ALALibrary, Twitter, 4/30/2020 7:15:39 AM, 225861


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ALALibrary_2020-04-29_20-42-36.xlsx
ALALibrary_2020-04-29_20-42-36.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 30, 2020
Short Description:
ALALibrary via NodeXL https://bit.ly/3c24zU8
@alalibrary
@jamesponti
@safelibraries
@oif
@profcsanders
@billiejeanking
@arjun_sanyal
@scistarter
@lincolnabesread
@nysednews

Top hashtags:
#nationallibraryweek
#librariesstrong
#thankyoulibraries
#bannedbookslist

Description:
Description
The graph represents a network of 4,008 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, 30 April 2020 at 03:44 UTC.

The requested start date was Thursday, 30 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 10-day, 5-hour, 58-minute period from Sunday, 19 April 2020 at 17:56 UTC to Wednesday, 29 April 2020 at 23:55 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 : 4008
Unique Edges : 4344
Edges With Duplicates : 9375
Total Edges : 13719
Number of Edge Types : 5
Replies to : 656
Mentions : 4250
MentionsInRetweet : 5214
Retweet : 3203
Tweet : 396
Self-Loops : 412
Reciprocated Vertex Pair Ratio : 0.0393411380343044
Reciprocated Edge Ratio : 0.0757039947609692
Connected Components : 108
Single-Vertex Connected Components : 62
Maximum Vertices in a Connected Component : 3808
Maximum Edges in a Connected Component : 13277
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.885641
Graph Density : 0.00047540307455964
Modularity : 0.404331
NodeXL Version : 1.0.1.432
Data Import : The graph represents a network of 4,008 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, 30 April 2020 at 03:44 UTC.

The requested start date was Thursday, 30 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 10-day, 5-hour, 58-minute period from Sunday, 19 April 2020 at 17:56 UTC to Wednesday, 29 April 2020 at 23:55 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:
[28] https://twitter.com/ALALibrary/status/1251900875653763072
[16] https://twitter.com/alalibrary/status/1251900875653763072
[11] http://cqrcengage.com/ala/app/take-action?engagementId=507416
[11] http://www.ala.org/conferencesevents/celebrationweeks/natlibraryweek
[11] https://www.tuscaloosareads.org/
[10] http://alastore.ala.org
[10] https://www.iste.org/explore/Empowered-Learner/Librarians-are-key-to-education
[9] https://twitter.com/erikaslong/status/1253105670213304321
[9] https://vimeo.com/411227990
[8] https://iwfox.com/tasks/traffic.php?id=16252

Top URLs in Tweet in G1:
[8] http://cqrcengage.com/ala/app/take-action?engagementId=507416
[8] http://www.ala.org/conferencesevents/celebrationweeks/natlibraryweek
[8] https://iwfox.com/tasks/traffic.php?id=16252
[8] https://www.nenpl.org/home.php
[7] https://www.nbcnews.com/feature/nbc-out/eight-10-most-banned-books-challenged-lgbtq-content-n1188041
[6] https://twitter.com/erikaslong/status/1253105670213304321
[4] https://kovels.com:443/
[4] https://www.kovels.com/news-news-news/kovels-offers-libraries-complimentary-remote-access.html
[3] http://toroox.com/U394xxtl
[3] https://twitter.com/ALALibrary/status/1251959519791456257

Top URLs in Tweet in G2:
[6] https://www.sisd.net/Domain/709
[4] https://www.youtube.com/watch?v=h-C_JgYoIfA&linkId=86762349

[4] https://sway.office.com/5uYgsq2O6Y6aLn1F?ref=Link
[2] https://www.simonandschuster.net/books/Daniel-Visits-the-Library/Maggie-Testa/Daniel-Tigers-Neighborhood/9781481441728
[2] https://www.facebook.com/BCPL.WV/
[2] https://twitter.com/ALALibrary/status/1251900875653763072
[1] https://twitter.com/erikaslong/status/1253105670213304321
[1] https://bit.ly/2xSO8L4
[1] https://twitter.com/i/web/status/1252303271663935490
[1] https://twitter.com/i/web/status/1252838100453036033

