ALALibrary, Twitter, 6/25/2020 5:08:52 AM, 229863


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ALALibrary_2020-06-24_20-42-36.xlsx
ALALibrary_2020-06-24_20-42-36.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 25, 2020
Short Description:
ALALibrary via NodeXL https://bit.ly/31ebKpT
@alalibrary
@safelibraries
@1600council
@fobettarh
@arjun_sanyal
@vtvsla
@unccdlibrary
@ala_apala
@the_dickinson
@lovedaisypetals

Top hashtags:
#blacklivesmatter
#alavirtual20
#exposeantifa
#theresistance
#racism

Description:
Description
The graph represents a network of 4,045 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, 25 June 2020 at 03:44 UTC.

The requested start date was Thursday, 25 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 27-day, 22-hour, 7-minute period from Wednesday, 27 May 2020 at 18:41 UTC to Wednesday, 24 June 2020 at 16:48 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 : 4045
Unique Edges : 5529
Edges With Duplicates : 10252
Total Edges : 15781
Number of Edge Types : 5
Retweet : 3128
MentionsInRetweet : 6998
Mentions : 4389
Replies to : 891
Tweet : 375
Self-Loops : 407
Reciprocated Vertex Pair Ratio : 0.032447710570944
Reciprocated Edge Ratio : 0.0628558913710031
Connected Components : 103
Single-Vertex Connected Components : 66
Maximum Vertices in a Connected Component : 3887
Maximum Edges in a Connected Component : 15470
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.716395
Graph Density : 0.000558259638415012
Modularity : 0.385963
NodeXL Version : 1.0.1.436
Data Import : The graph represents a network of 4,045 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, 25 June 2020 at 03:44 UTC.

The requested start date was Thursday, 25 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 27-day, 22-hour, 7-minute period from Wednesday, 27 May 2020 at 18:41 UTC to Wednesday, 24 June 2020 at 16:48 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:
[77] https://twitter.com/ALALibrary/status/1266855606184443907
[48] https://hcommons.org/deposits/objects/hc:28678/datastreams/CONTENT/content?download=true
[44] https://twitter.com/alalibrary/status/1266855606184443907
[29] https://twitter.com/SafeLibraries/status/1267813845013114880
[23] https://twitter.com/ALALibrary/status/1267555335180627974
[17] https://2020.alavirtualevent.org/registration/registration-rates
[17] https://twitter.com/SafeLibraries/status/1266435255306792960
[17] http://www.cobdc.net/document/noticies/biblioteques-catalanes-reconegudes-best-practices-from-world-libraries-lala/
[14] https://americanlibrariesmagazine.org/blogs/the-scoop/reflections-on-race-and-racism/
[13] https://twitter.com/ALALibrary/status/1265709110059810817

Top URLs in Tweet in G1:
[42] https://hcommons.org/deposits/objects/hc:28678/datastreams/CONTENT/content?download=true
[17] http://www.cobdc.net/document/noticies/biblioteques-catalanes-reconegudes-best-practices-from-world-libraries-lala/
[12] https://2020.alavirtualevent.org/registration/registration-rates
[9] https://twitter.com/ALALibrary/status/1266855606184443907
[8] https://www.booklistonline.com/Top-10-Biographies-for-Youth-2020-Khuri-Ronny/pid=9736621?AspxAutoDetectCookieSupport=1
[7] https://www.penguinrandomhouse.com/books/559513/schomburg-the-man-who-built-a-library-by-carole-boston-weatherford/
[6] http://www.ala.org/membership/vmm
[5] https://airtable.com/shrxZQwKSVCVdr2mq
[5] https://twitter.com/alalibrary/status/1266855606184443907
[5] https://www.actualitte.com/article/monde-edition/etats-unis-les-bibliothecaires-inquiets-pour-les-budgets-des-etablissements/101080

