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ALALibrary_2022-01-05_20-50-44.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 06, 2022
Short Description:
ALALibrary via NodeXL https://bit.ly/3HJtPyd
@alalibrary
@sexharassed
@thartman2u
@traciedhall1
@kayroltrailnow8
@bugs314
@conceptualjames
@freadomfighters
@nationalbook
@kgrumke

Top hashtags:
#freadom
#ala_carnegie
#liblearnx
#librarians
#intellectualfreedom

Description:
Description
The graph represents a network of 5,597 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, 06 January 2022 at 05:01 UTC.

The requested start date was Thursday, 06 January 2022 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 68-day, 9-hour, 16-minute period from Friday, 29 October 2021 at 14:40 UTC to Wednesday, 05 January 2022 at 23:56 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 : 5597
Unique Edges : 7692
Edges With Duplicates : 15857
Total Edges : 23549
Number of Edge Types : 5
Replies to : 1369
Mentions : 8797
Retweet : 4436
MentionsInRetweet : 8550
Tweet : 397
Self-Loops : 440
Reciprocated Vertex Pair Ratio : 0.0467992645829851
Reciprocated Edge Ratio : 0.0894140188408111
Connected Components : 100
Single-Vertex Connected Components : 84
Maximum Vertices in a Connected Component : 5470
Maximum Edges in a Connected Component : 23391
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.927545
Graph Density : 0.000399925774593583
Modularity : 0.3532
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,597 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, 06 January 2022 at 05:01 UTC.

The requested start date was Thursday, 06 January 2022 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 68-day, 9-hour, 16-minute period from Friday, 29 October 2021 at 14:40 UTC to Wednesday, 05 January 2022 at 23:56 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:
[76] https://ebookfriendly.com/things-schoolchildren-miss-without-librarians/
[68] https://www.ala.org/rusa/awards/carnegie-medals/2022-winners
[36] http://summerclassicshome.com/bew-white
[34] http://www.booktitlegenerator.net/
[33] https://www.amazon.com/Aline-Blue-Bottle-Carolina-Ugaz-Mor%C3%A1n/dp/1734072806
[23] https://www.ala.org/tools/challengesupport
[22] https://twitter.com/ALALibrary/status/1465466608554553349
[15] https://www.nobleedgeconsulting.com/
[15] https://www.ala.org/rt/gncrt/best-graphic-novels-children-reading-list-2021-nominations
[13] https://www.ala.org/advocacy/fight-censorship

Top URLs in Tweet in G1:
[75] https://ebookfriendly.com/things-schoolchildren-miss-without-librarians/
[33] https://www.ala.org/rusa/awards/carnegie-medals/2022-winners
[10] https://www.ala.org/tools/challengesupport
[6] https://alaliblearnx.org/registration
[6] https://www.ala.org/membership/ala-connect-live-series
[6] https://www.theguardian.com/books/2021/nov/25/us-libraries-report-spike-in-organised-attempts-to-ban-books-in-schools
[5] https://alaliblearnx.org/learn
[5] https://actualitte.com/article/103899/interviews/censure-de-livres-aux-etats-unis-nous-faisons-face-a-une-plus-grande-mobilisation
[4] https://www.ala.org/advocacy/ala-policy-corps-application
[4] http://www.ala.org/aasl/about/pokemon

Top URLs in Tweet in G2:
[34] https://www.ala.org/rusa/awards/carnegie-medals/2022-winners
[11] https://www.ala.org/tools/challengesupport
[10] https://www.ala.org/advocacy/fight-censorship
[10] https://twitter.com/ALALibrary/status/1465466608554553349
[9] https://twitter.com/ALALibrary/status/1457736525983137798
[8] https://the1a.org/segments/the-future-of-the-public-library/
[7] https://www.ala.org/membership/ala-connect-live-series
[7] https://ala-events.zoom.us/webinar/register/WN_haQzkrBvQPmy7GwXHMQ0YA
[5] https://alaliblearnx.org/registration
[5] https://twitter.com/ALALibrary/status/1471559760004714496

