ALALibrary, Twitter, 1/12/2023 4:43:05 AM, 287801


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ALALibrary_2023-01-11_20-30-40.xlsx
ALALibrary_2023-01-11_20-30-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 12, 2023
Short Description:
ALALibrary via NodeXL https://bit.ly/3ZtFP0p
@alalibrary
@sexharassed
@monicatolva
@arjun_sanyal
@inkyelbows
@mamagrizzlyorg
@moms4liberty
@harknesshub
@educativenews
@chanyasulkit

Top hashtags:
#librarians
#liblearnx23
#uniteagainstbookbans
#libraries
#parenting

Description:
Description
The graph represents a network of 4,224 Twitter users whose recent tweets contained "ALALibrary", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/11/2023 5:00:34 PM. The network was obtained from Twitter on Thursday, 12 January 2023 at 04:35 UTC.

The tweets in the network were tweeted over the 2389-day, 5-hour, 31-minute period from Monday, 27 June 2016 at 19:27 UTC to Thursday, 12 January 2023 at 00:59 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 4224
Unique Edges : 5895
Edges With Duplicates : 13199
Total Edges : 19094
Number of Edge Types : 9
Replies to : 1115
MentionsInReplyTo : 4838
Retweet : 3110
MentionsInRetweet : 6479
Quote : 332
MentionsInQuote : 736
Tweet : 335
Mentions : 1918
MentionsInQuoteReply : 231
Self-Loops : 778
Reciprocated Vertex Pair Ratio : 0.0401376146788991
Reciprocated Edge Ratio : 0.0771775082690187
Connected Components : 6
Single-Vertex Connected Components : 1
Maximum Vertices in a Connected Component : 4213
Maximum Edges in a Connected Component : 19077
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.926368
Graph Density : 0.000559313087062909
Modularity : 0.371739
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,224 Twitter users whose recent tweets contained "ALALibrary", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/11/2023 5:00:34 PM. The network was obtained from Twitter on Thursday, 12 January 2023 at 04:35 UTC.

The tweets in the network were tweeted over the 2389-day, 5-hour, 31-minute period from Monday, 27 June 2016 at 19:27 UTC to Thursday, 12 January 2023 at 00:59 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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://twitter.com/BasedLibrarian/status/1559370012871245827/photo/1
[34] https://www.2023.alaliblearnx.org/cory-doctorow
[29] https://twitter.com/ALALibrary/status/1608937220878045188
[28] https://www.2023.alaliblearnx.org/registration
[27] http://celebratescience.blogspot.com/2022/12/sibert-smackdown-theres-still-time.html
[22] https://craphound.com/shop/
[22] https://www.ucl.ac.uk/laws/events/2023/feb/online-chokepoint-capitalism-can-it-be-defeated
[21] https://crln.acrl.org/index.php/crlnews/article/view/25706/33637
[20] https://web.archive.org/web/20170612040326/https://www.ala.org/advocacy/intersections-glbt-book-month-dispatch-small-town-librarian
[18] https://digital.org.au/2022/11/08/doctorow-giblin-first-speaker-announcement-ada-forum-2023/

Top URLs in Tweet in G1:
[42] https://twitter.com/BasedLibrarian/status/1559370012871245827/photo/1
[21] https://twitter.com/ALALibrary/status/1608937220878045188
[15] https://www.2023.alaliblearnx.org/registration
[7] https://www.eventscribe.net/2023/LibLearnX/
[7] https://www.2023.alaliblearnx.org/
[6] https://www.ala.org/aboutala/give-ala
[5] https://www.ala.org/educationcareers/scholarships
[5] https://twitter.com/dean_frey/status/1479864496738865154/photo/1
[5] https://actualitte.com/a/98XG5828
[4] https://www.2023.alaliblearnx.org/inclusivity-entertainment-uplifting-black-voices

Top URLs in Tweet in G2:
[20] https://web.archive.org/web/20170612040326/https://www.ala.org/advocacy/intersections-glbt-book-month-dispatch-small-town-librarian
[10] https://twitter.com/correctedmedia/status/1608838700401819648
[7] https://safelibraries.blogspot.com/2023/01/school-librarians-directly-attack.html
[7] https://uniteagainstbookbans.org/partners/
[5] https://www.nytimes.com/2022/12/13/learning/what-role-do-libraries-play-in-your-life.html#commentsContainer
[4] https://twitter.com/SexHarassed/status/1598342702353055747/photo/1
[4] https://twitter.com/SexHarassed/status/1603430562802409473/photo/1
[4] https://twitter.com/SexHarassed/status/1606183680086609920/photo/1
[4] https://twitter.com/SexHarassed/status/1607121117654781953/photo/1
[4] https://twitter.com/luce_lexi/status/1606032847940202496/photo/1

