ALALibrary, Twitter, 3/26/2020 6:05:44 AM, 223741


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ALALibrary_2020-03-25_20-25-54.xlsx
ALALibrary_2020-03-25_20-25-54.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 26, 2020
Short Description:
ALALibrary via NodeXL https://bit.ly/3bopekP
@alalibrary
@kidlittv_nyc
@eff
@jennygadget
@juliegribblenyc
@safelibraries
@braunsk
@ismashfizzle
@noethematt
@loidagarciafebo

Top hashtags:
#covid19
#alaac20
#closethelibraries
#closecpl
#allive
#closethelibrary

Description:
Description
The graph represents a network of 3,614 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, 26 March 2020 at 03:27 UTC.

The requested start date was Thursday, 26 March 2020 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 11-day, 3-hour, 29-minute period from Saturday, 14 March 2020 at 19:15 UTC to Wednesday, 25 March 2020 at 22:45 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 : 3614
Unique Edges : 6337
Edges With Duplicates : 3390
Total Edges : 9727
Number of Edge Types : 4
MentionsInRetweet : 5459
Mentions : 2940
Replies to : 892
Tweet : 436
Self-Loops : 436
Reciprocated Vertex Pair Ratio : 0.0326578218399184
Reciprocated Edge Ratio : 0.0632500352957786
Connected Components : 161
Single-Vertex Connected Components : 131
Maximum Vertices in a Connected Component : 3395
Maximum Edges in a Connected Component : 9506
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.861521
Graph Density : 0.000542451771725756
Modularity : 0.465458
NodeXL Version : 1.0.1.428
Data Import : The graph represents a network of 3,614 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, 26 March 2020 at 03:27 UTC.

The requested start date was Thursday, 26 March 2020 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 11-day, 3-hour, 29-minute period from Saturday, 14 March 2020 at 19:15 UTC to Wednesday, 25 March 2020 at 22:45 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:
[101] https://twitter.com/ALALibrary/status/1240018076625776640
[85] https://twitter.com/ALALibrary/status/1239749008542883840
[82] https://twitter.com/ALALibrary/status/1239944821919408131
[52] https://twitter.com/alalibrary/status/1242576989258735618
[43] https://twitter.com/ALALibrary/status/1242576989258735618
[37] https://twitter.com/alalibrary/status/1239944821919408131
[35] https://twitter.com/alalibrary/status/1239749008542883840
[25] http://www.ala.org/tools/atoz/pandemic-preparedness
[20] https://americanlibrariesmagazine.org/blogs/the-scoop/ala-executive-board-recommends-closing-libraries-to-public/
[15] https://twitter.com/ALALibrary/status/1242083430122369026

Top URLs in Tweet in G1:
[13] http://www.ala.org/tools/atoz/pandemic-preparedness
[12] https://twitter.com/ALALibrary/status/1242576989258735618
[11] https://americanlibrariesmagazine.org/blogs/the-scoop/ala-executive-board-recommends-closing-libraries-to-public/
[11] https://twitter.com/ALALibrary/status/1239944821919408131
[9] https://twitter.com/ALALibrary/status/1239749008542883840
[8] http://www.ala.org/news/press-releases/2020/03/american-library-association-cancels-2020-annual-conference-due-covid-19
[8] https://twitter.com/alalibrary/status/1239749008542883840
[6] http://hwcdn.libsyn.com/p/c/5/5/c55eba36701f620b/Teresa_Robeson_Two_Bicycles.mp3?c_id=66952022&cs_id=66952022&expiration=1584940507&hwt=f0cb80ff442945337b42303ab00e7e94
[6] https://universoabierto.org/2020/03/14/declaracion-de-ala-sobre-covid-19/
[5] https://twitter.com/alalibrary/status/1242576989258735618

