ALALibrary, Twitter, 4/26/2019 8:43:39 AM, 194923


FAQ | Problem?

ALALibrary_2019-04-26_01-15-47.xlsx
ALALibrary_2019-04-26_01-15-47.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 26, 2019
Short Description:
ALALibrary via NodeXL http://bit.ly/2L471kc
@alalibrary
@loidagarciafebo
@safelibraries
@ericklinenberg
@tabitha3330
@alansinouye
@melindagates
@the_uncucked
@kidlittv_nyc
@iuils

Top hashtags:
#nationallibraryweek
#librariestransform
#mylibrarymystory
#fundlibraries

Description:
Description
The graph represents a network of 4,417 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, 26 April 2019 at 08:17 UTC.

The requested start date was Friday, 26 April 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 16-day, 10-hour, 13-minute period from Tuesday, 09 April 2019 at 13:30 UTC to Thursday, 25 April 2019 at 23:43 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 : 4417
Unique Edges : 7449
Edges With Duplicates : 3771
Total Edges : 11220
Number of Edge Types : 3
Replies to : 682
Mentions : 9865
Tweet : 673
Self-Loops : 673
Reciprocated Vertex Pair Ratio : 0.0356023567757302
Reciprocated Edge Ratio : 0.0687568091030142
Connected Components : 258
Single-Vertex Connected Components : 154
Maximum Vertices in a Connected Component : 3948
Maximum Edges in a Connected Component : 10706
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 2.844795
Graph Density : 0.000423522178801928
Modularity : 0.529158
NodeXL Version : 1.0.1.411

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[134] https://www.alastore.ala.org/content/pigeons-license-poster
[113] http://www.ala.org/news/state-americas-libraries-report-2019
[65] https://twitter.com/ALALibrary/status/1115615097303465986
[32] https://www.out.com/news/2019/4/08/more-half-most-banned-books-america-are-lgbtq?utm_source=twitter&utm_medium=social&utm_campaign=news
[28] https://twitter.com/alalibrary/status/1115615097303465986
[25] http://www.ala.org/conferencesevents/celebrationweeks/natlibraryweek/national-bookmobile-day
[25] https://go.usa.gov/xEedD
[17] https://twitter.com/ALALibrary/status/1116710317927669760
[17] https://twitter.com/alalibrary/status/1116710317927669760
[13] https://twitter.com/ALALibrary/status/1116341133892902912

Top URLs in Tweet in G1:
[130] https://www.alastore.ala.org/content/pigeons-license-poster
[84] http://www.ala.org/news/state-americas-libraries-report-2019
[32] https://www.out.com/news/2019/4/08/more-half-most-banned-books-america-are-lgbtq?utm_source=twitter&utm_medium=social&utm_campaign=news
[15] http://www.ala.org/conferencesevents/celebrationweeks/natlibraryweek/national-bookmobile-day
[9] https://twitter.com/ALALibrary/status/1115615097303465986
[6] https://litablog.org/2019/04/congratulations-to-ncsu-libraries-winner-of-the-2019-lita-library-hi-tech-award/
[6] http://www.ala.org/conferencesevents/celebrationweeks/natlibraryweek
[4] http://www.ala.org/conferencesevents/take-action-for-libraries-day
[4] http://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/top10#2018
[3] http://www.ala.org/advocacy/fund-libraries

Top URLs in Tweet in G2:
[6] http://www.ala.org/news/state-americas-libraries-report-2019
[5] https://twitter.com/ALALibrary/status/1116773946811199488
[4] https://twitter.com/ALALibrary/status/1113473749372764166
[2] http://www.ala.org/conferencesevents/take-action-for-libraries-day
[2] https://twitter.com/ALALibrary/status/1117152956175065088
[2] https://twitter.com/ALALibrary/status/1116341133892902912
[2] https://go.usa.gov/xEedD
[1] https://twitter.com/i/web/status/1121528106727215105
[1] https://twitter.com/i/web/status/1121527781051990016
[1] https://twitter.com/KPassek/status/1116728054410248192

