ALALibrary, Twitter, 6/9/2022 3:54:56 AM, 277939


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ALALibrary_2022-06-08_20-30-40.xlsx
ALALibrary_2022-06-08_20-30-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 09, 2022
Short Description:
ALALibrary via NodeXL https://bit.ly/39lTKAh
@alalibrary
@mrandyngo
@flexlibris
@dabeard
@sexharassed
@mstewartscience
@janiecestaton
@tiffanyhaddish
@basedlibrarian
@booksandrosesco

Top hashtags:
#alaac22
#tigraygenocide
#uniteagainstbookbans
#librarians
#freadom

Description:
Description
The graph represents a network of 6,083 Twitter users whose tweets in the requested range contained "ALALibrary", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 09 June 2022 at 03:40 UTC.

The requested start date was Thursday, 09 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 53-day, 7-hour, 32-minute period from Saturday, 16 April 2022 at 16:03 UTC to Wednesday, 08 June 2022 at 23:35 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 : 6083
Unique Edges : 8970
Edges With Duplicates : 16249
Total Edges : 25219
Number of Edge Types : 5
Replies to : 1564
Mentions : 9329
MentionsInRetweet : 9668
Retweet : 4365
Tweet : 293
Self-Loops : 362
Reciprocated Vertex Pair Ratio : 0.0392960633260301
Reciprocated Edge Ratio : 0.0756205372322339
Connected Components : 55
Single-Vertex Connected Components : 48
Maximum Vertices in a Connected Component : 6019
Maximum Edges in a Connected Component : 25148
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.037533
Graph Density : 0.000397466743480505
Modularity : 0.409521
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,083 Twitter users whose tweets in the requested range contained "ALALibrary", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 09 June 2022 at 03:40 UTC.

The requested start date was Thursday, 09 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 53-day, 7-hour, 32-minute period from Saturday, 16 April 2022 at 16:03 UTC to Wednesday, 08 June 2022 at 23:35 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:
[80] https://uniteagainstbookbans.org/
[50] https://2022.alaannual.org/registration
[45] https://uniteagainstbookbans.org/take-action/
[32] http://summerclassicshome.com/bew-white
[22] https://kevinschewe.com
[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
[19] http://www.booktitlegenerator.net/
[17] https://www.thepopverse.com/dc-pride-2022-anthology-libraries
[15] https://uniteagainstbookbans.org/partners/
[14] https://2022.alaannual.org/

Top URLs in Tweet in G1:
[48] https://uniteagainstbookbans.org/
[43] https://uniteagainstbookbans.org/take-action/
[34] https://2022.alaannual.org/registration
[12] https://uniteagainstbookbans.org/partners/
[9] https://www.alastore.ala.org/content/raven-cycle-poster
[7] https://UniteAgainstBookBans.org
[7] http://www.votervoice.net/UABB/Petitions/3135/Respond?vvsn=B6XXyAG8AE_wAA5XeDa7EAA
[6] https://lvccld.bibliocommons.com/list/share/1147440827_lvccld_adults/2083685999_alas_most_challenged_books_of_2021
[5] https://www.ala.org/aboutala/ukraine-library-relief-fund
[5] https://www.infodocket.com/2022/05/10/more-than-25-organizations-join-forces-with-the-american-library-association-to-unite-against-book-bans/

Top URLs in Tweet in G2:
[25] https://uniteagainstbookbans.org/
[15] https://2022.alaannual.org/registration
[10] https://www.ala.org/news/press-releases/2022/05/ala-announces-ukraine-library-relief-fund
[8] https://2022.alaannual.org/
[6] https://uniteagainstbookbans.org/toolkit/
[5] https://twitter.com/alalibrary/status/1531668833391591426
[5] https://2022.alaannual.org/ala-presidents-program
[5] https://twitter.com/ALALibrary/status/1531668833391591426
[4] https://forum.libraries.today
[4] https://wpfwfm.org/

Top URLs in Tweet in G3:
[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
[7] https://careersingovernment.com/job/517028/library-and-community-services-supervisor/
[6] https://www.architectmagazine.com/awards/aia-awards/aia-ala-name-2022-library-building-award-winners_o
[6] https://www.goyen.io/blog/so-about-that-ala-presentation-final-lessons-part-3
[5] https://careersingovernment.com/job/523904/senior-program-assistant/
[5] https://www.goyen.io/blog/so-about-that-ala-presentationpart-1
[4] https://ala-events.zoom.us/meeting/register/tJUkdeyqpjkuE9HDMHjluLBXnSYN7zQAxNP9
[4] https://careersingovernment.com/job/511586/reference-associate-adult-services/

