ALALibrary, Twitter, 10/7/2021 4:15:40 AM, 263937


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ALALibrary_2021-10-06_20-50-44.xlsx
ALALibrary_2021-10-06_20-50-44.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 07, 2021
Short Description:
ALALibrary via NodeXL https://bit.ly/3uOZY22
@alalibrary
@sexharassed
@arjun_sanyal
@latinxpitch
@deecal1
@thartman2u
@1lucabelli
@nycsla
@worldkidlit
@egradcliff

Top hashtags:
#bannedbooksweek
#librarycardsignupmonth
#historybooks
#ilovemylibrarian
#rt

Description:
Description
The graph represents a network of 5,872 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, 07 October 2021 at 04:01 UTC.

The requested start date was Thursday, 07 October 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 76-day, 14-hour, 31-minute period from Thursday, 22 July 2021 at 00:09 UTC to Wednesday, 06 October 2021 at 14:40 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 : 5872
Unique Edges : 7392
Edges With Duplicates : 14733
Total Edges : 22125
Number of Edge Types : 5
Mentions : 8556
MentionsInRetweet : 7997
Retweet : 4276
Replies to : 857
Tweet : 439
Self-Loops : 481
Reciprocated Vertex Pair Ratio : 0.0435456110154905
Reciprocated Edge Ratio : 0.0834570344713838
Connected Components : 126
Single-Vertex Connected Components : 97
Maximum Vertices in a Connected Component : 5697
Maximum Edges in a Connected Component : 21934
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.949995
Graph Density : 0.000351738118874605
Modularity : 0.377741
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,872 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, 07 October 2021 at 04:01 UTC.

The requested start date was Thursday, 07 October 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 76-day, 14-hour, 31-minute period from Thursday, 22 July 2021 at 00:09 UTC to Wednesday, 06 October 2021 at 14:40 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:
[107] https://www.amazon.com/dp/B08M42WWVY/
[84] https://www.ala.org/advocacy/sites/ala.org.advocacy/files/content/stateandlocal/School%20Librarians%20v2.pdf
[80] http://www.ilovelibraries.org/lovemylibrarian
[72] https://www.tinyblundersbigdisasters.com/
[62] https://www.bobboylan.com/
[52] https://www.audible.com/pd/100-of-the-Worst-Ideas-in-History-Audiobook/B08YLXFJV7?asin=B08YLXFJV7
[35] http://www.booktitlegenerator.net/
[29] https://twitter.com/ALALibrary/status/1442173825353801729
[27] https://2022.alaannual.org/call-education-program-proposals
[26] https://national-coalition-literacy.org/adult-education-and-family-literacy-week/

Top URLs in Tweet in G1:
[55] http://www.ilovelibraries.org/lovemylibrarian
[20] https://national-coalition-literacy.org/adult-education-and-family-literacy-week/
[14] https://2022.alaannual.org/call-education-program-proposals
[10] https://www.imls.gov/blog/2020/05/wi-fi-wheels-how-and-why-libraries-are-bringing-their-services-communities
[7] https://2021.alaannual.org/registration/register-now
[6] https://www.ala.org/advocacy/ECF
[6] https://bannedbooksweek.org/ala-unveils-top-10-most-challenged-books-of-2020/
[6] https://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/top10
[5] https://alaliblearnx.org/call-for-presentations
[5] https://www.ala.org/conferencesevents/celebrationweeks/card

Top URLs in Tweet in G2:
[14] http://www.ilovelibraries.org/lovemylibrarian
[13] https://2022.alaannual.org/call-education-program-proposals
[12] https://www.ala.org/advocacy/sites/ala.org.advocacy/files/content/stateandlocal/School%20Librarians%20v2.pdf
[11] https://www.ala.org/tools/challengesupport
[9] https://americanlibrariesmagazine.org/2021/09/01/2021-ala-award-winners/
[8] https://www.ala.org/advocacy/ECF
[7] https://www.ala.org/news/member-news/2021/08/register-inaugural-ala-virtual-volunteer-fair-september-14-2021
[7] http://www.ala.org/advocacy/bbooks
[7] https://www.ala.org/advocacy/bbooks
[6] https://twitter.com/ALALibrary/status/1424822349711413248

