(Libraries OR Library) (Pandemic OR Corona OR virus OR COVID), Twitter, 4/25/2020 9:30:48 AM, 225556
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(Libraries OR Library) (Pandemic OR Corona OR virus OR COVID) Twitter NodeXL SNA Map and Report for
(Libraries OR Library) (Pandemic OR Corona OR virus OR COVID) Twitter NodeXL SNA Map and Report for
View an interactive version of this graph (experimental)
From:
marc_smith
Uploaded on:
April 25, 2020
Short Description:
(Libraries OR Library) (Pandemic OR Corona OR virus OR COVID) via NodeXL https://bit.ly/2S16kt1
@ifla
@un
@alalibrary
@4sayf
@cl_uom
@publisherswkly
@un_women
@corneliaamiri
@nbcnews
@heidinbc

Top hashtags:
#covid19
#libraries
#coronavirus
#nationallibraryweek

Description:
Description
The graph represents a network of 17,921 Twitter users whose recent tweets contained "(Libraries OR Library) (Pandemic OR Corona OR virus OR COVID)", 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 19:53 UTC.

The tweets in the network were tweeted over the 7-day, 21-hour, 6-minute period from Thursday, 16 April 2020 at 21:53 UTC to Friday, 24 April 2020 at 19:00 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 : 18133
Unique Edges : 26123
Edges With Duplicates : 33795
Total Edges : 59918
Number of Edge Types : 5
Mentions : 32923
Replies to : 2358
Retweet : 12084
Tweet : 5475
MentionsInRetweet : 7078
Self-Loops : 5537
Reciprocated Vertex Pair Ratio : 0.0698961673537945
Reciprocated Edge Ratio : 0.130659720983338
Connected Components : 3525
Single-Vertex Connected Components : 1725
Maximum Vertices in a Connected Component : 6458
Maximum Edges in a Connected Component : 22777
Maximum Geodesic Distance (Diameter) : 24
Average Geodesic Distance : 7.668711
Graph Density : 8.52434938261471E-05
Modularity : 0.455786
NodeXL Version : 1.0.1.431
Data Import : The graph represents a network of 17,921 Twitter users whose recent tweets contained "(Libraries OR Library) (Pandemic OR Corona OR virus OR COVID)", 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 19:53 UTC.

The tweets in the network were tweeted over the 7-day, 21-hour, 6-minute period from Thursday, 16 April 2020 at 21:53 UTC to Friday, 24 April 2020 at 19:00 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".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : (Libraries OR Library) (Pandemic OR Corona OR virus OR COVID)
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[150] https://www.publishersweekly.com/pw/by-topic/industry-news/libraries/article/83093-public-libraries-after-the-pandemic.html
[81] https://americanlibrariesmagazine.org/blogs/the-scoop/covid-19-reopening-libraries-not-when-but-how/
[30] https://www.imls.gov/news/covid-19-research-partnership-inform-safe-handling-collections-reopening-practices-libraries
[26] https://www.unwomen.org/en/digital-library/publications/2020/04/issue-brief-violence-against-women-and-girls-data-collection-during-covid-19
[26] https://flutrackers.com/forum/forum/welcome-to-the-scientific-library/immunity-aa/848428-covid-19-reinfections-thread-207-cases-in-south-korea-saying-not-highly-infectious/page2#post851044
[24] https://librarianship.ca/blog/covid-19-library-employment/
[24] https://www.ifalpa.org/publications/library/covid-19-guidance-for-crews--3300
[22] https://www.slj.com/?detailStory=school-COVID-19-response-survey-planning-for-returned-library-books-coronavirus&utm_source=editorial&utm_medium=SLJTW&utm_term=&utm_content=&utm_campaign=articles
[22] https://www.unwomen.org/en/digital-library/publications/2020/04/policy-brief-the-impact-of-covid-19-on-women
[21] https://lithub.com/the-new-york-public-library-might-quarantine-books-to-keep-covid-19-from-spreading/

