ALALibrary, Twitter, 8/13/2020 7:00:20 AM, 232569


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ALALibrary_2020-08-12_20-52-00.xlsx
ALALibrary_2020-08-12_20-52-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2020
Short Description:
ALALibrary via NodeXL https://bit.ly/30P2F6n
@alalibrary
@google
@nedenags
@1600council
@hornbook
@safelibraries
@myonlinelifenow
@wearealsc
@deecalhounsmhn
@kel_karpinski

Top hashtags:
#thebookawardcelebration
#alavirtual20
#alaholdingspace
#babysittersclub

Description:
Description
The graph represents a network of 5,910 Twitter users whose tweets in the requested range contained "ALALibrary", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 13 August 2020 at 04:01 UTC.

The requested start date was Thursday, 13 August 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 49-day, 0-hour, 48-minute period from Wednesday, 24 June 2020 at 19:41 UTC to Wednesday, 12 August 2020 at 20:30 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 : 5910
Unique Edges : 9709
Edges With Duplicates : 17266
Total Edges : 26975
Number of Edge Types : 5
Retweet : 3971
MentionsInRetweet : 7807
Mentions : 12780
Replies to : 1611
Tweet : 806
Self-Loops : 837
Reciprocated Vertex Pair Ratio : 0.0375103619784471
Reciprocated Edge Ratio : 0.072308409348159
Connected Components : 135
Single-Vertex Connected Components : 114
Maximum Vertices in a Connected Component : 5741
Maximum Edges in a Connected Component : 26787
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.985573
Graph Density : 0.000430070393637971
Modularity : 0.400591
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 5,910 Twitter users whose tweets in the requested range contained "ALALibrary", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 13 August 2020 at 04:01 UTC.

The requested start date was Thursday, 13 August 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 49-day, 0-hour, 48-minute period from Wednesday, 24 June 2020 at 19:41 UTC to Wednesday, 12 August 2020 at 20:30 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 : GraphServerTwitterSearch
Graph Term : ALALibrary
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:
[47] http://www.ala.org/advocacy/holding-space
[30] https://twitter.com/ALALibrary/status/1275865339033780226
[25] http://www.booktitlegenerator.net/
[20] http://www.ala.org/news/book-award-celebration
[19] https://www.alastore.ala.org/SearchResult.aspx?search_api_views_fulltext=BBW20&Search=Search
[18] https://www.amazon.com/dp/B08B4TF5WR/ref=cm_sw_em_r_mt_dp_U_LQ58EbT351DVB
[16] https://www.youtube.com/user/AmLibraryAssociation
[14] https://www.hbook.com/?detailStory=2020-caldecott-medal-acceptance-by-kadir-nelson
[14] https://www.hbook.com/?detailStory=2020-csk-illustrator-award-acceptance-by-kadir-nelson
[14] https://twitter.com/ALALibrary/status/1283838156123639814

Top URLs in Tweet in G1:
[18] https://www.amazon.com/dp/B08B4TF5WR/ref=cm_sw_em_r_mt_dp_U_LQ58EbT351DVB
[14] http://www.ala.org/advocacy/holding-space
[13] http://www.booktitlegenerator.net/
[11] https://cqrcengage.com/ala/app/onestep-write-a-letter;jsessionid=node01ci79q5llgmtbo3b44jk27y37382461.node0?engagementId=508533
[11] https://ala-events.zoom.us/webinar/register/WN_rZFGGH-bQ4KyNVarfbmTDg
[10] https://www.alastore.ala.org/SearchResult.aspx?search_api_views_fulltext=BBW20&Search=Search
[10] http://www.ala.org/alcts/preservationweek/resources/pandemic
[9] http://www.ala.org/news/book-award-celebration
[6] http://www.ala.org/tools/covid-19-recovery
[6] http://www.ala.org/news/press-releases/2020/07/ala-awards-spectrum-scholarships-2020

