newschallenge, Twitter, 1/16/2023 8:08:02 PM, 288218


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newschallenge_2023-01-16_12-00-01.xlsx
newschallenge_2023-01-16_12-00-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 16, 2023
Short Description:
newschallenge via NodeXL https://bit.ly/3Ha7JHJ
@knightfdn
@pjesella
@ethanz
@lauramcshanecle
@npr
@theresaamurphy
@jim_salmons
@nodexl
@nihadbassis
@sfmoci

Top hashtags:
#newschallenge
#libraries
#alaac16
#data
#sxsw
#opendata
#sxswedu
#nationalfastfoodday
#micdrop

Description:
Description
The graph represents a network of 3,087 Twitter users whose recent tweets contained "newschallenge", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 20:03 UTC.

The tweets in the network were tweeted over the 3422-day, 2-hour, 39-minute period from Friday, 30 August 2013 at 13:32 UTC to Thursday, 12 January 2023 at 16:12 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 3087
Unique Edges : 3358
Edges With Duplicates : 8325
Total Edges : 11683
Number of Edge Types : 9
Retweet : 2862
MentionsInRetweet : 5401
Mentions : 1837
MentionsInQuote : 138
Tweet : 915
Quote : 127
Replies to : 117
MentionsInReplyTo : 280
MentionsInQuoteReply : 6
Self-Loops : 1189
Reciprocated Vertex Pair Ratio : 0.0479985174203113
Reciprocated Edge Ratio : 0.0916003536693192
Connected Components : 392
Single-Vertex Connected Components : 243
Maximum Vertices in a Connected Component : 2277
Maximum Edges in a Connected Component : 10270
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 2.832037
Graph Density : 0.000593608427539148
Modularity : 0.353156
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,087 Twitter users whose recent tweets contained "newschallenge", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 20:03 UTC.

The tweets in the network were tweeted over the 3422-day, 2-hour, 39-minute period from Friday, 30 August 2013 at 13:32 UTC to Thursday, 12 January 2023 at 16:12 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : newschallenge
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 : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[600] https://www.knightfoundation.org/challenges/knight-news-challenge
[184] http://www.knightfoundation.org/blogs/knightblog/2016/6/23/knight-news-challenge-libraries-awards-16-million-support-innovative-ideas/
[57] http://www.knightfoundation.org/blogs/knightblog/2016/3/14/how-we-can-find-focus-flexibility-our-libraries/
[46] http://www.knightfoundation.org/blogs/knightblog/2016/7/19/supporting-stronger-libraries-digital-age/
[35] http://www.knightfoundation.org/blogs/knightblog/2016/4/27/bringing-dark-money-out-shadows/
[35] http://opengov.newschallenge.org/open/open-government/submission/leveraging-selective-service-system-registration-requirement-into-civic-service-wakeup-call-whynot
[33] http://www.knightfoundation.org/blogs/knightblog/2016/3/18/how-libraries-might-help-fill-information-gaps-communities/
[31] http://www.knightfoundation.org/blogs/knightblog/2016/4/26/how-city-boston-making-its-data-accessible-everyone/
[31] https://newschallenge.org:443/
[30] http://www.knightfoundation.org/blogs/knightblog/2016/3/11/five-takeaways-sxswedu/

Top URLs in Tweet in G1:
[113] http://www.knightfoundation.org/blogs/knightblog/2016/6/23/knight-news-challenge-libraries-awards-16-million-support-innovative-ideas/
[48] https://www.knightfoundation.org/challenges/knight-news-challenge
[45] http://www.knightfoundation.org/blogs/knightblog/2016/3/14/how-we-can-find-focus-flexibility-our-libraries/
[35] http://www.knightfoundation.org/blogs/knightblog/2016/4/27/bringing-dark-money-out-shadows/
[26] http://www.knightfoundation.org/blogs/knightblog/2016/4/26/how-city-boston-making-its-data-accessible-everyone/
[22] http://www.knightfoundation.org/blogs/knightblog/2016/7/19/supporting-stronger-libraries-digital-age/
[21] http://www.knightfoundation.org/blogs/knightblog/2016/3/11/five-takeaways-sxswedu/
[21] http://www.knightfoundation.org/blogs/knightblog/2016/8/15/three-ways-think-differently-about-libraries/
[19] https://knightfoundation.org/knc10
[16] https://newschallenge.org:443/

