ALALibrary, Twitter, 9/16/2021 6:33:49 AM, 262162


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ALALibrary_2021-09-15_20-50-44.xlsx
ALALibrary_2021-09-15_20-50-44.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 16, 2021
Short Description:
ALALibrary via NodeXL https://bit.ly/2VLXPan
@alalibrary
@arjun_sanyal
@sexharassed
@latinxpitch
@thartman2u
@1lucabelli
@bibliobeth
@worldkidlit
@deecal1
@egradcliff

Top hashtags:
#historybooks
#librarycardsignupmonth
#rt
#militaryhistory
#ilovemylibrarian
#ian1

Description:
Description
The graph represents a network of 4,668 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, 16 September 2021 at 04:00 UTC.

The requested start date was Thursday, 16 September 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, 23-hour, 8-minute period from Thursday, 01 July 2021 at 00:28 UTC to Wednesday, 15 September 2021 at 23:37 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 : 4668
Unique Edges : 6411
Edges With Duplicates : 12030
Total Edges : 18441
Number of Edge Types : 5
Retweet : 3209
MentionsInRetweet : 6482
Mentions : 7549
Replies to : 861
Tweet : 340
Self-Loops : 373
Reciprocated Vertex Pair Ratio : 0.0445662289318581
Reciprocated Edge Ratio : 0.0853296376955058
Connected Components : 79
Single-Vertex Connected Components : 59
Maximum Vertices in a Connected Component : 4555
Maximum Edges in a Connected Component : 18311
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.972285
Graph Density : 0.000463701729714862
Modularity : 0.375488
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,668 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, 16 September 2021 at 04:00 UTC.

The requested start date was Thursday, 16 September 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, 23-hour, 8-minute period from Thursday, 01 July 2021 at 00:28 UTC to Wednesday, 15 September 2021 at 23:37 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:
[135] http://www.ilovelibraries.org/lovemylibrarian
[123] https://www.bobboylan.com/
[111] https://www.amazon.com/dp/B08M42WWVY/
[77] https://www.tinyblundersbigdisasters.com/
[73] https://www.audible.com/pd/100-of-the-Worst-Ideas-in-History-Audiobook/B08YLXFJV7?asin=B08YLXFJV7
[29] http://www.booktitlegenerator.net/
[20] https://americanlibrariesmagazine.org/blogs/the-scoop/hope-and-harmony/
[19] https://www.washingtonpost.com/dc-md-va/2021/09/04/dc-library-punk-shirt/
[19] https://www.nobleedgeconsulting.com/
[15] https://www.imls.gov/blog/2020/05/wi-fi-wheels-how-and-why-libraries-are-bringing-their-services-communities

Top URLs in Tweet in G1:
[99] http://www.ilovelibraries.org/lovemylibrarian
[11] https://www.imls.gov/blog/2020/05/wi-fi-wheels-how-and-why-libraries-are-bringing-their-services-communities
[9] https://2021.alaannual.org/registration/register-now
[7] https://www.surveymonkey.com/r/Baby-Yoda-Cards
[7] https://2022.alaannual.org/call-education-program-proposals
[5] https://alaliblearnx.org/call-for-presentations
[5] http://jaccart.ch
[5] https://getemergencybroadband.org/how-to-apply/
[4] https://astc.connectedcommunity.org/communitiesforimmunity/
[4] https://www.ala.org/conferencesevents/celebrationweeks/card

Top URLs in Tweet in G2:
[24] http://www.ilovelibraries.org/lovemylibrarian
[10] https://www.bankstreet.edu/library/center-for-childrens-literature/childrens-book-committee/best-childrens-books-of-the-year/2021-edition/
[9] https://americanlibrariesmagazine.org/2021/09/01/2021-ala-award-winners/
[7] https://twitter.com/ALALibrary/status/1424822349711413248
[6] https://cqrcengage.com/ala/app/write-a-letter?4&engagementId=511327
[6] https://2021.alaannual.org/registration/register-now
[6] https://www.alastore.ala.org/search/store/celebrations-events/banned-books-week?filter_all=4
[5] https://2022.alaannual.org/call-education-program-proposals
[5] https://www.ala.org/tools/challengesupport
[4] http://www.ala.org/advocacy/ECF

