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ALALibrary_2022-06-22_20-30-40.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
June 23, 2022
Short Description:
ALALibrary via NodeXL https://bit.ly/3QRGm8a
@alalibrary
@sexharassed
@flexlibris
@logosandliberty
@dabeard
@mstewartscience
@janiecestaton
@basedlibrarian
@booksandrosesco
@kobidor

Top hashtags:
#alaac22
#uniteagainstbookbans
#librarians
#tigraygenocide

Description:
Description
The graph represents a network of 5,724 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, 23 June 2022 at 03:39 UTC.

The requested start date was Thursday, 23 June 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 57-day, 9-hour, 19-minute period from Tuesday, 26 April 2022 at 14:13 UTC to Wednesday, 22 June 2022 at 23:32 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 : 5724
Unique Edges : 9056
Edges With Duplicates : 16602
Total Edges : 25658
Number of Edge Types : 5
Replies to : 1729
Mentions : 10309
Retweet : 4074
MentionsInRetweet : 9226
Tweet : 320
Self-Loops : 381
Reciprocated Vertex Pair Ratio : 0.0481468154012235
Reciprocated Edge Ratio : 0.0918703652842626
Connected Components : 46
Single-Vertex Connected Components : 41
Maximum Vertices in a Connected Component : 5671
Maximum Edges in a Connected Component : 25604
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.985934
Graph Density : 0.000444587552549797
Modularity : 0.395539
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 5,724 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, 23 June 2022 at 03:39 UTC.

The requested start date was Thursday, 23 June 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 57-day, 9-hour, 19-minute period from Tuesday, 26 April 2022 at 14:13 UTC to Wednesday, 22 June 2022 at 23:32 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
[42] https://2022.alaannual.org/registration
[39] https://uniteagainstbookbans.org/
[31] http://www.booktitlegenerator.net/
[27] https://2022.alaannual.org/
[25] http://summerclassicshome.com/bew-white
[22] http://www.ala.org/alsc/are-we-ready-what-movement-legislate-%e2%80%9cscience-reading%e2%80%9d-classrooms-means-children%e2%80%99s-use-libraries?fbclid=IwAR0wZI0aJ2RiJDLliyspz0L79ecsrkdiMzONwls9b3R7fLCzRVnzPPcEzVY
[20] https://kevinschewe.com
[17] https://www.thepopverse.com/dc-pride-2022-anthology-libraries
[16] https://uniteagainstbookbans.org/partners/

Top URLs in Tweet in G1:
[30] https://2022.alaannual.org/registration
[22] https://uniteagainstbookbans.org/
[12] https://2022.alaannual.org/
[11] https://www.flickr.com/photos/24029425@N06/3551356097
[11] https://uniteagainstbookbans.org/take-action/
[10] https://uniteagainstbookbans.org/partners/
[9] https://www.alastore.ala.org/content/raven-cycle-poster
[7] http://www.votervoice.net/UABB/Petitions/3135/Respond?vvsn=B6XXyAG8AE_wAA5XeDa7EAA
[6] https://2022.alaannual.org/digital-experience
[6] https://UniteAgainstBookBans.org

Top URLs in Tweet in G2:
[15] https://uniteagainstbookbans.org/
[13] https://2022.alaannual.org/
[11] https://2022.alaannual.org/registration
[9] https://www.ala.org/news/press-releases/2022/05/ala-announces-ukraine-library-relief-fund
[6] https://2022.alaannual.org/ala-presidents-program
[6] https://uniteagainstbookbans.org/toolkit/
[5] https://uniteagainstbookbans.org/partners/
[4] https://www.ala.org/aboutala/ukraine-library-relief-fund
[4] https://www.ala.org/news/press-releases/2022/05/organizations-join-ala-unite-against-book-bans
[4] https://forum.libraries.today