Top URLs in Tweet in G4:
[8] https://twitter.com/ALALibrary/status/1517237995572768770
[5] 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://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://www.amnesty.org/en/documents/afr25/4569/2021/en/
[1] https://twitter.com/flexlibris/status/1518717616118026241

Top URLs in Tweet in G5:
[1] https://thepostmillennial.com/marxist-elected-to-head-american-library-association?utm_campaign=64470
[1] https://twitter.com/i/web/status/1516550714348261392
[1] https://twitter.com/3yearletterman/status/1517133790711369730

Top URLs in Tweet in G6:
[6] https://www.flickr.com/photos/24029425@N06/3551356097
[2] https://www.nypl.org/blog/2022/04/13/books-for-all-nypl-supports-right-read-banned-books
[2] https://trib.al/LPXpgf1
[2] https://www.aei.org/politics-and-public-opinion/libraries-should-be-third-places/
[2] https://twitter.com/dcpl/status/1514274197681364998
[1] https://company.overdrive.com/2022/01/12/record-number-of-library-systems-surpass-1-million-ebook-circulation-for-2021/
[1] https://www.nbcnews.com/tech/tech-news/library-apps-book-ban-schools-conservative-parents-rcna26103
[1] https://lgbt50.org/barbara-gittings
[1] https://trib.al/cTm6I1D
[1] https://trib.al/KeZKr34

Top URLs in Tweet in G7:
[4] https://www.jagatgururampalji.org/
[1] https://doodle.com/meeting/participate/id/e589m6Zd
[1] https://www.amazon.com/All-money-world-Bill-Brittain/dp/0060206756
[1] https://mobile.twitter.com/justinalpertesq/status/1057332588212375552
[1] https://www.youtube.com/watch?app=desktop&v=0FF1AjzKO7I&list=PLSHhM-8bCBlCvXAs0lNxM_ewOt-y02m05&index=1
[1] https://www.mintpressnews.com/newsguardneocon-backed-fact-checker-plans-to-wage-war-on-independent-media/253687/
[1] https://twitter.com/StenettaA/status/1528745947102052356
[1] https://twitter.com/StenettaA/status/1526209350913740805
[1] https://twitter.com/mstewartscience/status/1524707904460316672
[1] https://twitter.com/libsoftiktok/status/1519503287778615296?s=20&t=HnyQ8IymQtU8hGp7-I3iGQ

Top URLs in Tweet in G8:
[4] 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
[3] https://www.asist.org/2022/05/22/presidents-column-may-2022/
[3] https://jvbrown.edu/
[1] https://robertslibrary.org/event/cals-womens-suffrage-book-club-women-making-history/
[1] https://robertslibrary.org/womens-suffrage-book-club/
[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://www.fairfaxcounty.gov/library/branches/library-code-of-conduct
[1] https://twitter.com/i/web/status/1526251883626741760

Top URLs in Tweet in G9:
[1] https://twitter.com/PublishersWkly/status/1524056702097702916
[1] https://shop.spreadshirt.com/ALAGraphics-Gift-Shop
[1] https://twitter.com/penguinkids/status/1520357303555297280
[1] https://www.washingtonpost.com/lifestyle/2022/05/11/banned-book-club-teen-diffenbaugh/
[1] https://ala-events.zoom.us/webinar/register/WN_xxA0liyXRhuzsK73vZXJ5A
[1] https://twitter.com/PDXbookbank/status/1525173018913284097
[1] https://twitter.com/Goodable/status/1517501424610992129
[1] https://www.skybound.com/comics/clementine/tillie-walden-book-tour
[1] https://www.powells.com/book/peaceful-warriors-9781639854318
[1] https://www.ala.org/news/press-releases/2022/04/help-create-sustainable-future-preserving-climate-stories-during-preservation

Top URLs in Tweet in G10:
[1] https://twitter.com/costanzardo/status/1533690779750780929
[1] https://twitter.com/OrdinaryLaurie/status/1521224992352083968
[1] https://twitter.com/obrienfolger/status/1519642745496870912

