ALALibrary, Twitter, 11/25/2021 5:14:14 AM, 266948


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ALALibrary_2021-11-24_20-50-44.xlsx
ALALibrary_2021-11-24_20-50-44.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 25, 2021
Short Description:
ALALibrary via NodeXL https://bit.ly/3HRCvU8
@alalibrary
@sexharassed
@thartman2u
@nationalbook
@conceptualjames
@keishablain
@meg_medina
@janiecestaton
@kgrumke
@deecal1

Top hashtags:
#bannedbooksweek
#ala_carnegie
#nonfiction
#librarians
#fiction
#censorship

Description:
Description
The graph represents a network of 5,810 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, 25 November 2021 at 05:00 UTC.

The requested start date was Thursday, 25 November 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 58-day, 12-hour, 1-minute period from Monday, 27 September 2021 at 10:37 UTC to Wednesday, 24 November 2021 at 22:38 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 : 5810
Unique Edges : 8335
Edges With Duplicates : 14701
Total Edges : 23036
Number of Edge Types : 5
Retweet : 4296
MentionsInRetweet : 8417
Mentions : 8716
Replies to : 1251
Tweet : 356
Self-Loops : 416
Reciprocated Vertex Pair Ratio : 0.0491124731353976
Reciprocated Edge Ratio : 0.0936267071320182
Connected Components : 108
Single-Vertex Connected Components : 82
Maximum Vertices in a Connected Component : 5650
Maximum Edges in a Connected Component : 22843
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.955733
Graph Density : 0.000390515162980822
Modularity : 0.387178
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,810 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, 25 November 2021 at 05:00 UTC.

The requested start date was Thursday, 25 November 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 58-day, 12-hour, 1-minute period from Monday, 27 September 2021 at 10:37 UTC to Wednesday, 24 November 2021 at 22:38 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:
[34] http://summerclassicshome.com/bew-white
[31] http://www.booktitlegenerator.net/
[30] https://twitter.com/ALALibrary/status/1442173825353801729
[24] https://www.nobleedgeconsulting.com/
[22] https://www.ala.org/tools/challengesupport
[21] https://www.ala.org/rusa/awards/carnegie-medals/2022-winners
[20] https://twitter.com/ALALibrary/status/1450121515358474244
[20] https://twitter.com/alalibrary/status/1442173825353801729
[15] https://www.ala.org/advocacy/bbooks
[13] https://twitter.com/alalibrary/status/1453767880546336782

Top URLs in Tweet in G1:
[8] https://www.ala.org/rusa/awards/carnegie-medals/2022-winners
[5] https://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/top10
[5] https://bannedbooksweek.org/ala-unveils-top-10-most-challenged-books-of-2020/
[4] https://www.ala.org/tools/future/trends
[4] https://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/decade2019
[4] http://nationalvoterregistrationday.org/register-to-vote
[3] https://twitter.com/ALALibrary/status/1459199773618147330
[3] https://twitter.com/ALALibrary/status/1442173825353801729
[3] https://www.ala.org/advocacy/bbooks
[3] https://www.ala.org/educationcareers/understanding-fair-use-during-pandemic-and-other-emergencies

Top URLs in Tweet in G2:
[19] https://www.ala.org/tools/challengesupport
[7] https://www.ala.org/advocacy/bbooks
[6] https://twitter.com/alalibrary/status/1459193027503833088
[5] https://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/top10
[5] https://twitter.com/alalibrary/status/1453767880546336782
[4] https://www.ala.org/advocacy/bbooks/banned
[4] https://www.oif.ala.org/oif/?p=26834
[3] https://www.politico.com/states/new-jersey/story/2021/02/23/lawmakers-school-librarians-say-now-is-the-time-to-teach-information-literacy-9425555
[3] https://www.ala.org/news/member-news/2021/11/ala-announces-2022-class-emerging-leaders
[3] https://twitter.com/ALALibrary/status/1442173825353801729

