ALALibrary, Twitter, 12/22/2022 4:46:18 AM, 286742


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ALALibrary_2022-12-21_20-30-40.xlsx
ALALibrary_2022-12-21_20-30-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 22, 2022
Short Description:
ALALibrary via NodeXL https://bit.ly/3BTb4YB
@alalibrary
@flexlibris
@sexharassed
@brianstalley
@arjun_sanyal
@jaxonxturner
@inkyelbows
@penamerica
@mstewartscience
@librariesval

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

Description:
Description
The graph represents a network of 5,945 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, 22 December 2022 at 04:40 UTC.

The requested start date was Thursday, 22 December 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 77-day, 23-hour, 1-minute period from Wednesday, 05 October 2022 at 00:50 UTC to Wednesday, 21 December 2022 at 23:52 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 : 5945
Unique Edges : 9239
Edges With Duplicates : 16357
Total Edges : 25596
Number of Edge Types : 5
Retweet : 4041
MentionsInRetweet : 8334
Mentions : 10980
Replies to : 1745
Tweet : 496
Self-Loops : 524
Reciprocated Vertex Pair Ratio : 0.046769456681351
Reciprocated Edge Ratio : 0.0893596128217718
Connected Components : 74
Single-Vertex Connected Components : 59
Maximum Vertices in a Connected Component : 5855
Maximum Edges in a Connected Component : 25515
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.153726
Graph Density : 0.000403457218310058
Modularity : 0.388636
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,945 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, 22 December 2022 at 04:40 UTC.

The requested start date was Thursday, 22 December 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 77-day, 23-hour, 1-minute period from Wednesday, 05 October 2022 at 00:50 UTC to Wednesday, 21 December 2022 at 23:52 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:
[83] https://www.ala.org/rusa/awards/carnegie-medals/2023-winners
[58] https://uniteagainstbookbans.org/
[33] https://www.2023.alaliblearnx.org/registration
[32] https://www.2023.alaliblearnx.org/cory-doctorow
[25] http://celebratescience.blogspot.com/2022/11/its-time-for-sibert-smackdown.html
[22] https://crln.acrl.org/index.php/crlnews/article/view/25706/33637
[22] https://kevinschewe.com
[22] http://celebratescience.blogspot.com/2022/12/sibert-smackdown-theres-still-time.html
[22] https://www.2023.alaliblearnx.org/liblearnx-travel-grant
[22] https://www.eventscribe.net/2023/LibLearnX/

Top URLs in Tweet in G1:
[78] https://www.ala.org/rusa/awards/carnegie-medals/2023-winners
[32] https://www.2023.alaliblearnx.org/registration
[22] https://www.eventscribe.net/2023/LibLearnX/
[19] https://www.2023.alaliblearnx.org/liblearnx-travel-grant
[13] https://www.2023.alaliblearnx.org/
[13] https://shop.spreadshirt.com/ALAGraphics-Gift-Shop
[10] https://uniteagainstbookbans.org/vote/
[10] https://www.ala.org/aboutala/give-ala
[9] https://uniteagainstbookbans.org/
[8] https://uniteagainstbookbans.org/pledge/

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
[17] https://safelibraries.blogspot.com/2022/10/right-to-read-act-ethics-complaint.html
[5] https://uniteagainstbookbans.org/pledge/
[4] https://www.ala.org/news/press-releases/2022/10/ala-applauds-new-school-library-legislation-widen-access-students-nationwide
[3] https://uniteagainstbookbans.org/toolkit
[3] https://twitter.com/SexHarassed/status/1578141661850644481
[2] https://uniteagainstbookbans.org/toolkit/
[2] https://twitter.com/MellonFdn/status/1577060762283307008
[2] https://twitter.com/ALALibrary/status/1576935192408752128
[2] https://twitter.com/alalibrary/status/1576935192408752128