Top URLs in Tweet in G3:
[13] https://www.canva.com/design/DAFR489SM7E/MkPJMClnOb4az8Kx-gG_1A/view
[10] https://www.2023.alaliblearnx.org/registration
[8] https://twitter.com/HillcrestLib/status/1595488041023553550/photo/1
[6] https://www.eventscribe.net/2023/LibLearnX/
[5] https://uniteagainstbookbans.org/
[5] https://shop.spreadshirt.com/ALAGraphics-Gift-Shop
[4] https://www.2023.alaliblearnx.org/willie-mae-brown
[4] https://bookriot.com/huntsville-public-library-privatization/
[3] https://programminglibrarian.org/articles/apply-now-libraries-transform-communities-engagement-grant-2022
[3] https://twitter.com/ALALibrary/status/1611022985359499264/photo/1

Top URLs in Tweet in G4:
[26] http://celebratescience.blogspot.com/2022/12/sibert-smackdown-theres-still-time.html
[7] http://celebratescience.blogspot.com/2023/01/sibert-smackdown-theres-still-time.html
[4] https://twitter.com/mstewartscience/status/1605909286109970435/photo/1
[4] http://celebratescience.blogspot.com/2022/11/its-time-for-sibert-smackdown.html
[4] https://twitter.com/anthonyschow/status/1610708588355371033/photo/1
[4] https://twitter.com/DJZibaZ/status/1613057219431657473/photo/1
[3] https://www.2023.alaliblearnx.org/registration
[2] http://www.nonfictiondetectives.com/2022/12/sibert-award-picks.html
[2] https://twitter.com/aslan_magic/status/1608670523374080001/photo/1
[2] https://twitter.com/AuthorLisaFipps/status/1485627583228170245/photo/1

Top URLs in Tweet in G5:
[2] https://twitter.com/PeddamupparamV/status/1610965537349332994/photo/1
[1] https://twitter.com/LibCongressFCU/status/1597579904928858114/photo/1
[1] https://twitter.com/LibCongressFCU/status/1606020523397611520/photo/1
[1] https://twitter.com/LibCongressFCU/status/1605624194322104321/photo/1
[1] https://twitter.com/LibCongressFCU/status/1605216570049011716/photo/1
[1] https://ilovelibraries.org/article/icymi-ala-executive-director-tracie-d-halls-literarian-award-acceptance-speech/#sq_h93taa4lwe
[1] https://twitter.com/LibCongressFCU/status/1603412093482549248/photo/1
[1] https://ilovelibraries.org/article/150-years-of-los-angeles-public-library/#sq_h9anr1zg6r
[1] https://twitter.com/LibCongressFCU/status/1605937472604672001/photo/1
[1] https://twitter.com/Marekwalkuski/status/1611443895581216798

Top URLs in Tweet in G6:
[4] https://twitter.com/arjun_sanyal/status/1600485459343609862/photo/1
[4] https://twitter.com/arjun_sanyal/status/1600486933045583873/photo/1
[4] https://twitter.com/arjun_sanyal/status/1600058437983162369/photo/1
[4] https://twitter.com/arjun_sanyal/status/1600487769364725762/photo/1
[4] https://twitter.com/arjun_sanyal/status/1600062804316557313/photo/1
[3] https://twitter.com/arjun_sanyal/status/1600411688947580928/photo/1
[3] https://twitter.com/arjun_sanyal/status/1600416693825994752/photo/1
[3] https://twitter.com/arjun_sanyal/status/1600415177484406785/photo/1
[2] https://www.webjunction.org/events/webjunction/remember-your-patrons-living-with-memory-loss.html
[2] https://twitter.com/arjun_sanyal/status/1600413855712440321/photo/1