Top URLs in Tweet in G3:
[4] https://community.astc.org/communitiesforimmunity/home
[4] https://twitter.com/ALALibrary/status/1440752010991529991
[4] https://www.librarycopyrightalliance.org/wp-content/uploads/2021/09/sovereign-immunity-study.pdf
[3] https://vrafoundation.org/grants/professional-development-grant/
[3] https://www.ala.org/news/member-news/2021/09/celebrate-banned-books-week-2021-resources-events
[3] https://bookriot.com/national-library-card-sign-up-month/
[3] https://learning.culturalheritage.org/p/realm?s=09
[2] https://www.imls.gov/news/museums-and-libraries-join-forces-boost-vaccine-confidence
[2] https://www.ala.org/pla/sites/ala.org.pla/files/content/data/PLA-2020-Technology-Survey-Summary-Report.pdf
[2] https://twitter.com/alalibrary/status/1423354374466805760

Top URLs in Tweet in G4:
[62] https://www.ala.org/advocacy/sites/ala.org.advocacy/files/content/stateandlocal/School%20Librarians%20v2.pdf
[9] https://www.bankstreet.edu/library/center-for-childrens-literature/childrens-book-committee/best-childrens-books-of-the-year/2021-edition/
[4] https://actualitte.com/article/101565/audiolivres/engouement-pour-l-audiolivre-des-passionnes-anciens-plus-que-des-confines
[3] http://www.ilovelibraries.org/lovemylibrarian
[3] https://ala-events.zoom.us/webinar/register/WN__mlagpvjT7a4OcjelVQqNQ
[3] https://twitter.com/ReportingLabs/status/1432312356617478152
[2] https://www.hbook.com/?detailStory=2020-in-pictures-and-words
[2] https://twitter.com/ALALibrary/status/1437488761122791431
[2] https://twitter.com/edutopia/status/1420536303536508928
[1] https://www.hbook.com/?detailStory=banned-books-week-2021

Top URLs in Tweet in G5:
[5] https://lvccld.bibliocommons.com/list/share/1147440827_lvccld_adults/1979331799_alas_most_challenged_books_of_2020
[3] https://payhip.com/b/V1Hos
[3] https://docs.google.com/forms/d/e/1FAIpQLScTqRKh3H0iujYP7K8kHLeILPB2-efXfIMjb0Oj8vJzZfMvNg/viewform?usp=pp_url
[1] https://twitter.com/i/web/status/1445554415390244877
[1] https://twitter.com/i/web/status/1444119967243309057
[1] https://twitter.com/ALALibrary/status/1445422290112557058
[1] https://lapl.org/
[1] https://twitter.com/lapubliclibrary/status/1445110404904984580
[1] https://paper.li/zillermil/1423505701?pub_id=b75276ac-5922-47b4-8caf-fff625adc14e
[1] https://www.youtube.com/watch?v=bXLNxjqnr5E&feature=youtu.be


Top URLs in Tweet in G6:
[1] https://twitter.com/jigneshmevani80/status/1444686957959794690
[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/
[1] https://twitter.com/ALALibrary/status/1441123456003674117
[1] https://twitter.com/CampbellTowanna/status/1429171412804284425
[1] https://twitter.com/taraskaduk/status/1428157982093807623
[1] https://twitter.com/AlanSInouye/status/1426595114609152000
[1] https://www.amazon.com/dp/B08QVQS6F9/ref=redir_mobile_desktop/139-4257697-0523951?_encoding=UTF8&qid=1627111573&ref_=tmm_kin_swatch_0&sr=8-1-fkmr0

Top URLs in Tweet in G7:
[8] https://careersingovernment.com/job/454429/library-director-ceo/
[8] https://careersingovernment.com/job/447154/library-assistant-i/
[8] https://careersingovernment.com/job/447157/library-assistant-i-p-t/
[8] https://careersingovernment.com/job/455577/library-assistant/
[3] https://catalog.freelibrary.org/MyResearch/register
[2] http://www.ilovelibraries.org/lovemylibrarian
[2] https://www.amazon.com/dp/1545402159//ref=cm_sw_su_dp
[1] https://www.amazon.com/dp/B08HBBKKJ3/ref=cm_sw_r_tw_awdb_imm_ZHR4MC1899NT4XT18ESE
[1] https://www.ala.org/conferencesevents/sites/ala.org.conferencesevents/files/content/celebrationweeks/card/Libraries-Empower-Official-Rules.pdf
[1] https://twitter.com/LAPublicLibrary/status/1445110404904984580

