newschallenge, Twitter, 3/13/2023 8:24:30 PM, 291108


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newschallenge_2023-03-13_13-00-01.xlsx
newschallenge_2023-03-13_13-00-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 13, 2023
Short Description:
newschallenge via NodeXL https://bit.ly/3mTDuwI
@knightfdn
@pjesella
@ethanz
@katetkacik
@lauramcshanecle
@npr
@theresaamurphy
@jim_salmons
@sfmoci
@nodexl

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

Description:
Description
The graph represents a network of 3,066 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 20:17 UTC.

The tweets in the network were tweeted over the 3428-day, 23-hour, 29-minute period from Friday, 30 August 2013 at 13:32 UTC to Thursday, 19 January 2023 at 13:02 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 : 3066
Unique Edges : 3337
Edges With Duplicates : 8304
Total Edges : 11641
Number of Edge Types : 9
Retweet : 2877
MentionsInRetweet : 5394
Tweet : 910
Mentions : 1804
Quote : 129
Replies to : 112
MentionsInReplyTo : 270
MentionsInQuote : 139
MentionsInQuoteReply : 6
Self-Loops : 1176
Reciprocated Vertex Pair Ratio : 0.0494719288493608
Reciprocated Edge Ratio : 0.0942796610169492
Connected Components : 388
Single-Vertex Connected Components : 239
Maximum Vertices in a Connected Component : 2260
Maximum Edges in a Connected Component : 10225
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 2.843782
Graph Density : 0.000602726956388491
Modularity : 0.353332
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,066 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 20:17 UTC.

The tweets in the network were tweeted over the 3428-day, 23-hour, 29-minute period from Friday, 30 August 2013 at 13:32 UTC to Thursday, 19 January 2023 at 13:02 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:
[598] https://www.knightfoundation.org/challenges/knight-news-challenge
[187] http://www.knightfoundation.org/blogs/knightblog/2016/6/23/knight-news-challenge-libraries-awards-16-million-support-innovative-ideas/
[58] 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/
[34] 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/
[29] http://www.knightfoundation.org/blogs/knightblog/2016/3/11/five-takeaways-sxswedu/
[29] http://opengov.newschallenge.org/open/open-government/submission/leveraging-selective-service-system-registration-requirement-into-civic-service-wakeup-call-whynot
[28] http://www.knightfoundation.org/blogs/knightblog/2016/8/15/three-ways-think-differently-about-libraries/

Top URLs in Tweet in G1:
[112] http://www.knightfoundation.org/blogs/knightblog/2016/6/23/knight-news-challenge-libraries-awards-16-million-support-innovative-ideas/
[49] http://www.knightfoundation.org/blogs/knightblog/2016/3/14/how-we-can-find-focus-flexibility-our-libraries/
[44] https://www.knightfoundation.org/challenges/knight-news-challenge
[27] http://www.knightfoundation.org/blogs/knightblog/2016/4/26/how-city-boston-making-its-data-accessible-everyone/
[26] http://www.knightfoundation.org/blogs/knightblog/2016/3/18/how-libraries-might-help-fill-information-gaps-communities/
[24] 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
[15] http://newschallenge.org

Top URLs in Tweet in G2:
[58] https://www.knightfoundation.org/challenges/knight-news-challenge
[24] http://www.knightfoundation.org/blogs/knightblog/2016/6/23/knight-news-challenge-libraries-awards-16-million-support-innovative-ideas/
[22] https://libraries.foundationcenter.org/
[21] https://gobo.social/
[14] http://www.knightfoundation.org/live/
[12] http://www.knightfoundation.org/blogs/knightblog/2016/7/19/supporting-stronger-libraries-digital-age/
[12] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/visualizing-philanthropic-funding-for-libraries
[12] http://www.marketsforgood.org/knight-news-challenge-awards-3-2-million-for-17-ideas-that-make-data-work-for-communities/
[9] http://www.libraryideas.org/#!knight-foundation/okfou
[9] https://twitter.com/knightfdn/status/695051671546691585