Top URLs in Tweet in G2:
[45] https://www.knightfoundation.org/challenges/knight-news-challenge
[16] http://www.knightfoundation.org/blogs/knightblog/2016/6/23/knight-news-challenge-libraries-awards-16-million-support-innovative-ideas/
[15] http://gobo.social
[14] http://www.knightfoundation.org/live/
[13] http://www.knightfoundation.org/blogs/knightblog/2016/7/19/supporting-stronger-libraries-digital-age/
[12] http://www.marketsforgood.org/knight-news-challenge-awards-3-2-million-for-17-ideas-that-make-data-work-for-communities/
[10] http://www.libraryideas.org/#!knight-foundation/okfou
[9] https://twitter.com/knightfdn/status/695051671546691585
[7] https://www.knightfoundation.org/articles/civic-media-comes-into-its-own-thanks-to-mit-center
[7] http://www.knightfoundation.org/articles/helping-libraries-keep-pace-with-the-demands-of-the-digital-age

Top URLs in Tweet in G3:
[73] https://www.knightfoundation.org/challenges/knight-news-challenge
[34] http://www.knightfoundation.org/blogs/knightblog/2016/6/23/knight-news-challenge-libraries-awards-16-million-support-innovative-ideas/
[22] http://www.knightfoundation.org/blogs/knightblog/2016/3/18/how-libraries-might-help-fill-information-gaps-communities/
[14] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/our-story-content-collections-and-impact-in-rural-america
[12] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/visualizing-philanthropic-funding-for-libraries
[10] https://mnylc.github.io/cit-toolkit/
[10] https://twitter.com/EvaNPereira/status/746755767689150464
[10] http://www.knightfoundation.org/blogs/knightblog/2015/8/6/library-all-breaks-down-barriers-knowledge-developing-world/
[8] http://www.knightfoundation.org/blogs/knightblog/2016/3/14/how-we-can-find-focus-flexibility-our-libraries/
[7] http://www.takepart.com/article/2016/06/24/library-storytime-doesnt-end-because-dads-locked-up

Top URLs in Tweet in G4:
[106] https://www.knightfoundation.org/challenges/knight-news-challenge
[8] http://kng.ht/1o2mpws
[5] http://www.knightfoundation.org/blogs/knightblog/2016/6/23/knight-news-challenge-libraries-awards-16-million-support-innovative-ideas/
[3] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/a-digital-library-solution-for-the-4-3-billion-people-who-don-t-have-access-to-the-internet
[3] https://twitter.com/Tips97533945/status/931265723682443264/photo/1
[2] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/evaluation/unleashing-the-universal-research-library/
[2] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/co-play-learn?platform=hootsuite
[2] http://ln.is/
[2] https://twitter.com/schlime/status/927592979136696323
[2] https://twitter.com/coloringspirit/status/712048188266561540/photo/1