Top URLs in Tweet in G2:
[19] http://www.ala.org/advocacy/holding-space
[14] https://www.youtube.com/user/AmLibraryAssociation
[14] https://www.hbook.com/?detailStory=2020-caldecott-medal-acceptance-by-kadir-nelson
[14] https://www.hbook.com/?detailStory=2020-csk-illustrator-award-acceptance-by-kadir-nelson
[12] https://www.hbook.com/?detailStory=2020-newbery-medal-acceptance-by-jerry-craft
[12] https://www.hbook.com/?detailStory=2020-csk-author-award-acceptance-by-jerry-craft
[6] https://www.youtube.com/watch?v=jGujH24Spgk&feature=youtu.be

[6] https://www.youtube.com/channel/UCPYD2rmKEiWxJ6DaKAtZn-w
[5] http://www.ala.org/news/book-award-celebration
[5] https://www.amazon.com/Dont-Want-Kindergarten-Miss-Toooo/dp/0991114302/ref=sr_1_2?keywords=i+don%27t+want+to+go+to+kindergarten&qid=1576344277&sr=8-2

Top URLs in Tweet in G3:
[2] https://twitter.com/ALALibrary/status/1286381832460804097
[1] https://www.theglobeandmail.com/opinion/article-thanks-to-government-funding-libraries-are-poised-to-win-market-share/
[1] https://twitter.com/i/web/status/1287399900745994240
[1] https://shush.substack.com/p/the-libraries-strike-back
[1] https://twitter.com/i/web/status/1287168788408999938
[1] https://twitter.com/i/web/status/1287170278708191232
[1] https://twitter.com/i/web/status/1287179839099764737
[1] https://twitter.com/i/web/status/1287966496816279552
[1] https://www.amazon.com/gp/product/0395530075/
[1] https://twitter.com/i/web/status/1288090016086986754

Top URLs in Tweet in G4:
[10] https://gothamist.com/arts-entertainment/nypl-lions-patience-and-fortitude-are-now-wearing-masks-good-new-yorkers?fbclid=IwAR10aRuLuh_CeJKnYmMK0oLWIji_SxeVt6AESj7mwvvzSjN1IFAiQnEUZtg&utm_medium=social&utm_source=facebook&utm_campaign=shared_facebook
[5] https://www.eventscribe.com/2020/ALA-Annual/fsPopup.asp?Mode=exhibitor&BoothID=374929&MultiCompany=0
[4] https://www.methodspace.com/how-librarians-can-adapt-and-thrive-through-covid-19-free-sage-webinar/
[3] https://archive.org/details/WhenceTheBlackIrishOfJamaica/page/n13/mode/2up
[2] https://twitter.com/sexharassed/status/1291595542552817665
[2] https://www.infodocket.com/2020/08/06/nearly-900-national-and-community-organizations-including-ala-call-on-senate-to-extend-census-deadline/
[2] https://americanlibrariesmagazine.org/blogs/the-scoop/holding-space-stories-americas-libraries-virtually/
[2] https://www.thedickinson.net/dickinson-live.html
[2] https://www.alastore.ala.org/SearchResult.aspx?search_api_views_fulltext=BBW20&Search=Search
[2] https://shop.spreadshirt.com/ALAGraphics-Gift-Shop

Top URLs in Tweet in G5:
[1] https://twitter.com/alalibrary/status/1291114847439138822
[1] https://finance.yahoo.com/news/intel-considers-once-heresy-not-013625863.html
[1] https://www.amazon.com/Too-Much-Never-Enough-Dangerous/dp/1982141468/ref=sr_1_1?dchild=1&keywords=trump+book&qid=1594781272&sr=8-1
[1] https://twitter.com/JohnBKing/status/1283746310273802240
[1] https://www.axios.com/libraries-services-coronavirus-08310bb2-856c-4182-ac52-8a70d8218f0e.html
[1] https://joebiden.com/wp-content/uploads/2020/07/UNITY-TASK-FORCE-RECOMMENDATIONS.pdf
[1] https://www.dailymail.co.uk/news/article-8466603/Twitter-mocks-Ivanka-Trump-Nepotism-Barbie-fathers-skill-based-hiring-initiative.html?ito=amp_twitter_share-top