Top Domains
Top Domains in Tweet in Entire Graph:
[544] twitter.com
[204] ala.org
[167] uniteagainstbookbans.org
[106] alaannual.org
[32] summerclassicshome.com
[29] blogspot.com
[29] americanlibrariesmagazine.org
[23] preservationweek.org
[22] kevinschewe.com
[19] booktitlegenerator.net

Top Domains in Tweet in G1:
[115] uniteagainstbookbans.org
[104] twitter.com
[94] ala.org
[60] alaannual.org
[20] preservationweek.org
[15] americanlibrariesmagazine.org
[9] programminglibrarian.org
[9] infodocket.com
[8] ilovelibraries.org
[7] eventscribe.net

Top Domains in Tweet in G2:
[187] twitter.com
[62] ala.org
[41] uniteagainstbookbans.org
[40] alaannual.org
[12] americanlibrariesmagazine.org
[9] illinois.edu
[6] publishingperspectives.com
[5] eventscribe.net
[4] blogspot.com
[4] programminglibrarian.org

Top Domains in Tweet in G3:
[55] twitter.com
[34] ala.org
[25] blogspot.com
[16] careersingovernment.com
[13] goyen.io
[7] architectmagazine.com
[6] zoom.us
[6] kidlit.tv
[3] aia.org
[3] uniteagainstbookbans.org

Top Domains in Tweet in G4:
[63] twitter.com
[5] amnesty.org
[3] un.org
[1] buzzfeednews.com
[1] macdonaldlaurier.ca
[1] omnatigray.org
[1] reuters.com
[1] org.uk
[1] genocidewatch.com
[1] afp.com

Top Domains in Tweet in G5:
[2] twitter.com
[1] thepostmillennial.com

Top Domains in Tweet in G6:
[6] flickr.com
[5] trib.al
[3] twitter.com
[2] nypl.org
[2] aei.org
[1] overdrive.com
[1] nbcnews.com
[1] lgbt50.org
[1] uniteagainstbookbans.org
[1] oodihelsinki.fi

Top Domains in Tweet in G7:
[7] twitter.com
[4] jagatgururampalji.org
[1] doodle.com
[1] amazon.com
[1] youtube.com
[1] mintpressnews.com
[1] digitalsocietypress.com

Top Domains in Tweet in G8:
[7] twitter.com
[5] fairfaxcounty.gov
[3] programminglibrarian.org
[3] asist.org
[3] jvbrown.edu
[2] robertslibrary.org
[2] ala.org
[2] facebook.com
[1] google.com
[1] oxfordlib.org

Top Domains in Tweet in G9:
[4] twitter.com
[1] spreadshirt.com
[1] washingtonpost.com
[1] zoom.us
[1] skybound.com
[1] powells.com
[1] ala.org
[1] theguardian.com

Top Domains in Tweet in G10:
[3] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[484] alaac22
[353] tigraygenocide
[261] uniteagainstbookbans
[157] librarians
[104] freadom
[98] alatogetheragain
[98] eritrea
[94] nonfiction
[94] ethiopia
[89] libraries



Top Hashtags in Tweet in G1:
[154] uniteagainstbookbans
[105] alaac22
[52] preservationweek
[35] library
[34] alatogetheragain
[28] librarycardsignupmonth
[27] libraries
[21] pridemonth
[20] rainbowbookmonth
[16] freadom

Top Hashtags in Tweet in G2:
[173] alaac22
[120] librarians
[90] uniteagainstbookbans
[75] freadom
[60] parenting
[56] moms
[56] dads
[46] libraries
[42] grooming
[38] alatogetheragain

Top Hashtags in Tweet in G3:
[88] nonfiction
[46] alaac22
[34] buckscounty
[27] hiring
[25] pa01
[17] kidslovenonfiction
[16] librarytwitter
[16] rbms22
[16] applynow
[16] jobsearch

Top Hashtags in Tweet in G4:
[343] tigraygenocide
[127] alaac22
[98] eritrea
[94] ethiopia
[21] alatogetheragain
[19] us
[15] tplfterroristgroup
[13] nomore
[11] breakthesilence
[11] tplfterrorist

Top Hashtags in Tweet in G5:
[1] cuny
[1] godsaveusa

Top Hashtags in Tweet in G6:
[2] bannedbooks
[2] booksforall
[2] uniteagainstbookbans
[1] lgbtq
[1] lgbt
[1] librarytwitter
[1] library
[1] china
[1] virginia
[1] kindle

