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ALALibrary_2022-07-06_20-30-40.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
July 07, 2022
Short Description:
ALALibrary via NodeXL https://bit.ly/3yr2g9I
@alalibrary
@sexharassed
@logosandliberty
@queenofrats
@libnofcongress
@hornbook
@kobidor
@candlewick
@hisdkids
@stacylangton

Top hashtags:
#alaac22
#librarians
#alaac2022
#alatogetheragain
#uniteagainstbookbans
#libraries

Description:
Description
The graph represents a network of 5,058 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, 07 July 2022 at 03:39 UTC.

The requested start date was Thursday, 07 July 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 37-day, 10-hour, 17-minute period from Monday, 30 May 2022 at 12:56 UTC to Wednesday, 06 July 2022 at 23:14 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 : 5058
Unique Edges : 8530
Edges With Duplicates : 14598
Total Edges : 23128
Number of Edge Types : 5
Retweet : 3691
MentionsInRetweet : 7909
Mentions : 9342
Replies to : 1871
Tweet : 315
Self-Loops : 359
Reciprocated Vertex Pair Ratio : 0.0644387591941158
Reciprocated Edge Ratio : 0.121075559561364
Connected Components : 56
Single-Vertex Connected Components : 44
Maximum Vertices in a Connected Component : 4982
Maximum Edges in a Connected Component : 23029
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.880556
Graph Density : 0.000520519224377095
Modularity : 0.37386
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 5,058 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, 07 July 2022 at 03:39 UTC.

The requested start date was Thursday, 07 July 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 37-day, 10-hour, 17-minute period from Monday, 30 May 2022 at 12:56 UTC to Wednesday, 06 July 2022 at 23:14 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:
[44] https://www.youtube.com/watch?app=desktop&v=HUmH4brimx0&t=214s&pp=2AHWAZACAQ%3D%3D
[29] https://goto.newmarklearning.com/acton/media/36471/reycraft-books-at-ala-2022
[26] http://www.booktitlegenerator.net/
[17] https://www.thepopverse.com/dc-pride-2022-anthology-libraries
[17] https://2022.alaannual.org/
[16] https://2022.alaannual.org/registration
[15] https://actualitte.com/article/106663/bibliotheque/etats-unis-multiplication-des-violences-contre-les-bibliothecaires
[11] https://actualitte.com/article/106356/international/etats-unis-la-riposte-s-organise-face-a-une-censure-qui-vise-les-librairies
[11] https://www.flickr.com/photos/24029425@N06/3551356097
[10] https://drawnandquarterly.com/event/dq-at-the-ala-annual-conference-june-23-28/

Top URLs in Tweet in G1:
[11] https://2022.alaannual.org/registration
[11] https://www.flickr.com/photos/24029425@N06/3551356097
[10] https://2022.alaannual.org/
[6] |
[4] https://www.eventscribe.net/2022/alaannual/agenda.asp?pfp=FullSchedule
[4] https://2022.alaannual.org/ala-annual-t-shirts-gifts
[4] https://www.eventscribe.net/2022/alaannual/aaStatic.asp?SFP=TFNVRllWTFBAMTE5OTZARGlnaXRhbCBFeHBlcmllbmNlIEZ1bGwgU2NoZWR1bGU
[4] https://2022.alaannual.org/mobile-app
[4] https://2022.alaannual.org/digital-experience
[4] https://twitter.com/kelseybogan/status/1540809694721236993

Top URLs in Tweet in G2:
[16] https://www.thepopverse.com/dc-pride-2022-anthology-libraries
[6] https://comminfo.rutgers.edu/news/sci-faculty-and-staff-attend-and-exhibit-american-library-association-annual-conference-washington-dc
[4] https://www.spectrumscience.com/spectrum-takes-a-stand-with-pride-coloring-book.html
[4] https://2022.alaannual.org/registration
[4] https://2022.alaannual.org/
[3] https://uniteagainstbookbans.org/
[3] https://docs.google.com/presentation/d/e/2PACX-1vQZP9rCR2RBPdoFOOThy_YkFFqcMQOmPGGmopZt_jJBkxs7wq5LLJz46s_JdlWdeNyeusiF5XEqN6b4/pub?start=false&loop=false&delayms=3000&slide=id.ga073618e60_0_16
[3] https://2022.alaannual.org/closing-general-session
[3] https://2022.alaannual.org/library-marketplace/library-marketplace-exhibits-stages-resources
[3] https://2022.alaannual.org/ala-annual-t-shirts-gifts

