ALALibrary, Twitter, 12/1/2022 4:49:21 AM, 285247


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ALALibrary_2022-11-30_20-30-40.xlsx
ALALibrary_2022-11-30_20-30-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 01, 2022
Short Description:
ALALibrary via NodeXL https://bit.ly/3VIl4v6
@alalibrary
@flexlibris
@sexharassed
@brianstalley
@jaxonxturner
@arjun_sanyal
@penamerica
@noethematt
@mstewartscience
@chanastiefel

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

Description:
Description
The graph represents a network of 6,292 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, 01 December 2022 at 04:40 UTC.

The requested start date was Thursday, 01 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 67-day, 5-hour, 7-minute period from Saturday, 24 September 2022 at 18:38 UTC to Wednesday, 30 November 2022 at 23:45 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 : 6292
Unique Edges : 8967
Edges With Duplicates : 15928
Total Edges : 24895
Number of Edge Types : 5
Retweet : 4424
MentionsInRetweet : 8738
Mentions : 9792
Replies to : 1460
Tweet : 481
Self-Loops : 507
Reciprocated Vertex Pair Ratio : 0.0404543788933675
Reciprocated Edge Ratio : 0.0777629076565472
Connected Components : 102
Single-Vertex Connected Components : 84
Maximum Vertices in a Connected Component : 6166
Maximum Edges in a Connected Component : 24767
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.185607
Graph Density : 0.000358664326670569
Modularity : 0.402734
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,292 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, 01 December 2022 at 04:40 UTC.

The requested start date was Thursday, 01 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 67-day, 5-hour, 7-minute period from Saturday, 24 September 2022 at 18:38 UTC to Wednesday, 30 November 2022 at 23:45 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
[57] 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
[17] https://safelibraries.blogspot.com/2022/10/right-to-read-act-ethics-complaint.html
[17] https://twitter.com/alalibrary/status/1576935192408752128
[16] https://uniteagainstbookbans.org/pledge/
[16] https://web.archive.org/web/20170612040326/https://www.ala.org/advocacy/intersections-glbt-book-month-dispatch-small-town-librarian

Top URLs in Tweet in G1:
[41] https://www.ala.org/rusa/awards/carnegie-medals/2023-winners
[19] https://www.2023.alaliblearnx.org/registration
[14] https://www.2023.alaliblearnx.org/liblearnx-travel-grant
[13] https://www.rasmussenreports.com/public_content/politics/partner_surveys/voters_against_obscene_books_in_public_schools
[12] https://uniteagainstbookbans.org/
[8] https://bit.ly/3zyl4VM
[7] https://www.2023.alaliblearnx.org/
[7] https://www.ala.org/aboutala/give-ala
[7] https://www.2023.alaliblearnx.org/cory-doctorow
[6] https://www.eventscribe.net/2023/LibLearnX/

Top URLs in Tweet in G2:
[42] https://uniteagainstbookbans.org/
[37] https://www.ala.org/rusa/awards/carnegie-medals/2023-winners
[14] https://www.2023.alaliblearnx.org/registration
[10] https://www.eventscribe.net/2023/LibLearnX/
[9] https://knowledgequest.aasl.org/the-intentionality-of-school-librarianship-in-the-september-october-2022-issue-of-knowledge-quest/
[8] https://uniteagainstbookbans.org/vote/
[7] https://www.2023.alaliblearnx.org/liblearnx-travel-grant
[7] https://shop.spreadshirt.com/ALAGraphics-Gift-Shop
[7] https://uniteagainstbookbans.org/pledge/
[7] https://www.ft.com/content/5d9ce954-ed2e-4c15-81d8-91a5b2a88905

Top URLs in Tweet in G3:
[16] https://web.archive.org/web/20170612040326/https://www.ala.org/advocacy/intersections-glbt-book-month-dispatch-small-town-librarian
[16] https://safelibraries.blogspot.com/2022/10/right-to-read-act-ethics-complaint.html
[7] https://docs.google.com/forms/d/e/1FAIpQLSfsLukBTRdg_AjbMVweM7Nq1Jk1WzT0JtrL0SntjOPpu4GY_w/closedform
[6] https://uniteagainstbookbans.org/pledge/
[5] https://safelibraries.blogspot.com/2022/09/the-lost-art-of-librarianship.html
[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://UniteAgainstBookBans.org
[2] https://uniteagainstbookbans.org/toolkit/
[2] https://uniteagainstbookbans.org/toolkit

