ALALibrary, Twitter, 6/4/2020 5:28:29 AM, 228747


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ALALibrary_2020-06-03_20-42-36.xlsx
ALALibrary_2020-06-03_20-42-36.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 04, 2020
Short Description:
ALALibrary via NodeXL https://bit.ly/2yYFXNU
@alalibrary
@collingsruth
@arjun_sanyal
@safelibraries
@fobettarh
@blazelibrary
@ericklinenberg
@vtvsla
@monikasawhney6
@lindskanderson

Top hashtags:
#blacklivesmatter
#librarians
#nlld2020
#libraries
#librariesstrong

Description:
Description
The graph represents a network of 3,981 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, 04 June 2020 at 03:44 UTC.

The requested start date was Thursday, 04 June 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 26-day, 10-hour, 17-minute period from Thursday, 07 May 2020 at 16:05 UTC to Wednesday, 03 June 2020 at 02:22 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 : 3981
Unique Edges : 5223
Edges With Duplicates : 10062
Total Edges : 15285
Number of Edge Types : 5
Retweet : 2983
MentionsInRetweet : 5960
Replies to : 945
Mentions : 4898
Tweet : 499
Self-Loops : 529
Reciprocated Vertex Pair Ratio : 0.0405291641611545
Reciprocated Edge Ratio : 0.0779010633379565
Connected Components : 147
Single-Vertex Connected Components : 103
Maximum Vertices in a Connected Component : 3740
Maximum Edges in a Connected Component : 14823
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.83681
Graph Density : 0.000546061127036842
Modularity : 0.392707
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 3,981 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, 04 June 2020 at 03:44 UTC.

The requested start date was Thursday, 04 June 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 26-day, 10-hour, 17-minute period from Thursday, 07 May 2020 at 16:05 UTC to Wednesday, 03 June 2020 at 02:22 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:
[76] https://twitter.com/ALALibrary/status/1266855606184443907
[43] https://twitter.com/alalibrary/status/1266855606184443907
[39] https://twitter.com/ALALibrary/status/1259876380281647106
[30] https://hcommons.org/deposits/objects/hc:28678/datastreams/CONTENT/content?download=true
[22] https://twitter.com/alalibrary/status/1259876380281647106
[18] https://2020.alavirtualevent.org/speaker/natalie-portman
[17] http://www.ala.org/rt/rrt/rainbow-book-month
[14] https://twitter.com/ALALibrary/status/1267555335180627974
[14] https://twitter.com/ALALibrary/status/1265709110059810817
[13] https://m164.infusionsoft.com/go/bionic/A10664/

Top URLs in Tweet in G1:
[27] https://hcommons.org/deposits/objects/hc:28678/datastreams/CONTENT/content?download=true
[10] https://twitter.com/ALALibrary/status/1266855606184443907
[9] http://www.ala.org/rt/rrt/rainbow-book-month
[8] https://2020.alavirtualevent.org/speaker/natalie-portman
[6] https://www.penguinrandomhouse.com/books/559513/schomburg-the-man-who-built-a-library-by-carole-boston-weatherford/
[6] https://twitter.com/alalibrary/status/1266855606184443907
[5] http://www.ala.org/news/press-releases/2020/05/business-government-education-leaders-call-emergency-funding-libraries
[5] https://www.alastore.ala.org/sites/default/files/StayWellStayInspired.pdf
[4] http://www.ala.org/
[4] https://2020.alavirtualevent.org/registration/registration-rates

Top URLs in Tweet in G2:
[18] https://twitter.com/ALALibrary/status/1266855606184443907
[15] https://twitter.com/alalibrary/status/1266855606184443907
[11] http://www.apalaweb.org/coronavirus-response/
[11] https://twitter.com/ALALibrary/status/1259876380281647106
[9] https://twitter.com/alalibrary/status/1259876380281647106
[7] https://careersingovernment.com/job/360359/literacy-program-coordinator/
[5] https://2020.alavirtualevent.org/speaker/natalie-portman
[4] https://twitter.com/ALALibrary/status/1267555335180627974
[4] https://twitter.com/alalibrary/status/1267555335180627974
[4] https://www.youtube.com/watch?v=zzRtum5xGQs&feature=youtu.be


