ALALibrary, Twitter, 4/9/2020 4:26:08 AM, 224664


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ALALibrary_2020-04-08_20-41-15.xlsx
ALALibrary_2020-04-08_20-41-15.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 09, 2020
Short Description:
ALALibrary via NodeXL https://bit.ly/3e7SWg4
@alalibrary
@safelibraries
@eff
@houstonlibrary
@librarianjenn
@1600council
@kidlittv_nyc
@raulthe3rd
@arjun_sanyal
@eminencefont

Top hashtags:
#covid19
#aprilfactsday
#alaac20
#closethelibraries
#librariesstrong

Description:
Description
The graph represents a network of 4,224 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, 09 April 2020 at 03:43 UTC.

The requested start date was Thursday, 09 April 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 21-day, 22-hour, 52-minute period from Wednesday, 18 March 2020 at 00:45 UTC to Wednesday, 08 April 2020 at 23:38 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 : 4224
Unique Edges : 7693
Edges With Duplicates : 4249
Total Edges : 11942
Number of Edge Types : 4
MentionsInRetweet : 5616
Replies to : 975
Mentions : 4920
Tweet : 431
Self-Loops : 431
Reciprocated Vertex Pair Ratio : 0.0436592909826315
Reciprocated Edge Ratio : 0.0836657927732817
Connected Components : 198
Single-Vertex Connected Components : 133
Maximum Vertices in a Connected Component : 3913
Maximum Edges in a Connected Component : 11634
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.995884
Graph Density : 0.000491816549343781
Modularity : 0.50145
NodeXL Version : 1.0.1.429
Data Import : The graph represents a network of 4,224 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, 09 April 2020 at 03:43 UTC.

The requested start date was Thursday, 09 April 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 21-day, 22-hour, 52-minute period from Wednesday, 18 March 2020 at 00:45 UTC to Wednesday, 08 April 2020 at 23:38 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:
[91] https://twitter.com/ALALibrary/status/1240018076625776640
[58] https://twitter.com/ALALibrary/status/1242576989258735618
[57] https://twitter.com/alalibrary/status/1242576989258735618
[56] https://www.alastore.ala.org/content/vamos-lets-go-read-poster
[29] http://www.ala.org/tools/atoz/pandemic-preparedness
[25] https://twitter.com/ALALibrary/status/1242515783697281025
[18] https://twitter.com/ALALibrary/status/1244692872793919490
[17] https://twitter.com/ALALibrary/status/1243185189121032196
[17] https://twitter.com/ALALibrary/status/1239944821919408131
[15] https://twitter.com/ALALibrary/status/1242083430122369026

Top URLs in Tweet in G1:
[18] http://www.ala.org/tools/atoz/pandemic-preparedness
[10] https://twitter.com/ALALibrary/status/1242576989258735618
[9] http://www.ala.org/news/press-releases/2020/03/american-library-association-cancels-2020-annual-conference-due-covid-19
[9] https://hub.nic-us.org/events/call-to-action-public-libraries-and-the-opioid-crisis
[8] https://twitter.com/ALALibrary/status/1242515783697281025
[7] https://twitter.com/alalibrary/status/1242576989258735618
[4] https://airtable.com/shrkmtQbjGSoyon6c
[4] https://americanlibrariesmagazine.org/blogs/the-scoop/wong-wins-2021-2022-ala-presidency/
[3] http://www.ala.org/advocacy/contact-congress
[3] https://www.alastore.ala.org/content/vamos-lets-go-read-poster

Top URLs in Tweet in G2:
[11] https://twitter.com/ALALibrary/status/1242576989258735618
[6] https://twitter.com/ALALibrary/status/1239944821919408131
[6] https://americanlibrariesmagazine.org/blogs/the-scoop/cares-act-federal-relief-package-supports-libraries/
[6] http://www.ala.org/tools/atoz/pandemic-preparedness
[5] https://twitter.com/ALALibrary/status/1243607065785966592
[5] https://twitter.com/alalibrary/status/1242576989258735618
[4] http://www.ala.org/news/press-releases/2020/03/american-library-association-cancels-2020-annual-conference-due-covid-19
[4] https://twitter.com/ALALibrary/status/1242083430122369026
[3] https://twitter.com/ALALibrary/status/1245048475542261768
[3] http://www.ala.org/advocacy/sites/ala.org.advocacy/files/content/Sign-ons/Nonprofit