Top URLs in Tweet in G3:
[3] http://www.ala.org/bbooks/top
[2] http://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/top10
[2] http://www.ala.org/news/state-americas-libraries-report-2020/issues-trends
[2] https://ncac.org/news/alaska-banned-books
[2] http://www.rockfordpubliclibrary.org/check-it-out/account-information/get-a-library-card-2/
[2] https://twitter.com/ALALibrary/status/1255205900933050368
[2] https://americanlibrariesmagazine.org/blogs/the-scoop/state-of-americas-libraries-2020/
[2] https://twitter.com/SafeLibraries/status/1252340819245187073
[1] https://twitter.com/ALALibrary/status/1252621721468907525
[1] https://twitter.com/i/web/status/1255604793508315136

Top URLs in Tweet in G4:
[3] https://www.fiverr.com/tarekahamed1/do-any-kind-of-bottle-labels
[2] http://tweetedtimes.com/v/11349
[2] https://www.fiverr.com/beautakter42/design-any-modern-cbd-can-or-bottle-label-or-sticker
[2] http://www.tuscaloosa-library.org
[2] https://twitter.com/ALALibrary/status/1251965294253412353
[1] https://twitter.com/i/web/status/1252317068159930368
[1] https://twitter.com/i/web/status/1252280835421569024
[1] https://twitter.com/i/web/status/1252037945801887744
[1] https://twitter.com/i/web/status/1251903463379709954
[1] https://www.youtube.com/watch?v=I64QPRA5nqc&feature=youtu.be


Top URLs in Tweet in G5:
[4] https://gumroad.com/l/YccDi
[2] https://twitter.com/RepAndyLevin/status/1253461012268883974
[1] https://twitter.com/i/web/status/1251682591046078464
[1] https://twitter.com/i/web/status/1138109035809579008
[1] https://twitter.com/safelibraries/status/1252051398969221120?s=21
[1] https://twitter.com/alalibrary/status/1252233314569617410
[1] https://twitter.com/scholastic/status/1252338587858726913
[1] https://twitter.com/i/web/status/1252590598537838592
[1] https://twitter.com/i/web/status/1252590602996367360
[1] https://twitter.com/i/web/status/1253147120472928256

Top URLs in Tweet in G6:
[5] https://careersingovernment.com/job/355843/adult-services-librarian/
[4] https://scistarter.org/NLM
[4] https://www.youtube.com/watch?v=2qM1OIM5Jxk

[3] https://www.youtube.com/watch?v=GM35c_-3nLg

[3] https://www.infodocket.com/2020/04/20/ala-releases-state-of-americas-libraries-2020-report/
[3] http://www.ala.org/nlw
[2] https://asunow.asu.edu/20200423-asu-librarian-offers-tips-moving-education-online
[2] https://www.youtube.com/watch?v=P6vd3KEBRVo&feature=youtu.be&app=desktop

[2] https://twitter.com/ALALibrary/status/1252621721468907525
[2] https://scistarter.org/live-the-field-guide-to-citizen-science

Top URLs in Tweet in G7:
[8] http://alastore.ala.org
[1] https://twitter.com/i/web/status/1255646828562919425
[1] https://twitter.com/i/web/status/1255561638138261506
[1] http://www.ala.org/conferencesevents/national-library-week-tools
[1] http://cqrcengage.com/ala/app/write-a-letter;jsessionid=node086t3ottdoeixbzan46ai3kaz2397830.node0?engagementId=507416
[1] http://www.ilovelibraries.org/article/library-advocates-share-their-favorite-pump-songs
[1] https://twitter.com/i/web/status/1255558839694495746
[1] https://twitter.com/i/web/status/1253050670107811841
[1] http://www.ala.org/rt/gncrt/-guide-reading-library-comics-home
[1] https://twitter.com/iflacpdwl/status/1252642645895032834

Top URLs in Tweet in G8:
[2] https://www.libraryvisit.org/
[2] https://www.hbook.com/?detailStory=national-library-week-2020
[1] https://twitter.com/i/web/status/1255555262737453057
[1] https://twitter.com/stjohnsartssci/status/1254906147913564162
[1] https://www.facebook.com/louiebfree
[1] https://www.wfmj.com/louiefree
[1] https://www.facebook.com/louiebfree/videos/2953166844726793/
[1] https://twitter.com/i/web/status/1255036578076020736
[1] https://twitter.com/i/web/status/1252398995596402690
[1] https://twitter.com/i/web/status/1252280549219225602

