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#lwmooc3 by Aras Bozkurt
#lwmooc3 by Aras Bozkurt
From:
arasbozkurt@gmail.com
Uploaded on:
October 07, 2016
Short Description:
#LWMOOC3 via NodeXL http://bit.ly/2dkOTgp
@taevans
@pennonline
@mkalz
@angeladuckw
@reshmasaujani
@grandeped
@profpatrice
@sharplm
@gsiemens

Description:
Description
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.


Overall Graph Metrics
Vertices : 192
Unique Edges : 410
Edges With Duplicates : 712
Total Edges : 1122
Self-Loops : 234
Reciprocated Vertex Pair Ratio : 0,0873983739837398
Reciprocated Edge Ratio : 0,160747663551402
Connected Components : 13
Single-Vertex Connected Components : 7
Maximum Vertices in a Connected Component : 172
Maximum Edges in a Connected Component : 1105
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2,952005
Graph Density : 0,0145887870855148
Modularity : 0,228246
NodeXL Version : 1.0.1.360

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[6] http://vitomir.kovanovic.info/public/LDA_LWMOOCs/
[5] http://www.learningwithmoocs2016.org
[5] https://docs.google.com/presentation/d/1qx0akq81qAGb3aNXRWhZtwKR96CKyNK4bgUhCInSV4M/edit?usp=sharing
[5] http://intelligenttelevision.com/research/redefining-open
[5] https://www.edx.org/course/hollywood-history-industry-art-pennx-hollywoodx
[4] http://www.learningwithmoocs2016.org/schedule/
[4] http://www.learningwithmoocs2016.org/registration/
[3] https://www.canvas.net/browse/canvasnet/courses/humanizing-online-instruction-2
[3] https://drive.google.com/file/d/0BzXZgIaJgyQkeWlRRlNMeVd5Ukk/view?usp=sharing
[3] https://twitter.com/deirdre_woods/status/784382335227756544

Top URLs in Tweet in G1:
[4] http://intelligenttelevision.com/research/redefining-open
[3] https://www.canvas.net/browse/canvasnet/courses/humanizing-online-instruction-2
[1] https://www.amazon.com/Grit-Passion-Perseverance-Angela-Duckworth/dp/1501111108
[1] https://twitter.com/icpetrie/status/784134110042263552
[1] https://unhangout.media.mit.edu/
[1] https://docs.google.com/presentation/d/1qx0akq81qAGb3aNXRWhZtwKR96CKyNK4bgUhCInSV4M/edit?usp=sharing
[1] http://www.learningwithmoocs2016.org
[1] https://twitter.com/i/web/status/784448602475200512
[1] https://twitter.com/icpetrie/status/784059585346805760
[1] http://angeladuckworth.com/grit-scale/

Top URLs in Tweet in G2:
[4] http://vitomir.kovanovic.info/public/LDA_LWMOOCs/
[4] http://www.learningwithmoocs2016.org/registration/
[4] http://www.learningwithmoocs2016.org/schedule/
[3] https://twitter.com/deirdre_woods/status/784382335227756544
[2] http://www.learningwithmoocs2016.org
[1] https://twitter.com/i/web/status/784398660276744192
[1] https://twitter.com/i/web/status/782963484912910336
[1] https://twitter.com/i/web/status/783657031769153536
[1] https://twitter.com/nuformsmedia/status/783767483283046402
[1] http://www.learningwithmoocs2016.org/speakers/

Top URLs in Tweet in G3:
[2] https://docs.google.com/presentation/d/1qx0akq81qAGb3aNXRWhZtwKR96CKyNK4bgUhCInSV4M/edit?usp=sharing
[1] http://vitomir.kovanovic.info/public/LDA_LWMOOCs/
[1] https://twitter.com/i/web/status/784411579978833920
[1] https://twitter.com/LWMOOCs/status/776844739643527168
[1] https://www.instagram.com/p/BLQ440QAQZl/
[1] https://twitter.com/i/web/status/784045026481430528
[1] https://twitter.com/i/web/status/784443668203732996
[1] https://twitter.com/taevans/status/784026413582127105