Top URLs in Tweet in G2:
[26] https://twitter.com/ALALibrary/status/1266855606184443907
[17] https://twitter.com/alalibrary/status/1266855606184443907
[11] http://www.apalaweb.org/coronavirus-response/
[8] https://twitter.com/ALALibrary/status/1270848471248056321
[7] https://twitter.com/ALALibrary/status/1267555335180627974
[5] https://twitter.com/alalibrary/status/1267555335180627974
[5] https://hcommons.org/deposits/objects/hc:28678/datastreams/CONTENT/content?download=true
[5] https://twitter.com/benandjerrys/status/1267875868673794048
[3] https://twitter.com/namd4kids/status/1266875884725772289
[3] http://www.ala.org/advocacy/diversity/librariesrespond/black-lives-matter

Top URLs in Tweet in G3:
[7] https://americanlibrariesmagazine.org/blogs/the-scoop/reflections-on-race-and-racism/
[7] https://www.governing.com/now/How-Libraries-Are-Stepping-Up-as-a-Front-Line-of-Resilience.html
[5] https://www.youtube.com/watch?v=rVEOkdnU76A&feature=youtu.be

[4] https://www.cnn.com/2020/06/02/us/cnn-sesame-street-standing-up-to-racism/index.html?fbclid=IwAR1IxzWYtCo0rqWtH9c-2VtrsDAEoZwJ129VWyo4ho_GKi65LwpThcuMON0
[4] https://www.libraryjournal.com/?detailStory=antiracism-starter-booklist&utm_source=Marketing&utm_medium=email&utm_campaign=june3YourHomeLibrarian&fbclid=IwAR3Cg_3eFskXWWjlmf6uO8Gc8nN3g_gUm9TGJ-YDUMJsynnuHiOjSH8zQ_8
[4] https://twitter.com/ALALibrary/status/1266855606184443907
[3] https://americanlibrariesmagazine.org/2020/06/01/the-rainbows-arc/
[3] https://twitter.com/ALALibrary/status/1266035509559791617
[3] https://docs.google.com/document/u/0/d/1BRlF2_zhNe86SGgHa6-VlBO-QgirITwCTugSfKie5Fs/mobilebasic?fbclid=IwAR013HvJG0l5ZhtkkosnoaU05R1sF_leFRMxdiGff0LJb3yrXmx8kEd4ddI
[3] https://www.slj.com/?detailStory=www.slj.com

Top URLs in Tweet in G4:
[29] https://twitter.com/SafeLibraries/status/1267813845013114880
[17] https://twitter.com/SafeLibraries/status/1266435255306792960
[9] https://twitter.com/safelibraries/status/1266435255306792960
[8] https://twitter.com/safelibraries/status/1267527185377767425?s=21
[6] https://twitter.com/safelibraries/status/1267813845013114880
[5] https://twitter.com/safelibraries/status/1266435255306792960?s=21
[5] https://twitter.com/SafeLibraries/status/1267527185377767425
[4] https://twitter.com/safelibraries/status/1267813845013114880?s=21
[4] https://twitter.com/safelibraries/status/1267527185377767425
[3] https://vimeo.com/421122008

Top URLs in Tweet in G5:
[9] https://ala-events.zoom.us/webinar/register/WN_tZxB8vszS7mz4nMgjc3a7g
[3] https://openathens.org/resources/remote-access-resource-hub/login-guide/
[2] https://americanlibrariesmagazine.org/2020/06/01/the-rainbows-arc/
[1] https://www.oif.ala.org/oif/?p=20994
[1] https://2020.alavirtualevent.org/registration/registration-rates
[1] https://twitter.com/ALALibrary/status/1266035509559791617
[1] https://journals.ala.org/index.php/jifp/issue/view/747/showToc
[1] https://twitter.com/un/status/1263499796016435202
[1] http://www.ala.org/conferencesevents/sites/ala.org.conferencesevents/files/content/
[1] https://www.thehindu.com/life-and-style/how-a-residents-association-in-kerala-capital-set-up-a-library-during-lockdown/article31851025.ece

Top URLs in Tweet in G6:
[1] https://www.youtube.com/watch?v=u_YoeRvRjBs&feature=youtu.be