Top URLs in Tweet in G9:
[11] https://www.tuscaloosareads.org/
[9] https://www.iste.org/explore/Empowered-Learner/Librarians-are-key-to-education
[8] https://www.iste.org/explore/how-teach-information-literacy
[4] https://www.iste.org/explore/Digital-and-media-literacy/5-things-students-should-do-to-stay-safe-and-secure-online
[1] https://tuscaloosareads.org/
[1] https://www.youtube.com/watch?v=jQKCcWWlsvo

[1] https://twitter.com/i/web/status/1251910184399785984
[1] https://www.iste.org/explore/Digital-and-media-literacy/Top-10-sites-to-help-students-check-their-facts
[1] https://twitter.com/i/web/status/1253019433217523720
[1] https://twitter.com/ALALibrary/status/1252697369503817728

Top URLs in Tweet in G10:
[5] https://www.youtube.com/watch?v=hqEohiCvRU0

[1] https://twitter.com/i/web/status/1255211301732827139
[1] https://twitter.com/i/web/status/1253267625255280642
[1] https://twitter.com/i/web/status/1253090971769868288
[1] https://www.smithsonianmag.com/history/horse-riding-librarians-were-great-depression-bookmobiles-180963786/
[1] https://twitter.com/i/web/status/1252971248340131840
[1] https://twitter.com/i/web/status/1252974791159623681
[1] https://twitter.com/i/web/status/1252975444388917249
[1] https://twitter.com/i/web/status/1252982491083952129
[1] https://twitter.com/i/web/status/1252982839777337349

Top Domains
Top Domains in Tweet in Entire Graph:
[941] twitter.com
[95] ala.org
[45] youtube.com
[23] iste.org
[14] cqrcengage.com
[12] tuscaloosareads.org
[11] facebook.com
[10] programminglibrarian.org
[9] vimeo.com
[9] americanlibrariesmagazine.org

Top Domains in Tweet in G1:
[239] twitter.com
[45] ala.org
[10] cqrcengage.com
[9] youtube.com
[8] iwfox.com
[8] nenpl.org
[8] kovels.com
[7] nbcnews.com
[6] programminglibrarian.org
[6] ilovelibraries.org

Top Domains in Tweet in G2:
[44] twitter.com
[9] youtube.com
[6] sisd.net
[4] office.com
[2] simonandschuster.net
[2] facebook.com
[2] cbcbooks.org
[2] slj.com
[1] bit.ly
[1] kidlit.tv

Top Domains in Tweet in G3:
[38] twitter.com
[8] ala.org
[2] ncac.org
[2] rockfordpubliclibrary.org
[2] americanlibrariesmagazine.org
[1] yahoo.com
[1] facebook.com
[1] weyburnreview.com
[1] reuters.com
[1] cbc.ca

Top Domains in Tweet in G4:
[18] twitter.com
[6] fiverr.com
[3] tuscaloosa-library.org
[2] tweetedtimes.com
[1] youtube.com

Top Domains in Tweet in G5:
[88] twitter.com
[4] gumroad.com
[2] blogspot.com
[2] ala.org
[1] amazon.com
[1] cqrcengage.com
[1] facebook.com

Top Domains in Tweet in G6:
[32] twitter.com
[10] youtube.com
[7] ala.org
[6] scistarter.org
[5] careersingovernment.com
[3] infodocket.com
[3] cornell.edu
[2] asu.edu
[1] programminglibrarian.org
[1] hypotheses.org

Top Domains in Tweet in G7:
[37] twitter.com
[12] ala.org
[2] cqrcengage.com
[2] youtube.com
[1] ilovelibraries.org
[1] americanlibrariesmagazine.org
[1] programminglibrarian.org
[1] bit.ly
[1] hafuboti.com
[1] ijpr.org

