ALALibrary, Twitter, 5/14/2020 4:42:34 AM, 226700


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ALALibrary_2020-05-13_20-42-36.xlsx
ALALibrary_2020-05-13_20-42-36.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 14, 2020
Short Description:
ALALibrary via NodeXL https://bit.ly/2yWXAO5
@alalibrary
@collingsruth
@jamesponti
@safelibraries
@arjun_sanyal
@ediesays
@valeriemwilhite
@monikasawhney6
@alansinouye
@lincolnabesread

Top hashtags:
#nationallibraryweek
#nlld2020
#librariesstrong
#covid19
#2020census

Description:
Description
The graph represents a network of 3,862 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, 14 May 2020 at 03:44 UTC.

The requested start date was Thursday, 14 May 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 20-day, 13-hour, 6-minute period from Thursday, 23 April 2020 at 10:25 UTC to Wednesday, 13 May 2020 at 23:31 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 : 3862
Unique Edges : 4180
Edges With Duplicates : 9365
Total Edges : 13545
Number of Edge Types : 5
Replies to : 766
Retweet : 3014
MentionsInRetweet : 4800
Mentions : 4351
Tweet : 614
Self-Loops : 640
Reciprocated Vertex Pair Ratio : 0.0477693300817673
Reciprocated Edge Ratio : 0.0911829134720701
Connected Components : 125
Single-Vertex Connected Components : 88
Maximum Vertices in a Connected Component : 3664
Maximum Edges in a Connected Component : 13053
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.943293
Graph Density : 0.000489833736856005
Modularity : 0.393223
NodeXL Version : 1.0.1.432
Data Import : The graph represents a network of 3,862 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, 14 May 2020 at 03:44 UTC.

The requested start date was Thursday, 14 May 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 20-day, 13-hour, 6-minute period from Thursday, 23 April 2020 at 10:25 UTC to Wednesday, 13 May 2020 at 23:31 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:
[35] https://twitter.com/ALALibrary/status/1259876380281647106
[34] http://www.ala.org/advocacy/nlld
[29] https://twitter.com/alalibrary/status/1257705876821082114
[25] https://twitter.com/ALALibrary/status/1257705876821082114
[20] https://twitter.com/alalibrary/status/1259876380281647106
[16] http://www.ala.org/nlld
[11] https://twitter.com/ALALibrary/status/1259876375865044992
[11] https://cqrcengage.com/ala/app/write-a-letter?2&engagementId=507809
[11] http://cqrcengage.com/ala/app/take-action?engagementId=507416
[11] https://www.iste.org/explore/Empowered-Learner/Librarians-are-key-to-education

Top URLs in Tweet in G1:
[16] http://www.ala.org/advocacy/nlld
[6] https://twitter.com/erikaslong/status/1253105670213304321
[6] https://twitter.com/alalibrary/status/1259876380281647106
[5] http://cqrcengage.com/ala/app/take-action?engagementId=507416
[5] https://twitter.com/ALALibrary/status/1259876380281647106
[4] https://cqrcengage.com/ala/app/write-a-letter?2&engagementId=507809
[4] http://www.ala.org/news/press-releases/2020/05/business-government-education-leaders-call-emergency-funding-libraries
[4] https://twitter.com/alalibrary/status/1257705876821082114
[4] https://twitter.com/alalibrary/status/1259876380281647106?s=21
[4] https://m164.infusionsoft.com/go/bionic/A10664/

Top URLs in Tweet in G2:
[7] http://www.ala.org/nlld
[5] http://www.ala.org/advocacy/nlld
[4] http://www.ala.org/news/press-releases/2020/04/library-associations-underscore-importance-imls-covid-19-efforts
[4] https://gumroad.com/l/YccDi
[3] https://twitter.com/ALALibrary/status/1257034951528198148
[3] https://twitter.com/ALALibrary/status/1259876375865044992
[2] https://twitter.com/alalibrary/status/1257662344131416064
[2] https://twitter.com/ALALibrary/status/1258006752458661888
[2] https://ala-events.zoom.us/webinar/register/WN_Euyo7_nQQGy5SXMm1XlHqA
[2] https://twitter.com/safelibraries/status/1256638576126758914?s=21