Top URLs in Tweet in G6:
[1] https://www.forbes.com/sites/michelamoscufo/2020/07/23/google-announces-recipients-of-partnership-with-american-library-association-to-build-out-entrepreneurship-hubs-in-underserved-communities/#19ebb794fc4f
[1] https://twitter.com/i/web/status/1286325320103141376
[1] https://twitter.com/mrandyngo/status/1287525742188748801?s=21
[1] https://twitter.com/MrAndyNgo/status/1287525742188748801?s=20
[1] https://www.forbes.com/sites/michelamoscufo/2020/07/23/google-announces-recipients-of-partnership-with-american-library-association-to-build-out-entrepreneurship-hubs-in-underserved-communities/#b6a418dfc4fe
[1] https://growonair.withgoogle.com/events/build_your_online_presence_with_google_and_your_local_library?utm_source=partners&utm_medium=social&utm_campaign=toolkit&utm_content=ALAJuly15
[1] https://twitter.com/MrAndyNgo/status/1287525742188748801?s=19
[1] http://www.dailyagradootnews.com/news/%e0%a4%9a%e0%a5%80%e0%a4%a8%e0%a4%b5%e0%a4%b0-%e0%a4%ae%e0%a5%8b%e0%a4%a6%e0%a5%80-%e0%a4%b8%e0%a4%b0%e0%a4%95%e0%a4%be%e0%a4%b0%e0%a4%9a%e0%a4%be-%e0%a4%a1%e0%a4%bf%e0%a4%9c%e0%a4%bf%e0%a4%9f/
[1] https://twitter.com/i/web/status/1287544340269670405
[1] https://www.forbes.com/sites/michelamoscufo/2020/07/23/google-announces-recipients-of-partnership-with-american-library-association-to-build-out-entrepreneurship-hubs-in-underserved-communities/#739022d6fc4f

Top URLs in Tweet in G7:
[3] https://news.joins.com/Digitalspecial/421
[2] http://www.ala.org/tools/programming/media-literacy-your-library
[2] http://www.ala.org/advocacy/planning-reopening-resources
[1] https://twitter.com/maacambridge/status/1293476450528632832
[1] https://www.alia.org.au/which-sector-are-you-interested/libraries-and-literacies
[1] https://twitter.com/i/web/status/1285817255285096448
[1] https://twitter.com/childtrends/status/1289570082046132224
[1] https://twitter.com/i/web/status/1284095611936157696
[1] https://us02web.zoom.us/meeting/register/tZwodOCtqz0jGdFXOGewyh_DInuYTzbsooLd
[1] https://www.latimes.com/california/story/2020-07-31/la-librarians-becoming-contact-tracers

Top URLs in Tweet in G8:
[21] https://twitter.com/ALALibrary/status/1275865339033780226
[14] http://www.ala.org/advocacy/holding-space
[5] http://www.ala.org/
[4] http://www.ala.org/news/book-award-celebration
[4] http://www.ala.org/news/member-news/2020/07/nominating-committee-extends-deadline
[3] https://www.youtube.com/watch?v=uKrGHWats5k

[3] https://2021.alaannual.org/general-information/educational-program-call-proposals
[3] http://www.ala.org/advocacy/holding-space/interior-border-libraries-reaching-rural-communities
[3] https://twitter.com/ALALibrary/status/1276199542896111616
[2] https://twitter.com/ALALibrary/status/1277333954983534593