Top URLs in Tweet in G3:
[46] https://uniteagainstbookbans.org/
[25] https://www.2023.alaliblearnx.org/cory-doctorow
[19] https://crln.acrl.org/index.php/crlnews/article/view/25706/33637
[15] https://digital.org.au/2022/11/08/doctorow-giblin-first-speaker-announcement-ada-forum-2023/
[11] https://www.ucl.ac.uk/laws/events/2023/feb/online-chokepoint-capitalism-can-it-be-defeated
[6] https://www.alastore.ala.org/letsroll
[6] https://digitalsocietypress.com
[5] https://www.ala.org/tools/programming/apply
[4] https://2023.alaliblearnx.org/
[4] https://www.wnycstudios.org/story/libraries-under-attack-on-the-media/

Top URLs in Tweet in G4:
[7] https://louisiana.libguides.com/AATH
[7] https://www.ft.com/content/5d9ce954-ed2e-4c15-81d8-91a5b2a88905
[5] https://www.nytimes.com/2022/11/23/opinion/thankful-libraries-books.html?smid=nytcore-ios-share&referringSource=articleShare
[4] https://www.ala.org/tools/challengesupport/report
[3] https://twitter.com/alalibrary/status/1576935192408752128
[2] https://s-271223-i.sgizmo.com/s3/i-7LZAkxh6k7rkhWGA7Q-5738056/?sguid=7LZAkxh6k7rkhWGA7Q
[2] https://docs.google.com/spreadsheets/d/1MjjUSA11cQSG18N6VMcYsg0JIvII_i0EtD0-7tZLY0I/edit#gid=0
[2] https://podcasts.apple.com/us/podcast/school-librarians-united-with-amy-hermon/id1434321470?i=1000588493691
[2] https://elearning.ala.org/local/catalog/view/product.php?productid=698
[2] https://twitter.com/OIF/status/1599866953027538945

Top URLs in Tweet in G5:
[1] https://twitter.com/bhaviklathia/status/1605416975932731393
[1] https://twitter.com/ALALibrary/status/1576935192408752128
[1] https://twitter.com/stevelibrarian/status/1600203753004597271
[1] https://uniteagainstbookbans.org/

Top URLs in Tweet in G6:
[23] http://celebratescience.blogspot.com/2022/11/its-time-for-sibert-smackdown.html
[20] http://celebratescience.blogspot.com/2022/12/sibert-smackdown-theres-still-time.html
[5] https://www.andersonsbookshop.com/mock-sibert-0
[3] https://heavymedal.slj.com/2022/10/03/the-stakes-have-risen-its-nomination-season/#comment-19622
[1] https://twitter.com/everylibrary/status/1605575554370924544
[1] https://twitter.com/alalibrary/status/1605300528715530243
[1] https://twitter.com/i/web/status/1579110707630833665
[1] http://celebratescience.blogspot.com/2022/01/best-nonfiction-of-2021-roundup.html
[1] https://twitter.com/mstewartscience/status/1593184884574801920
[1] https://twitter.com/i/web/status/1579235197043998720

Top URLs in Tweet in G7:
[22] https://kevinschewe.com
[14] https://michaelkelleyauthor.com/
[7] https://careersingovernment.com/job/576991/library-reference-associate-adult-services-jn22-84lb/
[2] https://www.nnlm.gov/training/class/libraries-hubs-citizen-science-partnering-academia-improve-health-communities
[1] https://www.infodocket.com/2022/12/01/association-of-research-libraries-arl-statement-on-texas-library-coalition-for-united-action-agreement-with-elsevier-2022-urban-libraries-council-annual-forum-recap-and-more-headlines/
[1] https://twitter.com/i/web/status/1603651946962886656
[1] https://twitter.com/i/web/status/1603642783684001792
[1] https://twitter.com/SWIL2022/status/1587958201168711680
[1] https://www.alastore.ala.org/sustainableliving
[1] https://twitter.com/BrentEwig/status/1603025036054601728

Top URLs in Tweet in G8:
[1] https://twitter.com/MichelleDuster/status/1594846122408873987
[1] https://twitter.com/BBopTop/status/1591927513093398528

