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ALALibrary_2022-07-27_20-30-40.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
July 28, 2022
Short Description:
ALALibrary via NodeXL https://bit.ly/3oCa1oY
@alalibrary
@sexharassed
@hornbook
@libnofcongress
@queenofrats
@jaxon_sparrow
@kobidor
@readerstoeaters
@librariancheby
@tommackey

Top hashtags:
#alaac22
#librarians
#alaac2022
#uniteagainstbookbans
#alatogetheragain

Description:
Description
The graph represents a network of 5,363 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, 28 July 2022 at 03:37 UTC.

The requested start date was Thursday, 28 July 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 42-day, 0-hour, 12-minute period from Wednesday, 15 June 2022 at 22:44 UTC to Wednesday, 27 July 2022 at 22:57 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 : 5363
Unique Edges : 9011
Edges With Duplicates : 14905
Total Edges : 23916
Number of Edge Types : 5
Retweet : 3703
MentionsInRetweet : 8247
Mentions : 9733
Replies to : 1932
Tweet : 301
Self-Loops : 349
Reciprocated Vertex Pair Ratio : 0.0604520631067961
Reciprocated Edge Ratio : 0.114011873256562
Connected Components : 70
Single-Vertex Connected Components : 51
Maximum Vertices in a Connected Component : 5253
Maximum Edges in a Connected Component : 23778
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.846771
Graph Density : 0.000486187321183322
Modularity : 0.377122
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 5,363 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, 28 July 2022 at 03:37 UTC.

The requested start date was Thursday, 28 July 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 42-day, 0-hour, 12-minute period from Wednesday, 15 June 2022 at 22:44 UTC to Wednesday, 27 July 2022 at 22:57 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:
[99] https://www.dailysignal.com/2022/07/13/library-group-recommends-pronoun-book-for-infants/
[31] http://www.booktitlegenerator.net/
[26] https://goto.newmarklearning.com/acton/media/36471/reycraft-books-at-ala-2022
[16] https://twitter.com/ALALibrary/status/1545434287863898114
[16] https://www.2023.alaliblearnx.org/call-education-program-proposals
[15] https://actualitte.com/article/106663/bibliotheque/etats-unis-multiplication-des-violences-contre-les-bibliothecaires
[14] https://kevinschewe.com
[12] https://2022.alaannual.org/
[11] https://www.youtube.com/watch?v=ocL3kocedXU&feature=youtu.be

[11] https://actualitte.com/article/106356/international/etats-unis-la-riposte-s-organise-face-a-une-censure-qui-vise-les-librairies

Top URLs in Tweet in G1:
[99] https://www.dailysignal.com/2022/07/13/library-group-recommends-pronoun-book-for-infants/
[31] http://www.booktitlegenerator.net/
[14] https://kevinschewe.com
[12] https://www.2023.alaliblearnx.org/call-education-program-proposals
[8] https://ilovelibraries.org/love-my-librarian/
[5] https://uniteagainstbookbans.org/take-action/
[5] https://uniteagainstbookbans.org/
[4] https://2022.alaannual.org/digital-experience
[4] https://shop.spreadshirt.com/ALAGraphics-Gift-Shop
[4] https://www.ala.org/news/press-releases/2022/07/ala-nominating-committee-seeks-candidates-2023-election

Top URLs in Tweet in G2:
[11] https://www.youtube.com/watch?v=ocL3kocedXU&feature=youtu.be

[7] https://careersingovernment.com/job/531308/library-assistant-i-ii/
[6] https://comminfo.rutgers.edu/news/sci-faculty-and-staff-attend-and-exhibit-american-library-association-annual-conference-washington-dc
[5] https://www.ala.org/news/press-releases/2022/07/ala-nominating-committee-seeks-candidates-2023-election
[4] https://www.2023.alaliblearnx.org/call-education-program-proposals
[3] https://www.ala.org/aboutala/ukraine-library-relief-fund
[3] https://2022.alaannual.org/
[3] https://twitter.com/ALALibrary/status/1545434287863898114
[2] https://www.rutgers.edu/news/rutgers-alumna-who-fought-book-ban-school-librarian-receives-national-award?utm_source=newsletter&utm_medium=email&utm_campaign=rutgerstoday&utm_content=Alumni
[2] https://www.ala.org/aboutala/ala-task-force-united-nations-2030-sustainable-development-goals