Top URLs in Tweet in G3:
[65] https://www.knightfoundation.org/challenges/knight-news-challenge
[27] http://www.knightfoundation.org/blogs/knightblog/2016/6/23/knight-news-challenge-libraries-awards-16-million-support-innovative-ideas/
[14] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/our-story-content-collections-and-impact-in-rural-america
[10] https://mnylc.github.io/cit-toolkit/
[10] https://twitter.com/EvaNPereira/status/746755767689150464
[6] https://mic.com/articles/146840/prisons-want-to-use-tech-to-end-in-person-visits-these-librarians-have-a-different-plan#.vd0OsKq0m
[6] http://www.bkreader.com/2016/07/brooklyn-public-library-wins-grant-expand-telestory-program/
[6] http://www.knightfoundation.org/blogs/knightblog/2016/3/14/how-we-can-find-focus-flexibility-our-libraries/
[6] http://www.takepart.com/article/2016/06/24/library-storytime-doesnt-end-because-dads-locked-up
[5] http://www.knightfoundation.org/blogs/knightblog/2016/6/21/knight-grantees-head-libraries-conference-discuss-serving-communities-digital-age/

Top URLs in Tweet in G4:
[102] 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://twitter.com/Tips97533945/status/931265723682443264/photo/1
[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
[2] https://ift.tt:443/1pxNzwN
[2] https://twitter.com/schlime/status/927592979136696323
[2] https://twitter.com/btxcgnbv/status/746399250754445312/photo/1
[2] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/co-play-learn?platform=hootsuite
[2] https://paper.li/yenimedya?edition_id=80501fb0-cba0-11e7-8b31-0cc47a0d1609

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/
[7] http://www.niemanlab.org/2016/06/the-dallas-morning-news-and-dallas-public-library-are-teaming-up-to-offer-workshops-for-students/
[6] http://www.knightfoundation.org/blogs/knightblog/2016/3/16/last-minute-tips-applying-knight-news-challenge-libraries/
[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
[5] http://www.dallasnews.com/news/dallas/2016/11/26/dallas-public-library-dallas-morning-news-seek-high-school-students-eager-report
[4] http://www.knightfoundation.org/blogs/knightblog/2016/6/23/knight-news-challenge-libraries-awards-16-million-support-innovative-ideas/
[4] http://NewsChallenge.org
[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] http://www.knightfoundation.org/blogs/knightblog/2016/2/24/knight-news-challenge-libraries-will-accept-entries-until-march-21/
[3] https://www.dallasnews.com/business/the-dallas-morning-news/2017/08/15/student-reporters-can-apply-now-second-season-storytellers-without-borders

Top URLs in Tweet in G6:
[29] 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
[2] https://twitter.com/Jim_Salmons/status/708345503977635840/photo/1
[2] https://twitter.com/jscotthajek/status/710825253426085888
[2] https://www.knightfoundation.org/challenges/knight-news-challenge
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=65132
[2] https://www.facebook.com/notes/peter-jesella/peters-reply-to-bloomberg-businessweek-view-women-belong-in-the-military-and-the/925452877533296
[2] https://twitter.com/McBiffing/status/931280487913533440/photo/1
[2] https://www.commonwealthclub.org/events/2016-03-08/peter-bergen-cnn-national-security-analyst

Top URLs in Tweet in G7:
[79] 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://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/turning-library-makerspaces-into-self-directed-maker-camps-with-incumaker
[4] https://twitter.com/heychrisbarr/status/721066492297658368
[3] http://librarian.newjackalmanac.ca/2016/03/knight-news-challenge-library-starter.html
[3] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/refinement/turning-library-makerspaces-into-self-directed-maker-camps-with-incumaker
[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:
[62] 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
[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
[2] 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://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/emergency-response-teams-for-collections-caws-to-action?utm_content=buffer46803&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/DainaBouquin/status/712739881756307459/photo/1

Top URLs in Tweet in G9:
[13] https://www.knightfoundation.org/challenges/knight-news-challenge
[5] 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://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/10-000-creative-commons-ebooks#!
[1] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions
[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
[1] https://open-archive.net/
[1] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/submissions/lost-l-a#!
[1] https://www.newschallenge.org/challenge/how-might-libraries-serve-21st-century-information-needs/semi-finalists/creative-commons-cc-certificate-for-librarians?platform=hootsuite