Top URLs in Tweet in G3:
[7] https://careersingovernment.com/job/352747/director-of-library-services/
[5] https://www.facebook.com/dragqueenstoryhour/events/
[4] https://twitter.com/safelibraries/status/1243731098980532225
[4] https://www.propublica.org/article/chicago-public-libraries-still-open-coronavirus-pandemic
[3] https://twitter.com/safelibraries/status/1243731098980532225?s=21
[3] https://twitter.com/ALALibrary/status/1243607065785966592
[3] https://kidlit.tv
[3] http://www.adventuresinstorytime.com/2020/03/coronavirus-continued.html
[2] https://twitter.com/SafeLibraries/status/1243731098980532225
[2] https://twitter.com/OIF/status/1244668287830700033

Top URLs in Tweet in G4:
[48] https://www.alastore.ala.org/content/vamos-lets-go-read-poster
[14] https://www.youtube.com/watch?v=3sqppIDeQPk&list=PL0mICHe7poqaEu46RJJjO3mWnn17hLVFm&index=1

[5] https://www.youtube.com/watch?v=ct5DexO-HkM&feature=youtu.be

[4] https://www.tumblebooklibrary.com/Default.aspx?ReturnUrl=%2fHome.aspx%3fcategoryID%3d77&categoryID=77
[3] https://twitter.com/ALALibrary/status/1245048475542261768
[3] https://twitter.com/alalibrary/status/1242576989258735618
[2] https://www.alsc.ala.org/blog/2020/03/library-partnerships-in-a-time-of-crisis/
[2] https://twitter.com/alalibrary/status/1245048475542261768
[2] http://www.readerstoeaters.com/our-books/a-moose-boosh-a-few-choice-words-about-food
[2] http://www.ala.org/aboutala/governance/alaelection

Top URLs in Tweet in G5:
[77] https://twitter.com/ALALibrary/status/1240018076625776640
[1] https://twitter.com/KUnlatched/status/1243118672497061888
[1] https://twitter.com/LibraryJournal/status/1242974563870412800
[1] https://www.b-i-t-online.de/daten/corona-dnb-frankfurt.php
[1] https://twitter.com/i/web/status/1241981169186422785
[1] https://twitter.com/i/web/status/1242020415066615809
[1] https://www.libraryjournal.com/?detailStory=how-library-maker-spaces-can-flatten-the-curve-covid-19-coronavirus
[1] https://twitter.com/i/web/status/1246989899770638337
[1] https://twitter.com/i/web/status/1240175848633716738
[1] https://www.forbes.com/sites/suzannerowankelleher/2020/03/26/access-14-million-digital-books-for-free-at-the-national-emergency-library/#2e57320b5b63

Top URLs in Tweet in G6:
[32] https://twitter.com/ALALibrary/status/1242576989258735618
[26] https://twitter.com/alalibrary/status/1242576989258735618
[5] https://twitter.com/ALALibrary/status/1242083430122369026
[5] https://twitter.com/alalibrary/status/1242515783697281025
[5] https://twitter.com/ALALibrary/status/1242515783697281025
[5] https://twitter.com/ALALibrary/status/1244692872793919490
[4] https://twitter.com/ALALibrary/status/1240018076625776640
[4] https://twitter.com/ALALibrary/status/1242479798150144000
[3] https://twitter.com/ALALibrary/status/1240753163671658498
[3] https://twitter.com/alalibrary/status/1240753163671658498