Top Domains in Tweet in G8:
[23] twitter.com
[3] hbook.com
[2] libraryvisit.org
[2] facebook.com
[1] wfmj.com
[1] ajc.com
[1] sirsi.net
[1] americanlibrariesmagazine.org

Top Domains in Tweet in G9:
[22] iste.org
[12] tuscaloosareads.org
[9] twitter.com
[1] youtube.com

Top Domains in Tweet in G10:
[27] twitter.com
[5] youtube.com
[1] smithsonianmag.com
[1] watermarkonline.com
[1] ala.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1590] nationallibraryweek
[214] librariesstrong
[159] thankyoulibraries
[125] bannedbookslist
[89] librariestransform
[88] covid19
[55] middlegrademayhem
[40] nationallibraryworkersday
[39] nationalbookmobileday
[36] libraries



Top Hashtags in Tweet in G1:
[736] nationallibraryweek
[116] librariesstrong
[76] thankyoulibraries
[26] nationalbookmobileday
[17] librariestransform
[14] librarycardsignup
[13] covid19
[13] nationalsuperheroday
[12] bannedbookslist
[11] preservation

Top Hashtags in Tweet in G2:
[121] nationallibraryweek
[53] middlegrademayhem
[33] bannedbookslist
[28] thankyoulibraries
[19] librariestransform
[15] jcpslibraries
[13] librariesstrong
[12] teamsisd
[12] wearejcpsathome
[8] nationallibraryworkers

Top Hashtags in Tweet in G3:
[62] bannedbookslist
[56] nationallibraryweek
[15] princeandknight
[14] drama
[14] dayofsilence
[7] librariesstrong
[7] preservationweek
[3] nationallibraryworkersday
[2] bannedbooksweek
[2] librariestransform

Top Hashtags in Tweet in G4:
[85] nationallibraryweek
[8] mglit
[7] librariesstrong
[6] librariestransform
[5] thankyoulibraries
[3] bannedbookslist
[2] nationalbookmobileday
[2] palibraries
[1] preservationweek
[1] shibshow

Top Hashtags in Tweet in G5:
[42] nationallibraryweek
[39] covid19
[20] oneworld
[20] nwo
[12] fakenews
[12] bannedbookslist
[9] metoo
[9] parenting
[9] libraries
[8] lgbt

Top Hashtags in Tweet in G6:
[34] nationallibraryweek
[9] covid19
[7] citizenscience
[6] citscimonth
[5] hiring
[5] opportunity
[5] librarysciences
[5] colliervilletnjobs
[5] libraries
[5] nationallibraryworkersday

Top Hashtags in Tweet in G7:
[63] nationallibraryweek
[19] librariesstrong
[17] nlld2020
[9] bcpslms
[3] library
[3] aaslslm
[3] tlchat
[3] schoollibrarymonth
[2] celebratereading
[2] proud

Top Hashtags in Tweet in G8:
[22] nationallibraryweek
[13] nlw2020
[9] fultonreads
[8] fulcolibrary
[7] resolvetoread
[7] thankyoulibraries
[5] librariesstrong
[5] ilovelibraries
[3] librariestransform
[3] libraries

Top Hashtags in Tweet in G9:
[10] nationallibraryweek
[8] remotelearning
[5] digcit
[3] tcsathome
[3] thankyoulibraries
[2] tuscaloosareads
[2] allibraries
[1] learningkeepsgoing
[1] medialiteracy
[1] hcslibrarymedia

Top Hashtags in Tweet in G10:
[26] nationallibraryweek
[5] nationalpoetrymonth
[3] ocpsreads
[1] librariesstrong
[1] quarantinelife
[1] impactcdl
[1] middlegrademayhem
[1] nationalbookmobileday
[1] schoollibrarymonth
[1] artsintegration

Top Words
Top Words in Tweet in Entire Graph:
[4531] Words in Sentiment List#1: Positive
[831] Words in Sentiment List#2: Negative
[16] Words in Sentiment List#3: Angry/Violent
[97997] Non-categorized Words
[103359] Total Words
[3279] alalibrary
[2097] library
[1452] #nationallibraryweek
[1411] libraries
[883] national

Top Words in Tweet in G1:
[1265] alalibrary
[732] library
[716] libraries
[636] #nationallibraryweek
[275] national
[248] digital
[245] week
[235] today
[197] take
[190] during