Top URLs in Tweet in G2:
[26] https://twitter.com/ALALibrary/status/1239749008542883840
[22] https://twitter.com/ALALibrary/status/1239944821919408131
[13] https://twitter.com/alalibrary/status/1239749008542883840
[7] https://twitter.com/alalibrary/status/1239944821919408131
[5] https://twitter.com/ALALibrary/status/1242576989258735618
[5] https://americanlibrariesmagazine.org/blogs/the-scoop/ala-executive-board-recommends-closing-libraries-to-public/
[3] https://twitter.com/alalibrary/status/1242576989258735618
[2] http://www.ala.org/news/press-releases/2020/03/ala-executive-board-recommends-closing-libraries-public
[2] https://twitter.com/alalibrary/status/1242515783697281025?s=21
[2] https://www.change.org/p/mayor-lori-lightfoot-protect-the-city-of-chicago-close-chicago-public-libraries-now?recruiter=2728735&utm_source=share_petition&utm_medium=facebook&utm_campaign=psf_combo_share_abi&utm_term=share_petition&recruited_by_id=784ba7c0-c924-012f-b7b5-404067ca6a7a&utm_content=fht-20884918-en-us%3Av2

Top URLs in Tweet in G3:
[6] https://scistarter.org/citizensciencemonth
[6] https://www.publishersweekly.com/pw/by-topic/industry-news/libraries/article/82765-when-libraries-close-it-feels-like-the-end-of-the-world.html
[4] https://twitter.com/alalibrary/status/1242576989258735618
[4] https://twitter.com/ALALibrary/status/1239944821919408131
[3] https://twitter.com/ALALibrary/status/1240018076625776640
[3] https://twitter.com/alalibrary/status/1242117797792100359
[3] http://www.ala.org/tools/atoz/pandemic-preparedness
[3] http://www.ala.org/news/press-releases/2020/03/american-library-association-cancels-2020-annual-conference-due-covid-19
[2] https://twitter.com/ALALibrary/status/1238544615386595337
[2] https://twitter.com/ALALibrary/status/1241062898966974465

Top URLs in Tweet in G4:
[7] http://yalsa.ala.org/blog/2020/03/17/yalsa-and-covid-19-a-message-from-the-president/
[3] https://kidlit.tv
[2] https://twitter.com/alalibrary/status/1242576989258735618
[2] https://www.independent.co.uk/arts-entertainment/books/news/coronavirus-audible-free-books-schools-close-uk-a9415761.html
[1] https://twitter.com/i/web/status/1242877484502114304
[1] https://twitter.com/amlibraries/status/1242579768798859270
[1] https://kidlit.tv/?utm_content=buffer290cf&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://kidlit.tv/
[1] https://twitter.com/kpteach5/status/1238854535801647104
[1] https://kidlit.tv/?utm_content=buffer8b34b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G5:
[7] https://twitter.com/ALALibrary/status/1239944821919408131
[5] https://twitter.com/ALALibrary/status/1239749008542883840
[5] https://www.propublica.org/article/chicago-public-libraries-still-open-coronavirus-pandemic
[5] https://twitter.com/alalibrary/status/1239944821919408131
[3] https://twitter.com/alalibrary/status/1239749008542883840
[3] http://www.adventuresinstorytime.com/2020/03/coronavirus-continued.html
[2] http://www.ala.org/news/press-releases/2020/03/american-library-association-cancels-2020-annual-conference-due-covid-19
[2] https://twitter.com/alalibrary/status/1242576989258735618
[2] https://twitter.com/ALALibrary/status/1242083430122369026
[2] https://americanlibrariesmagazine.org/blogs/the-scoop/ala-executive-board-recommends-closing-libraries-to-public/

Top URLs in Tweet in G6:
[8] https://twitter.com/ALALibrary/status/1239944821919408131
[6] https://twitter.com/ALALibrary/status/1239749008542883840
[2] https://twitter.com/alalibrary/status/1239749008542883840
[2] https://americanlibrariesmagazine.org/blogs/the-scoop/ala-statement-covid-19/
[1] https://twitter.com/alalibrary/status/1239944821919408131
[1] https://twitter.com/i/web/status/1238852674889691136
[1] https://twitter.com/i/web/status/1138109035809579008
[1] https://twitter.com/i/web/status/1238974026363666432
[1] https://twitter.com/i/web/status/1239575462659096577
[1] https://twitter.com/i/web/status/1239769149477355520