Top URLs in Tweet in G3:
[44] https://www.youtube.com/watch?app=desktop&v=HUmH4brimx0&t=214s&pp=2AHWAZACAQ%3D%3D
[4] https://twitter.com/alalibrary/status/1531668833391591426
[3] https://twitter.com/alalibrary/status/1535285410988965889
[3] https://twitter.com/GCN3030/status/1537207105760862208?t=n_Vt6VBsUZyHAqJAZy3urg&s=19
[3] https://twitter.com/ALALibrary/status/1531668833391591426
[2] https://twitter.com/oif/status/1511042601041993735
[2] https://twitter.com/conceptualjames/status/1532419394135113729
[2] https://twitter.com/ejministries/status/1530303293582364674
[2] https://www.lifesitenews.com/news/top-us-library-group-colludes-with-local-librarians-to-sneak-lgbt-content-to-kids/
[2] https://www.lifesitenews.com/blogs/drag-queen-who-hosted-show-for-kids-in-texas-has-criminal-past-that-includes-prostitution-drugs/?fbclid=IwAR0ZhtfdDv7hwKz9yLOtktRu5yOD_-pfr20p_U4k2cog3J6qNTHV5l7idPE

Top URLs in Tweet in G4:
[7] https://twitter.com/ALALibrary/status/1517237995572768770
[3] https://twitter.com/jerrijegna/status/1518277240806588423
[3] https://digitallibrary.un.org/record/3947207?ln=en
[3] https://www.amnesty.org/en/latest/news/2022/02/ethiopia-tigrayan-forces-murder-rape-and-pillage-in-attacks-on-civilians-in-amhara-towns/
[2] https://beerbrarian.blogspot.com/2019/06/the-beerbrarians-guide-to-ala-annual-in.html
[2] https://twitter.com/flexlibris/status/1518717616118026241?s=20&t=8Va2C-IMdureuCSbF5TuyA
[1] https://twitter.com/i/web/status/1528434183919611908
[1] https://twitter.com/tiffanyhaddish/status/1400920317078347779
[1] https://twitter.com/flexlibris/status/1518717616118026241
[1] https://twitter.com/micaelgoitom/status/1519040920456507394

Top URLs in Tweet in G5:
[22] http://www.ala.org/alsc/are-we-ready-what-movement-legislate-%e2%80%9cscience-reading%e2%80%9d-classrooms-means-children%e2%80%99s-use-libraries?fbclid=IwAR0wZI0aJ2RiJDLliyspz0L79ecsrkdiMzONwls9b3R7fLCzRVnzPPcEzVY
[14] http://celebratescience.blogspot.com/2022/05/promoting-nonfiction-in-high-school.html
[8] http://celebratescience.blogspot.com/2022/05/re-thinking-nonfiction-in-my-school.html
[6] https://www.goyen.io/blog/so-about-that-ala-presentation-final-lessons-part-3
[5] http://celebratescience.blogspot.com/2022/06/looking-at-nonfiction-with-new-eyes-by.html
[5] https://www.goyen.io/blog/so-about-that-ala-presentationpart-1
[4] http://celebratescience.blogspot.com/2022/06/why-teens-read.html
[4] https://twitter.com/karenvaites/status/1524127032078127104
[3] https://home.marcive.com/ala-2022-exhibit-pass-request/
[3] https://twitter.com/ehanford/status/1524179686045196288

Top URLs in Tweet in G6:
[2] http://ayunhalliday.com
[2] https://instagram.com/ayun_halliday
[2] https://www.ala.org/news/press-releases/2022/04/lhrt-presents-2022-gleason-book-award-rebecka-taves-sheffield
[1] https://instagram.com/4starpower
[1] https://www.lemonliuart.com/
[1] https://www.instagram.com/accounts/login/?next=/zinepavilion/
[1] https://www.lucyisadora.net/
[1] https://instagram.com/LIKLS
[1] https://www.margot-terc.com/
[1] https://instagram.com/margot.terc

Top URLs in Tweet in G7:
[6] https://librarycalendar.fairfaxcounty.gov/calendar?t=d&q=Women's%20Suffrage%20Discussions&cid=6524&cal=6524&inc=0
[3] https://programminglibrarian.org/articles/new-mechanism-dialogue-virtual-reality-programs-academic-libraries
[1] https://robertslibrary.org/event/cals-womens-suffrage-book-club-women-making-history/
[1] https://docs.google.com/forms/d/e/1FAIpQLSdfhKLGS2_6xGQzt20402hwQcoH5S-av5Y5Ws_3H6gu2RyPTw/viewform?usp=sf_link
[1] https://www.oxfordlib.org/american-rescue-plan-humanities-grants-for-libraries/
[1] https://twitter.com/i/web/status/1526251883626741760
[1] https://twitter.com/i/web/status/1538914415008878592
[1] https://twitter.com/alalibrary/status/1535042814765039617
[1] https://twitter.com/ALALibrary/status/1536830595317354496
[1] https://twitter.com/ALALibrary/status/1537559407705325570

