ALALibrary, Twitter, 7/9/2020 11:47:23 AM, 230408


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ALALibrary_2020-07-08_20-42-36.xlsx
ALALibrary_2020-07-08_20-42-36.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 09, 2020
Short Description:
ALALibrary via NodeXL https://bit.ly/38Dx7mg
@alalibrary
@1600council
@safelibraries
@hornbook
@wearealsc
@kel_karpinski
@unccdlibrary
@stephengkrueger
@mikeleach42
@the_dickinson

Top hashtags:
#alavirtual20
#thebookawardcelebration
#csk
#caldecott
#librarians

Description:
Description
The graph represents a network of 3,702 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, 09 July 2020 at 03:44 UTC.

The requested start date was Thursday, 09 July 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 25-day, 7-hour, 5-minute period from Friday, 12 June 2020 at 20:31 UTC to Wednesday, 08 July 2020 at 03:36 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 : 3702
Unique Edges : 4797
Edges With Duplicates : 9360
Total Edges : 14157
Number of Edge Types : 5
Retweet : 2710
MentionsInRetweet : 5200
Replies to : 966
Mentions : 4749
Tweet : 532
Self-Loops : 558
Reciprocated Vertex Pair Ratio : 0.0555995773903856
Reciprocated Edge Ratio : 0.105342174402602
Connected Components : 73
Single-Vertex Connected Components : 57
Maximum Vertices in a Connected Component : 3605
Maximum Edges in a Connected Component : 14048
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.866105
Graph Density : 0.000583383730739323
Modularity : 0.365815
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 3,702 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, 09 July 2020 at 03:44 UTC.

The requested start date was Thursday, 09 July 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 25-day, 7-hour, 5-minute period from Friday, 12 June 2020 at 20:31 UTC to Wednesday, 08 July 2020 at 03:36 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:
[31] https://twitter.com/ALALibrary/status/1275865339033780226
[24] http://www.ala.org/news/book-award-celebration
[20] http://www.cobdc.net/document/noticies/biblioteques-catalanes-reconegudes-best-practices-from-world-libraries-lala/
[18] https://www.youtube.com/user/AmLibraryAssociation
[17] https://twitter.com/ALALibrary/status/1275821616329523204
[13] https://www.hbook.com/?detailStory=2020-caldecott-medal-acceptance-by-kadir-nelson
[13] https://www.hbook.com/?detailStory=2020-csk-illustrator-award-acceptance-by-kadir-nelson
[12] https://www.hbook.com/?detailStory=2020-csk-author-award-acceptance-by-jerry-craft
[12] https://www.hbook.com/?detailStory=2020-newbery-medal-acceptance-by-jerry-craft
[12] https://2020.alavirtualevent.org/registration/registration-rates

Top URLs in Tweet in G1:
[20] http://www.cobdc.net/document/noticies/biblioteques-catalanes-reconegudes-best-practices-from-world-libraries-lala/
[12] http://www.ala.org/news/book-award-celebration
[8] https://www.youtube.com/user/AmLibraryAssociation
[7] https://2020.alavirtualevent.org/registration/registration-rates
[7] https://www.amazon.com/dp/B08B4TF5WR/ref=cm_sw_em_r_mt_dp_U_LQ58EbT351DVB
[7] https://www.booklistonline.com/Top-10-Biographies-for-Youth-2020-Khuri-Ronny/pid=9736621?AspxAutoDetectCookieSupport=1
[5] https://fima.ub.edu/edl/ca/readers-advisory-guide-teen-literature
[4] https://2020.alavirtualevent.org/
[4] http://www.ala.org/membership/vmm
[4] http://www.ala.org/rt/rrt/rainbow-book-month

Top URLs in Tweet in G2:
[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
[8] https://careersingovernment.com/job/364001/library-assistant/
[7] https://careersingovernment.com/job/365473/reference-associate-youth-services/
[5] https://www.eventscribe.com/2020/ALA-Annual/fsPopup.asp?Mode=exhibitor&BoothID=374929&MultiCompany=0
[4] https://twitter.com/ALALibrary/status/1275821616329523204
[4] https://twitter.com/ALALibrary/status/1275925678416936962
[3] https://vimeo.com/421122008
[3] https://twitter.com/ALALibrary/status/1277333954983534593
[3] https://www.youtube.com/user/AmLibraryAssociation
[3] https://careersingovernment.com/job/366856/library-assistant-i-extra-help-colusa-branch/