Top URLs in Tweet in G10:
[28] http://www.knightfoundation.org/blogs/knightblog/2016/4/27/bringing-dark-money-out-shadows/
[5] http://www.huffingtonpost.com/opensecrets-blog/now-more-and-better-data_b_12736916.html
[5] http://time.com/4302084/donald-trump-hillary-clinton-bernie-sanders-tv-shows/
[3] http://www.niemanlab.org/2016/03/the-political-tv-ad-archive-is-making-it-easier-for-journalists-to-report-on-campaign-spots/
[2] https://www.knightfoundation.org/challenges/knight-news-challenge
[2] http://www.knightfoundation.org/blogs/knightblog/2016/6/23/knight-news-challenge-libraries-awards-16-million-support-innovative-ideas/
[1] http://schedule.sxswedu.com/events/event_PP58433
[1] http://www.knightfoundation.org/blogs/knightblog/2016/7/19/supporting-stronger-libraries-digital-age/
[1] http://trib.al/i5N74Ks
[1] http://mediashift.org/2016/06/knight-awards-second-round-of-news-challenge-winners-for-library-innovation/

Top Domains
Top Domains in Tweet in Entire Graph:
[1423] knightfoundation.org
[588] twitter.com
[391] newschallenge.org
[187] paper.li
[31] niemanlab.org
[30] fb.me
[27] instagram.com
[25] dallasnews.com
[24] foundationcenter.org
[22] mofilmgrants.com

Top Domains in Tweet in G1:
[581] knightfoundation.org
[109] twitter.com
[87] newschallenge.org
[16] thenewtropic.com
[14] govtech.com
[14] nextcity.org
[13] smithsonianmag.com
[8] vimeo.com
[7] libraryideas.org
[7] mediashift.org

Top Domains in Tweet in G2:
[166] knightfoundation.org
[151] twitter.com
[31] newschallenge.org
[23] foundationcenter.org
[21] gobo.social
[12] marketsforgood.org
[10] libraryideas.org
[6] sched.com
[6] psmag.com
[6] goo.gl

Top Domains in Tweet in G3:
[136] knightfoundation.org
[57] twitter.com
[43] newschallenge.org
[10] github.io
[6] mic.com
[6] bkreader.com
[6] takepart.com
[5] theverge.com
[5] statescoop.com
[4] civsourceonline.com

Top Domains in Tweet in G4:
[110] knightfoundation.org
[67] 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:
[23] knightfoundation.org
[21] dallasnews.com
[18] niemanlab.org
[8] twitter.com
[7] newschallenge.org
[2] dallasweekly.com
[1] opensecrets.org
[1] gobo.social
[1] technical.ly
[1] streetwise.co

Top Domains in Tweet in G6:
[38] newschallenge.org
[34] twitter.com
[5] congress.gov
[4] knightfoundation.org
[4] facebook.com
[2] sxswedu.com
[2] nodexlgraphgallery.org
[2] commonwealthclub.org
[1] medium.com
[1] slideshare.net

Top Domains in Tweet in G7:
[99] knightfoundation.org
[27] newschallenge.org
[18] twitter.com
[3] archive.org
[3] newjackalmanac.ca
[2] akronartmuseum.org
[2] ow.ly
[2] goo.gl
[1] libraryideas.org
[1] imls.gov

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

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

Top Domains in Tweet in G10:
[33] knightfoundation.org
[5] huffingtonpost.com
[5] time.com
[3] niemanlab.org
[2] twitter.com
[1] sxswedu.com
[1] trib.al
[1] mediashift.org
[1] archive.org
[1] npr.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3191] newschallenge
[786] libraries
[210] alaac16
[114] data
[87] opendata
[85] sxsw
[65] sxswedu
[54] nationalfastfoodday
[44] micdrop
[43] oneplus5t



Top Hashtags in Tweet in G1:
[1025] newschallenge
[397] libraries
[76] alaac16
[61] data
[45] sxsw
[43] sxswedu
[38] opendata
[26] libraryofthefuture
[15] library
[13] prototypefund

Top Hashtags in Tweet in G2:
[708] newschallenge
[159] libraries
[33] alaac16
[29] sxsw
[26] philanthropy
[23] fundlibraries
[22] data
[12] sxswedu
[12] newsroundup
[11] liblove

Top Hashtags in Tweet in G3:
[318] newschallenge
[97] libraries
[74] alaac16
[13] ourstory
[13] glamwiki
[10] telestory
[9] fairuse
[6] opendata
[6] librariestransform
[5] dataequity

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

Top Hashtags in Tweet in G5:
[123] newschallenge
[21] libraries
[7] alaac16
[2] datajournalism
[1] cil2017
[1] innovation
[1] library
[1] datadrivenjournalism
[1] secondnet
[1] telestory