Top URLs in Tweet in G3:
[6] |
[4] https://www.abramsbooks.com/alaac/
[3] https://docs.google.com/presentation/d/e/2PACX-1vQZP9rCR2RBPdoFOOThy_YkFFqcMQOmPGGmopZt_jJBkxs7wq5LLJz46s_JdlWdeNyeusiF5XEqN6b4/pub?start=false&loop=false&delayms=3000&slide=id.ga073618e60_0_16
[3] https://docs.google.com/forms/d/e/1FAIpQLSfE7p071xkvgf_co8NfM9o3P3zTvjktQfNXGz1KmCUAzW5hzg/viewform?usp=send_form
[3] https://www.ala.org/advocacy/libraries-respond-drag-queen-story-hour
[3] https://twitter.com/GCN3030/status/1537207105760862208?t=n_Vt6VBsUZyHAqJAZy3urg&s=19
[2] https://www.oif.ala.org/oif/dont-miss-these-intellectual-freedom-events-at-ala-annual/
[2] https://twitter.com/alalibrary/status/1549410736870461444
[2] https://twitter.com/alalibrary/status/1541461868862210053
[2] https://twitter.com/larryoconnor/status/1542966160961970185

Top URLs in Tweet in G4:
[26] https://goto.newmarklearning.com/acton/media/36471/reycraft-books-at-ala-2022
[4] https://www.hbook.com/story/2022-childrens-literature-legacy-award-acceptance-by-grace-lin
[3] https://goto.newmarklearning.com/acton/ct/36471/p-0033/Bct/l-0112/l-0112:3/ct33_0/1/dtc?sid=TV2:m9lf0Q1ei
[3] https://goto.newmarklearning.com/acton/ct/36471/p-0033/Bct/l-0112/l-0112:3/ct36_0/1/dtc?sid=TV2:m9lf0Q1ei
[2] https://reachoutandread.org/podcast/
[2] https://www.hbook.com/story/blogs/ala-annual-2022
[2] https://www.hbook.com/story/2022-caldecott-medal-acceptance-by-jason-chin
[2] https://www.hbook.com/story/2022-newbery-medal-acceptance-by-donna-barba-higuera
[2] https://www.hbook.com/story/2022-csk-author-award-acceptance-by-carole-boston-weatherford
[2] http://www.hbook.com:80/story/2022-csk-illustrator-award-acceptance-on-behalf-of-the-late-floyd-cooper

Top URLs in Tweet in G5:
[4] https://events.handbid.com/auctions/2022-stics-and-kicks-for-a-cause/items
[2] https://www.ala.org/rt/srrt/ala2022
[2] https://portablemagicdispenser.buzzsprout.com/1838355/10922985
[1] https://events.handbid.com/auctions/2022-stics-and-kicks-for-a-cause/item/alysha-clark-custom-adidas-super-stars-1363677
[1] https://docs.google.com/document/d/1dIAU4nKFYeNsd0Nxmc6jsaJ1QHashfc_1Bvu-jd35dE/edit?usp=sharing
[1] https://twitter.com/alalibrary/status/1550190875195629570
[1] https://twitter.com/carlysitrin/status/1540357451924512772
[1] https://twitter.com/thatandromeda/status/1540406155243130881
[1] https://twitter.com/saysaudience/status/1540360742834151425
[1] https://twitter.com/ALALibrary/status/1540748305923297280

Top URLs in Tweet in G6:
[3] https://encyclopedia.ushmm.org/content/en/article/the-murder-of-people-with-disabilities
[1] https://www.nytimes.com/2022/07/06/business/disinformation-board-dc.html?referringSource=articleShare
[1] https://lithub.com/come-play-emilyblaster-a-90s-style-game-based-on-the-poems-of-emily-dickinson/
[1] https://www.washingtonpost.com/education/2022/04/07/book-bans-congress-student-library/
[1] https://www.thebullhornnews.com/article/2022/03/the-lack-of-school-district-libraries-sparks-concern
[1] https://twitter.com/SenToomey/status/1550580149409693696
[1] https://www.thenation.com/article/politics/centrist-democrats-right-wing-gop/tnamp/
[1] https://twitter.com/jaxon_sparrow/status/1545086175370780678
[1] https://twitter.com/lynnebaybee/status/1545036132550955009?s=21&t=GRONxOJ1J9lEqTDlIid3Vw
[1] https://twitter.com/cbouzy/status/1533086823190249473