Top URLs in Tweet in G3:
[13] https://www.hbook.com/?detailStory=2020-caldecott-medal-acceptance-by-kadir-nelson
[13] 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/channel/UCPYD2rmKEiWxJ6DaKAtZn-w
[5] https://www.youtube.com/user/AmLibraryAssociation
[5] https://www.youtube.com/watch?v=jGujH24Spgk&feature=youtu.be

[4] http://www.ala.org/news/book-award-celebration
[4] https://www.youtube.com/watch?v=k7vPnMrsWNc&feature=youtu.be

[3] https://twitter.com/ALALibrary/status/1276912680666902529

Top URLs in Tweet in G4:
[4] https://twitter.com/ALALibrary/status/1275821616329523204
[4] 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
[2] https://americanlibrariesmagazine.org/blogs/the-scoop/ala-statement-on-institutional-racism/
[2] https://twitter.com/ALALibrary/status/1276630064906547200
[2] https://americanlibrariesmagazine.org/blogs/the-scoop/ala-affirms-the-rights-of-transgender-people/
[2] https://twitter.com/librarianeakin/status/1275857764892446726
[2] https://www.amazon.com/Lights-Out-Memoir-Betrayal-Survival/dp/153703605X
[2] https://twitter.com/equalityAlec/status/1277628248768331777
[2] https://www.inquirer.com/news/free-library-philadelphia-racism-black-employees-siobhan-reardon-coronavirus-20200626.html
[2] https://shop.spreadshirt.com/ALAGraphics-Gift-Shop/community

Top URLs in Tweet in G5:
[22] https://twitter.com/ALALibrary/status/1275865339033780226
[4] http://www.ala.org/membership/vmm
[4] http://www.ala.org/news/press-releases/2020/04/ala-nominating-committee-seeks-candidates-2021-election
[3] https://twitter.com/ALALibrary/status/1275821616329523204
[3] https://twitter.com/ALALibrary/status/1276199542896111616
[3] https://2020.alavirtualevent.org/registration/registration-rates
[3] https://ala-events.zoom.us/webinar/register/7715893780049/WN_YSMt5jLrTGGNm2QGGK8nYw
[3] http://www.ala.org/news/book-award-celebration
[3] http://www.ala.org/advocacy/holding-space
[3] https://www.youtube.com/watch?v=uKrGHWats5k


Top URLs in Tweet in G6:
[3] https://archive.org/details/WhenceTheBlackIrishOfJamaica/page/n13/mode/2up
[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
[1] https://www.youtube.com/watch?v=l5EfRnW3pzM&feature=youtu.be

[1] https://www.youtube.com/watch?v=gmwE_RnSvhk&feature=youtu.be

[1] https://www.youtube.com/watch?v=KcxP_svSVz0&feature=youtu.be

[1] http://www.ilovelibraries.org/article/celebrate-top-book-awards-june-28
[1] https://twitter.com/ALA_Booklist/status/1275522863735484419
[1] https://twitter.com/KidLitTV_NYC/status/1272136826300567552
[1] https://www.youtube.com/watch?v=u_YoeRvRjBs&feature=youtu.be


Top URLs in Tweet in G7:
[3] https://www.actualitte.com/article/monde-edition/etats-unis-un-fonds-de-2-milliards-pour-soutenir-les-bibliotheques/101572
[3] https://www.youtube.com/watch?v=KMAKp8XUX20&feature=push-prem-sub&attr_tag=30bBM9oMv0a407_v%3A6
[2] http://www.ala.org/rt/gncrt/-black-lives-matter-comics-reading-lists
[1] https://andylevin.house.gov/media/press-releases/rep-levin-sen-reed-introduce-legislation-provide-stabilization-funding
[1] https://twitter.com/libcomix/status/1270422880946249728
[1] https://scistarter.org/what-we-learned-from-citizen-science-month
[1] https://azlaweb.blogspot.com/2020/06/azla-condemns-systemic-racisim.html
[1] http://www.ala.org/advocacy/diversity/librariesrespond/black-lives-matter
[1] http://www.ala.org/aboutala/ala-chapters-condemn-systemic-racism
[1] https://twitter.com/karaswisher/status/1278432076476428292