Top URLs in Tweet in G7:
[15] https://kevinschewe.com
[4] https://twitter.com/ZPBidar/status/1598346188734238722/photo/1
[4] https://michaelkelleyauthor.com/
[4] https://twitter.com/ncaula/status/1612954867877949443/photo/1
[2] https://www.wcl.american.edu/impact/initiatives-programs/pijip/events/user-rights-network-symposium-protecting-copyright-user-rights-from-contractual-override/
[1] https://gclibrary.commons.gc.cuny.edu/2022/12/12/now-hiring-adjunct-reference-digital-outreach-librarian/
[1] https://twitter.com/cunyGClibrary/status/1602423062234025992/photo/1
[1] https://gclibrary.commons.gc.cuny.edu/2022/11/29/were-hiring-an-electronic-resources-librarian/
[1] https://twitter.com/cunyGClibrary/status/1603422087565438979/photo/1
[1] https://twitter.com/cunyGClibrary/status/1602423062234025992

Top URLs in Tweet in G8:
[19] https://crln.acrl.org/index.php/crlnews/article/view/25706/33637
[4] https://www.ala.org/tools/programming/apply
[3] https://twitter.com/edrabinski/status/1608573727234744321/photo/1
[2] https://docs.google.com/forms/d/e/1FAIpQLSfvVLetFqojPYEGZGJqrd4mjC_kX37vQ3KV9HUlNKFdg8u5Sg/viewform?usp=sf_link
[2] https://twitter.com/ChuckTingle/status/1610845332598042624/photo/1
[1] https://twitter.com/ALALibrary/status/1609949160332992515
[1] https://www.ala.org/aboutala/affiliates/relatedgroups/merrittfund/merritthumanitarian#donate
[1] https://twitter.com/ALALibrary/status/1603464959102488592
[1] https://programminglibrarian.org/articles/they-want-shut-us-down-threats-canceled-drag-queen-bingo-program-and-how-library-handled-it
[1] https://twitter.com/ALALibrary/status/1603095006637694977

Top URLs in Tweet in G9:
[1] https://debbieohi.com/resources/printready/printready-posters-bookmarks/
[1] https://twitter.com/inkyelbows/status/1599780755151822849/photo/1
[1] https://twitter.com/pancake__jones/status/1601313339841605633/photo/1
[1] https://twitter.com/NoetheMatt/status/1598379784635093004/photo/1
[1] https://twitter.com/ALALibrary/status/1597615642944978945
[1] https://www.ala.org/aboutala/affiliates/relatedgroups/merrittfund/merritthumanitarian
[1] https://twitter.com/ALALibrary/status/1602376260067655680
[1] https://twitter.com/maryidsardi/status/1600893026716758017/photo/1
[1] https://twitter.com/ayanna313/status/1599952104063238145/photo/1
[1] https://twitter.com/EveryLibrary/status/1605906288386314240

Top URLs in Tweet in G10:
[1] https://trib.al/g3djpW1
[1] https://trib.al/YJMwvmT
[1] https://twitter.com/MrGordonLibrary/status/1612065222147072000/photo/1
[1] https://twitter.com/MrGordonLibrary/status/1579994165987139584/photo/1
[1] https://twitter.com/MrGordonLibrary/status/1609525640843382784/photo/1
[1] https://twitter.com/SecCardona/status/1604204972920385537/photo/1
[1] https://twitter.com/peddamupparamB2/status/1612281163720327169
[1] https://twitter.com/peddamupparamB2/status/1612281163720327169/photo/1
[1] https://twitter.com/realchrisrufo/status/1611953304577413123
[1] https://www.ntd.com/washington-post-issues-corrections-on-article-about-conservative-journalist-chris-rufo_893966.html

Top Domains
Top Domains in Tweet in Entire Graph:
[1337] twitter.com
[108] ala.org
[101] alaliblearnx.org
[55] blogspot.com
[38] paper.li
[25] uniteagainstbookbans.org
[23] programminglibrarian.org
[22] nytimes.com
[22] craphound.com
[22] ac.uk

Top Domains in Tweet in G1:
[328] twitter.com
[43] alaliblearnx.org
[42] ala.org
[10] programminglibrarian.org
[9] eventscribe.net
[7] amazon.com
[6] uniteagainstbookbans.org
[5] americanlibrariesmagazine.org
[5] teenvogue.com
[5] actualitte.com

Top Domains in Tweet in G2:
[320] twitter.com
[20] archive.org
[17] blogspot.com
[12] uniteagainstbookbans.org
[8] nytimes.com
[7] ala.org
[5] washingtonpost.com
[4] foxnews.com
[3] youtube.com
[3] trib.al