Top URLs in Tweet in G9:
[5] https://twitter.com/i/broadcasts/1mnxeRbaenqKX
[5] https://americaatthelibrary.splashthat.com/Twitter
[4] https://www.washingtonpost.com/opinions/2022/10/02/jamestown-patmos-library-defund-book-bans-lgbtq/
[3] https://www.choice360.org/webinars/new-white-house-open-access-rules-how-libraries-can-help-researchers-faculty-scale-the-paywall/?utm_source=hootsuite&utm_medium=twitter&utm_campaign=general&utm_term=symplectic#Register
[3] https://bit.ly/3FiYxjGat
[2] https://proctorio.com/about/accessibility
[2] https://www.washingtonpost.com/opinions/2022/10/02/jamestown-patmos-library-defund-book-bans-lgbtq
[1] https://twitter.com/i/web/status/1585736218935017472
[1] https://twitter.com/i/web/status/1585741417116499969
[1] https://www.bloomberg.com/news/articles/2022-09-20/to-defend-democracy-protect-your-public-library

Top URLs in Tweet in G10:
[2] https://twitter.com/jaxonxturner/status/1594220069093052416
[1] https://twitter.com/rainbowsandglee/status/1603154209351802882
[1] https://twitter.com/jaxonxturner/status/1586814970314240000
[1] https://twitter.com/jaxonxturner/status/1588062255060602880
[1] https://www.huffpost.com/entry/internet-baby-boomers-misinformation-social-media_n_5f998039c5b6a4a2dc813d3d/amp
[1] https://twitter.com/jaxonxturner/status/1591549267784630278
[1] https://www.thehotline.org/resources/the-myth-of-mutual-abuse/
[1] https://twitter.com/homo_africanus/status/1596126617004232707
[1] https://twitter.com/rafiknwahbi/status/1577320816730984448
[1] https://twitter.com/jaxonxturner/status/1595523889395818512

Top Domains
Top Domains in Tweet in Entire Graph:
[766] twitter.com
[250] ala.org
[137] alaliblearnx.org
[109] uniteagainstbookbans.org
[74] blogspot.com
[35] programminglibrarian.org
[26] eventscribe.net
[25] youtube.com
[22] acrl.org
[22] kevinschewe.com

Top Domains in Tweet in G1:
[267] twitter.com
[158] ala.org
[100] alaliblearnx.org
[42] uniteagainstbookbans.org
[33] programminglibrarian.org
[24] eventscribe.net
[17] bit.ly
[13] spreadshirt.com
[10] americanlibrariesmagazine.org
[8] sourcebooks.com

Top Domains in Tweet in G2:
[153] twitter.com
[25] blogspot.com
[20] archive.org
[16] uniteagainstbookbans.org
[13] ala.org
[9] youtube.com
[3] fastly.net
[2] alaliblearnx.org
[2] google.com
[2] nytimes.com

Top Domains in Tweet in G3:
[64] twitter.com
[47] uniteagainstbookbans.org
[34] alaliblearnx.org
[31] ala.org
[19] acrl.org
[15] org.au
[11] ac.uk
[7] digitalsocietypress.com
[6] wnycstudios.org
[4] youtube.com

Top Domains in Tweet in G4:
[65] twitter.com
[26] ala.org
[7] libguides.com
[7] ft.com
[6] nytimes.com
[4] apple.com
[4] youtube.com
[4] publishersweekly.com
[3] google.com
[2] sgizmo.com

Top Domains in Tweet in G5:
[3] twitter.com
[1] uniteagainstbookbans.org

Top Domains in Tweet in G6:
[44] blogspot.com
[6] twitter.com
[5] andersonsbookshop.com
[3] slj.com
[1] washingtonpost.com

Top Domains in Tweet in G7:
[22] kevinschewe.com
[14] michaelkelleyauthor.com
[12] twitter.com
[7] careersingovernment.com
[2] infodocket.com
[2] ala.org
[2] nnlm.gov
[1] velocityofcontentpodcast.com
[1] paper.li
[1] spreadshirt.com