Top URLs in Tweet in G7:
[3] https://www.smithsonianmag.com/smart-news/americans-went-library-more-often-movies-2019-180974091/
[1] https://twitter.com/i/web/status/1246209681191731205
[1] https://twitter.com/i/events/1245690555654381568?utm_campaign=week033020&utm_source=twitter&utm_medium=social&utm_content=moment&utm_term=image
[1] https://twitter.com/i/web/status/1246174458576023552

Top URLs in Tweet in G8:
[3] https://www.virginiamn.com/covid-19/virus-exposes-minnesota-s-broadband-gap/article_6af369ee-6a52-11ea-be5d-1389941d4ca9.html
[2] https://kappanonline.org/linking-librarians-inquiry-learning-information-literacy-lance-maniotes/
[2] http://www.ala.org/news/press-releases/2020/03/american-library-association-recommends-libraries-leave-wifi-open-during
[1] https://twitter.com/i/web/status/1248010957051199489
[1] https://twitter.com/i/web/status/1248010784421994496
[1] https://twitter.com/i/web/status/1247925172897746945
[1] https://twitter.com/i/web/status/1247284647689584640
[1] https://kappanonline.org/books-censorship-anti-intellectualism-schools-knox/
[1] https://twitter.com/alalibrary/status/1246134123326066692
[1] https://twitter.com/alalibrary/status/1245806976409448451

Top URLs in Tweet in G9:
[3] https://twitter.com/ALALibrary/status/1242576989258735618
[2] https://twitter.com/alalibrary/status/1246470587536588801
[1] https://twitter.com/ALALibrary/status/1244380568512532482
[1] https://twitter.com/i/web/status/1248013417778012166
[1] https://twitter.com/i/web/status/1248007995935444992
[1] https://twitter.com/i/web/status/1248010218719424512
[1] https://twitter.com/ALALibrary/status/1240018076625776640
[1] https://twitter.com/i/web/status/1247964549699026946
[1] https://twitter.com/i/web/status/1247953142240739329
[1] http://www.ala.org/news/press-releases/2020/03/american-library-association-cancels-2020-annual-conference-due-covid-19

Top URLs in Tweet in G10:
[2] https://twitter.com/alalibrary/status/1242576989258735618
[2] https://twitter.com/alalibrary/status/1245048475542261768
[1] https://writingfromtheborderlines.com/
[1] https://writingfromtheborderlines.com
[1] https://twitter.com/ALALibrary/status/1247940111364472840
[1] https://twitter.com/i/web/status/1247572860195012610
[1] https://twitter.com/ALALibrary/status/1239944821919408131
[1] https://www.star-telegram.com/news/local/fort-worth/article241609881.html
[1] https://www.alastore.ala.org/content/vamos-lets-go-read-poster
[1] https://twitter.com/i/web/status/1245927219089641479

Top Domains
Top Domains in Tweet in Entire Graph:
[1139] twitter.com
[152] ala.org
[38] americanlibrariesmagazine.org
[31] youtube.com
[22] ilovelibraries.org
[14] libsyn.com
[9] google.com
[9] nic-us.org
[8] paper.li
[8] facebook.com

Top Domains in Tweet in G1:
[180] twitter.com
[51] ala.org
[16] americanlibrariesmagazine.org
[11] ilovelibraries.org
[9] nic-us.org
[7] paper.li
[4] youtube.com
[4] airtable.com
[4] webex.com
[3] programminglibrarian.org

Top Domains in Tweet in G2:
[221] twitter.com
[29] ala.org
[13] americanlibrariesmagazine.org
[6] google.com
[4] equinoxpub.com
[3] crowdcast.io
[2] ifla.org
[2] fcc.gov
[2] libraryjournal.com
[2] gizmodo.com

Top Domains in Tweet in G3:
[121] twitter.com
[8] kidlit.tv
[7] careersingovernment.com
[5] facebook.com
[4] propublica.org
[3] youtube.com
[3] americanlibrariesmagazine.org
[3] adventuresinstorytime.com
[2] suntimes.com
[2] co.uk