Top Words in Tweet in G2:
[361] jamesponti
[323] library
[295] week
[277] national
[244] alalibrary
[192] win
[149] happy
[137] today's
[135] ilovelibraries
[120] #nationallibraryweek

Top Words in Tweet in G3:
[163] alalibrary
[114] books
[100] oif
[85] challenged
[76] 2019
[75] challenges
[62] #bannedbookslist
[58] libraries
[57] year
[54] lgbtqia

Top Words in Tweet in G4:
[174] alalibrary
[127] maiashibutani
[127] library
[118] libraries
[84] alexshibutani
[83] #nationallibraryweek
[77] 2020
[60] chairs
[54] honorary
[51] read

Top Words in Tweet in G5:
[231] alalibrary
[159] safelibraries
[52] library
[47] american
[41] #nationallibraryweek
[39] oif
[39] #covid19
[38] association
[36] libraries
[34] librarians

Top Words in Tweet in G6:
[109] alalibrary
[87] library
[37] libraries
[33] ala_acrl
[32] work
[30] #nationallibraryweek
[24] arlnews
[22] live
[20] workers
[20] more

Top Words in Tweet in G7:
[182] alalibrary
[114] library
[101] libraries
[53] #nationallibraryweek
[40] ala
[39] national
[34] day
[34] virtual
[31] today
[31] week

Top Words in Tweet in G8:
[54] alalibrary
[25] library
[22] #nationallibraryweek
[18] fulcolibrary
[15] bryanagarner
[14] day
[13] amlibraries
[13] libraries
[13] #nlw2020
[11] georgialibs

Top Words in Tweet in G9:
[49] alalibrary
[44] tcsboardofed
[43] librarians
[29] iste
[26] during
[23] library
[21] thank
[20] ezigbo_
[20] week
[19] national

Top Words in Tweet in G10:
[57] alalibrary
[56] ncte
[26] #nationallibraryweek
[24] trinityprepfl
[24] floridamediaed
[24] aislibrarians
[24] subaru_usa
[18] ilatoday
[17] reading_reba
[17] avidreader727

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[758] national,library
[711] library,week
[359] alalibrary,#nationallibraryweek
[252] take,action
[214] libraries,day
[212] action,libraries
[182] happy,national
[173] digital,resources
[162] resources,available
[160] public,libraries

Top Word Pairs in Tweet in G1:
[250] alalibrary,#nationallibraryweek
[197] national,library
[180] library,week
[176] take,action
[149] action,libraries
[149] libraries,day
[135] digital,resources
[133] resources,available
[127] #nationallibraryweek,begins
[127] begins,today

Top Word Pairs in Tweet in G2:
[277] library,week
[275] national,library
[137] happy,national
[122] jamesponti,happy
[114] follow,retweet
[113] chance,win
[81] city,spies
[80] small,character
[79] week,much
[79] much,fun

Top Word Pairs in Tweet in G3:
[36] challenged,book
[36] book,2019
[36] 10,books
[32] year,2019
[32] 2019,saw
[32] saw,rise
[32] rise,censorship
[32] censorship,challenges
[32] challenges,increase
[32] increase,coordinated

Top Word Pairs in Tweet in G4:
[53] honorary,chairs
[48] matter,re
[48] re,interested
[48] interested,something
[48] something,everyone
[48] everyone,library
[48] library,alalibrary
[47] maiashibutani,matter
[47] alalibrary,#nationallibrarywee
[46] woahhhh,kid

Top Word Pairs in Tweet in G5:
[42] american,library
[38] library,association
[36] safelibraries,alalibrary
[28] alalibrary,oif
[24] safelibraries,realjameswoods
[21] association,alalibrary
[21] irisfoxnycgrand,formerlemming
[19] #oneworld,#nwo
[18] children,#oneworld
[17] arlenwms,leohohmann

Top Word Pairs in Tweet in G6:
[18] library,workers
[14] live,field
[14] field,guide
[14] guide,citizen
[14] citizen,science
[13] library,staff
[12] scistarter,live
[11] arlnews,ala_acrl
[10] happy,#nationallibraryweek
[10] libraries,library