Top URLs in Tweet in G1:
[96] https://www.publishersweekly.com/pw/by-topic/industry-news/libraries/article/83093-public-libraries-after-the-pandemic.html
[47] https://americanlibrariesmagazine.org/blogs/the-scoop/covid-19-reopening-libraries-not-when-but-how/
[19] https://www.imls.gov/news/covid-19-research-partnership-inform-safe-handling-collections-reopening-practices-libraries
[11] https://www.bcpl.info/blog/2020/the-library-and-covid-19
[11] https://ukmedlibs.wordpress.com/2020/04/22/covid-19-the-library-response-transcript-analytics-and-links-for-the-may-ukmedlibs-chat/
[10] https://dontprivatiselibraries.blogspot.com/2020/04/close-libraries.html?m=1
[10] https://www.ifla.org/covid-19-and-libraries
[9] https://www.wired.com/story/covid-19-libraries-impact-goes-beyond-books/
[9] https://ideas.demco.com/blog/libraries-prove-importance-digital-resources-and-more/
[8] https://christianlauersen.net/2020/04/08/never-let-a-serious-crisis-go-to-waste-libraries-transforming-in-the-age-of-corona/

Top URLs in Tweet in G2:
[34] https://www.publishersweekly.com/pw/by-topic/industry-news/libraries/article/83093-public-libraries-after-the-pandemic.html
[15] https://americanlibrariesmagazine.org/blogs/the-scoop/covid-19-reopening-libraries-not-when-but-how/
[8] https://www.slj.com/?detailStory=public-libraries-see-uptick-in-checkouts-of-ya-Kids-ebooks-audiobooks-juvenile-fiction-jumps-68-percent-since-covid19-pandemic
[8] https://www.slj.com?detailStory=public-libraries-see-uptick-in-checkouts-of-ya-Kids-ebooks-audiobooks-juvenile-fiction-jumps-68-percent-since-covid19-pandemic
[8] https://www.imls.gov/news/covid-19-research-partnership-inform-safe-handling-collections-reopening-practices-libraries
[6] http://www.consilium.europa.eu/en/documents-publications/library/library-blog/posts/think-tanks-reports-on-covid-19/
[6] https://www.news18.com/news/tech/world-book-day-best-free-ebook-libraries-to-help-you-beat-covid-19-lockdown-blues-2589023.html
[5] https://link.medium.com/k9BS4RI0J5
[5] https://www.usatoday.com/story/news/nation/2020/04/20/coronavirus-little-free-libraries-offer-food-comfort-during-pandemic/5163728002/
[5] https://link.medium.com/rpH3gTBJQ5

Top URLs in Tweet in G4:
[17] https://www.unwomen.org/en/digital-library/publications/2020/04/issue-brief-violence-against-women-and-girls-data-collection-during-covid-19
[16] https://www.unwomen.org/en/digital-library/publications/2020/04/policy-brief-the-impact-of-covid-19-on-women
[13] https://www.unwomen.org/en/digital-library/publications/2020/04/issue-brief-covid-19-and-ending-violence-against-women-and-girls
[8] https://asiapacific.unwomen.org/en/digital-library/publications/2020/04/the-first-100-days-of-the-covid-19-outbreak-in-asia-and-the-pacific
[8] https://www.unwomen.org/en/digital-library/multimedia/2020/4/infographic-covid19-violence-against-women-and-girls
[6] https://unsdg.un.org/resources/shared-responsibility-global-solidarity-responding-socio-economic-impacts-covid-19
[5] https://www.fastcompany.com/90490585/closed-libraries-are-offering-parking-lot-wi-fi-e-books-and-zoom-story-time
[4] https://eca.unwomen.org/en/digital-library/publications/2020/04/putting-women-at-the-forefront-of-the-covid-19-response-in-europe-and-central-asia
[3] https://www.unwomen.org/en/digital-library/publications/2020/04/covid-19-promoting-positive-gender-roles-in-marketing-and-advertising
[3] https://www.ug.undp.org/content/uganda/en/home/library/undp-uganda-s-international-day-of-creativity-and-innovation.html