Top Domains in Tweet in G4:
[131] twitter.com
[55] ala.org
[20] youtube.com
[8] ilovelibraries.org
[4] tumblebooklibrary.com
[2] readerstoeaters.com
[2] google.com
[2] webex.com
[2] americanlibrariesmagazine.org
[1] programminglibrarian.org

Top Domains in Tweet in G5:
[86] twitter.com
[1] b-i-t-online.de
[1] libraryjournal.com
[1] forbes.com
[1] nonprofitquarterly.org

Top Domains in Tweet in G6:
[140] twitter.com
[1] nortonlibrary.org
[1] rlalibrary.org
[1] sumall.com

Top Domains in Tweet in G7:
[3] twitter.com
[3] smithsonianmag.com

Top Domains in Tweet in G8:
[27] twitter.com
[4] ala.org
[3] kappanonline.org
[3] virginiamn.com
[2] shar.es
[1] wyo.gov
[1] wixsite.com
[1] programminglibrarian.org

Top Domains in Tweet in G9:
[31] twitter.com
[1] ala.org
[1] americanlibrariesmagazine.org
[1] ebsco.com
[1] voteyatesala.com
[1] nedcc.org
[1] lysol.com
[1] booklistonline.com

Top Domains in Tweet in G10:
[11] twitter.com
[2] writingfromtheborderlines.com
[1] star-telegram.com
[1] ala.org
[1] laketravislibrary.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[205] covid19
[106] aprilfactsday
[91] alaac20
[83] closethelibraries
[82] librariesstrong
[66] libraries
[43] closecpl
[42] allive
[38] librariestransform
[37] coronavirus



Top Hashtags in Tweet in G1:
[47] covid19
[38] librariesstrong
[32] librariestransform
[16] libraries
[13] alaac20
[13] coronavirus
[12] covid_19
[9] publichealth
[9] sdoh
[9] opioidcrisis

Top Hashtags in Tweet in G2:
[111] covid19
[67] closethelibraries
[39] alaac20
[30] allive
[24] libraries
[15] coronavirus
[12] closethelibrary
[12] librariesstrong
[11] workfromhome
[8] librarians

Top Hashtags in Tweet in G3:
[38] closecpl
[32] dragqueenstoryhour
[30] alaac20
[23] homeschooling
[20] operationstorytime
[15] dqsh
[13] parenting
[12] covid19
[12] hiring
[12] opportunity

Top Hashtags in Tweet in G4:
[15] kidlit
[13] librariesstrong
[12] covid19
[9] marketing
[9] writetips
[6] yalit
[6] homeschooling
[5] allive
[5] libraries
[5] operationstorytime

Top Hashtags in Tweet in G5:
[12] library
[6] librariestogether
[6] librariesstrong
[3] covid19
[3] accesstoinformation
[2] libraries
[1] aislamientoinformado
[1] flattenthecurve
[1] ebooksforall
[1] saynotoembargoes

Top Hashtags in Tweet in G6:
[4] alaac20
[4] جمعية_المكتبات_الأمريكية
[4] فيروس_كورونا_المستجدّ
[4] المكتبات
[3] librariesstrong
[2] ebooksforall
[2] covid19
[2] fairuse
[2] ala
[2] انترنت

Top Hashtags in Tweet in G7:
[105] aprilfactsday

Top Hashtags in Tweet in G8:
[12] readingcommunity
[11] challenges
[11] fridayreads
[3] schoollibrarians
[2] teched
[2] happyschoollibrarianmonth
[2] thankful
[2] grateful
[2] programminglibrarian
[1] poetry

Top Hashtags in Tweet in G9:
[12] voteyatesala
[5] librariesstrong
[4] readinghour
[3] tlsoflausd
[3] csla20
[2] covid19
[1] votepattywong
[1] youpoorbastards
[1] thecorequestion
[1] jcdawards

Top Hashtags in Tweet in G10:
[9] sisdlibrarians
[8] teamsisd
[6] sisd_reads
[6] schoollibrarymonth
[4] bookmobile
[4] craft
[4] picture
[2] latinxauthors
[2] latinxwriters
[2] libraries