Top Hashtags in Tweet in G7:
[4] factsaboutchristianity
[2] nonfiction
[1] librarians
[1] lgbtqia
[1] sacofunnel
[1] lcsh
[1] critcat
[1] homosaurus
[1] chicagodance
[1] yearofdance

Top Hashtags in Tweet in G8:
[12] sharp
[7] libraryltai
[4] bestpractiesfromworldlibrariesphotogallery
[4] wlic2016
[4] bibsen
[4] kebetu
[3] buchanancountypubliclibrary
[3] fairfax
[3] francophonie
[3] alaac22

Top Hashtags in Tweet in G9:
[6] bannedbooks
[3] txla22
[3] teachers
[3] librarians
[3] bookbans
[2] alaac22
[2] freadom
[2] nationalvolunteerweek
[2] bookbannings
[2] trustworthinesstest

Top Hashtags in Tweet in G10:
[4] everyonereads
[4] dcpsschoollibraries
[1] thankateacherday
[1] intellectualfreedom

Top Words
Top Words in Tweet in Entire Graph:
[5067] alalibrary
[1692] library
[966] tiffanyhaddish
[737] book
[679] books
[561] ala
[509] flexlibris
[504] american
[501] association
[484] #alaac22

Top Words in Tweet in G1:
[1088] alalibrary
[289] library
[206] book
[185] read
[177] books
[154] #uniteagainstbookbans
[150] ala
[140] join
[133] libraries
[116] make

Top Words in Tweet in G2:
[1187] alalibrary
[224] library
[207] ala
[200] sexharassed
[185] book
[177] school
[173] #alaac22
[168] oif
[149] books
[136] uabookbans

Top Words in Tweet in G3:
[940] alalibrary
[225] library
[192] penamerica
[179] diversebooks
[175] soontornvat
[168] edrabinski
[120] civil
[117] librarians
[109] ehanford
[105] books

Top Words in Tweet in G4:
[952] tiffanyhaddish
[878] alalibrary
[503] flexlibris
[365] tiffany
[343] #tigraygenocide
[342] haddish
[289] know
[278] library
[259] ongoing
[259] called

Top Words in Tweet in G5:
[425] mrandyngo
[320] marxist
[320] library
[314] association
[313] president
[312] american
[311] elected
[310] next
[309] avowed
[307] far

Top Words in Tweet in G6:
[191] library
[175] dabeard
[131] books
[125] available
[103] nypl
[93] public
[87] libraries
[87] banned
[86] york
[86] making

Top Words in Tweet in G7:
[29] alalibrary
[24] public
[24] librarians
[23] corporate
[22] jebsprague
[21] university
[21] take
[21] note
[21] institutions
[21] being

Top Words in Tweet in G8:
[70] alalibrary
[32] nehgov
[25] libraries
[20] ifla
[20] more
[18] american
[15] suffrage
[15] rescue
[15] plan
[13] one

Top Words in Tweet in G9:
[30] alalibrary
[16] tour
[11] alali
[11] book
[10] skybound
[10] clementine
[10] industry
[10] stand
[10] united
[10] writing

Top Words in Tweet in G10:
[14] alalibrary
[9] ncte
[6] jocelynachadwic
[6] vatenglish
[6] leaders_black
[6] paynedcps
[5] pctelanews
[5] tctela
[5] obrienfolger
[5] marktwaincenter

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[478] library,association
[462] alalibrary,tiffanyhaddish
[419] american,library
[346] tiffany,haddish
[319] avowed,marxist
[315] elected,next
[315] next,president
[314] president,american
[312] far,left
[311] marxist,far

Top Word Pairs in Tweet in G1:
[96] freedom,read
[90] make,decisions
[90] raise,voice
[89] voice,everyone's
[89] everyone's,freedom
[87] trust,individuals
[87] individuals,make
[87] decisions,raise
[82] #uniteagainstbookbans,alalibrary
[67] read,join

Top Word Pairs in Tweet in G2:
[79] book,bans
[77] alalibrary,oif
[55] #moms,#dads
[53] #parenting,#moms
[48] alalibrary,uabookbans
[43] alalibrary,aasl
[42] toolkit,uabookbans
[40] intellectual,freedom
[39] library,association
[39] right,read

Top Word Pairs in Tweet in G3:
[172] penamerica,alalibrary
[168] diversebooks,penamerica
[157] soontornvat,diversebooks
[69] take,note
[68] librarians,take
[66] edrabinski,alalibrary
[62] mstewartscience,librarians
[62] ehanford,alalibrary
[59] alalibrary,sent
[59] sent,house

