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ALALibrary_2022-12-07_20-30-40.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
December 08, 2022
Short Description:
ALALibrary via NodeXL https://bit.ly/3FAZ548
@alalibrary
@flexlibris
@sexharassed
@brianstalley
@arjun_sanyal
@jaxonxturner
@mstewartscience
@penamerica
@inkyelbows
@bakerchair

Top hashtags:
#ala_carnegie
#librarians
#liblearnx23
#uniteagainstbookbans
#libraries

Description:
Description
The graph represents a network of 6,147 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, 08 December 2022 at 04:39 UTC.

The requested start date was Thursday, 08 December 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 70-day, 3-hour, 39-minute period from Wednesday, 28 September 2022 at 21:00 UTC to Thursday, 08 December 2022 at 00:39 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 : 6147
Unique Edges : 8996
Edges With Duplicates : 16238
Total Edges : 25234
Number of Edge Types : 5
Replies to : 1663
Mentions : 10489
Retweet : 4205
MentionsInRetweet : 8406
Tweet : 471
Self-Loops : 501
Reciprocated Vertex Pair Ratio : 0.0440427886388786
Reciprocated Edge Ratio : 0.0843697003957038
Connected Components : 93
Single-Vertex Connected Components : 76
Maximum Vertices in a Connected Component : 6034
Maximum Edges in a Connected Component : 25124
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.221603
Graph Density : 0.000374595064376512
Modularity : 0.396848
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,147 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, 08 December 2022 at 04:39 UTC.

The requested start date was Thursday, 08 December 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 70-day, 3-hour, 39-minute period from Wednesday, 28 September 2022 at 21:00 UTC to Thursday, 08 December 2022 at 00:39 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:
[83] https://www.ala.org/rusa/awards/carnegie-medals/2023-winners
[56] https://uniteagainstbookbans.org/
[33] https://www.2023.alaliblearnx.org/registration
[32] https://twitter.com/ALALibrary/status/1576935192408752128
[25] http://celebratescience.blogspot.com/2022/11/its-time-for-sibert-smackdown.html
[22] https://www.2023.alaliblearnx.org/liblearnx-travel-grant
[22] https://crln.acrl.org/index.php/crlnews/article/view/25706/33637
[18] https://safelibraries.blogspot.com/2022/10/right-to-read-act-ethics-complaint.html
[18] https://web.archive.org/web/20170612040326/https://www.ala.org/advocacy/intersections-glbt-book-month-dispatch-small-town-librarian
[18] https://www.eventscribe.net/2023/LibLearnX/

Top URLs in Tweet in G1:
[45] https://www.ala.org/rusa/awards/carnegie-medals/2023-winners
[19] https://www.2023.alaliblearnx.org/registration
[12] https://www.2023.alaliblearnx.org/liblearnx-travel-grant
[8] https://bit.ly/3zyl4VM
[7] https://www.eventscribe.net/2023/LibLearnX/
[7] https://www.ala.org/aboutala/give-ala
[7] https://twitter.com/ALALibrary/status/1592539947302625280
[6] https://www.2023.alaliblearnx.org/
[6] https://shop.spreadshirt.com/ALAGraphics-Gift-Shop
[6] https://uniteagainstbookbans.org/

Top URLs in Tweet in G2:
[46] https://uniteagainstbookbans.org/
[35] https://www.ala.org/rusa/awards/carnegie-medals/2023-winners
[13] https://uniteagainstbookbans.org/pledge/
[13] https://www.2023.alaliblearnx.org/registration
[11] https://www.eventscribe.net/2023/LibLearnX/
[9] https://www.2023.alaliblearnx.org/liblearnx-travel-grant
[8] https://shop.spreadshirt.com/ALAGraphics-Gift-Shop
[7] https://www.ft.com/content/5d9ce954-ed2e-4c15-81d8-91a5b2a88905
[6] https://www.2023.alaliblearnx.org/
[6] https://americaatthelibrary.splashthat.com/Twitter