[1] https://twitter.com/ALALibrary/status/1273038906183860224
[1] https://www.amazon.com/dp/1545402159//ref=cm_sw_su_dp
[1] https://www.TLDM.org:443/news23/5-ways-socialism-destroys-societies.htm
[1] https://www.TLDM.org:443/News26/on-the-incompatibility-of-christianity-with-socialism-and-communism.htm
[1] https://www.TLDM.org:443/news39/trainload-of-us-tanks-heading-to-border-with-mexico-chinese-and-russian-troops-massing-in-venezuela.htm
[1] https://wallbuilders.com/america-christian-nation/
[1] https://www.AMZN.com:443/dp/1545402159/

Top URLs in Tweet in G7:
[5] https://www.change.org/p/east-greenwich-ri-families-save-east-greenwich-librarians-3a2764e2-4d67-475e-8e96-92e81886324b/exp/cl_/cl_sharecopy_22547374_en-US/v8/1102462764?utm_content=cl_sharecopy_22547374_en-US%3Av8&recruiter=1102462764&recruited_by_id=99a6c820-a473-11ea-8318-831d11fe6b50&utm_source=share_petition&utm_medium=copylink&utm_campaign=psf_combo_share_initial&utm_term=psf_combo_share_abi
[1] https://twitter.com/ALALibrary/status/1266855606184443907
[1] https://twitter.com/i/web/status/1266508793732571138
[1] http://www.ala.org/rt/rrt/rainbow-book-month
[1] https://twitter.com/i/web/status/1274480146335125507
[1] https://twitter.com/KCareyWrites/status/1266052220702863360

Top URLs in Tweet in G8:
[15] https://twitter.com/ALALibrary/status/1266855606184443907
[11] https://twitter.com/alalibrary/status/1266855606184443907
[6] https://twitter.com/ALALibrary/status/1267555335180627974
[4] https://twitter.com/alalibrary/status/1265681423677247490
[4] http://www.ala.org/membership/vmm
[3] https://twitter.com/ALALibrary/status/1265709110059810817
[3] https://twitter.com/ALALibrary/status/1275160634641059842
[3] https://2020.alavirtualevent.org/registration/registration-rates
[2] https://twitter.com/alalibrary/status/1265709110059810817
[2] https://netbib.hypotheses.org/78636295

Top URLs in Tweet in G9:
[1] https://www.npr.org/2020/06/13/876521968/how-libraries-are-supporting-the-black-lives-matter-movement
[1] https://www.chronicle.com/article/When-You-Can-t-Send-Students/248784
[1] https://www.usatoday.com/story/news/2020/06/11/when-libraries-reopen-after-coronavirus-might-months/5316591002/
[1] https://thenib.com/librarians-of-the-world-unite/
[1] https://cutt.ly/de5nMaM
[1] https://www.nytimes.com/2018/09/08/opinion/sunday/civil-society-library.html?smid=tw-nytopinion&smtyp=cur

Top URLs in Tweet in G10:
[2] https://dpla.zoom.us/webinar/register/WN_J3xxrKYiQFaHYlhhpE2QDQ
[1] https://twitter.com/ALALibrary/status/1266035509559791617
[1] https://vrafoundation.org/internship-award/
[1] https://vrafoundation.org/internship-award/how-to-apply-for-an-internship-award/
[1] https://preview.tinyurl.com/ycplh4nq

Top Domains
Top Domains in Tweet in Entire Graph:
[687] twitter.com
[139] ala.org
[48] hcommons.org
[44] americanlibrariesmagazine.org
[28] ilovelibraries.org
[28] alavirtualevent.org
[21] zoom.us
[17] cobdc.net
[16] youtube.com
[14] eventscribe.com

Top Domains in Tweet in G1:
[119] twitter.com
[66] ala.org
[42] hcommons.org
[19] alavirtualevent.org
[18] americanlibrariesmagazine.org
[17] cobdc.net
[15] ilovelibraries.org
[10] eventscribe.com
[8] booklistonline.com
[7] programminglibrarian.org

Top Domains in Tweet in G2:
[118] twitter.com
[13] ala.org
[11] apalaweb.org
[5] hcommons.org
[3] cqrcengage.com
[3] youtube.com
[2] blogspot.com
[2] penguinrandomhouse.com
[2] americanlibrariesmagazine.org
[1] informz.net