Top URLs in Tweet in G3:
[11] https://www.ala.org/rusa/awards/carnegie-medals/2022-winners
[9] https://twitter.com/ALALibrary/status/1450121515358474244
[7] https://americanlibrariesmagazine.org/blogs/the-scoop/drabinski-watson-seek-2023-2024-ala-presidency/
[5] https://lvccld.bibliocommons.com/list/share/1147440827_lvccld_adults/1979331799_alas_most_challenged_books_of_2020
[5] https://twitter.com/ALALibrary/status/1457736525983137798
[3] https://www.ala.org/news/press-releases/2021/10/ala-announces-spectrum-doctoral-fellowship-program-and-informational-session
[3] https://twitter.com/ALALibrary/status/1452326023056461835
[3] https://www.ala.org/advocacy/bbooks
[3] https://twitter.com/alalibrary/status/1450121515358474244
[2] https://programminglibrarian.org/articles/call-advisors-teaching-primary-sources-womens-suffrage-libraries?fbclid=IwAR0wMwR2T_8DsZU7z09umQThGvS2GIAbJtAVYlqYdrnPkEp9lXD6AQ7Q8-w

Top URLs in Tweet in G4:
[3] https://register.gotowebinar.com/rt/946088384906831119
[3] https://payhip.com/b/V1Hos
[2] https://www.theguardian.com/books/2021/jun/25/the-rise-of-booktok-meet-the-teen-influencers-pushing-books-up-the-charts
[2] https://www.cuinsight.com/3-ways-to-trim-your-food-budget.html
[2] https://www.cuinsight.com/3-ways-to-repair-a-broken-budget.html
[2] https://register.gotowebinar.com/rt/448006319981112590
[1] https://americanlibrariesmagazine.org/blogs/the-scoop/libraries-rebound-in-the-wake-of-hurricane-ida/
[1] https://americanlibrariesmagazine.org/2021/11/01/decolonizing-the-catalog/
[1] https://twitter.com/alalibrary/status/1461745845137723396
[1] https://ischool.umd.edu/news/ischool-students-precious-abujana-and-andrea-gutmann-fuentes-awarded-2021-ala-spectrum

Top URLs in Tweet in G5:
[1] https://twitter.com/thespoonless/status/1459557634634395649
[1] https://twitter.com/journalstarnews/status/1450923046957637635
[1] https://twitter.com/asprgov/status/1458925015005605896
[1] https://twitter.com/ALALibrary/status/1444750354923630594
[1] https://twitter.com/keila_dawson/status/1453481029726056448
[1] https://twitter.com/violetbfox/status/1444050148846362626
[1] https://twitter.com/_ericzeng/status/1458148596969136131
[1] https://twitter.com/infolitgroup/status/1459177994149371905
[1] https://twitter.com/ALALibrary/status/869978033418944512?t=QPOwdqgJoljpRZ--MVclgw&s=19
[1] https://www.alastore.ala.org/laspap

Top URLs in Tweet in G6:
[1] https://richmond.com/news/local/henrico-schools-removes-novel-out-of-darkness-as-gubernatorial-candidates-spar-on-book-censorship-in/article_b25f55fb-a09a-5636-8e51-59c51204b1ee.html
[1] https://twitter.com/ALALibrary/status/1457736525983137798
[1] https://www.ala.org/rusa/awards/carnegie-medals/2022-winners
[1] https://www.ala.org/advocacy/intfreedom/librarybill

Top URLs in Tweet in G7:
[2] https://drive.google.com/file/d/1X1rDYM9Sb_Jc8BmUxGIV2izQMAqIRDlX/view
[1] https://www.waterburyroundabout.org/community-archive/5jkseusk73vf317y7po3fmdvu54wxp
[1] https://www.ala.org/tools/challengesupport
[1] https://twitter.com/i/web/status/1462593646897901568
[1] https://twitter.com/PeterLangella/status/1459196930488160256
[1] https://www.carolinacoastonline.com/news_times/article_89700234-3e67-11ec-9f03-f7846df45d36.html
[1] https://diversebooks.org/resources-for-banned-books-week-and-beyond/
[1] https://twitter.com/BespokeLib/status/1453797921602740226
[1] https://www.youtube.com/watch?v=Btkj4LKD2rs&feature=youtu.be

[1] https://americanlibrariesmagazine.org/blogs/the-scoop/school-librarians-together-again/