Top URLs in Tweet in G3:
[18] https://web.archive.org/web/20170612040326/https://www.ala.org/advocacy/intersections-glbt-book-month-dispatch-small-town-librarian
[17] https://safelibraries.blogspot.com/2022/10/right-to-read-act-ethics-complaint.html
[5] https://docs.google.com/forms/d/e/1FAIpQLSfsLukBTRdg_AjbMVweM7Nq1Jk1WzT0JtrL0SntjOPpu4GY_w/closedform
[4] https://twitter.com/alalibrary/status/1576935192408752128
[3] https://www.ala.org/news/press-releases/2022/10/ala-applauds-new-school-library-legislation-widen-access-students-nationwide
[2] https://twitter.com/sexharassed/status/1585621331315408902
[2] https://twitter.com/sexharassed/status/1580984485251731456
[2] https://safelibraries.blogspot.com/2011/09/marking-25-years-of-banned-books-week.html
[2] https://www.youtube.com/clip/UgkxkMJFBkH5IFLMAaQaDR1iups-9FDZ5tNj
[2] https://twitter.com/SexHarassed/status/1578141661850644481

Top URLs in Tweet in G4:
[2] https://uniteagainstbookbans.org/
[1] https://twitter.com/alalibrary/status/1576935192408752128
[1] https://twitter.com/ALALibrary/status/1576935192408752128

Top URLs in Tweet in G5:
[16] https://michaelkelleyauthor.com/
[15] https://kevinschewe.com
[7] https://careersingovernment.com/job/576991/library-reference-associate-adult-services-jn22-84lb/
[2] https://twitter.com/jaxonxturner/status/1594220069093052416
[2] https://programminglibrarian.org/articles/giving-tuesday-support-cultural-communities
[2] https://www.eagletribune.com/news/book-challenges-on-rise-in-mass-amid-culture-wars/article_23336f14-6b49-11ed-abc2-13696e041c92.html
[2] http://www.williamrstanek.com
[1] https://twitter.com/lizjancz/status/1599869591848505345
[1] https://twitter.com/jaxonxturner/status/1586814970314240000
[1] https://twitter.com/jaxonxturner/status/1588062255060602880

Top URLs in Tweet in G6:
[22] http://celebratescience.blogspot.com/2022/11/its-time-for-sibert-smackdown.html
[11] https://www.canva.com/design/DAFR489SM7E/MkPJMClnOb4az8Kx-gG_1A/view
[8] https://knowledgequest.aasl.org/the-intentionality-of-school-librarianship-in-the-september-october-2022-issue-of-knowledge-quest/
[5] https://www.andersonsbookshop.com/mock-sibert-0
[4] https://heavymedal.slj.com/2022/10/03/the-stakes-have-risen-its-nomination-season/#comment-19622
[2] https://event.on24.com/wcc/r/3958609/E75CE450E986F54E148271E270867F74?partnerref=SLJSPNSRLerner101322KidsLoveNonfiction
[2] https://www.nytimes.com/2022/11/23/opinion/thankful-libraries-books.html?smid=nytcore-ios-share&referringSource=articleShare
[1] https://twitter.com/i/web/status/1579110707630833665
[1] http://celebratescience.blogspot.com/2022/01/best-nonfiction-of-2021-roundup.html
[1] https://www.marketplace.org/2022/10/03/public-libraries-underfunded-social-services/

Top URLs in Tweet in G7:
[3] https://twitter.com/alalibrary/status/1576935192408752128
[2] https://history.house.gov/Institution/Electoral-College/Electoral-College/
[2] https://twitter.com/ALALibrary/status/1595093504098566150
[1] https://www.ala.org/news/press-releases/2022/10/new-report-outlines-how-policymakers-can-scale-library-successes-advance
[1] https://twitter.com/OIF/status/1599866953027538945
[1] https://twitter.com/ALALibrary/status/1599821426344722433
[1] https://twitter.com/ALALibrary/status/1587598615224225792
[1] https://www.2023.alaliblearnx.org/liblearnx-travel-grant
[1] https://twitter.com/udcas/status/1579955443618545665
[1] https://twitter.com/i/web/status/1583514089418260480