Top URLs in Tweet in G8:
[4] https://soundcloud.com/user-292888392/independent-press-award-coldwater-revenge-by-james-a-ross?utm_source=Twitter&utm_campaign=social_sharing&utm_medium=widget&utm_content=https%3A//soundcloud.com/user-292888392/independent-press-award-coldwater-revenge-by-james-a-ross
[1] https://www.youtube.com/watch?app=desktop&v=0FF1AjzKO7I&list=PLSHhM-8bCBlCvXAs0lNxM_ewOt-y02m05&index=1
[1] https://www.youtube.com/watch?v=5o-UPTKYT1o&feature=youtu.be

[1] https://twitter.com/xpatricia/status/1506060649394327560
[1] https://twitter.com/Kev_____l/status/1508268792618627074
[1] https://twitter.com/NinaByzantina/status/1496715421281513478
[1] https://twitter.com/PratushSayan/status/1498634689803743233
[1] https://twitter.com/NinaByzantina/status/1496656877651836930
[1] https://twitter.com/NinaByzantina/status/1496655228443136001
[1] https://twitter.com/tressymaniqui/status/1506063837606330370

Top URLs in Tweet in G9:
[5] https://actualitte.com/article/106356/international/etats-unis-la-riposte-s-organise-face-a-une-censure-qui-vise-les-librairies
[5] https://www.chronicle.com/events/virtual/the-future-of-academic-libraries
[4] https://actualitte.com/article/106474/international/etats-unis-des-integristes-catholiques-visent-la-diversite-dans-les-bibliotheques
[2] https://www.arl.org/news/library-copyright-alliance-supports-mandatory-deposit-requirement-as-essential-to-comprehensive-representative-national-collection/
[2] https://actualitte.com/article/105922/insolite/grainotheques-cultiver-son-esprit-et-son-jardin
[2] https://actualitte.com/article/106020/droit-justice/droit-d-auteur-la-loi-smart-contre-la-liberte-d-expression
[2] https://podcasts.apple.com/us/podcast/the-modern-scholar-podcast/id1616557700?i=1000563496512
[1] https://twitter.com/ARLpolicy/status/1539343477183504386
[1] https://actualitte.com/article/106016/international/etats-unis-un-controle-exponentiel-des-ouvrages-proposes-aux-etudiants
[1] https://twitter.com/i/web/status/1526159274509905920

Top URLs in Tweet in G10:
[6] https://UniteAgainstBookBans.org
[1] https://www.alastore.ala.org/content/tacko-fall-poster
[1] https://twitter.com/i/web/status/1539080327452405760
[1] https://twitter.com/MiaMBloom/status/1523296476423913472
[1] https://www.ala.org/news/member-news/2022/01/announcing-2022-excellence-children-s-and-young-adult-science-fiction-notable
[1] https://twitter.com/ALALibrary/status/1534277772847243264
[1] https://uniteagainstbookbans.org
[1] https://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/top10
[1] https://www.deanjobb.com/the-murderous-doctor-cream

Top Domains
Top Domains in Tweet in Entire Graph:
[663] twitter.com
[198] ala.org
[124] alaannual.org
[95] uniteagainstbookbans.org
[58] youtube.com
[58] newmarklearning.com
[37] blogspot.com
[31] booktitlegenerator.net
[27] americanlibrariesmagazine.org
[25] summerclassicshome.com

Top Domains in Tweet in G1:
[113] twitter.com
[86] ala.org
[73] alaannual.org
[51] uniteagainstbookbans.org
[13] americanlibrariesmagazine.org
[12] eventscribe.net
[11] ilovelibraries.org
[11] preservationweek.org
[11] flickr.com
[10] programminglibrarian.org

Top Domains in Tweet in G2:
[123] twitter.com
[69] ala.org
[48] alaannual.org
[33] uniteagainstbookbans.org
[13] americanlibrariesmagazine.org
[8] ilovelibraries.org
[7] eventscribe.net
[7] publishersweekly.com
[7] illinois.edu
[6] washingtonpost.com

Top Domains in Tweet in G3:
[200] twitter.com
[47] youtube.com
[4] lifesitenews.com
[3] blogspot.com
[2] dallasexpress.com
[1] nypost.com
[1] rebelnews.com
[1] eventscribe.net
[1] applitrack.com
[1] archive.org