Top URLs in Tweet in G8:
[12] https://www.andersonsbookshop.com/mock-sibert-0
[9] http://celebratescience.blogspot.com/2021/11/its-time-for-sibert-smackdown.html
[2] https://twitter.com/ALALibrary/status/1456361873788526599
[2] https://forms.gle/xWDjsKee2L1AyVVz7?utm_campaign=hhm2021
[1] https://www.ala.org/aboutala/offices/oif
[1] https://www.victoriaadvocate.com/news/government/victoria-library-board-to-address-controversial-books-at-public-meeting/article_56af43da-4724-11ec-908a-cfdcf726daa5.html
[1] https://www.wowt.com/2021/11/01/nebraska-taxpayer-group-says-new-books-ops-are-extremely-objectionable/
[1] https://www.victoriaadvocate.com/premium/victoria-library-board-delays-decision-about-concerning-books/article_b0aad164-47fc-11ec-89b3-3f8cde1f69f0.html
[1] https://ischool.sjsu.edu/news/american-library-association-awards-seven-ischool-students-spectrum-scholarships
[1] https://ala-events.zoom.us/meeting/register/tJAqcuGtqDgrH9dRxpD6lPfWUX7xd0Z-Ubbo

Top URLs in Tweet in G9:
[2] https://bannedbooksweek.org/
[1] https://twitter.com/i/web/status/1443562242147028994
[1] https://americanlibrariesmagazine.org/2021/09/01/library-birdwatching-programming-on-the-fly/
[1] https://www.ala.org/united/events_conferences/folweek
[1] https://twitter.com/ALALibrary/status/1450121515358474244
[1] https://ncac.org/news/blog/wisconsin-parent-challenges-the-glass-castle-calls-it-explicit-and-disturbing
[1] https://twitter.com/davidhammerWWL/status/1455955304324141057
[1] https://www.usatoday.com/story/entertainment/books/2021/09/27/banned-books-week-the-bluest-eye-harry-potter-1984-handmaids-tale-goosebumps-golden-compass/5758877001/

Top URLs in Tweet in G10:
[2] https://www.ala.org/tools/programming/ARPhumanities
[2] https://districtadministration.com/texas-schools-face-criminal-investigation-library-books-pornographic-material-pornography/
[2] https://twitter.com/ALALibrary/status/1453391797376462852
[1] http://ow.ly/SNf450GPLoA
[1] https://www.coloradovirtuallibrary.org/csl-news/upcoming-grant-funding-opportunities/
[1] https://tasltalks.wordpress.com/2021/10/20/tasl-releases-position-statement-on-censorship/
[1] https://library.nashville.org/blog/2021/09/banned-books-week-2021
[1] https://www.youtube.com/watch?app=desktop&v=vKpqltRQecM
[1] https://twitter.com/annacaudill4/status/1443046126760902658
[1] https://www.breitbart.com/politics/2021/06/29/tennessee-fights-critical-race-theory/

Top Domains
Top Domains in Tweet in Entire Graph:
[711] twitter.com
[408] ala.org
[36] americanlibrariesmagazine.org
[35] alaliblearnx.org
[35] youtube.com
[34] summerclassicshome.com
[31] booktitlegenerator.net
[26] programminglibrarian.org
[24] nobleedgeconsulting.com
[23] bannedbooksweek.org

Top Domains in Tweet in G1:
[156] ala.org
[128] twitter.com
[24] alaliblearnx.org
[15] youtube.com
[13] programminglibrarian.org
[10] bannedbooksweek.org
[7] spreadshirt.com
[5] americanlibrariesmagazine.org
[5] zoom.us
[5] amazon.com

Top Domains in Tweet in G2:
[166] twitter.com
[62] ala.org
[7] bannedbooksweek.org
[6] livebrary.com
[4] americanlibrariesmagazine.org
[3] bit.ly
[3] politico.com
[3] youtube.com
[3] wordpress.com
[2] myspreadshop.com

Top Domains in Tweet in G3:
[159] twitter.com
[147] ala.org
[15] americanlibrariesmagazine.org
[11] alaliblearnx.org
[10] programminglibrarian.org
[8] spreadshirt.com
[6] youtube.com
[6] bibliocommons.com
[4] zoom.us
[3] alacore.org

Top Domains in Tweet in G4:
[31] twitter.com
[9] americanlibrariesmagazine.org
[6] ala.org
[6] youtube.com
[5] gotowebinar.com
[5] cuinsight.com
[3] payhip.com
[2] theguardian.com
[2] consumerreports.org
[1] umd.edu