Top URLs in Tweet in G3:
[6] https://safelibraries.blogspot.com/2021/12/the-book-banning-trend.html
[5] https://www.ala.org/advocacy/intersections-glbt-book-month-dispatch-small-town-librarian
[5] https://safelibraries.blogspot.com/2011/09/marking-25-years-of-banned-books-week.html
[4] https://twitter.com/ALALibrary/status/1466555285624049669
[4] https://twitter.com/alalibrary/status/1459193027503833088
[3] https://twitter.com/ALALibrary/status/1469409076702494720
[3] https://twitter.com/alalibrary/status/1453767880546336782
[2] https://twitter.com/ALALibrary/status/1473414982712836098
[2] https://safelibraries.blogspot.com/2010/12/school-excoriates-book-reviews-that.html
[2] https://twitter.com/SexHarassed/status/1466232023484407812

Top URLs in Tweet in G4:
[12] https://www.andersonsbookshop.com/mock-sibert-0
[9] http://celebratescience.blogspot.com/2021/11/its-time-for-sibert-smackdown.html
[7] http://celebratescience.blogspot.com/2021/12/sibert-smackdown-theres-still-time.html
[2] http://celebratescience.blogspot.com/2022/01/sibert-smackdown-theres-still-time.html
[2] https://s3.amazonaws.com/bankstreet-wordpress/wp-content/uploads/2015/01/The-Best-Children?utm_content=188547221&utm_medium=social&utm_source=twitter&hss_channel=tw-38588010
[1] https://www.ala.org/aboutala/offices/oif
[1] https://www.bankstreet.edu/library/center-for-childrens-literature/childrens-book-committee/best-childrens-books-of-the-year/2021-edition/
[1] https://www.bankstreet.edu/library/center-for-childrens-literature/irma-black-award/
[1] https://www.bankstreet.edu/library/center-for-childrens-literature/irma-black-award/?utm_content=188543295&utm_medium=social&utm_source=twitter&hss_channel=tw-38588010
[1] https://www.bankstreet.edu/library/center-for-childrens-literature/the-cook-prize/?utm_content=188548778&utm_medium=social&utm_source=twitter&hss_channel=tw-38588010

Top URLs in Tweet in G5:
[3] https://twitter.com/ALALibrary/status/1459199773618147330
[2] https://twitter.com/ALALibrary/status/1453767880546336782
[2] https://twitter.com/StckedLibrarian/status/1458765229475643392
[2] https://www.kansascity.com/opinion/editorials/article255552966.html
[1] https://twitter.com/ALALibrary/status/1459177931025141761
[1] https://twitter.com/ashleyhopeperez/status/1459573242277019654
[1] https://twitter.com/ALALibrary/status/1462084067504136204
[1] https://twitter.com/stckedlibrarian/status/1458765229475643392
[1] https://twitter.com/librariankqm/status/1442559492424552448
[1] https://twitter.com/ALALibrary/status/1465079810242269191

Top URLs in Tweet in G6:
[1] https://twitter.com/loidagarciafebo/status/1454434171179388930
[1] https://twitter.com/i/web/status/1466449950447919109
[1] https://twitter.com/JENECITA21/status/1456662742673276931
[1] https://www.johncattbookshop.com/the-21st-century-school-library-a-model-for-innovative-teaching-learning
[1] https://twitter.com/TinResistAgain/status/1475139226861813764
[1] https://twitter.com/Just_My_2Cents_/status/1476392926066401280
[1] https://twitter.com/peterhreynolds/status/1475912988230135817
[1] https://www.amazon.com/dp/057831696X/ref=redir_mobile_desktop/145-6733085-5834809?_encoding=UTF8&qid=1637231692&ref_=tmm_pap_swatch_0&sr=8-3
[1] https://www.aei.org/politics-and-public-opinion/libraries-are-in-decline-lets-renew-them/
[1] https://www.realclearpolicy.com/articles/2021/12/07/lets_be_honest_about_libraries_806671.html

Top URLs in Tweet in G7:
[2] https://twitter.com/PreservationWk/status/1466112927388344323
[2] https://twitter.com
[1] https://americanlibrariesmagazine.org/blogs/the-scoop/library-of-congress-changes-illegal-aliens-subject-heading/
[1] https://twitter.com/UCBerkeleyLib/status/1328766023772770304
[1] https://twitter.com/SmithsonianCRI/status/1468943516361322499
[1] https://twitter.com/SmithsonianCRI/status/1465414038045745163
[1] https://twitter.com/SmithsonianCRI/status/1468581133218553857
[1] https://twitter.com/james3neal/status/1459231549279326209
[1] https://twitter.com/i/web/status/1452673593750564864
[1] https://twitter.com/i/web/status/1466058312420634635