Top URLs in Tweet in G3:
[8] https://www.youtube.com/watch?v=5jSkofodLZE

[6] https://twitter.com/sojustbooks/status/1116298424029208577
[2] https://ala-events.zoom.us/webinar/register/WN_GjNxtFnBRf-gqLUFWeLzKA
[2] https://twitter.com/alalibrary/status/1117089565645451264
[2] https://cosplay.at/
[2] https://twitter.com/txla/status/1118622655911997440
[2] https://twitter.com/alalibrary/status/1115615097303465986
[2] http://www.ala.org/news/state-americas-libraries-report-2019
[2] https://twitter.com/ALALibrary/status/1117817357928468491
[2] https://twitter.com/ALALibrary/status/1116420912121896960

Top URLs in Tweet in G4:
[3] https://twitter.com/alaannual/status/1115658298634702848
[3] http://www.ala.org/news/state-americas-libraries-report-2019
[3] https://www.highlightsfoundation.org/programs/1051/building-cultural-competency-in-todays-childrens-publishing-industry-a-working-symposium-2019/?utm_source=Highlights%20Foundation%20Updates&utm_campaign=fa7eab8e33-opens-cult-comp-041019&utm_medium=email&utm_term=0_0afbf972ec-fa7eab8e33-166760373
[1] https://www.nytimes.com/2018/09/08/opinion/sunday/civil-society-library.html
[1] https://www.heraldtribune.com/news/20190422/klinenberg-celebrates-libraries-as-lifesavers
[1] https://twitter.com/i/web/status/1116352744695185409
[1] https://twitter.com/i/web/status/1121108876336799744
[1] https://slate.com/human-interest/2018/09/seward-park-library-photos-eric-klinenberg-social-infrastructure.html
[1] https://twitter.com/i/web/status/1118370566677893120
[1] https://www.infodocket.com/2019/04/23/roundup-april-23-2019/?utm_source=id&utm_medium=IDTW&utm_campaign=articles

Top URLs in Tweet in G5:
[9] https://twitter.com/ALALibrary/status/1117152956175065088
[4] http://www.ala.org/news/state-americas-libraries-report-2019
[3] https://www.alastore.ala.org/content/thoughts-transparency-and-preservation-social-media
[2] https://outofprint.com/collections/star-wars?utm_source=twitter&utm_medium=social&utm_campaign=star-wars-read_20190408
[2] https://www.smore.com/rmjhd
[1] https://twitter.com/i/web/status/1119994530986590210
[1] https://twitter.com/i/web/status/1121487821573902336
[1] https://twitter.com/i/web/status/1121157602522664961
[1] https://twitter.com/i/web/status/1115314580849405952
[1] https://twitter.com/i/web/status/1115963787176292355

Top URLs in Tweet in G6:
[10] http://www.ala.org/advocacy/bbooks/NLW-Top10
[5] https://safelibraries.blogspot.com/2019/04/drag-queen-story-hour-funding-foia.html
[2] https://safelibraries.blogspot.com/2019/04/librarians-hate-white-people.html
[2] https://twitter.com/ALALibrary/status/1116799693030416385
[2] https://www.mombian.com/2019/04/10/book-burnings-among-extreme-tactics-to-censor-lgbtq-childrens-ya-books-in-2018/
[1] https://twitter.com/i/web/status/1121544073947557897
[1] https://twitter.com/i/web/status/1115501361515454464
[1] https://www.youtube.com/watch?v=UO1Yk9gWhYo&feature=youtu.be&t=930

[1] https://twitter.com/i/web/status/1113798395884384256
[1] https://twitter.com/i/web/status/1115696034276106242

Top URLs in Tweet in G7:
[21] https://twitter.com/ALALibrary/status/1115615097303465986
[9] https://twitter.com/ALALibrary/status/1116710317927669760
[8] https://twitter.com/alalibrary/status/1116710317927669760
[5] https://twitter.com/ALALibrary/status/1121148054894252034
[4] https://twitter.com/ALALibrary/status/1114905925691822080
[4] https://twitter.com/ALALibrary/status/1115696388610904065
[4] https://twitter.com/ALALibrary/status/1116015735447392256
[4] https://twitter.com/ALALibrary/status/1116503200046166018
[3] https://twitter.com/alalibrary/status/1115615097303465986
[3] https://twitter.com/ALALibrary/status/1115321914929623041