Top URLs in Tweet in G8:
[6] https://digitalsocietypress.com
[1] https://twitter.com/i/web/status/1579495924967313409
[1] https://www.publishersweekly.com/pw/by-topic/industry-news/bookselling/article/91009-u-s-booksellers-embrace-books-in-spanish.html
[1] https://www.weforum.org/agenda/2022/09/changing-role-libraries-access-information-resources/
[1] https://www.buchmesse.de/en/timetable/session/how-diversify-media-company
[1] https://theconversation.com/as-pandemic-measures-are-lifted-social-media-use-has-declined-with-the-exception-of-tiktok-191126
[1] https://digitalsocietypress.com/2022/10/16/removing-author-fees-can-help-open-access-journals-make-research-available-to-everyone/
[1] https://elearning.ala.org/local/catalog/view/product.php?productid=663
[1] https://www.biblioteksbladet.se/etidningen/nr-04-2022-english/
[1] https://twitter.com/i/web/status/1597194935387947008

Top URLs in Tweet in G9:
[20] https://crln.acrl.org/index.php/crlnews/article/view/25706/33637
[6] https://uniteagainstbookbans.org/vote/
[5] https://www.alastore.ala.org/letsroll
[4] https://bbf.enssib.fr/un-panorama-des-mesures-d-accessibilite-aux-bibliotheques
[3] https://games.ala.org/gaming-librarian-spotlight-lucas-maxwell/
[3] https://www.choice360.org/webinars/new-white-house-open-access-rules-how-libraries-can-help-researchers-faculty-scale-the-paywall/?utm_source=hootsuite&utm_medium=twitter&utm_campaign=general&utm_term=symplectic#Register
[3] https://2023.alaliblearnx.org/
[2] https://proctorio.com/about/accessibility
[1] https://twitter.com/alaeditions/status/1575870469668220930
[1] https://twitter.com/ala_gamert/status/1589977779042672641

Top URLs in Tweet in G10:
[3] https://www.knox.net/adults
[2] https://www.ala.org/news/member-news/2022/10/core-seeks-library-building-awards-jurors
[2] https://forms.gle/qsERhLbRXxe8sPtr8
[1] https://twitter.com/ala_core/status/1598413472425181184
[1] https://www.ala.org/news/member-news/2022/11/rachel-wells-selected-2023-core-emerging-leader
[1] https://twitter.com/i/web/status/1585644049603522561
[1] https://myemail.constantcontact.com/subject.html?soid=1138362097163&aid=G_DDPAa8-ew&source_type=twpo&source_id=78466bdc-1614-46e0-a1a4-2dd5e3e55998
[1] https://www.ala.org/rusa/rusa-isadore-gilbert-mudge-award
[1] https://twitter.com/bronxcclibrary/status/1594917727097225216
[1] https://twitter.com/elprofe_santana/status/1583185947855708180

Top Domains
Top Domains in Tweet in Entire Graph:
[723] twitter.com
[242] ala.org
[110] uniteagainstbookbans.org
[104] alaliblearnx.org
[53] blogspot.com
[30] youtube.com
[23] programminglibrarian.org
[22] bit.ly
[22] acrl.org
[22] eventscribe.net

Top Domains in Tweet in G1:
[130] twitter.com
[93] ala.org
[48] alaliblearnx.org
[16] uniteagainstbookbans.org
[12] bit.ly
[9] programminglibrarian.org
[8] washingtonpost.com
[8] eventscribe.net
[6] spreadshirt.com
[5] americanlibrariesmagazine.org

Top Domains in Tweet in G2:
[232] twitter.com
[108] ala.org
[79] uniteagainstbookbans.org
[38] alaliblearnx.org
[13] eventscribe.net
[12] youtube.com
[9] bit.ly
[8] programminglibrarian.org
[8] spreadshirt.com
[7] splashthat.com

Top Domains in Tweet in G3:
[104] twitter.com
[24] blogspot.com
[18] archive.org
[7] youtube.com
[6] ala.org
[6] google.com
[2] t.me
[2] wikipedia.org
[1] slj.com
[1] uniteagainstbookbans.org

Top Domains in Tweet in G4:
[2] twitter.com
[2] uniteagainstbookbans.org

Top Domains in Tweet in G5:
[36] twitter.com
[16] michaelkelleyauthor.com
[15] kevinschewe.com
[7] careersingovernment.com
[5] programminglibrarian.org
[3] ala.org
[3] williamrstanek.com
[2] infodocket.com
[2] eagletribune.com
[2] pbs.org