Top URLs in Tweet in G5:
[17] https://www.slj.com/?detailStory=school-COVID-19-response-survey-planning-for-returned-library-books-coronavirus&utm_source=editorial&utm_medium=SLJTW&utm_term=&utm_content=&utm_campaign=articles
[16] https://www.slj.com/?detailStory=public-libraries-see-uptick-in-checkouts-of-ya-Kids-ebooks-audiobooks-juvenile-fiction-jumps-68-percent-since-covid19-pandemic&utm_source=editorial&utm_medium=SLJTW&utm_term=&utm_content=&utm_campaign=articles
[10] https://www.nytimes.com/2020/04/23/neediest-cases/first-book-school-closed-coronavirus.html
[7] https://www.slj.com/?detailStory=public-libraries-see-uptick-in-checkouts-of-ya-Kids-ebooks-audiobooks-juvenile-fiction-jumps-68-percent-since-covid19-pandemic
[3] https://www.bemidjipioneer.com/news/education/5497996-School-library-media-specialists-wear-many-hats-through-COVID-19-transition#.Xp-myF9DnlA.twitter
[2] https://www.slj.com/?detailStory=SLJ-school-covid-19-response-survey-services-provided-during-closures-coronavirus&utm_source=editorial&utm_medium=SLJTW&utm_term=&utm_content=&utm_campaign=articles
[2] https://www.tsl.texas.gov/ld/librarydevelopments/2020/04/16/next-week-new-tslac-webinar-on-library-communication-strategies-under-covid-19/
[1] https://twitter.com/mystidream/status/1253406996323110912
[1] https://www.dispatch.com/news/20200423/battelle-to-test-library-materials-for-coronavirus-lifespan?fbclid=IwAR234rmUPqunkGosX26RRqFnXPBjeg6UYpVXldwzOTWe6hBTlS7gfDnBGy0
[1] https://www.slj.com/?event=digital-resources-for-k-12---learning-in-the-age-of-covid

Top URLs in Tweet in G6:
[14] https://www.gov.ie/en/news/090bca-use-of-online-public-library-service-soars-during-covid-19-crisis-mi/
[6] https://www.worldbookday.com/2020/04/how-to-celebrate-world-book-night-on-the-23rd-april/
[5] https://nuim.libguides.com/MULibraryResources/Remote
[3] https://www.bloomsbury.com/dr/digital-resources/library-resources/covid-19-resources-available-from-bloomsbury/
[2] https://nuim.libguides.com/MULibraryResources/StaffSupport
[2] https://nuim.libguides.com/MULibraryResources/StudentSupport
[2] https://nuim.libguides.com/MULibraryResources/Contact#LibrarySupport
[1] https://nuim.libguides.com/MULibraryResources/AdditionalResources
[1] https://twitter.com/DeptRCD/status/1251115362965471233
[1] http://drugs.ie

Top URLs in Tweet in G7:
[5] https://www.blacklocks.ca/feds-conceals-pandemic-files/
[1] https://twitter.com/hollyanndoan/status/1252959018986987520
[1] https://www.netmeds.com/health-library/post/amazing-benefits-of-chyawanprash-for-bolstering-immunity-and-vitality

Top URLs in Tweet in G8:
[10] https://www.detroitnews.com/story/news/local/michigan/2020/04/21/michigan-deaths-2700-cases-rise-nearly-33000/2997405001/
[8] https://newsroom.arlingtonva.us/release/new-wi-fi-hot-spots-help-arlington-residents-to-connect-during-covid-19/
[2] https://blogs.loc.gov/loc/2020/04/the-great-influenza-library-resources-on-the-1918-to-1919-pandemic/?loclr=twloc
[2] https://www.seattletimes.com/seattle-news/homeless/seattle-will-reopen-5-library-bathrooms-during-coronavirus-pandemic/?utm_source=twitter&utm_medium=social&utm_campaign=article_inset_1.1
[1] https://www.nbcnews.com/tech/tech-news/facebook-ads-conspiracy-theorists-pushed-bleach-consumption-uv-ray-cures-n1191721
[1] https://www.detroitnews.com/story/news/local/wayne-county/2020/04/21/rapid-testing-coronavirus-dearborn-henry-ford-library/5168804002/
[1] https://www.detroitnews.com/story/news/local/oakland-county/2020/04/21/beaumont-lay-off-nearly-2-500-eliminate-450-jobs-due-covid-19/2995072001/
[1] https://www.detroitnews.com/story/news/education/2020/04/21/um-wsu-msu-sued-students-bigger-refunds-amid-covid-19-outbreak/2995760001/
[1] https://www.detroitnews.com/news/nation-world/coronavirus/
[1] https://newsroom.arlingtonva.us/release/new-wi-fi-hot-spots-help-arlington-residents-to-connect-during-covid-19