Top URLs in Tweet in G8:
[5] https://vrafoundation.com/project-grant/
[5] https://docs.google.com/forms/d/e/1FAIpQLScjGG6Gk7AknchSM1fISZH9l-X4ZONd3kz7dAGAJ8HS8-ssfA/viewform
[1] http://www.loc.gov/preservation/outreach/workshops/public/PW2019/?loclr=twloc
[1] https://twitter.com/i/web/status/1121483059369525249
[1] http://www.ala.org/news/state-americas-libraries-report-2019
[1] https://twitter.com/ALALibrary/status/1121148054894252034
[1] https://twitter.com/i/web/status/1121149715721203713
[1] https://twitter.com/i/web/status/1121085912333467649
[1] https://twitter.com/ALALibrary/status/1116341133892902912
[1] https://libraries.usc.edu/about/jobs/library-jobs-librarians

Top URLs in Tweet in G9:
[3] http://www.ala.org/conferencesevents/take-action-for-libraries-day
[3] https://twitter.com/ALALibrary/status/1115706198748270597
[2] https://twitter.com/ALALibrary/status/1116051977539026945
[2] https://twitter.com/alalibrary/status/1115706198748270597
[2] http://www.ala.org/news/state-americas-libraries-report-2019
[1] http://www.montclairlibrary.org/join-us/get-a-library-card/
[1] https://twitter.com/i/web/status/1118189825117413376
[1] https://www.smithsonianmag.com/travel/library-anchorage-lends-out-taxidermy-specimens-180971948/
[1] https://twitter.com/i/web/status/1116717726859444224
[1] https://twitter.com/i/web/status/1115608609017217024

Top URLs in Tweet in G10:
[4] http://www.ala.org/news/state-americas-libraries-report-2019
[1] http://www.ala.org/alcts/preservationweek/howto/digital-preservation-tips
[1] https://twitter.com/TSLAC/status/1116427957759770626
[1] https://twitter.com/i/web/status/854402003933573120
[1] https://twitter.com/i/web/status/1116529852901920770
[1] https://twitter.com/i/web/status/1116802342135853057
[1] https://twitter.com/i/web/status/1117806469422833666
[1] https://twitter.com/i/web/status/1118173336071106560
[1] https://twitter.com/i/web/status/1120158450636533761
[1] https://twitter.com/i/web/status/1118208735934066688

Top Domains
Top Domains in Tweet in Entire Graph:
[1220] twitter.com
[387] ala.org
[32] out.com
[26] usa.gov
[22] youtube.com
[16] americanlibrariesmagazine.org
[13] architectmagazine.com
[7] blogspot.com
[7] paper.li
[7] nytimes.com

Top Domains in Tweet in G1:
[282] ala.org
[198] twitter.com
[32] out.com
[8] americanlibrariesmagazine.org
[7] bndpr.com
[6] litablog.org
[4] cqrcengage.com
[4] spiritualityandpractice.com
[4] nbcnews.com
[3] youtube.com

Top Domains in Tweet in G2:
[120] twitter.com
[13] ala.org
[2] facebook.com
[2] usa.gov
[1] medium.com
[1] scistarter.org
[1] blog.google
[1] zoom.us
[1] wired.com
[1] smithsonianmag.com

Top Domains in Tweet in G3:
[96] twitter.com
[12] youtube.com
[8] ala.org
[3] zoom.us
[2] cosplay.at
[1] illinois.edu
[1] scholastic.com
[1] digitellinc.com
[1] americanlibrariesmagazine.org
[1] ncte.org

Top Domains in Tweet in G4:
[40] twitter.com
[3] ala.org
[3] highlightsfoundation.org
[2] nytimes.com
[1] heraldtribune.com
[1] slate.com
[1] infodocket.com
[1] freelibrary.org
[1] surveymonkey.com
[1] nationalgeographic.com

Top Domains in Tweet in G5:
[46] twitter.com
[10] ala.org
[4] outofprint.com
[2] smore.com
[1] cnn.com
[1] wm.edu
[1] libertyellisfoundation.org