Top Words
Top Words in Tweet in Entire Graph:
[3717] Words in Sentiment List#1: Positive
[1459] Words in Sentiment List#2: Negative
[14] Words in Sentiment List#3: Angry/Violent
[95259] Non-categorized Words
[100437] Total Words
[3336] alalibrary
[1378] library
[1027] libraries
[665] covid
[620] 19

Top Words in Tweet in G1:
[1081] alalibrary
[587] library
[343] announced
[292] books
[291] more
[284] internetarchive
[270] emergency
[266] national
[263] over
[260] million

Top Words in Tweet in G2:
[944] alalibrary
[483] staff
[381] libraries
[347] covid
[316] library
[308] 19
[255] still
[253] houstonlibrary
[206] librarianjenn
[197] member

Top Words in Tweet in G3:
[291] alalibrary
[166] libraries
[151] library
[115] safelibraries
[99] public
[89] drag
[87] kidlittv_nyc
[68] story
[62] chipublib
[57] queen

Top Words in Tweet in G4:
[274] alalibrary
[124] library
[67] american
[67] read
[64] available
[62] association
[60] libraries
[60] raulthe3rd
[55] aasl
[55] poster

Top Words in Tweet in G5:
[88] access
[78] librarians
[77] fight
[77] day
[77] universal
[77] information
[77] entertainment
[77] win
[76] eff
[27] alalibrary

Top Words in Tweet in G6:
[42] õ
[19] right
[13] decision
[10] sad
[9] libraries
[9] في
[7] news
[7] free
[7] call
[6] time

Top Words in Tweet in G7:
[130] usafacts
[130] pewresearch
[127] livingfacts
[119] alalibrary
[118] pewtrusts
[105] #aprilfactsday
[104] thanks
[103] participating
[102] mis
[14] facts

Top Words in Tweet in G8:
[151] alalibrary
[116] ilatoday
[114] ncte
[61] vatenglish
[42] thanks
[21] playing
[16] library
[15] time
[15] today
[13] sharing

Top Words in Tweet in G9:
[78] alalibrary
[28] association
[27] library
[25] libraries
[25] heylibraraman
[19] election
[18] vote
[18] ala
[18] american
[16] thank

Top Words in Tweet in G10:
[56] libraries
[42] txla
[40] alalibrary
[39] sparks_interest
[30] dmacon_mhsreads
[27] jmarquez_lms
[24] library
[22] school
[22] hreyna_tech
[20] socorroisd

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[614] covid,19
[411] american,library
[411] library,association
[340] annual,conference
[309] alalibrary,internetarchive
[300] national,emergency
[300] emergency,library
[288] over,million
[288] million,books
[287] internetarchive,announced

Top Word Pairs in Tweet in G1:
[273] alalibrary,internetarchive
[260] national,emergency
[260] emergency,library
[257] internetarchive,announced
[257] announced,creation
[257] creation,national
[257] library,over
[257] over,million
[257] million,books
[247] covid,19

Top Word Pairs in Tweet in G2:
[306] covid,19
[190] staff,member
[186] tested,positive
[173] staff,still
[163] heard,staff
[163] member,houstonlibrary
[163] houstonlibrary,tested
[163] positive,covid
[163] 19,staff
[163] still,being

Top Word Pairs in Tweet in G3:
[72] public,libraries
[57] drag,queen
[57] queen,story
[57] story,hour
[43] american,library
[40] chicago,public
[39] library,association
[38] alalibrary,libraries
[35] team,created
[35] created,virtual

Top Word Pairs in Tweet in G4:
[61] american,library
[60] library,association
[51] read,poster
[49] poster,available
[49] available,american
[49] association,shop
[48] raulthe3rd,read
[48] shop,such
[48] such,thrill
[47] thrill,cre

Top Word Pairs in Tweet in G5:
[77] librarians,fight
[77] fight,day
[77] day,universal
[77] universal,access
[77] access,information
[77] information,entertainment
[77] entertainment,win
[76] eff,librarians
[12] #library,collections
[12] collections,borders

