ALALibrary, Twitter, 11/17/2022 5:26:26 AM, 284620


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ALALibrary_2022-11-16_20-30-40.xlsx
ALALibrary_2022-11-16_20-30-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 17, 2022
Short Description:
ALALibrary via NodeXL https://bit.ly/3tDvY9G
@alalibrary
@flexlibris
@sexharassed
@badassteachersa
@penamerica
@arjun_sanyal
@noethematt
@jaxonxturner
@bakerchair
@oif

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

Description:
Description
The graph represents a network of 6,054 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, 17 November 2022 at 04:38 UTC.

The requested start date was Thursday, 17 November 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 43-day, 11-hour, 31-minute period from Wednesday, 21 September 2022 at 10:35 UTC to Thursday, 03 November 2022 at 22:07 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 : 6054
Unique Edges : 8686
Edges With Duplicates : 15199
Total Edges : 23885
Number of Edge Types : 5
Retweet : 4663
MentionsInRetweet : 9669
Tweet : 386
Replies to : 1288
Mentions : 7879
Self-Loops : 418
Reciprocated Vertex Pair Ratio : 0.0348203769140165
Reciprocated Edge Ratio : 0.0672974318844704
Connected Components : 105
Single-Vertex Connected Components : 85
Maximum Vertices in a Connected Component : 5924
Maximum Edges in a Connected Component : 23740
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.148926
Graph Density : 0.000383600844232951
Modularity : 0.411131
NodeXL Version : 1.0.1.507
Data Import : The graph represents a network of 6,054 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, 17 November 2022 at 04:38 UTC.

The requested start date was Thursday, 17 November 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 43-day, 11-hour, 31-minute period from Wednesday, 21 September 2022 at 10:35 UTC to Thursday, 03 November 2022 at 22:07 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:
[72] https://www.ala.org/rusa/awards/carnegie-medals/2023-winners
[32] https://twitter.com/ALALibrary/status/1576935192408752128
[25] https://uniteagainstbookbans.org/
[22] https://www.2023.alaliblearnx.org/liblearnx-travel-grant
[21] https://www.2023.alaliblearnx.org/registration
[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
[13] https://uniteagainstbookbans.org/vote/

Top URLs in Tweet in G1:
[33] https://www.ala.org/rusa/awards/carnegie-medals/2023-winners
[13] https://www.rasmussenreports.com/public_content/politics/partner_surveys/voters_against_obscene_books_in_public_schools
[12] https://uniteagainstbookbans.org/
[12] https://www.2023.alaliblearnx.org/liblearnx-travel-grant
[10] https://www.2023.alaliblearnx.org/registration
[8] https://bit.ly/3zyl4VM
[7] https://www.2023.alaliblearnx.org/
[7] https://uniteagainstbookbans.org/vote/
[7] https://michaelkelleyauthor.com/
[6] https://www.dailysignal.com/2022/09/27/who-decides-what-children-read-authoritarians-slander-parent-groups-as-book-banners/

Top URLs in Tweet in G2:
[17] https://safelibraries.blogspot.com/2022/10/right-to-read-act-ethics-complaint.html
[16] https://web.archive.org/web/20170612040326/https://www.ala.org/advocacy/intersections-glbt-book-month-dispatch-small-town-librarian
[12] https://docs.google.com/forms/d/e/1FAIpQLSfsLukBTRdg_AjbMVweM7Nq1Jk1WzT0JtrL0SntjOPpu4GY_w/closedform
[8] https://worldcat.org/
[6] https://uniteagainstbookbans.org/
[6] https://uniteagainstbookbans.org/pledge/
[6] https://www.infodocket.com/2022/09/22/authors-r-l-stine-on-the-important-role-libraries-played-in-his-career-new-video-from-the-american-library-association/
[5] https://safelibraries.blogspot.com/2022/09/the-lost-art-of-librarianship.html
[5] https://knowledgequest.aasl.org/the-intentionality-of-school-librarianship-in-the-september-october-2022-issue-of-knowledge-quest/
[4] https://www.ala.org/news/press-releases/2022/10/ala-applauds-new-school-library-legislation-widen-access-students-nationwide