Top Domains in Tweet in G6:
[66] twitter.com
[13] ala.org
[7] blogspot.com
[3] youtube.com
[2] mombian.com
[1] wnd.com
[1] uscitizenpod.com
[1] adventuresincensorship.com

Top Domains in Tweet in G7:
[160] twitter.com
[2] tuscaloosa-library.org
[2] t.co
[1] ala-apa.org
[1] bklynlibrary.org
[1] loc.gov
[1] newsguardtech.com

Top Domains in Tweet in G8:
[22] twitter.com
[5] vrafoundation.com
[5] google.com
[2] ala.org
[1] loc.gov
[1] usc.edu

Top Domains in Tweet in G9:
[15] twitter.com
[5] ala.org
[1] montclairlibrary.org
[1] smithsonianmag.com

Top Domains in Tweet in G10:
[16] twitter.com
[6] ala.org
[2] americanlibrariesmagazine.org
[2] bookriot.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1117] nationallibraryweek
[190] librariestransform
[106] mylibrarymystory
[97] fundlibraries
[76] nationallibraryworkersday
[73] nationalbookmobileday
[64] libraries
[62] nlwd19
[62] library
[61] librarycard



Top Hashtags in Tweet in G1:
[443] nationallibraryweek
[75] librariestransform
[45] toystory4
[43] fundlibraries
[32] nationalbookmobileday
[30] mylibrarymystory
[20] nationallibraryworkersday
[13] nlwd19
[13] libraries
[10] alaac19

Top Hashtags in Tweet in G2:
[74] nationallibraryweek
[26] acrl2019
[22] mylibrarymystory
[18] fundlibraries
[18] citsciday2019
[18] txla19
[9] growwithgoogle
[9] librariestransform
[9] librarieslead
[7] ff

Top Hashtags in Tweet in G3:
[40] nationallibraryweek
[15] aaslslm
[11] schoollibrarian
[10] comicslibrarianship
[8] schoollibrarymonth
[8] kidlit
[8] yalit
[7] librariestransform
[6] preservationweek
[6] throwbackthursday

Top Hashtags in Tweet in G4:
[56] nationallibraryweek
[35] librariestransform
[6] nationallibraryworkersday
[4] libraries
[4] diversity
[4] booktour
[3] sjw
[3] library
[3] poetry
[3] kidlit

Top Hashtags in Tweet in G5:
[74] nationallibraryweek
[12] librariestransform
[10] bookmobileday
[10] starwars
[9] nationallibrarayweek
[9] episodeix
[8] mylibrarymystory
[7] nationallibraryworkersday
[5] preservationweek
[5] sjsu

Top Hashtags in Tweet in G6:
[47] nationallibraryweek
[10] alaac19
[7] librariestransform
[5] dragqueenstoryhour
[5] parenting
[4] nlwd19
[4] fundlibraries
[4] moms
[4] dads
[3] census2020

Top Hashtags in Tweet in G7:
[30] nationallibraryweek
[8] nationallibraryworkersday
[5] libraries
[5] library
[3] librarians
[3] nlwd19
[3] reading
[3] librariestransform
[2] mylibrarymystory
[2] fundlibraries

Top Hashtags in Tweet in G8:
[2] nationallibraryweek
[1] preservationweek
[1] librarians
[1] nationalbookmobileday
[1] unicornstore
[1] librariestransform
[1] librarylife

Top Hashtags in Tweet in G9:
[48] nationallibraryweek
[16] nlwd19
[8] librariestransform
[4] mylibrarymystory
[2] librarygivingday
[2] nlw
[1] preservationweek
[1] throwbackthursday
[1] finefree
[1] nationallibrarianday

Top Hashtags in Tweet in G10:
[30] teamsisd
[18] sisd_reads
[13] libraries
[11] library
[9] nationallibraryweek
[6] librarians
[5] edtech
[5] mylibrarymystory
[5] librariestransform
[4] txla19

Top Words
Top Words in Tweet in Entire Graph:
[5972] Words in Sentiment List#1: Positive
[663] Words in Sentiment List#2: Negative
[28] Words in Sentiment List#3: Angry/Violent
[90453] Non-categorized Words
[97089] Total Words
[3327] alalibrary
[1937] library
[1130] libraries
[978] #nationallibraryweek
[756] day