Top URLs in Tweet in G4:
[5] https://www.edx.org/course/hollywood-history-industry-art-pennx-hollywoodx
[3] https://drive.google.com/file/d/0BzXZgIaJgyQkeWlRRlNMeVd5Ukk/view?usp=sharing
[2] https://docs.google.com/presentation/d/1qx0akq81qAGb3aNXRWhZtwKR96CKyNK4bgUhCInSV4M/edit?usp=sharing
[1] https://twitter.com/taevans/status/784017033209995264/photo/1
[1] https://twitter.com/i/web/status/784040863185768448
[1] https://twitter.com/i/web/status/784090710819631104
[1] https://twitter.com/mjorzechowski/status/784100669598867456
[1] https://twitter.com/shahd_atieh/status/784444437212569601
[1] https://girlswhocode.com
[1] https://www.youtube.com/watch?v=gmmtWpBJg7I&feature=youtu.be

Top URLs in Tweet in G5:
[2] https://girlswhocode.com/
[2] http://lucylabs.gatech.edu/presentation-expert-evaluation-of-300-projects-per-day/
[2] http://lucylabs.gatech.edu/presentation-the-unexpected-pedagogical-benefits-of-making-higher-education-accessible/
[2] https://twitter.com/nuformsmedia/status/783767483283046402
[1] https://twitter.com/icpetrie/status/784134110042263552
[1] http://www.learningwithmoocs2016.org/
[1] https://twitter.com/i/web/status/784404175039979520

Top URLs in Tweet in G6:
[2] http://www.slideshare.net/chauff/learner-profiling-beyond-the-mooc-platform
[2] https://twitter.com/hummus_monster/status/784092487065473024
[1] https://www.youtube.com/watch?v=gmmtWpBJg7I&feature=youtu.be
[1] https://twitter.com/pennonline/status/773164029959438337

Top URLs in Tweet in G7:
[1] http://angeladuckworth.com/grit-scale/
[1] https://twitter.com/i/web/status/784053574565109760
[1] http://www.learningwithmoocs2016.org
[1] https://twitter.com/LWMOOCs/status/776844739643527168/photo/1

Top URLs in Tweet in G8:
[1] https://www.baidu.com/link?url=pI4i43F-Aua7WuUAB6hjp45T2sq-ErJvXuE9sBfU-UchgFSyXVPdMCjPa8tEpoLv&wd=&eqid=b7cda3d10001bf870000000457f587ef
[1] https://www.baidu.com/link?url=LLSmbpjsNamq_gub7Uw65qhV_41WmzRnbNFDs0Mj7IB_b5E9qo5iM8XFi31V3Vcs&wd=&eqid=b40a94010001abf20000000457f5820a
[1] https://twitter.com/i/web/status/784136642512715776
[1] http://paper.li/johnkmcleod/InstructionalDesign?edition_id=1bef9550-8c4f-11e6-a6a8-0cc47a0d1609
[1] http://paper.li/trainersblog?edition_id=cf03f930-8ca7-11e6-ab6f-002590a5ba2d

Top URLs in Tweet in G10:
[1] http://paper.li/educ8able?edition_id=d0191b50-8bfa-11e6-894d-0cc47a0d15fd

Top Domains
Top Domains in Tweet in Entire Graph:
[41] twitter.com
[15] learningwithmoocs2016.org
[8] google.com
[6] kovanovic.info
[5] intelligenttelevision.com
[5] edx.org
[5] gatech.edu
[4] paper.li
[3] canvas.net
[3] instagram.com

Top Domains in Tweet in G1:
[5] twitter.com
[4] intelligenttelevision.com
[3] canvas.net
[1] amazon.com
[1] mit.edu
[1] google.com
[1] learningwithmoocs2016.org
[1] angeladuckworth.com

Top Domains in Tweet in G2:
[12] twitter.com
[11] learningwithmoocs2016.org
[4] kovanovic.info
[1] ipp.pt
[1] mit.edu
[1] edsurge.com

Top Domains in Tweet in G3:
[5] twitter.com
[2] google.com
[1] kovanovic.info
[1] instagram.com

Top Domains in Tweet in G4:
[8] twitter.com
[5] google.com
[5] edx.org
[2] instagram.com
[1] girlswhocode.com
[1] youtube.com
[1] gatech.edu
[1] intelligenttelevision.com
[1] tudelft.nl
[1] springer.com

Top Domains in Tweet in G5:
[4] gatech.edu
[4] twitter.com
[2] girlswhocode.com
[1] learningwithmoocs2016.org