Top URLs in Tweet in G3:
[5] https://twitter.com/ALALibrary/status/1572300954015498242
[3] https://twitter.com/alalibrary/status/1576935192408752128
[3] https://knowledgequest.aasl.org/the-intentionality-of-school-librarianship-in-the-september-october-2022-issue-of-knowledge-quest/
[2] https://pen.org/report/banned-usa-growing-movement-to-censor-books-in-schools/
[2] https://indianacapitalchronicle.com/2022/09/20/librarians-left-out-of-literacy-initiative/
[2] https://r20.rs6.net/tn.jsp?f=001p0-5DKjWPiBluJLNA4mPppqp_kHT7IPuL_n6Ps8-E6UcBKB89l8yF-Jb4EWXaRM6VBNCEmnkPM8HXkSw1aOxSv1KRujtOpQT8PXoYoK3-kn7xumMAqni9LWaxBQlkoAvaipq9k95c6gqbaP_L0F4CgkuDY7eT1ZXWPbig1pnLL7-QjHv7xvHTw==&c=WmdgI70kIa0UQVgSkEUTAqzF8jGvSKgXy-qjOtbyv4EHzDdb1xnF5w==&ch=FrOjZH_jk7OrhBMcSjFnYBd8ExQB8c0wcovQzRKUt_Ebhg9lxzVZHQ==
[2] https://sites.google.com/dallasisd.org/juneteenthstorywalklms/home
[2] https://history.house.gov/Institution/Electoral-College/Electoral-College/
[2] https://en.m.wikipedia.org/wiki/Tales_of_the_City
[1] https://www.npr.org/2022/10/03/1126626935/a-group-of-angry-library-patrons-in-texas-has-gone-to-court-over-book-removals

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

Top URLs in Tweet in G5:
[38] https://www.ala.org/rusa/awards/carnegie-medals/2023-winners
[9] https://www.2023.alaliblearnx.org/registration
[6] https://uniteagainstbookbans.org/pledge/
[6] https://www.2023.alaliblearnx.org/
[5] https://www.2023.alaliblearnx.org/liblearnx-travel-grant
[4] https://twitter.com/ALALibrary/status/1579906182105350144
[3] https://uniteagainstbookbans.org/
[3] https://twitter.com/alalibrary/status/1579906182105350144
[2] https://twitter.com/Maria_Hinojosa/status/1572624167060766720
[2] https://glaad.org/spiritday

Top URLs in Tweet in G6:
[5] https://twitter.com/i/broadcasts/1mnxeRbaenqKX
[5] https://americaatthelibrary.splashthat.com/Twitter
[3] https://bit.ly/3FiYxjGat
[3] https://uniteagainstbookbans.org/
[2] https://www.commondreams.org/news/2022/09/16/book-banning-efforts-rising-unprecedented-rate-us-libraries-report
[2] https://www.ala.org/news/member-news/2022/10/core-seeks-library-building-awards-jurors
[2] http://www.williamrstanek.com
[2] https://www.fairfaxcounty.gov/library/branch-out/libraries-should-be-open-all-except-censor
[1] https://www.andylazris.com/post/15-benefits-of-reading-history-books
[1] https://americanlibrariesmagazine.org/2022/09/21/newsmaker-george-m-johnson/

Top URLs in Tweet in G7:
[3] https://www.freep.com/story/news/local/michigan/2022/09/09/patmos-library-author-nora-roberts-lgbtq-book-millage/66878521007/
[2] https://www.2023.alaliblearnx.org/liblearnx-travel-grant
[2] https://twitter.com/21stcennewdeal/status/1573463596817842192
[1] https://www.cnn.com/style/article/banned-books-week-authors-levar-burton-nora-roberts-cec/index.html
[1] https://uniteagainstbookbans.org/pledge/
[1] https://twitter.com/Klangglobal/status/1572709448266678272?s=20&t=RQOAHOqK09S1dReYGogF6g
[1] https://brucefeiler.bulletin.com/it-s-banned-books-week-as-cases-skyrocket-5-things-you-can-do-to-help/
[1] https://twitter.com/i/web/status/1573128272933949440