Top URLs in Tweet in G3:
[14] https://twitter.com/ALALibrary/status/1266855606184443907
[10] https://twitter.com/ALALibrary/status/1259876380281647106
[5] https://twitter.com/alalibrary/status/1266855606184443907
[5] https://twitter.com/ALALibrary/status/1260326965522898945
[4] https://twitter.com/alalibrary/status/1259876380281647106
[2] https://twitter.com/ALALibrary/status/1267555335180627974
[2] https://twitter.com/benandjerrys/status/1267875868673794048
[1] https://twitter.com/alalibrary/status/1267555335180627974
[1] https://twitter.com/Cusegirl8/status/1261685268819644416
[1] http://www.ala.org/rt/rrt/rainbow-book-month

Top URLs in Tweet in G4:
[5] https://www.youtube.com/watch?v=rVEOkdnU76A&feature=youtu.be

[3] https://www.slj.com/?detailStory=www.slj.com
[3] https://knowledgequest.aasl.org/not-the-disaster-we-were-preparing-for/
[3] https://twitter.com/wtuteacher/status/1260628687436816384
[2] https://www.embracerace.org/resources/26-childrens-books-to-support-conversations-on-race-racism-resistance
[2] https://padlet.com/nicolethelibrarian/nbasekqoazt336co
[2] https://docs.google.com/document/u/0/d/1BRlF2_zhNe86SGgHa6-VlBO-QgirITwCTugSfKie5Fs/mobilebasic?fbclid=IwAR013HvJG0l5ZhtkkosnoaU05R1sF_leFRMxdiGff0LJb3yrXmx8kEd4ddI
[2] https://twitter.com/alalibrary/status/1266035509559791617
[2] https://kappanonline.org/linking-librarians-inquiry-learning-information-literacy-lance-maniotes/
[2] https://twitter.com/WTUTeacher/status/1260628687436816384

Top URLs in Tweet in G5:
[3] https://ala-events.zoom.us/webinar/register/WN_G2IQeLtYRZSqCxPEdcCOmg
[2] https://alsc.ala.org/blog/2019/04/libraries-welcome-all-families-a-conversation-with-urban-high-school-students-about-representation-in-the-ct-nutmeg-nominees/
[2] https://madmommabear.com/2020/05/12/family-friendly-and-child-friendly-drag/
[1] https://www.imls.gov/news/imls-announces-new-stimulus-funding-communities-across-america
[1] https://www.imls.gov/webinars
[1] https://twitter.com/un/status/1262322788687323136
[1] https://twitter.com/i/web/status/1250559275799392256
[1] https://twitter.com/SafeLibraries/status/1141893599661088768
[1] https://twitter.com/alalibrary/status/1258816187703742466
[1] https://twitter.com/megynkelly/status/1258932824935026688

Top URLs in Tweet in G6:
[5] https://ala-events.zoom.us/webinar/register/WN_tZxB8vszS7mz4nMgjc3a7g
[2] https://twitter.com/ALALibrary/status/1259529387411746816
[2] https://twitter.com/ClintSmithIII/status/1263145626449182722
[2] https://www.comunidadbaratz.com/blog/las-distintas-clasificaciones-y-tipologias-de-bibliotecas-segun-unesco-ine-ifla-y-ala/?utm_source=acortador&utm_medium=hootsuite&utm_campaign=acortadorhootsuite
[2] https://twitter.com/librarypolicy/status/1263915300615000066
[1] https://www.openknowledgehub.net/?fbclid=IwAR1gsXbxBG2iFQv4Ve_4sgIUpEWK4GVDh31EqFocUH9yr0ex-DtqRK_oKZs
[1] https://www.eventscribe.com/2020/ALA-Annual/agenda.asp?pfp=FullSchedule
[1] https://www.ifla.org/node/93031
[1] https://npsig.wordpress.com/2020/05/20/july-14th-ifla-ala-webinar-mindfulness-to-manage-workplace-stress-and-microaggressions/
[1] https://twitter.com/LibraryJournal/status/1267463497979478027