Top URLs in Tweet in G3:
[4] https://www.sisd.net/Domain/709
[3] https://www.youtube.com/watch?v=h-C_JgYoIfA&linkId=86762349

[2] https://www.simonandschuster.net/books/Daniel-Visits-the-Library/Maggie-Testa/Daniel-Tigers-Neighborhood/9781481441728
[2] https://twitter.com/alalibrary/status/1257705876821082114
[2] https://twitter.com/ALALibrary/status/1257705876821082114
[1] https://twitter.com/i/web/status/1253352150148812801
[1] https://twitter.com/i/web/status/1256252091472977920
[1] https://sites.google.com/neisd.net/mr-baldizons-art-museum-2020/home
[1] https://twitter.com/michaelgreshko/status/1255512413035692035
[1] https://readingwarriors2020.weebly.com/

Top URLs in Tweet in G4:
[9] https://vimeo.com/411227990
[4] https://knowledgequest.aasl.org/not-the-disaster-we-were-preparing-for/
[4] https://twitter.com/ALALibrary/status/1257705876821082114
[3] https://pclib.org/services/services-library/getting-a-library-card
[2] https://www.youtube.com/channel/UCXX1mPbMt8qautOmro7PTIg
[2] https://twitter.com/ALALibrary/status/1255205900933050368
[2] http://tweetedtimes.com/v/11349
[1] https://twitter.com/i/web/status/1237038143771213824
[1] https://twitter.com/i/web/status/1255536518187417608
[1] http://www.ala.org/advocacy/sites/ala.org.advocacy/files/content/pdfs/CommunityOnePager_Custom.pdf

Top URLs in Tweet in G5:
[7] https://twitter.com/ALALibrary/status/1259876380281647106
[3] https://twitter.com/ALALibrary/status/1260326965522898945
[2] http://www.ala.org/tools/atoz/pandemic-preparedness
[1] https://twitter.com/alalibrary/status/1259876380281647106

Top URLs in Tweet in G6:
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=225556
[2] https://twitter.com/ALALibrary/status/1258390661436407808
[2] https://www.youtube.com/watch?v=zzRtum5xGQs&feature=youtu.be

[2] http://www.ala.org/advocacy/advocacy-library
[2] https://www.youtube.com/watch?v=58FmnzlFzzs&feature=youtu.be

[2] http://www.ala.org/rt/gncrt/-guide-reading-library-comics-home
[2] https://twitter.com/alalibrary/status/1257034951528198148
[2] https://twitter.com/ALALibrary/status/1255974715887431680
[2] https://soundcloud.com/user-583017792/power-station-with-ana-ndumu
[1] https://twitter.com/i/web/status/1255883858580406272

Top URLs in Tweet in G7:
[4] https://iwfox.com/tasks/traffic.php?id=16252
[3] http://toroox.com/U394xxtl
[1] https://twitter.com/i/web/status/1260531803363958784
[1] https://twitter.com/libsconnected/status/1260229316207673354
[1] https://twitter.com/i/web/status/1260471634269556737
[1] https://twitter.com/ALALibrary/status/1259224126931206147
[1] https://twitter.com/i/web/status/1255488415002435585
[1] https://twitter.com/LibraryJournal/status/1258086705862635520
[1] https://americanlibrariesmagazine.org/2020/05/01/libraries-adapt-amid-crisis/
[1] https://ischool.syr.edu/infospace/2020/04/21/five-unexpected-benefits-to-eliminating-library-fines/