Top Hashtags in Tweet in G6:
[19] newschallenge
[18] muteleaders
[13] hr4478
[10] libraries
[8] youthwakeupcallusa
[6] usciviced
[3] sxsw
[3] dariahbeyondeurope
[3] sss_gov
[3] potus

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

Top Hashtags in Tweet in G8:
[51] newschallenge
[16] libraries
[12] spacelibrary
[11] cubesats
[9] openscience
[9] astro
[9] opendata
[7] space
[7] pubmedia
[6] archivists

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

Top Hashtags in Tweet in G10:
[33] darkmoney
[32] newschallenge
[16] elections
[5] libraries
[5] data
[2] sxsw
[1] sxsw3du
[1] soundofmusiclive

Top Words
Top Words in Tweet in Entire Graph:
[3206] #newschallenge
[2206] knightfdn
[786] #libraries
[776] libraries
[418] knight
[397] challenge
[378] digital
[358] news
[326] library
[323] winners

Top Words in Tweet in G1:
[1027] #newschallenge
[878] knightfdn
[397] #libraries
[238] libraries
[174] winners
[168] knight
[142] digital
[125] projects
[124] communities
[120] ideas

Top Words in Tweet in G2:
[709] #newschallenge
[420] knightfdn
[169] ethanz
[159] #libraries
[132] libraries
[85] funding
[81] data
[79] help
[75] internet
[72] check

Top Words in Tweet in G3:
[351] knightfdn
[321] #newschallenge
[161] libraries
[97] #libraries
[75] #alaac16
[72] project
[66] historypin
[66] rural
[64] dpla
[51] digital

Top Words in Tweet in G4:
[245] #newschallenge
[80] challenge
[48] latest
[44] data
[43] journalism
[41] join
[41] come
[41] conversation
[34] news
[28] libraries

Top Words in Tweet in G5:
[153] knightfdn
[123] #newschallenge
[41] digital
[37] ibarguen
[37] ideas
[32] dallasnews
[27] dallaslibrary
[23] leathau
[22] program
[21] documentcloud

Top Words in Tweet in G6:
[27] gt
[22] knightfdn
[19] #newschallenge
[18] #muteleaders
[13] #hr4478
[10] #libraries
[10] co
[9] 8dww4kwwmt
[8] #youthwakeupcallusa
[6] nodexl

Top Words in Tweet in G7:
[130] #newschallenge
[62] knightfdn
[59] libraries
[55] proposal
[46] challenge
[30] ideas
[29] career
[29] college
[26] hubs
[25] thru

Top Words in Tweet in G8:
[51] #newschallenge
[45] knightfdn
[37] metalabharvard
[35] library
[33] check
[32] proposal
[32] media
[32] libraries
[32] challenge
[29] space

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

Top Words in Tweet in G10:
[53] knightfdn
[33] #darkmoney
[33] opensecretsdc
[32] #newschallenge
[17] internetarchive
[16] #elections
[14] site
[14] shadows
[13] libraries
[12] american

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[477] knightfdn,#newschallenge
[263] #newschallenge,#libraries
[189] news,challenge
[180] 21st,century
[167] digital,age
[146] #newschallenge,winners
[142] knight,news
[120] #newschallenge,challenge
[110] serve,21st
[109] info,needs

Top Word Pairs in Tweet in G1:
[137] #newschallenge,#libraries
[110] knightfdn,#newschallenge
[93] 21st,century
[76] digital,age
[72] #newschallenge,winners
[66] pleased,announce
[60] winners,#newschallenge
[59] grant,knightfdn
[58] knight,#newschallenge
[58] knightfdn,build

Top Word Pairs in Tweet in G2:
[105] knightfdn,#newschallenge
[45] 10,years
[44] #newschallenge,#libraries
[31] tony,marx
[29] #newschallenge,winners
[29] digital,age
[27] help,#libraries
[27] #newschallenge,idea
[25] find,funding
[25] news,challenge

Top Word Pairs in Tweet in G3:
[64] knightfdn,#newschallenge
[38] #newschallenge,#libraries
[35] digital,age
[28] rural,america
[26] #newschallenge,project
[26] knightfdn,libraries
[26] #newschallenge,winners
[24] #newschallenge,#alaac16
[24] news,challenge
[21] knight,news