Top Domains in Tweet in G5:
[14] twitter.com
[2] niso.plus
[1] ala.org
[1] fulcrum.org
[1] oclc.org
[1] usnews.com
[1] illinois.edu
[1] tandfonline.com
[1] worldcat.org
[1] arl.org

Top Domains in Tweet in G6:
[2] ala.org
[1] richmond.com
[1] twitter.com

Top Domains in Tweet in G7:
[9] twitter.com
[3] google.com
[2] americanlibrariesmagazine.org
[1] waterburyroundabout.org
[1] ala.org
[1] carolinacoastonline.com
[1] diversebooks.org
[1] youtube.com
[1] smithsonianmag.com
[1] kmuw.org

Top Domains in Tweet in G8:
[12] andersonsbookshop.com
[9] blogspot.com
[6] twitter.com
[2] victoriaadvocate.com
[2] forms.gle
[1] ala.org
[1] wowt.com
[1] sjsu.edu
[1] zoom.us

Top Domains in Tweet in G9:
[3] twitter.com
[2] bannedbooksweek.org
[1] americanlibrariesmagazine.org
[1] ala.org
[1] ncac.org
[1] usatoday.com

Top Domains in Tweet in G10:
[6] twitter.com
[3] ala.org
[2] districtadministration.com
[1] ow.ly
[1] coloradovirtuallibrary.org
[1] wordpress.com
[1] nashville.org
[1] youtube.com
[1] breitbart.com
[1] tennessean.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[847] bannedbooksweek
[347] ala_carnegie
[174] nonfiction
[172] librarians
[159] fiction
[98] censorship
[96] fourhundredsouls
[95] libraries
[91] freadom
[88] liblearnx



Top Hashtags in Tweet in G1:
[398] bannedbooksweek
[72] ala_carnegie
[39] fiction
[37] liblearnx
[29] librarytwitter
[26] nonfiction
[21] bannedbooks
[20] nationalvoterregistrationday
[18] booksuniteus
[15] freadom

Top Hashtags in Tweet in G2:
[174] bannedbooksweek
[110] librarians
[70] dads
[68] moms
[62] parenting
[60] freadom
[55] censorship
[44] edchat
[41] intellectualfreedom
[27] libraries

Top Hashtags in Tweet in G3:
[260] ala_carnegie
[147] bannedbooksweek
[114] fiction
[95] nonfiction
[93] fourhundredsouls
[51] rncvii
[32] liblearnx
[32] aasl21
[27] intellectualfreedom
[24] librarians

Top Hashtags in Tweet in G4:
[29] libraries
[22] librariestransform
[21] librarians
[18] bannedbooksweek
[7] traslahuelladepurabelpre
[7] 2021vla
[7] pala2021
[7] dcpsschoollibraries
[7] teentober
[6] aasl21

Top Hashtags in Tweet in G5:
[6] schoollibrarians
[6] librarycardsignupmonth
[5] sialabibliotecologia
[4] libraries
[4] librarian
[3] misinformation
[3] publiclibraries
[3] internet
[3] publichealth
[3] economy

Top Hashtags in Tweet in G6:
[1] nbawards
[1] librarytwitter
[1] librarybillofrights
[1] kcslmsknowvember
[1] sibertsmackdown
[1] nonfiction
[1] bookliberators
[1] bookbanners

Top Hashtags in Tweet in G7:
[11] bannedbooksweek
[7] aasl21
[4] censorship
[4] aasl
[3] vted
[3] tlchat
[3] schoollibrarians
[3] librarians
[2] vtpoli
[2] bannedbooksweek2021

Top Hashtags in Tweet in G8:
[55] sibertsmackdown
[46] nonfiction
[11] tcrwp
[10] latinx
[9] nonficitonnovember
[9] 3rdchat
[9] 4thchat
[9] 5thchat
[9] teachers
[9] amreading

Top Hashtags in Tweet in G9:
[23] bannedbooksweek
[4] txlege
[4] bookban
[3] librarians
[3] highfivealibrarianday
[2] librarylove
[2] libraries
[1] libchat
[1] nationalfriendsoflibrariesweek
[1] texaskidsdeservebetter