Top URLs in Tweet in G8:
[1] https://www.amazon.com/dp/B08Q8QSDJZ/ref=cm_sw_r_tw_dp_P9M5H4DKRK2C6GTB2W2B
[1] https://www.newsbreak.com/af-landing?docid=0cpUDQ1B&pid=mp_1590258&msource=mp_1590258&docid=0cpUDQ1B
[1] https://www.newsbreak.com/af-landing?docid=0dJ1GI59&pid=mp_1590258&msource=mp_1590258&docid=0dJ1GI59
[1] http://www.nishkawrites.com
[1] https://twitter.com/CaseyJ_edu/status/1464980819760537605
[1] https://ebookfriendly.com/things-schoolchildren-miss-without-librarians/
[1] https://tinahudak.wordpress.com/2021/04/21/censorhip-book-review/
[1] https://epaper.timesgroup.com/Olive/ODN/TimesOfIndia/shared/ShowArticle.aspx?doc=TOIKRKO%2F2021%2F11%2F04&entity=Ar01219&sk=898FA350&mode=text

Top URLs in Tweet in G9:
[1] https://www.barnesandnoble.com/w/staceys-extraordinary-words-stacey-abrams/1139873741?ean=9780063239197
[1] https://twitter.com/11tulips/status/1476182464213274624
[1] https://www.wtvr.com/news/local-news/school-board-libraries-to-remove-sexually-explicit-books
[1] https://www.chron.com/politics/article/Texas-book-ban-law-critical-race-theory-16594831.php
[1] https://twitter.com/bruceduck2/status/1458486700330659848
[1] https://twitter.com/alalibrary/status/1476256960651665411
[1] https://twitter.com/NewAmericanHist/status/1464688120801239043
[1] https://twitter.com/mapm8ker/status/1476258374610259973
[1] https://twitter.com/FReadomFighters/status/1466048187714711558
[1] https://www.publishersweekly.com/pw/by-topic/industry-news/libraries/article/87920-librarians-educators-warn-of-organized-book-banning-efforts.html

Top URLs in Tweet in G10:
[1] https://twitter.com/chriscoxlibrar1/status/1434550855651500033
[1] https://twitter.com/asprgov/status/1458925015005605896
[1] https://ailanet.org/
[1] https://twitter.com/us_imls/status/1466817506228772876
[1] https://twitter.com/thespoonless/status/1459557634634395649
[1] https://twitter.com/lgaculturesport/status/1468579658249736196
[1] https://twitter.com/infolitgroup/status/1459177994149371905
[1] https://twitter.com/crigatuso/status/1472572050984226819
[1] https://twitter.com/mnlibraries/status/1477309196747960322
[1] https://twitter.com/_ericzeng/status/1458148596969136131

Top Domains
Top Domains in Tweet in Entire Graph:
[748] twitter.com
[328] ala.org
[76] ebookfriendly.com
[47] alaliblearnx.org
[47] amazon.com
[36] summerclassicshome.com
[34] blogspot.com
[34] booktitlegenerator.net
[29] americanlibrariesmagazine.org
[25] careersingovernment.com

Top Domains in Tweet in G1:
[140] twitter.com
[136] ala.org
[75] ebookfriendly.com
[26] alaliblearnx.org
[11] americanlibrariesmagazine.org
[11] actualitte.com
[9] youtube.com
[6] programminglibrarian.org
[6] theguardian.com
[4] washingtonpost.com

Top Domains in Tweet in G2:
[217] twitter.com
[136] ala.org
[20] alaliblearnx.org
[17] americanlibrariesmagazine.org
[16] zoom.us
[8] the1a.org
[6] programminglibrarian.org
[5] bit.ly
[4] uw.edu
[3] spreadshirt.com

Top Domains in Tweet in G3:
[136] twitter.com
[14] blogspot.com
[7] ala.org
[1] safelibraries.org
[1] washingtonexaminer.com
[1] dailycaller.com
[1] kirkusreviews.com
[1] fcps.edu
[1] disbar-megancard.com
[1] nbcnews.com

