#ageofagility, Twitter, 12/6/2018 3:30:53 PM, 177602


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#ageofagility_2018-12-06_07-26-38.xlsx
#ageofagility_2018-12-06_07-26-38.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
December 06, 2018
Short Description:
#ageofagility via NodeXL http://bit.ly/2Qiq7VK
@americasucceeds
@jasongaulden
@jgakuba
@gocreatewsu
@niar_wsu
@ericlerum
@cash_the3rd
@mereolson
@mylesxmendoza
@usccfeducation

Top hashtags:
#ageofagility
#futureofwork
#edreform
#edpolicy
#eie18
#k12
#activatekc

Description:
Description
The graph represents a network of 31 Twitter users whose recent tweets contained "#ageofagility", 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, 06 December 2018 at 15:26 UTC.

The tweets in the network were tweeted over the 9-day, 18-hour, 29-minute period from Monday, 26 November 2018 at 20:46 UTC to Thursday, 06 December 2018 at 15:15 UTC.

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 : 31
Unique Edges : 39
Edges With Duplicates : 26
Total Edges : 65
Self-Loops : 15
Reciprocated Vertex Pair Ratio : 0.05
Reciprocated Edge Ratio : 0.0952380952380952
Connected Components : 2
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 29
Maximum Edges in a Connected Component : 62
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.433136
Graph Density : 0.0451612903225806
Modularity : 0.42426
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[1] http://pie-network.org/article/year-in-review-age-of-agility-tour-sparks-future-focused-education-progress/
[1] https://www.the74million.org/article/robin-lake-dont-call-me-an-education-reformer-i-dont-know-what-that-means-anymore-i-do-know-we-must-keep-evolving-to-improve-schools/
[1] https://twitter.com/jasongaulden/status/1067804694095966209
[1] https://www.edsurge.com/news/2018-11-07-the-rise-of-early-career-enhancers-in-education
[1] https://twitter.com/reuben_ogbonna/status/1069618987594641408
[1] https://twitter.com/americasucceeds/status/1069688230008758272
[1] https://twitter.com/mylesxmendoza/status/1070308525086269441
[1] https://twitter.com/Doug_Lemov/status/1069404983236399104
[1] https://www.youtube.com/watch?v=Vyprj5TQplo&feature=youtu.be

[1] https://twitter.com/jgakuba/status/1067504624788283393

Top URLs in Tweet in G1:
[1] http://pie-network.org/article/year-in-review-age-of-agility-tour-sparks-future-focused-education-progress/
[1] https://www.youtube.com/watch?v=Vyprj5TQplo&feature=youtu.be

[1] https://twitter.com/Doug_Lemov/status/1069404983236399104
[1] https://twitter.com/mylesxmendoza/status/1070308525086269441
[1] https://twitter.com/reuben_ogbonna/status/1069618987594641408
[1] https://www.edsurge.com/news/2018-11-07-the-rise-of-early-career-enhancers-in-education

Top URLs in Tweet in G2:
[1] https://www.the74million.org/article/robin-lake-dont-call-me-an-education-reformer-i-dont-know-what-that-means-anymore-i-do-know-we-must-keep-evolving-to-improve-schools/
[1] https://twitter.com/americasucceeds/status/1069688230008758272
[1] https://twitter.com/jasongaulden/status/1067804694095966209

Top URLs in Tweet in G3:
[1] https://medium.com/s/ai-dirty-little-secret/how-to-prepare-for-the-ai-apocalypse-80fb815a9166
[1] https://twitter.com/AKendunga/status/1067185507954843650
[1] https://twitter.com/jgakuba/status/1067504624788283393

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[30] ageofagility
[14] futureofwork
[4] edreform
[4] edpolicy
[3] eie18
[3] k12
[3] activatekc
[3] klausschwab
[1] biz
[1] botskc



Top Hashtags in Tweet in G1:
[10] ageofagility
[3] eie18
[3] edpolicy
[3] edreform
[2] k12
[2] futureofwork
[1] biz

Top Hashtags in Tweet in G2:
[5] ageofagility
[1] edpolicy
[1] k12
[1] futureofwork
[1] edreform