Top URLs in Tweet in G8:
[6] https://www.governing.com/now/How-Libraries-Are-Stepping-Up-as-a-Front-Line-of-Resilience.html
[2] https://twitter.com/LiterallySmash/status/1269736119274549250
[1] https://programminglibrarian.org/articles/apply-now-resilient-communities-libraries-respond-climate-change
[1] https://2020.alavirtualevent.org/
[1] https://twitter.com/ALALibrary/status/1272619956333617153
[1] http://www.ala.org/membership/vmm
[1] https://twitter.com/ALALibrary/status/1275836658588450817
[1] https://twitter.com/ALALibrary/status/1279879733405253632
[1] http://celebratescience.blogspot.com/
[1] https://twitter.com/mstewartscience/status/1275815765132947456

Top URLs in Tweet in G9:
[2] https://www.amazon.com/gp/product/B089ZZLR75
[2] https://www.thedickinson.net/plog-poetry-blog/poemdemic-2020-part-2
[1] https://twitter.com/fergensfeelings/status/1279889063919718401
[1] https://twitter.com/events_loc/status/1273986436983816196
[1] https://www.youtube.com/watch?v=KzpgNAZ8MQE

[1] https://www.barnesandnoble.com/w/the-riddles-of-mulberry-island-huston-piner/1137164219
[1] https://www.goodreads.com/book/show/53470530-the-riddles-of-mulberry-island
[1] https://www.youtube.com/watch?v=xm_dKgMg_G8

[1] https://www.thedickinson.net/plog-poetry-blog/poemdemic-2020
[1] https://www.booklistonline.com/Henry-Knox-s-Noble-Train-The-Story-of-a-Boston-Bookseller-s-Heroic-Expedition-That-Saved-the-American-Revolution-William-Hazelgrove/pid=9737809?AspxAutoDetectCookieSupport=1

Top URLs in Tweet in G10:
[11] https://news.joins.com/Digitalspecial/421
[2] http://www.ala.org/tools/programming/media-literacy-your-library
[1] https://trello.com/b/M5QwgJkd/2020-desertification-and-drought-day
[1] https://www.alia.org.au/which-sector-are-you-interested/libraries-and-literacies
[1] https://twitter.com/Annebrarian/status/1271652459145035782
[1] https://twitter.com/i/web/status/1274430638360350720
[1] https://twitter.com/i/web/status/1275408520309948420
[1] https://twitter.com/maidmer_/status/1279321415246737408
[1] https://www.thehindu.com/life-and-style/how-a-residents-association-in-kerala-capital-set-up-a-library-during-lockdown/article31851025.ece
[1] https://twitter.com/i/web/status/1278359574093783041

Top Domains
Top Domains in Tweet in Entire Graph:
[645] twitter.com
[171] ala.org
[104] youtube.com
[80] hbook.com
[32] americanlibrariesmagazine.org
[28] ilovelibraries.org
[23] alavirtualevent.org
[23] careersingovernment.com
[20] cobdc.net
[18] amazon.com

Top Domains in Tweet in G1:
[128] twitter.com
[89] ala.org
[30] youtube.com
[20] cobdc.net
[15] ilovelibraries.org
[13] alavirtualevent.org
[13] americanlibrariesmagazine.org
[9] amazon.com
[7] booklistonline.com
[6] eventscribe.com

Top Domains in Tweet in G2:
[109] twitter.com
[23] careersingovernment.com
[17] ala.org
[10] gothamist.com
[7] youtube.com
[5] americanlibrariesmagazine.org
[5] eventscribe.com
[4] vimeo.com
[4] scholastic.com
[3] cqrcengage.com

Top Domains in Tweet in G3:
[80] hbook.com
[67] twitter.com
[36] youtube.com
[7] ala.org
[2] peachtree-online.com
[1] gofundme.com
[1] king5.com
[1] ilovelibraries.org
[1] booklistonline.com
[1] fiverr.com

Top Domains in Tweet in G4:
[71] twitter.com
[15] ala.org
[8] youtube.com
[6] americanlibrariesmagazine.org
[6] amazon.com
[4] kidlit.tv
[2] zoom.us
[2] alavirtualevent.org
[2] inquirer.com
[2] spreadshirt.com