Top URLs in Tweet in G4:
[2] https://uniteagainstbookbans.org/
[1] https://twitter.com/alalibrary/status/1576935192408752128
[1] https://twitter.com/ALALibrary/status/1592283484478898177
[1] https://twitter.com/ALALibrary/status/1576935192408752128

Top URLs in Tweet in G5:
[23] http://celebratescience.blogspot.com/2022/11/its-time-for-sibert-smackdown.html
[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://www.slj.com/story/censorship/ala-2022-book-challenges-on-pace-to-break-record-setting-2021-numbers
[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/
[1] https://twitter.com/mstewartscience/status/1593184884574801920

Top URLs in Tweet in G6:
[3] https://twitter.com/alalibrary/status/1576935192408752128
[2] https://history.house.gov/Institution/Electoral-College/Electoral-College/
[2] https://www.losangelesblade.com/2021/11/29/moms-for-liberty-seeks-to-ban-mlk-jr-book-tennessee-ed-dept-refuses/
[2] https://twitter.com/ALALibrary/status/1595093504098566150
[1] https://www.2023.alaliblearnx.org/liblearnx-travel-grant
[1] https://twitter.com/udcas/status/1579955443618545665
[1] https://drive.google.com/file/d/1N60A5KhcXWh19H7ljdDrElW8zrV4KhXJ/view
[1] https://twitter.com/ashleyrgold/status/1597242970314797057
[1] https://twitter.com/i/web/status/1583514089418260480
[1] https://twitter.com/i/web/status/1583542995801907200

Top URLs in Tweet in G7:
[2] https://twitter.com/jaxonxturner/status/1594220069093052416
[1] https://twitter.com/dawnschmitz/status/1597371403556491265
[1] https://twitter.com/jaxonxturner/status/1586814970314240000
[1] https://twitter.com/jaxonxturner/status/1588062255060602880
[1] https://www.huffpost.com/entry/internet-baby-boomers-misinformation-social-media_n_5f998039c5b6a4a2dc813d3d/amp
[1] https://twitter.com/jaxonxturner/status/1591549267784630278
[1] https://www.thehotline.org/resources/the-myth-of-mutual-abuse/
[1] https://twitter.com/homo_africanus/status/1596126617004232707
[1] https://twitter.com/rafiknwahbi/status/1577320816730984448
[1] https://twitter.com/jaxonxturner/status/1595523889395818512

Top URLs in Tweet in G8:
[3] https://www.ala.org/rusa/awards/carnegie-medals/2023-winners
[2] https://twitter.com/ALALibrary/status/1592539947302625280
[2] https://twitter.com/alalibrary/status/1579906182105350144
[1] https://uniteagainstbookbans.org/vote/
[1] https://twitter.com/alaeditions/status/1575870469668220930
[1] https://twitter.com/ALALibrary/status/1587791893471297538
[1] http://raforall.blogspot.com/2022/10/what-im-reading-andrew-carnegie-medal.html
[1] https://twitter.com/rachelegross/status/1592569982344650752
[1] https://twitter.com/i/web/status/1579912952245006338
[1] https://twitter.com/i/web/status/1580266151481061376

Top URLs in Tweet in G9:
[14] https://kevinschewe.com
[13] https://michaelkelleyauthor.com/
[7] https://careersingovernment.com/job/576991/library-reference-associate-adult-services-jn22-84lb/
[2] http://www.williamrstanek.com
[1] https://zrzutka.pl/en/c42ffr
[1] https://link.chtbl.com/bdep127
[1] https://www.andylazris.com/post/15-benefits-of-reading-history-books
[1] https://twitter.com/thisone0verhere/status/1594755062273744896
[1] https://carleton.ca/criminology/cu-events/the-little-old-lady-killer/
[1] https://api.pinterest.com/url_shortener/5K1NKAF/redirect/

