#Libraries during Pandemic, Twitter, 4/24/2020 3:58:09 PM, 225513


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#Libraries during Pandemic Twitter NodeXL SNA Map and Report for Friday, 24 April 2020 at 15:53 UTC
#Libraries during Pandemic Twitter NodeXL SNA Map and Report for Friday, 24 April 2020 at 15:53 UTC
From:
Anargul
Uploaded on:
April 24, 2020
Short Description:
#Libraries during Pandemic via NodeXL https://bit.ly/2S5lf5p
@ifla
@waldorfreaders
@solusuk
@southcoasthlth
@tac_niso
@mrgunn
@davidk007
@cardiff_hub
@truventis
@theriault__john

Top hashtags:
#libraries
#covid19
#pandemic
#books
#givingback
#donating
#teachers

Description:
Description
The graph represents a network of 76 Twitter users whose recent tweets contained "#Libraries during Pandemic", 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 Friday, 24 April 2020 at 15:54 UTC.

The tweets in the network were tweeted over the 7-day, 2-hour, 52-minute period from Friday, 17 April 2020 at 12:27 UTC to Friday, 24 April 2020 at 15:20 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 : 76
Unique Edges : 66
Edges With Duplicates : 28
Total Edges : 94
Number of Edge Types : 5
Retweet : 47
Replies to : 21
Tweet : 16
MentionsInRetweet : 3
Mentions : 7
Self-Loops : 16
Reciprocated Vertex Pair Ratio : 0
Reciprocated Edge Ratio : 0
Connected Components : 20
Single-Vertex Connected Components : 8
Maximum Vertices in a Connected Component : 35
Maximum Edges in a Connected Component : 35
Maximum Geodesic Distance (Diameter) : 2
Average Geodesic Distance : 1.797935
Graph Density : 0.0107017543859649
Modularity : 0.572714
NodeXL Version : 1.0.1.431
Data Import : The graph represents a network of 76 Twitter users whose recent tweets contained "#Libraries during Pandemic", 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 Friday, 24 April 2020 at 15:54 UTC.

The tweets in the network were tweeted over the 7-day, 2-hour, 52-minute period from Friday, 17 April 2020 at 12:27 UTC to Friday, 24 April 2020 at 15:20 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : #Libraries during Pandemic
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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[19] https://www.waldorfpublishing.com/
[19] https://dfw.cbslocal.com/?p=904872
[2] https://www.seattletimes.com/seattle-news/homeless/seattle-will-reopen-5-library-bathrooms-during-coronavirus-pandemic/
[2] https://soundcloud.com/user-79098433/bored-at-home-your-south-coast-library-may-have-the-answer
[2] https://genealogybargains.com/get-free-online-library-access-for-genealogy-family-history-research/
[2] https://www.cbsnews.com/video/youth-poet-laureate-amanda-gorman-offers-words-of-hope-amid-pandemic/
[1] https://araeofbooks.wordpress.com/2020/04/24/when-in-doubt-go-to-the-library-if-there-isnt-a-global-pandemic-going-on/
[1] https://www.shareable.net/canadas-libraries-step-up-to-help-vulnerable-people-during-pandemic/
[1] https://www.usatoday.com/story/news/nation/2020/04/20/coronavirus-little-free-libraries-offer-food-comfort-during-pandemic/5163728002/
[1] https://www.ocls.ca/sites/default/files/uploads/documents/College%20Libraries%20Ontario_Supporting%20COVID_2020_04_20_final.pdf

Top URLs in Tweet in G1:
[1] https://blogs.ifla.org/lpa/2020/04/21/adovc8-now-and-next-part-2-what-might-a-library-advocacy-agenda-for-the-post-pandemic-world-look-like/

Top URLs in Tweet in G2:
[2] https://www.cbsnews.com/video/youth-poet-laureate-amanda-gorman-offers-words-of-hope-amid-pandemic/
[1] https://edition.cnn.com/2020/04/17/opinions/what-were-reading-during-pandemic-taylor/index.html
[1] https://www.alreporter.com/2020/04/16/academic-libraries-play-essential-role-during-coronavirus-pandemic/
[1] http://r.socialstudio.radian6.com/c910ba93-961a-4cb6-9bb3-e35731eb951f
[1] https://storycorps.org/National-Library-Week
[1] http://www.msn.com/en-us/news/good-news/kindness-cant-be-quarantined-little-free-libraries-now-used-to-provide-essential-items-during-pandemic/ar-BB12UDuQ?ocid=st2
[1] https://www.usatoday.com/story/news/nation/2020/04/20/coronavirus-little-free-libraries-offer-food-comfort-during-pandemic/5163728002/
[1] https://araeofbooks.wordpress.com/2020/04/24/when-in-doubt-go-to-the-library-if-there-isnt-a-global-pandemic-going-on/