Top Domains in Tweet in G4:
[18] blogspot.com
[12] andersonsbookshop.com
[4] bankstreet.edu
[4] twitter.com
[3] ala.org
[3] amazonaws.com
[2] victoriaadvocate.com
[1] wordpress.com
[1] reformaconference.org
[1] wowt.com

Top Domains in Tweet in G5:
[22] twitter.com
[2] bibliotekettarsaka.com
[2] kansascity.com
[1] wordpress.com

Top Domains in Tweet in G6:
[10] twitter.com
[3] youtube.com
[1] johncattbookshop.com
[1] amazon.com
[1] aei.org
[1] realclearpolicy.com
[1] cnn.com
[1] thehill.com
[1] gallup.com
[1] libraries2020.org

Top Domains in Tweet in G7:
[14] twitter.com
[1] americanlibrariesmagazine.org
[1] much-ado.net
[1] ala.org

Top Domains in Tweet in G8:
[2] newsbreak.com
[1] amazon.com
[1] nishkawrites.com
[1] twitter.com
[1] ebookfriendly.com
[1] wordpress.com
[1] timesgroup.com

Top Domains in Tweet in G9:
[8] twitter.com
[2] change.org
[1] barnesandnoble.com
[1] wtvr.com
[1] chron.com
[1] publishersweekly.com
[1] amazon.com
[1] writeradvice.com
[1] businessinsider.com

Top Domains in Tweet in G10:
[11] twitter.com
[1] ailanet.org
[1] alaliblearnx.org
[1] ala.org
[1] wordpress.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[345] freadom
[190] ala_carnegie
[171] liblearnx
[158] librarians
[152] intellectualfreedom
[133] nonfiction
[131] censorship
[125] librarytwitter
[111] edchat
[96] txlege



Top Hashtags in Tweet in G1:
[80] librarytwitter
[76] learning
[75] edutwitter
[75] txlchat
[75] edchat
[54] freadom
[50] ala_carnegie
[46] intellectualfreedom
[42] liblearnx
[34] givingtuesday

Top Hashtags in Tweet in G2:
[167] freadom
[130] ala_carnegie
[94] liblearnx
[77] intellectualfreedom
[73] censorship
[57] fiction
[53] nonfiction
[41] librarians
[29] libraries
[27] librariestransform

Top Hashtags in Tweet in G3:
[91] librarians
[80] dads
[78] moms
[76] parenting
[55] freadom
[40] txlege
[35] edchat
[24] liblearnx
[18] crt
[18] lgbt

Top Hashtags in Tweet in G4:
[64] sibertsmackdown
[56] nonfiction
[18] tcrwp
[17] 3rdchat
[13] teachers
[12] 4thchat
[12] 5thchat
[12] kidlit
[9] nonficitonnovember
[9] amreading

Top Hashtags in Tweet in G5:
[26] librarytwitter
[4] critcat
[3] librarians
[3] highfivealibrarianday
[3] libraries
[2] bannedbooks
[2] critlib
[2] plg
[2] wikileaks
[1] libcomix

Top Hashtags in Tweet in G6:
[34] rncvii
[7] traslahuelladepurabelpre
[5] libraries
[3] escritoras
[2] purabelpre
[2] cuentos
[2] womenstories
[1] librarians
[1] covid19
[1] authoritarian

Top Hashtags in Tweet in G7:
[2] fftb
[2] trustyourlibrarian
[1] hentfmember
[1] righttoread
[1] aliens
[1] outdated
[1] dehumanizing
[1] access
[1] inclusivity
[1] noncitizens

Top Hashtags in Tweet in G8:
[1] santa
[1] santaclaus
[1] santaearth
[1] albany
[1] connected
[1] connecticut
[1] connection
[1] blackowned
[1] blacktwitter
[1] bookrecommendations

Top Hashtags in Tweet in G9:
[3] booklover
[2] 2021books
[2] books
[2] readinggoals
[2] reading
[2] bibliophile
[2] freadom
[2] antifa
[1] booklove
[1] readmorebooks