Top Domains in Tweet in G5:
[117] twitter.com
[22] ala.org
[8] americanlibrariesmagazine.org
[8] ilovelibraries.org
[8] youtube.com
[6] alavirtualevent.org
[4] zoom.us
[3] asgcladirect.org
[3] spreadshirt.com
[2] eventscribe.com

Top Domains in Tweet in G6:
[4] youtube.com
[3] archive.org
[2] twitter.com
[1] co.uk
[1] ilovelibraries.org

Top Domains in Tweet in G7:
[11] twitter.com
[7] ala.org
[4] youtube.com
[3] actualitte.com
[1] house.gov
[1] scistarter.org
[1] blogspot.com
[1] whitehouse.gov
[1] amazon.com

Top Domains in Tweet in G8:
[22] twitter.com
[6] governing.com
[4] ala.org
[1] programminglibrarian.org
[1] alavirtualevent.org
[1] blogspot.com
[1] google.com
[1] sjsu.edu

Top Domains in Tweet in G9:
[3] thedickinson.net
[2] twitter.com
[2] youtube.com
[2] amazon.com
[1] barnesandnoble.com
[1] goodreads.com
[1] booklistonline.com
[1] teachmykidtoread.org

Top Domains in Tweet in G10:
[11] joins.com
[5] twitter.com
[2] ala.org
[1] trello.com
[1] org.au
[1] thehindu.com
[1] openathens.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[574] alavirtual20
[408] thebookawardcelebration
[87] csk
[86] caldecott
[81] librarians
[75] blacklivesmatter
[62] newbery
[53] chatpla
[52] wonderwoman
[49] rainbowbookmonth



Top Hashtags in Tweet in G1:
[144] alavirtual20
[119] thebookawardcelebration
[30] wonderwoman
[30] librarycardsignupmonth
[29] rainbowbookmonth
[20] biblioteques
[14] kidlit
[10] librariestransform
[9] blacklivesmatter
[9] pridemonth

Top Hashtags in Tweet in G2:
[124] alavirtual20
[67] librarians
[34] chatpla
[28] thebookawardcelebration
[25] libraryworkers
[24] women
[24] applynow
[22] blacklivesmatter
[20] bookofthelittleaxe
[20] library

Top Hashtags in Tweet in G3:
[179] thebookawardcelebration
[81] csk
[66] caldecott
[58] newbery
[31] childrensliteraturelegacy
[29] alavirtual20
[28] alayma
[26] illustrator
[21] pride
[18] author

Top Hashtags in Tweet in G4:
[144] alavirtual20
[25] thebookawardcelebration
[17] caldecott
[9] alavirtual2020
[7] blacklivesmatter
[5] vmm20
[4] freepeoplereadfreely
[4] cuba
[4] bookbuzz
[4] irrt

Top Hashtags in Tweet in G5:
[83] alavirtual20
[35] thebookawardcelebration
[8] blacklivesmatter
[6] librarytwitter
[6] chatpla
[5] vmm20
[4] rainbowbookmonth
[4] ala_carnegie
[4] alaholdingspace
[4] odyssey

Top Hashtags in Tweet in G6:
[3] alavirtual20
[2] blackhair
[1] hairstyle
[1] marxist
[1] pike
[1] god_uncle
[1] clep
[1] jackkavorkian_century
[1] advanceddirective
[1] candy

Top Hashtags in Tweet in G7:
[23] blacklivesmatter
[8] comics
[4] culturekeepers
[4] thebookawardcelebration
[3] bookofthelittleaxe
[3] tlchat
[3] istelib
[3] futurereadylibs
[3] ru575
[3] wonderwoman

Top Hashtags in Tweet in G8:
[12] saveschoollibrarians
[7] alavirtual20
[6] school
[5] librariesstrong
[5] infographic
[5] librarians
[3] thebookawardcelebration
[3] tlchat
[2] anecessitynotaluxury
[2] advocacy

Top Hashtags in Tweet in G9:
[4] lgbt
[3] thebookawardcelebration
[3] mglit
[3] yalit
[2] books
[2] poetry
[2] poetrycommunity
[1] alavirtual20
[1] juneteenth2020
[1] reading