Top URLs in Tweet in G10:
[5] https://digitalsocietypress.com
[2] https://docs.google.com/forms/d/1nihQKAjW0__tw2Qq3eXRm46ok3Zh9fYaoPVeIbGhWmI/
[1] https://twitter.com/i/web/status/1579495924967313409
[1] https://elearning.ala.org/local/catalog/view/product.php?productid=663
[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://knowledgee.com/upcoming-events/?utm_source=Website&utm_medium=WordPress&utm_campaign=Post_event&utm_id=SIBF&utm_content=TW
[1] https://archivists.ca/Job-Opportunities/12969071

Top Domains
Top Domains in Tweet in Entire Graph:
[719] twitter.com
[244] ala.org
[116] uniteagainstbookbans.org
[90] alaliblearnx.org
[55] blogspot.com
[30] youtube.com
[24] programminglibrarian.org
[20] eventscribe.net
[19] bit.ly
[16] archive.org

Top Domains in Tweet in G1:
[125] twitter.com
[99] ala.org
[50] alaliblearnx.org
[25] uniteagainstbookbans.org
[13] rasmussenreports.com
[11] bit.ly
[9] programminglibrarian.org
[8] washingtonpost.com
[7] eventscribe.net
[6] wnycstudios.org

Top Domains in Tweet in G2:
[204] twitter.com
[120] ala.org
[66] uniteagainstbookbans.org
[39] alaliblearnx.org
[15] youtube.com
[14] programminglibrarian.org
[13] eventscribe.net
[9] aasl.org
[7] spreadshirt.com
[7] bit.ly

Top Domains in Tweet in G3:
[112] twitter.com
[26] blogspot.com
[19] uniteagainstbookbans.org
[16] archive.org
[9] youtube.com
[8] google.com
[6] ala.org
[2] mytowntutors.com
[2] t.me
[2] wikipedia.org

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

Top Domains in Tweet in G5:
[24] blogspot.com
[5] slj.com
[5] andersonsbookshop.com
[5] twitter.com
[2] on24.com
[2] nytimes.com
[2] medium.com
[1] marketplace.org
[1] publishersweekly.com
[1] aasl.org

Top Domains in Tweet in G6:
[19] twitter.com
[2] house.gov
[2] losangelesblade.com
[2] cdt.org
[2] pewresearch.org
[1] alaliblearnx.org
[1] google.com
[1] study.com
[1] congress.gov
[1] npr.org

Top Domains in Tweet in G7:
[28] twitter.com
[1] huffpost.com
[1] thehotline.org
[1] theweek.com
[1] bookriot.com
[1] loc.gov

Top Domains in Tweet in G8:
[15] twitter.com
[5] simonandschuster.com
[3] ala.org
[1] uniteagainstbookbans.org
[1] blogspot.com
[1] macmillan.com
[1] washingtonpost.com

Top Domains in Tweet in G9:
[14] kevinschewe.com
[13] michaelkelleyauthor.com
[7] careersingovernment.com
[5] twitter.com
[3] williamrstanek.com
[2] nysed.gov
[1] zrzutka.pl
[1] chtbl.com
[1] andylazris.com
[1] carleton.ca

Top Domains in Tweet in G10:
[6] digitalsocietypress.com
[4] twitter.com
[3] google.com
[1] ala.org
[1] weforum.org
[1] buchmesse.de
[1] theconversation.com
[1] knowledgee.com
[1] archivists.ca
[1] bc.ca

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[280] ala_carnegie
[213] liblearnx23
[209] uniteagainstbookbans
[166] librarians
[141] libraries
[140] bannedbooksweek
[117] ya
[115] bannedintheusa
[97] nonfiction
[97] fiction



Top Hashtags in Tweet in G1:
[71] ala_carnegie
[65] uniteagainstbookbans
[63] liblearnx23
[46] bannedbooksweek
[36] fiction
[28] givingtuesday
[26] libraries
[19] nonfiction
[14] nbawards
[14] bannedbooksweek2022

Top Hashtags in Tweet in G2:
[108] ala_carnegie
[99] liblearnx23
[97] bannedintheusa
[97] ya
[75] libraries
[64] uniteagainstbookbans
[40] intellectualfreedom
[36] fiction
[32] bannedbooksweek
[32] nahm