Top URLs in Tweet in G8:
[19] https://www.washingtonpost.com/dc-md-va/2021/09/04/dc-library-punk-shirt/
[1] https://twitter.com/alalibrary/status/1425555982965477380
[1] https://twitter.com/i/web/status/1445172341512851456
[1] https://twitter.com/DCist/status/1444304411510120449
[1] https://mtpfriends.bigcartel.com/products
[1] https://www.ala.org/united/virtual/schedule#Session
[1] 8A
[1] https://twitter.com/TessPfeifle/status/1439964884557500417
[1] https://mtpfriends.bigcartel.com/
[1] https://twitter.com/i/web/status/1438297017411846150

Top URLs in Tweet in G9:
[5] https://www.ala.org/advocacy/sites/ala.org.advocacy/files/content/stateandlocal/School%20Librarians%20v2.pdf
[3] https://www.ala.org/advocacy/literacy
[2] https://twitter.com/alalibrary/status/1417550632349745156
[1] https://twitter.com/alalibrary/status/1442173825353801729
[1] https://twitter.com/i/web/status/1434058081084772357
[1] https://www.ala.org/tools/challengesupport/report
[1] https://www.inquirer.com/columnists/attytood/york-county-book-ban-critical-race-theory-masks-20210921.html
[1] https://twitter.com/alalibrary/status/1419722959237877761

Top URLs in Tweet in G10:
[107] https://www.amazon.com/dp/B08M42WWVY/
[72] https://www.tinyblundersbigdisasters.com/
[62] https://www.bobboylan.com/
[52] https://www.audible.com/pd/100-of-the-Worst-Ideas-in-History-Audiobook/B08YLXFJV7?asin=B08YLXFJV7
[35] http://www.booktitlegenerator.net/
[17] https://www.nobleedgeconsulting.com/
[7] http://summerclassicshome.com/bew-white
[3] https://www.amazon.com/gp/product/B098TN6GKC
[1] https://twitter.com/i/web/status/1420526242995048448
[1] https://twitter.com/i/web/status/1427034126323011584

Top Domains
Top Domains in Tweet in Entire Graph:
[775] twitter.com
[407] ala.org
[123] amazon.com
[87] ilovelibraries.org
[72] tinyblundersbigdisasters.com
[62] bobboylan.com
[52] audible.com
[47] programminglibrarian.org
[41] americanlibrariesmagazine.org
[38] youtube.com

Top Domains in Tweet in G1:
[134] twitter.com
[110] ala.org
[58] ilovelibraries.org
[23] programminglibrarian.org
[21] alaannual.org
[21] national-coalition-literacy.org
[14] youtube.com
[11] americanlibrariesmagazine.org
[11] booklistonline.com
[10] imls.gov

Top Domains in Tweet in G2:
[321] twitter.com
[163] ala.org
[26] americanlibrariesmagazine.org
[19] programminglibrarian.org
[17] alaannual.org
[16] bannedbooksweek.org
[16] ilovelibraries.org
[9] eventbrite.com
[9] youtube.com
[8] nationalvoterregistrationday.org

Top Domains in Tweet in G3:
[37] twitter.com
[18] ala.org
[5] astc.org
[4] bookriot.com
[4] librarycopyrightalliance.org
[3] imls.gov
[3] vrafoundation.org
[3] culturalheritage.org
[2] ilovelibraries.org
[2] bibliocommons.com

Top Domains in Tweet in G4:
[66] ala.org
[22] twitter.com
[10] bankstreet.edu
[4] actualitte.com
[3] hbook.com
[3] ilovelibraries.org
[3] canva.com
[3] zoom.us
[1] latinxpitch.com
[1] diversebooks.org

Top Domains in Tweet in G5:
[15] twitter.com
[6] bibliocommons.com
[3] payhip.com
[3] google.com
[2] youtube.com
[1] lapl.org
[1] paper.li
[1] npr.org
[1] adl.org