Top URLs in Tweet in G9:
[2] https://www.amazon.com/gp/product/B089ZZLR75
[1] https://www.npr.org/2020/07/15/891586790/the-magic-school-bus-series-author-joanna-cole-has-died?utm_source=facebook.com&utm_term=nprnews&utm_medium=social&utm_campaign=npr
[1] https://kidlit.tv/2019/04/the-big-picture-live-caldecott-special/?utm_content=bufferd2df7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://www.ala.org/aasl/awards/best?utm_content=bufferf1176&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://www.ala.org/aasl/awards/best?utm_content=buffer0f956&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://kidlit.tv/?utm_content=buffer290cf&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://HolidayHouse.com/ala-annual-2020-virtual-welcome-to-holiday-house-and-pixelinks-virtual-booth/
[1] https://twitter.com/HolidayHouseBks/status/1275822019305705472
[1] https://kidlit.tv/2020/06/storymakers-with-antoinette-portis-a-new-green-day
[1] https://twitter.com/i/web/status/1287940772709519361

Top URLs in Tweet in G10:
[8] https://twitter.com/ALALibrary/status/1283838156123639814
[8] https://twitter.com/alalibrary/status/1283838156123639814
[6] https://twitter.com/ALALibrary/status/1287742865083432961
[4] https://twitter.com/ALALibrary/status/1275865339033780226
[4] https://twitter.com/alalibrary/status/1286389375673270272
[3] https://twitter.com/ALALibrary/status/1279879733405253632
[3] https://twitter.com/ALALibrary/status/1285656042899218436
[3] https://twitter.com/alalibrary/status/1287742865083432961
[3] https://twitter.com/alalibrary/status/1288565964452265995
[3] https://twitter.com/alalibrary/status/1291473371788648449

Top Domains
Top Domains in Tweet in Entire Graph:
[1186] twitter.com
[340] ala.org
[110] youtube.com
[88] hbook.com
[54] ilovelibraries.org
[42] careersingovernment.com
[41] americanlibrariesmagazine.org
[37] zoom.us
[32] amazon.com
[25] booktitlegenerator.net

Top Domains in Tweet in G1:
[251] twitter.com
[179] ala.org
[29] youtube.com
[28] ilovelibraries.org
[21] americanlibrariesmagazine.org
[19] zoom.us
[19] amazon.com
[13] cqrcengage.com
[13] booktitlegenerator.net
[8] google.com

Top Domains in Tweet in G2:
[231] twitter.com
[88] hbook.com
[69] ala.org
[59] youtube.com
[9] americanlibrariesmagazine.org
[6] illinois.edu
[6] zoom.us
[5] amazon.com
[4] scholastic.com
[3] ilovelibraries.org

Top Domains in Tweet in G3:
[264] twitter.com
[2] bls.gov
[1] theglobeandmail.com
[1] substack.com
[1] amazon.com
[1] publishersweekly.com
[1] culc.ca
[1] aulpress.com
[1] bl.uk
[1] authorsguild.org

Top Domains in Tweet in G4:
[62] twitter.com
[10] gothamist.com
[9] ala.org
[5] eventscribe.com
[4] youtube.com
[4] amazon.com
[4] methodspace.com
[3] infodocket.com
[3] americanlibrariesmagazine.org
[3] thedickinson.net

Top Domains in Tweet in G5:
[2] twitter.com
[1] yahoo.com
[1] amazon.com
[1] axios.com
[1] joebiden.com
[1] co.uk

Top Domains in Tweet in G6:
[12] twitter.com
[3] forbes.com
[1] withgoogle.com
[1] dailyagradootnews.com
[1] larrypage.org
[1] com.tr
[1] t.me
[1] google.com
[1] youtube.com

Top Domains in Tweet in G7:
[21] twitter.com
[4] ala.org
[3] joins.com
[2] berkeley.edu
[2] vrafoundation.org
[1] org.au
[1] zoom.us
[1] latimes.com
[1] cnn.com
[1] thenewsminute.com

Top Domains in Tweet in G8:
[153] twitter.com
[66] ala.org
[21] ilovelibraries.org
[9] youtube.com
[8] americanlibrariesmagazine.org
[8] zoom.us
[6] programminglibrarian.org
[3] alavirtualevent.org
[3] alaannual.org
[2] spreadshirt.com