Top URLs in Tweet in G10:
[20] https://lithub.com/the-new-york-public-library-might-quarantine-books-to-keep-covid-19-from-spreading/
[7] https://www.jsonline.com/story/news/2020/04/20/little-free-libraries-offering-food-during-coronavirus-pandemic/5128302002/
[6] https://forestofreading.com/
[5] https://www.liberationlib.com/covid-19-response-shop-local.html
[3] https://archives.barnard.edu/what-we-do/COVID19
[3] https://publicassets.org/library/publications/the-covid-crisis-is-hitting-some-vermonters-harder/
[2] https://lithub.com/maybe-we-can-all-be-sourdough-librarians-in-a-post-pandemic-world/
[2] https://podcasts.apple.com/us/podcast/pns-daily-newscast-april-24-2020/id534533436?i=1000472494642
[2] https://lithub.com/5-shakespeare-scholars-on-the-past-present-and-future-of-theater-amid-covid-19/
[2] https://library.barnard.edu/news/help-us-document-covid-19-barnard

Top Domains
Top Domains in Tweet in Entire Graph:
[462] twitter.com
[160] publishersweekly.com
[148] americanlibrariesmagazine.org
[146] lexology.com
[122] unwomen.org
[107] org.uk
[101] co.uk
[91] ac.uk
[91] slj.com
[73] youtube.com

Top Domains in Tweet in G1:
[101] publishersweekly.com
[91] americanlibrariesmagazine.org
[53] twitter.com
[24] ala.org
[24] imls.gov
[22] ifla.org
[20] org.au
[18] libraryjournal.com
[16] wordpress.com
[15] blogspot.com

Top Domains in Tweet in G2:
[93] lexology.com
[74] twitter.com
[39] publishersweekly.com
[38] dy.si
[34] linkedin.com
[31] instagram.com
[27] americanlibrariesmagazine.org
[27] co.uk
[26] slj.com
[22] lectortmo.com

Top Domains in Tweet in G4:
[96] unwomen.org
[6] un.org
[6] edu.iq
[5] unwo.men
[5] fastcompany.com
[4] bit.ly
[4] unesco.org
[3] undp.org
[2] ow.ly
[2] evalpartners.org

Top Domains in Tweet in G5:
[47] slj.com
[10] nytimes.com
[3] twitter.com
[3] bemidjipioneer.com
[2] surveygizmo.com
[2] texas.gov
[1] dispatch.com
[1] libraryjournal.com
[1] firstbook.org
[1] ala.org

Top Domains in Tweet in G6:
[15] gov.ie
[12] libguides.com
[8] twitter.com
[7] bloomsbury.com
[6] worldbookday.com
[2] drugsandalcohol.ie
[2] hse.ie
[2] dublincity.ie
[1] drugs.ie
[1] healthpromotion.ie

Top Domains in Tweet in G7:
[5] blacklocks.ca
[1] twitter.com
[1] netmeds.com

Top Domains in Tweet in G8:
[14] detroitnews.com
[9] arlingtonva.us
[4] seattletimes.com
[3] loc.gov
[2] twitter.com
[1] nbcnews.com
[1] youtube.com
[1] www.youtube
[1] imls.gov
[1] zoom.us

Top Domains in Tweet in G10:
[26] lithub.com
[8] forestofreading.com
[7] barnard.edu
[7] jsonline.com
[5] liberationlib.com
[3] twitter.com
[3] publicassets.org
[2] apple.com
[2] google.com
[1] publishersweekly.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1993] covid19
[401] libraries
[355] coronavirus
[305] nationallibraryweek
[282] covid_19
[264] covid
[255] pandemic
[133] library
[110] moneynews
[99] misinformation



Top Hashtags in Tweet in G1:
[310] covid19
[273] libraries
[88] misinformation
[46] nationallibraryweek
[32] lockdown
[28] librariesfromhome
[26] ukmedlibs
[25] library
[25] nationalbookmobileday
[20] protectlibraryworkers