Top URLs in Tweet in G3:
[29] https://goto.newmarklearning.com/acton/media/36471/reycraft-books-at-ala-2022
[6] https://goto.newmarklearning.com/acton/ct/36471/p-0033/Bct/l-0112/l-0112:3/ct36_0/1/dtc?sid=TV2:m9lf0Q1ei
[5] http://celebratescience.blogspot.com/2022/06/looking-at-nonfiction-with-new-eyes-by.html
[5] http://celebratescience.blogspot.com/2022/06/why-teens-read.html
[4] https://www.abramsbooks.com/alaac/
[4] https://goto.newmarklearning.com/acton/ct/36471/p-0033/Bct/l-0112/l-0112:3/ct33_0/1/dtc?sid=TV2:m9lf0Q1ei
[2] https://www.hbook.com/story/2022-newbery-medal-acceptance-by-donna-barba-higuera
[2] https://www.hbook.com/story/2022-caldecott-medal-acceptance-by-jason-chin
[2] https://www.hbook.com/story/2022-csk-author-award-acceptance-by-carole-boston-weatherford
[2] http://www.hbook.com:80/story/2022-csk-illustrator-award-acceptance-on-behalf-of-the-late-floyd-cooper

Top URLs in Tweet in G4:
[44] https://www.youtube.com/watch?app=desktop&v=HUmH4brimx0&t=214s&pp=2AHWAZACAQ%3D%3D
[5] https://twitter.com/alalibrary/status/1531668833391591426
[4] https://twitter.com/ALALibrary/status/1531668833391591426
[3] https://twitter.com/GCN3030/status/1537207105760862208?t=n_Vt6VBsUZyHAqJAZy3urg&s=19
[3] https://twitter.com/alalibrary/status/1535285410988965889
[3] https://www.ala.org/advocacy/libraries-respond-drag-queen-story-hour
[2] https://twitter.com/oif/status/1511042601041993735
[2] https://twitter.com/alalibrary/status/1541461868862210053
[2] https://twitter.com/larryoconnor/status/1542966160961970185
[2] https://twitter.com/conceptualjames/status/1532419394135113729

Top URLs in Tweet in G5:
[1] https://twitter.com/AaronMMaybin/status/1544771458739671041
[1] https://twitter.com/BrodyLevesque/status/1539792407704743939
[1] https://twitter.com/femonomics/status/1540652145766187008
[1] https://twitter.com/ALALibrary/status/1541083979561967617
[1] https://twitter.com/ALALibrary/status/1540479636030750727
[1] https://twitter.com/i/web/status/1539080327452405760

Top URLs in Tweet in G6:
[15] https://actualitte.com/article/106663/bibliotheque/etats-unis-multiplication-des-violences-contre-les-bibliothecaires
[11] https://actualitte.com/article/106356/international/etats-unis-la-riposte-s-organise-face-a-une-censure-qui-vise-les-librairies
[5] https://actualitte.com/article/106730/bibliotheque/la-bulle-tiers-lieu-d-annemasse-remarque-aux-etats-unis
[4] https://actualitte.com/article/106474/international/etats-unis-des-integristes-catholiques-visent-la-diversite-dans-les-bibliotheques
[1] https://actualitte.com/article/106251/international/les-librairies-americaines-reagissent-a-la-fusillade-meurtriere-d-uvalde
[1] https://okt.to/oK8HyR
[1] https://okt.to/aDsQmJ
[1] https://okt.to/m1qFJW
[1] https://okt.to/KOSMWj
[1] https://okt.to/qj2YvS