Top URLs in Tweet in G7:
[3] https://twitter.com/alalibrary/status/1266855606184443907
[2] https://twitter.com/ALALibrary/status/1259224126931206147
[2] https://www.fiverr.com/beautakter42/design-perfect-bottle-label
[1] https://docs.google.com/forms/d/e/1FAIpQLSc2Tw0_QFGCp08KuIhhx-P-jIGCBpGjeN7S2xKullyME7tsug/viewform?usp=send_form
[1] https://www.tapinto.net/towns/roxbury/sections/arts-and-entertainment/articles/roxbury-library-receives-library-association-award-for-mini-golf-event
[1] https://www.nytimes.com/2018/09/08/opinion/sunday/civil-society-library.html?smid=tw-nytopinion&smtyp=cur
[1] https://ala-events.zoom.us/webinar/register/WN_Euyo7_nQQGy5SXMm1XlHqA
[1] https://twitter.com/ALALibrary/status/1258390661436407808
[1] https://www.alastore.ala.org/unitedaaw
[1] https://twitter.com/LibraryJournal/status/1258774117479780353

Top URLs in Tweet in G8:
[3] https://www.slj.com/?detailStory=food-Literacy-food-for-thought
[2] https://twitter.com/alalibrary/status/1267555335180627974
[2] https://twitter.com/alalibrary/status/1266855606184443907
[2] https://www.booklistonline.com/Response-to-comments-about-i-Booklist-i-May-1-2020-cover-Cosby-S-A/pid=9736544?AspxAutoDetectCookieSupport=1&AspxAutoDetectCookieSupport=1
[1] https://twitter.com/ALALibrary/status/1266855606184443907
[1] https://twitter.com/SRRT_ALA/status/1266466122120835074?s=19
[1] https://twitter.com/ALALibrary/status/1260326965522898945
[1] https://www.hbook.com/?detailStory=a-note-from-me-may-29-2020
[1] https://twitter.com/i/web/status/1266172726068178944
[1] https://twitter.com/ReadersToEaters/status/1263577584299724801

Top URLs in Tweet in G9:
[15] https://twitter.com/ALALibrary/status/1266855606184443907
[11] https://twitter.com/ALALibrary/status/1259876380281647106
[10] https://twitter.com/alalibrary/status/1266855606184443907
[7] https://twitter.com/alalibrary/status/1259876380281647106
[5] https://twitter.com/alalibrary/status/1265681423677247490
[5] https://twitter.com/ALALibrary/status/1267555335180627974
[4] https://twitter.com/alalibrary/status/1261011909710614531
[4] https://twitter.com/ALALibrary/status/1261011909710614531
[3] https://twitter.com/ALALibrary/status/1259876375865044992
[3] https://twitter.com/ALALibrary/status/1265428760033140737

Top URLs in Tweet in G10:
[1] https://ala-events.zoom.us/webinar/register/WN_G2IQeLtYRZSqCxPEdcCOmg
[1] https://twitter.com/KCareyWrites/status/1266052220702863360
[1] https://www.thedickinson.net/plog-poetry-blog/poemdemic-2020
[1] https://twitter.com/ALALibrary/status/1257759227831103500
[1] https://culturalaffairs.indiana.edu/events/aei-symposium-2020.html
[1] https://www.wordcollector.org/

Top Domains
Top Domains in Tweet in Entire Graph:
[744] twitter.com
[119] ala.org
[36] alavirtualevent.org
[31] ilovelibraries.org
[30] hcommons.org
[24] youtube.com
[20] americanlibrariesmagazine.org
[18] zoom.us
[13] apalaweb.org
[13] infusionsoft.com

Top Domains in Tweet in G1:
[115] twitter.com
[65] ala.org
[27] hcommons.org
[19] alavirtualevent.org
[17] ilovelibraries.org
[10] americanlibrariesmagazine.org
[6] penguinrandomhouse.com
[6] nebraska.gov
[5] google.com
[4] cqrcengage.com