Top URLs in Tweet in G7:
[3] http://www.applitrack.com/darienps/OnlineApp/JobPostings/view.asp?FromAdmin=true&AppliTrackJobId=1221#.Yt6rCMoSwdI.twitter
[1] https://twitter.com/i/web/status/1541200718991876096
[1] https://twitter.com/lieberrian/status/1540085574543048704
[1] https://twitter.com/alalibrary/status/1541817849173377026
[1] https://mrsp.com/

Top URLs in Tweet in G8:
[2] https://UniteAgainstBookBans.org
[1] https://www.alastore.ala.org/content/tacko-fall-poster
[1] https://twitter.com/3StarsBookAward/status/1539591653291327488
[1] https://twitter.com/i/web/status/1537789661325557761

Top URLs in Tweet in G9:
[2] https://www.flickr.com/photos/24029425@N06/3551356097
[1] https://twitter.com/IndieBookMart/status/1550718839880667136
[1] https://www.distractify.com/p/christmas-in-july-cocktails
[1] https://twitter.com/i/web/status/1551409645784338432
[1] https://twitter.com/AnitaSummers57/status/1540742047857971200

Top URLs in Tweet in G10:
[2] https://mailchi.mp/7ca841359efa/a-film-that-shows-students-the-power-of-literacy-1613895
[1] https://www.downpour.com/the-evil-genius?sp=603739
[1] https://twitter.com/SkyboatMedia/status/1549542933245751297
[1] https://mailchi.mp/7bc000e7f06b/10-discount-on-detroit-48202-for-fall-1613891
[1] https://imaginaryelevators.blog/2022/07/07/american-library-associations-panel-on-censorship-information-vs-propaganda/
[1] https://twitter.com/kslaliteracy/status/1542111889773236224
[1] https://twitter.com/i/web/status/1537935380250435584
[1] https://twitter.com/i/web/status/1538891177289822208
[1] https://issuu.com/headlinebooksinc/docs/ala_2022_catalogs_combined_issuu_6-5-22

Top Domains
Top Domains in Tweet in Entire Graph:
[630] twitter.com
[99] dailysignal.com
[78] ala.org
[53] newmarklearning.com
[33] actualitte.com
[31] booktitlegenerator.net
[31] hbook.com
[28] uniteagainstbookbans.org
[27] youtube.com
[24] ilovelibraries.org

Top Domains in Tweet in G1:
[143] twitter.com
[99] dailysignal.com
[31] booktitlegenerator.net
[27] ala.org
[16] ilovelibraries.org
[14] uniteagainstbookbans.org
[14] kevinschewe.com
[12] alaannual.org
[12] alaliblearnx.org
[7] youtube.com

Top Domains in Tweet in G2:
[142] twitter.com
[27] ala.org
[11] youtube.com
[9] rutgers.edu
[8] ilovelibraries.org
[7] careersingovernment.com
[5] eventscribe.net
[5] alaannual.org
[5] americanlibrariesmagazine.org
[4] tiktok.com

Top Domains in Tweet in G3:
[137] twitter.com
[18] ala.org
[7] google.com
[5] uniteagainstbookbans.org
[4] nytimes.com
[4] abramsbooks.com
[3] amazon.com
[3] youtube.com
[3] blogspot.com
[2] publishersweekly.com

Top Domains in Tweet in G4:
[53] newmarklearning.com
[31] hbook.com
[27] twitter.com
[2] reachoutandread.org
[2] kidlit.tv
[2] usplaycoalition.org
[1] americanlibrariesmagazine.org
[1] rackcdn.com
[1] pgcmls.info
[1] libraryideas.com

