ALALibrary, Twitter, 11/1/2019 4:49:27 PM, 214986


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ALALibrary_2019-11-01_09-27-15.xlsx
ALALibrary_2019-11-01_09-27-15.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 01, 2019
Short Description:
ALALibrary via NodeXL http://bit.ly/2JI7bdM
@alalibrary
@macmillanusa
@0zyx
@arjun_sanyal
@safelibraries
@alansinouye
@ericklinenberg
@chislibrarians
@libraryjournal
@msgunderson

Top hashtags:
#ebooksforall
#ala_carnegie
#libraries
#fiction
#2020census
#nonfiction

Description:
Description
The graph represents a network of 3,983 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 Friday, 01 November 2019 at 16:28 UTC.

The requested start date was Friday, 01 November 2019 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 18-day, 18-hour, 12-minute period from Sunday, 13 October 2019 at 05:43 UTC to Thursday, 31 October 2019 at 23:55 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 : 3983
Unique Edges : 7415
Edges With Duplicates : 4062
Total Edges : 11477
Number of Edge Types : 3
Mentions : 10421
Replies to : 567
Tweet : 489
Self-Loops : 489
Reciprocated Vertex Pair Ratio : 0.0333539221741816
Reciprocated Edge Ratio : 0.0645546921697549
Connected Components : 121
Single-Vertex Connected Components : 89
Maximum Vertices in a Connected Component : 3815
Maximum Edges in a Connected Component : 11307
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.859491
Graph Density : 0.000527417314647019
Modularity : 0.478063
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 3,983 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 Friday, 01 November 2019 at 16:28 UTC.

The requested start date was Friday, 01 November 2019 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 18-day, 18-hour, 12-minute period from Sunday, 13 October 2019 at 05:43 UTC to Thursday, 31 October 2019 at 23:55 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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[52] https://twitter.com/ALALibrary/status/1189276227787526150
[51] http://p2a.co/fgcQkzV
[42] http://www.ala.org/awardsgrants/carnegieadult/longlists
[36] https://twitter.com/alalibrary/status/1189276227787526150
[31] http://www.ala.org/news/sites/ala.org.news/files/content/mediapresscenter/CompetitionDigitalMarkets.pdf
[27] http://www.ala.org/news/press-releases/2019/10/ala-delivers-ebooksforall-petition-160000-signatures-macmillan-publishers
[27] https://twitter.com/ALALibrary/status/1183733204005593088
[26] https://ebooksforall.org/
[26] https://twitter.com/ChiSLibrarians/status/1184661217400573952
[24] https://www.libraryjournal.com/?detailStory=responding-to-congress-ala-denounces-amazon-macmillan

Top URLs in Tweet in G1:
[38] http://p2a.co/fgcQkzV
[34] http://www.ala.org/awardsgrants/carnegieadult/longlists
[30] http://www.ala.org/news/sites/ala.org.news/files/content/mediapresscenter/CompetitionDigitalMarkets.pdf
[15] https://twitter.com/ChiSLibrarians/status/1184661217400573952
[15] https://twitter.com/alalibrary/status/1187093849723822081
[13] http://www.ala.org/news/press-releases/2019/10/ala-delivers-ebooksforall-petition-160000-signatures-macmillan-publishers
[11] https://twitter.com/alalibrary/status/1189276227787526150
[9] https://ebooksforall.org/
[9] https://twitter.com/ALALibrary/status/1189276227787526150
[9] https://twitter.com/ALALibrary/status/1183733204005593088

Top URLs in Tweet in G2:
[10] https://twitter.com/ALALibrary/status/1189255891113127936
[10] http://www.ala.org/news/press-releases/2019/10/ala-delivers-ebooksforall-petition-160000-signatures-macmillan-publishers
[10] https://twitter.com/ALALibrary/status/1189276227787526150
[9] https://gumroad.com/l/odDOE
[8] http://www.ala.org/NLLD
[6] https://ebooksforall.org/
[5] https://twitter.com/alalibrary/status/1184554335000285186
[4] https://twitter.com/alalibrary/status/1188560754171174913
[4] https://twitter.com/alalibrary/status/1183733204005593088
[4] https://twitter.com/ALALibrary/status/1187369938006228993

