing,oer

Top Word Pairs in Tweet in G9:
[4] calimorrison,#wcet19
[3] defining,innovation
[2] innovation,using
[2] using,different
[2] different,way
[2] way,make
[2] make,more
[2] more,effective
[2] effective,students
[2] students,faculty

Top Word Pairs in Tweet in G10:
[8] patient,specific
[4] great,opportunity
[4] opportunity,present
[4] present,work
[4] work,#wcet19
[4] #wcet19,finally
[4] finally,proving
[4] proving,patient
[4] specific,rehearsals
[4] rehearsals,using

Top Replied-To
Top Replied-To in Entire Graph:
@whitneykilgore
@papuga
@dan_blick
@rgibson1
@codepathdotorg
@pdmoskal
@calimorrison
@jtdellinger
@wgu
@playposit

Top Replied-To in G1:
@usedgov
@goldiestandard
@ecresearchunit
@odlearn
@julieuranis

Top Replied-To in G2:
@whitneykilgore
@papuga
@playposit
@nancyrubin
@wcet_info
@doc_demers
@codepathdotorg
@rgibson1
@dan_blick

Top Replied-To in G3:
@papuga
@pdmoskal
@wgu
@tjoosten
@tanyaspilovoy
@googleguacamole
@jennkepka
@codepathdotorg
@kvignare
@amwomenscollege

Top Replied-To in G4:
@whitneykilgore
@dan_blick
@rgibson1
@calimorrison
@doc_demers
@codepathdotorg

Top Replied-To in G5:
@jtdellinger
@wgu
@calimorrison
@whitneykilgore

Top Replied-To in G6:
@pdmoskal

Top Replied-To in G7:
@calimorrison

Top Mentioned
Top Mentioned in Entire Graph:
@wcet_info
@michaelwellison
@codepath
@googleguacamole
@ecresearchunit
@russpoulin
@calimorrison
@idesignedu
@alexpickett
@usedgov

Top Mentioned in G1:
@wcet_info
@codepath
@michaelwellison
@usedgov
@russpoulin
@cohighered
@tanyaspilovoy
@oregonstate
@tbimasteragent
@ecresearchunit

Top Mentioned in G2:
@wcet_info
@michaelwellison
@codepath
@credengine
@concentricsky
@eddesignlab
@yellowdig
@opensuny
@alexpickett
@hopelab

Top Mentioned in G3:
@michaelwellison
@codepath
@wcet_info
@adaptivechat
@papuga
@pattiosullivan
@drconniejohnson
@ctuniversity
@calimorrison
@wgu

Top Mentioned in G4:
@ecresearchunit
@googleguacamole
@idesignedu
@codepath
@osuecampus
@wcet_info
@michaelwellison
@doc_demers
@qmprogram
@you_atcollege

Top Mentioned in G5:
@michaelwellison
@russpoulin
@mlisle
@googleguacamole
@yorpaldave
@wgu
@wcet_info
@codepath
@cbenetwork
@sashatberr

Top Mentioned in G6:
@kimscalzo
@micheleforte20
@alexpickett
@suny
@philonedtech
@russpoulin
@columbia
@drconniejohnson
@hlcommission

Top Mentioned in G7:
@calimorrison
@jtdellinger
@googleguacamole
@soulcycle
@codepath
@hopelab
@jillbuban
@mgoudz

Top Mentioned in G8:
@iskme
@cynthiajimes
@digihectex
@txhigheredboard

Top Mentioned in G9:
@calimorrison
@lgonzalez1
@malstot
@tbcavanagh
@michaelwellison
@codepath
@doc_demers
@wcet_info

Top Mentioned in G10:
@simulationlab

Top Tweeters
Top Tweeters in Entire Graph:
@nancyrubin
@flipgrid
@rei
@soulcycle
@evansmith2
@dennisg_shea
@onlinecrslady
@laurapasquini
@cmdatascoop
@tjoosten

Top Tweeters in G1:
@cmdatascoop
@markj_ohnson
@mweinraub87
@drjrogers
@usedgov
@wcet_info
@jjjohnson01
@bwatwood
@oregonstate
@upcea

Top Tweeters in G2:
@flipgrid
@dennisg_shea
@drsolis
@metageeky
@weebly
@alexpickett
@edublogs
@goreact
@edpuzzle
@hopelab

Top Tweeters in G3:
@tjoosten
@verenanz
@bleuguy
@calimorrison
@adaptivechat
@snhu
@ctuniversity
@evobyds
@stevenbjohnson
@multimediatales

Top Tweeters in G4:
@laurapasquini
@googleguacamole
@olctoday
@whitneykilgore
@qmprogram
@dan_blick
@drhope4tech
@rgibson1
@gavinclinch
@qmbrenda

Top Tweeters in G5:
@rei
@brandon_edu
@brooks_doherty
@blacktimelord
@russpoulin
@wgu
@c21u
@burck
@lashleyed
@jayseaklein

Top Tweeters in G6:
@nancyrubin
@suny
@columbia
@philonedtech
@todd_conaway
@chris3edwards
@erikagswain
@mbankirer
@adolelo
@hlcommission

Top Tweeters in G7:
@soulcycle
@evansmith2
@koutropoulos
@coteducation
@profpatrice
@mgoudz
@jillbuban
@torciviarosie

Top Tweeters in G8:
@oercommons
@txhigheredboard
@iskme
@cynthiajimes
@digihectex

Top Tweeters in G9:
@onlinecrslady
@taevans
@jleafstedt
@malstot
@lgonzalez1

Top Tweeters in G10:
@adanzbecerra1
@pedsurmc
@aghazimd
@urmcsurgery
@simulationlab


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