Top Domains in Tweet in G4:
[34] twitter.com
[4] amnesty.org
[3] un.org
[2] blogspot.com
[1] buzzfeednews.com
[1] macdonaldlaurier.ca
[1] reuters.com
[1] org.uk
[1] genocidewatch.com
[1] afp.com

Top Domains in Tweet in G5:
[31] blogspot.com
[28] twitter.com
[24] ala.org
[13] goyen.io
[3] marcive.com
[2] eduvaites.org
[1] aup.nl
[1] anchor.fm
[1] uniteagainstbookbans.org
[1] nyla.org

Top Domains in Tweet in G6:
[10] instagram.com
[8] twitter.com
[3] ala.org
[3] zoom.us
[2] ayunhalliday.com
[2] facebook.com
[1] lemonliuart.com
[1] lucyisadora.net
[1] margot-terc.com
[1] annasellheim.com

Top Domains in Tweet in G7:
[8] twitter.com
[6] fairfaxcounty.gov
[3] programminglibrarian.org
[2] facebook.com
[1] robertslibrary.org
[1] google.com
[1] oxfordlib.org
[1] kckplprograms.org
[1] ala.org
[1] paper.li

Top Domains in Tweet in G8:
[13] twitter.com
[4] soundcloud.com
[3] youtube.com
[1] mintpressnews.com
[1] independentpressaward.com
[1] bookriot.com
[1] nola.com
[1] bklynlibrary.org
[1] brooklynlib.org

Top Domains in Tweet in G9:
[15] actualitte.com
[8] twitter.com
[5] chronicle.com
[3] ala.org
[2] arl.org
[2] metaliteracy.org
[2] apple.com
[1] digital-stories.org
[1] choice360.org
[1] doodle.com

Top Domains in Tweet in G10:
[7] uniteagainstbookbans.org
[3] ala.org
[3] twitter.com
[1] deanjobb.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[756] alaac22
[274] uniteagainstbookbans
[250] librarians
[201] tigraygenocide
[137] alatogetheragain
[128] libraries
[97] nonfiction
[92] freadom
[89] parenting
[87] dads



Top Hashtags in Tweet in G1:
[171] alaac22
[101] uniteagainstbookbans
[56] alatogetheragain
[32] marceltheshell
[26] librarycardsignupmonth
[26] rainbowbookmonth
[25] pridemonth
[25] preservationweek
[25] libraries
[24] library

Top Hashtags in Tweet in G2:
[237] alaac22
[97] uniteagainstbookbans
[42] alatogetheragain
[37] freadom
[29] intellectualfreedom
[28] librarians
[23] libraries
[15] school
[14] infographic
[13] bannedbooks

Top Hashtags in Tweet in G3:
[174] librarians
[110] alaac22
[88] parenting
[86] dads
[82] moms
[68] groomers
[62] grooming
[56] libraries
[53] okgroomer
[48] dqsh

Top Hashtags in Tweet in G4:
[198] tigraygenocide
[67] alaac22
[60] eritrea
[57] ethiopia
[19] us
[15] tplfterroristgroup
[15] nomore
[11] breakthesilence
[11] tplfterrorist
[8] tplf

Top Hashtags in Tweet in G5:
[87] nonfiction
[27] alaac22
[20] kidslovenonfiction
[16] yalit
[15] kidlit
[14] librarians
[12] writingcommunity
[11] mglit
[7] tlchat
[5] teachers

Top Hashtags in Tweet in G6:
[29] alaac22
[17] librarytwitter
[15] rbms22
[4] acuril
[4] wellness
[3] zinepavilion
[3] zinemaker
[3] latvianlibraryfestival2022
[3] pridemonth
[3] rainbowbookmonth

Top Hashtags in Tweet in G7:
[8] sharp
[7] libraryltai
[6] alaac22
[5] fairfax
[3] buchanancountypubliclibrary
[3] libraries
[2] otd
[2] immunizeunder5s
[2] sjsu
[2] sjsulibrary

Top Hashtags in Tweet in G8:
[5] distinguished
[5] favorite
[5] mystery
[5] series
[5] authorinterview
[5] gabbybookawards
[5] 2022ipa
[5] independentpressaward
[4] democrats
[4] thriller