Top URLs in Tweet in G3:
[13] https://www.libraryjournal.com/?detailStory=responding-to-congress-ala-denounces-amazon-macmillan
[11] https://twitter.com/ChiSLibrarians/status/1184661217400573952
[7] http://www.ala.org/awardsgrants/carnegieadult/longlists
[4] https://twitter.com/ALALibrary/status/1189558776845815808
[4] http://www.ala.org/united/events_conferences/folweek
[4] https://ebooksforall.org/
[3] https://www.facebook.com/AmericanLibraryAssociation/
[2] https://twitter.com/ALALibrary/status/1189276227787526150
[2] https://twitter.com/ALALibrary/status/1184554335000285186
[2] http://www.ala.org/news/press-releases/2019/10/ala-delivers-ebooksforall-petition-160000-signatures-macmillan-publishers

Top URLs in Tweet in G4:
[11] https://alphanewsmn.com/letter-what-is-going-on-in-our-public-libraries/?fbclid=IwAR1Fi3Z9hs4ZG37ep0GnF7t-D5TBnsF9EZoETod02qAf8BvA166BGhwKdgA
[3] https://twitter.com/arthurcschaper/status/1183785054461251584
[2] https://twitter.com/ALALibrary/status/1184486164864163840
[2] https://www.facebook.com/andy.thibault.79/posts/10162338986675510
[1] https://twitter.com/i/web/status/1183188131178266625
[1] https://twitter.com/i/web/status/1141895264162263040
[1] https://twitter.com/i/web/status/1138109035809579008
[1] https://www.lifesitenews.com/blogs/pedophilia-advocate-admits-conservatives-are-right-yes-kid-drag-shows-are-sexual
[1] https://twitter.com/jjauthor/status/1187032716279074816
[1] https://twitter.com/activistmommy1/status/1187750108240269314

Top URLs in Tweet in G5:
[3] https://twitter.com/alalibrary/status/1189276227787526150
[1] https://pottern.substack.com/p/november-giveaway-accountability
[1] https://twitter.com/i/web/status/1183356413575340033
[1] https://twitter.com/i/web/status/1183393128381853696
[1] https://twitter.com/i/web/status/1186554927700676608
[1] https://twitter.com/i/web/status/1188344512319545344
[1] https://twitter.com/i/web/status/1188693975181475840
[1] https://twitter.com/i/web/status/1187011555852013568
[1] https://twitter.com/ALALibrary/status/1184860380486668292

Top URLs in Tweet in G6:
[5] http://www.kidlitfrenzy.com/kid-lit-frenzy/2019/10/29/nonfiction-picture-book-challenge-mock-sibert-predictions-part-i
[3] https://twitter.com/alalibrary/status/1187369938006228993
[3] https://www.icirnigeria.org/public-libraries-in-nigeria-risk-extinction-need-urgent-reform-says-student-group/
[1] https://twitter.com/i/web/status/1189489156369588224
[1] https://twitter.com/i/web/status/1189849735315755008
[1] https://twitter.com/i/web/status/1183551835233280007
[1] https://twitter.com/ncte/status/1170075961800441856
[1] https://daily.jstor.org/the-future-of-the-book-is-audio/
[1] https://twitter.com/ALALibrary/status/1189276227787526150
[1] http://p2a.co/fgcQkzV