Top Words in Tweet in G1:
[1353] alalibrary
[791] library
[418] day
[407] libraries
[396] thank
[364] #nationallibraryweek
[354] happy
[325] national
[305] work
[293] big

Top Words in Tweet in G2:
[301] alalibrary
[209] library
[139] loidagarciafebo
[137] libraries
[65] #nationallibraryweek
[58] thanks
[57] books
[54] day
[52] alansinouye
[46] free

Top Words in Tweet in G3:
[274] alalibrary
[148] aasl
[133] library
[105] school
[82] librarians
[64] libraries
[61] association
[60] american
[59] s
[50] ncte

Top Words in Tweet in G4:
[156] alalibrary
[79] ericklinenberg
[78] libraryjournal
[71] library
[51] s
[41] libraries
[40] sofiayleung
[35] #nationallibraryweek
[35] mother
[35] #librariestransform

Top Words in Tweet in G5:
[179] alalibrary
[92] libraries
[81] library
[78] outofprinttees
[75] ilovelibraries
[68] #nationallibraryweek
[50] 10
[50] sales
[41] disaster
[41] relief

Top Words in Tweet in G6:
[138] alalibrary
[95] oif
[56] library
[49] safelibraries
[46] #nationallibraryweek
[31] librarians
[30] books
[29] american
[29] ala
[28] association

Top Words in Tweet in G7:
[54] library
[32] libraries
[29] #nationallibraryweek
[28] happy
[18] workers
[16] day
[14] national
[14] thank
[12] librarians
[12] beverly

Top Words in Tweet in G8:
[38] alalibrary
[35] librarycongress
[23] library
[16] archivists_org
[13] happy
[10] national
[10] librarians
[9] ericklinenberg
[9] 219
[9] years

Top Words in Tweet in G9:
[60] libraries
[53] alalibrary
[52] melindagates
[45] #nationallibraryweek
[32] communities
[32] connect
[30] library
[25] place
[24] agree
[24] allow

Top Words in Tweet in G10:
[80] alalibrary
[44] txla
[34] dmacon_mhsreads
[31] hreyna_tech
[30] #teamsisd
[28] sparks_interest
[27] montwoodhs
[26] aromo_mhs
[23] stakeholders
[21] libraries

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[504] library,workers
[472] national,library
[410] workers,day
[396] happy,national
[376] library,staff
[374] alalibrary,happy
[352] thank,library
[348] staff,work
[346] big,thank
[346] work,tirelessly

Top Word Pairs in Tweet in G1:
[301] national,library
[295] alalibrary,happy
[292] library,workers
[281] workers,day
[279] library,staff
[278] happy,national
[277] thank,library
[277] staff,work
[276] day,big
[276] big,thank

Top Word Pairs in Tweet in G2:
[41] library,workers
[39] library,card
[37] beyond,books
[37] books,hidden
[37] hidden,perks
[37] perks,free
[37] free,library
[37] card,thanks
[37] thanks,nbcnews
[37] nbcnews,interview

Top Word Pairs in Tweet in G3:
[57] alalibrary,aasl
[55] school,librarians
[39] library,association
[38] american,library
[34] aasl,alalibrary
[25] integral,wa
[25] wa,s
[25] s,basic
[25] basic,education
[25] education,model

Top Word Pairs in Tweet in G4:
[40] libraryjournal,sofiayleung
[34] #librariestransform,alalibrary
[33] called,mother
[33] mother,confirmed
[33] confirmed,best
[33] best,headline
[33] headline,history
[33] history,#librariestransform
[32] ericklinenberg,called
[32] alalibrary,https

Top Word Pairs in Tweet in G5:
[45] 10,sales
[44] alalibrary,ilovelibraries
[41] disaster,relief
[41] relief,fund
[29] ala's,disaster
[21] help,libraries
[20] alalibrary,weekend
[20] weekend,shop
[20] shop,outofprinttees
[20] outofprinttees,help