Top Word Pairs in Tweet in G7:
[31] national,library
[27] library,week
[25] take,action
[22] action,libraries
[22] libraries,day
[19] library,workers
[18] public,libraries
[16] support,libraries
[14] alalibrary,aasl
[12] hosting,first

Top Word Pairs in Tweet in G8:
[11] alalibrary,glalibrary
[10] national,library
[9] celebrating,national
[8] amlibraries,alalibrary
[8] georgialibs,alalibrary
[8] clarkhall3,fbi
[8] fbi,foia
[8] fbirecordsvault,uspto
[7] predict,contactless
[7] contactless,heavy

Top Word Pairs in Tweet in G9:
[19] national,library
[18] library,week
[16] recognizing,tcs
[16] tcs,librarians
[16] librarians,during
[16] during,national
[16] week,thank
[16] thank,work
[16] work,schools
[15] tcsboardofed,recognizing

Top Word Pairs in Tweet in G10:
[24] aislibrarians,alalibrary
[24] alalibrary,ncte
[24] ncte,subaru_usa
[22] trinityprepfl,floridamediaed
[22] floridamediaed,aislibrarians
[16] pernilleripp,ncte
[12] recognition,#nationallibraryweek
[12] #nationallibraryweek,april
[12] april,19
[12] 19,25

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@jamesponti
@safelibraries
@nisdwarren
@ezigbo_
@goraina
@goodreads
@marianliberryan
@avidreader727
@bryanagarner

Top Replied-To in G1:
@alalibrary
@goodreads
@mjhnews
@newberrylibrary
@ericklinenberg
@vikasr07
@cfpl_updates
@overdrivelibs
@erikaslong
@emilys129

Top Replied-To in G2:
@jamesponti
@alalibrary
@ilovelibraries
@bartography
@librarianshipca
@ehs_librarians
@maiashibutani
@loidagarciafebo
@jcps_lms
@ericklinenberg

Top Replied-To in G3:
@goraina
@timothysandefur
@danielhaack
@barbarabushfdn
@ncacensorship
@msjohns1209
@matsu_news
@scholastic
@iamjohnoliver
@heartcarren

Top Replied-To in G4:
@alexshibutani
@maiashibutani
@cooklibraryoftu
@loidagarciafebo
@overdrivelibs
@tuscaloosabooks
@mcpl1965
@humbleisd_lse
@safelibraries

Top Replied-To in G5:
@safelibraries
@alalibrary
@arlenwms
@loverpafc
@kirstenlothbrok
@bobbowdon
@jennfranconews
@marklevinshow
@waltjesseskylar
@charbennardo

Top Replied-To in G6:
@ucberkeleylib
@repaoc
@alalibrary
@repchrispappas
@nysednews
@libraryjournal
@asulibraries
@akaur0
@thomascauvin
@strosow

Top Replied-To in G7:
@shannonmmiller
@alalibrary
@lbookends
@noahlenstra
@wbezreset
@scharle4
@carol_perryman
@gileslibrarian
@hafuboti
@livluvlibrary

Top Replied-To in G8:
@bryanagarner
@clarkhall3
@fulcolibrary
@1600council
@brookviewreads
@collinwebbinga
@librarianchat
@al_cidi

Top Replied-To in G9:
@ezigbo_
@iste

Top Replied-To in G10:
@avidreader727
@reading_reba
@mjjohnson1216
@dray1959
@mrs_alfano
@kwhsmediacenter
@hrmason
@christinafarley
@anellawetter
@pdkintl

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@jamesponti
@ilovelibraries
@oif
@maiashibutani
@safelibraries
@txla
@alexshibutani
@floridamediaed
@ssedlib

Top Mentioned in G1:
@alalibrary
@overdrivelibs
@newberrylibrary
@goodreads
@ala_pla
@shibsibs
@abos_outreach
@savethechildren
@cfpl_updates
@ilovelibraries

Top Mentioned in G2:
@jamesponti
@alalibrary
@ilovelibraries
@ssedlib
@txla
@floridamediaed
@maxbrallier
@authorstugibbs
@jburtbooks
@cbcbook