Top URLs in Tweet in G8:
[16] https://twitter.com/ALALibrary/status/1576935192408752128
[6] https://twitter.com/alalibrary/status/1576935192408752128
[5] https://twitter.com/alalibrary/status/1575138011272155137
[4] https://twitter.com/alalibrary/status/1572300954015498242
[3] https://twitter.com/ALALibrary/status/1572300954015498242
[3] https://twitter.com/alalibrary/status/1577672978199990273
[3] https://twitter.com/ALALibrary/status/1579906182105350144
[2] https://twitter.com/ALALibrary/status/1573429757399687178
[2] https://twitter.com/ALALibrary/status/1573435039542661136
[2] https://twitter.com/ALALibrary/status/1575125595595444226

Top URLs in Tweet in G9:
[3] https://twitter.com/Klangglobal/status/1572709448266678272?s=20&t=RQOAHOqK09S1dReYGogF6g
[2] https://bit.ly/3By6kaR
[1] https://www.harpercollins.com/pages/banned-books-week?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://twitter.com/i/web/status/1571868974597414914
[1] https://bit.ly/3C026cm
[1] https://harperstacks.com/blogs/blog/banned-books-week-2022
[1] https://bit.ly/3xJoTGS
[1] https://t.me/@ayeshatarig1
[1] https://www.wusa9.com/article/news/verify/verify-yes-new-reports-show-a-record-number-of-banned-books-in-schools-libraries/65-a42b51cf-012a-4dec-92c7-b7a9c8383986
[1] https://eddmarv.medium.com/what-are-your-opposing-views-on-the-holocaust-eec02886b04b

Top URLs in Tweet in G10:
[2] https://twitter.com/ALALibrary/status/1582859135774691328
[2] https://apply.interfolio.com/112935
[1] https://bannedbooksweek.org/
[1] https://www.booksale.org/the-sale
[1] https://www.youtube.com/watch?v=KQuPzp6z-Jc&feature=youtu.be

[1] https://twitter.com/ALALibrary/status/1576935192408752128
[1] http://cla-net.org/page/1206
[1] https://www.cla-net.org/general/custom.asp?page=1206#.Yzs2L1f1nHo.twitter
[1] https://sandiego.bibliocommons.com/item/show/1676869161
[1] https://sandiego.bibliocommons.com/item/show/517623161

Top Domains
Top Domains in Tweet in Entire Graph:
[741] twitter.com
[224] ala.org
[88] uniteagainstbookbans.org
[57] alaliblearnx.org
[29] youtube.com
[28] blogspot.com
[24] bit.ly
[20] bannedbooksweek.org
[20] google.com
[16] archive.org

Top Domains in Tweet in G1:
[139] twitter.com
[94] ala.org
[37] uniteagainstbookbans.org
[30] alaliblearnx.org
[13] rasmussenreports.com
[12] bit.ly
[9] washingtonpost.com
[8] dailysignal.com
[7] michaelkelleyauthor.com
[7] bannedbooksweek.org

Top Domains in Tweet in G2:
[187] twitter.com
[37] ala.org
[28] uniteagainstbookbans.org
[26] blogspot.com
[16] archive.org
[14] google.com
[12] youtube.com
[9] zoom.us
[9] worldcat.org
[7] infodocket.com

Top Domains in Tweet in G3:
[58] twitter.com
[3] aasl.org
[3] uniteagainstbookbans.org
[3] house.gov
[2] npr.org
[2] pen.org
[2] indianacapitalchronicle.com
[2] shar.es
[2] rs6.net
[2] google.com