Top Word Pairs in Tweet in G4:
[455] alalibrary,tiffanyhaddish
[341] tiffany,haddish
[254] ongoing,#tigraygenocide
[250] haddish,repeatedly
[250] repeatedly,denied
[250] denied,ongoing
[248] library,workers
[248] workers,need
[248] need,know
[248] know,tiffany

Top Word Pairs in Tweet in G5:
[313] library,association
[311] american,library
[309] avowed,marxist
[309] elected,next
[309] next,president
[309] president,american
[307] far,left
[306] mrandyngo,avowed
[306] marxist,far
[306] left,activist

Top Word Pairs in Tweet in G6:
[92] public,library
[86] york,public
[86] library,making
[86] making,group
[86] group,commonly
[86] commonly,banned
[86] banned,books
[86] books,available
[86] available,nationwide
[86] nationwide,library

Top Word Pairs in Tweet in G7:
[21] university,public
[21] public,librarians
[21] librarians,take
[21] take,note
[21] note,institutions
[21] institutions,being
[21] being,manipulated
[21] manipulated,corporate
[21] corporate,backed
[21] backed,fact

Top Word Pairs in Tweet in G8:
[24] alalibrary,nehgov
[15] american,rescue
[15] rescue,plan
[11] dr,jennifer
[11] jennifer,ritterhouse
[9] learn,more
[9] women's,suffrage
[8] one,200
[8] 200,libraries
[8] libraries,nationwide

Top Word Pairs in Tweet in G9:
[10] industry,stand
[10] stand,united
[10] united,writing
[10] writing,producing
[10] producing,distributing
[10] distributing,selling
[10] selling,reading
[9] bajekservices,industry
[9] reading,ap
[8] clementine,book

Top Word Pairs in Tweet in G10:
[4] cate_california,arkansasela
[4] arkansasela,pctelanews
[4] pctelanews,wvcte
[4] wvcte,vatenglish
[4] nysec_tweets,njctenews
[4] irvinghigh,ordinaryls
[4] #everyonereads,paynedcps
[4] paynedcps,#dcpsschoollibraries
[4] #dcpsschoollibraries,mayorbowser
[4] mayorbowser,dcpublicschools

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@mrandyngo
@flexlibris
@edrabinski
@ehanford
@soontornvat
@sexharassed
@purplehouseprss
@melissa_campesi
@atillahunor

Top Replied-To in G1:
@alalibrary
@derfbackderf
@joshweavr
@shawnacoppola
@rutgers_scua
@librarykat
@moonyenoom
@jeremyholtbooks
@sexharassed
@ksattler

Top Replied-To in G2:
@alalibrary
@sexharassed
@kennygray2017
@coalitiontexas
@thenextgenlib
@nicoletta0602
@mrs_bongi
@lessa4libraries
@1madmommabear
@dawnhawkins33

Top Replied-To in G3:
@edrabinski
@ehanford
@soontornvat
@_tom_paine_
@dyslexiasomd
@archivalobjects
@alalibrary
@loidagarciafebo
@mstewartscience
@buckscobeacon

Top Replied-To in G4:
@alalibrary
@flexlibris
@hermelatv
@micaelgoitom
@eritreanay
@hd_____67
@rsonderriis
@offleashkaren
@tbephraim
@eritrea1952

Top Replied-To in G5:
@mrandyngo
@casusbelli420
@danodonne11
@jdfarmer94583
@grahamwelly
@keiichinada
@thepeoplesbacon
@daveoreally
@userr616
@depthhidden

Top Replied-To in G6:
@dabeard
@samuelabramsaei
@brewster_kahle
@organizinglis
@unewmeb41
@pomonadez
@nypl
@thenicoledvorak
@noliewithbtc

Top Replied-To in G7:
@suntimes
@sportsjefe81
@troy4nj7
@jacqbiggar
@patricianewman
@heartofsoy
@libsoftiktok
@carolyo35267039
@mimitexasangel
@jebsprague

Top Replied-To in G8:
@alalibrary
@neh_presaccess
@dawnhawkins33
@johnsemanik
@sjplf
@getyourdorkon
@kckpl
@jvblibrary

Top Replied-To in G9:
@skybound
@alalibrary
@publisherswkly
@christopherterr
@booksrosesworld