Top Hashtags in Tweet in G2:
[137] covid19
[76] covid
[49] coronavirus
[37] libraries
[35] nationallibraryweek
[32] library
[25] pandemic
[23] staysafe
[22] corona
[21] covid_19

Top Hashtags in Tweet in G4:
[699] covid19
[48] coronavirus
[21] covid
[17] wcid2020
[15] covid_19
[11] un
[10] asiapacific
[10] quarantinelife
[9] inequality
[8] gender

Top Hashtags in Tweet in G5:
[13] covid19
[12] nonfiction
[10] aftbooks4keeps
[7] libraries
[3] nationallibraryweek
[2] libraryweek
[2] supportlibraries
[2] tlavirtual2020
[1] sljdigitalresources
[1] libchat

Top Hashtags in Tweet in G6:
[51] covid_19
[12] worldbooknight
[8] borrowbox
[3] covid19
[3] covid
[3] stayhome
[3] 6books6people
[2] vaccineswork
[2] librarysupport
[2] inthistogether

Top Hashtags in Tweet in G7:
[135] pandemic
[8] cdnfoi
[4] cdnpoli
[1] chyavanaprashaforimmunity
[1] ayurveda
[1] corona
[1] ayurvedafightscorona

Top Hashtags in Tweet in G8:
[33] davpilkey
[18] nationallibraryweek
[13] covid19
[4] seattle
[4] homeless
[3] criminals
[2] coronavirus
[2] virginia
[1] pc
[1] unsheltered

Top Hashtags in Tweet in G9:
[1] covid19

Top Hashtags in Tweet in G10:
[11] covid19
[8] forestofreading
[4] statejobsday
[4] vtpoli
[3] pnsdailynewscast
[2] shakespeare
[2] theater
[2] covid19vt
[1] cuarchives
[1] freethemall

Top Words
Top Words in Tweet in Entire Graph:
[16750] Words in Sentiment List#1: Positive
[11805] Words in Sentiment List#2: Negative
[153] Words in Sentiment List#3: Angry/Violent
[625425] Non-categorized Words
[653980] Total Words
[10651] library
[7303] covid
[6758] pandemic
[6668] 19
[4160] libraries

Top Words in Tweet in G1:
[1534] libraries
[1444] library
[1115] pandemic
[1005] covid
[977] 19
[725] during
[472] public
[425] help
[402] people
[374] #libraries

Top Words in Tweet in G2:
[1156] library
[958] covid
[908] 19
[570] pandemic
[420] during
[397] libraries
[203] amp
[200] public
[193] more
[165] free

Top Words in Tweet in G3:
[1590] global
[1590] pandemic
[1590] library
[1590] uni
[1589] man
[1589] disso
[1589] assignments
[1589] xxxx
[2] table

Top Words in Tweet in G4:
[1055] women
[824] violence
[808] against
[740] #covid19
[589] girls
[568] #coronavirus
[503] data
[413] during
[402] un_women
[395] pandemic

Top Words in Tweet in G5:
[399] library
[224] pandemic
[192] libraries
[176] national
[166] week
[160] find
[160] place
[157] covid
[154] digital
[147] books

Top Words in Tweet in G6:
[200] library
[152] 19
[150] covid
[135] more
[122] during
[99] amp
[94] amount
[94] courses
[90] online
[71] resources

Top Words in Tweet in G7:
[302] parl
[264] files
[247] library
[221] pandemic
[194] disclose
[194] public
[157] thousands
[156] feds
[140] #cdnpoli
[140] #cdnfoi

Top Words in Tweet in G8:
[251] library
[78] covid
[77] help
[74] 19
[66] wear
[66] mask
[62] people
[60] during
[58] central
[58] being

Top Words in Tweet in G9:
[339] swedish
[170] sweden
[169] library
[169] yes
[168] national
[168] gets
[168] props
[168] today
[168] made
[168] entire

Top Words in Tweet in G10:
[104] books
[102] library
[68] donated
[68] funds
[59] amp
[56] pandemic
[49] liberation
[48] send
[48] book
[46] climate

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6420] covid,19
[1689] global,pandemic
[1665] pandemic,library
[1590] library,uni
[1589] man,disso
[1589] disso,assignments
[1589] assignments,global
[1589] uni,xxxx
[1267] during,covid
[1139] during,pandemic