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

Top Domains in Tweet in G5:
[135] twitter.com
[58] ala.org
[20] alaliblearnx.org
[15] uniteagainstbookbans.org
[5] programminglibrarian.org
[5] simonandschuster.com
[4] zoom.us
[3] bit.ly
[3] t.co
[3] washingtonpost.com

Top Domains in Tweet in G6:
[31] twitter.com
[12] ala.org
[6] splashthat.com
[4] bit.ly
[3] uniteagainstbookbans.org
[3] youtube.com
[3] williamrstanek.com
[2] commondreams.org
[2] fairfaxcounty.gov
[1] andylazris.com

Top Domains in Tweet in G7:
[4] twitter.com
[3] freep.com
[2] alaliblearnx.org
[1] cnn.com
[1] uniteagainstbookbans.org
[1] bulletin.com

Top Domains in Tweet in G8:
[77] twitter.com
[3] ala.org
[2] zobjobs.com
[1] southboroughlib.org
[1] bannedbooksweek.org
[1] dontknowmuch.com
[1] washingtonpost.com

Top Domains in Tweet in G9:
[9] twitter.com
[4] bit.ly
[2] harpercollins.com
[2] medium.com
[1] harperstacks.com
[1] t.me
[1] wusa9.com
[1] bannedbooksweek.org
[1] diversebooks.org

Top Domains in Tweet in G10:
[3] twitter.com
[2] interfolio.com
[2] cla-net.org
[2] bibliocommons.com
[1] bannedbooksweek.org
[1] booksale.org
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[770] bannedbooksweek
[233] ala_carnegie
[213] uniteagainstbookbans
[172] librarians
[144] liblearnx23
[132] bannedintheusa
[132] ya
[115] libraries
[95] intellectualfreedom
[91] fiction



Top Hashtags in Tweet in G1:
[117] bannedbooksweek
[59] uniteagainstbookbans
[46] ala_carnegie
[41] liblearnx23
[33] librarycardsignupmonth
[25] fiction
[22] bannedbooksweek2022
[19] libraries
[18] nonfiction
[17] bannedbooks

Top Hashtags in Tweet in G2:
[231] bannedbooksweek
[155] librarians
[97] uniteagainstbookbans
[68] intellectualfreedom
[68] parenting
[66] moms
[66] dads
[55] liblearnx23
[49] libraries
[45] edchat

Top Hashtags in Tweet in G3:
[95] bannedintheusa
[95] ya
[27] bannedbooksweek
[10] freadom
[7] righttoread
[7] bannedbooksweek2022
[6] librarians
[5] liblearnx23
[4] librarytwitter
[4] booksuniteus

Top Hashtags in Tweet in G4:
[1] bannedintheusa
[1] ya

Top Hashtags in Tweet in G5:
[159] ala_carnegie
[55] fiction
[41] nonfiction
[34] bannedbooksweek
[32] uniteagainstbookbans
[30] liblearnx23
[9] themanwhocouldmoveclouds
[9] thetreeline
[9] intellectualfreedom
[8] ourwivesunderthesea

Top Hashtags in Tweet in G6:
[34] libraries
[26] nahm
[16] mellonevent
[12] library
[8] bannedbooksweek
[4] dyk
[3] libraryfriends
[3] coreforum2022
[3] apha150
[3] publichealth

Top Hashtags in Tweet in G7:
[187] bannedbooksweek
[10] tbats
[7] liblearnx23
[7] uniteagainstbookbans
[5] readbannedbooks
[2] bannedintheusa
[2] ya
[1] freedomtoread
[1] archivesdyk

Top Hashtags in Tweet in G8:
[5] bannedbooksweek
[5] books
[4] uniteagainstbookbans
[3] ala_carnegie
[3] alalibrary
[2] freedomtoread
[2] libraries
[2] freadom
[2] web
[1] oklaed