Top Hashtags in Tweet in G10:
[5] libraries
[3] misinformation
[3] liblearnx
[2] disinformation
[2] publichealth
[2] entrepreneurship
[2] innovation
[2] bookrecommendations
[2] clickbait
[2] sustainability

Top Words
Top Words in Tweet in Entire Graph:
[5443] alalibrary
[1585] library
[974] ala
[816] school
[728] book
[707] books
[601] oif
[542] libraries
[469] read
[462] support

Top Words in Tweet in G1:
[1624] alalibrary
[439] ala
[400] library
[255] books
[241] board
[239] ala's
[236] statement
[231] executive
[225] released
[224] joint

Top Words in Tweet in G2:
[1678] alalibrary
[554] library
[369] ala
[335] oif
[219] support
[216] challenges
[192] censorship
[184] congratulations
[170] read
[167] school

Top Words in Tweet in G3:
[583] alalibrary
[399] sexharassed
[305] school
[191] library
[190] child
[171] children
[146] librarians
[142] american
[130] association
[124] schools

Top Words in Tweet in G4:
[162] alalibrary
[107] nkcounty
[107] nationalbook
[105] meg_medina
[89] award
[87] library
[87] school
[85] winner
[82] day
[82] poet

Top Words in Tweet in G5:
[306] alalibrary
[114] stckedlibrarian
[88] library
[79] book
[77] time
[76] challenges
[73] recent
[68] actively
[68] involved
[67] matters

Top Words in Tweet in G6:
[68] alalibrary
[34] #rncvii
[32] nypl
[31] women
[30] loidagarciafebo
[29] library
[27] pre
[27] conference
[27] reformanational
[26] librarianship

Top Words in Tweet in G7:
[46] alalibrary
[23] history
[22] librarycongress
[21] archivists_org
[19] libraries
[14] ncph
[14] nehgov
[11] 200
[9] headings
[9] last

Top Words in Tweet in G8:
[15] alalibrary
[3] naisnetwork
[3] mcpsslmp
[2] southernadklib
[2] gorcls
[2] capregtoday
[2] spotnewsfeed
[2] goodblacknews
[2] lib
[2] timesofindia

Top Words in Tweet in G9:
[32] alalibrary
[14] publisherswkly
[14] abbot
[14] pond
[10] school
[9] books
[7] available
[7] celebrate
[7] booklife
[7] unionleader

Top Words in Tweet in G10:
[38] alalibrary
[16] libraries
[12] medlibassn
[8] thartman2u
[8] book
[8] sustainability
[8] programs
[8] practices
[8] community
[8] impact

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[391] alalibrary,ala
[302] executive,board
[299] ala,executive
[297] joint,statement
[295] board,boards
[295] boards,directors
[295] directors,ala's
[295] ala's,eight
[295] eight,divisions
[295] divisions,released

Top Word Pairs in Tweet in G1:
[266] alalibrary,ala
[224] executive,board
[224] joint,statement
[223] ala,executive
[223] released,joint
[222] board,boards
[222] boards,directors
[222] directors,ala's
[222] ala's,eight
[222] eight,divisions

Top Word Pairs in Tweet in G2:
[152] alalibrary,congratulations
[139] medals,excellence
[123] #ala_carnegie,medals
[113] alalibrary,reminder
[91] oif,provides
[87] provides,confidential
[87] confidential,support
[87] support,during
[81] challenges,library
[78] library,materials

Top Word Pairs in Tweet in G3:
[128] american,library
[125] library,association
[89] aclu,alalibrary
[86] pvschools,aclu
[79] school,librarians
[78] #moms,#dads
[65] #parenting,#moms
[64] association,alalibrary
[55] thatparentp4p,pvschools
[52] school,children

Top Word Pairs in Tweet in G4:
[80] sad,day
[79] day,middle
[79] middle,school
[79] school,library
[79] library,nkcounty
[79] nkcounty,yanks
[79] yanks,poet
[79] poet,shelves
[79] shelves,nationalbook
[79] nationalbook,award

Top Word Pairs in Tweet in G5:
[111] stckedlibrarian,alalibrary
[70] book,challenges
[67] alalibrary,time
[67] time,actively
[67] actively,involved
[67] involved,recent
[67] recent,matters
[67] matters,regarding
[67] regarding,book
[67] challenges,affect