Top Domains in Tweet in G6:
[5] twitter.com
[1] usatoday.com
[1] amazon.com

Top Domains in Tweet in G7:
[32] careersingovernment.com
[10] twitter.com
[3] amazon.com
[3] freelibrary.org
[2] ala.org
[2] ilovelibraries.org
[1] youtu.be
[1] hplct.org
[1] southernct.edu
[1] washingtonpost.com

Top Domains in Tweet in G8:
[19] washingtonpost.com
[13] twitter.com
[2] bigcartel.com
[2] ala.org
[1] elizabethahutchinson.com
[1] slj.com
[1] newslit.org
[1] cef.org

Top Domains in Tweet in G9:
[9] ala.org
[5] twitter.com
[1] inquirer.com

Top Domains in Tweet in G10:
[110] amazon.com
[72] tinyblundersbigdisasters.com
[62] bobboylan.com
[52] audible.com
[35] booktitlegenerator.net
[18] nobleedgeconsulting.com
[7] summerclassicshome.com
[7] twitter.com
[3] fiverr.com
[1] egradcliff.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1153] bannedbooksweek
[390] librarycardsignupmonth
[241] historybooks
[225] ilovemylibrarian
[219] rt
[218] militaryhistory
[163] mustread
[155] librarians
[144] history
[133] librariestransform



Top Hashtags in Tweet in G1:
[515] bannedbooksweek
[160] librarycardsignupmonth
[129] ilovemylibrarian
[54] librarians
[52] alaac22
[51] librariestransform
[23] booksuniteus
[21] bannedbooks
[20] aeflweek
[19] alaac21

Top Hashtags in Tweet in G2:
[437] bannedbooksweek
[135] librarycardsignupmonth
[75] librarians
[68] libraries
[67] librariestransform
[49] ilovemylibrarian
[42] booksuniteus
[41] alaac22
[41] intellectualfreedom
[38] creatorsgetcarded

Top Hashtags in Tweet in G3:
[30] communitiesforimmunity
[17] libraries
[12] iflawlic21
[10] bannedbooksweek
[9] lisprochat
[8] engagedlibraries
[7] ilovemylibrarian
[6] publiclibraries
[6] iflawlic2021
[6] librarycardsignupmonth

Top Hashtags in Tweet in G4:
[63] latinxpitch
[27] bannedbooksweek
[9] findinglangstontrilogy
[8] everythingsadisuntrue
[8] esc1library
[8] library
[7] judylopezaward2021
[7] printzawardwinner
[7] walterdeanmyers
[6] bannedbookweek

Top Hashtags in Tweet in G5:
[8] bannedbooksweek
[5] getcarded
[4] ala
[3] huntsville
[3] books
[3] motivation
[3] midnightmass
[2] kelvin2021
[2] libraries
[2] librarians

Top Hashtags in Tweet in G6:
[16] bannedbooksweek
[2] libraries
[2] schools
[2] kindle
[2] paperback
[2] hardback
[2] childrensbook
[2] kidsbook
[2] whattoread
[1] save_farmer_in_india

Top Hashtags in Tweet in G7:
[46] careeropportunity
[32] applynow
[32] jobsearch
[32] jobalert
[30] librarycardsignupmonth
[22] colusacounty
[15] bannedbooksweek
[9] librarycard
[6] 1000blackgirlbooks
[3] librariesempower

Top Hashtags in Tweet in G8:
[26] dcpsschoollibraries
[10] tlchat
[8] newkid
[5] bannedbooksweek
[5] schoollibraries
[4] schoollibrarians
[2] bookclub
[2] california
[2] schoollibrarian
[2] informationliteracy

Top Hashtags in Tweet in G9:
[16] bannedbooksweek
[8] books
[5] tokstarlibrarian
[5] tokstarlibrarians
[4] librarycardsignupmonth
[4] booktok
[4] booktwitter
[3] internationalliteracyday
[3] bannedbooks
[3] librarians

Top Hashtags in Tweet in G10:
[241] historybooks
[219] rt
[218] militaryhistory
[163] mustread
[143] history
[132] ian1
[114] historysgreatestmysteries
[106] iartg
[53] ushistory
[52] success

Top Words
Top Words in Tweet in Entire Graph:
[5440] alalibrary
[1397] library
[1153] #bannedbooksweek
[876] libraries
[811] books
[676] book
[671] more
[654] year
[612] censorship
[515] ala