Top Hashtags in Tweet in G9:
[6] lgbtqia
[5] copyright
[5] networking
[5] librarians
[5] sacofunnel
[5] lcsh
[4] metaliteracy
[3] libraries
[3] icymi
[2] juneteenth2022

Top Hashtags in Tweet in G10:
[18] uniteagainstbookbans
[3] freadom
[2] inthetimeofthebutterflies
[2] booksforall
[1] ala_carnegie

Top Words
Top Words in Tweet in Entire Graph:
[5372] alalibrary
[1114] library
[830] book
[756] #alaac22
[650] books
[643] tiffanyhaddish
[596] read
[572] libraries
[571] ala
[486] join

Top Words in Tweet in G1:
[1165] alalibrary
[285] library
[207] book
[207] ala
[185] books
[173] read
[171] #alaac22
[139] libraries
[134] join
[101] #uniteagainstbookbans

Top Words in Tweet in G2:
[1233] alalibrary
[237] #alaac22
[234] join
[230] ala
[226] library
[210] penamerica
[191] diversebooks
[191] book
[190] soontornvat
[160] read

Top Words in Tweet in G3:
[639] alalibrary
[285] sexharassed
[181] children
[174] #librarians
[174] child
[160] kids
[152] school
[133] reading
[113] basedlibrarian
[110] #alaac22

Top Words in Tweet in G4:
[670] alalibrary
[641] tiffanyhaddish
[362] flexlibris
[216] tiffany
[203] haddish
[198] #tigraygenocide
[158] know
[129] need
[129] hermelatv
[126] library

Top Words in Tweet in G5:
[329] alalibrary
[111] ehanford
[92] mstewartscience
[88] librarians
[87] #nonfiction
[76] reading
[71] take
[71] library
[67] note
[63] wearealsc

Top Words in Tweet in G6:
[201] alalibrary
[74] edrabinski
[62] loidagarciafebo
[52] library
[31] zine
[30] june
[29] #alaac22
[29] conference
[29] today
[23] librarianship

Top Words in Tweet in G7:
[91] alalibrary
[72] alexander_tin
[70] whitehouse
[43] plan
[43] kids
[40] childmuseums
[35] under
[35] vaccines
[34] details
[34] today

Top Words in Tweet in G8:
[55] alalibrary
[34] being
[28] public
[25] librarians
[24] atillahunor
[24] garlandnixon
[24] doitformama
[24] take
[23] youtube
[23] jebsprague

Top Words in Tweet in G9:
[64] alalibrary
[37] ala_acrl
[29] sela_libraries
[27] ahahistorians
[26] smh_historians
[26] shafrhistorians
[25] modscholarpod
[14] library
[11] book
[10] research

Top Words in Tweet in G10:
[82] read
[67] librarians
[47] right
[43] candlewick
[37] alalibrary
[37] kobidor
[37] against
[36] especially
[36] school
[36] public

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[342] alalibrary,tiffanyhaddish
[205] tiffany,haddish
[182] penamerica,alalibrary
[180] library,association
[177] diversebooks,penamerica
[166] soontornvat,diversebooks
[147] library,workers
[140] right,read
[124] need,know
[122] denied,ongoing

Top Word Pairs in Tweet in G1:
[61] star,wars
[59] library,association
[51] ukraine,library
[49] happy,star
[49] wars,day
[49] day,alalibrary
[48] silwani4scifi,happy
[46] read,poster
[39] challenged,books
[38] select,theaters

Top Word Pairs in Tweet in G2:
[181] penamerica,alalibrary
[177] diversebooks,penamerica
[166] soontornvat,diversebooks
[71] book,bans
[66] right,read
[62] alalibrary,sent
[62] sent,house
[62] house,oversight
[62] oversight,subcommittee
[62] subcommittee,civil

Top Word Pairs in Tweet in G3:
[82] job,alalibrary
[81] great,job
[80] #moms,#dads
[80] alalibrary,screening
[80] screening,child
[80] child,predators
[77] #parenting,#moms
[75] predators,reading
[69] reading,libraries
[61] libraries,takes

Top Word Pairs in Tweet in G4:
[342] alalibrary,tiffanyhaddish
[203] tiffany,haddish
[120] denied,ongoing
[119] library,workers
[119] workers,need
[119] need,know
[119] know,tiffany
[119] haddish,repeatedly
[119] repeatedly,denied
[119] ongoing,#tigraygenocide