Top URLs in Tweet in G7:
[11] http://ebooksforall.org/
[7] https://twitter.com/ALALibrary/status/1187369948362006530
[2] http://programminglibrarian.org/learn/taking-walk-library-storywalk%C2%AE-walking-book-clubs-and-more
[1] http://www.ala.org/awardsgrants/carnegieadult/longlists
[1] https://twitter.com/ALALibrary/status/1182353356179812354
[1] https://twitter.com/ALALibrary/status/1185934453060919296?s=20
[1] http://www.libraryshopsd.org/events/klinenberg
[1] https://twitter.com/ALALibrary/status/1189621561944358912
[1] http://www.programminglibrarian.org/blog/library-force-multiplier-finals-ut-knoxville-library
[1] https://twitter.com/i/web/status/1187375388332302339

Top URLs in Tweet in G8:
[13] https://twitter.com/ALALibrary/status/1189276227787526150
[8] https://twitter.com/alalibrary/status/1189276227787526150
[6] https://twitter.com/alalibrary/status/1184554335000285186
[4] https://twitter.com/ALALibrary/status/1183733204005593088
[3] https://twitter.com/alalibrary/status/1183733204005593088
[3] https://twitter.com/ALALibrary/status/1187369938006228993
[2] https://twitter.com/ALALibrary/status/1184182234141601803
[2] https://twitter.com/alalibrary/status/1184182234141601803
[2] https://twitter.com/ALALibrary/status/1178717247700918272
[2] https://twitter.com/ALALibrary/status/1185329213819314177

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1188780884981243904
[1] https://twitter.com/i/web/status/1183537195228876800
[1] https://twitter.com/i/web/status/1186207965851729921
[1] https://twitter.com/i/web/status/1188332109200408576
[1] https://twitter.com/i/web/status/1185245129008799744
[1] https://twitter.com/i/web/status/1183750030940704768
[1] https://twitter.com/bibverband/status/1187304122736959489
[1] https://twitter.com/i/web/status/1187695283137740800
[1] https://twitter.com/i/web/status/1186246445948497921
[1] https://twitter.com/i/web/status/1187245733453258752

Top URLs in Tweet in G10:
[13] https://twitter.com/alalibrary/status/1188884588149596161
[12] https://twitter.com/alalibrary/status/1182387038760427520
[7] https://twitter.com/alalibrary/status/1189276227787526150
[6] https://twitter.com/ALALibrary/status/1182387038760427520
[1] https://twitter.com/i/web/status/1189737552086913024
[1] https://s2.washingtonpost.com/camp-rw/?e=cm9uLmNoYXJsZXNAd2FzaHBvc3QuY29t&s=5db2fa0dfe1ff66068fcb53d&linknum=4&linktot=79
[1] https://twitter.com/i/web/status/1189740785425506304
[1] https://twitter.com/i/web/status/1189747473088229376
[1] https://twitter.com/i/web/status/1189743364251377664
[1] https://twitter.com/i/web/status/1189739861047046144

Top Domains
Top Domains in Tweet in Entire Graph:
[1189] twitter.com
[163] ala.org
[51] p2a.co
[50] ebooksforall.org
[34] citizengo.org
[24] libraryjournal.com
[15] resource.org
[13] facebook.com
[12] youtube.com
[12] ilovelibraries.org

Top Domains in Tweet in G1:
[312] twitter.com
[102] ala.org
[38] p2a.co
[34] citizengo.org
[13] ebooksforall.org
[10] ilovelibraries.org
[8] alamidwinter.org
[8] zoom.us
[7] americanlibrariesmagazine.org
[7] archivists.org

Top Domains in Tweet in G2:
[186] twitter.com
[23] ala.org
[11] ebooksforall.org
[9] gumroad.com
[4] resource.org
[4] libraryjournal.com
[4] publishersweekly.com
[4] epl.ca
[3] digitalpw.com
[3] cbslocal.com

Top Domains in Tweet in G3:
[204] twitter.com
[21] ala.org
[13] libraryjournal.com
[4] ebooksforall.org
[4] alamidwinter.org
[4] facebook.com
[3] youtube.com
[2] p2a.co
[2] americanlibrariesmagazine.org
[1] blogspot.com