Top Words in Tweet in G1:
[1782] alalibrary
[515] #bannedbooksweek
[508] library
[380] year
[355] censorship
[322] power
[305] stories
[300] theme
[297] reminder
[295] divisiveness

Top Words in Tweet in G2:
[1753] alalibrary
[437] #bannedbooksweek
[401] library
[311] libraries
[271] ala
[254] more
[248] oif
[228] books
[175] join
[170] censorship

Top Words in Tweet in G3:
[265] alalibrary
[95] libraries
[72] us_imls
[66] aamers
[61] sciencecenters
[60] library
[49] people
[46] communities
[42] cdcgov
[42] partnership

Top Words in Tweet in G4:
[243] alalibrary
[92] week
[88] books
[84] check
[78] 2021
[74] one
[73] stories
[70] latinxpitch
[66] let's
[66] hands

Top Words in Tweet in G5:
[71] alalibrary
[31] librarycongress
[25] library
[12] books
[11] britishlibrary
[10] check
[10] nypl
[9] bushfdn
[9] delhipublibrary
[8] lvccld

Top Words in Tweet in G6:
[21] alalibrary
[16] #bannedbooksweek
[16] today
[16] america
[15] usatodaylife
[15] year's
[15] usa
[15] staffers
[15] defending
[15] challenged

Top Words in Tweet in G7:
[129] library
[123] alalibrary
[67] card
[53] iammarleydias
[52] apply
[46] #careeropportunity
[46] re
[46] hiring
[39] working
[38] assistant

Top Words in Tweet in G8:
[111] alalibrary
[33] dcpublicschools
[33] dcpl
[32] mtplibfriends
[31] dcpunkarchive
[27] washingtonpost
[27] dclalibrarians
[26] #dcpsschoollibraries
[26] mayorbowser
[26] dcpschancellor

Top Words in Tweet in G9:
[72] school
[59] students
[54] alalibrary
[45] literacy
[43] nycsla
[43] libraries
[43] higher
[43] information
[42] professionally
[42] staffed

Top Words in Tweet in G10:
[397] alalibrary
[345] book
[241] #historybooks
[221] gt
[219] #rt
[218] #militaryhistory
[180] stars
[177] tiny
[173] john
[173] kelly

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[444] alalibrary,#bannedbooksweek
[385] power,stories
[379] year,theme
[373] stories,divisiveness
[372] divisiveness,censorship
[371] unifying,power
[370] reminder,unifying
[369] #bannedbooksweek,year
[369] theme,reminder
[358] library,card

Top Word Pairs in Tweet in G1:
[303] alalibrary,#bannedbooksweek
[296] power,stories
[295] year,theme
[295] stories,divisiveness
[294] #bannedbooksweek,year
[294] theme,reminder
[294] reminder,unifying
[294] unifying,power
[294] divisiveness,censorship
[144] library,card

Top Word Pairs in Tweet in G2:
[103] emergency,connectivity
[97] alalibrary,#bannedbooksweek
[94] connectivity,fund
[80] alalibrary,oif
[70] freedom,read
[62] library,card
[58] president,votepattywong
[54] alalibrary,libcomix
[52] freedom,ideas
[51] power,stories

Top Word Pairs in Tweet in G3:
[36] aamers,alalibrary
[30] school,libraries
[29] mlis,students
[28] love,people
[28] people,money
[28] money,loot
[28] loot,mlis
[28] students,gooooooooooo
[28] need,research
[28] research,school

Top Word Pairs in Tweet in G4:
[65] one,week
[63] week,away
[63] away,#latinxpitch
[63] #latinxpitch,2021
[63] 2021,let's
[63] let's,latinx
[63] latinx,stories
[63] stories,hands
[63] hands,children
[63] children,complete

Top Word Pairs in Tweet in G5:
[10] alalibrary,librarycongress
[7] #bannedbooksweek,sept
[7] sept,26
[7] 26,oct
[7] oct,use
[7] use,free
[7] free,library
[7] library,card
[7] card,check
[7] check,alalibrary