Top Domains in Tweet in G9:
[6] twitter.com
[4] ala.org
[3] kidlit.tv
[2] amazon.com
[1] npr.org
[1] holidayhouse.com
[1] theothercomicbookteacher.com

Top Domains in Tweet in G10:
[109] twitter.com
[2] senate.gov
[1] overdrive.com
[1] house.gov
[1] cqrcengage.com
[1] tolibrary.org
[1] anchoragelibrary.org
[1] book-marketing-expert.com
[1] kqed.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[357] thebookawardcelebration
[302] alavirtual20
[230] alaholdingspace
[172] babysittersclub
[111] libraries
[110] chatpla
[86] csk
[78] caldecott
[73] librarians
[70] inclusion



Top Hashtags in Tweet in G1:
[121] alavirtual20
[115] babysittersclub
[106] thebookawardcelebration
[66] alaholdingspace
[38] librarycardsignupmonth
[34] librariesstrong
[33] bookofthelittleaxe
[33] wonderwoman
[26] librariestransform
[23] librariesbuildbusiness

Top Hashtags in Tweet in G2:
[194] thebookawardcelebration
[97] alaholdingspace
[81] csk
[69] chatpla
[64] caldecott
[64] alavirtual20
[58] newbery
[41] inclusion
[35] babysittersclub
[35] libraries

Top Hashtags in Tweet in G3:
[8] librarytwitter
[3] vpl
[3] tplca
[3] alalibrary
[2] throwbackthursday
[1] libtwitter
[1] authors
[1] authorsguild
[1] wgctwitter
[1] wgaw

Top Hashtags in Tweet in G4:
[46] librarians
[46] alavirtual20
[24] blacklivesmatter
[24] women
[23] library
[20] fundlibraries
[18] libraries
[18] metoo
[18] timesup
[16] covid19

Top Hashtags in Tweet in G5:
[3] communist
[2] bunkerbuster
[2] wicklow
[2] childsex
[2] cognitiveradar
[2] yeoman
[2] marx
[2] blackhair
[2] marxien
[1] flif

Top Hashtags in Tweet in G6:
[2] portland
[2] librariesbuildbusiness
[1] libraries
[1] smallbusiness
[1] entrepreneurship
[1] bttf
[1] jobsearch
[1] jobhunt
[1] jobseeker
[1] library

Top Hashtags in Tweet in G7:
[15] libraries
[11] uk
[4] ترجمة_معلوماتية
[3] literacy
[3] hentf
[3] covid
[3] reopening
[3] water
[3] library
[3] dyk

Top Hashtags in Tweet in G8:
[58] alaholdingspace
[50] alavirtual20
[32] thebookawardcelebration
[19] ala_carnegie
[15] librariesstrong
[12] chatpla
[8] odysseyaward
[8] printzaward
[7] inclusion
[6] publiclibraries

Top Hashtags in Tweet in G9:
[7] caldecott
[5] comicbooks
[4] nerowolfe
[4] mystery
[4] rexstout
[4] homelearning
[4] alavirtual2020
[3] books
[3] thebookawardcelebration
[3] mglit

Top Hashtags in Tweet in G10:
[6] babysittersclub
[4] alavirtual20
[3] thebookawardcelebration
[3] librarylove
[2] authors
[2] books
[2] librarylife
[2] luslib670
[1] libcomix
[1] gncrt

Top Words
Top Words in Tweet in Entire Graph:
[5214] alalibrary
[1577] libraries
[1366] library
[629] ababook
[622] authorsguild
[615] publisherswkly
[603] kenwhyte3
[598] ala
[509] eminencefont
[507] free

Top Words in Tweet in G1:
[1817] alalibrary
[630] libraries
[625] library
[287] ala
[267] repandylevin
[214] senjackreed
[193] today
[188] book
[164] join
[146] public

Top Words in Tweet in G2:
[1288] alalibrary
[276] library
[231] libraries
[222] hornbook
[219] wearealsc
[212] join
[194] #thebookawardcelebration
[179] ala
[174] award
[158] virtual