Top URLs in Tweet in G7:
[24] https://twitter.com/ALALibrary/status/1239749008542883840
[22] https://twitter.com/alalibrary/status/1242576989258735618
[20] https://twitter.com/ALALibrary/status/1242576989258735618
[14] https://twitter.com/ALALibrary/status/1239944821919408131
[11] https://twitter.com/ALALibrary/status/1240018076625776640
[5] https://twitter.com/alalibrary/status/1239944821919408131
[5] https://twitter.com/alalibrary/status/1240018076625776640
[5] https://twitter.com/ALALibrary/status/1242083430122369026
[4] https://twitter.com/alalibrary/status/1239749008542883840
[3] https://twitter.com/ALALibrary/status/1240753163671658498

Top URLs in Tweet in G8:
[2] https://www.alsc.ala.org/blog/2020/03/library-partnerships-in-a-time-of-crisis/
[2] https://twitter.com/alalibrary/status/1240018076625776640
[1] https://twitter.com/i/web/status/1242878579924520960
[1] https://americanlibrariesmagazine.org/blogs/the-scoop/ala-cancels-2020-annual-conference/
[1] https://twitter.com/i/web/status/1242803128413683719
[1] https://twitter.com/i/web/status/1242835015156654080
[1] https://twitter.com/i/web/status/1241088459231473664
[1] http://www.ala.org/alsc/alsc-open-resources-during-pandemic
[1] https://twitter.com/i/web/status/1242190151528431621
[1] https://twitter.com/i/web/status/1242811879216513028

Top URLs in Tweet in G9:
[80] https://twitter.com/ALALibrary/status/1240018076625776640
[1] https://twitter.com/i/web/status/1241981169186422785
[1] https://twitter.com/i/web/status/1242020415066615809
[1] https://twitter.com/i/web/status/1239046474106716160
[1] https://twitter.com/i/web/status/1240175848633716738
[1] https://www.equinoxpub.com/home/e-books/

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1242926671939940353
[1] https://twitter.com/alalibrary/status/1242576989258735618
[1] https://twitter.com/i/web/status/1241170944175063041
[1] https://twitter.com/i/web/status/1241029212707971074
[1] https://twitter.com/i/web/status/1239931565226037253
[1] https://shar.es/aHrgNB
[1] https://shop.spreadshirt.com/ALAGraphics-Gift-Shop
[1] https://twitter.com/i/web/status/1240345011830624264
[1] https://americanlibrariesmagazine.org/blogs/the-scoop/ala-executive-board-recommends-closing-libraries-to-public/
[1] https://twitter.com/i/web/status/1239191764503793664

Top Domains
Top Domains in Tweet in Entire Graph:
[1216] twitter.com
[79] ala.org
[33] americanlibrariesmagazine.org
[9] ilovelibraries.org
[8] webex.com
[8] ebookfriendly.com
[7] scistarter.org
[6] kidlit.tv
[6] change.org
[6] paper.li

Top Domains in Tweet in G1:
[207] twitter.com
[37] ala.org
[15] americanlibrariesmagazine.org
[6] libsyn.com
[6] universoabierto.org
[5] ilovelibraries.org
[5] webex.com
[4] paper.li
[3] virginiamn.com
[2] archive.org

Top Domains in Tweet in G2:
[243] twitter.com
[7] ala.org
[6] americanlibrariesmagazine.org
[3] change.org
[2] nytimes.com
[2] google.com
[1] everylibrary.org
[1] actionnetwork.org
[1] ithaka.org
[1] nelib.org