Top Word Pairs in Tweet in G6:
[15] year's,#bannedbooksweek
[15] #bannedbooksweek,usa
[15] usa,today
[15] today,staffers
[15] staffers,defending
[15] defending,challenged
[15] challenged,books
[15] books,america
[14] usatodaylife,year's
[14] america,compil

Top Word Pairs in Tweet in G7:
[56] library,card
[46] re,hiring
[46] hiring,library
[38] #careeropportunity,working
[38] library,assistant
[38] assistant,apply
[33] libraryjournal,alalibrary
[33] amazing,#careeropportunity
[32] ala_pla,libraryjournal
[32] alalibrary,#applynow

Top Word Pairs in Tweet in G8:
[28] dcpunkarchive,dcpl
[27] washingtonpost,dcpunkarchive
[27] dcpl,dclalibrarians
[27] dclalibrarians,alalibrary
[26] #dcpsschoollibraries,mayorbowser
[26] mayorbowser,dcpublicschools
[26] dcpublicschools,dcpschancellor
[24] dcpschancellor,alalibrary
[23] mtplibfriends,washingtonpost
[19] alalibrary,lewisdferebee

Top Word Pairs in Tweet in G9:
[42] students,professionally
[42] professionally,staffed
[42] staffed,school
[42] school,libraries
[42] libraries,higher
[42] higher,reading
[42] reading,writing
[42] writing,information
[42] information,literacy
[42] literacy,scores

Top Word Pairs in Tweet in G10:
[218] #historybooks,#militaryhistory
[173] john,kelly
[173] kelly,detroit
[173] detroit,free
[160] free,press
[159] alalibrary,#mustread
[146] #militaryhistory,#rt
[143] #rt,alalibrary
[138] press,stars
[97] alalibrary,#ian1

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@sexharassed
@ottersmom63
@tcrusader2020
@uofsc_cic
@neilpolowin
@ucberkeleylib
@jocelynrish
@annettelawless
@homeschool_indy

Top Replied-To in G1:
@alalibrary
@neilpolowin
@jocelynrish
@lhps_libraries
@scottybonner
@leoba
@reading_reba
@stckedlibrarian
@jimmekaanderson
@maraebrarian

Top Replied-To in G2:
@alalibrary
@sexharassed
@ottersmom63
@tcrusader2020
@homeschool_indy
@katherinek221
@ryanestrada
@oscarrlanza
@nicoletta0602
@librarypolicy

Top Replied-To in G3:
@uofsc_cic
@lisprochat
@alalibrary
@mkmerga
@mark_h_cymru
@amy_vecchione
@arjun_sanyal
@youthlibraries
@librariesweek
@thartman2u

Top Replied-To in G4:
@sotxlibrarian
@mrslittrell1
@mrshowell24
@bookwormbrookek
@carolelindstrom
@sdarancette
@areasontosmileb
@jimmekaanderson
@mdrc_news
@dallaslibrary

Top Replied-To in G5:
@annettelawless
@meji000000
@huntsvillelib
@lisa_see
@lvccld
@matt_kroschel
@edmondfernandes
@cgla_delhi
@manclibraries
@santosh7sep

Top Replied-To in G6:
@louisianagov
@sidlal
@bradmeltzer
@potus
@fbiwfo
@wgnotv
@usatodaylife
@funder
@potus45
@mdixon55

Top Replied-To in G7:
@alalibrary
@iammarleydias
@alfred_brock
@lhpublib
@chipublib
@libraryofct
@andysolomon

Top Replied-To in G8:
@mtplibfriends
@cgarnsworthy
@drtlovesbooks
@seccardona
@aoc
@letsk12better
@mslibrarydiva
@christopherpaix
@leilakassir
@trishweissmann

Top Replied-To in G9:
@thenextgenlib
@nycsla
@charlottepolk71
@kellyyanghk
@pvslibrarian
@lindskanderson

Top Replied-To in G10:
@egradcliff
@authornetwork
@halo_scot
@bookish_brews
@laliaristo
@cjaggett
@ebookconnection

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@oif
@ala_booklist
@bannedbooksweek
@votepattywong
@aasl
@libcomix
@sexharassed
@librarypolicy
@us_imls

Top Mentioned in G1:
@alalibrary
@ala_booklist
@iamma
@sept11memorial
@libcomix
@oif
@nysednews
@yalsa
@pawpatrolmovie
@peterlangella