Top Word Pairs in Tweet in G6:
[35] alalibrary,oif
[30] oif,alalibrary
[27] american,library
[26] library,association
[24] drag,queen
[23] books,2018
[22] challenged,books
[21] top,11
[20] queen,story
[20] 11,challenged

Top Word Pairs in Tweet in G7:
[13] library,workers
[12] national,library
[12] beverly,cleary
[8] workers,day
[7] happy,national
[6] happy,103rd
[5] celebrate,#nationallibraryweek
[5] #nationallibraryweek,#nationallibraryworkersday
[5] 103rd,birthday
[5] happy,birthday

Top Word Pairs in Tweet in G8:
[10] national,library
[9] 219,years
[9] years,old
[9] library,congress
[9] alalibrary,archivists_org
[8] ericklinenberg,happy
[8] happy,birthday
[8] birthday,librarycongress
[8] librarycongress,219
[8] old,library

Top Word Pairs in Tweet in G9:
[32] melindagates,libraries
[24] alalibrary,#nationallibraryweek
[24] agree,melindagates
[24] libraries,allow
[24] allow,communities
[24] communities,connect
[24] connect,provide
[24] provide,quiet
[24] quiet,place
[24] place,study

Top Word Pairs in Tweet in G10:
[22] montwoodhs,aromo_mhs
[20] txla,alalibrary
[18] hreyna_tech,sparks_interest
[16] dmacon_mhsreads,stakeholders
[16] sparks_interest,montwoodhs
[15] alalibrary,txla
[15] alalibrary,amlibraries
[14] stakeholders,hreyna_tech
[13] #teamsisd,#sisd_reads
[10] aromo_mhs,txla

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@loidagarciafebo
@westcoastmdnitr
@historycomics
@safelibraries
@overdrivelibs
@oif
@subiranajaume
@lieberrian
@ericklinenberg

Top Replied-To in G1:
@alalibrary
@the_pigeon
@sfpubliclibrary
@jeffcoschoolsco
@senatortimscott
@erynecki
@hragv
@senbobcasey
@senbooker
@delawarelibrary

Top Replied-To in G2:
@loidagarciafebo
@shawncalhoun
@alalibrary
@alansinouye
@repwexton
@phslobos
@braunsk
@skrticx
@missreneedomain
@phepbu

Top Replied-To in G3:
@historycomics
@alalibrary
@lieberrian
@marris116
@loidagarciafebo
@jthompedu
@sthornbery
@englishlady0610
@jessamyn
@genevie79cr

Top Replied-To in G4:
@poeticrituals
@ericklinenberg
@safelibraries
@zmwisepoet
@fillups44
@mlwestie77
@professorcrunk
@juliefhedlund
@jill_sf
@sicklitmag

Top Replied-To in G5:
@overdrivelibs
@alalibrary
@amygetslit
@outofprinttees
@mjeffreywright
@yaledivlibrary
@marcfusion
@spanishfly0789
@ncwesleyan
@ncwc_library

Top Replied-To in G6:
@oif
@safelibraries
@shannontracy123
@dancing_liblady
@alalibrary
@libraryjournal
@roncoleman
@sljournal
@willcleveland13
@hahalibrary

Top Replied-To in G7:
@srubailey

Top Replied-To in G8:
@alalibrary
@fataghawany
@chealsye
@librarianjwhite
@slittletree
@lookin4aburner
@metalsolter
@ericklinenberg
@librarycongress
@visresassn

Top Replied-To in G9:
@beaverbatte
@drunkestlibrary
@macmillanusa
@alalibrary

Top Replied-To in G10:
@alalibrary
@loidagarciafebo
@fergusonlibrary
@txla
@iamprovincetown
@dmacon_mhsreads
@romenendez14
@amlibraries
@upriseri

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@loidagarciafebo
@aasl
@the_pigeon
@libraryjournal
@ilovelibraries
@outofprinttees
@oif
@ericklinenberg
@txla

Top Mentioned in G1:
@alalibrary
@the_pigeon
@sage_news
@outmagazine
@pdpspirituality
@hoopladigital
@loidagarciafebo
@thepublicfilm
@aasl
@jennyp_carnegie

Top Mentioned in G2:
@alalibrary
@loidagarciafebo
@alansinouye
@nbcnews
@ala_acrl
@loudounlibrary
@repwexton
@acrl2019
@txla
@ctatech

