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newschallenge_2017-03-20_01-11-06.xlsx
newschallenge_2017-03-20_01-11-06.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 20, 2017
Short Description:
newschallenge via NodeXL http://bit.ly/2ngf67J
@knightfdn
@fdncenter
@katetkacik
@wnhhlp
@helloctcl
@mrelief_form
@lordgeorg1
@salmaface

Description:
Description
The graph represents a network of 126 Twitter users whose tweets in the requested range contained "newschallenge", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 20 March 2017 at 08:11 UTC.

The requested start date was Monday, 20 March 2017 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 76-day, 0-hour, 36-minute period from Sunday, 01 January 2017 at 12:00 UTC to Saturday, 18 March 2017 at 12:36 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 : 126
Unique Edges : 213
Edges With Duplicates : 44
Total Edges : 257
Self-Loops : 27
Reciprocated Vertex Pair Ratio : 0.0283018867924528
Reciprocated Edge Ratio : 0.055045871559633
Connected Components : 13
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 99
Maximum Edges in a Connected Component : 210
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.330702
Graph Density : 0.0138412698412698
Modularity : 0.532775
NodeXL Version : 1.0.1.375

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[20] http://libraries.foundationcenter.org
[13] http://www.knightfoundation.org/grants/6830
[8] https://twitter.com/katetkacik/status/828635124883456001
[7] http://www.knightfoundation.org/articles/how-the-center-for-technology-and-civic-life-will-engage-millions-more-americans-in-the-democratic-process
[6] http://www.govtech.com/civic/Analyze-Boston-to-Expand-Data-Sets-Enhance-Data-Literacy.html
[6] http://www.knightfoundation.org/articles/three-ways-think-differently-about-libraries
[5] https://twitter.com/knightfdn/status/840880054037020673
[4] https://www.newschallenge.org/challenge/data/evaluation/scraping-made-easy-data-collection-tools-for-journalists
[3] https://www.knightfoundation.org/articles/17-ideas-win-knight-news-challenge-data
[3] http://www.mnylc.org/cit/?p=847

Top URLs in Tweet in G1:
[13] http://www.knightfoundation.org/grants/6830
[7] http://www.knightfoundation.org/articles/how-the-center-for-technology-and-civic-life-will-engage-millions-more-americans-in-the-democratic-process
[6] http://www.knightfoundation.org/articles/three-ways-think-differently-about-libraries
[4] https://www.newschallenge.org/challenge/data/evaluation/scraping-made-easy-data-collection-tools-for-journalists
[3] http://lj.libraryjournal.com/2017/01/managing-libraries/jill-bourne-ljs-2017-librarian-of-the-year/#_
[3] http://www.mnylc.org/cit/?p=847
[2] https://twitter.com/katetkacik/status/828635124883456001
[2] http://observer.com/2016/02/harvard-datamap-personal-info/
[2] http://www.knightfoundation.org/blogs/knightblog/2014/9/15/libraries-cultivate-connections-community-and-more-digital-age/
[2] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/canifairuseit-crowdsourcing-fair-use-knowledge

Top URLs in Tweet in G2:
[20] http://libraries.foundationcenter.org
[6] https://twitter.com/katetkacik/status/828635124883456001
[1] https://twitter.com/i/web/status/828635124883456001
[1] https://twitter.com/i/web/status/818858113784836096
[1] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/visualizing-philanthropic-funding-for-libraries

Top URLs in Tweet in G3:
[2] https://www.knightfoundation.org/articles/17-ideas-win-knight-news-challenge-data
[1] https://twitter.com/jskstanford/status/826472839717015552

Top URLs in Tweet in G4:
[5] http://www.govtech.com/civic/Analyze-Boston-to-Expand-Data-Sets-Enhance-Data-Literacy.html
[5] https://twitter.com/knightfdn/status/840880054037020673

Top URLs in Tweet in G6:
[1] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/winning
[1] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/refinement/our-story-content-collections-and-impact-in-rural-america?mc_cid=d279bd5eec&mc_eid=572d3b2f4c
[1] https://www.instagram.com/p/BQCyX1fD2QPZLnwS7GISBNSkOvV45doJRnDCmA0/
[1] https://www.instagram.com/p/BRgoozkhZTn/
[1] https://www.instagram.com/p/BO7mvvwhUi_/
[1] https://www.instagram.com/p/BPGCiflB2Lx/
[1] https://www.instagram.com/p/BPNsPfAB67G/
[1] https://www.instagram.com/p/BPxpZaUhfMO/
[1] https://www.instagram.com/p/BP2qHx6hKLL/
[1] https://www.instagram.com/p/BP5q-ZvBPoZ/

Top URLs in Tweet in G8:
[2] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/the-library-as-the-new-public-records-steward-managing-public-records-and-fulfilling-open-records-petitions
[1] https://t.co/SXTzMajy6v

Top URLs in Tweet in G9:
[1] https://goo.gl/C88E4G
[1] http://researchguides.wcu.edu/NewsChallenge
[1] http://researchguides.wcu.edu/newschallenge
[1] http://researchguides.wcu.edu/NewsChallenge/Sources
[1] http://researchguides.wcu.edu/NewsChallenge#Task5
[1] http://researchguides.wcu.edu/NewsChallenge/World
[1] http://researchguides.wcu.edu/newschallenge#Task7