Top Hashtags in Tweet in G9:
[21] bannedbooksweek
[5] bannedbooks
[5] bookbanning
[5] novels
[1] readabook

Top Hashtags in Tweet in G10:
[14] librarycardsignupmonth
[14] myfirstlibrarycard
[8] read
[7] bannedbooksweek
[6] freedom
[4] hiring
[4] teamplacer
[4] librarytwitter
[2] nowhiring
[2] auburnca

Top Words
Top Words in Tweet in Entire Graph:
[4317] alalibrary
[1272] books
[1027] library
[965] more
[960] libraries
[846] book
[772] see
[770] #bannedbooksweek
[687] read
[659] right

Top Words in Tweet in G1:
[1161] alalibrary
[535] libraries
[361] alalibrary's
[356] right
[343] board
[338] noethematt
[338] things
[338] book
[337] letter
[336] going

Top Words in Tweet in G2:
[1185] alalibrary
[468] sexharassed
[321] library
[277] oif
[261] read
[231] #bannedbooksweek
[217] books
[216] school
[207] book
[195] right

Top Words in Tweet in G3:
[545] alalibrary
[334] books
[217] penamerica
[126] banned
[122] bans
[96] nearly
[95] titles
[95] 317
[95] #bannedintheusa
[95] picture

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

Top Words in Tweet in G5:
[619] alalibrary
[218] congratulations
[208] 2023
[165] excellence
[159] #ala_carnegie
[153] medals
[104] longlist
[86] library
[70] book
[63] books

Top Words in Tweet in G6:
[174] alalibrary
[88] mellonfdn
[51] libraries
[45] join
[42] library
[34] #libraries
[34] free
[33] people
[32] together
[32] 10

Top Words in Tweet in G7:
[195] badassteachersa
[194] alivelshi
[190] levarburton
[187] #bannedbooksweek
[180] thank
[175] levar
[175] velshi
[175] featuring
[175] burton
[175] ali

Top Words in Tweet in G8:
[12] library
[11] books
[10] libraries
[7] ala
[6] book
[6] american
[5] #books
[5] read
[5] #bannedbooksweek
[4] librarian

Top Words in Tweet in G9:
[39] alalibrary
[33] books
[21] ltlfreelibrary
[21] #bannedbooksweek
[20] etrainsworld
[18] children
[17] partnered
[17] bookshop_org
[14] harpercollins
[14] banned

Top Words in Tweet in G10:
[34] libraryfoundsd
[33] alalibrary
[21] library
[19] callibassoc
[14] #myfirstlibrarycard
[14] proud
[14] program
[14] supporter
[14] #librarycardsignupmonth
[14] september

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[601] 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:
[331] executive,board
[329] sent,letter
[328] well,alalibrary's
[328] libraries,right
[328] going,libraries
[328] board,wrote
[328] alalibrary's,executive
[328] wrote,sent
[328] right,well
[328] things,going

Top Word Pairs in Tweet in G2:
[165] alalibrary,oif
[156] right,read
[130] read,act
[127] library,association
[120] graphic,child
[116] american,library
[95] association,alalibrary
[77] rights,challenge
[77] parental,rights
[77] act,indeed

Top Word Pairs in Tweet in G3:
[95] 317,picture
[95] #ya,books
[95] books,bans
[95] bans,included
[95] nearly,banned
[95] titles,#ya
[95] banned,titles
[95] included,317
[69] proud,stand
[67] along,glaad

Top Word Pairs in Tweet in G4:
[552] attention,issue
[552] glad,see
[552] major,press
[552] more,major
[552] see,more
[552] premise,incorrect
[552] issue,fundamental
[552] press,attention
[552] fundamental,premise
[437] iâ,glad

Top Word Pairs in Tweet in G5:
[169] alalibrary,congratulations
[139] #ala_carnegie,medals
[136] medals,excellence
[133] 2023,#ala_carnegie
[55] excellence,#fiction
[41] excellence,#nonfiction
[41] #nonfiction,longlist
[40] kathrynschulz,alalibrary
[39] alalibrary,wwnorton
[38] edyong209,meghanor