Top Domains in Tweet in G3:
[280] twitter.com
[32] ala.org
[20] alaliblearnx.org
[13] canva.com
[12] programminglibrarian.org
[8] eventscribe.net
[7] uniteagainstbookbans.org
[6] americanlibrariesmagazine.org
[6] nytimes.com
[5] spreadshirt.com

Top Domains in Tweet in G4:
[59] twitter.com
[37] blogspot.com
[13] paper.li
[6] alaliblearnx.org
[6] booklistonline.com
[4] ala.org
[3] youtube.com
[2] nonfictiondetectives.com
[1] myspreadshop.com
[1] nytimes.com

Top Domains in Tweet in G5:
[19] twitter.com
[7] educativenewsroom.com
[4] ilovelibraries.org
[1] today.com

Top Domains in Tweet in G6:
[42] twitter.com
[3] webjunction.org
[2] ala.org
[1] teenvogue.com
[1] umich.edu
[1] srf.ch
[1] bibliotheksverband.de
[1] trustmedocumentary.com
[1] arup.com
[1] pinksale.im

Top Domains in Tweet in G7:
[49] twitter.com
[15] kevinschewe.com
[4] michaelkelleyauthor.com
[3] cuny.edu
[2] american.edu
[1] cryptogotchies.com
[1] gleam.io
[1] t.me
[1] ucblib.link
[1] digital-science.com

Top Domains in Tweet in G8:
[19] acrl.org
[15] twitter.com
[5] ala.org
[2] google.com
[1] programminglibrarian.org
[1] nytimes.com
[1] youtube.com
[1] eventscribe.net
[1] instagram.com

Top Domains in Tweet in G9:
[8] twitter.com
[1] debbieohi.com
[1] ala.org

Top Domains in Tweet in G10:
[22] twitter.com
[2] trib.al
[1] ntd.com
[1] foxnews.com
[1] nytimes.com
[1] washingtonpost.com
[1] youtube.com
[1] pjmedia.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[323] librarians
[269] liblearnx23
[136] uniteagainstbookbans
[93] libraries
[71] parenting
[70] moms
[69] dads
[49] wyoming
[49] givingtuesday
[45] freadom



Top Hashtags in Tweet in G1:
[106] liblearnx23
[49] wyoming
[38] lsu
[35] uniteagainstbookbans
[29] givingtuesday
[18] librarians
[15] libraries
[11] library
[9] read4health
[9] infosec

Top Hashtags in Tweet in G2:
[218] librarians
[72] liblearnx23
[71] parenting
[71] uniteagainstbookbans
[69] moms
[69] dads
[34] alaac23
[28] edchat
[24] freadom
[19] libraries

Top Hashtags in Tweet in G3:
[59] librarians
[57] liblearnx23
[25] uniteagainstbookbans
[24] librarytwitter
[16] libraries
[14] freepeoplereadfreely
[13] freadom
[12] library
[11] intellectualfreedom
[9] givingtuesday

Top Hashtags in Tweet in G4:
[44] sibertsmackdown
[33] nonfiction
[29] kidslovenonfiction
[16] liblearnx23
[4] kidlit
[4] libraries
[4] publiclibraries
[3] editorschoice
[2] givingtuesday
[2] amreading

Top Hashtags in Tweet in G5:
[14] librarians
[13] libraries
[13] librariestransform
[8] liblearnx23
[7] giveala
[4] librariansrock
[3] givingtuesday
[3] paykindnessforward
[3] librarycongress
[3] ilovelibraries

Top Hashtags in Tweet in G6:
[9] bibliotheksleitungstag2022
[8] wjwebinar
[6] libraries
[4] engagedlibraries
[4] ndorh
[2] bibliotheken
[2] librarians
[2] librarytwitter
[2] library
[1] howweheal

Top Hashtags in Tweet in G7:
[19] scifi
[11] userrights
[9] copyright
[8] ostpmemo
[7] nelsonmemo
[4] mybookagents
[4] ian1
[4] sfrtg
[4] scifibookclub
[3] openaccess

Top Hashtags in Tweet in G8:
[5] liblearnx23
[2] sel
[2] fairucnow
[1] llx23
[1] libraries
[1] alabma
[1] ala_carnegie
[1] nationallibraryweek
[1] socialemotionalskills
[1] learningthroughplay