Top Domains in Tweet in G4:
[71] twitter.com
[11] alphanewsmn.com
[5] ala.org
[3] facebook.com
[1] lifesitenews.com
[1] marketplace.org
[1] fcc.gov
[1] museumedu.org
[1] ebooksforall.org
[1] heraldtribune.com

Top Domains in Tweet in G5:
[10] twitter.com
[1] substack.com

Top Domains in Tweet in G6:
[21] twitter.com
[5] kidlitfrenzy.com
[3] icirnigeria.org
[1] jstor.org
[1] p2a.co

Top Domains in Tweet in G7:
[15] twitter.com
[11] ebooksforall.org
[3] programminglibrarian.org
[1] ala.org
[1] libraryshopsd.org

Top Domains in Tweet in G8:
[94] twitter.com
[2] blogspot.com
[1] harpercollins.com
[1] p2a.co
[1] ebooksforall.com
[1] nyla.org

Top Domains in Tweet in G9:
[15] twitter.com
[1] co.uk
[1] sspnet.org
[1] unc.edu

Top Domains in Tweet in G10:
[54] twitter.com
[1] washingtonpost.com
[1] ala.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[939] ebooksforall
[233] ala_carnegie
[203] libraries
[107] fiction
[86] 2020census
[66] nonfiction
[63] census
[60] alamw20
[50] ebooks
[46] aftertheflood



Top Hashtags in Tweet in G1:
[431] ebooksforall
[203] ala_carnegie
[119] libraries
[93] fiction
[54] 2020census
[45] nonfiction
[34] aftertheflood
[33] ltbookpick
[29] alamw20
[24] ilovemylibrarian

Top Hashtags in Tweet in G2:
[256] ebooksforall
[40] libraries
[36] elending
[30] ebooks
[20] nlld2020
[14] writer
[14] 2020census
[8] fbf2019
[7] census
[5] fbm19

Top Hashtags in Tweet in G3:
[57] ebooksforall
[25] ala_carnegie
[13] cpsneedslibrarians
[13] schoollibrarian
[11] tlchat
[10] fiction
[10] anecessitynotaluxury
[10] aftertheflood
[10] alamw20
[10] solidarity

Top Hashtags in Tweet in G4:
[31] dragqueenstoryhour
[20] alamw20
[8] suetheala
[8] ebooksforall
[6] parenting
[6] metoo
[5] bannedbooksweek
[5] libraries
[4] defundala
[4] ff

Top Hashtags in Tweet in G5:
[2] ebooksforall
[1] writingcommunity
[1] pubtip
[1] forsythegeorgia1912
[1] purge
[1] ceoasceo
[1] cantoo
[1] eyequotient
[1] zerofict

Top Hashtags in Tweet in G6:
[16] nonfiction
[6] ebooksforall
[3] sibertsmackdown
[1] petpeeve
[1] kidlit
[1] oceanvuong
[1] onearthwerebrieflygorgeous
[1] ala_carnegie
[1] fiction
[1] yawednesday

Top Hashtags in Tweet in G7:
[46] census
[14] ebooksforall
[3] 2020census
[3] friendsofthelibrary
[2] ala_carnegie
[2] libraries
[2] programminglibrarian
[2] arsl2019
[2] nativevoices
[2] twuevents

Top Hashtags in Tweet in G8:
[20] ebooksforall
[2] schoollibrarian
[1] medlibs
[1] endlibraryfines
[1] literacydriven
[1] skillsteaching
[1] fakefacts
[1] culturalchange
[1] informationliteracy
[1] necessitynotaluxury

Top Hashtags in Tweet in G9:
[2] ebooksforall
[1] tagderbibliotheken
[1] saynotoembargo

Top Hashtags in Tweet in G10:
[80] ebooksforall
[5] libraries

Top Words
Top Words in Tweet in Entire Graph:
[2983] Words in Sentiment List#1: Positive
[1851] Words in Sentiment List#2: Negative
[22] Words in Sentiment List#3: Angry/Violent
[96113] Non-categorized Words
[100947] Total Words
[3560] alalibrary
[1262] macmillanusa
[1260] libraries
[939] #ebooksforall
[881] library