Top URLs in Tweet in G8:
[3] http://www.ala.org/advocacy/nlld
[3] https://cqrcengage.com/ala/app/advocate-notes?6&engagementId=425673
[3] https://www.fiverr.com/beautakter42/design-perfect-bottle-label
[3] https://careersingovernment.com/job/355843/adult-services-librarian/
[2] http://cqrcengage.com/alala/app/register;jsessionid=node01fs0rnww8hxk3mosgq9r32kg21412312.node0?m=40706
[2] https://ala-events.zoom.us/
[2] https://twitter.com/ALALibrary/status/1258484757148643330
[2] https://twitter.com/ALALibrary/status/1259224126931206147
[2] https://twitter.com/alalibrary/status/1255599993806704640
[2] https://shibboleth.ebscohost.com/ShibAgent.aspx?shib_returl=https%3a%2f%2fsearch.ebscohost.com%2flogin.aspx%3fauthtype%3dip%2cshib%26custid%3ds8936054%26groupid%3dmain%26profile%3deon&IdpId=

Top URLs in Tweet in G9:
[14] https://twitter.com/ALALibrary/status/1259876380281647106
[10] https://twitter.com/alalibrary/status/1259876380281647106
[7] https://twitter.com/ALALibrary/status/1257705876821082114
[4] https://twitter.com/alalibrary/status/1257705876821082114
[3] https://twitter.com/ALALibrary/status/1253312677214072832
[3] https://twitter.com/ALALibrary/status/1259876375865044992
[2] https://twitter.com/ALALibrary/status/1254872196616511488
[2] https://twitter.com/ALALibrary/status/1255579611284623360
[2] https://twitter.com/ALALibrary/status/1255599993806704640
[1] https://twitter.com/ALALibrary/status/1253347400825085953

Top URLs in Tweet in G10:
[3] https://americanlibrariesmagazine.org/2020/05/01/libraries-adapt-amid-crisis/
[3] https://americanlibrariesmagazine.org/2020/05/01/2020-library-systems-report/
[2] https://americanlibrariesmagazine.org/2020/05/01/perfect-storm-covid-19-ala-reinvention/
[2] https://americanlibrariesmagazine.org/2020/05/01/emerging-leaders-2020/
[2] https://americanlibrariesmagazine.org/2020/05/01/well-always-have-american-library-in-paris/
[2] https://stores.inksoft.com/the_overdrive_store/shop/home?utm_medium=social&utm_source=twitter&utm_campaign=undefined&utm_content=twitter_overdrive_merch_store_paid_ad
[1] http://bit.ly/AL-520-issue
[1] http://bit.ly/AL-520-articles
[1] https://twitter.com/i/web/status/1256318985768972288
[1] https://twitter.com/alalibrary/status/1259876375865044992

Top Domains
Top Domains in Tweet in Entire Graph:
[886] twitter.com
[161] ala.org
[43] cqrcengage.com
[37] youtube.com
[24] americanlibrariesmagazine.org
[20] iste.org
[19] ilovelibraries.org
[15] programminglibrarian.org
[14] zoom.us
[10] infusionsoft.com

Top Domains in Tweet in G1:
[201] twitter.com
[67] ala.org
[15] cqrcengage.com
[11] ilovelibraries.org
[10] programminglibrarian.org
[7] americanlibrariesmagazine.org
[6] alavirtualevent.org
[5] zoom.us
[5] youtube.com
[4] paper.li

Top Domains in Tweet in G2:
[128] twitter.com
[27] ala.org
[8] youtube.com
[4] blogspot.com
[4] cqrcengage.com
[4] gumroad.com
[2] zoom.us
[2] google.com
[2] asu.edu
[2] ncac.org

Top Domains in Tweet in G3:
[19] twitter.com
[4] sisd.net
[3] youtube.com
[2] simonandschuster.net
[1] google.com
[1] weebly.com

Top Domains in Tweet in G4:
[32] twitter.com
[9] vimeo.com
[7] ala.org
[4] youtube.com
[4] cqrcengage.com
[4] aasl.org
[3] pclib.org
[2] tuscaloosa-library.org
[2] tweetedtimes.com
[1] sumall.com

Top Domains in Tweet in G5:
[11] twitter.com
[2] ala.org

Top Domains in Tweet in G6:
[24] twitter.com
[11] ala.org
[4] youtube.com
[4] nodexlgraphgallery.org
[2] apalaweb.org
[2] cqrcengage.com
[2] ifla.org
[2] soundcloud.com
[1] ilovelibraries.org
[1] infobase.com