Top Hashtags in Tweet in G3:
[135] librarians
[67] uniteagainstbookbans
[61] parenting
[59] moms
[59] dads
[36] edchat
[34] bannedbooksweek
[27] liblearnx23
[24] alaac23
[24] dearborn

Top Hashtags in Tweet in G4:
[3] bannedintheusa
[3] ya
[1] ilovemylibrarian
[1] wellness

Top Hashtags in Tweet in G5:
[55] sibertsmackdown
[35] nonfiction
[15] kidslovenonfiction
[8] kidlit
[8] amreading
[7] creatorsgetcarded
[7] alibrarianineveryschool
[6] librarycardsignupmonth
[5] liblearnx23
[4] 3rdchat

Top Hashtags in Tweet in G6:
[3] liblearnx23
[3] freadom
[1] librarians
[1] bookbanning
[1] jclc2022
[1] ala_carnegie
[1] censorship
[1] speakup

Top Hashtags in Tweet in G7:
[22] speakup
[6] readbannedbooks
[5] savesocialsecurity
[5] neverforgetjanuary6th
[4] cancelallstudentdebtnow
[4] womensrightsarehumanrights
[4] guncontrol
[3] expertsforamberheard
[2] faircontractmeow
[2] dogsforfetterman

Top Hashtags in Tweet in G8:
[59] ala_carnegie
[16] nonfiction
[9] fiction
[9] theschoolforgoodmothers
[6] solito
[4] jonathanescoffery
[4] ifisurviveyou
[2] thekingdomofsand
[2] seekingfortuneelsewhere
[2] emmagrove

Top Hashtags in Tweet in G9:
[27] scifi
[13] mybookagents
[13] ian1
[13] sfrtg
[13] scifibookclub
[10] librarycardsignupmonth
[7] careeropportunity
[7] applynow
[7] jobsearch
[7] jobalert

Top Hashtags in Tweet in G10:
[7] librarians
[4] fbm22
[3] librarytwitter
[3] liblearnx23
[3] books
[3] libraries
[2] publiclibraries
[2] read
[2] copyright
[2] publishing

Top Words
Top Words in Tweet in Entire Graph:
[4567] alalibrary
[1030] library
[985] libraries
[944] more
[898] books
[752] see
[711] right
[687] book
[652] issue
[631] press

Top Words in Tweet in G1:
[897] alalibrary
[505] libraries
[362] right
[359] alalibrary's
[340] noethematt
[337] going
[335] executive
[332] things
[332] letter
[331] board

Top Words in Tweet in G2:
[1371] alalibrary
[374] library
[315] books
[250] libraries
[211] book
[191] bans
[187] ala
[184] join
[176] support
[175] read

Top Words in Tweet in G3:
[682] alalibrary
[433] sexharassed
[174] read
[162] right
[147] library
[135] act
[135] #librarians
[130] school
[123] graphic
[120] child

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

Top Words in Tweet in G5:
[182] alalibrary
[88] sljournal
[86] chanastiefel
[84] mstewartscience
[61] holocaustmuseum
[61] scholastic
[56] chipublib
[55] #sibertsmackdown
[51] best
[49] time

Top Words in Tweet in G6:
[431] alalibrary
[100] tlt16
[99] barbpdl
[76] books
[76] people
[65] veronikellymars
[65] library
[61] marian6793
[59] gibsonkissel
[57] takemeback1980

Top Words in Tweet in G7:
[91] alalibrary
[34] potus
[29] vp
[27] johnfetterman
[25] aftunion
[24] thank
[22] fbi
[22] response
[22] #speakup
[22] oif

Top Words in Tweet in G8:
[228] alalibrary
[98] congratulations
[79] excellence
[76] 2023
[62] bakerchair
[59] #ala_carnegie
[57] book
[55] medals
[52] kathrynschulz
[52] proud

Top Words in Tweet in G9:
[79] alalibrary
[36] libraryjournal
[32] library
[27] #scifi
[26] deep
[26] heavily
[26] sci
[26] charming
[26] dharma
[26] requires

Top Words in Tweet in G10:
[41] alalibrary
[18] ifla
[13] rbeaudryccle
[12] librarians
[12] library
[11] attacks
[10] recent
[10] sogi
[10] curriculum
[10] book