Top Word Pairs in Tweet in G6:
[26] women,librarianship
[26] #rncvii,pre
[25] pre,conference
[19] support,women
[19] bridging,gap
[19] gap,support
[10] cincobooks,tintanews
[9] reformanational,alalibrary
[9] alalibrary,committee
[9] committee,status

Top Word Pairs in Tweet in G7:
[9] last,call
[9] call,applications
[9] applications,alalibrary
[9] alalibrary,emergency
[9] emergency,relief
[9] relief,fund
[9] fund,support
[9] support,recovery
[9] recovery,200
[9] 200,libraries

Top Word Pairs in Tweet in G8:
[3] alalibrary,mcpsslmp
[2] naisnetwork,alalibrary
[2] msward_dhs_mc,lgbtqia
[2] lgbtqprogress,alalibrary
[2] people,map
[2] afliacon,rrrlfkolkata
[2] rrrlfkolkata,adaobuezie
[2] adaobuezie,dpradhanbjp
[2] dpradhanbjp,mjkgb92
[2] mjkgb92,librarynational

Top Word Pairs in Tweet in G9:
[14] abbot,pond
[7] pond,available
[7] available,abbot
[7] pond,celebrate
[7] celebrate,alalibrary
[7] alalibrary,booklife
[7] booklife,publisherswkly
[7] publisherswkly,unionleader
[6] hobbspond,abbot
[6] unionleader,#kind

Top Word Pairs in Tweet in G10:
[9] alalibrary,medlibassn
[8] libraries,sustainability
[8] sustainability,programs
[8] programs,practices
[8] practices,community
[8] community,impact
[8] repair,events
[7] book,libraries
[7] impact,sustainrt
[7] sustainrt,alalibrary

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@sexharassed
@librariankqm
@stckedlibrarian
@meg_medina
@serenade_az
@larissaphillip
@a_reflective
@desertpuma
@coalitiontexas

Top Replied-To in G1:
@alalibrary
@neilhimself
@liberpolly
@adl
@clint_notbarton
@harvlong
@ireneblan
@mary_roach
@tcea
@megbasham

Top Replied-To in G2:
@alalibrary
@a_reflective
@stckedlibrarian
@traciedhall1
@boss_librarian
@sdbecs
@lessa4libraries
@technolibrary
@mary_roach
@kgs

Top Replied-To in G3:
@sexharassed
@serenade_az
@desertpuma
@coalitiontexas
@tracysh67549071
@thatparentp4p
@schnitzel1078
@wudupkylie
@homeschool_indy
@karaqbell1

Top Replied-To in G4:
@meg_medina
@mstewartscience
@authorlisafipps
@kellyyanghk
@paulozelinsky
@annemariepace
@kreslibrary
@tcbrown223
@msjaimes
@cynthia_weill

Top Replied-To in G5:
@librariankqm
@stckedlibrarian
@jessamyn
@alalibrary
@noethematt
@gerge42
@abigailleigh
@mrbnatural10
@traciedhall1
@klmccook

Top Replied-To in G6:
@samuelabramsaei
@silsterinpensel
@everylibrary
@vicam2010
@belovedlazer
@alalibrary
@harvlong
@roswellencina
@loidagarciafebo
@lilyvalleyhill

Top Replied-To in G7:
@ucberkeley
@kalankdavis
@alalibrary
@neh_presaccess
@librarycongress
@super70ssports
@chronamloc
@library_ria
@samuelwang2018
@enduringlegacy

Top Replied-To in G8:
@msward_dhs_mc
@edumatchbooks
@nocontextpawnee
@afliacon

Top Replied-To in G9:
@tony_gentry
@alalibrary
@chestercomix
@bostonoxford
@kennethcdavis
@rodrobinsonrva
@klasfeldreports
@authorraclark
@spotsyschools
@wwnorton

Top Replied-To in G10:
@mandosally
@edabny62
@mike_hixenbaugh
@alalibrary

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@oif
@sexharassed
@traciedhall1
@aasl
@nationalbook
@stckedlibrarian
@freadomfighters
@txla
@nkcounty

Top Mentioned in G1:
@alalibrary
@oif
@tcea
@clint_notbarton
@neilhimself
@heraldoped
@adl
@michaelagoade
@cbldf
@traciedhall1