Top Domains in Tweet in G5:
[15] twitter.com
[5] handbid.com
[2] ala.org
[2] buzzsprout.com
[1] google.com
[1] publishersweekly.com
[1] kut.org
[1] programminglibrarian.org

Top Domains in Tweet in G6:
[11] twitter.com
[3] ushmm.org
[2] washingtonpost.com
[1] nytimes.com
[1] lithub.com
[1] thebullhornnews.com
[1] thenation.com
[1] youtu.be
[1] bbb.org
[1] fordcountychronicle.com

Top Domains in Tweet in G7:
[3] twitter.com
[3] applitrack.com
[1] mrsp.com

Top Domains in Tweet in G8:
[2] uniteagainstbookbans.org
[2] twitter.com
[1] ala.org

Top Domains in Tweet in G9:
[3] twitter.com
[2] flickr.com
[1] distractify.com

Top Domains in Tweet in G10:
[4] twitter.com
[3] mailchi.mp
[1] downpour.com
[1] imaginaryelevators.blog
[1] issuu.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1306] alaac22
[297] librarians
[200] alaac2022
[142] uniteagainstbookbans
[114] alatogetheragain
[111] libraries
[89] parenting
[86] dads
[81] moms
[79] liblearnx23



Top Hashtags in Tweet in G1:
[254] alaac22
[37] marceltheshell
[35] authors
[34] ian1
[34] indiepub
[34] writerslife
[32] uniteagainstbookbans
[32] alaac2022
[26] liblearnx23
[21] alatogetheragain

Top Hashtags in Tweet in G2:
[378] alaac22
[45] alaac2022
[40] uniteagainstbookbans
[37] alatogetheragain
[20] hlpf2022
[18] liblearnx23
[17] librarians
[17] librarytwitter
[14] ala2022
[14] pride

Top Hashtags in Tweet in G3:
[229] librarians
[219] alaac22
[88] parenting
[86] dads
[81] moms
[58] uniteagainstbookbans
[52] libraries
[49] freadom
[45] dqsh
[38] grooming

Top Hashtags in Tweet in G4:
[271] alaac22
[60] ala
[50] hbmag
[48] csk
[45] alaac2022
[36] newbery
[33] caldecott
[30] troublemaker
[27] alayma
[20] hornbookmagazine

Top Hashtags in Tweet in G5:
[14] alaac22
[4] alaac2022
[2] librarytwitter
[2] edutwitter
[1] juneteenth2022
[1] hire
[1] greatschoollibraries
[1] librarian
[1] education
[1] schools

Top Hashtags in Tweet in G6:
[5] aasl23
[4] grandpaw
[2] separationofchurchandstate
[1] hbmag
[1] ala
[1] istandwithamberheard
[1] berniewon
[1] justiceforamberheard
[1] metoo
[1] cancelstudentdebt

Top Hashtags in Tweet in G7:
[30] alaac2022
[7] alaac22
[6] graphicnovels
[4] librarians
[3] aasl
[3] tlchat
[3] casl
[3] futurereadylibs
[2] learningcommons
[1] wearedarien

Top Hashtags in Tweet in G8:
[5] bookposse
[4] alaac22
[4] alaac2022
[2] uniteagainstbookbans
[1] hbmag
[1] ala
[1] csk
[1] floydcooper
[1] kicks
[1] kickspb

Top Hashtags in Tweet in G9:
[1] libraries
[1] alatogetheragain
[1] alaac22

Top Hashtags in Tweet in G10:
[3] alaac2022
[3] alaac22
[2] ala2022
[2] audiobook
[1] otd
[1] bethetroublemaker
[1] freedomtoread
[1] holocaustdenial
[1] censorship
[1] kidlit

Top Words
Top Words in Tweet in Entire Graph:
[5478] alalibrary
[1305] #alaac22
[850] library
[592] conference
[567] book
[557] librarians
[531] books
[521] ala
[519] booth
[507] libraries

Top Words in Tweet in G1:
[1511] alalibrary
[271] tomfitton
[253] #alaac22
[215] library
[196] brownbookworm
[191] booth
[189] annual
[177] book
[165] free
[161] read