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:
[327] libraries,right
[324] sent,letter
[324] executive,board
[323] well,alalibrary's
[323] going,libraries
[323] board,wrote
[323] alalibrary's,executive
[323] wrote,sent
[323] right,well
[323] things,going

Top Word Pairs in Tweet in G2:
[103] right,read
[103] medals,excellence
[102] alalibrary,congratulations
[97] 317,picture
[97] 2023,#ala_carnegie
[97] titles,#ya
[97] #ya,books
[97] banned,titles
[97] books,bans
[97] nearly,banned

Top Word Pairs in Tweet in G3:
[137] right,read
[118] read,act
[108] graphic,child
[107] library,association
[107] american,library
[92] association,alalibrary
[82] alalibrary,oif
[80] rights,challenge
[80] parental,rights
[80] act,indeed

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

Top Word Pairs in Tweet in G5:
[59] alalibrary,scholastic
[56] scholastic,holocaustmuseum
[55] chipublib,alalibrary
[54] sljournal,chipublib
[47] time,#sibertsmackdown
[46] best,nonfiction
[45] nonfiction,lists
[45] thanksgiving,come
[45] early,learned
[45] come,early

Top Word Pairs in Tweet in G6:
[100] alalibrary,tlt16
[60] veronikellymars,alalibrary
[60] barbpdl,veronikellymars
[59] alalibrary,gibsonkissel
[48] ericspahn3,alalibrary
[48] marian6793,alalibrary
[40] people,having
[39] black,people
[39] barbpdl,alalibrary
[38] time,alalibrary

Top Word Pairs in Tweet in G7:
[28] potus,vp
[22] fbi,response
[22] alalibrary,looking
[22] johnfetterman,#speakup
[22] response,potus
[22] looking,forward
[22] vp,repdean
[22] repdean,johnfetterman
[22] forward,fbi
[22] thank,alalibrary

Top Word Pairs in Tweet in G8:
[53] medals,excellence
[51] alalibrary,congratulations
[49] proud,announce
[49] announce,critical
[49] information,studies
[49] critical,cultural
[49] studies,book
[49] cultural,information
[48] thing,alalibrary
[48] y'all,big

Top Word Pairs in Tweet in G9:
[26] sci,fi
[26] fi,thriller
[26] dives,dharma
[26] requires,deep
[26] influenced,sci
[26] charming,heavily
[26] thriller,requires
[26] deep,dives
[25] dharma,kirkus
[24] kirkus,reviews

Top Word Pairs in Tweet in G10:
[12] ifla,alalibrary
[10] support,sogi
[10] stand,together
[10] librarians,stand
[10] teacher,librarians
[10] together,support
[10] curriculum,condemn
[10] attacks,teacher
[10] sogi,curriculum
[10] recent,attacks

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

Top Replied-To in G1:
@alalibrary
@morgan_j_talty
@noethematt
@aquinasnmore
@ala_archives
@rasmussen_poll
@basedlibrarian
@kristy_joy
@doctorow
@brian_orak

Top Replied-To in G2:
@edrabinski
@alalibrary
@abmack33
@bohyunkim
@chanyasulkit
@traciedhall1
@penamerica
@sexharassed
@bakerchair
@mellonfdn

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

Top Replied-To in G4:
@fobettarh

Top Replied-To in G5:
@chanastiefel
@mstewartscience
@etrainsworld
@sexharassed
@city_of_dragons
@staceybethr
@aeslibs
@simply_rain_s
@sandra_markle
@litandlablover

Top Replied-To in G6:
@1000saturdays
@takemeback1980
@patrioticpurple
@alalibrary
@lubetskypeter
@marian6793
@sadie76092
@ericspahn3
@e2pilot
@poultryofperil

Top Replied-To in G7:
@alyssa_milano
@gopleader
@alalibrary
@hunt4change
@jaxonxturner
@stevetrone1
@thelokcal
@aftunion
@seccardona

Top Replied-To in G8:
@thrasherxy
@rachelegross
@bakerchair
@sindyabhanoo
@adacalhoun
@huahsu
@morgan_j_talty
@daviddtss
@damonyoungvsb
@xochitltheg

Top Replied-To in G9:
@tracyshawn
@taketimetoread
@whmcounselling
@narendramodi
@louiebfree
@publisherswkly
@latorialfaison
@samanthabahna
@dabeard