Top Hashtags in Tweet in G3:
[13] ageofagility
[11] futureofwork
[3] klausschwab

Top Hashtags in Tweet in G4:
[3] activatekc
[2] ageofagility
[1] botskc

Top Words
Top Words in Tweet in Entire Graph:
[56] Words in Sentiment List#1: Positive
[16] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[1130] Non-categorized Words
[1202] Total Words
[30] ageofagility
[22] 10
[14] futureofwork
[12] students
[10] jgakuba

Top Words in Tweet in G1:
[10] ageofagility
[6] 10
[5] americasucceeds
[5] jgakuba
[4] more
[3] eie18
[3] strengthening
[3] cte
[3] programs
[3] learn

Top Words in Tweet in G2:
[5] ageofagility
[4] technology
[3] education
[3] work
[3] s
[3] world
[2] t
[2] love
[2] ryancarson
[2] treehouse

Top Words in Tweet in G3:
[16] 10
[13] ageofagility
[11] futureofwork
[8] students
[5] school
[5] economy
[5] future
[5] jgakuba
[4] countries
[4] learning

Top Words in Tweet in G4:
[4] high
[3] activatekc
[2] skilled
[2] trades
[2] offer
[2] skill
[2] wage
[2] low
[2] cost
[2] career

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[9] ageofagility,futureofwork
[5] 10,countries
[5] 6,10
[5] 10,far
[5] far,making
[5] making,plans
[5] plans,educate
[5] educate,students
[5] students,thrive
[5] thrive,economy

Top Word Pairs in Tweet in G1:
[3] learn,more
[2] many,questions
[2] questions,ageofagility
[2] ageofagility,hoping
[2] hoping,see
[2] see,lots
[2] lots,attention
[2] attention,answers
[2] answers,edpolicy
[2] edpolicy,k12

Top Word Pairs in Tweet in G2:
[2] love,work
[2] work,ryancarson
[2] ryancarson,treehouse
[2] treehouse,providing
[2] providing,accessible
[2] accessible,affordable
[2] affordable,technology
[2] technology,education
[2] education,w
[2] world,class

Top Word Pairs in Tweet in G3:
[9] ageofagility,futureofwork
[4] 10,countries
[4] 6,10
[4] 10,far
[4] far,making
[4] making,plans
[4] plans,educate
[4] educate,students
[4] students,thrive
[4] thrive,economy

Top Word Pairs in Tweet in G4:
[2] skilled,trades
[2] trades,offer
[2] offer,high
[2] high,skill
[2] skill,high
[2] high,wage
[2] wage,low
[2] low,cost
[2] cost,career
[2] career,paths

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@jgakuba
@americasucceeds
@jasongaulden
@gocreatewsu
@niar_wsu
@wef
@michaelbhorn
@laurendibble
@entangledsol
@ryancarson

Top Mentioned in G1:
@americasucceeds
@jgakuba
@jasongaulden
@michaelbhorn
@laurendibble
@entangledsol
@gocreatewsu
@niar_wsu
@usccfeducation
@edsurge

Top Mentioned in G2:
@ryancarson
@treehouse
@americasucceeds
@gocreatewsu
@niar_wsu
@jasongaulden
@rbnlake
@the74
@wichitastate
@ttaylor5280

Top Mentioned in G3:
@jgakuba
@wef
@hannaskandera

Top Mentioned in G4:
@torreealigned

Top Tweeters
Top Tweeters in Entire Graph:
@technowornever
@wef
@cash_the3rd
@edsurge
@ryancarson
@treehouse
@fca_hq
@the74
@jgakuba
@excelined

Top Tweeters in G1:
@edsurge
@excelined
@pienetwork
@ericlerum
@michaelbhorn
@usccfeducation
@mylesxmendoza
@americasucceeds
@entangledsol
@leahsuttonnc

Top Tweeters in G2:
@cash_the3rd
@ryancarson
@treehouse
@the74
@wichitastate
@rbnlake
@niar_wsu
@mereolson
@jasongaulden
@ttaylor5280

Top Tweeters in G3:
@technowornever
@wef
@fca_hq
@jgakuba
@kalindamwene
@eriman20
@hannaskandera

Top Tweeters in G4:
@torreealigned
@botskc