Top Domains in Tweet in G7:
[12] twitter.com
[4] iwfox.com
[3] toroox.com
[2] uw.edu
[2] ala.org
[1] americanlibrariesmagazine.org
[1] syr.edu
[1] timeout.com
[1] cqrcengage.com
[1] youtube.com

Top Domains in Tweet in G8:
[21] twitter.com
[8] ala.org
[6] cqrcengage.com
[5] fiverr.com
[3] zoom.us
[3] careersingovernment.com
[2] ebscohost.com
[1] bit.ly
[1] citiesspeak.org
[1] airtable.com

Top Domains in Tweet in G9:
[87] twitter.com
[1] gototraining.com
[1] youseemore.com
[1] sawyerfreelibrary.org
[1] infusionsoft.com

Top Domains in Tweet in G10:
[12] americanlibrariesmagazine.org
[12] twitter.com
[2] bit.ly
[2] inksoft.com
[2] hbook.com
[1] upenn.edu
[1] ala.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[644] nationallibraryweek
[429] nlld2020
[279] librariesstrong
[112] covid19
[58] 2020census
[49] librariestransform
[47] thankyoulibraries
[43] libraries
[29] fundlibraries
[27] preservationweek



Top Hashtags in Tweet in G1:
[309] nationallibraryweek
[134] librariesstrong
[133] nlld2020
[45] 2020census
[26] preservationweek
[20] thankyoulibraries
[13] librariestransform
[12] librarieslead
[12] libraries
[11] nationalsuperheroday

Top Hashtags in Tweet in G2:
[124] nlld2020
[67] covid19
[67] nationallibraryweek
[36] librariesstrong
[25] fundlibraries
[18] dragqueenstoryhour
[16] pandemic
[12] metoo
[10] alavirtual20
[10] librarians

Top Hashtags in Tweet in G3:
[13] nationallibraryweek
[7] thankyoulibraries
[7] teamsisd
[6] librariesstrong
[5] warriorsathome
[3] neisdlibs
[3] allmeansall
[2] nationalsuperheroday
[2] librarycardsignup
[2] library

Top Hashtags in Tweet in G4:
[20] nlld2020
[13] nationallibraryweek
[6] fiction
[6] graphicnovel
[6] nonfiction
[6] covid19
[5] virtuallibrarylegislativeweek
[5] librariesstrong
[4] njasladvocacy
[4] medlibs

Top Hashtags in Tweet in G5:
[1] nlld2020
[1] tbt
[1] preservationweek

Top Hashtags in Tweet in G6:
[32] nlld2020
[10] resist
[10] inequality
[10] black
[9] librariesstrong
[8] nationallibraryweek
[6] childrensdaybookday
[5] dia2020
[5] covid19
[3] libraries

Top Hashtags in Tweet in G7:
[11] nationallibraryweek
[5] normal
[5] libraries
[2] nlld2020
[2] preswk
[2] wisdomwednesday
[1] covid19
[1] librariesstrong
[1] preservationweek2020
[1] concordma

Top Hashtags in Tweet in G8:
[43] nationallibraryweek
[19] nlld2020
[14] librariesstrong
[7] glma
[6] virtuallibrarylegislativeweek
[6] nlw2020
[5] galibchat
[5] librariestransform
[4] teacherappreciationweek
[4] advocacy

Top Hashtags in Tweet in G9:
[5] nationallibraryweek
[3] library
[2] learn4life
[2] education
[2] bookweek2020athome
[1] takeactionforlibraries
[1] advocate
[1] community
[1] uga
[1] literacy

Top Hashtags in Tweet in G10:
[7] dictionaries
[7] pronunciation
[7] semantics
[7] textualism
[6] nationallibraryweek
[5] librariesstrong
[5] libraries
[3] librarieslead
[2] nlld2020
[2] publiclibraries