Top Word Pairs in Tweet in G6:
[41] õ,õ
[5] right,call
[5] right,decision
[4] looking,forward
[3] fair,use
[3] right,thing
[3] difficult,decision
[3] sad,news
[3] في,ظل
[2] copyright,fair

Top Word Pairs in Tweet in G7:
[130] usafacts,pewresearch
[118] pewresearch,pewtrusts
[118] pewtrusts,alalibrary
[103] thanks,usafacts
[103] alalibrary,participating
[103] participating,#aprilfactsday
[102] livingfacts,thanks
[102] #aprilfactsday,mis
[13] today,facts
[13] facts,especially

Top Word Pairs in Tweet in G8:
[108] ncte,alalibrary
[80] alalibrary,ilatoday
[36] vatenglish,ncte
[26] ilatoday,ncte
[21] thanks,playing
[14] vatenglish,ilatoday
[13] playing,along
[12] thanks,sharing
[11] play,today
[11] today,ncte

Top Word Pairs in Tweet in G9:
[17] american,library
[17] library,association
[11] over,24
[11] 24,hours
[11] hours,left
[11] left,#voteyatesala
[11] #voteyatesala,spread
[11] spread,word
[11] set,voter
[11] voter,turnout

Top Word Pairs in Tweet in G10:
[22] txla,alalibrary
[21] sparks_interest,jmarquez_lms
[20] jmarquez_lms,hreyna_tech
[19] dmacon_mhsreads,sparks_interest
[18] hreyna_tech,socorroisd
[18] socorroisd,txla
[15] icastillo_ems,dmacon_mhsreads
[14] guide,libraries
[13] alalibrary,amlibraries
[12] libraries,closing

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@eminencefont
@vatenglish
@safelibraries
@lisalibrarian
@houstonlibrary
@raulthe3rd
@stellina
@librarianjenn
@bpuerling

Top Replied-To in G1:
@alalibrary
@bpuerling
@slwalter123
@exploringreader
@pressbengelproj
@nikkigrimes9
@tracisorell
@overdriveed
@librariankqm
@lisalibrarian

Top Replied-To in G2:
@eminencefont
@alalibrary
@lisalibrarian
@houstonlibrary
@librarianjenn
@lindsaylib
@tashacmn
@stellina
@braunsk
@rowdyreflib

Top Replied-To in G3:
@safelibraries
@alalibrary
@chicagosmayor
@govpritzker
@libraryjournal
@npr
@alanews
@realdonaldtrump
@screwydecimal
@juliegribblenyc

Top Replied-To in G4:
@raulthe3rd
@lincolnabesread
@teacher2library
@whitehousesus
@wearealsc
@jackierambo2
@alalibrary
@sopoimc
@origamiyoda
@scott_thought

Top Replied-To in G5:
@dominiquevanpee

Top Replied-To in G7:
@livingfacts
@alalibrary
@seniorpupmama

Top Replied-To in G8:
@vatenglish
@marchking3
@alalibrary
@cspeake1
@shslibmedia
@pdkintl
@matoacalitlang
@leahmaria14
@lesliemaniotes
@linthelibrary

Top Replied-To in G9:
@acornsandnuts
@boss_librarian
@yegtinat
@alalibrary
@mciszek
@phepbu
@livluvlibrary
@marianliberryan
@uarklibraries
@lmdemedia_smcps

Top Replied-To in G10:
@winona_isd
@dmacon_mhsreads
@yaranda_lms
@ehs_librarians
@bschuler_hbe
@rmorales_hdhes
@drico_ctes
@icastillo_ems
@laketravislib
@djazzhands11

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@internetarchive
@houstonlibrary
@librarianjenn
@usafacts
@pewresearch
@livingfacts
@pewtrusts
@ncte
@ilatoday

Top Mentioned in G1:
@alalibrary
@internetarchive
@ala_acrl
@midlothianlib
@alaannual
@iowala
@ala_pla
@malindalo
@openlibrary
@amlibraries