Top Mentioned in G2:
@alalibrary
@oif
@bannedbooksweek
@votepattywong
@sexharassed
@aasl
@librarypolicy
@libcomix
@ftrf
@traciedhall1

Top Mentioned in G3:
@alalibrary
@us_imls
@aamers
@sciencecenters
@cdcgov
@nlm_nih
@cilipinfo
@arjun_sanyal
@bakerchair
@mkmerga

Top Mentioned in G4:
@alalibrary
@latinxpitch
@bookwormbrookek
@sljournal
@hornbook
@ibpa
@txla
@txasl
@sabpersad

Top Mentioned in G5:
@alalibrary
@librarycongress
@britishlibrary
@nypl
@bushfdn
@delhipublibrary
@library
@wichitalibrary
@lvccld
@indian_library

Top Mentioned in G6:
@alalibrary
@usatodaylife
@potus
@cnn
@bbcworld
@govrondesantis
@healthyfla
@msnbc
@llaoffice
@un

Top Mentioned in G7:
@alalibrary
@iammarleydias
@libraryjournal
@ala_pla
@colliervillegov
@careersingov
@freelibrary
@hplct
@saclib
@amazon

Top Mentioned in G8:
@alalibrary
@dcpublicschools
@dcpl
@dcpunkarchive
@dclalibrarians
@washingtonpost
@mayorbowser
@dcpschancellor
@mtplibfriends
@lewisdferebee

Top Mentioned in G9:
@alalibrary
@nycsla
@tasltn
@cityoftomball
@mackinlibrary
@tomballlibrary
@angiecthomas
@blazelibrary
@booksamillion
@tiktok_us

Top Mentioned in G10:
@alalibrary
@abookpublicist
@cbsdenver
@aarp
@margaritaville
@egradcliff
@ianauthorsbooks
@ethicsrus
@authornetwork
@ebookconnection

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@matthewtwihard
@alhanda
@bella623
@raymond_norman
@w_angels_wings
@iartg
@dancas2
@givemepie360
@cherrymischivus

Top Tweeters in G1:
@cblazblaz
@mstepczyk
@cheryl_marlin
@coachweaver3
@odoylecharlotte
@mintamenapie
@tsddrake
@momrovin
@comicbook
@thebitstick

Top Tweeters in G2:
@docwashburn
@_yvonneburton
@beank511
@tgradous
@frackhazreveal
@barbiewithatude
@charismaalasta1
@staythecourse7
@nytimes
@mashable

Top Tweeters in G3:
@tuphlos
@4evrstardancer
@education_24x7
@herhandsmyhands
@younglibrarian
@realfriscokid
@jacobsberg
@greenspace01
@faboomama
@iluvhorseracing

Top Tweeters in G4:
@w_angels_wings
@tudortweep
@asdaserviceteam
@globeandmail
@wordrefiner
@linluv5
@tlrailuk
@debraj112
@caasbrey
@humanwords_

Top Tweeters in G5:
@saludhealthinfo
@bjp4india
@deann_native
@kakenews
@akyherb
@lareviewofbooks
@realisticpoetry
@annettelawless
@devnetjobsindia
@m8ttr

Top Tweeters in G6:
@americanair
@ndtv
@huffpost
@wwf
@foxnews
@usatoday
@france24
@cnn
@airnewsalerts
@bbcworld

Top Tweeters in G7:
@dancas2
@juliawb
@fourcornersrock
@mrschureads
@rutiregan
@lsjnews
@careersingov
@joycecaroloates
@emilyshapiro1
@currenttrends1

Top Tweeters in G8:
@washingtonpost
@latimes
@jaketapper
@temptoetiam
@ta_morris
@jasoncherkis
@mdrswrj
@l_chupacabra
@jmasters7649
@aftunion

Top Tweeters in G9:
@mlb
@jessiebrewer
@dodgers
@ddupre9
@booksyalove
@tiktok_us
@raelisavitt
@angiecthomas
@rutherfordco
@hankgreen

Top Tweeters in G10:
@alhanda
@iartg
@laydenrobinson
@freeboostpromo
@peterzburg
@bernardfoong
@sak_stories
@jgmacleodauthor
@longcreations7
@albator50


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