Top URLs in Tweet in G5:
[13] http://thescoopblog.dallasnews.com/2016/06/dallas-public-library-dallas-morning-news-team-up-to-win-150k-grant-for-teenage-storytellers.html/
[8] http://www.knightfoundation.org/blogs/knightblog/2016/2/24/knight-news-challenge-libraries-will-accept-entries-until-march-21/
[6] http://www.knightfoundation.org/blogs/knightblog/2016/3/16/last-minute-tips-applying-knight-news-challenge-libraries/
[6] http://www.niemanlab.org/2016/06/the-dallas-morning-news-and-dallas-public-library-are-teaming-up-to-offer-workshops-for-students/
[5] https://newschallenge.org:443/
[5] http://www.dallasnews.com/news/dallas/2016/11/26/dallas-public-library-dallas-morning-news-seek-high-school-students-eager-report
[5] http://www.niemanlab.org/2017/11/knight-shares-what-its-learned-over-10-years-of-the-knight-news-challenge-and-announces-eight-new-winners/?utm_content=buffer3e62e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] http://www.knightfoundation.org/blogs/knightblog/2016/6/23/knight-news-challenge-libraries-awards-16-million-support-innovative-ideas/
[3] http://www.niemanlab.org/2017/11/knight-shares-what-its-learned-over-10-years-of-the-knight-news-challenge-and-announces-eight-new-winners/?utm_content=bufferc9d3c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.knightfoundation.org/challenges/knight-news-challenge

Top URLs in Tweet in G6:
[35] http://opengov.newschallenge.org/open/open-government/submission/leveraging-selective-service-system-registration-requirement-into-civic-service-wakeup-call-whynot
[8] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/turn-text-soup-into-smart-data-in-newspaper-magazine-archives-softalk-the-computer-history-museum
[5] https://www.congress.gov/bill/114th-congress/house-bill/4478/text
[4] https://www.facebook.com/notes/peter-jesella/peters-reply-to-bloomberg-businessweek-view-women-belong-in-the-military-and-the/925452877533296
[3] https://www.facebook.com/notes/peter-jesella/2015-national-security-database-challenge-to-us-presidential-candidates-like-rea/913483722063545?pnref=lhc
[2] https://www.commonwealthclub.org/events/2016-03-08/peter-bergen-cnn-national-security-analyst
[2] https://twitter.com/jscotthajek/status/710825253426085888
[2] https://twitter.com/Jim_Salmons/status/708345503977635840/photo/1
[2] https://www.knightfoundation.org/challenges/knight-news-challenge
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=65132

Top URLs in Tweet in G7:
[80] https://www.knightfoundation.org/challenges/knight-news-challenge
[9] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/libraries-communities-working-together-to-increase-college-and-career-readiness-for-low-income-students#!
[6] http://www.knightfoundation.org/blogs/knightblog/2016/6/23/knight-news-challenge-libraries-awards-16-million-support-innovative-ideas/
[5] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/musicat-open-source-software-for-libraries-to-create-digital-collections-of-local-music
[4] https://twitter.com/heychrisbarr/status/721066492297658368
[4] https://go.umd.edu/3h4
[3] https://go.umd.edu/3jt
[3] http://librarian.newjackalmanac.ca/2016/03/knight-news-challenge-library-starter.html
[2] http://www.knightfoundation.org/blogs/knightblog/2016/4/26/how-city-boston-making-its-data-accessible-everyone/
[2] https://twitter.com/budnikj/status/712348991019556864

Top URLs in Tweet in G8:
[64] https://www.knightfoundation.org/challenges/knight-news-challenge
[14] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/the-space-library-an-international-library-space-network-ilsn
[9] http://thespacelibrary.org/
[9] https://altbibl.io/gazette/librarians-in-space/
[6] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/the-space-library-an-international-library-space-network-ilsn/comments#c-41e62300a7b58ef9cbf36de8af092959
[3] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/unlocking-film-video-libraries-for-discovery-search?utm_content=buffer46da4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://research.science.ai/article/unleashing-the-universal-research-library
[2] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/the-space-library-an-international-library-space-network-ilsn?utm_content=buffer082ed&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://schedule.sxswedu.com/events/event_PP58433
[1] http://www.knightfoundation.org/blogs/knightblog/2016/7/19/supporting-stronger-libraries-digital-age/