Top URLs in Tweet in G7:
[10] https://drawnandquarterly.com/event/dq-at-the-ala-annual-conference-june-23-28/
[2] https://www.nbcnewyork.com/news/local/celebrating-summer-at-the-nypl-free-book-giveaway-for-kids/3727586/
[1] https://mailchi.mp/drawnandquarterly/drnaso-acting-class-promo-talk-to-my-back-guardian-ala
[1] https://twitter.com/i/web/status/1538994161298309127
[1] https://mailchi.mp/drawnandquarterly/omnis-in-stores-perfect-life-in-stores-booklist-ducks-ala
[1] http://www.fiverr.com/262373125?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=xej1r1
[1] https://twitter.com/AnitaSummers57/status/1540742047857971200
[1] https://lgbt50.org/barbara-gittings
[1] https://www.youtube.com/watch?app=desktop&v=0FF1AjzKO7I&list=PLSHhM-8bCBlCvXAs0lNxM_ewOt-y02m05&index=1

Top URLs in Tweet in G8:
[1] https://www.whitehouse.gov/briefing-room/statements-releases/2022/06/09/fact-sheetbiden-administration-announces-operational-plan-for-covid-19-vaccinations-for-children-under-5/

Top URLs in Tweet in G9:
[2] https://2022.alaannual.org/
[1] https://twitter.com/maria_hinojosa/status/1536366798832287746
[1] https://www.deanjobb.com/the-murderous-doctor-cream
[1] https://twitter.com/ALALibrary/status/1529551381945802754
[1] https://twitter.com/3StarsBookAward/status/1539591653291327488
[1] https://twitter.com/ala_united/status/1540717408683442176
[1] https://twitter.com/alalibrary/status/1535731604492062721
[1] https://twitter.com/alalibrary/status/1539402289819041793
[1] https://twitter.com/StckedLibrarian/status/1537449933862645763
[1] https://twitter.com/i/web/status/1537789661325557761

Top URLs in Tweet in G10:
[7] https://careersingovernment.com/job/531308/library-assistant-i-ii/
[7] https://careersingovernment.com/job/523904/senior-program-assistant/
[2] https://www.tcpl.org/library-director-search-2022
[1] https://www.nytimes.com/2022/07/06/books/book-ban-librarians.html?referringSource=articleShare
[1] https://elearning.ala.org/local/catalog/view/product.php?productid=366
[1] https://twitter.com/ALALibrary/status/1534993489632567296
[1] https://twitter.com/ALASCSJSU/status/1540315998670028800
[1] https://www.instagram.com/accounts/login/?next=/p/CfVRfqgLTZf/
[1] https://twitter.com/gaepol/status/1539687982843809797
[1] https://www.amazon.com/hz/wishlist/ls/2QT7QPH0XGSS6?ref_=wl_share

Top Domains
Top Domains in Tweet in Entire Graph:
[644] twitter.com
[97] ala.org
[77] newmarklearning.com
[69] alaannual.org
[56] youtube.com
[36] actualitte.com
[26] booktitlegenerator.net
[21] eventscribe.net
[21] uniteagainstbookbans.org
[18] thepopverse.com

Top Domains in Tweet in G1:
[122] twitter.com
[43] alaannual.org
[36] ala.org
[12] eventscribe.net
[11] flickr.com
[7] ilovelibraries.org
[6] uniteagainstbookbans.org
[5] americanlibrariesmagazine.org
[5] programminglibrarian.org
[5] youtube.com

Top Domains in Tweet in G2:
[169] twitter.com
[37] ala.org
[21] alaannual.org
[17] thepopverse.com
[9] uniteagainstbookbans.org
[8] google.com
[7] eventscribe.net
[7] ilovelibraries.org
[7] rutgers.edu
[6] spectrumscience.com

Top Domains in Tweet in G3:
[77] newmarklearning.com
[26] twitter.com
[13] hbook.com
[10] blogspot.com
[4] abramsbooks.com
[2] informz.net
[1] substack.com
[1] carlemuseum.org
[1] nbcnewyork.com
[1] instagram.com

Top Domains in Tweet in G4:
[188] twitter.com
[46] youtube.com
[10] ala.org
[4] lifesitenews.com
[2] spreadshirt.com
[2] infodocket.com
[1] blogspot.com
[1] rebelnews.com
[1] thepostmillennial.com
[1] eventscribe.net