Top Hashtags in Tweet in G10:
[35] bannedbooksweek2021
[13] covid19
[4] nehrecovery
[3] sharp
[2] schools
[2] bannedbooks
[1] nahm
[1] nahm21
[1] nehgrant
[1] bannedbooksweek

Top Words
Top Words in Tweet in Entire Graph:
[5209] alalibrary
[1269] library
[941] books
[847] #bannedbooksweek
[800] school
[640] book
[625] censorship
[607] libraries
[560] ala
[548] excellence

Top Words in Tweet in G1:
[1587] alalibrary
[398] #bannedbooksweek
[332] library
[315] year
[300] censorship
[261] books
[258] power
[250] theme
[248] reminder
[244] stories

Top Words in Tweet in G2:
[868] alalibrary
[311] school
[258] oif
[252] books
[252] library
[242] sexharassed
[174] #bannedbooksweek
[138] censorship
[137] librarians
[136] child

Top Words in Tweet in G3:
[1447] alalibrary
[359] medals
[358] excellence
[345] congratulations
[294] 2022
[259] longlist
[256] #ala_carnegie
[235] library
[211] ala
[160] join

Top Words in Tweet in G4:
[174] alalibrary
[43] librarycongress
[32] palibraryassoc
[31] library
[29] #libraries
[29] aasl
[26] libraries
[23] read
[22] amlibraries
[22] books

Top Words in Tweet in G5:
[72] wikipedia
[59] alalibrary
[49] libraries
[34] librarians
[30] academic
[29] global
[29] project
[29] shows
[29] around
[29] world

Top Words in Tweet in G6:
[152] nationalbook
[124] nkcounty
[122] meg_medina
[97] school
[96] sad
[96] library
[95] poet
[94] day
[93] shelves
[92] middle

Top Words in Tweet in G7:
[79] alalibrary
[34] school
[32] students
[30] everylibrary
[29] vtvsla
[28] librarians
[24] library
[22] challenges
[21] freedom
[18] stand

Top Words in Tweet in G8:
[60] alalibrary
[58] mstewartscience
[55] #sibertsmackdown
[55] time
[51] fun
[51] activity
[51] share
[51] celebrate
[50] kids
[46] #nonfiction

Top Words in Tweet in G9:
[27] alalibrary
[23] #bannedbooksweek
[23] books
[22] challenged
[16] usatodaylife
[16] year's
[16] usa
[16] today
[16] staffers
[16] defending

Top Words in Tweet in G10:
[68] alalibrary
[55] williamson
[40] books
[36] annacaudill4
[35] libraries
[35] #bannedbooksweek2021
[30] banned
[30] moms4libertywc
[28] happy
[28] co

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[510] medals,excellence
[373] alalibrary,congratulations
[335] alalibrary,#bannedbooksweek
[321] #ala_carnegie,medals
[301] year,theme
[294] power,stories
[293] unifying,power
[292] #bannedbooksweek,year
[292] reminder,unifying
[291] theme,reminder

Top Word Pairs in Tweet in G1:
[246] alalibrary,#bannedbooksweek
[241] year,theme
[240] #bannedbooksweek,year
[240] theme,reminder
[240] reminder,unifying
[240] unifying,power
[240] power,stories
[240] stories,divisiveness
[238] divisiveness,censorship
[145] medals,excellence

Top Word Pairs in Tweet in G2:
[94] school,librarians
[75] alalibrary,oif
[72] american,library
[68] oif,provides
[68] library,association
[68] #moms,#dads
[67] provides,confidential
[67] confidential,support
[67] support,during
[64] challenges,library

Top Word Pairs in Tweet in G3:
[332] medals,excellence
[275] alalibrary,congratulations
[244] #ala_carnegie,medals
[149] andrew,carnegie
[135] 2022,andrew
[128] 2022,#ala_carnegie
[115] carnegie,medals
[114] excellence,#fiction
[91] excellence,#nonfiction
[86] excellence,nonfiction

Top Word Pairs in Tweet in G4:
[13] alalibrary,librarycongress
[13] know,more
[13] more,300
[13] 300,000
[13] 000,available
[13] available,annually
[13] annually,alalibrary
[13] alalibrary,scholarship
[13] scholarship,program
[13] program,submissions