Top Word Pairs in Tweet in G6:
[30] 10,27
[25] join,mellonfdn
[24] people,together
[24] together,free
[24] free,livestream
[24] bring,people
[24] #libraries,bring
[24] livestream,event
[21] traciedhall1,alalibrary
[20] nation,#libraries

Top Word Pairs in Tweet in G7:
[176] badassteachersa,thank
[175] levarburton,standing
[175] ali,velshi
[175] burton,levarburton
[175] velshi,alivelshi
[175] levar,burton
[175] alivelshi,featuring
[175] #bannedbooksweek,ali
[175] thank,levar
[175] standing,#bannedbooksweek

Top Word Pairs in Tweet in G8:
[4] library,association
[4] american,library
[3] library,workers
[3] banned,books
[2] association,looking
[2] association,description
[2] description,american
[2] #bannedbooksweek,#uniteagainstbookbans
[2] web,developer
[2] books,#bannedbooksweek

Top Word Pairs in Tweet in G9:
[14] ltlfreelibrary,bookshop_org
[14] books,week
[14] banned,books
[14] harpercollins,children
[14] children,books
[14] books,partnered
[14] week,harpercollins
[14] partnered,ltlfreelibrary
[10] freedom,read
[7] bookshop_org,bannedbookswee

Top Word Pairs in Tweet in G10:
[14] september,#librarycardsignupmonth
[14] supporter,#myfirstlibrarycard
[14] proud,supporter
[14] #librarycardsignupmonth,libraryfoundsd
[14] libraryfoundsd,proud
[14] #myfirstlibrarycard,program
[13] libraryfoundsd,september
[13] alalibrary,callibassoc
[11] sdpubliclibrary,alalibrary
[9] alalibrary,ala_acrl

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@sexharassed
@thrasherxy
@1000saturdays
@takemeback1980
@rachelegross
@patrioticpurple
@librarybabbitt
@bakerchair
@etrainsworld

Top Replied-To in G1:
@alalibrary
@1000saturdays
@bakerchair
@ryanestrada
@d78930305
@noethematt
@mario_presents
@astoraaron
@bunntastrophe
@bahmanyarbooks

Top Replied-To in G2:
@sexharassed
@alalibrary
@librarybabbitt
@edrabinski
@libsoftiktok
@ucfreespeechctr
@deb_fillman
@basedlibrarian
@couragehabit
@traciedhall1

Top Replied-To in G3:
@takemeback1980
@patrioticpurple
@lubetskypeter
@marian6793
@poultryofperil
@alalibrary
@ericspahn3
@e2pilot
@sadie76092
@aquinasnmore

Top Replied-To in G4:
@huahsu

Top Replied-To in G5:
@thrasherxy
@rachelegross
@sindyabhanoo
@alalibrary
@adacalhoun
@huahsu
@mmartconsult
@as_king
@vintagebooks
@daviddtss

Top Replied-To in G6:
@alalibrary
@alyssa_milano
@mellonfdn
@stevetrone1
@bohyunkim
@loidagarciafebo
@writingmagpie
@thelokcal
@louiebfree
@andy_levin

Top Replied-To in G7:
@badassteachersa
@mimi_dechez
@levarburton

Top Replied-To in G9:
@etrainsworld
@city_of_dragons
@ryanestrada
@senatorromney
@badassteachersa

Top Replied-To in G10:
@dzstone
@libraryfoundsd
@cornell_library
@michael_cypress
@lasher_lane
@aasl
@suj_citystudies
@charlesrat74
@dogspoker
@donnagr91082955

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@flexlibris
@sexharassed
@noethematt
@oif
@penamerica
@uabookbans
@alivelshi
@levarburton
@badassteachersa

Top Mentioned in G1:
@alalibrary
@noethematt
@ryanestrada
@tlt16
@barbpdl
@veronikellymars
@bakerchair
@uabookbans
@oif
@libcomix