Top Words
Top Words in Tweet in Entire Graph:
[4388] Words in Sentiment List#1: Positive
[1557] Words in Sentiment List#2: Negative
[47] Words in Sentiment List#3: Angry/Violent
[104816] Non-categorized Words
[110761] Total Words
[3465] alalibrary
[1665] libraries
[1476] library
[506] #nationallibraryweek
[499] ala

Top Words in Tweet in G1:
[1351] alalibrary
[815] libraries
[529] library
[268] take
[232] school
[223] action
[218] education
[217] #nationallibraryweek
[213] during
[211] miss

Top Words in Tweet in G2:
[606] alalibrary
[233] libraries
[183] library
[183] safelibraries
[119] #nlld2020
[111] advocacy
[109] virtual
[99] public
[67] #covid19
[65] join

Top Words in Tweet in G3:
[158] library
[138] jamesponti
[132] alalibrary
[125] week
[122] national
[81] character
[80] city
[80] spies
[79] win
[79] drawing

Top Words in Tweet in G4:
[158] alalibrary
[89] library
[86] school
[64] libraries
[50] aasl
[31] heylibraraman
[29] advocacy
[28] njasl
[27] take
[26] librarians

Top Words in Tweet in G5:
[121] library
[113] libraries
[113] workers
[108] follow
[106] note
[106] non
[106] librarians
[106] ala
[106] speaks
[106] means

Top Words in Tweet in G6:
[112] alalibrary
[82] libraries
[58] library
[37] asian
[36] advocacy
[31] #nlld2020
[28] ala_apala
[27] loidagarciafebo
[27] ala
[23] week

Top Words in Tweet in G7:
[35] alalibrary
[13] uw
[13] different
[12] thanks
[11] libraries
[11] rdlankes
[11] #nationallibraryweek
[11] learn
[10] bibverband
[10] uwlibraries

Top Words in Tweet in G8:
[96] alalibrary
[60] libraries
[49] library
[34] #nationallibraryweek
[24] take
[22] advocacy
[21] ala_pla
[20] ala
[20] support
[20] virtual

Top Words in Tweet in G9:
[16] library
[13] libraries
[9] librarians
[8] ala
[7] support
[6] school
[5] #nationallibraryweek
[5] reading
[5] need
[5] workers

Top Words in Tweet in G10:
[63] alalibrary
[37] amlibraries
[27] libraries
[26] business
[23] leaders
[21] bryanagarner
[20] program
[16] library
[12] 2020
[12] introducing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[293] take,action
[288] school,libraries
[263] alalibrary,school
[258] libraries,essential
[243] essential,comprehensive
[243] comprehensive,education
[243] education,few
[243] few,100
[243] 100,things
[243] things,students

Top Word Pairs in Tweet in G1:
[191] school,libraries
[190] libraries,essential
[190] alalibrary,school
[189] essential,comprehensive
[189] comprehensive,education
[189] education,few
[189] few,100
[189] 100,things
[189] things,students
[189] students,miss

Top Word Pairs in Tweet in G2:
[47] public,libraries
[39] drag,queens
[34] safelibraries,floriogina
[34] take,action
[33] alalibrary,oif
[33] virtual,#nlld2020
[32] public,schools
[31] libraries,alalibrary
[31] alalibrary,love
[30] pedophilia,being

Top Word Pairs in Tweet in G3:
[124] library,week
[122] national,library
[80] city,spies
[79] small,character
[78] week,much
[78] much,fun
[78] fun,win
[78] win,today's
[78] today's,drawing
[78] drawing,name

Top Word Pairs in Tweet in G4:
[33] school,libraries
[29] alalibrary,school
[20] school,library
[17] school,librarians
[17] aasl,alalibrary
[16] libraries,essential
[15] critical,moment
[15] moment,advocacy
[15] advocacy,library
[15] library,community

Top Word Pairs in Tweet in G5:
[112] library,workers
[106] note,non
[106] non,librarians
[106] librarians,follow
[106] follow,ala
[106] ala,speaks
[106] speaks,libraries
[106] libraries,library
[106] workers,means
[106] means,managers