Top Hashtags in Tweet in G10:
[11] dyk
[8] desertificationanddroughtday
[3] library
[2] foodfeedfibre
[2] foodloss
[2] food
[2] co2
[2] librarians
[2] literacy
[1] nature

Top Words
Top Words in Tweet in Entire Graph:
[3518] alalibrary
[732] library
[572] ala
[572] #alavirtual20
[523] libraries
[476] book
[433] virtual
[408] #thebookawardcelebration
[389] join
[325] more

Top Words in Tweet in G1:
[897] alalibrary
[221] book
[201] library
[184] ala
[143] #alavirtual20
[126] join
[119] #thebookawardcelebration
[112] virtual
[111] libraries
[82] awards

Top Words in Tweet in G2:
[638] alalibrary
[179] library
[171] safelibraries
[124] #alavirtual20
[111] ala_pla
[89] libraries
[81] join
[80] ala
[79] alaannual
[75] virtual

Top Words in Tweet in G3:
[423] alalibrary
[226] hornbook
[219] wearealsc
[179] #thebookawardcelebration
[146] award
[114] thank
[112] more
[94] book
[89] won
[88] literature

Top Words in Tweet in G4:
[466] alalibrary
[144] #alavirtual20
[133] ala
[109] booth
[99] virtual
[64] author
[62] libraries
[59] penguinclass
[57] self
[55] missing

Top Words in Tweet in G5:
[431] alalibrary
[82] #alavirtual20
[78] ala
[75] thelib
[72] libraries
[67] serve
[59] ask
[56] library
[55] work
[54] groups

Top Words in Tweet in G6:
[23] alalibrary
[7] realdonaldtrump
[6] youtube
[6] whnsc
[6] honorsociety
[6] georgewbush
[5] lithuaniamfa
[5] barackobama
[5] bc_ala
[4] gopchairwoman

Top Words in Tweet in G7:
[174] alalibrary
[133] library
[99] libraries
[98] repandylevin
[96] senjackreed
[42] legislation
[39] comics
[36] country
[36] facing
[36] extreme

Top Words in Tweet in G8:
[136] alalibrary
[36] aasl
[30] library
[26] libraries
[22] stand
[17] fiction
[17] together
[16] ala_acrl
[16] halseanderson
[15] school

Top Words in Tweet in G9:
[28] alalibrary
[12] discover
[9] bnbuzz
[7] libraries
[7] wonderful
[6] sljournal
[6] more
[6] available
[6] ncte
[6] always

Top Words in Tweet in G10:
[26] alalibrary
[14] unccdlibrary
[12] gt
[11] #dyk
[11] desertification
[11] co
[11] e42uhlzqrw
[8] #desertificationanddroughtday
[8] environmental
[8] impact

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[162] alalibrary,join
[130] book,awards
[128] repandylevin,senjackreed
[94] #thebookawardcelebration,sunday
[93] join,#thebookawardcelebration
[92] youtube,hear
[90] sunday,youtube
[90] hear,speeches
[85] alalibrary,ala
[84] ala,virtual

Top Word Pairs in Tweet in G1:
[59] book,awards
[58] alalibrary,join
[51] top,10
[50] #thebookawardcelebration,sunday
[50] intellectual,freedom
[49] join,#thebookawardcelebration
[49] sunday,youtube
[49] youtube,hear
[49] hear,speeches
[47] schools,alalibrary

Top Word Pairs in Tweet in G2:
[59] library,association
[58] american,library
[51] alalibrary,alaannual
[34] safelibraries,alalibrary
[32] alalibrary,join
[30] celebrate,2020
[27] association,alalibrary
[24] libraryjournal,alalibrary
[23] twitter,chat
[23] ala_pla,libraryjournal

Top Word Pairs in Tweet in G3:
[77] dr,rudine
[77] rudine,sims
[77] sims,bishop
[77] bishop,won
[77] won,wearealsc
[77] wearealsc,children's
[77] children's,literature
[77] literature,lecture
[77] lecture,award
[77] award,more

Top Word Pairs in Tweet in G4:
[53] bummed,missing
[53] missing,ala
[53] ala,bringing
[53] bringing,booth
[53] booth,stop
[53] stop,virtual
[53] virtual,alalibrary
[53] alalibrary,booth
[53] booth,galleys
[52] galleys,author