Top URLs in Tweet in G3:
[19] https://www.waldorfpublishing.com/
[19] https://dfw.cbslocal.com/?p=904872

Top URLs in Tweet in G5:
[1] https://scholarlykitchen.sspnet.org/2020/04/21/guest-post-seamless-remote-access-during-a-global-pandemic-an-indispensable-necessity/

Top URLs in Tweet in G6:
[1] https://www.shareable.net/canadas-libraries-step-up-to-help-vulnerable-people-during-pandemic/

Top URLs in Tweet in G7:
[2] https://soundcloud.com/user-79098433/bored-at-home-your-south-coast-library-may-have-the-answer

Top URLs in Tweet in G8:
[2] https://www.seattletimes.com/seattle-news/homeless/seattle-will-reopen-5-library-bathrooms-during-coronavirus-pandemic/

Top URLs in Tweet in G9:
[1] https://www.ocls.ca/sites/default/files/uploads/documents/College%20Libraries%20Ontario_Supporting%20COVID_2020_04_20_final.pdf

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[78] libraries
[39] covid19
[25] pandemic
[22] books
[21] givingback
[21] donating
[21] teachers
[19] families
[19] churches
[19] cbsdfw



Top Hashtags in Tweet in G1:
[35] libraries
[35] covid19
[1] libraryadvocacy

Top Hashtags in Tweet in G2:
[9] libraries
[3] covid19
[2] reading
[2] nationallibraryweek
[2] themiracleofmorning
[2] youthpoetlaureate
[2] amandagorman
[2] hope
[2] poetry
[2] losangelespl

Top Hashtags in Tweet in G3:
[21] givingback
[21] pandemic
[21] donating
[21] books
[21] teachers
[21] libraries
[19] families
[19] churches
[19] cbsdfw
[19] moms

Top Hashtags in Tweet in G4:
[2] customerexperience
[2] mobile
[2] app
[2] libraries
[2] us
[2] australia
[2] newzealand

Top Hashtags in Tweet in G5:
[1] seamlessaccess
[1] ra21
[1] libraries

Top Hashtags in Tweet in G6:
[2] library
[2] libraries

Top Hashtags in Tweet in G7:
[2] podcast
[2] libraries
[2] communities
[2] caronavirus2020
[2] pandemic

Top Hashtags in Tweet in G8:
[1] libraries

Top Hashtags in Tweet in G9:
[1] ontario
[1] college
[1] libraries

Top Hashtags in Tweet in G10:
[1] pandemic
[1] yourcentrallibraryhub
[1] libraries
[1] keepreading

Top Words
Top Words in Tweet in Entire Graph:
[41] Words in Sentiment List#1: Positive
[46] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[2971] Non-categorized Words
[3058] Total Words
[88] #libraries
[87] during
[39] crisis
[39] #covid19
[39] need

Top Words in Tweet in G1:
[35] #libraries
[35] values
[35] much
[35] contribute
[35] during
[35] #covid19
[35] crisis
[35] beyond
[35] governments
[35] partners

Top Words in Tweet in G2:
[9] #libraries
[8] during
[4] pandemic
[3] provide
[3] #covid19
[2] #reading
[2] libraries
[2] here
[2] new
[2] #nationallibraryweek

Top Words in Tweet in G3:
[21] waldorfreaders
[21] #givingback
[21] during
[21] #pandemic
[21] barbara
[21] terry
[21] #donating
[21] 10k
[21] #books
[21] #teachers

Top Words in Tweet in G4:
[14] library
[7] solus
[7] mobilise
[7] fast
[7] during
[7] pandemic
[7] help
[7] divert
[7] resources
[7] e

Top Words in Tweet in G5:
[2] seamless
[2] remote
[2] access
[2] during
[2] global
[2] pandemic
[2] indispensable
[2] necessity
[2] ryoungen
[2] scholarlykitchn

Top Words in Tweet in G6:
[2] repurposing
[2] #library
[2] skills
[2] crisis
[2] canada
[2] s
[2] #libraries
[2] step
[2] up
[2] help

Top Words in Tweet in G7:
[2] pleased
[2] work
[2] southcoasthlth
[2] latest
[2] episode
[2] #podcast
[2] find
[2] out
[2] local
[2] #libraries

Top Words in Tweet in G8:
[4] seattle
[2] reopen
[2] 5
[2] library
[2] bathrooms
[2] during
[2] coronavirus
[2] pandemic
[2] times
[2] #libraries