Top Word Pairs in Tweet in G4:
[52] #newschallenge,challenge
[41] conversation,#newschallenge
[41] join,conversation
[40] come,join
[39] latest,data
[39] data,journalism
[26] journalism,#newschallenge
[23] news,challenge
[18] sylvester,stallone
[14] 21st,century

Top Word Pairs in Tweet in G5:
[63] knightfdn,#newschallenge
[24] dallaslibrary,dallasnews
[18] info,needs
[15] using,digital
[14] launched,knightfdn
[14] best,ideas
[14] ideas,using
[14] answers,wanted
[14] #newschallenge,didn
[14] didn,answers

Top Word Pairs in Tweet in G6:
[9] gt,co
[9] co,8dww4kwwmt
[8] #newschallenge,#libraries
[7] knightfdn,#newschallenge
[4] #muteleaders,#youthwakeupcallusa
[3] help,knightfdn
[3] newseyeeu,mikko_tolonen
[3] gr8,program
[3] rpt,#newschallenge
[3] gt,gt

Top Word Pairs in Tweet in G7:
[45] #newschallenge,proposal
[29] college,career
[26] #newschallenge,challenge
[25] hubs,thru
[25] thru,libraries
[22] conversation,#newschallenge
[22] join,conversation
[20] come,join
[19] knight,news
[19] news,challenge

Top Word Pairs in Tweet in G8:
[19] media,collider
[17] news,challenge
[16] libraries,offer
[16] proposal,metalabharvard
[14] community,archiving
[13] knight,news
[12] space,library
[11] archiving,workshops
[11] compelling,participatory
[11] access,media

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

Top Word Pairs in Tweet in G10:
[14] #darkmoney,shadows
[12] knightfdn,opensecretsdc
[11] history,#newschallenge
[11] libraries,japanese
[11] american,history
[11] #newschallenge,challenge
[11] denshoproject,idea
[11] japanese,american
[11] idea,libraries
[10] great,denshoproject

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

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

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

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

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

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

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

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

Top Replied-To in G9:
@creativecommons

Top Replied-To in G10:
@libraryforall

Top Mentioned
Top Mentioned in Entire Graph:
@knightfdn
@ethanz
@jsb
@katetkacik
@libraryideadrop
@fdncenter
@jonathanstray
@historypin
@heychrisbarr
@dpla

Top Mentioned in G1:
@knightfdn
@jonathanstray
@jsb
@newtropicmiami
@helloctcl
@mdpls
@latoyapeterson
@lwbontheweb
@salmaface
@heychrisbarr

Top Mentioned in G2:
@knightfdn
@ethanz
@katetkacik
@libraryideadrop
@jsb
@fdncenter
@heychrisbarr
@krmaher
@tristanharris
@laurawp

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

Top Mentioned in G4:
@c_coolidge
@tips97533945

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

Top Mentioned in G6:
@knightfdn
@jim_salmons
@factminers
@nodexl
@pjesella
@mikko_tolonen
@antoindoucet
@soberbichler
@potus
@peterbergencnn

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

Top Mentioned in G8:
@knightfdn
@metalabharvard
@amarchivepub
@libcce
@wgbh
@dainabouquin
@ng_yvonne
@timoreilly
@psulibrary
@odewahn

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

Top Mentioned in G10:
@knightfdn
@opensecretsdc
@internetarchive
@denshoproject
@politadarchive
@time
@annalecta
@huffingtonpost
@p2pu
@crisistextline

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

Top Tweeters in G1:
@jornalistavitor
@jurylady5
@kibsolfuture
@digyoursoul
@raygibbs1
@paulmick
@ronthornton
@valsadie
@gadflyquebec
@mayread3

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

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

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

Top Tweeters in G5:
@setthemasthead
@miamigives
@ange_patricia
@dallasnews
@ghoshworld
@jeffjarvis
@mediagazerchat
@doneladams
@dansinker
@andelman

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

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

Top Tweeters in G8:
@cowboyscifibot
@fear_eile
@mrterborg
@littlebluepixel
@mollyrose_good
@for_content
@openscience
@timoreilly
@librarysherpa
@eklinck

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

Top Tweeters in G10:
@robre62
@marti431uew
@time
@korstraw
@dshojinakamoto
@ideagov
@ogo5111
@texyellowdogdem
@parkedaccount1
@sassres


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