Top Domains in Tweet in G6:
[3] twitter.com
[2] slideshare.net
[1] youtube.com

Top Domains in Tweet in G7:
[2] twitter.com
[1] angeladuckworth.com
[1] learningwithmoocs2016.org

Top Domains in Tweet in G8:
[2] baidu.com
[2] paper.li
[1] twitter.com

Top Domains in Tweet in G10:
[1] paper.li

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[810] lwmooc3
[32] girlswhocode
[29] lwmoocs
[23] mooc
[16] stem
[13] moocs
[8] grit
[5] womenınstem
[4] lwmooc3snark
[4] highered



Top Hashtags in Tweet in G1:
[248] lwmooc3
[6] moocs
[4] girlswhocode
[3] stem
[3] womenınstem
[2] mooc
[1] 3wedu
[1] humanmooc
[1] grit
[1] freshprincepsychology

Top Hashtags in Tweet in G2:
[126] lwmooc3
[10] girlswhocode
[6] mooc
[3] equity
[3] stem
[2] free
[2] openvideo
[2] wikipedia
[2] oer
[2] learning

Top Hashtags in Tweet in G3:
[125] lwmooc3
[23] lwmoocs
[8] girlswhocode
[4] mooc
[3] fairuse
[3] stem
[2] sketchnotes
[1] free
[1] openvideo
[1] wikipedia

Top Hashtags in Tweet in G4:
[155] lwmooc3
[10] mooc
[3] lwmooc3snark
[3] stem
[3] girlswhocode
[2] philly
[2] womenınstem
[2] moocs
[2] highered
[2] grit

Top Hashtags in Tweet in G5:
[59] lwmooc3
[5] girlswhocode
[1] ıjaıed
[1] las
[1] moocs
[1] stem
[1] online
[1] learning

Top Hashtags in Tweet in G6:
[36] lwmooc3
[2] girlswhocode
[1] hireme
[1] stem

Top Hashtags in Tweet in G7:
[30] lwmooc3
[2] grit
[2] stem
[2] diversityıntech
[1] skill
[1] moocs
[1] mooc
[1] research

Top Hashtags in Tweet in G8:
[8] lwmooc3
[1] mientrastumeıgnoras
[1] lwmoocs
[1] sales

Top Hashtags in Tweet in G9:
[17] lwmooc3
[1] jdnerd

Top Hashtags in Tweet in G10:
[1] gfras2016
[1] lwmooc3

Top Words
Top Words in Tweet in Entire Graph:
[641] Words in Sentiment List#1: Positive
[131] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: (Add your own word list)
[11486] Non-categorized Words
[12258] Total Words
[810] lwmooc3
[112] moocs
[99] angeladuckw
[98] learning
[91] mooc

Top Words in Tweet in G1:
[248] lwmooc3
[48] moocs
[23] mooc
[22] learning
[22] angeladuckw
[19] reshmasaujani
[18] session
[17] grandeped
[15] education
[15] people

Top Words in Tweet in G2:
[126] lwmooc3
[21] gsiemens
[21] angeladuckw
[19] penn
[17] learning
[16] looking
[14] forward
[14] reshmasaujani
[14] amp
[13] mooc

Top Words in Tweet in G3:
[125] lwmooc3
[25] angeladuckw
[23] lwmoocs
[17] grandeped
[17] girlswhocode
[15] learning
[14] nancyrubin
[11] reshmasaujani
[11] girls
[9] gsiemens

Top Words in Tweet in G4:
[155] lwmooc3
[22] mooc
[21] learning
[19] angeladuckw
[18] profpatrice
[17] moocs
[17] grandeped
[16] amp
[12] reshmasaujani
[12] girls

Top Words in Tweet in G5:
[59] lwmooc3
[22] ugalileo_edu
[12] learning
[11] reshmasaujani
[10] moocs
[8] grandeped
[8] rocaelh
[7] online
[7] girlswhocode
[6] amp

Top Words in Tweet in G6:
[36] lwmooc3
[12] mooc
[9] sharplm
[6] teach
[5] social
[5] reshmasaujani
[5] learners
[4] ajay__kapur
[4] code
[4] keynote

Top Words in Tweet in G7:
[30] lwmooc3
[13] moocs
[7] kwerb
[7] penn
[6] learning
[5] research
[5] conference
[5] lwmoocs
[4] mkalz
[4] effects