Top Mentioned in G2:
@alalibrary
@oif
@traciedhall1
@aasl
@votepattywong
@bakerchair
@ala_booklist
@freadomfighters
@ftrf
@txla

Top Mentioned in G3:
@alalibrary
@sexharassed
@aclu
@nicoletta0602
@pvschools
@bolick4arizona
@thatparentp4p
@oif
@stacylangton
@conceptualjames

Top Mentioned in G4:
@alalibrary
@nkcounty
@nationalbook
@meg_medina
@mstewartscience
@reformanational
@kellyyanghk
@andersonsbkshp
@diversebooks

Top Mentioned in G5:
@alalibrary
@stckedlibrarian
@traciedhall1
@noethematt
@mrbnatural10
@srrt_ala
@ala_emiert
@frilanders
@changethesubjct
@klmccook

Top Mentioned in G6:
@alalibrary
@nypl
@loidagarciafebo
@reformanational
@cincobooks
@tintanews
@dcpl
@silsterinpensel
@aliciamonsalvef

Top Mentioned in G7:
@alalibrary
@librarycongress
@archivists_org
@ncph
@nehgov
@ohanetwork
@aaslh
@enduringlegacy
@ala_acrl
@hbculiballiance

Top Mentioned in G8:
@alalibrary
@naisnetwork
@mcpsslmp
@southernadklib
@gorcls
@spotnewsfeed
@goodblacknews
@lib
@timesofindia
@nassp

Top Mentioned in G9:
@alalibrary
@publisherswkly
@booklife
@unionleader
@hobbspond
@vaslchat
@spotsyschools
@sljournal
@goodreads
@librarycongress

Top Mentioned in G10:
@alalibrary
@medlibassn
@thartman2u
@neblibraries
@sustainrt
@bluelibrarians
@al
@ggriffiss
@omahalibrary
@omahapubschool

Top Tweeters
Top Tweeters in Entire Graph:
@paul_cude
@threadreaderapp
@dichristine
@piyuanker12
@kat4obama
@susanneleist
@iartg
@gojira007x
@4tchat
@givemepie360

Top Tweeters in G1:
@dichristine
@kat4obama
@79topper
@radlein
@ansisegle
@adunlea
@leobalmantt
@lltwing
@kmontenegro
@persistentpengn

Top Tweeters in G2:
@threadreaderapp
@4tchat
@sexygirl798
@fran_neena20409
@ana_captures
@bostonglobe
@cnn
@lovenola4ever
@louiestowell
@pupsherlive

Top Tweeters in G3:
@docwashburn
@beank511
@nascarnac
@globeandmail
@staythecourse7
@noprezzie2012
@nypost
@omnipangolin
@stillgray
@1artniece2

Top Tweeters in G4:
@cherrymischivus
@reforma
@rodriguez_linda
@gallerychapel
@adriansalter315
@wbur
@lindabernfeld
@b0tsci
@ncte
@plthomasedd

Top Tweeters in G5:
@jetblue
@lkjtexas
@ijclark
@gmail
@swmstn2
@clancynewyork
@kevinrtipple
@clanghoff1
@brewsternorth
@paperclippe

Top Tweeters in G6:
@piyuanker12
@gordontredgold
@tuphlos
@pusimartinez
@reparsandra
@jjqb1
@keah_maria
@seemarampersad
@iamgmjohnson
@aei

Top Tweeters in G7:
@samuelwang2018
@sandersseanergy
@americancousin1
@highergtv
@neaarts
@darkzeratul
@simbajoseph
@amhistorymuseum
@history
@natgeotv

Top Tweeters in G8:
@timesofindia
@rolandsmartin
@indieauthornews
@buzzfeed
@joebudden
@news18kerala
@itsmikehill
@wgxc
@ascd
@dpradhanbjp

Top Tweeters in G9:
@paul_cude
@susanneleist
@bigdontee
@mantisk
@hobbspond
@bookriot
@hc_richardson
@favorofgod365
@jarrett_lerner
@unionleader

Top Tweeters in G10:
@globalcmrpt
@pythonroboto
@amishscientist
@thartman2u
@weincludedorg
@edabny62
@mandosally
@nlihc
@dianeyentel
@uschamber


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