Top Words in Tweet in G2:
[1136] alalibrary
[378] #alaac22
[273] library
[244] libraries
[179] librarians
[155] conference
[143] ala
[140] libnofcongress
[132] join
[125] president

Top Words in Tweet in G3:
[1044] alalibrary
[227] #librarians
[219] #alaac22
[214] sexharassed
[188] kids
[172] school
[145] books
[132] library
[122] basedlibrarian
[120] read

Top Words in Tweet in G4:
[703] alalibrary
[271] #alaac22
[195] hornbook
[171] booth
[158] 2022
[138] award
[129] books
[119] thank
[109] author
[108] book

Top Words in Tweet in G5:
[193] reading
[141] alalibrary
[64] comics
[64] regardless
[63] stop
[63] treating
[63] graphic
[63] novels
[63] inferior
[63] forms

Top Words in Tweet in G6:
[62] school
[44] alalibrary
[38] libraries
[31] way
[31] 4csla
[30] combat
[30] disinformation
[30] long
[30] term
[30] fully

Top Words in Tweet in G7:
[111] alalibrary
[101] jerrycraft
[58] ctcasl
[31] thank
[30] #alaac2022
[22] years
[22] banquet
[21] took
[21] two
[21] newbery

Top Words in Tweet in G8:
[54] alalibrary
[50] read
[28] candlewick
[23] librarians
[21] right
[20] poster
[19] respect
[19] each
[19] dictate
[19] children

Top Words in Tweet in G9:
[12] alalibrary
[8] nypl
[6] britishlibrary
[4] library
[3] guardian
[3] librarycongress
[3] bplboston
[2] bostonglobe
[2] sbs
[2] ozcatholicequal

Top Words in Tweet in G10:
[42] alalibrary
[11] dc
[10] weekend
[10] librarians
[9] conference
[8] bfreemanbooks
[8] washington
[7] blackstoneaudio
[7] books
[7] headlinebooks

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[270] tomfitton,alalibrary
[263] annual,conference
[235] alalibrary,annual
[198] library,association
[188] alalibrary,#alaac22
[183] american,library
[175] alalibrary,conference
[162] hope,alalibrary
[160] jason,reynolds
[159] nancy,pearl

Top Word Pairs in Tweet in G1:
[269] tomfitton,alalibrary
[147] alalibrary,annual
[141] hope,alalibrary
[141] jason,reynolds
[140] nancy,pearl
[139] alalibrary,something
[139] something,nancy
[139] pearl,bc
[139] bc,free
[139] free,labor

Top Word Pairs in Tweet in G2:
[93] annual,conference
[64] library,association
[59] american,library
[54] libnofcongress,hope
[53] association,annual
[50] libraries,librarians
[50] hope,join
[45] join,tomorrow
[45] tomorrow,discuss
[45] discuss,vital

Top Word Pairs in Tweet in G3:
[81] #parenting,#moms
[80] #moms,#dads
[66] kids,read
[61] library,association
[58] alalibrary,#alaac22
[58] american,library
[54] banned,books
[47] alalibrary,banned
[46] graphic,child
[45] warning,graphic

Top Word Pairs in Tweet in G4:
[79] nealporterbooks,holidayhousebks
[71] booth,#1608
[62] hornbook,2022
[54] award,speech
[52] alalibrary,#alaac22
[51] brdnjamforemma,abramsbooks
[51] abramsbooks,alalibrary
[51] alalibrary,nealporterbooks
[51] holidayhousebks,emliterary
[50] triadaus,soaring20spb

Top Word Pairs in Tweet in G5:
[126] reading,reading
[63] stop,treating
[63] treating,comics
[63] comics,graphic
[63] graphic,novels
[63] novels,inferior
[63] inferior,forms
[63] forms,reading
[63] reading,regardless
[62] queenofrats,stop

Top Word Pairs in Tweet in G6:
[30] way,combat
[30] combat,disinformation
[30] disinformation,long
[30] long,term
[30] term,fully
[30] fully,staffed
[30] staffed,funded
[30] funded,school
[30] school,libraries
[30] libraries,k12