Top Domains in Tweet in G5:
[6] twitter.com

Top Domains in Tweet in G6:
[36] actualitte.com
[5] okt.to
[3] librarytechnology.org
[3] ala.org
[2] twitter.com
[1] americanlibrariesmagazine.org
[1] alaannual.org
[1] publishersweekly.com
[1] chattanoogan.com
[1] overdrive.com

Top Domains in Tweet in G7:
[10] drawnandquarterly.com
[2] mailchi.mp
[2] twitter.com
[2] nbcnewyork.com
[1] fiverr.com
[1] lgbt50.org
[1] youtube.com

Top Domains in Tweet in G8:
[1] whitehouse.gov

Top Domains in Tweet in G9:
[8] twitter.com
[2] alaannual.org
[1] deanjobb.com

Top Domains in Tweet in G10:
[14] careersingovernment.com
[9] twitter.com
[2] tcpl.org
[1] nytimes.com
[1] ala.org
[1] instagram.com
[1] amazon.com
[1] smithlib.org
[1] youtube.com
[1] wnylrc.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1520] alaac22
[312] librarians
[204] alaac2022
[177] alatogetheragain
[175] uniteagainstbookbans
[116] libraries
[86] parenting
[86] dads
[82] moms
[68] grooming



Top Hashtags in Tweet in G1:
[380] alaac22
[65] alatogetheragain
[48] alaac2022
[39] uniteagainstbookbans
[37] marceltheshell
[26] pridemonth
[26] troublemaker
[25] rainbowbookmonth
[17] libraries
[10] bannedbooksweek

Top Hashtags in Tweet in G2:
[567] alaac22
[67] alaac2022
[63] uniteagainstbookbans
[38] alatogetheragain
[37] librarians
[33] pride
[26] librarytwitter
[23] freadom
[17] libraries
[16] pridemonth

Top Hashtags in Tweet in G3:
[265] alaac22
[69] alaac2022
[36] csk
[31] caldecott
[28] newbery
[27] ala
[21] hbmag
[21] alatogetheragain
[18] libraries
[17] librariestransform

Top Hashtags in Tweet in G4:
[205] librarians
[130] alaac22
[86] dads
[83] parenting
[81] moms
[66] grooming
[65] groomers
[52] okgroomer
[51] dqsh
[48] libraries

Top Hashtags in Tweet in G6:
[25] alaac22
[10] annemasse
[5] bookbanusa
[5] censure
[4] lgbtqia
[3] bibliotheque
[3] librairie
[3] alaac2022
[2] insolite
[2] prix

Top Hashtags in Tweet in G7:
[18] alaac22
[2] ala2022
[2] schoollibrarian
[2] library
[1] revengeofthelibrarians
[1] alac2022
[1] firsttimer
[1] summerfun
[1] freakingoutinspanish
[1] happylibrarian

Top Hashtags in Tweet in G8:
[2] immunizeunder5s

Top Hashtags in Tweet in G9:
[31] alaac22
[15] alatogetheragain
[8] librarians
[6] bookposse
[1] onceiwasyou
[1] onceiwasyouyre
[1] mglit
[1] mgmemoir
[1] alattt
[1] ala_carnegie

Top Hashtags in Tweet in G10:
[14] applynow
[14] jobsearch
[14] jobalert
[12] hiring
[7] alaac22
[7] careeropportunity
[2] pridemonth
[1] librarians
[1] pride
[1] lgbtq

Top Words
Top Words in Tweet in Entire Graph:
[5408] alalibrary
[1519] #alaac22
[858] library
[703] book
[641] conference
[577] booth
[566] ala
[531] books
[522] annual
[519] libraries

Top Words in Tweet in G1:
[1533] alalibrary
[379] #alaac22
[258] library
[250] annual
[229] booth
[219] conference
[206] brownbookworm
[185] ala
[178] free
[159] hope

Top Words in Tweet in G2:
[1547] alalibrary
[567] #alaac22
[291] library
[241] libraries
[226] book
[220] librarians
[209] join
[200] ala
[183] conference
[161] libnofcongress