Top Domains in Tweet in G8:
[2] twitter.com

Top Domains in Tweet in G9:
[12] twitter.com
[6] splashthat.com
[6] washingtonpost.com
[4] choice360.org
[3] themarkup.org
[3] proctorio.com
[3] bit.ly
[2] cuny.edu
[2] ala.org
[1] bloomberg.com

Top Domains in Tweet in G10:
[28] twitter.com
[1] huffpost.com
[1] thehotline.org
[1] theweek.com
[1] bookriot.com
[1] hechingerreport.org
[1] eventbrite.com
[1] booksale.org
[1] medium.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[329] liblearnx23
[317] librarians
[280] ala_carnegie
[218] uniteagainstbookbans
[139] libraries
[117] nonfiction
[97] fiction
[79] sibertsmackdown
[77] parenting
[75] moms



Top Hashtags in Tweet in G1:
[220] ala_carnegie
[195] liblearnx23
[113] uniteagainstbookbans
[87] fiction
[58] nonfiction
[43] wyoming
[39] givingtuesday
[24] nbawards
[23] libraries
[17] intellectualfreedom

Top Hashtags in Tweet in G2:
[209] librarians
[85] uniteagainstbookbans
[77] parenting
[76] liblearnx23
[75] moms
[74] dads
[46] edchat
[31] alaac23
[25] libraries
[25] dearborn

Top Hashtags in Tweet in G3:
[28] liblearnx23
[22] libraries
[17] librarians
[14] librarian
[8] dungeonsanddragons
[6] letsroll
[4] ala_carnegie
[4] givingtuesday
[4] liblearnx
[4] nbawards

Top Hashtags in Tweet in G4:
[63] librarians
[50] bannedintheusa
[50] ya
[24] librarytwitter
[20] freadom
[16] intellectualfreedom
[12] schoollibrarians
[11] ifrt
[9] liblearnx23
[8] librarian

Top Hashtags in Tweet in G5:
[1] freadom

Top Hashtags in Tweet in G6:
[74] sibertsmackdown
[52] nonfiction
[33] kidslovenonfiction
[9] liblearnx23
[8] kidlit
[8] amreading
[4] 3rdchat
[4] 4thchat
[4] 5thchat
[4] teachers

Top Hashtags in Tweet in G7:
[36] scifi
[14] mybookagents
[14] ian1
[14] sfrtg
[14] scifibookclub
[10] strongertogether
[7] careeropportunity
[7] applynow
[7] jobsearch
[7] jobalert

Top Hashtags in Tweet in G8:
[5] savesocialsecurity
[5] neverforgetjanuary6th
[5] readbannedbooks
[4] womensrightsarehumanrights
[4] guncontrol
[1] uniteagainstbookbans
[1] votebluetosavedemocracy
[1] votewarnock
[1] protectwomensrights

Top Hashtags in Tweet in G9:
[49] libraries
[27] nahm
[15] mellonevent
[13] library
[9] userrights
[9] copyright
[9] ostpmemo
[8] openaccess
[7] exhibit
[7] nelsonmemo

Top Hashtags in Tweet in G10:
[5] cancelallstudentdebtnow
[4] phled
[3] expertsforamberheard
[2] librarytwitter
[2] worldmentalhealthday2022
[2] clevelandreads
[1] aftvotes
[1] feelthebern
[1] readbannedbooks
[1] worldteachersday2022

Top Words
Top Words in Tweet in Entire Graph:
[5165] alalibrary
[1208] library
[729] libraries
[701] more
[701] books
[680] school
[666] ala
[640] sexharassed
[631] book
[571] read

Top Words in Tweet in G1:
[1591] alalibrary
[406] library
[298] 2023
[281] libraries
[275] congratulations
[257] books
[247] excellence
[239] medals
[233] ala
[233] book

Top Words in Tweet in G2:
[1079] alalibrary
[620] sexharassed
[261] library
[243] school
[209] #librarians
[209] read
[189] right
[171] ala
[157] oif
[155] act