Top Word Pairs in Tweet in G5:
[49] marginalized,groups
[48] tip,ask
[48] ask,marginalized
[48] groups,serve
[48] serve,work
[47] kel_karpinski,tip
[35] calling,people
[35] people,spines
[35] spines,working
[35] working,member

Top Word Pairs in Tweet in G6:
[5] bc_ala,alalibrary
[3] realdonaldtrump,abaesq
[3] abaesq,nraila
[3] nraila,whnsc
[3] whnsc,people
[3] people,nbcthevoice
[3] nbcthevoice,ilhanmn
[3] ilhanmn,ilhan
[3] ilhan,oed
[3] oed,gopchairwoman

Top Word Pairs in Tweet in G7:
[92] repandylevin,senjackreed
[36] alalibrary,libraries
[36] libraries,country
[36] country,facing
[36] facing,extreme
[36] extreme,uncertainty
[36] uncertainty,repandylevin
[36] senjackreed,legislation
[36] legislation,library
[35] senjackreed,introduced

Top Word Pairs in Tweet in G8:
[17] aasl,alalibrary
[13] alalibrary,aasl
[12] stand,together
[12] together,libraries
[12] libraries,essential
[12] essential,schools
[12] schools,communities
[12] communities,colleges
[12] colleges,#saveschoollibrarians
[12] #saveschoollibrarians,alalibrary

Top Word Pairs in Tweet in G9:
[6] always,wonderful
[6] wonderful,discover
[6] discover,shared
[6] shared,love
[6] love,libraries
[6] libraries,revelatory
[6] revelatory,discover
[6] discover,jump
[5] kristatippett,always
[4] riddles,mulberry

Top Word Pairs in Tweet in G10:
[11] gt,co
[11] co,e42uhlzqrw
[9] unccdlibrary,#dyk
[8] #dyk,environmental
[8] environmental,impact
[8] impact,tshirt
[8] tshirt,clothes
[8] clothes,cause
[8] cause,desertification
[8] desertification,gt

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@safelibraries
@thelib
@kirby_mcc
@anikadenise
@ala_pla
@marky_b_tweets
@loidagarciafebo
@warmaiden
@gileslibrarian

Top Replied-To in G1:
@alalibrary
@gretchschreiber
@danibcook
@wamyelizabeth
@fobettarh
@gileslibrarian
@noethematt
@lisalibrarian
@frenchhorn88
@thelib

Top Replied-To in G2:
@alalibrary
@safelibraries
@ala_pla
@webmastergirl
@yangmeister
@alaannual
@michelegibney
@libraryjournal
@jenfoolery
@bwalton_ingram

Top Replied-To in G3:
@anikadenise
@alalibrary
@reformanational
@deanatta
@kadirnelson
@studiojjk
@as_king
@hornbook
@jerrycraft
@maulikpancholy

Top Replied-To in G4:
@alalibrary
@kirby_mcc
@loidagarciafebo
@pgcmls
@slwalter123
@noethematt
@raypun101
@rogue_ala
@lessalibrarian
@ala_graphics

Top Replied-To in G5:
@thelib
@marky_b_tweets
@alalibrary
@warmaiden
@hahalibrary
@libjuiceacademy
@kirby_mcc
@roganhamby
@hedgielib
@catzbloom

Top Replied-To in G6:
@realdonaldtrump
@watchmixer
@keithboykin
@thisweekabc
@missykillion
@brightonparkes

Top Replied-To in G7:
@alalibrary
@godschild423
@cpikas
@repandylevin
@ncte
@gwenda

Top Replied-To in G8:
@readonthebeach
@halseanderson
@bespokelib
@alalibrary
@betweenmargins
@kingdmlibrarian
@librarianlost
@kristawelz
@juliaerin80
@lupodmore

Top Replied-To in G9:
@sljournal
@alalibrary
@aafreda1
@kishizuka
@stopitshane
@erinmoonyeenhal
@phoebedrobinson
@kabatll
@amightyblaze

Top Replied-To in G10:
@maidmer_
@flipoz
@thartman2u
@alalibrary

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@wearealsc
@hornbook
@safelibraries
@repandylevin
@senjackreed
@ala_pla
@alaannual
@thelib
@jerrycraft

Top Mentioned in G1:
@alalibrary
@dadtrans
@fobettarh
@alaannual
@cobdc
@thelib
@rahdieh
@wearealsc
@freelibrary
@sabaatahir