Top Domains in Tweet in G3:
[75] twitter.com
[12] ala.org
[7] scistarter.org
[6] publishersweekly.com
[3] americanlibrariesmagazine.org
[2] gizmodo.com
[1] wired.com
[1] fcc.gov
[1] libraryjournal.com
[1] house.gov

Top Domains in Tweet in G4:
[13] twitter.com
[7] ala.org
[6] kidlit.tv
[2] co.uk
[1] talkstorytogether.org

Top Domains in Tweet in G5:
[88] twitter.com
[5] propublica.org
[3] ala.org
[3] adventuresinstorytime.com
[3] change.org
[2] suntimes.com
[2] americanlibrariesmagazine.org
[1] chicagotribune.com
[1] facebook.com
[1] rdatoolkit.org

Top Domains in Tweet in G6:
[140] twitter.com
[4] americanlibrariesmagazine.org
[1] youtube.com

Top Domains in Tweet in G7:
[142] twitter.com
[1] eugene-or.gov
[1] nortonlibrary.org
[1] rlalibrary.org

Top Domains in Tweet in G8:
[70] twitter.com
[4] ilovelibraries.org
[3] ala.org
[2] americanlibrariesmagazine.org
[2] webex.com
[1] viglink.com
[1] slj.com
[1] p2a.co
[1] google.com
[1] libro.fm

Top Domains in Tweet in G9:
[84] twitter.com
[1] equinoxpub.com

Top Domains in Tweet in G10:
[7] twitter.com
[1] shar.es
[1] spreadshirt.com
[1] americanlibrariesmagazine.org
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[111] covid19
[90] alaac20
[67] closethelibraries
[44] closecpl
[40] allive
[33] closethelibrary
[33] librariesstrong
[32] librarians
[29] dragqueenstoryhour
[23] libraries



Top Hashtags in Tweet in G1:
[36] covid19
[14] librariesstrong
[14] alaac20
[10] librarians
[8] libraries
[8] closethelibraries
[8] covid_19
[8] covid19peru
[7] closethelibrary
[6] allive

Top Hashtags in Tweet in G2:
[37] closethelibraries
[20] closethelibrary
[14] covidlibrary
[7] covid19
[4] alaac20
[4] librarytwitter
[4] savelives
[3] closeyourlibraries
[3] notmyala
[3] covidー19

Top Hashtags in Tweet in G3:
[41] covid19
[27] alaac20
[25] allive
[9] librariesstrong
[6] citizenscience
[5] ebooksforall
[5] closecpl
[4] libraries
[3] nlld2020
[3] librarians

Top Hashtags in Tweet in G4:
[13] kidlit
[6] yalit
[4] covid19
[3] homeschooling
[3] literacy
[2] allive
[2] kidlitquarantine
[2] kidlitart
[2] coronavirus
[1] alayma

Top Hashtags in Tweet in G5:
[9] closethelibraries
[7] covid19
[6] closecpl
[4] alaac20
[3] medlibs
[3] librarians
[3] closethelibrary
[3] flattenthecurve
[2] coronavirus
[1] librarylife

Top Hashtags in Tweet in G6:
[38] alaac20
[32] closecpl
[29] dragqueenstoryhour
[13] librarians
[13] dqsh
[9] parenting
[6] covid19
[6] closethelibraries
[6] coronaviruspandemic
[6] libraries

Top Hashtags in Tweet in G7:
[5] جمعية_المكتبات_الأمريكية
[4] المكتبات
[3] فيروس_كورونا_المستجدّ
[2] closethelibraries
[2] covidー19
[2] ebooksforall
[2] librariesstrong
[2] covid19
[2] alaac20
[2] ala

Top Hashtags in Tweet in G8:
[8] librariesstrong
[6] covid19
[3] 2020census
[3] allive
[2] leaveittolibraries
[2] librarytwitter
[2] letmeseeyourlibrary
[2] libraries
[1] longdistancelibrary
[1] librarianlife