Top Word Pairs in Tweet in G6:
[18] confronting,xenophobia
[18] xenophobia,supporting
[18] supporting,asian
[18] asian,asian
[13] take,action
[12] asian,pacific
[12] pacific,american
[12] american,communities
[12] action,libraries
[12] libraries,day

Top Word Pairs in Tweet in G7:
[7] slicceo,rdlankes
[7] rdlankes,alalibrary
[7] alalibrary,cilipinfo
[7] cilipinfo,eamontewell
[7] preservation,week
[7] final,day
[7] uw,libraries
[7] iwfox,platform
[6] thanks,slic1991
[6] slic1991,comprehensive

Top Word Pairs in Tweet in G8:
[17] take,action
[13] action,libraries
[12] library,advocates
[11] libraries,day
[9] #nationallibraryweek's,take
[9] part,#nationallibraryweek
[8] national,library
[8] library,legislative
[8] legislative,week
[8] #nationallibraryweek,alalibrary's

Top Word Pairs in Tweet in G9:
[4] library,workers
[3] school,librarians
[2] follow,latest
[2] latest,#learn4life
[2] #learn4life,#education
[2] #education,advice
[2] advice,tools
[2] tools,events
[2] events,iste
[2] coretta,scott

Top Word Pairs in Tweet in G10:
[15] amlibraries,alalibrary
[12] introducing,back
[12] back,business
[12] business,assistance
[12] assistance,program
[12] program,designed
[12] designed,strengthen
[12] strengthen,sustain
[12] sustain,small
[12] small,business

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@safelibraries
@nisdwarren
@jamesponti
@aimeehixauthor
@patoney
@risabrooks11
@marianliberryan
@slmcdanold
@bryanagarner

Top Replied-To in G1:
@alalibrary
@slmcdanold
@hahalibrary
@blume_lee
@mjhnews
@eminencefont
@technolibrary
@braunsk
@ksattler
@brebooklover

Top Replied-To in G2:
@safelibraries
@alalibrary
@ucberkeleylib
@sharonthemezzo
@scjarzombek
@bobbowdon
@homeschool_indy
@mcnamee_briana
@timothysandefur
@deangeliscorey

Top Replied-To in G3:
@nisdwarren
@jamesponti
@debzemanlms
@wehslibrary
@kielybrendan
@dracm
@bcpslibrarians
@floridamediaed
@a_morin08
@wpray_

Top Replied-To in G4:
@alalibrary
@heylibraraman
@blazelibrary
@njasl
@aisled_org
@parksandrecnbc
@literallysmash
@scharle4
@gileslibrarian
@beaverreaders

Top Replied-To in G5:
@alalibrary
@elonmusk

Top Replied-To in G6:
@raypun101
@monicarysavy
@anargul55555
@alalibrary
@readingspark
@credoreference
@mcnamee_briana
@smackie61
@marilib
@noahlenstra

Top Replied-To in G7:
@alalibrary
@suewills19
@drmattfinch
@arjun_sanyal
@cfpl_updates
@storycorps
@ericklinenberg

Top Replied-To in G8:
@alalibrary
@salaughs
@dvisd_dvhslib
@cooklibraryoftu
@stckedlibrarian
@llaoffice
@repraulgrijalva
@ala_pla

Top Replied-To in G10:
@bryanagarner
@amlibraries

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@safelibraries
@jamesponti
@collingsruth
@ala_booklist
@bc_ala
@patoney
@aasl
@ala_acrl
@oif

Top Mentioned in G1:
@alalibrary
@shibsibs
@umichlibrary
@alexshibutani
@alaeditions
@freelibrary
@ala_pla
@slmcdanold
@congressfdn
@maiashibutani

Top Mentioned in G2:
@alalibrary
@safelibraries
@oif
@ala_acrl
@floriogina
@alansinouye
@sharonthemezzo
@irisfoxnycgrand
@formerlemming