Top Mentioned in G2:
@alalibrary
@safelibraries
@ala_pla
@alaannual
@libraryjournal
@ala_booklist
@nypl
@overdrivelibs
@cfgwhiz
@laurenfsharma

Top Mentioned in G3:
@alalibrary
@hornbook
@wearealsc
@jerrycraft
@kadirnelson
@reformanational
@csk_emiert
@as_king
@maulikpancholy
@studiojjk

Top Mentioned in G4:
@alalibrary
@penguinclass
@traciedhall1
@mistyonpointe
@lessalibrarian
@loidagarciafebo
@wearealsc
@mikeleach42
@librarycongress
@tkhodge19

Top Mentioned in G5:
@alalibrary
@thelib
@kel_karpinski
@warmaiden
@bohyunkim
@hahalibrary
@libjuiceacademy
@catzbloom
@tuphlos
@marky_b_tweets

Top Mentioned in G6:
@alalibrary
@youtube
@whnsc
@honorsociety
@bc_ala
@gopchairwoman
@americamag
@lithuaniamfa
@museumweek
@dni_ratcliffe

Top Mentioned in G7:
@alalibrary
@repandylevin
@senjackreed
@bc_ala
@libcomix
@bostoncomics
@ala_pla
@senatormenendez
@corybooker
@njslmarychute

Top Mentioned in G8:
@alalibrary
@aasl
@ala_acrl
@a
@njasl
@cathi_fuhrman
@halseanderson
@juliaerin80
@njla
@bespokelib

Top Mentioned in G9:
@alalibrary
@bnbuzz
@ncte
@amazon
@kristatippett
@sljournal
@goodreads
@amazonbooks
@jasonreynolds83
@pacificbook

Top Mentioned in G10:
@alalibrary
@unccdlibrary
@cilipinfo
@librarieseu
@iflanatlibs
@ifla
@ciliphlg
@slahq
@naplesislib
@biblioszabo

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@homegypsy
@backstorymom1
@docwashburn
@business
@drawandstrike
@_yvonneburton
@cblazblaz
@cigar150
@justonepatriot

Top Tweeters in G1:
@homegypsy
@cblazblaz
@claimcompanies
@patrickmariebzh
@vievararosel
@peri_gisele
@msvanillarose
@debraj112
@theferocity
@nfl

Top Tweeters in G2:
@docwashburn
@drawandstrike
@_yvonneburton
@justonepatriot
@foxnews
@safelibraries
@gracetoall2
@truthseeker6761
@sassyneveragain
@tamaraleigh_llc

Top Tweeters in G3:
@magicmark9
@mrschureads
@thatmags
@notingshaw
@blkmymorris
@basbleucrb
@lindabernfeld
@tlt16
@theresajsnyder
@dhammelef

Top Tweeters in G4:
@pfanderson
@ap
@librariesval
@ericanoelz
@nikiohsbarnes
@kelbeesince2020
@dtdelosh
@noethematt
@whimsicallyours
@ldp_weagle89

Top Tweeters in G5:
@tuphlos
@violue
@shilohwalker
@herhandsmyhands
@war_kittens
@helgagrace
@donnalanclos
@schomj
@ourbooksluvus
@agent_snark

Top Tweeters in G6:
@americanair
@business
@thr
@washingtonpost
@mailonline
@usatoday
@wsj
@cnn
@tmz
@people

Top Tweeters in G7:
@gadflyquebec
@pupsherlive
@abc15
@jnewtontm
@younglibrarian
@gwenda
@delilahsdawson
@actualitte
@tosfalla3
@sarahylibrarian

Top Tweeters in G8:
@valsadie
@bookriot
@mtechman
@purlmaster55
@juliaerin80
@halseanderson
@matthewwinner
@teresarobeson
@kgs
@swilliamsdlis

Top Tweeters in G9:
@rocketman46
@ncte
@janee_roemer
@phoebedrobinson
@technolibrary
@chiiium
@newyorker
@doallas
@momtrends
@realisticpoetry

Top Tweeters in G10:
@joebabaian
@rasushrestha
@seemarampersad
@euractiv
@ellyannecgithae
@who
@stracma
@cilipinfo
@thartman2u
@aiimintl