Top Words in Tweet in G3:
[815] alalibrary
[265] #alaac22
[217] booth
[173] books
[152] hornbook
[140] author
[135] thank
[128] 2022
[124] award
[122] book

Top Words in Tweet in G4:
[636] alalibrary
[258] sexharassed
[205] #librarians
[182] child
[151] children
[130] kids
[130] #alaac22
[118] library
[108] school
[99] men

Top Words in Tweet in G5:
[183] reading
[61] stop
[61] treating
[61] comics
[61] graphic
[61] novels
[61] inferior
[61] forms
[61] regardless
[60] queenofrats

Top Words in Tweet in G6:
[73] alalibrary
[35] états
[35] unis
[35] oclc
[28] actualitte
[25] #alaac22
[18] alalibrary's
[16] special
[15] variety
[15] multiplication

Top Words in Tweet in G7:
[53] alalibrary
[19] annual
[18] dandq
[18] #alaac22
[17] washington
[16] conference
[15] walter
[15] convention
[15] booth
[15] 1510

Top Words in Tweet in G8:
[72] alexander_tin
[70] whitehouse
[43] kids
[38] alalibrary
[38] childmuseums
[35] plan
[35] under
[35] vaccines
[34] details
[33] rolling

Top Words in Tweet in G9:
[72] alalibrary
[36] maria_hinojosa
[31] #alaac22
[17] simonkids
[15] #alatogetheragain
[14] june
[13] ssedlib
[12] libraries
[12] librarians
[12] book

Top Words in Tweet in G10:
[62] alalibrary
[24] program
[20] nyla_1890
[19] ala_pla
[19] cityofmenlopark
[19] assistant
[19] apply
[19] yrs
[19] exp
[14] libraryjournal

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[279] annual,conference
[250] alalibrary,annual
[238] library,association
[210] alalibrary,conference
[201] american,library
[200] alalibrary,#alaac22
[162] hope,alalibrary
[160] jason,reynolds
[159] nancy,pearl
[158] alalibrary,something

Top Word Pairs in Tweet in G1:
[163] alalibrary,annual
[142] hope,alalibrary
[142] jason,reynolds
[141] nancy,pearl
[140] alalibrary,something
[140] something,nancy
[140] pearl,bc
[140] bc,free
[140] free,labor
[140] labor,jason

Top Word Pairs in Tweet in G2:
[123] annual,conference
[103] alalibrary,#alaac22
[82] library,association
[63] book,bans
[62] #alaac22,alalibrary
[60] american,library
[59] libnofcongress,hope
[56] libraries,librarians
[55] association,annual
[51] role,libraries

Top Word Pairs in Tweet in G3:
[105] booth,#1608
[80] reycraft,books
[79] nealporterbooks,holidayhousebks
[73] jerrycraft,alalibrary
[73] books,booth
[64] alalibrary,ctcasl
[55] hornbook,2022
[53] triadaus,soaring20spb
[52] brdnjamforemma,abramsbooks
[52] abramsbooks,alalibrary

Top Word Pairs in Tweet in G4:
[81] great,job
[81] job,alalibrary
[80] alalibrary,screening
[80] screening,child
[80] child,predators
[80] #moms,#dads
[79] #parenting,#moms
[75] predators,reading
[73] library,association
[71] american,library

Top Word Pairs in Tweet in G5:
[122] reading,reading
[61] stop,treating
[61] treating,comics
[61] comics,graphic
[61] graphic,novels
[61] novels,inferior
[61] inferior,forms
[61] forms,reading
[61] reading,regardless
[60] queenofrats,stop

Top Word Pairs in Tweet in G6:
[35] états,unis
[25] actualitte,états
[18] alalibrary's,#alaac22
[15] variety,special
[15] unis,multiplication
[15] multiplication,violences
[15] violences,contre
[15] contre,bibliothécaires
[15] bibliothécaires,alalibrary
[15] alalibrary,castermanbd