Top Words in Tweet in G3:
[615] alalibrary
[206] edrabinski
[182] library
[117] ala
[114] time
[90] school
[87] join
[77] workers
[76] librarians
[76] book

Top Words in Tweet in G4:
[603] alalibrary
[242] aasl
[188] school
[143] penamerica
[138] lms_united
[135] books
[127] librarians
[88] library
[85] book
[84] ala

Top Words in Tweet in G5:
[297] fundamental
[296] issue
[296] press
[296] attention
[296] glad
[296] premise
[296] incorrect
[296] more
[296] major
[296] see

Top Words in Tweet in G6:
[180] alalibrary
[89] mstewartscience
[88] chanastiefel
[74] #sibertsmackdown
[73] sljournal
[70] still
[68] time
[63] wearealsc
[60] chipublib
[60] scholastic

Top Words in Tweet in G7:
[111] alalibrary
[41] libraryjournal
[36] #scifi
[31] love
[31] teens
[28] sci
[28] deep
[28] charming
[28] thriller
[28] dives

Top Words in Tweet in G8:
[28] alalibrary
[17] housegop
[17] gopleader
[14] senategop
[11] austintxyrs
[11] couragehabit
[11] gop
[11] claytravis
[11] mattrinalditx
[11] texasgopvote

Top Words in Tweet in G9:
[119] alalibrary
[84] mellonfdn
[49] #libraries
[44] library
[43] join
[38] librarian
[37] libraries
[34] traciedhall1
[31] together
[31] people

Top Words in Tweet in G10:
[55] alalibrary
[25] oif
[22] pftlocal3
[22] aftunion
[22] ncacensorship
[20] librarianprblms
[20] aasl
[17] musiclibassoc
[10] palibraryassoc
[10] ninaturner

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[309] see,more
[307] attention,issue
[306] fundamental,premise
[306] more,major
[306] glad,see
[306] issue,fundamental
[306] press,attention
[306] major,press
[306] premise,incorrect
[303] medals,excellence

Top Word Pairs in Tweet in G1:
[218] medals,excellence
[195] 2023,#ala_carnegie
[188] #ala_carnegie,medals
[174] alalibrary,congratulations
[86] excellence,#fiction
[77] learn,more
[65] andrew,carnegie
[61] #fiction,longlist
[60] 2023,andrew
[59] library,workers

Top Word Pairs in Tweet in G2:
[158] right,read
[134] read,act
[132] library,association
[121] american,library
[107] association,alalibrary
[102] graphic,child
[101] alalibrary,oif
[81] rights,challenge
[81] parental,rights
[81] act,indeed

Top Word Pairs in Tweet in G3:
[75] library,workers
[65] book,bans
[50] right,read
[46] bans,join
[46] support,right
[46] time,unite
[46] alalibrary,support
[46] unite,against
[46] join,alalibrary
[46] against,book

Top Word Pairs in Tweet in G4:
[88] alalibrary,aasl
[82] aasl,alalibrary
[57] lms_united,alalibrary
[50] found,nearly
[50] 317,picture
[50] recent,#bannedintheusa
[50] #ya,books
[50] books,bans
[50] bans,included
[50] nearly,banned

Top Word Pairs in Tweet in G5:
[296] attention,issue
[296] glad,see
[296] major,press
[296] more,major
[296] see,more
[296] premise,incorrect
[296] issue,fundamental
[296] press,attention
[296] fundamental,premise
[176] iâ,glad

Top Word Pairs in Tweet in G6:
[66] time,#sibertsmackdown
[59] alalibrary,scholastic
[57] scholastic,holocaustmuseum
[56] chipublib,alalibrary
[55] sljournal,chipublib
[47] best,nonfiction
[46] early,learned
[46] learned,tower
[46] thanksgiving,come
[46] nonfiction,lists

Top Word Pairs in Tweet in G7:
[28] sci,fi
[28] fi,thriller
[28] dives,dharma
[28] requires,deep
[28] influenced,sci
[28] charming,heavily
[28] thriller,requires
[28] deep,dives
[27] dharma,kirkus
[26] kirkus,reviews