Top Hashtags in Tweet in G9:
[1] ebooksforall
[1] saynotoembargoes

Top Hashtags in Tweet in G10:
[2] alan19
[2] ncte19
[2] yawednesday
[1] libcomix
[1] alacouncil
[1] librarians
[1] ya
[1] yalit
[1] yacritical
[1] yasummit2020

Top Words
Top Words in Tweet in Entire Graph:
[3779] Words in Sentiment List#1: Positive
[1607] Words in Sentiment List#2: Negative
[12] Words in Sentiment List#3: Angry/Violent
[91979] Non-categorized Words
[97365] Total Words
[3505] alalibrary
[1555] library
[1538] libraries
[687] close
[588] time

Top Words in Tweet in G1:
[1328] alalibrary
[502] libraries
[499] library
[343] time
[343] noethematt
[334] close
[324] more
[316] good
[316] workers
[312] recommend

Top Words in Tweet in G2:
[756] alalibrary
[291] library
[255] libraries
[161] workers
[135] statement
[134] close
[119] ala_acrl
[118] advocacy
[108] lisalibrarian
[104] staff

Top Words in Tweet in G3:
[287] alalibrary
[202] libraries
[121] library
[98] covid
[95] 19
[60] ala
[59] more
[51] annual
[50] conference
[47] alansinouye

Top Words in Tweet in G4:
[312] kidlittv_nyc
[208] library
[203] free
[201] read
[197] news
[197] team
[197] created
[197] virtual
[150] share
[136] alouds

Top Words in Tweet in G5:
[262] alalibrary
[162] libraries
[155] many
[147] library
[134] jennygadget
[108] staff
[92] open
[83] still
[81] circulating
[77] books

Top Words in Tweet in G6:
[403] alalibrary
[148] libraries
[95] library
[79] public
[79] safelibraries
[47] association
[46] close
[43] drag
[43] american
[39] chipublib

Top Words in Tweet in G7:
[21] libraries
[15] right
[11] time
[11] library
[11] decision
[9] ala
[9] sad
[9] access
[9] news
[9] في

Top Words in Tweet in G8:
[126] alalibrary
[42] library
[38] libraries
[25] wearealsc
[21] librarians
[21] many
[20] sljournal
[20] whitehousesus
[19] programs
[17] school

Top Words in Tweet in G9:
[83] access
[81] librarians
[80] fight
[80] day
[80] universal
[80] information
[80] entertainment
[80] win
[79] eff
[15] alalibrary

Top Words in Tweet in G10:
[20] alalibrary
[18] library
[11] webinars
[8] ilatoday
[8] time
[8] closing
[7] start
[6] nicholefolkman
[6] let's
[6] free

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[500] libraries,close
[461] covid,19
[388] recommend,libraries
[386] workers,th
[385] alalibrary,good
[382] dear,alalibrary
[382] good,time
[382] paying,workers
[379] time,step
[379] step,recommend

Top Word Pairs in Tweet in G1:
[309] libraries,close
[301] recommend,libraries
[300] dear,alalibrary
[299] alalibrary,good
[299] good,time
[298] paying,workers
[297] time,step
[297] step,recommend
[297] close,paying
[297] workers,th

Top Word Pairs in Tweet in G2:
[100] library,workers
[100] libraries,close
[89] alalibrary,ala_acrl
[67] librarianmer,alalibrary
[59] sample,advocacy
[57] ala_acrl,supporting
[57] supporting,library
[57] workers,sample
[57] advocacy,letters
[57] letters,advocacy

Top Word Pairs in Tweet in G3:
[95] covid,19
[50] annual,conference
[38] libraries,rely
[38] rely,nonprofits
[38] friends,foundations
[37] libraries,covid
[30] nonprofits,ala
[30] ala,state
[30] orgs,keep
[28] first,time

Top Word Pairs in Tweet in G4:
[198] free,read
[197] team,created
[197] created,virtual
[197] virtual,library
[197] library,free
[136] read,alouds
[136] drawing,writing
[135] alouds,drawing
[134] help,share
[134] share,news