Top Domains in Tweet in G2:
[161] twitter.com
[18] ala.org
[11] apalaweb.org
[8] careersingovernment.com
[6] alavirtualevent.org
[6] youtube.com
[4] americanlibrariesmagazine.org
[3] hcommons.org
[2] penguinrandomhouse.com
[2] cronycle.com

Top Domains in Tweet in G3:
[46] twitter.com
[1] ala.org

Top Domains in Tweet in G4:
[35] twitter.com
[9] youtube.com
[4] ala.org
[4] aasl.org
[3] google.com
[3] slj.com
[3] kappanonline.org
[2] embracerace.org
[2] padlet.com
[2] zoom.us

Top Domains in Tweet in G5:
[32] twitter.com
[4] zoom.us
[2] imls.gov
[2] ala.org
[2] madmommabear.com
[1] alavirtualevent.org
[1] blogspot.com
[1] facebook.com
[1] wikipedia.org
[1] google.com

Top Domains in Tweet in G6:
[23] twitter.com
[5] zoom.us
[2] comunidadbaratz.com
[1] openknowledgehub.net
[1] eventscribe.com
[1] ifla.org
[1] wordpress.com
[1] medium.com
[1] libraryjournal.com
[1] theguardian.com

Top Domains in Tweet in G7:
[18] twitter.com
[2] fiverr.com
[1] google.com
[1] tapinto.net
[1] nytimes.com
[1] zoom.us
[1] ala.org
[1] tinyurl.com
[1] chronicle.com
[1] bit.ly

Top Domains in Tweet in G8:
[33] twitter.com
[3] slj.com
[2] booklistonline.com
[1] hbook.com
[1] ala.org
[1] macmillan.com
[1] amazon.com
[1] macmillanlibrary.com
[1] youtube.com

Top Domains in Tweet in G9:
[104] twitter.com
[2] infusionsoft.com
[1] sumall.com
[1] bellinghampubliclibrary.org
[1] nj.us
[1] schlowlibrary.org

Top Domains in Tweet in G10:
[2] twitter.com
[1] zoom.us
[1] thedickinson.net
[1] indiana.edu
[1] wordcollector.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[106] blacklivesmatter
[89] librarians
[65] nlld2020
[56] libraries
[56] librariesstrong
[52] library
[50] alavirtual20
[42] publiclibraries
[42] covid19
[34] librarieslead



Top Hashtags in Tweet in G1:
[23] librariesstrong
[22] nlld2020
[20] ubik
[19] alavirtual20
[19] libraries
[18] publiclibraries
[18] librarieslead
[13] bbcnfortpienc
[12] librariestransform
[12] nationalvoterregistrationday

Top Hashtags in Tweet in G2:
[37] blacklivesmatter
[24] protectlibraryworkers
[13] librarians
[10] hiring
[10] opportunity
[9] colusacounty
[8] applynow
[7] notmyala
[7] librariesstrong
[7] cajobs

Top Hashtags in Tweet in G3:
[16] blacklivesmatters
[13] blacklivesmatter
[2] helltothenaw
[2] hellsno
[2] nope
[2] notokay
[2] stepaway
[1] librarians
[1] access
[1] black_lives_matter

Top Hashtags in Tweet in G4:
[25] nonfiction
[25] fiction
[13] advocacy
[12] blacklivesmatter
[12] graphicnovel
[9] nlld2020
[8] publiclibraries
[7] dcpsneedslibrarians
[7] dcpsathome
[6] dcpsschoollibraries

Top Hashtags in Tweet in G5:
[24] genderwoohoo
[23] genderinsanity
[23] librarians
[22] racism
[22] theresistance
[22] trump
[17] fundlibraries
[17] parenting
[17] dragqueenstoryhour
[14] covid19

Top Hashtags in Tweet in G6:
[21] libraries
[12] normal
[9] bibliotecas
[4] mindfulness
[4] covid19
[3] library
[3] fim4l
[2] publiclibraries
[2] librarieslead
[2] librarians

Top Hashtags in Tweet in G7:
[30] librarians
[29] coronaviruspandemic
[29] library
[8] librarian
[7] archivist
[7] curator
[4] libraries
[3] preswk
[3] hmmplfoundation
[2] designcompetition