Top Mentioned in G2:
@alalibrary
@houstonlibrary
@librarianjenn
@eminencefont
@ala_acrl
@alansinouye
@lisalibrarian
@tadawes
@amlibraries
@oif

Top Mentioned in G3:
@alalibrary
@safelibraries
@kidlittv_nyc
@chipublib
@libraryjournal
@juliegribblenyc
@us_imls
@neatoday
@propublicail
@velvethammer

Top Mentioned in G4:
@alalibrary
@aasl
@raulthe3rd
@sljournal
@yalsa
@wearealsc
@tasltn
@whitehousesus
@hmhkids
@cynleitichsmith

Top Mentioned in G5:
@eff
@alalibrary
@librarieseu
@unccdlibrary
@biblioszabo
@bibverband
@naplesislib
@cilipinfo
@ifla
@arjun_sanyal

Top Mentioned in G6:
@rlaplibrary

Top Mentioned in G7:
@usafacts
@pewresearch
@livingfacts
@pewtrusts
@alalibrary
@jodithebold
@stephreads
@amlibraries

Top Mentioned in G8:
@alalibrary
@ilatoday
@ncte
@vatenglish
@kclance
@pdkintl
@lesliemaniotes
@loidagarciafebo
@ascd
@assocteachered

Top Mentioned in G9:
@alalibrary
@heylibraraman
@votepattywong
@jennyschuessler
@showlola
@mer1mer2
@farrellmaggie
@donalynbooks
@cslainfo
@aasl

Top Mentioned in G10:
@alalibrary
@sparks_interest
@txla
@dmacon_mhsreads
@jmarquez_lms
@hreyna_tech
@socorroisd
@icastillo_ems
@aromo_mhs
@jules100383

Top Tweeters
Top Tweeters in Entire Graph:
@hrblock_21
@lafm
@bannerite
@rcnradio
@homegypsy
@russelltim151
@docwashburn
@owlwoman911_
@radlein
@samhainnight

Top Tweeters in G1:
@ilovaussiesheps
@valsadie
@pfanderson
@doctorow
@naestopaz
@kdc
@rebelliousval
@librariesval
@toniragusa
@mampdx

Top Tweeters in G2:
@homegypsy
@russelltim151
@janiecestaton
@tinyboo49
@aziegler
@igallupd
@rockyintx
@khou
@outseide
@itsthebrandi

Top Tweeters in G3:
@bannerite
@docwashburn
@_yvonneburton
@eph4_15
@foxnews
@skynews
@safelibraries
@time
@cnn
@libertylady44

Top Tweeters in G4:
@rhinocerization
@technolibrary
@emmanuelbethoux
@kbhasi
@yalsa
@sljournal
@kamigarcia
@nbc10boston
@halseanderson
@lieberrian

Top Tweeters in G5:
@dominiquevanpee
@eachus
@anonomouse1981
@alejocd
@delemomodu
@jadelia
@textundblog
@deandre_nickens
@socialcurrencie
@kiddchrisina

Top Tweeters in G6:
@mrsyiswhy
@apocalypticanow
@theadamsass
@alyssa_susanna
@recitrachel
@willywaldo
@marthamihalick
@readitrealgood
@margotwood
@klis_kasuga

Top Tweeters in G7:
@hrblock_21
@owlwoman911_
@johngermaine
@bryan700
@mackabiviper42
@geopolytica
@burtonbrown
@barretttechnet
@stevenmroberts
@vievararosel

Top Tweeters in G8:
@ncte
@ascd
@achswan
@grammargirl
@ilatoday
@shervettemiller
@wyolibraries
@pursuedbytruth
@glsen
@njea

Top Tweeters in G9:
@nanaslugdiva
@clancynewyork
@mtechman
@donalynbooks
@senorg
@daenelt
@kgs
@mciszek
@samsanders
@literallysmash

Top Tweeters in G10:
@lightrider
@socorroisd
@urrealism
@olivasdan
@adamszymkowicz
@becalzada
@jinxicament
@cindylu
@texarchivist
@davidobowles


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