Top Word Pairs in Tweet in G5:
[30] wikipedia,academic
[29] academic,libraries
[29] libraries,global
[29] global,project
[29] project,shows
[29] shows,librarians
[29] librarians,around
[29] around,world
[29] world,use
[29] use,wikipedia

Top Word Pairs in Tweet in G6:
[93] sad,day
[92] day,middle
[92] middle,school
[92] school,library
[92] library,nkcounty
[92] nkcounty,yanks
[92] yanks,poet
[92] poet,shelves
[92] shelves,nationalbook
[92] nationalbook,award

Top Word Pairs in Tweet in G7:
[22] school,librarians
[21] alalibrary,everylibrary
[17] vermont,school
[17] librarians,always
[17] always,stand
[17] stand,bias
[17] bias,hate
[17] hate,exclusion
[17] exclusion,students
[17] students,deserve

Top Word Pairs in Tweet in G8:
[50] time,#sibertsmackdown
[50] #sibertsmackdown,fun
[50] fun,activity
[50] activity,share
[50] share,celebrate
[42] celebrate,#nonfiction
[42] #nonfiction,kids
[41] mstewartscience,time
[12] mock,sibert
[12] sibert,list

Top Word Pairs in Tweet in G9:
[20] challenged,books
[16] year's,#bannedbooksweek
[16] #bannedbooksweek,usa
[16] usa,today
[16] today,staffers
[16] staffers,defending
[16] defending,challenged
[16] books,america
[15] usatodaylife,year's
[15] america,compil

Top Word Pairs in Tweet in G10:
[28] williamson,co
[28] moms4libertywc,banned
[27] happy,#bannedbooksweek2021
[27] #bannedbooksweek2021,williamson
[27] co,31
[27] 31,books
[27] books,moms4libertywc
[27] banned,williamson
[27] williamson,county
[27] county,schools

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@sexharassed
@authorlisafipps
@stckedlibrarian
@meg_medina
@larissaphillip
@oscarrlanza
@mary_roach
@keishablain
@ericnguyenisok

Top Replied-To in G1:
@alalibrary
@authorlisafipps
@stckedlibrarian
@kobidor
@harvlong
@lhps_libraries
@noethematt
@scottybonner
@meg_medina
@megbasham

Top Replied-To in G2:
@sexharassed
@alalibrary
@homeschool_indy
@teachinatardis
@wudupkylie
@bibliobeth
@byecahellotexas
@oif
@ashleyhopeperez
@pseudandry

Top Replied-To in G3:
@alalibrary
@mary_roach
@oscarrlanza
@keishablain
@ericnguyenisok
@stckedlibrarian
@traciedhall1
@scotteauthor
@dribram
@readtailedhawk

Top Replied-To in G4:
@ucberkeleylib
@alalibrary
@silsterinpensel
@meji000000
@crazyradicals
@perceptionmgmt1
@vicam2010
@belovedlazer
@pivotpod
@amlibraries

Top Replied-To in G5:
@janetherevelatr
@jorgedoprado
@ifla
@m_publishing
@lessa4libraries
@thelibrarypros

Top Replied-To in G6:
@meg_medina
@pj11986386
@erincho21482004
@annemariepace
@alalibrary
@nkmshathaway
@travelsmitty
@nationalbook
@c_h_armstrong
@robinbh

Top Replied-To in G7:
@actinginthelib
@lorifis60266868
@gileslibrarian
@libcolleen
@paulozelinsky
@kellyyanghk
@bernardhidier
@charlesdabritz
@alalibrary
@everylibrary

Top Replied-To in G8:
@mstewartscience
@sjsuischool
@msjaimes
@tcbrown223
@alalibrary
@lernerbooks
@nallzporter
@danielhaack

Top Replied-To in G9:
@sidlal
@top5alltime
@milfordmom15
@louisianagov
@senossoff
@usatodaylife

Top Replied-To in G10:
@alalibrary
@aasasianstudies
@snowdenbecker
@lauramorreale
@annacaudill4

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@oif
@sexharassed
@traciedhall1
@nationalbook
@aasl
@stckedlibrarian
@nkcounty
@bannedbooksweek
@votepattywong

Top Mentioned in G1:
@alalibrary
@stckedlibrarian
@kobidor
@traciedhall1
@oif
@clint_notbarton
@noethematt
@authorlisafipps
@mrbnatural10
@prhlibrary