Top Domains in Tweet in G3:
[75] twitter.com
[16] ala.org
[12] americanlibrariesmagazine.org
[7] governing.com
[6] youtube.com
[4] ilovelibraries.org
[4] cnn.com
[4] libraryjournal.com
[3] google.com
[3] slj.com

Top Domains in Tweet in G4:
[132] twitter.com
[5] ala.org
[3] vimeo.com
[1] thefederalist.com
[1] libraryjournal.com
[1] booklistreader.com
[1] endsexualexploitation.org
[1] youtube.com

Top Domains in Tweet in G5:
[25] twitter.com
[10] zoom.us
[6] ala.org
[4] americanlibrariesmagazine.org
[3] openathens.org
[2] utk.edu
[1] alavirtualevent.org
[1] thehindu.com
[1] sundaypost.com
[1] openknowledgehub.net

Top Domains in Tweet in G6:
[3] tldm.org
[1] youtube.com
[1] twitter.com
[1] amazon.com
[1] wallbuilders.com
[1] amzn.com

Top Domains in Tweet in G7:
[5] change.org
[4] twitter.com
[1] ala.org

Top Domains in Tweet in G8:
[109] twitter.com
[16] ala.org
[8] ilovelibraries.org
[7] americanlibrariesmagazine.org
[5] alavirtualevent.org
[4] zoom.us
[3] eventscribe.com
[3] programminglibrarian.org
[2] hypotheses.org
[2] google.com

Top Domains in Tweet in G9:
[1] npr.org
[1] chronicle.com
[1] usatoday.com
[1] thenib.com
[1] cutt.ly
[1] nytimes.com

Top Domains in Tweet in G10:
[2] zoom.us
[2] vrafoundation.org
[1] twitter.com
[1] tinyurl.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[187] blacklivesmatter
[181] alavirtual20
[91] exposeantifa
[88] theresistance
[80] racism
[57] librarians
[51] thebookawardcelebration
[50] trump
[46] antifa
[45] libraries



Top Hashtags in Tweet in G1:
[52] alavirtual20
[26] thebookawardcelebration
[22] blacklivesmatter
[21] biblioteques
[17] rainbowbookmonth
[12] libraries
[10] lisprochat
[9] covid19
[8] librariestransform
[8] neh

Top Hashtags in Tweet in G2:
[75] blacklivesmatter
[21] blacklivesmatters
[7] alavirtual20
[7] oureuclid
[5] notmyala
[3] alalibrary
[3] dpla
[3] librarytwitter
[3] librariestransform
[2] bipoc

Top Hashtags in Tweet in G3:
[36] blacklivesmatter
[33] alavirtual20
[18] saveschoollibrarians
[17] thebookawardcelebration
[14] purabelprehonor
[12] alayma
[9] librariesengagevoters
[9] libraries
[7] library
[5] vmm20

Top Hashtags in Tweet in G4:
[91] exposeantifa
[88] theresistance
[78] racism
[50] trump
[48] alavirtual20
[46] antifa
[34] librarians
[24] librarian
[20] fundlibraries
[19] edchat

Top Hashtags in Tweet in G5:
[10] bibliotheken
[9] sdgs
[7] worldrefugeedays
[7] quarantine
[6] libraries
[5] mindfulness
[4] rainbowbookmonth
[4] nationallibraryweek
[3] alavirtual20
[3] librarians

Top Hashtags in Tweet in G6:
[2] placeahold
[1] bookkeeper
[1] god_uncle
[1] libraries
[1] publishers
[1] organizations
[1] communism
[1] socialism
[1] progressive
[1] codeword

Top Hashtags in Tweet in G7:
[35] blacklivesmatter
[35] vted
[35] vtpoli
[3] pridemonth
[2] alavirtual20
[1] memories
[1] lifeanddeath
[1] black
[1] poc
[1] librarians

Top Hashtags in Tweet in G8:
[20] alavirtual20
[6] blacklivesmatter
[5] vmm20
[3] rainbowbookmonth
[2] webinar
[2] covid19
[2] libraries
[2] librariesstrong
[2] librariestransform
[2] a

Top Hashtags in Tweet in G9:
[5] libraries
[4] library
[3] coronaviruspandemic
[3] librarians
[1] coronavirus
[1] pandemic
[1] comics
[1] librarytwitter
[1] librarylife
[1] writingcommunity