Top Word Pairs in Tweet in G1:
[943] covid,19
[309] during,covid
[297] public,libraries
[266] during,pandemic
[206] coronavirus,pandemic
[196] library,workers
[194] 19,pandemic
[166] kind,people
[122] national,library
[110] libraries,low

Top Word Pairs in Tweet in G2:
[861] covid,19
[162] during,covid
[122] during,pandemic
[105] 19,pandemic
[88] public,library
[65] national,library
[60] coronavirus,pandemic
[58] public,libraries
[52] library,week
[50] due,covid

Top Word Pairs in Tweet in G3:
[1590] global,pandemic
[1590] pandemic,library
[1589] man,disso
[1589] disso,assignments
[1589] assignments,global
[1589] library,uni
[1589] uni,xxxx

Top Word Pairs in Tweet in G4:
[783] violence,against
[783] against,women
[565] women,girls
[300] preventable,during
[300] during,#coronavirus
[291] #coronavirus,pandemic
[285] data,shows
[285] pandemic,un_women
[283] #covid19,crisis
[275] shows,violence

Top Word Pairs in Tweet in G5:
[165] national,library
[163] library,week
[141] covid,19
[82] 19,pandemic
[79] happy,national
[79] week,covid
[79] pandemic,theme
[79] theme,national
[79] week,find
[79] find,place

Top Word Pairs in Tweet in G6:
[149] covid,19
[61] during,covid
[61] 19,crisis
[59] library,service
[58] public,library
[55] use,online
[55] online,public
[55] service,soars
[55] soars,during
[54] ebooks,amp

Top Word Pairs in Tweet in G7:
[194] parl,library
[135] #cdnpoli,#cdnfoi
[134] lopresearch,heather
[134] heather,lank
[109] cabinet,concealing
[109] concealing,thousands
[108] feds,conceals
[108] conceals,pandemic
[108] pandemic,files
[108] files,blacklock

Top Word Pairs in Tweet in G8:
[74] covid,19
[66] wear,mask
[42] during,covid
[41] central,library
[41] people,living
[40] city,seattle
[40] re,opening
[40] starting,thursday
[40] living,outside
[39] columbia,pike

Top Word Pairs in Tweet in G9:
[168] national,library
[168] library,sweden
[168] sweden,gets
[168] gets,props
[168] props,today
[168] today,made
[168] made,entire
[168] entire,press
[168] press,archive
[168] archive,400

Top Word Pairs in Tweet in G10:
[49] liberation,library
[44] book,drive
[42] books,send
[38] incarcerated,youth
[34] know,liberation
[34] library,entirely
[34] entirely,volunteer
[34] volunteer,run
[34] run,funded
[34] funded,work

Top Replied-To
Top Replied-To in Entire Graph:
@sureshseshadri1
@pattikimble
@ajitsinhjagirda
@satishrathod100
@sarahgould_sa
@swetamishraa
@waldorfreaders
@nair_hena
@travisdon1981
@netaniyanta

Top Replied-To in G1:
@fabbityfab
@scottgottliebmd
@screwydecimal
@eminencefont
@halpernalex
@thecharminglib
@hahalibrary
@bplboston
@blackgirldating
@drunkestlibrary

Top Replied-To in G2:
@worcshealthlib
@houserhenry

Top Replied-To in G4:
@unwomenasia
@un_women
@sk_leshan
@geraldikilai
@amitabhk87
@sambannz
@unesco
@nerisaj
@officialpdpnig

Top Replied-To in G5:
@txla
@tlt16
@robotsoncycles
@youens_gators

Top Replied-To in G6:
@marygtroche
@hselive
@mariamernagh
@fertilityexpert
@redsunbeam
@kathleen_mcn
@kennedyloulou
@niamheg
@kittycathogan
@rickoshea

Top Replied-To in G7:
@danielblouin
@davidpugliese

Top Replied-To in G10:
@isham_literacy
@chadlivengood
@aliciafiasco_
@clarrissajo
@andrewsraejean
@elladvocates
@coconutlime