Top Word Pairs in Tweet in G7:
[17] alalibrary,annual
[15] walter,washington
[15] washington,convention
[15] booth,1510
[14] annual,conference
[14] convention,center
[8] visit,booth
[8] dandq,alalibrary
[6] days,walter
[6] center,visit

Top Word Pairs in Tweet in G8:
[61] alexander_tin,whitehouse
[38] alalibrary,childmuseums
[37] whitehouse,alalibrary
[34] kids,under
[33] whitehouse,rolling
[33] rolling,details
[33] details,today
[33] today,plan
[33] plan,roll
[33] roll,promote

Top Word Pairs in Tweet in G9:
[14] #alaac22,#alatogetheragain
[12] alalibrary,simonkids
[11] simonkids,ssedlib
[9] hear,amazing
[8] calling,librarians
[8] librarians,special
[8] special,message
[8] message,speaking
[8] speaking,june
[8] june,25th

Top Word Pairs in Tweet in G10:
[14] ala_pla,libraryjournal
[14] libraryjournal,alalibrary
[14] alalibrary,#applynow
[14] #applynow,#jobsearch
[14] #jobsearch,#jobalert
[12] cityofmenlopark,#hiring
[12] #hiring,senior
[12] senior,program
[12] program,assistant
[12] assistant,apply

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@jerrycraft
@thenextgenlib
@cylev
@andreaywang
@sexharassed
@loidagarciafebo
@logosandliberty
@rajanilarocca
@authorlisafipps

Top Replied-To in G1:
@alalibrary
@booksandchokers
@yenpress
@atillahunor
@izepress
@angiecthomas
@edrabinski
@brownbookworm
@mciszek
@24hourlibrary

Top Replied-To in G2:
@thenextgenlib
@alalibrary
@loidagarciafebo
@libnofcongress
@lessa4libraries
@kylekcourtney
@edrabinski
@soontornvat
@3kingvisions
@debzemanlms

Top Replied-To in G3:
@jerrycraft
@cylev
@andreaywang
@rajanilarocca
@authorlisafipps
@thenextgenlib
@hornbook
@ektwrites
@boricuaanna
@nidhiart

Top Replied-To in G4:
@sexharassed
@logosandliberty
@ageofpersuasion
@nottammyr
@alalibrary
@basedlibrarian
@kim_henninger
@oldmanwinter65
@nicoletta0602
@libsoftiktok

Top Replied-To in G5:
@alalibrary
@kobidor
@erinbookdragon
@scjarzombek
@carlson_joshuaj

Top Replied-To in G6:
@aldusm1501
@alalibrary
@nmdlibrary
@farrellmaggie
@daniel85401173
@npwaugh
@coherentdigital
@ebsco
@oclc
@chattlibrary

Top Replied-To in G7:
@dandq
@shb6964
@24hourlibrary
@deienara
@markmaycot
@porliniers
@pamkramer
@mstinainnovates

Top Replied-To in G8:
@alexander_tin
@lawmamabear1
@mrsmunnwheeler
@mamaweasleyy
@yannotyam
@covidvaxforu5
@bellavitastyle
@lexlanham

Top Replied-To in G9:
@lindaepstein
@alalibrary
@maria_hinojosa
@jamiesumner_
@mccueday
@allymalinenko
@stephcreacrea
@writercpa
@amaliejahn
@msthombookitis

Top Replied-To in G10:
@alalibrary
@sjsuischool
@btlibrarian
@chloevtweets
@vikes_dawgs
@nyla_1890
@workformandroid
@doreenbergman
@mcnamee_briana
@smithlibref

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@sexharassed
@brownbookworm
@libnofcongress
@hornbook
@uabookbans
@wearealsc
@alaconferences
@jerrycraft
@oif

Top Mentioned in G1:
@alalibrary
@brownbookworm
@alaconferences
@izepress
@marcelthemovie
@yenpress
@jasonreynolds83
@nancy_pearl
@johnthecho
@picturebookseh

Top Mentioned in G2:
@alalibrary
@libnofcongress
@votepattywong
@uabookbans
@loidagarciafebo
@librarycongress
@aasl
@traciedhall1
@libcomix
@lessa4libraries