Top Words in Tweet in G3:
[678] alalibrary
[621] ababook
[615] authorsguild
[605] publisherswkly
[599] kenwhyte3
[502] eminencefont
[458] publisherslunch
[429] jackgmitchell
[394] kita_2017
[382] thebookseller

Top Words in Tweet in G4:
[339] alalibrary
[128] µðÿ
[112] safelibraries
[95] library
[67] libraries
[51] association
[51] libraryjournal
[49] american
[48] librarians
[46] #librarians

Top Words in Tweet in G5:
[37] alalibrary
[15] realdonaldtrump
[12] oed
[11] honorsociety
[10] fbi
[9] americanmensa
[9] cia
[9] americamag
[8] whnsc
[8] theacademy

Top Words in Tweet in G6:
[374] google
[276] local
[274] libraries
[274] free
[273] access
[272] small
[272] internet
[271] towns
[271] big
[271] cities

Top Words in Tweet in G7:
[74] alalibrary
[21] ifla
[16] libraries
[15] #libraries
[14] library
[12] working
[11] cilipinfo
[11] #uk
[11] assess
[11] manage

Top Words in Tweet in G8:
[487] alalibrary
[122] libraries
[115] library
[81] work
[72] join
[68] ala
[66] serve
[59] ala_booklist
[58] #alaholdingspace
[53] support

Top Words in Tweet in G9:
[54] alalibrary
[15] kidlittv_nyc
[12] ncte
[11] book
[11] ala
[9] read
[9] join
[9] school
[9] list
[9] today

Top Words in Tweet in G10:
[23] love
[20] library
[16] libraries
[9] one
[7] need
[6] great
[6] #babysittersclub
[5] think
[5] learn
[5] support

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[619] alalibrary,authorsguild
[619] authorsguild,ababook
[609] ababook,publisherswkly
[542] kenwhyte3,alalibrary
[462] publisherswkly,publisherslunch
[433] eminencefont,kenwhyte3
[386] publisherslunch,thebookseller
[379] kita_2017,eminencefont
[367] jackgmitchell,kita_2017
[282] local,libraries

Top Word Pairs in Tweet in G1:
[119] library,stabilization
[116] stabilization,fund
[114] fund,act
[100] repandylevin,senjackreed
[92] public,libraries
[91] alalibrary,senjackreed
[86] libraries,continue
[85] senjackreed,today
[85] today,senate
[85] senate,floor

Top Word Pairs in Tweet in G2:
[103] alalibrary,join
[81] libraries,alalibrary
[79] john,lewis
[79] children's,literature
[78] dr,rudine
[78] rudine,sims
[78] sims,bishop
[78] bishop,won
[78] won,wearealsc
[78] wearealsc,children's

Top Word Pairs in Tweet in G3:
[615] alalibrary,authorsguild
[615] authorsguild,ababook
[605] ababook,publisherswkly
[538] kenwhyte3,alalibrary
[458] publisherswkly,publisherslunch
[431] eminencefont,kenwhyte3
[382] publisherslunch,thebookseller
[378] kita_2017,eminencefont
[366] jackgmitchell,kita_2017
[203] thebookseller,cflafcab

Top Word Pairs in Tweet in G4:
[127] µðÿ,µðÿ
[49] library,association
[48] american,library
[24] association,alalibrary
[21] public,libraries
[21] safelibraries,alalibrary
[19] israel,googleforedu
[19] googleforedu,alalibrary
[19] alalibrary,nytimesbooks
[19] nytimesbooks,twitterbooks

Top Word Pairs in Tweet in G5:
[5] saracarterdc,joebiden
[5] joebiden,nimhdirector
[5] nimhdirector,fbi
[5] fbi,scottishrite
[5] scottishrite,icann
[5] icann,html5test
[5] html5test,fbirecordsvault
[5] fbirecordsvault,architectmag
[5] architectmag,ustreasury
[5] oed,ahdictionary