Top Hashtags in Tweet in G10:
[1] blacklivesmatter

Top Words
Top Words in Tweet in Entire Graph:
[3858] alalibrary
[831] black
[801] library
[768] racism
[640] librarians
[592] stand
[561] ala
[546] people
[536] safelibraries
[409] libraries

Top Words in Tweet in G1:
[1111] alalibrary
[471] black
[345] library
[246] librarians
[239] ala
[232] people
[215] harvlong
[165] part
[165] nothing
[163] racist

Top Words in Tweet in G2:
[896] alalibrary
[504] racism
[467] stand
[315] ala_apala
[294] bcala_inc
[285] fobettarh
[278] against
[255] black
[217] statements
[197] resources

Top Words in Tweet in G3:
[676] alalibrary
[125] aasl
[124] stay
[104] ala
[91] free
[79] wearealsc
[75] virtual
[74] library
[73] njasl
[70] stand

Top Words in Tweet in G4:
[531] safelibraries
[517] alalibrary
[245] librarians
[216] school
[208] kids
[189] american
[184] hate
[143] white
[141] jamesokeefeiii
[129] project_veritas

Top Words in Tweet in G5:
[127] alalibrary
[32] ifla
[29] webinar
[22] libraries
[22] cilipinfo
[22] iflalac
[17] library
[17] bibportal
[16] librarieseu
[16] naplesislib

Top Words in Tweet in G6:
[17] alalibrary
[7] phoebedrobinson
[7] janee_roemer
[7] chiiium
[7] cbs_herridge
[7] markwarner
[7] richardgrenell
[7] senatemajldr
[7] potus
[6] amazonbooks

Top Words in Tweet in G7:
[41] board
[40] library
[36] statement
[35] alalibrary
[35] vtvsla
[35] vermont
[35] school
[35] association
[35] issued
[35] following

Top Words in Tweet in G8:
[127] alalibrary
[55] ala
[26] more
[24] join
[22] virtual
[20] library
[20] libraries
[20] #alavirtual20
[15] book
[14] meeting

Top Words in Tweet in G9:
[16] alalibrary
[8] nypl
[5] #libraries
[5] library
[5] britishlibrary
[4] lives
[4] need
[4] #library
[3] supporting
[3] black

Top Words in Tweet in G10:
[23] alalibrary
[9] dpla
[6] community
[6] open
[6] board
[6] meeting
[5] access
[5] cleveland_pl
[5] vrafoundation
[5] 2020

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[321] ala_apala,bcala_inc
[310] against,racism
[309] black,people
[298] stand,against
[210] statements,racism
[209] racism,visit
[209] visit,resources
[209] resources,ala_apala
[209] bcala_inc,statements
[208] alalibrary,stand

Top Word Pairs in Tweet in G1:
[164] black,librarians
[163] black,library
[162] part,black
[162] library,tradition
[162] tradition,alalibrary
[162] alalibrary,nothing
[162] nothing,black
[162] librarians,rejected
[162] rejected,antiblack
[162] antiblack,racist

Top Word Pairs in Tweet in G2:
[292] ala_apala,bcala_inc
[265] against,racism
[256] stand,against
[188] alalibrary,stand
[188] racism,visit
[188] visit,resources
[188] resources,ala_apala
[188] bcala_inc,statements
[188] statements,racism
[158] black,people

Top Word Pairs in Tweet in G3:
[63] writing,prompts
[62] free,pdf
[62] coloring,writing
[62] uplifting,quotes
[61] alalibrary,stay
[61] stay,well
[61] well,stay
[61] stay,inspired
[61] inspired,free
[61] pdf,coloring

Top Word Pairs in Tweet in G4:
[147] school,librarians
[112] safelibraries,jamesokeefeiii
[105] library,association
[105] jamesokeefeiii,stefanmolyneux
[105] stefanmolyneux,project_veritas
[103] american,library
[82] librarians,training
[80] association,alalibrary
[78] american,kids
[76] project_veritas,add