Top Word Pairs in Tweet in G5:
[67] librarians,take
[67] take,note
[63] ehanford,alalibrary
[60] mstewartscience,librarians
[47] #nonfiction,circulation
[45] note,380
[45] 380,increase
[45] increase,#nonfiction
[45] circulation,making
[45] making,simple

Top Word Pairs in Tweet in G6:
[20] edrabinski,alalibrary
[20] women,librarianship
[17] alalibrary,annual
[16] zine,pavilion
[16] pavilion,alalibrary
[16] litwinbooks,alalibrary
[15] anticipation,zine
[15] reformanational,alalibrary
[15] hi,#librarytwitter
[15] #librarytwitter,mutual

Top Word Pairs in Tweet in G7:
[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 G8:
[24] atillahunor,garlandnixon
[24] garlandnixon,doitformama
[22] university,public
[22] public,librarians
[22] librarians,take
[22] take,note
[22] note,institutions
[22] institutions,being
[22] being,manipulated
[22] manipulated,corporate

Top Word Pairs in Tweet in G9:
[26] smh_historians,alalibrary
[26] sela_libraries,ala_acrl
[26] ala_acrl,shafrhistorians
[25] alalibrary,ahahistorians
[24] ahahistorians,sela_libraries
[18] modscholarpod,smh_historians
[10] états,unis
[7] actualitte,états
[5] alalibrary,ala_acrl
[5] unis,riposte

Top Word Pairs in Tweet in G10:
[45] right,read
[36] librarians,especially
[36] especially,school
[36] school,public
[36] public,being
[36] being,harassed
[36] harassed,threatened
[36] threatened,daily
[36] daily,basis
[36] basis,coordinated

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@flexlibris
@sexharassed
@ehanford
@loidagarciafebo
@soontornvat
@rajanilarocca
@logosandliberty
@basedlibrarian
@ageofpersuasion

Top Replied-To in G1:
@alalibrary
@angiecthomas
@hedgielib
@nidhiart
@moonyenoom
@jeremyholtbooks
@jamie_a_becker
@davescheidt
@ksattler
@shawnacoppola

Top Replied-To in G2:
@soontornvat
@alalibrary
@_tom_paine_
@loidagarciafebo
@traciedhall1
@lessa4libraries
@sexharassed
@rajanilarocca
@wpray_
@sharonthemezzo

Top Replied-To in G3:
@sexharassed
@logosandliberty
@basedlibrarian
@ageofpersuasion
@nottammyr
@kennygray2017
@coalitiontexas
@alalibrary
@1madmommabear
@kim_henninger

Top Replied-To in G4:
@flexlibris
@alalibrary
@hermelatv
@micaelgoitom
@eritreanay
@offleashkaren
@rsonderriis
@tbephraim
@eritrea1952
@librarianmer

Top Replied-To in G5:
@ehanford
@dyslexiasomd
@mstewartscience
@alalibrary
@karenvaites
@wearealsc
@frankisibberson
@claireconroy26
@goyenfoundation
@theoglibrarian

Top Replied-To in G6:
@loidagarciafebo
@archivalobjects
@edrabinski
@patrickkeilty
@ademirhan
@kdrabinski
@alalibrary
@sexylibrarian04
@genilsongeraldo
@neeza_singh

Top Replied-To in G7:
@alexander_tin
@alalibrary
@lawmamabear1
@mrsmunnwheeler
@mamaweasleyy
@neh_presaccess
@yannotyam
@jaradgreene
@kckpl
@covidvaxforu5

Top Replied-To in G8:
@atillahunor
@suntimes
@llcooljay62
@willsutton
@jacqbiggar
@gabbybookawards
@libsoftiktok
@heartofsoy
@carolyo35267039
@charmingmatty

Top Replied-To in G9:
@modscholarpod
@wongpopscholar
@drtanyaroth
@benvallison
@uclalibrary
@prhhighered
@dianabolsinger
@samueljredman
@civicspod
@drstevealbrecht

Top Replied-To in G10:
@kobidor
@deanjobb
@erinbookdragon
@alalibrary

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@tiffanyhaddish
@flexlibris
@sexharassed
@diversebooks
@penamerica
@oif
@uabookbans
@soontornvat
@aasl