Top Word Pairs in Tweet in G7:
[65] jerrycraft,alalibrary
[52] alalibrary,ctcasl
[22] alalibrary,#alaac2022
[21] two,years
[20] took,two
[20] years,finally
[20] finally,attend
[20] attend,newbery
[20] newbery,awards
[20] awards,banquet

Top Word Pairs in Tweet in G8:
[21] right,read
[19] librarians,respect
[19] respect,each
[19] read,dictate
[19] children,read
[17] each,person
[17] person,right
[17] dictate,people
[17] people,children
[17] candlewick,librarians

Top Word Pairs in Tweet in G9:
[2] bostonglobe,guardian
[2] guardian,sbs
[2] sbs,ozcatholicequal
[2] ozcatholicequal,eqca
[2] eqca,lgbthm
[2] lgbthm,rcsurvivors
[2] rcsurvivors,usccb
[2] usccb,snapnetwork
[2] snapnetwork,nybooks
[2] nybooks,parralibrary

Top Word Pairs in Tweet in G10:
[7] alalibrary,conference
[7] washington,dc
[6] next,weekend
[6] alalibrary,headlinebooks
[5] blackstoneaudio,libraryreads99
[4] wait,alalibrary
[4] alalibrary,washington
[4] dc,next
[4] weekend,blackstoneaudio
[4] librarians,colleagues

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@tomfitton
@jerrycraft
@thenextgenlib
@cylev
@andreaywang
@sexharassed
@authorlisafipps
@rajanilarocca
@logosandliberty

Top Replied-To in G1:
@tomfitton
@alalibrary
@booksandchokers
@3yearletterman
@yenpress
@353_miles_apart
@izepress
@christi79858756
@brownbookworm
@conniebuonanno

Top Replied-To in G2:
@alalibrary
@edrabinski
@libnofcongress
@lessa4libraries
@kylekcourtney
@loidagarciafebo
@aldusm1501
@eminencefont
@jcinthelibrary
@brownbookworm

Top Replied-To in G3:
@thenextgenlib
@sexharassed
@authorlisafipps
@basedlibrarian
@alalibrary
@librarybabbitt
@libsoftiktok
@cylev
@altadenakatie
@andominguez

Top Replied-To in G4:
@andreaywang
@cylev
@rajanilarocca
@hornbook
@ektwrites
@jerrycraft
@kcareywrites
@alalibrary
@soontornvat
@mstewartscience

Top Replied-To in G5:
@alalibrary
@mciszek
@24hourlibrary
@veronikellymars
@readonthebeach
@nmdlibrary
@saysaudience
@kobidor
@adreanainlb
@pronounced_ing

Top Replied-To in G6:
@rweingarten
@logosandliberty
@jaxon_sparrow
@axios
@msmolly27
@alalibrary
@shannonrwatts
@johnfetterman
@flotus
@tomfitton

Top Replied-To in G7:
@jerrycraft
@thenextgenlib
@wholeheartlocal
@infoglut
@wendyshang
@lemanskyrachel
@storiestoldinsf
@theoglibrarian

Top Replied-To in G8:
@lindaepstein
@mccueday
@jamiesumner_
@candlewick
@allymalinenko
@msthombookitis
@amaliejahn
@etrainsworld
@davidnaimon
@penguinteen

Top Replied-To in G9:
@bostonglobe
@vpl
@reductress
@melissaeweiss
@bookriot
@markmaycot

Top Replied-To in G10:
@braincoach333
@unsolicitedalex
@skyboatmedia
@triallawyerrich
@chicagotribune
@crewcrew
@teachtechrun
@msp_williams
@bfreemanbooks

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@brownbookworm
@tomfitton
@sexharassed
@hornbook
@libnofcongress
@wearealsc
@oif
@basedlibrarian
@alaconferences

Top Mentioned in G1:
@alalibrary
@tomfitton
@brownbookworm
@izepress
@marcelthemovie
@thenation
@yenpress
@caroljsroth
@randomhousekids
@michaeljknowles

Top Mentioned in G2:
@alalibrary
@libnofcongress
@lessa4libraries
@loidagarciafebo
@librarycongress
@jasonreynolds83
@nancy_pearl
@ifla
@edrabinski
@slwalter123