Top Words in Tweet in G1:
[1645] alalibrary
[883] macmillanusa
[709] libraries
[575] ebook
[486] access
[431] #ebooksforall
[429] limit
[398] new
[359] macmillan
[353] tell

Top Words in Tweet in G2:
[654] alalibrary
[260] macmillanusa
[256] #ebooksforall
[248] library
[192] libraries
[170] embargo
[161] ebook
[160] macmillan
[125] ala
[116] alansinouye

Top Words in Tweet in G3:
[494] alalibrary
[156] libraries
[128] s
[115] aasl
[100] yalsa
[99] chislibrarians
[97] school
[96] want
[89] 2020
[84] sajidahwrites

Top Words in Tweet in G4:
[235] alalibrary
[134] safelibraries
[60] library
[50] libraries
[48] shannontracy123
[41] drag
[36] activistmommy1
[36] oif
[32] s
[32] arthurcschaper

Top Words in Tweet in G5:
[16] alalibrary
[7] realdonaldtrump
[4] macmillanusa
[4] 3
[4] betsydevosed
[4] usedgov
[4] enough
[3] libraries
[3] w
[3] hours

Top Words in Tweet in G6:
[53] alalibrary
[48] lindasuepark
[46] professional
[42] both
[40] intros
[38] conference
[38] session
[38] hosts
[38] reminder
[38] speaker

Top Words in Tweet in G7:
[58] access
[51] ericklinenberg
[49] need
[48] online
[47] time
[47] americans
[46] next
[46] year
[46] first
[46] #census

Top Words in Tweet in G8:
[20] #ebooksforall
[19] library
[15] libraries
[12] ebooks
[12] book
[10] books
[9] read
[8] access
[8] petition
[6] s

Top Words in Tweet in G9:
[22] alalibrary
[10] cilipinfo
[7] libraries
[7] loidagarciafebo
[5] slicceo
[5] librarieseu
[4] uwcip
[4] kudos
[4] jmmason
[4] mchris4duke

Top Words in Tweet in G10:
[96] alalibrary
[80] #ebooksforall
[70] tessadare
[64] s
[35] macmillan
[33] library
[32] petition
[28] read
[28] response
[28] letter

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[388] new,ebook
[370] ebook,titles
[370] access,new
[369] ebook,embargo
[354] tell,macmillanusa
[345] macmillan,limit
[342] limit,readers'
[342] readers',access
[342] titles,through
[342] through,libraries

Top Word Pairs in Tweet in G1:
[334] new,ebook
[324] ebook,titles
[321] access,new
[317] tell,macmillanusa
[311] macmillan,limit
[311] titles,through
[311] through,libraries
[311] limit,readers'
[311] readers',access
[310] libraries,tell

Top Word Pairs in Tweet in G2:
[119] alalibrary,#ebooksforall
[113] ebook,embargo
[72] library,ebook
[69] #ebooksforall,update
[69] submitted,report
[69] report,response
[69] inquiry,housejudiciary
[69] housejudiciary,subcmte
[68] update,ala
[68] ala,submitted

Top Word Pairs in Tweet in G3:
[57] aasl,alalibrary
[50] excited,thrilled
[50] thrilled,share
[50] share,love
[50] love,z
[50] z,2020
[50] 2020,best
[50] best,fiction
[50] fiction,young
[50] young,adults

Top Word Pairs in Tweet in G4:
[20] public,libraries
[20] arthurcschaper,activistmommy1
[20] activistmommy1,safelibraries
[19] drag,queen
[19] safelibraries,alalibrary
[15] alalibrary,oif
[14] kthopkins,justgiving
[13] story,hour
[13] shannontracy123,safelibraries
[13] alalibrary,libraries

Top Word Pairs in Tweet in G5:
[4] betsydevosed,usedgov
[2] think,s
[2] s,time
[2] time,macmillanusa
[2] macmillanusa,brought
[2] brought,before
[2] before,senate
[2] senate,address
[2] address,monopolistic
[2] monopolistic,practices