Top Mentioned in G2:
@alalibrary
@sexharassed
@oif
@uabookbans
@traciedhall1
@thedailyshow
@thedemocrats
@realchrisrufo
@senjackreed
@repraulgrijalva

Top Mentioned in G3:
@alalibrary
@penamerica
@aftunion
@naacp
@ncte
@glaad
@aasl
@gibsonkissel
@alisoninlibrary
@marian6793

Top Mentioned in G4:
@flexlibris
@alalibrary
@lessa4libraries
@sadie76092
@penamerica

Top Mentioned in G5:
@alalibrary
@kathrynschulz
@wwnorton
@edyong209
@adacalhoun
@meghanor
@celadonbooks
@carnegiecorp
@uabookbans
@j_escoffery

Top Mentioned in G6:
@alalibrary
@mellonfdn
@traciedhall1
@librarycongress
@aftunion
@lapubliclibrary
@brooksrainwater
@aasl
@richard_florida
@pftlocal3

Top Mentioned in G7:
@alivelshi
@levarburton
@badassteachersa
@alalibrary
@brianradfordaz
@diegobeach
@noraroberts
@penamerica
@57thstreetbooks
@iamgmjohnson

Top Mentioned in G8:

Top Mentioned in G9:
@alalibrary
@ltlfreelibrary
@bookshop_org
@bannedbooksweek
@mgbookvillage
@harperstacks
@harperchildrens
@libcomix
@rrainbowlive

Top Mentioned in G10:
@alalibrary
@callibassoc
@libraryfoundsd
@ala_acrl
@sdpubliclibrary
@jewishlibraries
@iatulorg
@cornell_library
@arlnews
@ilheartlandls

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@recitesocial
@bella623
@blueflower1096
@porridgeisgood
@bob_stinson1234
@vonrosenchild
@mharvey816
@jjj5819
@russelltim151

Top Tweeters in G1:
@missb62
@recitesocial
@mharvey816
@jjj5819
@watermelondriia
@n7irl
@cnbsnana
@estarianne
@asher_wolf
@radlein

Top Tweeters in G2:
@porridgeisgood
@russelltim151
@docwashburn
@mtrushmore2016
@adunlea
@ladydshops
@nanteos620
@persistentpengn
@valsadie
@igallupd

Top Tweeters in G3:
@blueflower1096
@vonrosenchild
@alexaadams12
@warnockwarrior
@robbychu
@tummler10
@detroitnews
@thatmags
@laurietmiller
@philcp69

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

Top Tweeters in G5:
@kaffe_takk
@dianeeugenio
@nayasala
@sfdirewolf
@hinatauzumakipo
@clancynewyork
@drmrfrancis
@nolaleyda
@therealgloria
@activisthat_

Top Tweeters in G6:
@crystal4obama
@cnbc
@washingtonpost
@ladylakemusic
@cnn
@theeconomist
@revmelanienola
@ft
@ew
@abelfrageauthor

Top Tweeters in G7:
@jodotcom
@maryalicebisho2
@sandykalano
@llama_strudel
@knight201701
@lulu82824
@yolie_rios
@orchidlady303
@nate_ready2go
@dorothystella7

Top Tweeters in G8:
@alaa
@greggkrupa
@zobjobsus
@rrroooiiirrr
@lisalibrarian
@heatherberm
@peggybe_oonujut
@carolcdt
@nexusoffire
@text_publishing

Top Tweeters in G9:
@thievesbook
@leighmike87
@scholastic
@gooddaysac
@marcociappelli
@gilliland_ac
@localecologist
@victoriajcoe
@weareteachers
@kathiwindheim

Top Tweeters in G10:
@bob_stinson1234
@jobsviatweet
@ange_patricia
@faheypatrica1
@openculture
@charlesrat74
@mchris4duke
@myfanwycook
@djzibaz
@modkatini64


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