Top Word Pairs in Tweet in G5:
[16] alalibrary,webinar
[15] ifla,alalibrary
[12] librarieseu,naplesislib
[11] gracias,alalibrary
[11] webinar,reapertura
[11] reapertura,bibliotecas
[11] bibliotecas,nuestra
[11] nuestra,presencia
[11] presencia,través
[11] través,iflalac

Top Word Pairs in Tweet in G6:
[7] phoebedrobinson,janee_roemer
[7] janee_roemer,chiiium
[7] chiiium,cbs_herridge
[7] cbs_herridge,markwarner
[7] markwarner,richardgrenell
[7] richardgrenell,senatemajldr
[7] senatemajldr,potus
[7] potus,alalibrary
[4] backchannelmemo,phoebedrobinson
[3] realdonaldtrump,uacode

Top Word Pairs in Tweet in G7:
[35] vermont,school
[35] school,library
[35] library,association
[35] association,board
[35] board,issued
[35] issued,following
[35] following,position
[35] position,statement
[35] statement,#blacklivesmatter
[35] #blacklivesmatter,#vted

Top Word Pairs in Tweet in G8:
[11] ala,virtual
[10] alalibrary,ala
[10] alalibrary,join
[8] learn,more
[7] virtual,membership
[7] membership,meeting
[6] meeting,information
[6] information,session
[5] members,virtual
[4] black,lives

Top Word Pairs in Tweet in G9:
[3] #libraries,supporting
[3] supporting,black
[3] black,lives
[3] lives,matter
[3] matter,movement
[3] movement,simmonslibrary
[3] simmonslibrary,alalibrary
[3] alalibrary,blklivesmatter
[3] nypl,alalibrary
[3] recover,#coronaviruspandemic

Top Word Pairs in Tweet in G10:
[6] community,open
[6] open,board
[6] board,meeting
[4] alalibrary,executive
[4] executive,director
[4] director,traciedhall1
[4] equity,access
[4] access,future
[4] future,reading
[3] oh,yes

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@safelibraries
@fobettarh
@hahalibrary
@anikadenise
@marky_b_tweets
@warmaiden
@wrk2lib
@realdonaldtrump
@kirby_mcc

Top Replied-To in G1:
@alalibrary
@ala_graphics
@wamyelizabeth
@studiojjk
@harvlong
@ashleydfarley
@vperezy
@alaannual
@midgereads
@la_lavilla

Top Replied-To in G2:
@alalibrary
@hahalibrary
@fobettarh
@marky_b_tweets
@warmaiden
@wrk2lib
@queenofrats
@eminencefont
@punkassbookjoc2
@edrabinski

Top Replied-To in G3:
@alalibrary
@anikadenise
@smartroom_sbs
@literallysmash
@kelseybogan
@kirby_mcc
@kadirnelson
@lincolnabesread
@bespokelib
@chicalibrarian

Top Replied-To in G4:
@safelibraries
@alalibrary
@realdonaldtrump
@johnrob69887811
@npr
@marklevinshow
@twinkleblinc
@pnjaban
@dbongino
@jamesokeefeiii

Top Replied-To in G5:
@hrvatko20
@alalibrary
@nsk_zagreb
@loidagarciafebo
@ayubkhan786
@thartman2u
@ftrf
@ifla

Top Replied-To in G6:
@realdonaldtrump
@phoebedrobinson
@watchmixer
@thisweekabc
@sonjansax
@realtrumpforce
@julie38800910

Top Replied-To in G7:
@loidagarciafebo
@uptonlibraryma
@kcareywrites
@vtvsla

Top Replied-To in G9:
@lplnews
@baron1irene
@musicsportfun
@alalibrary
@britishlibrary

Top Replied-To in G10:
@danibcook
@vrafoundation
@roganhamby
@skrticx
@forgetthemaine

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@safelibraries
@ala_apala
@bcala_inc
@fobettarh
@harvlong
@jamesokeefeiii
@aasl
@project_veritas
@stefanmolyneux

Top Mentioned in G1:
@alalibrary
@harvlong
@lheltonian
@ilovelibraries
@alaannual
@fobettarh
@nehgov
@dadtrans
@rahdieh
@cobdc