Top Word Pairs in Tweet in G8:
[11] dadephelan,gregabbott_tx
[11] gop,texassenategop
[11] mattrinalditx,austintxyrs
[11] senategop,housegop
[11] conceptualjames,iamlisalogan
[11] claytravis,gopleader
[11] unwokablepod,kellyske
[11] jenn_mcw,couragehabit
[11] sec_walters,unwokablepod
[11] texassenategop,senategop

Top Word Pairs in Tweet in G9:
[30] 10,27
[25] join,mellonfdn
[24] traciedhall1,alalibrary
[23] free,livestream
[23] livestream,event
[23] together,free
[23] people,together
[23] #libraries,bring
[23] bring,people
[23] tracie,hall

Top Word Pairs in Tweet in G10:
[13] aftunion,pftlocal3
[11] alalibrary,aasl
[9] pftlocal3,alalibrary
[9] musiclibassoc,librarianprblms
[8] aasl,musiclibassoc
[8] oif,alalibrary
[7] alalibrary,oif
[6] alalibrary,ncacensorship
[5] ncacensorship,oif
[5] alyssa_milano,aftunion

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@sexharassed
@lms_united
@chanastiefel
@morgan_j_talty
@thrasherxy
@edrabinski
@1000saturdays
@rachelegross
@patrioticpurple

Top Replied-To in G1:
@alalibrary
@morgan_j_talty
@sindyabhanoo
@epochtimes
@mario_presents
@bettemidler
@shuforcongress
@huahsu
@lms_united
@mariacuomocole

Top Replied-To in G2:
@sexharassed
@librarybabbitt
@libsoftiktok
@alalibrary
@danforthjb
@moms4liberty
@ucfreespeechctr
@couragehabit
@luce_lexi
@deb_fillman

Top Replied-To in G3:
@edrabinski
@arup
@sadie76092
@alalibrary
@fobettarh
@indiestacks
@lizmcgettigan
@doctorow
@trixietricoter
@bohyunkim

Top Replied-To in G4:
@lms_united
@simply_rain_s
@alalibrary
@stevelibrarian
@_dofdmd
@abmack33
@1000saturdays
@manga_librarian
@sthornbery
@tljamesa

Top Replied-To in G5:
@belvedia
@libkatem

Top Replied-To in G6:
@chanastiefel
@mstewartscience
@shannonstocker_
@sexharassed
@zmbennett
@aeslibs
@city_of_dragons
@anitalclark
@sljournal
@markeology

Top Replied-To in G7:
@twejaka
@chanyasulkit
@zpbidar
@noahlenstra
@tracyshawn
@iamjasonk
@narendramodi
@publisherswkly
@libraryjournal
@latorialfaison

Top Replied-To in G8:
@danforthjb
@gopleader
@npr
@sexharassed
@alalibrary
@repstickland
@vp
@sarahhuckabee
@potus

Top Replied-To in G9:
@linkletter
@dzstone
@mellonfdn
@grandeped
@james3neal
@bcit
@prattlibraries
@alalibrary
@michael_cypress
@lasher_lane

Top Replied-To in G10:
@alyssa_milano
@hunt4change
@jaxonxturner
@seccardona
@aftunion
@femcondition
@palmerreport
@lightrey
@hacknertyler
@murphyslaw74

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@sexharassed
@aasl
@flexlibris
@oif
@edrabinski
@penamerica
@traciedhall1
@lessa4libraries
@uabookbans

Top Mentioned in G1:
@alalibrary
@uabookbans
@tin_house
@prhlibrary
@lessa4libraries
@basedlibrarian
@epochtimes
@morgan_j_talty
@oif
@j_escoffery

Top Mentioned in G2:
@alalibrary
@sexharassed
@oif
@moms4liberty
@againstgrmrs
@thedemocrats
@senjackreed
@libsoftiktok
@realchrisrufo
@repraulgrijalva