Top URLs in Tweet in G10:
[1] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/brief

Top Domains
Top Domains in Tweet in Entire Graph:
[32] knightfoundation.org
[20] foundationcenter.org
[17] twitter.com
[13] newschallenge.org
[12] instagram.com
[6] govtech.com
[6] wcu.edu
[3] mnylc.org
[3] libraryjournal.com
[2] observer.com

Top Domains in Tweet in G1:
[30] knightfoundation.org
[6] newschallenge.org
[3] libraryjournal.com
[3] mnylc.org
[3] twitter.com
[2] observer.com
[1] macfound.org
[1] forbes.com
[1] govtech.com

Top Domains in Tweet in G2:
[20] foundationcenter.org
[8] twitter.com
[1] newschallenge.org

Top Domains in Tweet in G3:
[2] knightfoundation.org
[1] twitter.com

Top Domains in Tweet in G4:
[5] govtech.com
[5] twitter.com

Top Domains in Tweet in G6:
[12] instagram.com
[2] newschallenge.org

Top Domains in Tweet in G8:
[2] newschallenge.org
[1] t.co

Top Domains in Tweet in G9:
[6] wcu.edu
[1] goo.gl

Top Domains in Tweet in G10:
[1] newschallenge.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[86] newschallenge
[21] fundlibraries
[19] libraries
[16] data
[11] opendata
[9] hlnewschallenge
[8] innovateafrica
[7] nrc
[7] 30under30
[5] openknowledge

Top Hashtags in Tweet in G1:
[44] newschallenge
[10] libraries
[7] data
[2] spyware
[2] fairuse
[1] 30under30
[1] socentrealtalk
[1] sxsw
[1] opendata
[1] kfcivichall

Top Hashtags in Tweet in G2:
[21] fundlibraries
[11] newschallenge
[6] libraries
[3] alamw17

Top Hashtags in Tweet in G3:
[11] newschallenge
[6] 30under30
[4] data
[2] sxsw
[1] enterprisefund

Top Hashtags in Tweet in G4:
[10] opendata
[5] data
[5] newschallenge
[5] openknowledge

Top Hashtags in Tweet in G5:
[5] innovateafrica

Top Hashtags in Tweet in G6:
[13] newschallenge
[7] nrc
[2] politie
[1] alamw17
[1] oclc
[1] history
[1] newsbike
[1] newsshoes
[1] teampaysdedinan
[1] ukijktzolief

Top Hashtags in Tweet in G7:
[3] innovateafrica

Top Hashtags in Tweet in G8:
[3] libraries
[2] sunshineweek

Top Hashtags in Tweet in G9:
[9] hlnewschallenge

Top Words
Top Words in Tweet in Entire Graph:
[90] Words in Sentiment List#1: Positive
[4] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[2097] Non-categorized Words
[2191] Total Words
[94] newschallenge
[68] knightfdn
[37] data
[28] funding
[26] libraries

Top Words in Tweet in G1:
[44] newschallenge
[40] knightfdn
[23] toolkit
[20] helloctcl
[20] info
[20] election
[15] check
[15] out
[14] s
[13] officials

Top Words in Tweet in G2:
[23] fdncenter
[23] funding
[22] help
[22] find
[21] fundlibraries
[20] katetkacik
[19] tool
[18] n
[17] launches
[17] data

Top Words in Tweet in G3:
[11] knightfdn
[11] newschallenge
[11] winner
[10] mrelief_form
[8] social
[7] congrats
[6] 2
[6] cofounder
[6] gennielsen
[6] named

Top Words in Tweet in G4:
[10] knightfdn
[10] opendata
[5] 'analyze
[5] boston'
[5] expand
[5] data
[5] sets
[5] 2nd
[5] iteration
[5] initiative

Top Words in Tweet in G5:
[5] _trueafrica
[5] application
[5] newschallenge
[5] made
[5] top
[5] 10
[5] consideration
[5] funding
[5] innovateafrica
[4] claudegrunitzky

Top Words in Tweet in G6:
[13] newschallenge
[7] nrc
[3] je
[2] news
[2] history
[2] nu
[2] op
[2] wat
[2] politie
[2] bijbanen

Top Words in Tweet in G7:
[3] updated
[3] innovateafrica
[3] code4africa
[3] facebook
[3] newschallenge
[2] cobaltpartners

Top Words in Tweet in G8:
[3] nfoic
[3] libraries
[3] new
[3] public
[3] records
[3] stewards
[3] think
[3] alalibrary
[2] sunshineweek

Top Words in Tweet in G9:
[9] hlnewschallenge
[5] 3
[4] take
[4] find
[4] sources
[4] more
[4] here
[4] today's
[4] read
[4] news

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[21] check,out
[20] find,funding
[19] knightfdn,check
[19] tool,help
[19] funding,fundlibraries
[18] fundlibraries,n
[17] fdncenter,launches
[17] launches,data
[17] data,tool
[17] help,librarians