Top Mentioned in G3:
@alalibrary
@jamesponti
@maxbrallier
@authorstugibbs
@jburtbooks
@mysapl
@txla
@nisdwarren
@nisd
@nisdlib

Top Mentioned in G4:
@alalibrary
@aasl
@heylibraraman
@njasl
@rucoschools
@skjohns
@projectlitcomm
@njea
@blazelibrary
@tasltn

Top Mentioned in G5:
@collingsruth
@john_overholt
@bannedlibrary
@alalibrary
@margaretjanz
@scottgottliebmd
@cmyeaton
@t_inglesby
@cdcgov
@profcsanders

Top Mentioned in G6:
@alalibrary
@ala_apala
@loidagarciafebo
@raypun101
@anandumu
@powerstationpod
@prof_erikalee
@readingspark
@ifla
@un

Top Mentioned in G7:
@alalibrary
@rdlankes
@bibverband
@uwlibraries
@cilipinfo
@eamontewell
@slicceo
@arjun_sanyal
@slic1991
@librarynicole

Top Mentioned in G8:
@alalibrary
@ala_pla
@overdrivelibs
@librarycongress
@fulcolibrary
@glma
@llaoffice
@westlibsys
@mtvernonlibrary
@georgialibs

Top Mentioned in G9:
@tritownbookmobi

Top Mentioned in G10:
@alalibrary
@amlibraries
@bryanagarner
@senoralibrarian
@a
@lbpubliclibrary
@alaindebotton
@mbreeding
@merriamwebster

Top Tweeters
Top Tweeters in Entire Graph:
@immoralreport
@aonamida_pencil
@iartg
@rcnradio
@mrcoollooking75
@bellesapepper37
@lizditz
@wwf
@_yvonneburton
@cblazblaz

Top Tweeters in G1:
@aonamida_pencil
@iartg
@adunlea
@shirfire218
@iskwmk22
@mixmalikmarvel
@patrickmarierom
@arigatoukimi
@peri_gisele
@justbementalist

Top Tweeters in G2:
@immoralreport
@bellesapepper37
@_yvonneburton
@cblazblaz
@dominiquevanpee
@eigensinn83
@safelibraries
@aaroque2016
@wsj
@marketwatch

Top Tweeters in G3:
@twoshotgurl
@nikiohsbarnes
@baddersfreak
@66mhz
@socorroisd
@xistoquimica
@simply_rain_s
@andreabeaty
@maxjacobson12
@jacobson_corina

Top Tweeters in G4:
@valsadie
@sfdirewolf
@librariesval
@sammaggs
@pkopec17
@iamgmjohnson
@cpsuccesschi
@jarrett_lerner
@sljournal
@harpercollins

Top Tweeters in G5:
@lawbibliophile
@aspeed
@riotheatherrr
@hohojanna
@pinkgodzilla2
@ominousjazz
@sparkymonster
@nonstandardrep
@donnalanclos
@_ajcousins

Top Tweeters in G6:
@nbcnews
@ebonyteach
@iluvhorseracing
@normsworld
@resistorganize
@un
@publisherswkly
@axios
@myleejoseph
@un_women

Top Tweeters in G7:
@textundblog
@anarchivist
@drmattfinch
@cilipinfo
@jessifer
@librarychampion
@mrjonathanking
@nickpoole1
@surreylibraries
@tjowens

Top Tweeters in G8:
@mstepczyk
@tlatela
@careersingov
@miamibeachpi
@ntxprogressive
@allesundnix_
@pigeonbloodred
@yabooknerd
@pcduncle
@dcpl

Top Tweeters in G9:
@alaa
@mistydemeo
@mobeenakhan
@rebeccabryn1
@indritvucaj
@kcrowe
@carlsonengineer
@ruaya_krs
@carli_buns
@skeltzer

Top Tweeters in G10:
@ap
@bemuir_ronkon79
@oupacademic
@kboughida
@cyclingreporter
@swilliamsdlis
@mtnshepherdess
@amlibraries
@barrymccarty
@lsnsweet16


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