Top Domains in Tweet in G6:
[23] blogspot.com
[12] twitter.com
[11] canva.com
[8] aasl.org
[5] andersonsbookshop.com
[4] slj.com
[2] on24.com
[2] nytimes.com
[1] marketplace.org
[1] publishersweekly.com

Top Domains in Tweet in G7:
[21] twitter.com
[2] house.gov
[2] cdt.org
[2] pewresearch.org
[1] ala.org
[1] alaliblearnx.org
[1] avpassociation.com
[1] forms.gle
[1] google.com
[1] study.com

Top Domains in Tweet in G8:
[7] digitalsocietypress.com
[6] twitter.com
[1] publishersweekly.com
[1] weforum.org
[1] buchmesse.de
[1] theconversation.com
[1] ala.org
[1] biblioteksbladet.se
[1] knowledgee.com
[1] archivists.ca

Top Domains in Tweet in G9:
[20] acrl.org
[9] ala.org
[7] twitter.com
[6] uniteagainstbookbans.org
[5] enssib.fr
[4] alaliblearnx.org
[4] choice360.org
[3] themarkup.org
[3] proctorio.com
[1] eventscribe.net

Top Domains in Tweet in G10:
[10] twitter.com
[4] ala.org
[3] knox.net
[2] forms.gle
[1] constantcontact.com
[1] eols.org
[1] neh.gov
[1] diocesanarchivists.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[280] ala_carnegie
[248] librarians
[229] liblearnx23
[205] uniteagainstbookbans
[145] libraries
[97] nonfiction
[97] fiction
[75] parenting
[72] moms
[72] dads



Top Hashtags in Tweet in G1:
[150] ala_carnegie
[65] liblearnx23
[58] uniteagainstbookbans
[48] fiction
[45] wyoming
[38] nonfiction
[28] givingtuesday
[21] libraries
[14] nbawards
[12] librarycardsignupmonth

Top Hashtags in Tweet in G2:
[100] ala_carnegie
[98] liblearnx23
[78] uniteagainstbookbans
[61] libraries
[53] librarians
[46] bannedintheusa
[46] ya
[40] fiction
[39] intellectualfreedom
[32] nahm

Top Hashtags in Tweet in G3:
[167] librarians
[73] parenting
[70] moms
[70] dads
[56] uniteagainstbookbans
[42] edchat
[34] liblearnx23
[27] alaac23
[23] dearborn
[21] libraries

Top Hashtags in Tweet in G5:
[31] scifi
[22] speakup
[16] mybookagents
[16] ian1
[16] sfrtg
[16] scifibookclub
[8] library
[7] givingtuesday
[7] libraries
[7] careeropportunity

Top Hashtags in Tweet in G6:
[54] sibertsmackdown
[35] nonfiction
[15] kidslovenonfiction
[8] kidlit
[8] amreading
[7] alibrarianineveryschool
[6] liblearnx23
[5] librarians
[4] 3rdchat
[4] 4thchat

Top Hashtags in Tweet in G7:
[8] librarians
[3] freadom
[2] liblearnx23
[2] ageverification
[1] listeners
[1] episodes
[1] kosa
[1] jclc2022
[1] bookbanning
[1] ala_carnegie

Top Hashtags in Tweet in G8:
[8] librarians
[6] bibliotheksleitungstag2022
[4] books
[4] libraries
[4] fbm22
[3] liblearnx23
[3] librarytwitter
[2] read
[2] publishing
[2] publiclibraries

Top Hashtags in Tweet in G9:
[14] libraries
[9] ostpmemo
[8] dungeonsanddragons
[8] liblearnx23
[8] openaccess
[7] nelsonmemo
[5] letsroll
[5] librarian
[4] dnd
[3] edutwitter

Top Hashtags in Tweet in G10:
[8] exhibit
[4] digitalnavigators
[3] coreforum2022
[3] americanrescueplan
[2] library
[2] askaconservator
[2] conservation
[2] sharp
[2] computers
[2] digitalnavigator