Top Replied-To in G10:
@globallitin
@lessa4libraries
@phoebesaid
@society_press
@dremadsaleh
@abdullah_5855
@thehumanlibrary
@ifla

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

Top Mentioned in G1:
@alalibrary
@noethematt
@edrabinski
@basedlibrarian
@tin_house
@otmbrooke
@doctorow
@morgan_j_talty
@rasmussen_poll
@uabookbans

Top Mentioned in G2:
@alalibrary
@traciedhall1
@penamerica
@oif
@edrabinski
@mellonfdn
@aasl
@senjackreed
@repraulgrijalva
@uabookbans

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

Top Mentioned in G4:
@flexlibris
@alalibrary
@penamerica
@fobettarh
@noethematt
@sadie76092
@edrabinski
@bakerchair
@manga_librarian
@ghostflaneur

Top Mentioned in G5:
@alalibrary
@sljournal
@mstewartscience
@scholastic
@holocaustmuseum
@chipublib
@wearealsc
@chanastiefel
@staceybethr
@aslan_magic

Top Mentioned in G6:
@alalibrary
@tlt16
@barbpdl
@veronikellymars
@gibsonkissel
@alisoninlibrary
@aclu
@marian6793
@fobettarh
@ericspahn3

Top Mentioned in G7:
@alalibrary
@potus
@vp
@johnfetterman
@aftunion
@oif
@fbi
@repdean
@pftlocal3
@halseanderson

Top Mentioned in G8:
@alalibrary
@kathrynschulz
@bakerchair
@wwnorton
@edyong209
@adacalhoun
@meghanor
@carnegiecorp
@celadonbooks
@jessaminechan

Top Mentioned in G9:
@alalibrary
@libraryjournal
@nypl
@nysednews
@britishlibrary
@colliervillegov
@ala_pla
@nytimes
@librarycongress
@tracyshawn

Top Mentioned in G10:
@alalibrary
@ifla
@rbeaudryccle
@littranslate
@outsideinworld
@the_ukla
@wearealsc
@uksla
@wwborders
@makinglittravel

Top Tweeters
Top Tweeters in Entire Graph:
@paul_cude
@matthewtwihard
@alhanda
@bella623
@blueflower1096
@gojira007x
@_do
@porridgeisgood
@mharvey816
@russelltim151

Top Tweeters in G1:
@matthewtwihard
@cnbsnana
@asher_wolf
@radlein
@heidiec5
@adunlea
@odoylecharlotte
@skyebright8
@morr_1980
@jwomack

Top Tweeters in G2:
@blueflower1096
@gojira007x
@russelltim151
@docwashburn
@bjcrochet
@valsadie
@crystal4obama
@igallupd
@warnockwarrior
@robbychu

Top Tweeters in G3:
@porridgeisgood
@mtrushmore2016
@ladydshops
@4annegs
@tumalwas
@nypost
@debrabuenik
@ronmolina
@autumnalbaby
@dailycaller

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

Top Tweeters in G5:
@cherrymischivus
@hinatauzumakipo
@rtartboost
@debraj112
@b0tsci
@onyxgata
@nytopinion
@52wlbot
@chrystalchipria
@loveofxena

Top Tweeters in G6:
@mharvey816
@watermelondriia
@n7irl
@k3vk4
@randomjeweler
@sickfemme
@ilarose
@flux_nomad
@granitevoter
@senatorshoshana

Top Tweeters in G7:
@rodriguez_linda
@lise_latulippe
@ajc
@miamiherald
@msnbc
@tb_times
@phillyinquirer
@palmerreport
@mcbyrne
@murphyslaw74

Top Tweeters in G8:
@allentien
@tendin2
@nayasala
@sfdirewolf
@pupsherlive
@drmrfrancis
@nolaleyda
@activisthat_
@therealgloria
@finneyeric

Top Tweeters in G9:
@alhanda
@guardian
@marksandspencer
@cnbc
@nytimes
@latimes
@washingtonpost
@cnn
@daviddark
@csmonitor

Top Tweeters in G10:
@freep
@wef
@pewresearch
@conversationedu
@theelliotmess
@theadvocatemag
@detroit1051
@oatp
@conversationus
@trf