Top URLs in Tweet in G9:
[13] https://www.knightfoundation.org/challenges/knight-news-challenge
[4] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/creative-commons-cc-certificate-for-librarians
[3] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/automatically-linking-news-articles-to-scholarly-research-articles-and-data
[2] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/radical-librarianship-at-the-allied-media-conference
[1] https://paper.li/struwwelchen/librarians-world?edition_id=b2deb680-d4ec-11e7-8b35-0cc47a0d1609
[1] https://paper.li/struwwelchen/librarians-world?edition_id=33ab2bf0-cdda-11e7-8b31-0cc47a0d1609
[1] https://paper.li/struwwelchen/librarians-world?edition_id=31e6ce30-d291-11e7-8b35-0cc47a0d1609
[1] https://paper.li/struwwelchen/librarians-world?edition_id=03ff54c0-39f3-11e6-bf85-0cc47a0d1609
[1] https://paper.li/struwwelchen/librarians-world?edition_id=5d601ae0-cea3-11e7-8349-0cc47a0d1609
[1] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/sharing-rare-materials-building-a-participatory-community-around-archival-and-special-collections-on-social-media-and-the-semantic-web

Top URLs in Tweet in G10:
[13] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/the-public-voice-city-service-design-center/
[11] https://www.knightfoundation.org/challenges/knight-news-challenge
[11] https://www.smartchicagocollaborative.org/san-franciscos-public-voice-project-the-cutgroup-collective/
[3] https://twitter.com/DKLinn/status/715988462437081089/photo/1
[1] http://lj.libraryjournal.com/2016/02/digital-resources/knight-news-challenge-winners-to-develop-open-data-training-program/#_
[1] https://www.newschallenge.org/
[1] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/evaluation/the-public-voice-city-service-design-center
[1] http://www.knightfoundation.org/press-room/press-release/knight-news-challenge-awards-16-million-ideas-help/

Top Domains
Top Domains in Tweet in Entire Graph:
[1451] knightfoundation.org
[577] twitter.com
[387] newschallenge.org
[197] paper.li
[30] fb.me
[30] niemanlab.org
[25] dallasnews.com
[25] instagram.com
[22] gobo.social
[22] mofilmgrants.com

Top Domains in Tweet in G1:
[599] knightfoundation.org
[111] twitter.com
[88] newschallenge.org
[17] thenewtropic.com
[14] smithsonianmag.com
[14] nextcity.org
[13] sxswedu.com
[13] govtech.com
[9] niemanlab.org
[8] vimeo.com

Top Domains in Tweet in G2:
[144] knightfoundation.org
[121] twitter.com
[21] gobo.social
[19] newschallenge.org
[12] marketsforgood.org
[11] libraryideas.org
[6] goo.gl
[6] psmag.com
[6] sched.com
[4] oclc.org

Top Domains in Tweet in G3:
[186] knightfoundation.org
[70] twitter.com
[59] newschallenge.org
[10] github.io
[7] takepart.com
[6] mic.com
[6] bkreader.com
[5] theverge.com
[5] statescoop.com
[4] civsourceonline.com

Top Domains in Tweet in G4:
[114] knightfoundation.org
[69] twitter.com
[50] paper.li
[24] newschallenge.org
[16] fb.me
[14] youtube.com
[8] kng.ht
[5] soundcloud.com
[4] tweetedtimes.com
[3] fiverr.com

Top Domains in Tweet in G5:
[28] knightfoundation.org
[20] dallasnews.com
[17] niemanlab.org
[9] twitter.com
[7] newschallenge.org
[1] opensecrets.org
[1] theverge.com
[1] technical.ly
[1] streetwise.co
[1] gobo.social

Top Domains in Tweet in G6:
[44] newschallenge.org
[40] twitter.com
[8] facebook.com
[5] congress.gov
[4] knightfoundation.org
[3] commonwealthclub.org
[2] sxswedu.com
[2] nodexlgraphgallery.org
[1] tofflerassociates.com
[1] cbsnews.com