Top Hashtags in Tweet in G9:
[1] librarytwitter
[1] infographic
[1] school
[1] librarian
[1] censorship
[1] texas

Top Hashtags in Tweet in G10:
[3] dcpsschoollibraries
[3] kirkcameron
[1] amazondown
[1] librarylife
[1] articleunlocked
[1] groomers
[1] resistance
[1] history
[1] heroes
[1] teenagers

Top Words
Top Words in Tweet in Entire Graph:
[3814] alalibrary
[1203] library
[708] books
[666] libraries
[623] ala
[614] sexharassed
[606] school
[603] public
[502] book
[492] librarians

Top Words in Tweet in G1:
[1327] alalibrary
[368] library
[331] works
[327] public
[277] libraries
[262] 2023
[261] ala
[223] books
[195] book
[182] january

Top Words in Tweet in G2:
[859] alalibrary
[596] sexharassed
[284] children
[258] school
[219] #librarians
[203] library
[153] books
[142] parents
[131] book
[123] librarians

Top Words in Tweet in G3:
[776] alalibrary
[286] library
[201] books
[196] aasl
[165] school
[160] public
[144] lms_united
[136] librarians
[135] monicatolva
[130] ala

Top Words in Tweet in G4:
[174] alalibrary
[55] library
[50] time
[46] still
[44] #sibertsmackdown
[34] traciedhall1
[33] wearealsc
[33] mstewartscience
[33] #nonfiction
[32] yalsa

Top Words in Tweet in G5:
[33] alalibrary
[27] librarycongress
[14] #librarians
[13] #librariestransform
[13] #libraries
[10] aasl
[9] more
[9] book
[8] nypl
[8] #liblearnx23

Top Words in Tweet in G6:
[50] alalibrary
[29] alianational
[22] cilipinfo
[22] libraries
[20] arup
[17] eblida
[17] library
[15] oclc_de
[15] next
[13] bibverband

Top Words in Tweet in G7:
[63] alalibrary
[30] librarian
[25] ರ
[23] libraryjournal
[20] ತ
[20] ಯ
[20] ಲ
[19] #scifi
[16] artistic
[16] schewe

Top Words in Tweet in G8:
[101] alalibrary
[86] edrabinski
[81] library
[69] school
[60] workers
[52] librarians
[39] aasl
[33] very
[32] last
[32] conversations

Top Words in Tweet in G9:
[82] inkyelbows
[78] libraries
[76] people
[76] without
[75] wasting
[75] life
[75] peter
[75] both
[75] favorite
[75] things

Top Words in Tweet in G10:
[31] alalibrary
[12] valeriestrauss
[12] library
[11] mayorbowser
[11] dcpschancellor
[11] lewisdferebee
[11] seccardona
[11] dcpublicschools
[10] chmnmendelson
[10] paynedcps

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[234] public,library
[178] public,domain
[174] january,2023
[172] enter,public
[171] virginia,woolf
[170] 1927,enter
[170] domain,including
[170] copyrighted,works
[170] works,virginia
[170] including,works

Top Word Pairs in Tweet in G1:
[172] public,domain
[166] enter,public
[165] virginia,woolf
[164] copyrighted,works
[164] including,works
[164] 2023,copyrighted
[164] domain,including
[164] january,2023
[164] woolf,arthur
[164] 1927,enter

Top Word Pairs in Tweet in G2:
[81] library,association
[77] sexually,inappropriate
[77] american,library
[69] #moms,#dads
[66] school,libraries
[64] lawn,boy
[64] #parenting,#moms
[62] inappropriate,material
[61] sexharassed,alalibrary
[57] alalibrary,oif

Top Word Pairs in Tweet in G3:
[132] public,library
[118] police,officer
[115] officer,behind
[115] library,tx
[115] behind,desk
[114] desk,scrutinizing
[114] scrutinizing,books
[114] wrong,instead
[114] books,wrong
[114] tx,privatized

Top Word Pairs in Tweet in G4:
[42] time,#sibertsmackdown
[34] still,time
[26] #nonfiction,#kidslovenonfiction
[26] #sibertsmackdown,#nonfiction
[26] #kidslovenonfiction,alalibrary
[25] mstewartscience,still
[20] alalibrary,wea
[18] tiktok,dallaslibrary
[18] panel,library
[18] library,tiktok