Top Words
Top Words in Tweet in Entire Graph:
[4894] alalibrary
[1052] library
[959] more
[776] libraries
[760] see
[725] books
[666] book
[655] issue
[631] press
[609] glad

Top Words in Tweet in G1:
[993] alalibrary
[291] libraries
[250] library
[219] books
[210] 2023
[208] congratulations
[202] excellence
[179] medals
[156] board
[150] #ala_carnegie

Top Words in Tweet in G2:
[1531] alalibrary
[315] library
[249] join
[245] book
[234] ala
[229] read
[224] libraries
[206] school
[178] aasl
[178] books

Top Words in Tweet in G3:
[692] alalibrary
[467] sexharassed
[168] school
[167] #librarians
[148] read
[143] library
[139] right
[133] act
[129] child
[129] graphic

Top Words in Tweet in G4:
[560] issue
[560] incorrect
[560] premise
[560] glad
[560] attention
[560] more
[560] press
[560] major
[560] fundamental
[560] see

Top Words in Tweet in G5:
[197] alalibrary
[47] libraryjournal
[34] potus
[33] librarycongress
[32] thriller
[32] dives
[32] dharma
[32] influenced
[32] fi
[32] deep

Top Words in Tweet in G6:
[237] alalibrary
[94] sljournal
[87] chanastiefel
[82] mstewartscience
[61] holocaustmuseum
[60] wearealsc
[60] scholastic
[57] chipublib
[56] time
[54] #sibertsmackdown

Top Words in Tweet in G7:
[450] alalibrary
[92] tlt16
[91] barbpdl
[74] people
[69] books
[69] library
[61] marian6793
[59] gibsonkissel
[58] veronikellymars
[57] having

Top Words in Tweet in G8:
[50] alalibrary
[24] ifla
[13] rbeaudryccle
[12] bibverband
[12] oclc_de
[12] stpnlibrarian
[12] library
[11] eblida
[11] librarians
[11] attacks

Top Words in Tweet in G9:
[170] alalibrary
[65] bakerchair
[54] book
[53] information
[52] announce
[51] cultural
[51] y'all
[51] thing
[51] studies
[51] big

Top Words in Tweet in G10:
[59] alalibrary
[20] ala_apala
[18] ohio
[17] archivists_org
[15] series
[15] plmvkc
[15] nehgov
[14] aamers
[13] 000
[12] due

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[602] see,more
[600] attention,issue
[599] fundamental,premise
[599] more,major
[599] glad,see
[599] issue,fundamental
[599] press,attention
[599] major,press
[599] premise,incorrect
[479] iâ,glad

Top Word Pairs in Tweet in G1:
[170] medals,excellence
[127] #ala_carnegie,medals
[115] 2023,#ala_carnegie
[99] libraries,right
[98] sent,letter
[98] executive,board
[98] well,alalibrary's
[98] going,libraries
[98] board,wrote
[98] alalibrary's,executive

Top Word Pairs in Tweet in G2:
[122] right,read
[111] book,bans
[100] alalibrary,congratulations
[89] 2023,#ala_carnegie
[86] medals,excellence
[85] #ala_carnegie,medals
[83] alalibrary,aasl
[68] join,alalibrary
[62] intellectual,freedom
[61] learn,more

Top Word Pairs in Tweet in G3:
[117] right,read
[115] american,library
[115] read,act
[115] graphic,child
[114] library,association
[98] association,alalibrary
[78] released,right
[78] remove,parental
[78] finally,released
[78] act,indeed

Top Word Pairs in Tweet in G4:
[560] press,attention
[560] issue,fundamental
[560] see,more
[560] attention,issue
[560] fundamental,premise
[560] premise,incorrect
[560] more,major
[560] major,press
[560] glad,see
[443] incorrect,itâ

Top Word Pairs in Tweet in G5:
[32] requires,deep
[32] charming,heavily
[32] dives,dharma
[32] thriller,requires
[32] fi,thriller
[32] sci,fi
[32] influenced,sci
[32] deep,dives
[31] dharma,kirkus
[30] kirkus,reviews