Top Words in Tweet in G8:
[8] lwmooc3
[2] followers
[2] https
[2] t
[2] co
[2] hearing
[2] open
[2] opportunity
[2] daily

Top Words in Tweet in G9:
[17] lwmooc3
[12] use
[7] mooc
[6] fair
[5] educators
[5] makers
[5] muscle
[5] less
[5] more
[5] atrophies

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[52] angeladuckw,lwmooc3
[30] girlswhocode,lwmooc3
[23] looking,forward
[20] girls,code
[20] lwmooc3,ugalileo_edu
[18] moocs,lwmooc3
[18] reshmasaujani,girlswhocode
[17] digital,learning
[17] reshmasaujani,lwmooc3
[17] lwmooc3,lwmoocs

Top Word Pairs in Tweet in G1:
[14] angeladuckw,lwmooc3
[10] moocs,lwmooc3
[6] mooc,lwmooc3
[5] women,stem
[5] looking,forward
[5] join,maha9313
[5] reshma,saujani
[5] provost,price
[5] frugal,moocs
[4] natlseedproject,lwmooc3

Top Word Pairs in Tweet in G2:
[14] looking,forward
[13] angeladuckw,lwmooc3
[7] reshmasaujani,girlswhocode
[7] girlswhocode,lwmooc3
[5] lwmooc3,looking
[5] welcome,penn
[5] penn,lwmooc3
[5] morning,lwmooc3
[4] topic,modeling
[4] modeling,tool

Top Word Pairs in Tweet in G3:
[12] lwmooc3,lwmoocs
[11] lwmoocs,lwmooc3
[10] girlswhocode,lwmooc3
[9] angeladuckw,lwmooc3
[7] reshmasaujani,lwmooc3
[7] deliberate,practice
[6] customizable,modality
[6] hardest,part
[6] part,deliberate
[6] practice,accepting

Top Word Pairs in Tweet in G4:
[12] angeladuckw,lwmooc3
[7] girls,code
[6] fair,use
[5] reshmasaujani,lwmooc3
[5] grandeped,lwmooc3
[5] pdecherney,vanguard
[5] vanguard,fair
[5] use,moocs
[5] moocs,sign
[5] sign,up

Top Word Pairs in Tweet in G5:
[16] lwmooc3,ugalileo_edu
[5] reshmasaujani,girlswhocode
[5] girlswhocode,lwmooc3
[4] digital,learning
[4] unhangout,experiments
[4] experiments,participant
[4] participant,driven
[4] driven,online
[4] online,events
[4] events,kamcconachie

Top Word Pairs in Tweet in G6:
[4] keynote,lwmooc3
[4] mooc,learners
[4] personal,goal
[4] goal,achievement
[4] achievement,new
[4] new,measure
[4] measure,mooc
[4] mooc,success
[4] success,mkalz
[4] mkalz,lwmooc3

Top Word Pairs in Tweet in G7:
[3] mkalz,nice
[3] nice,brainstorming
[3] brainstorming,session
[3] session,kwerb
[3] kwerb,badges
[3] badges,gamification
[3] gamification,moocs
[3] moocs,digital
[3] digital,learning
[3] learning,lwmooc3

Top Word Pairs in Tweet in G8:
[2] https,t
[2] t,co

Top Word Pairs in Tweet in G9:
[6] fair,use
[5] educators,mooc
[5] mooc,makers
[5] makers,fair
[5] use,muscle
[5] muscle,less
[5] less,use
[5] use,more
[5] more,atrophies
[5] atrophies,lwmooc3

Top Replied-To
Top Replied-To in Entire Graph:
@taevans
@angeladuckw
@grandeped
@reshmasaujani
@mjorzechowski
@profpatrice
@maha9313
@gsiemens
@pdecherney
@shahd_atieh

Top Replied-To in G1:
@taevans
@reshmasaujani
@maha9313
@angeladuckw
@bmbod
@whitneykilgore
@jtdellinger
@ajay__kapur
@susannahcshive
@penn

Top Replied-To in G2:
@angeladw

Top Replied-To in G3:
@angeladuckw
@pdecherney
@gsiemens
@vkovanovic
@grandeped
@pbkauf
@girlswhocode
@columbiactl
@reshmasaujani

Top Replied-To in G4:
@grandeped
@profpatrice
@mjorzechowski
@shahd_atieh
@nancyrubin
@hummus_monster
@mgoudz
@johnmulhernııı
@autumm
@taevans