Top Mentioned in G3:
@alalibrary
@oif
@goraina
@danielhaack
@glaad
@littlebeebooks
@scholastic
@mattlavietes
@alal

Top Mentioned in G4:
@alalibrary
@maiashibutani
@alexshibutani
@shibsibs
@billiejeanking
@penguinclass
@ala_graphics
@ilovelibraries
@overdrivelibs
@palibraryassoc

Top Mentioned in G5:
@alalibrary
@safelibraries
@oif
@realjameswoods
@irisfoxnycgrand
@formerlemming
@leohohmann
@arlenwms
@gulagbound
@aclu

Top Mentioned in G6:
@alalibrary
@ala_acrl
@arlnews
@scistarter
@cornell_library
@asulibraries
@ucberkeley
@minecraft
@uofcalifornia
@cornell

Top Mentioned in G7:
@alalibrary
@loidagarciafebo
@aasl
@ala_pla
@ala_graphics
@swamagnet
@skjohns
@noahlenstra
@senthomtillis
@senatorburr

Top Mentioned in G8:
@alalibrary
@fulcolibrary
@amlibraries
@georgialibs
@glalibrary
@libnofcongress
@fbi
@foia
@military
@fbirecordsvault

Top Mentioned in G9:
@alalibrary
@tcsboardofed
@iste
@aslalib
@alabamaachieves
@istelib
@edtechcaitlin
@emsstampede
@ericfhines
@heatheroverread

Top Mentioned in G10:
@alalibrary
@ncte
@trinityprepfl
@floridamediaed
@aislibrarians
@subaru_usa
@ilatoday
@pernilleripp
@reading_reba
@jamesponti

Top Tweeters
Top Tweeters in Entire Graph:
@immoralreport
@aonamida_pencil
@rcnradio
@mystery_girl14
@mrcoollooking75
@ligayaloyola
@russelltim151
@docwashburn
@bluebirdtrini
@helloteamtrump

Top Tweeters in G1:
@bluebirdtrini
@sewstitchquilt2
@kaylamarie413
@adunlea
@mstepczyk
@joanpennnative
@mixmalikmarvel
@saintsghost
@ellis_texas
@inclinepress

Top Tweeters in G2:
@writeonsteph
@twoshotgurl
@neilhimself
@lindabernfeld
@wemeow2
@66mhz
@baddersfreak
@frankfrompaddys
@clemenkitten13
@schlowlibrary

Top Tweeters in G3:
@ligayaloyola
@russelltim151
@katelaity
@iskwmk22
@eigensinn83
@nytimes
@shadowmalec23
@truthseeker6761
@njokingumi
@theragingqueen

Top Tweeters in G4:
@aonamida_pencil
@mystery_girl14
@shirfire218
@toramomo_tweet
@pushandpulljlm
@valsadie
@patrickmarierom
@themominatrixx
@pdoubt
@arigatoukimi

Top Tweeters in G5:
@immoralreport
@docwashburn
@helloteamtrump
@_yvonneburton
@safelibraries
@wsj
@cnet
@aol
@califquail1969
@sjorolan

Top Tweeters in G6:
@pupsherlive
@jacobsberg
@theangelofwrath
@careersingov
@artsalamode
@noethematt
@gingot1
@berkeleyside
@calalumni81
@melcityoflit

Top Tweeters in G7:
@mrschureads
@chipgoines
@iluvhorseracing
@i_y_s
@shannonmmiller
@yalsa
@myleejoseph
@donalynbooks
@janecowell8
@fggutierrez

Top Tweeters in G8:
@ap
@thatmags
@librarianchat
@21wfmj
@louiebfree
@oupacademic
@randomhousekids
@cyclingreporter
@parademagazine
@barrymccarty

Top Tweeters in G9:
@rialtoboard
@vxjoe
@iste
@alabamaachieves
@ngage_etx
@ezigbo_
@msedtechie
@tidecam
@scottmllrd
@techielibrarian

Top Tweeters in G10:
@bar_zie
@ncte
@web20classroom
@pernilleripp
@disruptedtv
@mjjohnson1216
@shfarnsworth
@timlriley
@angelastockman
@academicknight


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