Top URLs in Tweet in G3:
[10] https://www.ala.org/news/press-releases/2021/06/nominations-are-now-open-i-love-my-librarian-award
[7] https://twitter.com/ALALibrary/status/1426302296334520320
[7] https://vrafoundation.org/internship-award/
[5] https://www.ala.org/pla/sites/ala.org.pla/files/content/data/PLA-2020-Technology-Survey-Summary-Report.pdf
[4] https://community.astc.org/communitiesforimmunity/home
[3] https://twitter.com/ALALibrary/status/1435730631997202433
[3] https://nationalvoterregistrationday.org/2021-partner-sign-on/?source=ALA
[3] http://www.ilovelibraries.org/lovemylibrarian
[3] https://vrafoundation.org/grants/professional-development-grant/
[3] https://www.librarycopyrightalliance.org/wp-content/uploads/2021/09/sovereign-immunity-study.pdf

Top URLs in Tweet in G4:
[16] https://americanlibrariesmagazine.org/blogs/the-scoop/hope-and-harmony/
[7] https://actualitte.com/article/101145/international/les-bibliotheques-citadelles-du-savoir-et-de-l-empathie-barack-obama
[4] http://www.ilovelibraries.org/lovemylibrarian
[4] https://tusk.zoom.us/webinar/register/WN_wU6hNrUbSMCrrV7NLkGtqQ
[4] https://actualitte.com/article/101565/audiolivres/engouement-pour-l-audiolivre-des-passionnes-anciens-plus-que-des-confines
[4] https://actualitte.com/article/101335/bibliotheque/etats-unis-la-concentration-editoriale-ne-fait-pas-les-affaires-des-bibliotheques
[3] https://twitter.com/alalibrary/status/1423354374466805760
[3] https://cals.org/hotspot-lending/
[3] https://www.julianmarquina.es/motivos-que-explican-el-porque-de-la-transformacion-de-las-bibliotecas/
[2] https://twitter.com/ABOS_Outreach/status/1422323827456020482

Top URLs in Tweet in G5:
[2] https://blogs.slj.com/neverendingsearch/2021/07/19/slide-data-interactive-tools-and-an-equity-wake-up-call-part-1/
[1] https://twitter.com/seccardona/status/1418716808119525378
[1] https://twitter.com/gscschools/status/1416003116118511620
[1] https://twitter.com/gwmemorialmedia/status/1417252765907181569
[1] https://twitter.com/libinfluencers/status/1437776913561493505
[1] https://cef.org/events/
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Dd3Nl1IiEu10&q=EgS4SO-bGKLh3YcGIhCLzZg_O6r4tYd3-n64abojMgFy
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Df62hPGv-NmQ&q=EgS4SO-bGJ3h3YcGIhCYqdOfQchu86ADAx50RS8cMgFy
[1] https://twitter.com/welcomeus/status/1437795166300090375
[1] https://twitter.com/allenmcginley/status/1425283451532582913

Top URLs in Tweet in G6:
[2] https://www.lipstickalley.com/threads/parents-disgust-as-labour-council-hires-actor-in-rainbow-coloured-monkey-costume-with-fake-penis-and-nipples-to-appear-at-library-event.4598606/
[2] https://www.amazon.com/dp/1545402159//ref=cm_sw_su_dp
[1] https://twitter.com/i/web/status/1437982246657531904
[1] https://twitter.com/i/web/status/1420615760867729410
[1] https://twitter.com/i/web/status/1409522452384915464
[1] https://twitter.com/ALALibrary/status/1413537433766014982
[1] https://www.librarians.cc/
[1] https://twitter.com/lailamickelwait/status/1429253050682777608
[1] https://twitter.com/alalibrary/status/1436083499178602500
[1] https://twitter.com/sljournal/status/1436736612239613957

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/
[7] https://careersingovernment.com/job/455577/library-assistant/
[3] https://chc.house.gov/media-center/press-releases/congressional-hispanic-caucus-endorses-the-build-america-s-libraries-act
[3] https://www.consumerreports.org/upload/broadband/?EXTKEY=BBA17EEC12
[3] https://docs.google.com/forms/d/e/1FAIpQLScTqRKh3H0iujYP7K8kHLeILPB2-efXfIMjb0Oj8vJzZfMvNg/viewform?usp=pp_url
[2] https://www.ala.org/news/member-news/2021/07/ala-welcomes-introduction-success-act
[2] https://www.shlb.org/news/shlb/2021/07/SHLB-Applauds-Introduction-of-SUCCESS-Act/
[1] https://www.ala.org/news/press-releases/2021/08/congressional-hispanic-caucus-endorses-build-america-s-libraries-act