Top Hashtags in Tweet in G8:
[8] teamsisd
[3] covid19
[3] foodliteracy
[3] foodeducation
[3] nationallibraryweek
[2] readroger
[2] bghb20
[2] read
[2] readers
[2] infodemic

Top Hashtags in Tweet in G9:
[2] bookweek2020athome
[2] library
[2] writers
[2] amediting
[2] iartg
[2] ian1
[2] indiepub
[2] writerslife
[2] ala
[2] blacklivesmatter

Top Hashtags in Tweet in G10:
[2] missmaplesseeds
[1] alavirtual20
[1] powerforward
[1] literacymatters
[1] pbcsdvirtualschoollibrary
[1] ff
[1] bannedbooksweek
[1] hesthewordguy
[1] librariesrecover
[1] librariesstrong

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[1142] alalibrary
[324] library
[320] black
[306] ala
[210] libraries
[204] people
[173] stay
[149] librarians
[146] harvlong
[133] free

Top Words in Tweet in G2:
[949] alalibrary
[416] racism
[316] ala_apala
[296] bcala_inc
[228] stand
[214] against
[201] statements
[192] visit
[187] resources
[166] library

Top Words in Tweet in G3:
[194] stand
[168] fobettarh
[142] libraries
[138] alalibrary
[137] library
[131] workers
[130] ala
[127] librarians
[120] note
[120] non

Top Words in Tweet in G4:
[310] alalibrary
[169] school
[143] aasl
[80] year
[73] schools
[71] checked
[69] 2019
[69] 20
[67] libraries
[64] blazelibrary

Top Words in Tweet in G5:
[218] alalibrary
[192] safelibraries
[71] librarians
[66] children
[63] library
[51] public
[47] american
[43] libraries
[40] association
[36] kids

Top Words in Tweet in G6:
[81] alalibrary
[30] ifla
[25] librarieseu
[21] #libraries
[19] naplesislib
[19] cilipinfo
[18] libraries
[15] suewills19
[13] bibverband
[13] arjun_sanyal

Top Words in Tweet in G7:
[55] alalibrary
[36] ericklinenberg
[32] need
[30] summer
[30] #librarians
[29] recover
[29] #coronaviruspandemic
[29] redeploy
[29] #library
[23] librarycongress

Top Words in Tweet in G8:
[147] alalibrary
[112] ala_booklist
[104] bc_ala
[102] patoney
[39] black
[39] cover
[32] book
[31] mersteiner
[28] aimeehixauthor
[27] blacklionking73

Top Words in Tweet in G9:
[19] ala
[13] library
[10] libraries
[8] reading
[8] great
[7] book
[7] support
[6] staff
[5] read
[5] librarians

Top Words in Tweet in G10:
[21] alalibrary
[9] libraries
[9] michelleobama
[8] thank
[6] fablevision
[6] chipublib
[5] jrlibraryguild
[5] ncte
[5] michele
[5] barack

Top Word Pairs
Top Word Pairs in Tweet in G2:
[113] ala_apala,bcala_inc
[113] against,racism
[112] stand,against
[112] alalibrary,stand
[112] racism,visit
[112] visit,resources
[112] resources,ala_apala
[112] bcala_inc,statements
[112] statements,racism
[112] alalibrary,ala_apala

Top Word Pairs in Tweet in G3:
[293] library,workers
[200] note,non
[198] non,librarians
[186] librarians,follow
[186] follow,ala
[186] ala,speaks
[186] speaks,libraries
[186] libraries,library
[186] workers,means
[108] means,managers

Top Word Pairs in Tweet in G4:
[130] school,year
[120] 2019,20
[120] 20,school
[120] aasl,alalibrary
[120] tasltn,alalibrary
[120] books,2019
[120] year,high
[120] high,schools
[120] aasl,tasltn
[120] alalibrary,aasl

Top Word Pairs in Tweet in G5:
[76] american,library
[69] library,association
[68] public,libraries
[50] association,alalibrary
[50] safelibraries,alalibrary
[49] anti,white
[49] read,american
[49] alalibrary,works
[41] works,instill
[40] instill,anti