Top Domains in Tweet in G7:
[103] knightfoundation.org
[20] newschallenge.org
[19] twitter.com
[7] umd.edu
[3] archive.org
[3] newjackalmanac.ca
[2] akronartmuseum.org
[2] goo.gl
[2] ow.ly
[1] libraryideas.org

Top Domains in Tweet in G8:
[70] knightfoundation.org
[30] newschallenge.org
[10] thespacelibrary.org
[9] altbibl.io
[9] twitter.com
[2] science.ai
[1] sxswedu.com

Top Domains in Tweet in G9:
[14] newschallenge.org
[14] knightfoundation.org
[5] paper.li
[1] open-archive.net

Top Domains in Tweet in G10:
[15] newschallenge.org
[12] knightfoundation.org
[11] smartchicagocollaborative.org
[3] twitter.com
[1] libraryjournal.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3227] newschallenge
[790] libraries
[202] alaac16
[117] data
[108] sxsw
[87] opendata
[66] sxswedu
[54] nationalfastfoodday
[44] micdrop
[43] darkmoney



Top Hashtags in Tweet in G1:
[1058] newschallenge
[390] libraries
[70] data
[64] alaac16
[57] sxsw
[42] sxswedu
[42] darkmoney
[37] opendata
[31] libraryofthefuture
[23] elections

Top Hashtags in Tweet in G2:
[625] newschallenge
[99] libraries
[37] sxsw
[25] alaac16
[22] data
[12] informacam
[12] newsroundup
[11] sxswedu
[9] liblove
[8] erl16

Top Hashtags in Tweet in G3:
[400] newschallenge
[157] libraries
[86] alaac16
[13] ourstory
[13] glamwiki
[10] telestory
[9] fairuse
[8] philanthropy
[6] sxswedu
[6] librariestransform

Top Hashtags in Tweet in G4:
[247] newschallenge
[18] whatyourdogisthankfulfor
[17] thursdaythoughts
[16] futuregenerationproblems
[16] nationalfastfoodday
[13] libraries
[6] edchat
[4] library
[4] weirdthanksgivingtraditions
[4] knightcities

Top Hashtags in Tweet in G5:
[133] newschallenge
[30] libraries
[7] alaac16
[2] datajournalism
[1] cil2017
[1] innovation
[1] telestory
[1] datadrivenjournalism
[1] secondnet
[1] poc

Top Hashtags in Tweet in G6:
[22] muteleaders
[21] newschallenge
[13] hr4478
[12] libraries
[11] youthwakeupcallusa
[6] usciviced
[5] vetsusa
[4] sxsw
[3] youthwakeupcall
[3] potus

Top Hashtags in Tweet in G7:
[133] newschallenge
[26] libraries
[16] opendata
[7] newchallenge
[6] incumaker
[4] akron
[4] cle
[4] nationallibraryweek
[4] technicle
[4] alaac16

Top Hashtags in Tweet in G8:
[62] newschallenge
[17] libraries
[12] spacelibrary
[11] cubesats
[9] openscience
[9] astro
[9] opendata
[7] pubmedia
[7] space
[6] avarchives

Top Hashtags in Tweet in G9:
[50] newschallenge
[9] specialcollections
[9] semanticweb
[3] libraries
[3] librarians
[2] lostla
[1] g1000
[1] otd
[1] brexit
[1] openarchive

Top Hashtags in Tweet in G10:
[20] newschallenge
[14] usertesting
[5] libraries
[5] cutgroup
[3] sf
[3] digitalequity
[1] opendata
[1] govtech
[1] civictech

Top Words
Top Words in Tweet in Entire Graph:
[3242] #newschallenge
[2274] knightfdn
[790] #libraries
[756] libraries
[449] knight
[406] challenge
[378] digital
[356] news
[331] library
[328] winners

Top Words in Tweet in G1:
[1060] #newschallenge
[921] knightfdn
[390] #libraries
[231] libraries
[177] winners
[175] knight
[137] digital
[128] projects
[120] ideas
[104] 21st