Top URLs in Tweet in G8:
[3] https://twitter.com/ReportingLabs/status/1432312356617478152
[3] https://ala-events.zoom.us/webinar/register/WN__mlagpvjT7a4OcjelVQqNQ
[1] https://twitter.com/i/web/status/1411052242988306432
[1] https://twitter.com/i/web/status/1433576301454053381
[1] http://www.chapeka.cl
[1] https://www.urbang3m.com/
[1] https://twitter.com/DollyParton/status/1424755625423220736
[1] https://twitter.com/alalibrary/status/1413166078914662403
[1] https://twitter.com/i/web/status/1410394909484351493

Top URLs in Tweet in G9:
[3] https://www.ala.org/news/member-news/2021/07/2021-john-cotton-dana-awards-selected
[2] https://twitter.com/edutopia/status/1420536303536508928
[1] https://newslit.org/updates/librarian-k-c-boyd-an-advocate-for-students-community-profession/
[1] https://ischool.illinois.edu/news-events/news/2021/07/nine-ischool-students-named-2021-2022-ala-spectrum-scholars
[1] http://www.anchoragelibrary.org/services/in-the-library/computers-technology/mifi-information/
[1] https://twitter.com/ALALibrary/status/1435270642652286978
[1] https://www.anchoragelibrary.org/about/about-apl/library-news/library-card-sign-up-month-2021/
[1] https://twitter.com/i/web/status/1437016412770476037
[1] https://twitter.com/i/web/status/1437567070208671746
[1] https://twitter.com/medlibassn/status/1431376612390473728

Top URLs in Tweet in G10:
[3] https://bookriot.com/national-library-card-sign-up-month/
[1] https://twitter.com/CassieKempSLS/status/1437366216201576455
[1] https://twitter.com/i/web/status/1437420209854427145
[1] https://bannedbooksweek.org/banned-books-week-2021-books-unite-us/
[1] https://twitter.com/goodreads/status/1428117251887087624
[1] https://twitter.com/i/web/status/1437226834027073539
[1] https://bookriot.com/fy22-library-funding
[1] https://projectarcc.org/2021/08/02/weve-got-to-stop-meeting-like-this-a-proposal-for-hacs-hybrid-archives-conference-strategy/
[1] https://twitter.com/NoetheMatt/status/1422567494544285696

Top Domains
Top Domains in Tweet in Entire Graph:
[661] twitter.com
[210] ala.org
[144] ilovelibraries.org
[123] bobboylan.com
[119] amazon.com
[77] tinyblundersbigdisasters.com
[73] audible.com
[71] americanlibrariesmagazine.org
[39] programminglibrarian.org
[31] careersingovernment.com

Top Domains in Tweet in G1:
[108] twitter.com
[103] ilovelibraries.org
[69] ala.org
[19] alaannual.org
[19] programminglibrarian.org
[18] americanlibrariesmagazine.org
[12] booklistonline.com
[11] imls.gov
[7] surveymonkey.com
[7] alaliblearnx.org

Top Domains in Tweet in G2:
[212] twitter.com
[69] ala.org
[30] americanlibrariesmagazine.org
[26] ilovelibraries.org
[17] programminglibrarian.org
[17] hbook.com
[11] alaannual.org
[10] bankstreet.edu
[8] cqrcengage.com
[6] imls.gov

Top Domains in Tweet in G3:
[75] twitter.com
[40] ala.org
[10] vrafoundation.org
[5] astc.org
[4] ilovelibraries.org
[3] nationalvoterregistrationday.org
[3] programminglibrarian.org
[3] imls.gov
[3] librarycopyrightalliance.org
[3] culturalheritage.org

Top Domains in Tweet in G4:
[37] twitter.com
[18] americanlibrariesmagazine.org
[15] actualitte.com
[6] ala.org
[5] ilovelibraries.org
[4] libraryjournal.com
[4] zoom.us
[3] cals.org
[3] julianmarquina.es
[2] publishersweekly.com