Top Mentioned in G3:
@alalibrary
@aasl
@ncte
@libcomix
@historycomics
@cbldf
@yalsa
@aaslpresident
@loidagarciafebo
@wearealsc

Top Mentioned in G4:
@alalibrary
@libraryjournal
@ericklinenberg
@sofiayleung
@lapubliclibrary
@nypl
@dustinpickerin2
@andrearumbles
@harvardlibrary
@q_libraryofcong

Top Mentioned in G5:
@alalibrary
@outofprinttees
@ilovelibraries
@starwars
@anchlibrary
@cnn
@loidagarciafebo
@overdrivelibs
@sjsulibrary
@abookolive

Top Mentioned in G6:
@alalibrary
@oif
@safelibraries
@shannontracy123
@sofiayleung
@libraryjournal
@arthurcschaper
@houstonlibrary
@meganfoxwriter
@mass_tx

Top Mentioned in G7:
@nershalomva
@lgsstudios

Top Mentioned in G8:
@librarycongress
@alalibrary
@archivists_org
@ericklinenberg
@jy_kim29
@smithsoniannmai
@indigitization
@mukurtu
@bader_omar_almu
@darsader

Top Mentioned in G9:
@alalibrary
@melindagates
@senwhitehouse
@tallpoppywriter
@wk_kellogg_fdn
@ilovelibraries
@snoislelibrary
@halpernalex
@supportspl
@loidagarciafebo

Top Mentioned in G10:
@alalibrary
@txla
@dmacon_mhsreads
@hreyna_tech
@sparks_interest
@montwoodhs
@aromo_mhs
@jmarquez_lms
@amlibraries
@socorroisd

Top Tweeters
Top Tweeters in Entire Graph:
@alllibertynews
@lindaleeking
@solutioneer72
@sgh_rts
@marylschmidt
@foggybottomgal
@edgametec
@famertr
@inspiteoftrump
@shoutrts

Top Tweeters in G1:
@marylschmidt
@foggybottomgal
@dailyherald
@peri_gisele
@daisycatnine
@murjanian
@vievararosel
@olympedegouges
@hollaka_hollala
@thomaspluck

Top Tweeters in G2:
@solutioneer72
@valsadie
@time
@tuphlos
@jennykim
@nbcnews
@librariesval
@philshapiro
@lcby
@tbdnonymous

Top Tweeters in G3:
@mrschureads
@okazuyuri
@armyofwomack
@ncte
@debaoki
@adriansalter315
@mtechman
@yalsa
@mrterborg
@scholastic

Top Tweeters in G4:
@thomas_195813
@rodriguez_linda
@dhallnole
@valorof1776
@molliekatie
@culturallydemag
@justinelavaworm
@califquail1969
@roncoleman
@nikiohsbarnes

Top Tweeters in G5:
@nayasala
@cnn
@lombardloyland
@slines
@lamb83
@henryleerhenry
@vrvalicento
@wemeow2
@sillysheep
@brightmanite

Top Tweeters in G6:
@edgametec
@safelibraries
@_yvonneburton
@wsj
@ajc
@alpha_omega_yah
@dandc
@ritapanahi
@lisamichelle20
@news10nbc

Top Tweeters in G7:
@writeonsteph
@gaysayhello
@journalgirl
@southsidejus
@samhouston
@ellenlebowitz
@misssusie66
@samclarkwrites
@hbeltran_tech
@deinnara

Top Tweeters in G8:
@jarirbookstore
@metalsolter
@ricardorossello
@srcsandra
@czuegner
@aamers
@obeikanstores
@rbmsinfo
@netflix
@omahalibrary

Top Tweeters in G9:
@inspiteoftrump
@loyalfan1
@all100senators
@lady_meumeu
@drspl5
@neilhimself
@juliebhunt
@halpernalex
@jeannette_1350
@debbie_dease

Top Tweeters in G10:
@blackflagchi
@ckarmi
@gameofthrones
@socorroisd
@modernmarion
@iamrobineublind
@sisd_fin
@iamprovincetown
@esanchez_cms
@smorales_hdhes