Top Replied-To in G10:
@jocelynachadwic
@costanzardo
@alalibrary

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@tiffanyhaddish
@flexlibris
@mrandyngo
@alalib
@oif
@penamerica
@hermelatv
@uabookbans
@sexharassed

Top Mentioned in G1:
@alalibrary
@silwani4scifi
@uabookbans
@traciedhall1
@oif
@votepattywong
@belmedia
@imagecomics
@channingtatum
@amlibraries

Top Mentioned in G2:
@alalibrary
@sexharassed
@oif
@uabookbans
@aasl
@freadomfighters
@traciedhall1
@kaaauthor
@librarypolicy
@ncacensorship

Top Mentioned in G3:
@alalibrary
@penamerica
@diversebooks
@soontornvat
@edrabinski
@mstewartscience
@ehanford
@oversightdems
@loidagarciafebo
@cbsdschools

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

Top Mentioned in G5:
@mrandyngo
@alalib
@alalibrary
@cunygclibrary
@grahamwelly
@jppsweeney
@3yearletterman
@libsoftiktok
@rockub420
@jimcramer

Top Mentioned in G6:
@dabeard
@alalibrary
@nypl
@bplboston
@schomburgcenter
@brewster_kahle
@samuelabramsaei
@nytimes
@aei
@dcpl

Top Mentioned in G7:
@alalibrary
@jebsprague
@librarycongress
@britishlibrary
@ulunyc
@brooklynnets
@brooklynmuseum
@brooklynartery
@brooklynartsall
@radicallibs

Top Mentioned in G8:
@alalibrary
@nehgov
@ifla
@histarthgmu
@fairfaxlibrary
@asist_org
@aamers
@nareshag
@cilipinfo
@tckulturturizm

Top Mentioned in G9:
@alalibrary
@alali
@bajekservices
@skybound
@indiebound
@wccls
@powells
@edvotes
@oregoneducation
@altlofc

Top Mentioned in G10:
@alalibrary
@ncte
@leaders_black
@pctelanews
@vatenglish
@obrienfolger
@pbsteachers
@nowatnpl
@seccardona
@cate_california

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@matthewtwihard
@dichristine
@cloudwanderer3
@thepoliticalcat
@jfsebastian146
@coopmike48
@mharvey816
@starcoreone02
@jjj5819

Top Tweeters in G1:
@ansisegle
@bellesapepper37
@irishguy1984
@opensource_orgs
@anas_erindra
@boottmills228
@mitsuekijima
@vievararosel
@mrpshropshire
@djriter

Top Tweeters in G2:
@missb62
@docwashburn
@mcdonalds
@_yvonneburton
@mtrushmore2016
@cannoneerfour
@sampleatl
@peta
@nypost
@foxnews

Top Tweeters in G3:
@matthewtwihard
@dichristine
@n7irl
@adunlea
@education_24x7
@jjdebenedictis
@nytimes
@mashable
@charlotteonder1
@rodriguez_linda

Top Tweeters in G4:
@_morgankd
@cnn
@ajenglish
@romhai_h
@kirosawitr
@letebrhangebre1
@mulu999344782
@encouragedone
@kingotdf
@nuruklara

Top Tweeters in G5:
@starcoreone02
@pitoloco2021
@blisstabitha
@riwired
@eileendiana
@hustler81
@akifj
@lisaannega
@carobailey864
@shoshido

Top Tweeters in G6:
@cloudwanderer3
@thepoliticalcat
@mharvey816
@jjj5819
@morgfair
@miss_placed_
@lorettabower3
@rousseauagnes
@knight201701
@sullyanne1

Top Tweeters in G7:
@guardian
@mimitexasangel
@elisha1022
@forbes
@dihoppy
@wsj
@france24
@paraskghelaanii
@rfi
@bbcworld

Top Tweeters in G8:
@stevejacksonva
@nadiasindi
@globalcmrpt
@thartman2u
@un
@trishgreenhalgh
@azoubig
@cilipinfo
@alianational
@libmoggy

Top Tweeters in G9:
@janiecestaton
@washingtonpost
@houstonchron
@dallasnews
@startribune
@sltrib
@statesman
@pegscooley
@cynical420
@teenvogue

Top Tweeters in G10:
@todayshow
@costanzardo
@teacher2teacher
@cjr
@marina_catucci
@timlriley
@danieltorday
@la_lettura
@columbia
@anneapplebaum


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