Top Word Pairs in Tweet in G5:
[12] librarycongress,alalibrary
[7] britishlibrary,nypl
[7] nypl,libraryjournal
[7] #libraries,#librariestransform
[6] #libraries,#librarians
[6] alalibrary,wdlorg
[6] aasl,librarycongress
[6] librarycongress,fermatslibrary
[6] fermatslibrary,britishlibrary
[5] agree,more

Top Word Pairs in Tweet in G6:
[23] alianational,alalibrary
[16] cilipinfo,alianational
[15] arup,cilipinfo
[8] next,#wjwebinar
[8] alalibrary's,library
[8] #wjwebinar,members
[8] members,alalibrary's
[8] library,services
[8] please,join
[8] services,dementia

Top Word Pairs in Tweet in G7:
[16] historical,events
[16] cataclysmic,fiction
[16] ease,combining
[16] artistic,ease
[16] schewe,artistic
[16] combining,familiar
[16] events,cataclysmic
[16] familiar,historical
[16] exhilarating,pre
[16] fiction,exhilarating

Top Word Pairs in Tweet in G8:
[58] library,workers
[39] aasl,alalibrary
[32] school,library
[32] school,librarians
[32] night,aasl
[32] librarians,school
[32] very,clear
[32] alalibrary,school
[32] last,night
[32] conversations,last

Top Word Pairs in Tweet in G9:
[75] libraries,bicycles
[75] people,forward
[75] forward,without
[75] wasting,anything
[75] move,people
[75] bicycles,both
[75] without,wasting
[75] favorite,things
[75] both,move
[75] two,favorite

Top Word Pairs in Tweet in G10:
[11] alalibrary,lewisdferebee
[11] mayorbowser,dcpublicschools
[11] dcpublicschools,dcpschancellor
[11] dcpschancellor,alalibrary
[10] cmcharlesallen,paynedcps
[10] seccardona,chmnmendelson
[10] laurameckler,elissanadworny
[10] charlesallen,cmcharlesallen
[10] elissanadworny,seccardona
[8] lewisdferebee,charlesallen

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@sexharassed
@lms_united
@mamagrizzlyorg
@monicatolva
@simply_rain_s
@twejaka
@arup
@stevelibrarian
@moms4liberty

Top Replied-To in G1:
@alalibrary
@lsulibraries
@epochtimes
@codastory
@shuforcongress
@mariacuomocole
@lms_united
@bettemidler
@libkatem
@kellyyanghk

Top Replied-To in G2:
@sexharassed
@alalibrary
@mamagrizzlyorg
@moms4liberty
@libsoftiktok
@conceptualjames
@drockmiller
@againstgrmrs
@mass_tx
@reneerecruit

Top Replied-To in G3:
@lms_united
@alalibrary
@monicatolva
@simply_rain_s
@sthornbery
@manga_librarian
@tljamesa
@brooke_bking
@_dofdmd
@skjohns

Top Replied-To in G4:
@aslan_magic
@shannonstocker_
@etrainsworld
@silwani4scifi
@alalibrary
@anthonyschow
@zmbennett
@writingmagpie
@melissadarrow
@kwatrekwa

Top Replied-To in G5:
@npr
@usedgov
@librarycongress
@aclbmahabubabad
@repswalwell
@potus
@ani
@amelahg
@rashtrapatibhvn

Top Replied-To in G6:
@arup
@oclc_de
@lizmcgettigan
@stpnlibrarian
@labnf
@jeanettecastle
@seanjmcnamara1

Top Replied-To in G7:
@grandeped
@bcit
@prattlibraries
@ucberkeleylib
@zpbidar
@linkletter
@applepodcasts
@bobbiefromil

Top Replied-To in G8:
@edrabinski
@libarinaanne
@alalibrary
@annerussey
@dustinthefife
@midnitelibrary
@mikalefenton

Top Replied-To in G9:
@inkyelbows
@andrea_trudeau
@ayanna313

Top Replied-To in G10:
@mrgordonlibrary
@foxnews
@lms_united
@alalibrary
@kissel_adam
@carolstreampl
@basedlibrarian
@mecookiemonster
@greghblog
@dancingwithlove

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@sexharassed
@aasl
@oif
@lessa4libraries
@edrabinski
@monicatolva
@washingtonpost
@e_hellerstein
@mamagrizzlyorg