Top Replied-To in G5:
@angeladuckw
@grandeped
@kadenzeofficial
@gsiemens

Top Replied-To in G6:
@jillbarshay
@reshmasaujani

Top Replied-To in G7:
@angeladuckw
@penn

Top Replied-To in G9:
@taevans

Top Mentioned
Top Mentioned in Entire Graph:
@angeladuckw
@reshmasaujani
@gsiemens
@grandeped
@penn
@profpatrice
@ugalileo_edu
@sharplm
@pennonline
@taevans

Top Mentioned in G1:
@angeladuckw
@grandeped
@reshmasaujani
@gsiemens
@profpatrice
@penn
@sharplm
@maha9313
@mkalz
@shahd_atieh

Top Mentioned in G2:
@angeladuckw
@gsiemens
@reshmasaujani
@penn
@vkovanovic
@pennonline
@pbkauf
@profpatrice
@taevans
@icpetrie

Top Mentioned in G3:
@angeladuckw
@grandeped
@nancyrubin
@reshmasaujani
@girlswhocode
@gsiemens
@jtdellinger
@rocaelh
@ugalileo_edu
@profpatrice

Top Mentioned in G4:
@angeladuckw
@profpatrice
@grandeped
@reshmasaujani
@penn
@edxonline
@gsiemens
@taevans
@pdecherney
@pennonline

Top Mentioned in G5:
@ugalileo_edu
@reshmasaujani
@rocaelh
@grandeped
@kamcconachie
@gsiemens
@jtdellinger
@angeladuckw
@pennonline
@penn

Top Mentioned in G6:
@sharplm
@ajay__kapur
@reshmasaujani
@mkalz
@claudiahauff
@angeladuckw
@gsiemens
@charlottehase
@taevans
@agarwaledu

Top Mentioned in G7:
@kwerb
@lwmoocs
@mkalz
@penn
@girlswhocode
@wharton
@pennonline
@reshmasaujani
@edxonline
@angeladuckw

Top Mentioned in G9:
@juliapgoff
@taevans
@jtdellinger
@grandeped
@profpatrice

Top Mentioned in G10:
@jessifer
@rogerwhitson
@tony_buzan

Top Tweeters
Top Tweeters in Entire Graph:
@nyt
@readywriting
@nancyrubin
@bonstewart
@edinburghwatch
@arlines
@drshikoh
@openculture
@wfvanvalkenburg
@misspauleena

Top Tweeters in G1:
@readywriting
@chelseamdo
@davecormier
@georgekroner
@penn
@whitneykilgore
@futurelearn
@etutoria
@hutch_hogan
@oldaily

Top Tweeters in G2:
@nyt
@bonstewart
@edinburghwatch
@arlines
@misspauleena
@gsiemens
@kdtrey5
@icpetrie
@medialab
@ucla

Top Tweeters in G3:
@nancyrubin
@sweetsp
@sandesht
@sameneman
@georgetown
@accp_caıd
@girlswhocode
@lucyappert
@columbiactl
@cndls

Top Tweeters in G4:
@r
@columbia
@schanoes
@nicole_kraft
@ubc_ctlt
@stevelieb
@dan_blick
@edxonline
@merryspaniel
@taevans

Top Tweeters in G5:
@drshikoh
@erika_hao
@reshmasaujani
@amoraleschan
@ugalileo_edu
@mariajanelli
@kushirimay
@oh_womyn
@ashnape
@kadenzeofficial

Top Tweeters in G6:
@wfvanvalkenburg
@jimstleger
@suukii
@donenda
@philosopher1978
@classcentral
@frankbenneker
@charlottehase
@paigecuffe
@ellewy

Top Tweeters in G7:
@wharton
@kwerb
@tahtah777
@penngse
@practice_xyz
@homesteadpost
@twish_md
@coursera
@runtyann
@welteninstitute

Top Tweeters in G8:
@subhash_054
@infopathic
@giveawayzutton
@effizycoded
@laurie_drew
@janeshsanzgiri
@cunning_paige

Top Tweeters in G9:
@autumm
@leohavemann
@kreshleman
@ncte_cccc
@edtechegan
@juliapgoff

Top Tweeters in G10:
@jessifer
@rogerwhitson
@tony_buzan
@educ8able


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