Top Word Pairs in Tweet in G6:
[59] alalibrary,scholastic
[57] scholastic,holocaustmuseum
[56] chipublib,alalibrary
[55] sljournal,chipublib
[47] anyone,still
[46] best,nonfiction
[46] time,#sibertsmackdown
[45] nonfiction,lists
[45] thanksgiving,come
[45] early,learned

Top Word Pairs in Tweet in G7:
[92] alalibrary,tlt16
[59] alalibrary,gibsonkissel
[55] veronikellymars,alalibrary
[55] barbpdl,veronikellymars
[48] ericspahn3,alalibrary
[48] marian6793,alalibrary
[39] people,having
[38] black,people
[37] time,alalibrary
[37] having,annual

Top Word Pairs in Tweet in G8:
[14] ifla,alalibrary
[10] stand,together
[10] attacks,teacher
[10] sogi,curriculum
[10] librarians,stand
[10] support,sogi
[10] curriculum,condemn
[10] face,recent
[10] teacher,librarians
[10] recent,attacks

Top Word Pairs in Tweet in G9:
[51] information,studies
[51] cultural,information
[51] studies,book
[51] alalibrary,proud
[51] critical,cultural
[51] announce,critical
[51] big,thing
[51] thing,alalibrary
[51] proud,announce
[51] y'all,big

Top Word Pairs in Tweet in G10:
[9] installment,tues
[9] 11,featuring
[9] final,installment
[9] internationally,acclaimed
[9] series,presents
[9] acclaimed,ohio
[9] tues,10
[9] writers,series
[9] featuring,internationally
[9] ohio,writers

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@sexharassed
@lms_united
@chanastiefel
@morgan_j_talty
@thrasherxy
@1000saturdays
@takemeback1980
@rachelegross
@patrioticpurple

Top Replied-To in G1:
@alalibrary
@morgan_j_talty
@thrasherxy
@rachelegross
@sindyabhanoo
@epochtimes
@mario_presents
@bettemidler
@adacalhoun
@huahsu

Top Replied-To in G2:
@lms_united
@sexharassed
@alalibrary
@edrabinski
@simply_rain_s
@ucfreespeechctr
@_dofdmd
@abmack33
@sthornbery
@1000saturdays

Top Replied-To in G3:
@sexharassed
@danforthjb
@librarybabbitt
@libsoftiktok
@alalibrary
@moms4liberty
@shawnmcbreairty
@deb_fillman
@couragehabit
@luce_lexi

Top Replied-To in G5:
@alalibrary
@alyssa_milano
@gopleader
@hunt4change
@jaxonxturner
@zpbidar
@potus
@tracyshawn
@beccaquon
@thelokcal

Top Replied-To in G6:
@chanastiefel
@mstewartscience
@etrainsworld
@hillcrestlib
@shannonstocker_
@sexharassed
@staceybethr
@aeslibs
@city_of_dragons
@authorlisafipps

Top Replied-To in G7:
@takemeback1980
@patrioticpurple
@1000saturdays
@alalibrary
@lubetskypeter
@marian6793
@sadie76092
@ericspahn3
@e2pilot
@poultryofperil

Top Replied-To in G8:
@oclc_de
@stpnlibrarian
@saintmichels
@lessa4libraries
@librarycongress
@dnb_aktuelles
@society_press
@dremadsaleh
@abdullah_5855
@publisherswkly

Top Replied-To in G9:
@bakerchair
@linkletter
@dzstone
@abigailleigh
@lucasjmaxwell
@bcit
@dustinthefife
@bohyunkim
@noethematt
@michael_cypress

Top Replied-To in G10:
@jclc2022
@mmartconsult
@plmvkc
@neh_education
@bc_ala
@lessa4libraries
@katkimbell
@bohyunkim
@shifted
@neh_presaccess

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@flexlibris
@sexharassed
@oif
@aasl
@edrabinski
@traciedhall1
@uabookbans
@penamerica
@noethematt

Top Mentioned in G1:
@alalibrary
@noethematt
@kathrynschulz
@wwnorton
@tin_house
@edyong209
@basedlibrarian
@epochtimes
@adacalhoun
@morgan_j_talty