Top Mentioned in G2:
@alalibrary
@oif
@sexharassed
@bannedbooksweek
@aasl
@txla
@conceptualjames
@ftrf
@asranomani
@njasl

Top Mentioned in G3:
@alalibrary
@dribram
@keishablain
@votepattywong
@oif
@traciedhall1
@bakerchair
@alalib
@ala_booklist
@loidagarciafebo

Top Mentioned in G4:
@alalibrary
@librarycongress
@palibraryassoc
@aasl
@libcongressfcu
@amlibraries
@nypl
@njla
@virginialibrary
@mdlibraryassoc

Top Mentioned in G5:
@alalibrary
@m_publishing
@cilipinfo
@thartman2u
@neblibraries
@ifla
@wikipedia
@medlibassn
@sustainrt
@aasl

Top Mentioned in G6:
@nationalbook
@nkcounty
@meg_medina
@alalibrary
@reformanational
@feministpress
@bellamcho1
@pj11986386
@erincho21482004

Top Mentioned in G7:
@alalibrary
@vtvsla
@everylibrary
@oif
@diversebooks
@kellyyanghk
@actinginthelib
@dashkaslater
@nhlibrarians
@vlalib

Top Mentioned in G8:
@alalibrary
@mstewartscience
@andersonsbkshp
@traceybaptiste
@steamteambooks
@ala
@storiestolife
@authorsslade
@littlebeebooks
@reforma_sjsu

Top Mentioned in G9:
@alalibrary
@usatodaylife
@tomballisd
@cnn
@maddow
@msnbc
@royalenfield
@eichermotorsltd
@ajenglish
@bbcworld

Top Mentioned in G10:
@alalibrary
@annacaudill4
@moms4libertywc
@nehgov
@t
@acls1919
@ahahistorians
@williamfenton
@tasltn
@tnla

Top Tweeters
Top Tweeters in Entire Graph:
@paul_cude
@matthewtwihard
@threadreaderapp
@piyuanker12
@raymond_norman
@w_angels_wings
@gojira007x
@thehill
@4tchat
@givemepie360

Top Tweeters in G1:
@bellesapepper37
@adunlea
@leobalmantt
@cheryl_marlin
@m5b1tch
@kmontenegro
@lltwing
@lkjtexas
@cmargaronis
@tarundsnaol

Top Tweeters in G2:
@threadreaderapp
@docwashburn
@mcdonalds
@_yvonneburton
@beank511
@staythecourse7
@nytimes
@nypost
@pfanderson
@francvs

Top Tweeters in G3:
@gojira007x
@4tchat
@ana_captures
@tawarayasotatsu
@den_fabrizi
@tuphlos
@vaw511
@loudmouthkid62
@nudibelle
@bebravemyloves

Top Tweeters in G4:
@piyuanker12
@sexygirl798
@gordontredgold
@education_24x7
@julietkego
@saludhealthinfo
@pusimartinez
@rutiregan
@lsjnews
@deann_native

Top Tweeters in G5:
@epidatageek
@globalcmrpt
@journalstarnews
@edusuperiorec
@thartman2u
@kallmane
@nebraskasower
@marcusgmay1
@e_j_hayes
@bridmcgrath

Top Tweeters in G6:
@loudlysilent
@lindabernfeld
@jdcushman
@ta_morris
@bbwolfevox
@iamthelemongirl
@sonderbooks
@kamigarcia
@mamachryl
@thebetterindia

Top Tweeters in G7:
@ilovaussiesheps
@rodriguez_linda
@gallerychapel
@debraj112
@newscentermaine
@steltenpower
@pressherald
@morgandawn6
@smithsonianmag
@maureen_oesch

Top Tweeters in G8:
@reforma
@adriansalter315
@wbur
@b0tsci
@ref
@swydan
@scicommbot
@nadiaawriter
@glaad
@maryj59

Top Tweeters in G9:
@foxnews
@usatoday
@france24
@cnn
@airnewsalerts
@bbcworld
@ajenglish
@wjxt4
@actionnewsjax
@houstonchron

Top Tweeters in G10:
@nakedlaughing
@smp0312
@daviddark
@americancousin1
@worldprofessor
@laurenthoman
@jeffieruth
@luksichito
@amhistorymuseum
@mhairiforrest