Top Words in Tweet in G9:
[4] ontario
[4] college
[4] libraries
[2] clo
[2] gone
[2] above
[2] beyond
[2] support
[2] students
[2] faculty

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[38] during,#covid19
[37] #covid19,crisis
[35] #libraries,values
[35] values,much
[35] much,contribute
[35] contribute,during
[35] crisis,beyond
[35] beyond,governments
[35] governments,partners
[35] partners,need

Top Word Pairs in Tweet in G1:
[35] #libraries,values
[35] values,much
[35] much,contribute
[35] contribute,during
[35] during,#covid19
[35] #covid19,crisis
[35] crisis,beyond
[35] beyond,governments
[35] governments,partners
[35] partners,need

Top Word Pairs in Tweet in G2:
[3] during,pandemic
[2] #themiracleofmorning,america's
[2] inaugural,#youthpoetlaureate
[2] #youthpoetlaureate,#amandagorman
[2] #amandagorman,shares
[2] shares,message
[2] message,#hope
[2] #hope,during
[2] during,#covid19
[2] #covid19,crisis

Top Word Pairs in Tweet in G3:
[21] waldorfreaders,#givingback
[21] #givingback,during
[21] during,#pandemic
[21] #pandemic,barbara
[21] barbara,terry
[21] terry,#donating
[21] #donating,10k
[21] 10k,#books
[21] #books,#teachers
[21] #teachers,#libraries

Top Word Pairs in Tweet in G4:
[7] solus,mobilise
[7] mobilise,library
[7] library,fast
[7] fast,during
[7] during,pandemic
[7] pandemic,help
[7] help,divert
[7] divert,resources
[7] resources,e
[7] e,library

Top Word Pairs in Tweet in G5:
[2] seamless,remote
[2] remote,access
[2] access,during
[2] during,global
[2] global,pandemic
[2] pandemic,indispensable
[2] indispensable,necessity
[2] necessity,ryoungen
[2] ryoungen,scholarlykitchn
[2] scholarlykitchn,success

Top Word Pairs in Tweet in G6:
[2] repurposing,#library
[2] #library,skills
[2] skills,crisis
[2] crisis,canada
[2] canada,s
[2] s,#libraries
[2] #libraries,step
[2] step,up
[2] up,help
[2] help,vulnerable

Top Word Pairs in Tweet in G7:
[2] pleased,work
[2] work,southcoasthlth
[2] southcoasthlth,latest
[2] latest,episode
[2] episode,#podcast
[2] #podcast,find
[2] find,out
[2] out,local
[2] local,#libraries
[2] stepping,up

Top Word Pairs in Tweet in G8:
[2] seattle,reopen
[2] reopen,5
[2] 5,library
[2] library,bathrooms
[2] bathrooms,during
[2] during,coronavirus
[2] coronavirus,pandemic
[2] pandemic,seattle
[2] seattle,times
[2] times,#libraries

Top Word Pairs in Tweet in G9:
[4] college,libraries
[2] ontario,college
[2] libraries,clo
[2] clo,college
[2] libraries,ontario
[2] ontario,gone
[2] gone,above
[2] above,beyond
[2] beyond,support
[2] support,students

Top Replied-To
Top Replied-To in Entire Graph:
@waldorfreaders

Top Replied-To in G3:
@waldorfreaders

Top Mentioned
Top Tweeters
Top Tweeters in Entire Graph:
@tweetyourbooks
@writeintoprint
@i_y_s
@books2delight
@dmzhukova
@nancymurden
@booksizzle
@bibliosophus
@booktweepz
@janecowell8

Top Tweeters in G1:
@i_y_s
@nancymurden
@bibliosophus
@waleedalbadi
@alianational
@rbeaudryccle
@z_gharbi
@gpsalmeron
@rennygranda
@preprint_

Top Tweeters in G2:
@chriscoxlibrar1
@uablhl
@oclc_anz
@mmtlibrary
@lillianpak
@givethanksfirst
@emilygaffney509
@andrewhollismoo

Top Tweeters in G3:
@tweetyourbooks
@writeintoprint
@books2delight
@booksizzle
@booktweepz
@waldorfreaders
@aina4over4

Top Tweeters in G4:
@lizmcgettigan
@solusuk
@darrentheviking
@neilwishart

Top Tweeters in G5:
@tac_niso
@mrgunn
@scholarlykitchn
@ryoungen

Top Tweeters in G6:
@janecowell8
@shareable
@ifla_pls

Top Tweeters in G7:
@southcoasthlth
@theriault__john
@truventis

Top Tweeters in G8:
@libraryjournal
@thuglibrarian

Top Tweeters in G9:
@stclairlibrary
@ocls

Top Tweeters in G10:
@borrowbox
@cardiff_hub


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