Top Mentioned in G2:
@alalibrary
@aasl
@oif
@traciedhall1
@penamerica
@mellonfdn
@uabookbans
@edrabinski
@lessa4libraries
@lms_united

Top Mentioned in G3:
@alalibrary
@sexharassed
@oif
@moms4liberty
@realchrisrufo
@againstgrmrs
@thedemocrats
@roncoleman
@danforthjb
@libsoftiktok

Top Mentioned in G4:
@flexlibris
@alalibrary
@fobettarh
@edrabinski
@noethematt
@sadie76092
@manga_librarian
@lessa4libraries
@bahmanyarbooks

Top Mentioned in G5:
@alalibrary
@libraryjournal
@librarycongress
@potus
@johnfetterman
@vp
@oif
@fbi
@repdean
@pftlocal3

Top Mentioned in G6:
@alalibrary
@sljournal
@mstewartscience
@holocaustmuseum
@wearealsc
@scholastic
@chipublib
@chanastiefel
@staceybethr
@aslan_magic

Top Mentioned in G7:
@alalibrary
@tlt16
@barbpdl
@gibsonkissel
@veronikellymars
@aclu
@alisoninlibrary
@marian6793
@fobettarh
@ericspahn3

Top Mentioned in G8:
@alalibrary
@ifla
@rbeaudryccle
@bibverband
@eblida
@librarieseu
@ursulageorgy
@hannevogt
@obibjournal
@stpnlibrarian

Top Mentioned in G9:
@alalibrary
@bakerchair
@crl_acrl
@choice_reviews
@dustinthefife
@uofsc_ischool
@symplectic
@ala_acrl
@clintsmithiii
@lucasjmaxwell

Top Mentioned in G10:
@alalibrary
@ala_apala
@archivists_org
@nehgov
@aamers
@ala_core
@neh_presaccess
@aaslh
@academicmuseums
@amianet

Top Tweeters
Top Tweeters in Entire Graph:
@paul_cude
@matthewtwihard
@alhanda
@bella623
@gojira007x
@_do
@porridgeisgood
@mharvey816
@russelltim151
@watermelondriia

Top Tweeters in G1:
@adunlea
@allentien
@foxnews
@jwomack
@tenej_jen
@annfinster
@nayasala
@carol38553
@sfdirewolf
@time

Top Tweeters in G2:
@gojira007x
@_do
@docwashburn
@nanteos620
@igallupd
@jacquiewells4
@ladylakemusic
@tuphlos
@tummler10
@3pennymovies

Top Tweeters in G3:
@porridgeisgood
@mtrushmore2016
@guardian
@ladydshops
@4annegs
@nypost
@tumalwas
@nytimes
@debrabuenik
@autumnalbaby

Top Tweeters in G4:
@jhamby
@lianabrooks
@kw1979
@mihrimah_fs
@krysilove
@cece_23spalding
@pecunium
@frankentan
@demuromarquez
@alexandraerin

Top Tweeters in G5:
@alhanda
@huffpost
@marksandspencer
@crystal4obama
@rodriguez_linda
@latimes
@lise_latulippe
@washingtonpost
@cnn
@rwwatchma

Top Tweeters in G6:
@cherrymischivus
@rtartboost
@debraj112
@b0tsci
@onyxgata
@nytopinion
@se4realhinton
@52wlbot
@chrystalchipria
@ericcoliu

Top Tweeters in G7:
@mharvey816
@watermelondriia
@n7irl
@k3vk4
@randomjeweler
@sickfemme
@ilarose
@flux_nomad
@granitevoter
@senatorshoshana

Top Tweeters in G8:
@wef
@edineysantana
@pewresearch
@conversationedu
@publisherswkly
@oatp
@conversationus
@trf
@fabjerennt
@sharjahbookauth

Top Tweeters in G9:
@tendin2
@loudmouthkid62
@pupsherlive
@margymaclibrary
@unfortunatalie
@docdre
@magpie839
@janetsomerville
@thartman2u
@pragmaticmom

Top Tweeters in G10:
@academicchatter
@_itzdutchess
@icomus
@bookrecommende2
@hbcubuzz
@hedgielib
@aamers
@kenyonreview
@nehgov
@anthonycassone4


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