Top Words in Tweet in G2:
[625] #newschallenge
[414] knightfdn
[167] ethanz
[102] libraries
[99] #libraries
[83] jsb
[76] knight
[74] internet
[71] libraryideadrop
[67] 10

Top Words in Tweet in G3:
[420] knightfdn
[404] #newschallenge
[181] libraries
[157] #libraries
[87] #alaac16
[78] project
[70] help
[68] rural
[67] communities
[66] dpla

Top Words in Tweet in G4:
[247] #newschallenge
[83] challenge
[48] latest
[44] data
[43] journalism
[42] join
[42] come
[42] conversation
[35] news
[29] libraries

Top Words in Tweet in G5:
[159] knightfdn
[133] #newschallenge
[46] ibarguen
[41] ideas
[40] digital
[30] dallasnews
[30] #libraries
[29] needs
[28] info
[26] dallaslibrary

Top Words in Tweet in G6:
[33] gt
[24] knightfdn
[22] #muteleaders
[21] #newschallenge
[13] co
[13] #hr4478
[12] #libraries
[12] 8dww4kwwmt
[11] #youthwakeupcallusa
[6] #usciviced

Top Words in Tweet in G7:
[134] #newschallenge
[65] knightfdn
[59] libraries
[53] proposal
[47] challenge
[29] ideas
[27] college
[27] career
[26] #libraries
[25] hubs

Top Words in Tweet in G8:
[62] #newschallenge
[49] knightfdn
[43] libraries
[42] challenge
[37] metalabharvard
[37] library
[32] check
[32] proposal
[32] media
[29] space

Top Words in Tweet in G9:
[52] knightfdn
[50] #newschallenge
[43] cc
[42] creativecommons
[29] librarians
[28] proposal
[23] proposes
[22] licensed
[22] 10
[22] part

Top Words in Tweet in G10:
[45] sfmoci
[34] public
[30] collaborative
[23] digital
[21] design
[21] sfpubliclibrary
[20] #newschallenge
[20] knightfdn
[19] forum
[18] services

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[496] knightfdn,#newschallenge
[294] #newschallenge,#libraries
[189] news,challenge
[188] 21st,century
[167] digital,age
[145] #newschallenge,winners
[143] knight,news
[123] #newschallenge,challenge
[119] info,needs
[118] serve,21st

Top Word Pairs in Tweet in G1:
[146] #newschallenge,#libraries
[120] knightfdn,#newschallenge
[97] 21st,century
[70] #newschallenge,winners
[70] digital,age
[68] pleased,announce
[65] winners,#newschallenge
[62] grant,knightfdn
[61] knight,#newschallenge
[60] received,250k

Top Word Pairs in Tweet in G2:
[104] knightfdn,#newschallenge
[46] 10,years
[43] #newschallenge,#libraries
[31] tony,marx
[28] digital,age
[27] news,challenge
[25] #newschallenge,winners
[23] business,model
[19] knight,news
[17] public,space

Top Word Pairs in Tweet in G3:
[66] knightfdn,#newschallenge
[50] #newschallenge,#libraries
[43] digital,age
[35] knightfdn,libraries
[30] rural,america
[30] #newschallenge,winners
[29] #newschallenge,project
[28] communities,#newschallenge
[26] news,challenge
[25] #newschallenge,#alaac16

Top Word Pairs in Tweet in G4:
[54] #newschallenge,challenge
[42] conversation,#newschallenge
[42] join,conversation
[41] come,join
[39] latest,data
[39] data,journalism
[26] journalism,#newschallenge
[24] news,challenge
[19] sylvester,stallone
[15] franken,#whatyourdogisthankfulfor

Top Word Pairs in Tweet in G5:
[72] knightfdn,#newschallenge
[27] info,needs
[23] dallaslibrary,dallasnews
[17] 21st,century
[15] using,digital
[15] serve,21st
[14] launched,knightfdn
[14] best,ideas
[14] ideas,using
[14] answers,wanted