Top Word Pairs in Tweet in G6:
[271] small,towns
[271] towns,big
[271] big,cities
[271] cities,local
[271] local,libraries
[271] libraries,helping
[271] helping,learners
[271] learners,access
[271] access,free
[271] free,information

Top Word Pairs in Tweet in G7:
[11] #libraries,#uk
[11] #uk,working
[11] working,assess
[11] assess,manage
[11] manage,risk
[11] risk,alalibrary
[11] alalibrary,planning
[11] planning,recovery
[10] ifla,#libraries
[7] alalibrary,slahq

Top Word Pairs in Tweet in G8:
[45] tip,ask
[45] ask,marginalized
[45] marginalized,groups
[45] groups,serve
[45] serve,work
[44] kel_karpinski,tip
[28] alalibrary,join
[27] ala_booklist,alalibrary
[26] learn,more
[24] alternately,expect

Top Word Pairs in Tweet in G9:
[7] weekend,celebrate
[7] celebrate,creativity
[7] join,2019
[7] 2019,#caldecott
[7] #caldecott,winner
[7] winner,sophieblackall
[7] sophieblackall,andreadavispink
[7] andreadavispink,big
[7] exciting,announcement
[7] announcement,american

Top Word Pairs in Tweet in G10:
[3] baby,sitters
[3] sitters,club
[3] public,libraries
[2] marginalized,group
[2] library,workers'
[2] workers',rights
[2] great,advice
[2] come,together
[2] love,libraries
[2] libraries,love

Top Replied-To
Top Replied-To in Entire Graph:
@jackgmitchell
@alalibrary
@kenwhyte3
@google
@eminencefont
@torontolibrary
@repandylevin
@safelibraries
@israel
@ala_pla

Top Replied-To in G1:
@alalibrary
@repandylevin
@jessamyn
@katlikespie
@warmaiden
@thelib
@deanatta
@gretchschreiber
@milesklee
@mgolrick

Top Replied-To in G2:
@alalibrary
@ala_pla
@reformanational
@iamliterate
@cuethelibrarian
@lispylibrarian
@jcjeffersonjr
@yangmeister
@hornbook
@studiojjk

Top Replied-To in G3:
@jackgmitchell
@kenwhyte3
@eminencefont
@kita_2017
@hahalibrary
@surveilz
@alalibrary
@librarianmer
@beatlebaby64
@rogueartemis

Top Replied-To in G4:
@safelibraries
@israel
@alalibrary
@webmastergirl
@ericklinenberg
@repraskin
@brimwats
@libraryjournal
@shannontracy123
@amlibraries

Top Replied-To in G5:
@realdonaldtrump
@jonsneyers
@saracarterdc
@brithume
@rachelellenani
@tedcruz
@whitehouse
@ibmwatson
@flazzyflazone
@kefimochi

Top Replied-To in G6:
@google
@steve_yomba
@marceladuke_28

Top Replied-To in G7:
@alalibrary
@pci_initiative
@sladc
@maidmer_
@flipoz
@ucberkeleylib
@readersfirst
@staceybacaabc7
@repandylevin
@slic1991

Top Replied-To in G8:
@prisoliveras
@novelistra
@pagesbyjo
@ala_booklist
@hfeliciag
@alyssa_day
@helenkaydimon
@farrahrochon
@kwanawrites
@mariahankenman

Top Replied-To in G9:
@ndalmer
@jenderheim
@aafreda1
@vatenglish
@scbwi
@annielynn215
@ncte
@mruliano
@sljournal
@jenparkernisd

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@ababook
@authorsguild
@publisherswkly
@kenwhyte3
@eminencefont
@publisherslunch
@thebookseller
@kita_2017
@google

Top Mentioned in G1:
@alalibrary
@repandylevin
@senjackreed
@thelib
@jcjeffersonjr
@ala_pla
@librarypolicy
@indiancountry
@librarycongress

Top Mentioned in G2:
@alalibrary
@wearealsc
@hornbook
@jcjeffersonjr
@ala_pla
@traciedhall1
@jerrycraft
@aasl
@kadirnelson
@boss_librarian