Top Mentioned in G1:
@alalibrary
@lessa4libraries
@e_hellerstein
@teenvogue
@codastory
@epochtimes
@basedlibrarian
@lsulibraries
@libkatem
@sourcebooks

Top Mentioned in G2:
@alalibrary
@sexharassed
@washingtonpost
@mamagrizzlyorg
@oif
@moms4liberty
@againstgrmrs
@nytimes
@ejdionne
@uabookbans

Top Mentioned in G3:
@alalibrary
@aasl
@monicatolva
@lms_united
@freadomfighters
@penamerica
@ncacensorship
@oif
@everylibrary
@njasl

Top Mentioned in G4:
@alalibrary
@wearealsc
@mstewartscience
@traciedhall1
@yalsa
@nytimes
@dallaslibrary
@jenswanbooks

Top Mentioned in G5:
@alalibrary
@librarycongress
@aasl
@barackobama
@libcongressfcu
@wdlorg
@fermatslibrary
@billgates
@britishlibrary
@nypl

Top Mentioned in G6:
@alalibrary
@alianational
@cilipinfo
@eblida
@urbanlibcouncil
@bibverband
@antjetheise
@stpnlibrarian
@hannevogt
@oclc

Top Mentioned in G7:
@alalibrary
@libraryjournal
@realkevinschewe
@choice_reviews
@cunygclibrary
@ala_acrl
@gc_cuny
@carlabrc
@wcl_pijip
@symplectic

Top Mentioned in G8:
@alalibrary
@edrabinski
@aasl
@crl_acrl
@dustinthefife
@mikalefenton
@farbthink
@yalsa
@rareleah
@traciedhall1

Top Mentioned in G9:
@inkyelbows
@alalibrary
@noethematt
@staceybyer
@lessa4libraries
@teenvogue
@edrabinski
@aasl
@monicatolva
@pseudandry

Top Mentioned in G10:
@alalibrary
@mayorbowser
@dcpublicschools
@dcpschancellor
@lewisdferebee
@valeriestrauss
@seccardona
@charlesallen
@cmcharlesallen
@paynedcps

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@ndtv
@protestmusica
@katcapps
@docwashburn
@mtrushmore2016
@adekleine
@cnbsnana
@timesofindia
@birdwriter7

Top Tweeters in G1:
@protestmusica
@katcapps
@adekleine
@cnbsnana
@birdwriter7
@kimvie
@emccoy_writer
@ilovaussiesheps
@paulmick
@gadflyquebec

Top Tweeters in G2:
@docwashburn
@mtrushmore2016
@walmart
@ericmoo91919605
@nypost
@eileendiana
@nytimes
@washingtonpost
@1artniece2
@lclynick

Top Tweeters in G3:
@pinchandscrimp
@tbell1968
@pfanderson
@abc7ny
@hoosier47906
@fangirl31
@2dogknight
@mjcaswell
@librariesval
@laurenfoxwrites

Top Tweeters in G4:
@alicekeeler
@bjadams156
@abelfrageauthor
@liverpoolmexico
@amazng_books
@idlenefelibata
@iluvhorseracing
@francaselles
@excelafrica
@essayareayaitch

Top Tweeters in G5:
@ndtv
@timesofindia
@guardian
@aajtak
@ani
@huffpost
@mailonline
@citi973
@time
@abc

Top Tweeters in G6:
@srfnews
@fabjerennt
@cilipinfo
@nickpoole1
@bibvater
@alianational
@natlibscot
@umich
@robthomson2528
@gallicabnf

Top Tweeters in G7:
@americanair
@cnbc
@notingshaw
@csmonitor
@shrikant_stpib
@authornetwork
@mariaressa
@spiceyempress
@ian_authorpromo
@jrnorwood

Top Tweeters in G8:
@therealgloria
@lynnemthomas
@veronikaboom
@kirsteinrummery
@danielleabaum
@steelyweather
@nilsheadley
@spacemadchen
@davidpetr4
@moto_librarian

Top Tweeters in G9:
@272bookfaith
@schmermund_mary
@vsatone
@sudesna_ghosh
@dorothybeach
@noethematt
@ddupre9
@cherylrainfield
@lustfulgraces
@comixace

Top Tweeters in G10:
@foxnews
@vebo1991
@justinalpertesq
@foxsports
@melissa1opinion
@foxandfriends
@aroktxnm1
@nflonfox
@jtanews
@nytimesbooks


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