Top Word Pairs in Tweet in G6:
[12] gt,co
[12] co,8dww4kwwmt
[10] #newschallenge,#libraries
[8] knightfdn,#newschallenge
[6] #muteleaders,#youthwakeupcallusa
[5] #youthwakeupcallusa,gt
[3] #vetsusa,#muteleaders
[3] help,knightfdn
[3] newseyeeu,mikko_tolonen
[3] gr8,program

Top Word Pairs in Tweet in G7:
[44] #newschallenge,proposal
[27] #newschallenge,challenge
[27] college,career
[24] hubs,thru
[24] thru,libraries
[23] conversation,#newschallenge
[23] join,conversation
[21] come,join
[19] knight,news
[19] news,challenge

Top Word Pairs in Tweet in G8:
[19] media,collider
[16] libraries,offer
[16] proposal,metalabharvard
[16] news,challenge
[13] knight,news
[13] community,archiving
[12] space,library
[12] #newschallenge,challenge
[11] asking,libraries
[11] media,archives

Top Word Pairs in Tweet in G9:
[39] knightfdn,#newschallenge
[22] 10,000
[22] proposes,build
[22] ebooks,part
[22] database,10
[22] 000,cc
[22] licensed,ebooks
[22] cc,licensed
[22] unglueit,proposes
[22] part,knightfdn

Top Word Pairs in Tweet in G10:
[20] collaborative,design
[19] forum,collaborative
[19] sfpubliclibrary,forum
[18] digital,services
[17] knightfdn,#newschallenge
[13] make,sfpubliclibrary
[12] support,sfmoci
[12] library,comment
[12] #usertesting,public
[12] public,library

Top Replied-To
Top Replied-To in Entire Graph:
@knightfdn
@dallaslibrary
@michaelwilsontv
@barackobama
@jacjamul
@activefree
@phaase
@jonvoss
@clemetroschools
@jsb

Top Replied-To in G1:
@barackobama
@knightfdn
@jsb
@bostonjoan
@rayking_live
@drlaureldavis
@muktidooth2008
@waxpancake
@tj_harmony

Top Replied-To in G2:
@knightfdn
@thinktower
@latanyasweeney
@greggish
@ethanz
@briansj3
@frodriquez
@kishizuka
@tec_center
@nancylublin

Top Replied-To in G3:
@jonvoss
@harvardlil
@webjunction
@historypin
@oclc
@bklynlibrary
@fdncenter
@brooklynlibrary
@libraryforall

Top Replied-To in G5:
@dallaslibrary
@ibarguen
@tgonzalez
@timberners_lee
@kelleyboothe
@ayumibennett
@knightfdn
@mtdukes
@morisy

Top Replied-To in G6:
@phaase
@petulad
@unlbigdata
@meghaninmotion
@tmkeegan
@doctorlomazow
@newseyeeu
@stewart

Top Replied-To in G7:
@clemetroschools
@copystar
@wearelrng
@hedgielib
@librarianry

Top Replied-To in G8:
@metalabharvard
@billnye
@timoreilly
@mitlibraries

Top Replied-To in G9:
@creativecommons

Top Replied-To in G10:
@codeforamerica

Top Mentioned
Top Mentioned in Entire Graph:
@knightfdn
@ethanz
@jsb
@libraryideadrop
@heychrisbarr
@jonathanstray
@historypin
@dpla
@ibarguen
@bklynlibrary

Top Mentioned in G1:
@knightfdn
@jonathanstray
@jsb
@opensecretsdc
@newtropicmiami
@mdpls
@helloctcl
@lwbontheweb
@heychrisbarr
@libraryideadrop

Top Mentioned in G2:
@knightfdn
@ethanz
@jsb
@libraryideadrop
@heychrisbarr
@tristanharris
@krmaher
@laurawp
@pahlkadot
@scrawford