Top Mentioned
Top Mentioned in Entire Graph:
@un_women
@mukheruee9manas
@paperrose2k
@wishmaster2019
@drsunandambal
@dharmvirjangra9
@nutan_jyot
@bharatwashi1
@bharatmachine99

Top Mentioned in G1:
@publisherswkly
@oclc
@t_inglesby
@battelle
@alalibrary
@libsconnected
@ifla
@us_imls
@ace_national
@dcms

Top Mentioned in G2:
@libraryfriends5
@fes_tse
@vandylibraries
@yousefalnady

Top Mentioned in G4:
@un_women
@who
@jpvawdata
@unwomenasia
@eu_commission
@undpuganda
@ahunnaeziakonwa
@asteiner
@undpafrica
@uninuganda

Top Mentioned in G5:
@firstbook
@sljournal
@aftunion
@kishizuka
@angiecthomas
@origamiyoda
@mdanebauer
@alangratz
@lclineransome
@kellyyanghk

Top Mentioned in G6:
@michaelringfg
@library_mu
@dubcilib
@borrowbox
@healthyireland
@archumanities
@ibtauris
@librariesire
@uniofnottingham
@dlr_libraries

Top Mentioned in G7:
@lopresearch
@lopinformation
@scottreidcpc
@govcanhealth
@ourcommons
@davidpugliese
@hollyanndoan
@pattyhajdu
@pablorodriguez
@justintrudeau

Top Mentioned in G8:
@arlingtonva
@apscareercenter
@apshsitc
@glenellynpl
@seattletimes
@apsvirginia
@dhmiddleaps
@dhms_ptsa
@apslibrarians

Top Mentioned in G9:
@un_women

Top Mentioned in G10:
@ltlfreelibrary
@journalsentinel
@columbia
@megjonesjs
@lithub
@barnlib
@columbialib
@freep
@animalcrossing

Top Tweeters
Top Tweeters in Entire Graph:
@jurylady5
@chris_1791
@marcodacostafx
@existenciala
@odio_nao
@rk70534
@edinburghwatch
@quibellpaul
@stevebrookesmbe
@diraholanda

Top Tweeters in G1:
@jurylady5
@ottlegalrebels
@janiecestaton
@rkastrejon
@valsadie
@drrimmer
@blackflagchi
@safelibraries
@arthur_affect
@kevincarson1

Top Tweeters in G2:
@prpnews
@yordimx
@asher_wolf
@co_jit
@iam__network
@ketaminh
@6549lmartin
@caffreyej
@flashbloglive
@persiankittenz

Top Tweeters in G3:
@flotuk
@marthabali_
@its_serenaxo
@roshie_99
@hxlds
@sianny_says
@judehawky
@mxngolassi
@tracee_princess
@anjolalalala

Top Tweeters in G4:
@odio_nao
@nilimajumder
@awelab1956
@dailynation
@trekkiegemini
@trigorosa
@tzdiscovery
@emocionycambio
@africaupdates
@xaelbot

Top Tweeters in G5:
@kaylamarie413
@tlt16
@lindabernfeld
@technolibrary
@martyrabkin
@jewel_thomas_pb
@mtechman
@fatgirlinohio
@knoxdiver
@nancymurden

Top Tweeters in G6:
@katelaity
@tartanroots
@queenofthewilis
@injtokyo
@armyofwomack
@irpsych
@lacelimerick
@rickoshea
@beebsymca
@peterandann

Top Tweeters in G7:
@lyndae222
@traveller_makk
@vivianmtl
@angelatange65
@4est2j
@druid999s
@nikkudix
@rogergumley
@g_ozzy
@alan_poirier

Top Tweeters in G8:
@saragomezaranci
@kimvie
@ghofmar
@fangirljeanne
@kaffe_takk
@shyduroff
@watchdogsniffer
@detroitnews
@gwinniejones
@starchyarchie

Top Tweeters in G9:
@boston1775
@sanlin
@joycehermit
@michellbasler
@kseenaa
@ragingrainbow
@hbbtruth
@thisaeshaw
@jelenapopovic_e
@aamerinam

Top Tweeters in G10:
@quibellpaul
@aliciafiasco_
@kmontenegro
@briasoboojie
@roxann_minerals
@freep
@ana_captures
@msudsie
@coldbean
@lettienets


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