Top Mentioned in G3:
@alalibrary
@ababook
@authorsguild
@publisherswkly
@kenwhyte3
@eminencefont
@publisherslunch
@thebookseller
@kita_2017
@cflafcab

Top Mentioned in G4:
@alalibrary
@safelibraries
@libraryjournal
@nypl
@staceyabrams
@oif
@librarycongress
@nytimesbooks
@googleforedu
@twitterbooks

Top Mentioned in G5:
@alalibrary
@honorsociety
@oed
@fbi
@americamag
@realdonaldtrump
@americanmensa
@cia
@whnsc
@theacademy

Top Mentioned in G6:
@google
@alalibrary
@forbes
@aaronksaunders
@onurfun
@shihabswe
@boycotcelebs
@yandexcomtr
@noticemeimclech
@ala_pla

Top Mentioned in G7:
@alalibrary
@ifla
@cilipinfo
@librarieseu
@bibverband
@slahq
@arjun_sanyal
@biblioszabo
@alianational
@naplesislib

Top Mentioned in G8:
@alalibrary
@ala_booklist
@kel_karpinski
@stephengkrueger
@ladrianaherrera
@kitrocha
@kensingtonbooks
@bohyunkim
@prisoliveras
@fobpl

Top Mentioned in G9:
@alalibrary
@kidlittv_nyc
@ncte
@bnbuzz
@sophieblackall
@andreadavispink
@holidayhousebks
@youthreading
@cordellmatthew
@abracadabrarian

Top Tweeters
Top Tweeters in Entire Graph:
@urbandictionary
@americanair
@johnroseputnam
@jurylady5
@cowboyscifibot
@marciojmsilva
@susanneleist
@iartg
@bkindngood
@backstorymom1

Top Tweeters in G1:
@jurylady5
@cowboyscifibot
@bellesapepper37
@diapermakeovers
@leobalmantt
@ambeautifulshow
@novelistscorner
@blueravefinn
@vievararosel
@sak_stories

Top Tweeters in G2:
@bkindngood
@janiecestaton
@abc
@doctorow
@nbcnews
@cbsnews
@pupsherlive
@enrirosasdiaz
@pittsburghpg
@magicmark9

Top Tweeters in G3:
@debeauxos1
@softgrasswalker
@pookietooth
@yananous
@outofmyplanet
@rockshrimp
@letsgoayo
@philphorever
@aguyuno
@trumpy303

Top Tweeters in G4:
@docwashburn
@business
@_yvonneburton
@justonepatriot
@foxnews
@nytimes
@beccanalia
@safelibraries
@jewhaditm
@truthseeker6761

Top Tweeters in G5:
@urbandictionary
@americanair
@guardian
@washingtonpost
@nypost
@mailonline
@wsj
@cnn
@people
@ft

Top Tweeters in G6:
@marciojmsilva
@stevejacksonva
@taieb_bot
@loyalfan1
@davasko63
@aurora_umezawa
@gandhiincindia
@forbes
@nlognbot
@newsneus

Top Tweeters in G7:
@sinnundverstand
@seemarampersad
@euractiv
@stracma
@thartman2u
@cilipinfo
@zibbyz
@bibliotecasrbj
@aiimintl
@nickpoole1

Top Tweeters in G8:
@tuphlos
@violue
@shilohwalker
@abelfrageauthor
@herhandsmyhands
@kwanawrites
@_littlelovely_
@alstarkey
@war_kittens
@helgagrace

Top Tweeters in G9:
@npr
@ncte
@momtrends
@kbhasi
@readersdigest
@huffpostparents
@tinahoggatt
@annielynn215
@writersdigest
@moonb2

Top Tweeters in G10:
@reninawrites
@asunflowerpose
@rebeccabryn1
@mariemyungoklee
@balletbookworm
@beachbumjules
@svara
@jolenehaley
@meredithmc
@readitrealgood


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