Top Mentioned in G3:
@alalibrary
@sexharassed
@basedlibrarian
@oif
@aasl
@uabookbans
@ftrf
@thenextgenlib
@everylibrary
@freadomfighters

Top Mentioned in G4:
@alalibrary
@hornbook
@wearealsc
@holidayhousebks
@nealporterbooks
@brdnjamforemma
@soaring20spb
@abramsbooks
@lernerbooks
@pacylin

Top Mentioned in G5:
@alalibrary
@queenofrats
@kobidor
@washmystics
@alysha_clark
@ebonyteach
@veronikellymars
@24hourlibrary
@bc_ala
@libbyapp

Top Mentioned in G6:
@alalibrary
@4csla
@librariancheby
@oif
@ncacensorship
@pftlocal3
@summerforpa
@zoeycongressdog
@botsentinel
@hunt4change

Top Mentioned in G7:
@alalibrary
@ctcasl
@jerrycraft
@lemanskyrachel
@thenextgenlib
@kwamealexander
@technojohnson
@drmcgettigan
@darienhsct
@ces_connecticut

Top Mentioned in G8:
@alalibrary
@candlewick
@simonkids
@ssedlib
@teachrlibrarian
@harperchildrens
@jamiesumner_
@uabookbans
@tiffanybrooke83
@simonbooks

Top Mentioned in G9:
@alalibrary
@nypl
@britishlibrary
@guardian
@librarycongress
@bplboston
@sbs
@ozcatholicequal
@eqca
@lgbthm

Top Mentioned in G10:
@alalibrary
@blackstoneaudio
@bfreemanbooks
@headlinebooks
@indiebookawards
@michiganmame
@sljournal
@danipendergast
@libraryreads99
@100scopenotes

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@matthewtwihard
@dichristine
@kat4obama
@rjber15
@cloudwanderer3
@iartg
@lizditz
@gojira007x
@patriotmarie70

Top Tweeters in G1:
@filafresh
@dichristine
@iartg
@patriotmarie70
@missnisha6849
@rosstell
@kakitama
@andrewmorrisuk
@tarundsnaol
@sandykalano

Top Tweeters in G2:
@kat4obama
@cloudwanderer3
@all435reps
@valsadie
@crystal4obama
@potentash
@blueravefinn
@vrretweeter
@conjja
@imagine_garden

Top Tweeters in G3:
@reuters
@docwashburn
@mtrushmore2016
@_yvonneburton
@blisstabitha
@foxnews
@nytimes
@skyebright8
@latimes
@1artniece2

Top Tweeters in G4:
@matthewtwihard
@ligayaloyola
@n7irl
@roseparamore7
@tigerbeat
@ryuzeh
@redz041
@bostonglobe
@sk8rky10
@supernaruto10

Top Tweeters in G5:
@netminnow
@samhainnight
@4evrstardancer
@molliekatie
@daniellegembala
@whtabtpineapple
@sharrow_irl
@stephen_c_ward
@mariahaskins
@ebonyteach

Top Tweeters in G6:
@nypost
@abc
@cnn
@abcnews
@nbcnews
@cbsnews
@msnbc
@phillyinquirer
@fox32news
@yogaskidogs

Top Tweeters in G7:
@turner_tasha
@dynatropepress
@tafronaut
@worldlibraries
@gripemaster
@sarahdarerlitt
@dsantat
@mrspstorytime
@spaul6414
@drmcgettigan

Top Tweeters in G8:
@bookfairiecymru
@harpercollins
@halseanderson
@simonbooks
@jcharbonneau
@allymalinenko
@thedavisgirl
@penguinrandom
@bvgrover
@uncannymagazine

Top Tweeters in G9:
@guardian
@bbcnews
@dailymailuk
@joncoopertweets
@sunsentinel
@jezebel
@channel4news
@geekandsundry
@geekwire
@radfemblack

Top Tweeters in G10:
@chicagotribune
@duells06
@crewcrew
@triallawyerrich
@lid_rnl
@sljournal
@sleepyinil
@audible_com
@mochagirlsread
@audiofilemag


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