Top Word Pairs in Tweet in G6:
[40] librarieseu,naplesislib
[40] ifla,alalibrary
[30] start,#normal
[24] #normal,#libraries
[24] #libraries,potential
[23] potential,amazing
[22] amazing,things
[22] things,come
[22] come,greatest
[22] greatest,challenge

Top Word Pairs in Tweet in G7:
[18] recover,#coronaviruspandemic
[13] #coronaviruspandemic,summer
[12] summer,need
[12] need,redeploy
[12] redeploy,#library
[12] #library,#librarians
[12] ericklinenberg,recover
[12] alalibrary,librarycongress
[12] #librarian,#archivist
[12] #archivist,#curator

Top Word Pairs in Tweet in G8:
[29] ala_booklist,bc_ala
[29] bc_ala,alalibrary
[29] patoney,ala_booklist
[29] mersteiner,patoney
[29] risabrooks11,patoney
[29] spy,implicit
[28] implicit,bias
[10] bias,ala_booklist
[7] patoney,spy
[7] alalibrary,blacklionking73

Top Word Pairs in Tweet in G9:
[103] summer,reading
[103] gastonmslibrary,#bookweek2020athome
[70] #bookweek2020athome,cbcbook
[31] read,read
[26] professional,support
[18] libraries,need
[18] staff,members
[18] fully,staffed
[17] very,much
[15] reading,reading

Top Word Pairs in Tweet in G10:
[3] michelleobama,chipublib
[2] fablevision,michelleobama
[2] chipublib,michele
[2] michele,barack
[2] barack,thank
[2] thank,sharing
[2] sharing,word
[2] word,collector
[2] collector,absolutely
[2] absolutely,perfect

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@safelibraries
@eminencefont
@belvedia
@aimeehixauthor
@hahalibrary
@thegnarrator
@patoney
@warmaiden
@wrk2lib

Top Replied-To in G1:
@alalibrary
@thegnarrator
@bibliotequesbcn
@bibliotecaverin
@harvlong
@ashleydfarley
@erinentrada
@nancyw
@tabakalera
@amerlibparis

Top Replied-To in G2:
@alalibrary
@eminencefont
@belvedia
@hahalibrary
@wrk2lib
@warmaiden
@librarianjenn
@bookishkim
@kelseybogan
@queenofrats

Top Replied-To in G3:
@alalibrary
@belvedia
@queenofrats
@hahalibrary
@fobettarh

Top Replied-To in G4:
@literallysmash
@blazelibrary
@alalibrary
@lindskanderson
@smartroom_sbs
@abmack33
@lincolnabesread
@wtuteacher
@llaoffice
@libraryshahala

Top Replied-To in G5:
@safelibraries
@alalibrary
@dannyboywiggs
@joebiden
@activistmommy1
@cernovich
@realdonaldtrump
@meganfoxwriter
@eminencefont
@scjarzombek

Top Replied-To in G6:
@alalibrary
@ifla
@kodax_shc
@bookishkim
@iowala
@helen_jess
@librarianmer
@suewills19
@mrjonathanking
@drmattfinch

Top Replied-To in G7:
@alalibrary
@librarydenizenk
@mcnamee_briana
@vrafoundation
@lorilab
@hmmplfoundation
@ericklinenberg
@juliegabb
@lamba_manika
@midnitelibrary

Top Replied-To in G8:
@aimeehixauthor
@patoney
@risabrooks11
@kellyekell
@amandajoywrites
@jbakernyc
@blacklionking73
@iamjbstevens
@anneursu
@dmacon_mhsreads

Top Replied-To in G10:
@g_keillor
@iuoneillschool
@eringvald
@kathy_zangen
@fablevision
@michelleobama

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@ala_apala
@bcala_inc
@fobettarh
@aasl
@harvlong
@safelibraries
@bc_ala
@collingsruth
@ala_booklist

Top Mentioned in G1:
@alalibrary
@harvlong
@alaeditions
@ilovelibraries
@lheltonian
@rchancell
@bibliotecaverin
@tabakalera
@garaguneerrente
@womensvote100