Top Mentioned in G3:
@alalibrary
@edrabinski
@lessa4libraries
@doctorow
@aasl
@aclu
@fobettarh
@otmbrooke
@oif
@alianational

Top Mentioned in G4:
@alalibrary
@aasl
@penamerica
@lms_united
@_dofdmd
@_dofd
@ncacensorship
@flfreedomread
@everylibrary
@campaignfuture

Top Mentioned in G5:
@flexlibris
@alalibrary
@libkatem
@edrabinski
@databrarian
@saraphudson
@lessa4libraries

Top Mentioned in G6:
@alalibrary
@sljournal
@mstewartscience
@wearealsc
@chipublib
@scholastic
@holocaustmuseum
@chanastiefel
@staceybethr
@aslan_magic

Top Mentioned in G7:
@alalibrary
@libraryjournal
@bushfdn
@nypl
@noahlenstra
@stephenlewisfdn
@nyakaglobal
@unocha
@rotary
@actionaiduganda

Top Mentioned in G8:
@alalibrary
@housegop
@senategop
@gopleader
@moms4liberty
@conceptualjames
@iamlisalogan
@jenn_mcw
@couragehabit
@sec_walters

Top Mentioned in G9:
@alalibrary
@mellonfdn
@traciedhall1
@choice_reviews
@ala_acrl
@lapubliclibrary
@symplectic
@james3neal
@bcit
@gc_cuny

Top Mentioned in G10:
@alalibrary
@oif
@ncacensorship
@aftunion
@pftlocal3
@aasl
@librarianprblms
@musiclibassoc
@palibraryassoc
@librarycongress

Top Tweeters
Top Tweeters in Entire Graph:
@paul_cude
@matthewtwihard
@alhanda
@bella623
@gojira007x
@_do
@porridgeisgood
@mharvey816
@russelltim151
@protestmusica

Top Tweeters in G1:
@protestmusica
@adunlea
@kaffe_takk
@dianeeugenio
@dmellieon
@foxnews
@annfinster
@gawlinskilaura
@nayasala
@kli_nev

Top Tweeters in G2:
@porridgeisgood
@docwashburn
@mtrushmore2016
@ladydshops
@nanteos620
@4annegs
@tumalwas
@nypost
@nytimes
@debrabuenik

Top Tweeters in G3:
@matthewtwihard
@gojira007x
@doctorow
@tuphlos
@daniellegembala
@hilarieashton
@whtabtpineapple
@circlereader
@aprilgreen93
@npars01

Top Tweeters in G4:
@_do
@tummler10
@3pennymovies
@fangirl31
@philcp69
@mjcaswell
@gma
@librariesval
@laurenfoxwrites
@kvconner

Top Tweeters in G5:
@kw1979
@mihrimah_fs
@cece_23spalding
@jwomack
@pecunium
@frankentan
@alexandraerin
@gastropoda
@trexpushups
@owenblacker

Top Tweeters in G6:
@cherrymischivus
@rtartboost
@debraj112
@b0tsci
@onyxgata
@52wlbot
@chrystalchipria
@loveofxena
@sljournal
@pernilleripp

Top Tweeters in G7:
@alhanda
@marksandspencer
@cathynaks
@theeconomist
@csmonitor
@bionicanadian
@ft
@ew
@shrikant_stpib
@8news

Top Tweeters in G8:
@latimes
@lise_latulippe
@ajc
@miamiherald
@tb_times
@chrislhayes
@morethanmysle
@elpasotimes
@claytravis
@texastribune

Top Tweeters in G9:
@yayayarndiva
@notingshaw
@ladylakemusic
@loudmouthkid62
@revmelanienola
@hnozgen
@unfortunatalie
@tuppydougherty
@chucksedwin1
@kevin_powell

Top Tweeters in G10:
@msnbc
@jaketapper
@phillyinquirer
@palmerreport
@mcbyrne
@murphyslaw74
@uniiqu3
@nflobjectors
@owajohnny
@fantagor


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