Top Word Pairs in Tweet in G6:
[38] conference,session
[38] session,hosts
[38] hosts,reminder
[38] reminder,speaker
[38] speaker,intros
[38] intros,both
[38] both,professional
[38] professional,informed
[38] informed,recent
[38] recent,occurrences

Top Word Pairs in Tweet in G7:
[46] next,year
[46] year,first
[46] first,time
[46] time,americans
[46] americans,#census
[46] #census,online
[46] online,millions
[46] millions,lack
[46] lack,home
[46] home,internet

Top Word Pairs in Tweet in G8:
[3] sign,petition
[3] check,out
[2] s,truth
[2] limiting,access
[2] don,t
[2] library,fines
[2] signing,petition
[2] signed,petition
[2] ebook,embargo
[2] book,available

Top Word Pairs in Tweet in G9:
[7] alalibrary,cilipinfo
[3] alalibrary,liz_jolly
[2] public,libraries
[2] libraries,help
[2] help,promoting
[2] promoting,digital
[2] digital,inclusivity
[2] inclusivity,uwcip
[2] uwcip,chriscoward
[2] chriscoward,alalibrary

Top Word Pairs in Tweet in G10:
[24] read,alalibrary
[24] alalibrary,s
[24] s,scathing
[24] scathing,response
[24] response,macmillan
[24] macmillan,ceo
[24] ceo,s
[24] s,letter
[24] letter,library
[24] library,embargoes

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@macmillanusa
@sajidahwrites
@safelibraries
@ahrqnews
@tessadare
@loidagarciafebo
@lindasuepark
@msgunderson
@shannontracy123

Top Replied-To in G1:
@macmillanusa
@alalibrary
@andrea_trudeau
@megreads
@evardell
@globalwj
@mathcirque
@angspenc
@mariavaleauthor
@duskyliterati

Top Replied-To in G2:
@alalibrary
@loidagarciafebo
@ala_pla
@lisapeet1
@macmillanusa
@madelineipena
@bishopnaomi
@janetjoy
@tessadare
@booksbodysoul

Top Replied-To in G3:
@sajidahwrites
@msgunderson
@annakim1
@alalibrary
@lieberrian
@mattcartertalks
@chislibrarians
@tcpltx
@lenbryan25
@mrswyattcps

Top Replied-To in G4:
@safelibraries
@shannontracy123
@alalibrary
@russelllockyer
@reformationclt
@seanwainwright3
@meganfoxwriter
@cernovich
@tac_niso
@davidjharrisjr

Top Replied-To in G5:
@realdonaldtrump
@betsydevosed
@alalibrary
@devinnunes
@washingtonpost
@davidjglassmd
@haaretzcom
@thehill
@senwarren
@amdiabetesassn

Top Replied-To in G6:
@lindasuepark
@kimbrap
@mstewartscience
@ncte
@jstor
@cindyloowhovian
@dst6n01
@sharonreader
@samatlounge
@dheiligman

Top Replied-To in G7:
@sominisengupta
@jacksbee
@sustainrt
@mohughey
@ericklinenberg
@spfldmasslib

Top Replied-To in G10:
@tessadare
@jennygadget
@literary_lottie
@moonwolf95
@alalibrary

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@macmillanusa
@alansinouye
@safelibraries
@aasl
@housejudiciary
@yalsa
@chislibrarians
@libraryjournal
@ala_pla

Top Mentioned in G1:
@alalibrary
@macmillanusa
@publiclibrary
@kassandra_m7
@cirollueca
@ahoffmanwriter
@housejudiciary
@booklist_susan
@kidsilkhaze
@prhlibrary

Top Mentioned in G2:
@alalibrary
@macmillanusa
@alansinouye
@housejudiciary
@ala_pla
@librarypolicy
@libraryjournal
@vfholtzbrinck
@sarifeldman
@epldotca