Top Word Pairs in Tweet in G5:
[85] library,staff
[78] many,libraries
[77] still,open
[74] hearing,many
[73] many,library
[73] staff,still
[73] open,circulating
[73] circulating,books
[73] books,etc
[73] etc,many

Top Word Pairs in Tweet in G6:
[44] library,association
[43] american,library
[40] public,libraries
[37] alalibrary,libraries
[33] drag,queen
[32] association,alalibrary
[32] help,close
[32] close,chicago
[32] chicago,public
[32] libraries,chipublib

Top Word Pairs in Tweet in G7:
[6] right,decision
[5] social,distancing
[5] looking,forward
[4] في,ظل
[3] good,news
[3] sad,right
[3] sad,news
[2] libraries,closed
[2] need,close
[2] close,libraries

Top Word Pairs in Tweet in G8:
[16] school,librarians
[16] librarians,many
[15] calling,school
[15] many,grad
[15] grad,students
[15] students,librarianship
[15] librarianship,programs
[15] programs,missing
[15] missing,required
[15] required,library

Top Word Pairs in Tweet in G9:
[80] librarians,fight
[80] fight,day
[80] day,universal
[80] universal,access
[80] access,information
[80] information,entertainment
[80] entertainment,win
[79] eff,librarians
[4] alalibrary,cilipinfo
[3] alalibrary,internetarchive

Top Word Pairs in Tweet in G10:
[8] ilatoday,alalibrary
[8] closing,library
[5] let's,start
[5] start,megathread
[5] megathread,free
[5] free,webinars
[5] webinars,teachers
[5] teachers,during
[5] during,remote
[5] remote,learning

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@noethematt
@lisalibrarian
@jennygadget
@safelibraries
@anncrewdson
@eminencefont
@villereal
@librarianmer
@wrk2lib

Top Replied-To in G1:
@alalibrary
@noethematt
@stellina
@reesealexandraa
@nikkigrimes9
@booklovergeek
@nolalibrary
@muellerspace
@lhmandel
@kboughida

Top Replied-To in G2:
@alalibrary
@lisalibrarian
@eminencefont
@librarianmer
@braunsk
@flexlibris
@davidwugmu
@villereal
@lindsaylib
@warmaiden

Top Replied-To in G3:
@alalibrary
@heylibraraman
@alansinouye
@sopoimc
@mabfan
@medejean
@dylanteut
@meags
@ala_acrl
@readonthebeach

Top Replied-To in G4:
@kidlittv_nyc
@tracisorell
@juliegribblenyc
@alalibrary
@annielynn215
@dsmacdonald
@carolelindstrom
@nikkigrimes9
@abrahanen
@englund_jennie

Top Replied-To in G5:
@jennygadget
@alalibrary
@anncrewdson
@neonclancy
@andriaamaral
@slwalter123
@wrk2lib
@noethematt
@propublicail
@ebhankinson

Top Replied-To in G6:
@alalibrary
@safelibraries
@chicagosmayor
@govpritzker
@libraryjournal
@lisalibrarian
@npr
@alanews
@realdonaldtrump
@raamatuid

Top Replied-To in G8:
@whitehousesus
@wearealsc
@teacher2library
@lincolnabesread
@nehgov
@sljournal
@craftyhilary
@fapohundaryann
@mrschureads
@dakotalib

Top Replied-To in G10:
@nicholefolkman
@biludwig
@catsav
@historycomics

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@noethematt
@kidlittv_nyc
@internetarchive
@ala_acrl
@jennygadget
@lisalibrarian
@juliegribblenyc
@eff
@librarianmer

Top Mentioned in G1:
@alalibrary
@noethematt
@internetarchive
@ala_acrl
@jennygadget
@alaannual
@oscarrlanza
@jedliemagic
@jblyberg
@danibcook

Top Mentioned in G2:
@alalibrary
@ala_acrl
@lisalibrarian
@librarianmer
@noethematt
@flexlibris
@warmaiden
@masslibassoc
@braunsk
@massgovernor