Top Mentioned in G3:
@knightfdn
@historypin
@dpla
@bklynlibrary
@oclc
@fdncenter
@p2pu
@merrileeiam
@webjunction
@jsb

Top Mentioned in G4:
@c_coolidge
@bindclick
@tips97533945

Top Mentioned in G5:
@knightfdn
@ibarguen
@dallasnews
@leathau
@dallaslibrary
@documentcloud
@tomthuang
@niemanlab
@niemanfdn

Top Mentioned in G6:
@knightfdn
@jim_salmons
@cwclub
@factminers
@peterbergencnn
@brianfishman
@pjesella
@nodexl
@potus
@timoreilly

Top Mentioned in G7:
@knightfdn
@rabblebabbles
@yalsa
@iartlibraries
@dmcc222
@ischoolumd
@lauramcshanecle
@openneo
@yalsa_director
@mmsubram

Top Mentioned in G8:
@knightfdn
@metalabharvard
@amarchivepub
@internetarchive
@libcce
@wgbh
@dainabouquin
@denshoproject
@ng_yvonne
@timoreilly

Top Mentioned in G9:
@knightfdn
@creativecommons
@unglueit
@allisonjaiodell
@amandafrench
@uscspecol
@usclibraries
@usccinema
@mchris4duke
@archivistariel

Top Mentioned in G10:
@sfmoci
@sfpubliclibrary
@knightfdn
@sfgov
@sfbrigade
@caravanstudios
@18f
@dklinn
@ibarguen

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@jornalistavitor
@jurylady5
@cowboyscifibot
@robre62
@lopezgovlaw
@bob_stinson1234
@vonrosenchild
@jjj5819
@bigdatatweetbot

Top Tweeters in G1:
@jornalistavitor
@jurylady5
@kibsolfuture
@digyoursoul
@raygibbs1
@ronthornton
@paulmick
@valsadie
@gadflyquebec
@dominiquevanpee

Top Tweeters in G2:
@lopezgovlaw
@jjj5819
@alevergara78
@itknowingness
@glynmoody
@pidutdin
@tawarayasotatsu
@nayasala
@wsj
@vernapolitics

Top Tweeters in G3:
@fleming77
@ijclark
@sbarrbrisebois
@librariesval
@swmstn2
@alstarkey
@verge
@bbbcccnnn
@philshapiro
@shevistories

Top Tweeters in G4:
@occuworld
@c_coolidge
@mg__racing
@btxcgnbv
@zftwarning
@samusicalpro
@yrwrong
@rebelliousval
@marcos_sp0001
@willoxh

Top Tweeters in G5:
@ange_patricia
@dallasnews
@randolphnews1
@ghoshworld
@jeffjarvis
@mediagazerchat
@dansinker
@doneladams
@andelman
@monicarhor

Top Tweeters in G6:
@bigdatatweetbot
@rickhasen
@warontherocks
@sentiwire
@natalieforest
@mcbiffing
@mmfa
@nimbosa
@realdonaldtrump
@neo4j

Top Tweeters in G7:
@madhuriwrites
@hmbryan
@joecimperman
@brooklyncentre
@lauramcshanecle
@agungw132
@yalsa
@courtyardhotels
@cliffordious
@lbraun2000

Top Tweeters in G8:
@cowboyscifibot
@robre62
@dshojinakamoto
@fear_eile
@mrterborg
@sassres
@littlebluepixel
@thesueshi
@mollyrose_good
@for_content

Top Tweeters in G9:
@die_primel
@joeycoleman
@jjmerelo
@lynnemthomas
@nanwarner
@presroi
@quotedian
@netizenrights
@hh_rick
@biblioblogs

Top Tweeters in G10:
@lordbexar
@carlamays
@ofuturecities
@omarmasry
@sameerverma
@lisaabeyta
@danxoneil
@usertesting
@sfpubliclibrary
@tpap_