Top Mentioned in G3:
@alalibrary
@aasl
@yalsa
@chislibrarians
@chipubschools
@a
@sajidahwrites
@msgunderson
@jasonreynolds83
@johnmcusick

Top Mentioned in G4:
@alalibrary
@safelibraries
@shannontracy123
@activistmommy1
@oif
@arthurcschaper
@us_imls
@potus
@justgiving
@kthopkins

Top Mentioned in G5:
@alalibrary
@realdonaldtrump
@macmillanusa
@usedgov
@amlibraries
@authorsguild
@jaxlibrary
@cabinet
@whnsc
@museumweek

Top Mentioned in G6:
@alalibrary
@lindasuepark
@ncte
@dheiligman
@stevesheinkin
@mstewartscience
@ilatoday
@cybrarianelex
@txla
@nlalibrary

Top Mentioned in G7:
@ericklinenberg
@alalibrary
@macmillanusa
@spfldmasslib
@libraryshopsd
@twudallas
@eminencefont
@noahlenstra
@childrennature
@chascolibrary

Top Mentioned in G8:

Top Mentioned in G9:
@alalibrary
@cilipinfo
@loidagarciafebo
@slicceo
@librarieseu
@uwcip
@jmmason
@mchris4duke
@arjun_sanyal
@cilipscotland

Top Mentioned in G10:
@alalibrary
@tessadare
@roncharles
@washingtonpost
@macmillanusa
@macmillanbooks
@jennygadget
@housejudiciary
@epicemmy
@mls_amy

Top Tweeters
Top Tweeters in Entire Graph:
@sjb6991
@rcnradio
@mharvey816
@alizardx
@docwashburn
@thehill
@elknight20
@owlwoman911_
@adunlea
@janiecestaton

Top Tweeters in G1:
@mharvey816
@elknight20
@adunlea
@janiecestaton
@glynmoody
@toramomo_tweet
@lawbibliophile
@indascorner
@briasoboojie
@drrimmer

Top Tweeters in G2:
@cigar150
@kiro7seattle
@mijomojo1
@librariesval
@macgyyver
@pix11news
@mlsimmons
@metalrabbit13
@iluvhorseracing
@lawless523

Top Tweeters in G3:
@moniselseward
@nytimes
@blerdmommy
@nshrubs
@julienramauge
@hoperehak
@mrschureads
@nancyosborne180
@getupstandup2
@doesuu11

Top Tweeters in G4:
@docwashburn
@owlwoman911_
@_yvonneburton
@rbpundit
@safelibraries
@abc
@cnn
@aaroque2016
@truthseeker6761
@hpluckrose

Top Tweeters in G5:
@thehill
@blackflagchi
@djolder
@haaretzcom
@inc
@whtabtpineapple
@fastcompany
@gma
@fortunemagazine
@abcpolitics

Top Tweeters in G6:
@debraj112
@sharonreader
@ncte
@samatlounge
@pragmaticmom
@the_meghatron
@alysonbeecher
@alibelle
@keelyinkster
@joshfunkbooks

Top Tweeters in G7:
@tadrow
@neolithicsheep
@living400lbs
@jamesgardnerone
@dawnk777
@helgagrace
@maja_li
@stevendilauro
@trundlebedtales
@libraryben

Top Tweeters in G8:
@bibleprofessor
@writersrepublic
@janetsomerville
@heroineinabook
@sspaz1000
@intuitivelb
@kittenpie
@sraymonds
@thethingiskat
@angryalgonquin

Top Tweeters in G9:
@mchris4duke
@dawnafinch
@cilipinfo
@nickpoole1
@molocus2
@lorcand
@jeanettecastle
@jeroenbosman
@jeroenson
@publiclibnews

Top Tweeters in G10:
@alizardx
@washingtonpost
@laurahunsaker
@irisheyz77
@jennygadget
@sashadevlin
@kingdomofwench
@moonwolf95
@janetetennessee
@lori_ella


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