Top Mentioned in G1:
@alalibrary
@silwani4scifi
@traciedhall1
@nypl
@marcelthemovie
@oif
@uabookbans
@votepattywong
@bplboston
@imagecomics

Top Mentioned in G2:
@alalibrary
@penamerica
@diversebooks
@soontornvat
@uabookbans
@oif
@aasl
@oversightdems
@votepattywong
@traciedhall1

Top Mentioned in G3:
@alalibrary
@sexharassed
@basedlibrarian
@logosandliberty
@dogsrcool77
@leaderpost
@somajoe69
@fatturd_22
@stacylangton

Top Mentioned in G4:
@alalibrary
@tiffanyhaddish
@flexlibris
@hermelatv
@fre4glstsegay
@libraryfreedom
@micaelgoitom
@ea_devcouncil
@hrw
@amnesty

Top Mentioned in G5:
@alalibrary
@mstewartscience
@ehanford
@wearealsc
@aasl
@kerryocerra
@yalsa
@dyslexiasomd
@lernerbooks
@karenvaites

Top Mentioned in G6:
@alalibrary
@edrabinski
@loidagarciafebo
@litwinbooks
@reformanational
@rareleah
@catladylib
@sbb_news
@zinepavilion
@ala_coswl

Top Mentioned in G7:
@alalibrary
@whitehouse
@alexander_tin
@childmuseums
@nehgov
@histarthgmu
@fairfaxlibrary
@mrsmunnwheeler
@aamers
@mamaweasleyy

Top Mentioned in G8:
@alalibrary
@garlandnixon
@doitformama
@jebsprague
@youtube
@bklynlibrary
@penamerica
@piperscreekway
@atillahunor
@willsutton

Top Mentioned in G9:
@alalibrary
@ala_acrl
@sela_libraries
@ahahistorians
@smh_historians
@shafrhistorians
@modscholarpod
@actualitte
@arlnews
@librarycongress

Top Mentioned in G10:
@candlewick
@alalibrary
@kobidor
@uabookbans
@choldenko
@algonquinbooks
@writerjalvarez
@kimpittaway
@skimber
@arttaylorwriter

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@matthewtwihard
@dichristine
@rjber15
@cloudwanderer3
@jfsebastian146
@coopmike48
@mharvey816
@jjj5819
@ansisegle

Top Tweeters in G1:
@ansisegle
@irishguy1984
@opensource_orgs
@adunlea
@tarundsnaol
@mitsuekijima
@kane007
@vievararosel
@botfemale
@djriter

Top Tweeters in G2:
@missb62
@matthewtwihard
@dichristine
@sueleugers
@education_24x7
@jjdebenedictis
@peta
@4evrstardancer
@conjja
@iridescentashes

Top Tweeters in G3:
@docwashburn
@mcdonalds
@_yvonneburton
@mtrushmore2016
@blisstabitha
@cannoneerfour
@sampleatl
@nypost
@pimpernell13
@foxnews

Top Tweeters in G4:
@_morgankd
@cnn
@romhai_h
@ajenglish
@mulu999344782
@kingotdf
@lillyanapk
@protect_tigray
@mussietesfaye4
@jacobsberg

Top Tweeters in G5:
@protestmusica
@nytimes
@mashable
@whtabtpineapple
@rtartboost
@52wlbot
@publichealthmap
@nancymurden
@tlt16
@nancys2chance

Top Tweeters in G6:
@chipgoines
@nolabookfair
@oodja
@bentemiran
@zineroom_info
@kaploded
@fdmhildesheim
@makeitloud
@senor_cartmenez
@sioflynn

Top Tweeters in G7:
@stevejacksonva
@laurahennesse11
@nadiasindi
@itwasacoup
@gunderwood3
@globalcmrpt
@skatiq3
@1naturalzeta
@erinescence
@oneninefive2

Top Tweeters in G8:
@guardian
@mimitexasangel
@elisha1022
@forbes
@dihoppy
@wsj
@paraskghelaanii
@rfi
@france24
@nolanews

Top Tweeters in G9:
@actualitte
@un
@bryanalexander
@chronicle
@shafrhistorians
@bloomsburybooks
@smh_historians
@gintonhic
@brimwats
@violetbfox

Top Tweeters in G10:
@tudortweep
@rocapri
@hlfavorito3
@domainjulian
@bookfairiecymru
@sonderbooks
@madsp4
@deborahblum
@godslongbones
@cherylrainfield