Top Mentioned in G2:
@alalibrary
@ala_apala
@bcala_inc
@fobettarh
@bc_ala
@libcomix
@onepeloton
@harvlong
@wrk2lib
@hahalibrary

Top Mentioned in G3:
@alalibrary
@aasl
@wearealsc
@njasl
@alaeditions
@ala_pla
@reformanational
@yalsa
@penguinclass
@ala_acrl

Top Mentioned in G4:
@alalibrary
@safelibraries
@jamesokeefeiii
@project_veritas
@stefanmolyneux
@realdonaldtrump
@mrandyngo
@fordhamlawnyc
@fordhamnyc
@fordhamalumni

Top Mentioned in G5:
@alalibrary
@ifla
@cilipinfo
@iflalac
@bibportal
@librarieseu
@naplesislib
@arjun_sanyal
@bibverband
@alejandravlez1

Top Mentioned in G6:
@alalibrary
@janee_roemer
@chiiium
@cbs_herridge
@markwarner
@richardgrenell
@senatemajldr
@potus
@amazonbooks
@nationalguard

Top Mentioned in G7:
@alalibrary
@vtvsla
@jrlibraryguild
@masslibassoc
@rilibraries
@schlibri
@jcjeffersonjr
@yogilibrarian
@kcareywrites
@uptontown

Top Mentioned in G9:
@alalibrary
@nypl
@britishlibrary
@simmonslibrary
@blklivesmatter
@lapubliclibrary
@librarycongress
@ericklinenberg
@rosmith11
@nolalibrary

Top Mentioned in G10:
@alalibrary
@dpla
@cleveland_pl
@archivists_org
@thelib
@traciedhall1
@feltonian
@librarycongress
@visresassn
@acrlarts

Top Tweeters
Top Tweeters in Entire Graph:
@missyjo79
@thereal_rebel
@homegypsy
@docwashburn
@noncontacthogg
@business
@superyayadize
@drawandstrike
@_yvonneburton
@cblazblaz

Top Tweeters in G1:
@homegypsy
@cblazblaz
@adunlea
@claimcompanies
@patrickmariebzh
@sfdirewolf
@vievararosel
@tastingbooks
@aspeed
@msvanillarose

Top Tweeters in G2:
@thereal_rebel
@iskwmk22
@pfanderson
@adr
@jennygadget
@librariesval
@gwenda
@michaelcollins
@jacobsberg
@danielkalban

Top Tweeters in G3:
@valsadie
@nytimes
@buzzfeed
@binkytoes
@mrschureads
@vatos4trump
@_supremesk
@tlt16
@dimazepam
@ericanoelz

Top Tweeters in G4:
@missyjo79
@docwashburn
@noncontacthogg
@superyayadize
@drawandstrike
@_yvonneburton
@yoakumgirl923
@janmareesmith2
@foxnews
@safelibraries

Top Tweeters in G5:
@jchrispires
@joebabaian
@aronyohannes
@un
@rasushrestha
@seemarampersad
@nebraskasower
@sdgsbot
@fggutierrez
@who

Top Tweeters in G6:
@business
@thr
@tmz
@wendys
@office
@kimbers671
@etnow
@watchmixer
@janee_roemer
@phoebedrobinson

Top Tweeters in G7:
@milforddaily
@jrlibraryguild
@dsmacdonald
@eduquinn
@milfordmapatch
@pbcsd
@mendonuptonrsd
@meg_allison
@edgarcia401
@bethmooreschool

Top Tweeters in G8:
@writersrepublic
@schlowlibrary
@planet_history
@mollytheghost
@gummyworms
@lizznotliz
@unsaltysaltines
@jessicajonesing
@animalectura
@samanthaistan

Top Tweeters in G9:
@harryslaststand
@pewresearch
@lsepoliticsblog
@rosmith11
@avidreaderscafe
@debbie_abrahams
@thatkerryhudson
@lsereviewbooks
@nypl
@lapubliclibrary

Top Tweeters in G10:
@tribe_xx
@clevelandscene
@aamers
@tkunsman
@macfound
@jerrylawler
@drewfromtv
@kmh_nowinva
@skrticx
@jsb


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