Top Mentioned in G3:
@alalibrary
@alansinouye
@amlibraries
@tadawes
@loidagarciafebo
@librarypolicy
@aasl
@nationalbook
@heylibraraman
@ala_pla

Top Mentioned in G4:
@kidlittv_nyc
@juliegribblenyc
@alalibrary
@neatoday
@yalsa
@pwkidsbookshelf
@diversebooks
@aftunion
@cbcbook
@mcchildsbookday

Top Mentioned in G5:
@alalibrary
@jennygadget
@chipublib
@noethematt
@himissjulie
@propublicail
@kristinerd
@govpritzker
@gmcharlt
@libcolleen

Top Mentioned in G6:
@alalibrary
@safelibraries
@chipublib
@rschon
@oif
@libraryjournal
@shannontracy123
@lisalibrarian
@_yvonneburton
@lewiseverett3

Top Mentioned in G7:
@rlaplibrary

Top Mentioned in G8:
@alalibrary
@sljournal
@wearealsc
@whitehousesus
@aasl
@yalsa
@usedgov
@harpercollinsch
@dcpl
@mcpl_libraries

Top Mentioned in G9:
@eff
@alalibrary
@biblioszabo
@cilipinfo
@internetarchive
@bibverband
@macinnes_neil
@john_b_howard
@medialitireland
@nettiguru

Top Mentioned in G10:
@alalibrary
@ilatoday
@ncte
@libcomix
@nicholefolkman
@illinoisjea
@nationaljea
@writingproject
@ifrt_ala
@railslibraries

Top Tweeters
Top Tweeters in Entire Graph:
@lafm
@bannerite
@rcnradio
@gojira007x
@russelltim151
@lizditz
@kimvie
@radlein
@samhainnight
@janiecestaton

Top Tweeters in G1:
@janiecestaton
@ilovaussiesheps
@pfanderson
@molliekatie
@naestopaz
@yoboseiyo
@kdc
@laurahunsaker
@mampdx
@armyofwomack

Top Tweeters in G2:
@washingtonpost
@wusa9
@nbcwashington
@alyssakeiko
@jaykelly26
@adr
@houstonchron
@librariesval
@hungryghoast
@mistydemeo

Top Tweeters in G3:
@cnn
@1lavishone
@sos_jr
@fox32news
@queerlycontent
@tednesi
@bckaemper
@vrvalicento
@btwnthestacks
@heideland

Top Tweeters in G4:
@atticgirl76
@kcorr54
@notingshaw
@rweingarten
@whaaf
@diandramae
@loveofxena
@poseysessions
@benswoodard
@jfleit

Top Tweeters in G5:
@bannerite
@igallupd
@outofmyplanet
@blerdmommy
@alanjmitchell_
@thinkkimthink
@jennygadget
@abc7chicago
@mrschureads
@nbcchicago

Top Tweeters in G6:
@russelltim151
@kimvie
@_yvonneburton
@eph4_15
@safelibraries
@truthseeker6761
@younglibrarian
@msnbc
@npr
@quiziep8jazz101

Top Tweeters in G7:
@mrsyiswhy
@imitationpanda
@apocalypticanow
@technolibrary
@theadamsass
@menshevixen
@recitrachel
@savvyliterate
@reblogga
@willywaldo

Top Tweeters in G8:
@sljournal
@lieberrian
@randomhousekids
@weareteachers
@thirteenwnet
@projectlitcomm
@mcpl_libraries
@marjoriemliu
@studiojjk
@cmdgrosso

Top Tweeters in G9:
@dominiquevanpee
@eachus
@anonomouse1981
@alejocd
@jadelia
@deandre_nickens
@socialcurrencie
@nednared
@2ndleprechaun
@darioarmani

Top Tweeters in G10:
@ncte
@ashuping
@rww
@bookrarian
@stantonalana
@bannertechs
@grammargirl
@ilatoday
@historycomics
@msnortonela