Top Word Pairs in Tweet in G1:
[15] check,out
[13] out,info
[13] info,helloctcl
[13] helloctcl,s
[13] s,toolkit
[13] toolkit,election
[13] election,officials
[13] officials,newschallenge
[13] newschallenge,project
[13] project,here

Top Word Pairs in Tweet in G2:
[20] find,funding
[19] tool,help
[19] funding,fundlibraries
[18] fundlibraries,n
[17] fdncenter,launches
[17] launches,data
[17] data,tool
[17] help,librarians
[17] librarians,supporters
[17] supporters,find

Top Word Pairs in Tweet in G3:
[7] newschallenge,winner
[6] knightfdn,congrats
[6] congrats,2
[6] 2,mrelief_form
[6] mrelief_form,cofounder
[6] cofounder,newschallenge
[6] winner,gennielsen
[6] gennielsen,named
[6] named,forbes
[6] forbes,30under30

Top Word Pairs in Tweet in G4:
[5] knightfdn,'analyze
[5] 'analyze,boston'
[5] boston',expand
[5] expand,data
[5] data,sets
[5] sets,2nd
[5] 2nd,iteration
[5] iteration,opendata
[5] opendata,initiative
[5] initiative,govtechnews

Top Word Pairs in Tweet in G5:
[5] _trueafrica,application
[5] application,newschallenge
[5] newschallenge,made
[5] made,top
[5] top,10
[5] 10,consideration
[5] consideration,funding
[5] funding,innovateafrica
[4] claudegrunitzky,_trueafrica

Top Word Pairs in Tweet in G6:
[5] nrc,newschallenge
[2] newschallenge,nrc

Top Word Pairs in Tweet in G7:
[3] updated,innovateafrica
[3] innovateafrica,code4africa
[3] code4africa,facebook
[3] facebook,newschallenge
[2] cobaltpartners,updated

Top Word Pairs in Tweet in G8:
[3] libraries,new
[3] new,public
[3] public,records
[3] records,stewards
[3] stewards,think
[3] think,alalibrary
[2] nfoic,libraries
[2] alalibrary,sunshineweek

Top Word Pairs in Tweet in G9:
[4] more,here
[4] today's,hlnewschallenge
[3] hlnewschallenge,today
[3] today,take
[3] take,one
[3] one,story
[3] story,event
[3] event,find
[3] find,write
[3] write,ups

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@knightfdn
@fdncenter
@helloctcl
@katetkacik
@mrelief_form
@gennielsen
@forbes
@govtechnews
@salmaface

Top Mentioned in G1:
@knightfdn
@helloctcl
@salmaface
@mrelief_form
@sanjoselibrary
@libraryjournal
@digitizenyc
@transparencykit
@fdncenter
@thedatamap

Top Mentioned in G2:
@fdncenter
@katetkacik
@knightfdn
@gobbledyquack

Top Mentioned in G3:
@knightfdn
@mrelief_form
@gennielsen
@forbes
@rosesafriyie
@michaelbolden

Top Mentioned in G4:
@knightfdn
@govtechnews
@analyzeboston
@hclimmer

Top Mentioned in G5:
@_trueafrica
@claudegrunitzky

Top Mentioned in G7:
@code4africa
@cobaltpartners

Top Mentioned in G8:
@alalibrary
@nfoic

Top Mentioned in G9:
@wcu_library

Top Mentioned in G10:
@proyectopoema
@news

Top Tweeters
Top Tweeters in Entire Graph:
@raygibbs1
@lopezgovlaw
@stingraytwo
@forbes
@theobserver
@safelibraries
@the_upgrade
@eurocentrique
@mydekel469
@foxnewsradio

Top Tweeters in G1:
@raygibbs1
@theobserver
@eurocentrique
@piratepartyhi
@myleejoseph
@knightfdn
@jesslivmo
@aspirehomes
@willperrin
@rpmuriera

Top Tweeters in G2:
@fdncenter
@edrabinski
@stevelibrarian
@sylvianursebc
@cdnlibrarynews
@jsb
@mjingle
@sarah_smarsh
@katetkacik
@rlfrick

Top Tweeters in G3:
@lopezgovlaw
@forbes
@mydekel469
@socialgoodstuff
@socialchangeaus
@michaelbolden
@cynthiajaggi
@jermaineburns
@uutisraivaaja
@rosesafriyie

Top Tweeters in G4:
@govtechnews
@shelleystern
@therriaultphd
@jfh
@hahahammond
@lc_opengov
@hclimmer
@analyzeboston

Top Tweeters in G5:
@sinatous
@sobedih
@_trueafrica
@socialafrobytes
@claudegrunitzky

Top Tweeters in G6:
@the_upgrade
@vdijkmichelle
@maxvanbalgooy
@jdiffin
@matthieuboulo

Top Tweeters in G7:
@code4africa
@cobaltpartners
@_hquin
@vanessaesinam

Top Tweeters in G8:
@safelibraries
@alalibrary
@nfoic

Top Tweeters in G9:
@trudyrogers
@wcu_library
@carabarker

Top Tweeters in G10:
@news
@proyectopoema
@mbautorin