Top Mentioned in G3:
@alalibrary
@hornbook
@holidayhousebks
@nealporterbooks
@wearealsc
@reycraftbooks
@brdnjamforemma
@soaring20spb
@ctcasl
@abramsbooks

Top Mentioned in G4:
@alalibrary
@sexharassed
@oif
@logosandliberty
@dogsrcool77
@leaderpost
@somajoe69
@basedlibrarian
@stacylangton
@ftrf

Top Mentioned in G5:
@queenofrats
@kobidor
@alalibrary
@melissaiamonico
@jasonrey
@brownbookworm
@candlewick
@chicagobwp
@books2prisoners
@jasonreynolds83

Top Mentioned in G6:
@alalibrary
@oclc
@actualitte
@castermanbd
@bnbuzz
@cdupessey
@ala_core
@annemasseagglo
@auralivre

Top Mentioned in G7:
@alalibrary
@dandq
@beatonna
@tomgauld
@ala_booklist
@nearsitedmonkey
@nypl
@edelweiss_squad
@blkmymorris
@libcomix

Top Mentioned in G8:
@whitehouse
@alexander_tin
@alalibrary
@childmuseums
@mrsmunnwheeler
@mamaweasleyy
@lawmamabear1
@ashishkjha46
@whcovidresponse
@yannotyam

Top Mentioned in G9:
@alalibrary
@maria_hinojosa
@simonkids
@ssedlib
@fobpl
@teachrlibrarian
@jamiesumner_
@mikeleach42
@algonquinbooks
@tiffanybrooke83

Top Mentioned in G10:
@alalibrary
@ala_pla
@nyla_1890
@cityofmenlopark
@libraryjournal
@slsa_nys
@nyla_ssl
@careersingov
@alalibra
@doreenbergman

Top Tweeters
Top Tweeters in Entire Graph:
@matthewtwihard
@dichristine
@kat4obama
@rjber15
@cloudwanderer3
@iartg
@gojira007x
@coopmike48
@ligayaloyola
@all435reps

Top Tweeters in G1:
@dichristine
@gojira007x
@missnisha6849
@roseparamore7
@adunlea
@kakitama
@andrewmorrisuk
@tarundsnaol
@ryuzeh
@valsadie

Top Tweeters in G2:
@kat4obama
@cloudwanderer3
@all435reps
@opensource_orgs
@slate
@crystal4obama
@nadiasindi
@vievararosel
@blueravefinn
@n69n

Top Tweeters in G3:
@matthewtwihard
@ligayaloyola
@redz041
@bostonglobe
@nayasala
@supernaruto10
@thatmags
@mrschureads
@grubreport
@cleanairmoms

Top Tweeters in G4:
@docwashburn
@_yvonneburton
@mtrushmore2016
@blisstabitha
@cannoneerfour
@sampleatl
@pimpernell13
@foxnews
@raeganlady
@nytimes

Top Tweeters in G5:
@4evrstardancer
@daniellegembala
@sharrow_irl
@stephen_c_ward
@mariahaskins
@rocapri
@requiempluie
@nanciemac
@mychal3ts
@leekassen

Top Tweeters in G6:
@roxane66
@emmanuelbethoux
@actualitte
@daniel85401173
@gogotscho
@indiestacks
@penguinrandom
@bloomsburybooks
@overdriveinc
@martialymartin

Top Tweeters in G7:
@guardian
@igallupd
@forbes
@wsj
@rfi
@france24
@timmorton2
@joncoopertweets
@sunsentinel
@blkmymorris

Top Tweeters in G8:
@laurahennesse11
@itwasacoup
@skatiq3
@erinescence
@oneninefive2
@shawphd
@margbrennan
@murti_bing
@mmejlala
@bhrenton

Top Tweeters in G9:
@sueleugers
@tigerbeat
@conjja
@carrietobey
@rabiasquared
@james3neal
@km_zencat
@halseanderson
@desertgorilla
@simonbooks

Top Tweeters in G10:
@hiringcare
@careersingov
@vrvalicento
@jobsviatweet
@realsaramerica
@restructures
@chloevtweets
@bougerella
@tayediggs
@vikes_dawgs


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