Top Mentioned in G2:
@alalibrary
@ala_apala
@bcala_inc
@ala_pla
@eminencefont
@bc_ala
@librarianjenn
@ala_acrl
@hahalibrary
@onepeloton

Top Mentioned in G3:
@fobettarh
@alalibrary
@collingsruth
@bannedlibrary
@catladylib
@john_overholt
@ralphratheriled
@belvedia
@scottythered
@noethematt

Top Mentioned in G4:
@alalibrary
@aasl
@njasl
@rucoschools
@blazelibrary
@tasltn
@readtosucceed
@projectlitcomm
@wtuteacher
@lindskanderson

Top Mentioned in G5:
@alalibrary
@safelibraries
@oif
@shannontracy123
@deangeliscorey
@annemarie5667
@zoesinger
@evesoulution
@5horsesquad1
@realdonaldtrump

Top Mentioned in G6:
@alalibrary
@ifla
@librarieseu
@naplesislib
@cilipinfo
@suewills19
@bibverband
@arjun_sanyal
@iflalac
@biblioszabo

Top Mentioned in G7:
@alalibrary
@ericklinenberg
@librarycongress
@ala_united
@aamers
@austinpubliclib
@ala_acrl
@aianational
@lamba_manika
@ilfonline

Top Mentioned in G8:
@alalibrary
@ala_booklist
@bc_ala
@patoney
@mersteiner
@blacklionking73
@schomj
@sljournal
@risabrooks11
@jbakernyc

Top Mentioned in G10:
@alalibrary
@michelleobama
@chipublib
@jrlibraryguild
@ncte
@uptontown
@milfordmapatch
@milforddaily
@masslibassoc
@jpmmursd

Top Tweeters
Top Tweeters in Entire Graph:
@iartg
@n7irl
@russelltim151
@docwashburn
@joni_looking
@miss_placed_
@_yvonneburton
@janmareesmith2
@lawbibliophile
@iskwmk22

Top Tweeters in G1:
@n7irl
@miss_placed_
@mashable
@sfdirewolf
@shadowmalec23
@tastingbooks
@peri_gisele
@cnet
@molliekatie
@azcentral

Top Tweeters in G2:
@iskwmk22
@nytimes
@pfanderson
@whtabtpineapple
@adr
@yoboseiyo
@binkytoes
@sassybibrarian
@jacobsberg
@danielkalban

Top Tweeters in G3:
@lawbibliophile
@aspeed
@riotheatherrr
@hohojanna
@michaelcollins
@pinkgodzilla2
@ominousjazz
@nonstandardrep
@sparkymonster
@donnalanclos

Top Tweeters in G4:
@nerdyflow
@drspockets
@neilhimself
@philshapiro
@techninjatodd
@devodian
@dimazepam
@mariekeyn
@pkopec17
@doinktweets

Top Tweeters in G5:
@russelltim151
@docwashburn
@_yvonneburton
@janmareesmith2
@safelibraries
@washingtonpost
@gmanfan45
@sxdoc
@kadajoza
@marketwatch

Top Tweeters in G6:
@academicchatter
@libe
@emweeklyrpt
@textundblog
@avasradiance
@anarchivist
@myleejoseph
@drmattfinch
@julianmarquina
@stracma

Top Tweeters in G7:
@tuphlos
@cosmosblue772
@tlatela
@pewresearch
@jaricadavis
@auc31
@elgl50
@rosmith11
@anthonypainter
@anamatics

Top Tweeters in G8:
@blerdmommy
@jennygadget
@emilylhauser
@herhandsmyhands
@sharonreader
@nyashajunior
@alex_segura
@schomj
@col2910
@mtechman

Top Tweeters in G9:
@mistydemeo
@mobeenakhan
@writersrepublic
@rebeccabryn1
@schlowlibrary
@menshevixen
@rofacio
@mollytheghost
@kcrowe
@jessicajonesing

Top Tweeters in G10:
@ncte
@newyorker
@doallas
@realisticpoetry
@indexcensorship
@citizenwald
@penamerica
@nytimesbooks
@debrakuehl
@peoplefor