Top Domains in Tweet in G5:
[22] twitter.com
[2] google.com
[2] ala.org
[2] slj.com
[1] cef.org
[1] njla.org
[1] choice360.org
[1] everylibrary.org
[1] lifehacker.com
[1] elizabethahutchinson.com

Top Domains in Tweet in G6:
[35] twitter.com
[3] amazon.com
[2] lipstickalley.com
[1] librarians.cc
[1] lifesitenews.com
[1] ala.org
[1] thefederalist.com
[1] theblaze.com
[1] smwa.org
[1] wikisource.org

Top Domains in Tweet in G7:
[31] careersingovernment.com
[9] twitter.com
[7] ala.org
[3] house.gov
[3] shlb.org
[3] consumerreports.org
[3] google.com
[1] libraryjournal.com
[1] infodocket.com
[1] americanlibrariesmagazine.org

Top Domains in Tweet in G8:
[8] twitter.com
[3] zoom.us
[1] chapeka.cl
[1] urbang3m.com

Top Domains in Tweet in G9:
[14] twitter.com
[3] ala.org
[2] anchoragelibrary.org
[1] newslit.org
[1] illinois.edu
[1] newatlas.com

Top Domains in Tweet in G10:
[5] twitter.com
[4] bookriot.com
[1] bannedbooksweek.org
[1] projectarcc.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[280] historybooks
[265] librarycardsignupmonth
[255] rt
[253] militaryhistory
[234] ilovemylibrarian
[210] ian1
[189] mustread
[176] iartg
[160] alaac21
[154] history



Top Hashtags in Tweet in G1:
[148] ilovemylibrarian
[140] librarycardsignupmonth
[58] librarians
[49] librariestransform
[42] alaac21
[26] alaac22
[17] librariesempower
[13] bannedbooksweek
[13] digcit
[10] schoollibrarians

Top Hashtags in Tweet in G2:
[66] latinxpitch
[64] alaac21
[63] bannedbooksweek
[56] librariestransform
[52] ilovemylibrarian
[50] librarycardsignupmonth
[41] librarians
[34] libraries
[25] alaac22
[24] hbmag

Top Hashtags in Tweet in G3:
[28] communitiesforimmunity
[27] texas
[23] libraries
[19] savingyourfamilytreasures
[16] ilovemylibrarian
[12] library
[12] librarian
[8] librarycardsignupmonth
[7] alaac21
[6] education

Top Hashtags in Tweet in G4:
[30] alaac21
[12] iflawlic21
[8] engagedlibraries
[8] esc1library
[7] ilovemylibrarian
[6] librarycardsignupmonth
[6] iflawlic2021
[6] bibliotheken
[6] lasbibliotecascreanfuturo
[5] communitiesforimmunity

Top Hashtags in Tweet in G5:
[5] schoollibraries
[4] schoollibrarians
[4] hearouredstories
[3] california
[3] schoollibrarian
[3] anecessitynotaluxury
[3] infographic
[3] school
[3] librarians
[2] informationliteracy

Top Hashtags in Tweet in G6:
[15] libraries
[15] librarians
[11] criticalracetheory
[8] fundlibraries
[7] dragqueenstoryhour
[5] buildlibraries
[5] parenting
[5] censorship
[4] moms
[4] dads

Top Hashtags in Tweet in G7:
[45] careeropportunity
[31] applynow
[31] jobsearch
[31] jobalert
[22] colusacounty
[21] broadbandtogether
[8] libraries
[4] librarians
[3] schools
[2] infrastructure

Top Hashtags in Tweet in G8:
[9] librarians
[9] medialiteracy
[6] libraries
[6] communityoutreach
[1] chapekaalmabanderita
[1] children
[1] literacy
[1] bookloversday
[1] mondaythoughts
[1] covidtests

Top Hashtags in Tweet in G9:
[10] dcpsschoollibraries
[8] librarycardsignupmonth
[7] babyyoda
[4] librarians
[3] ischoolui
[3] lis
[3] workforce
[3] journalclub
[2] 907librarylove
[2] bookclub

Top Hashtags in Tweet in G10:
[9] worldkidlitmonth
[5] libraries
[4] librarycardsignupmonth
[4] bookloversday
[4] comics
[4] booklover
[4] cartoon
[4] bibliophile
[3] librarian
[3] publiclibraries

Top Words
Top Words in Tweet in Entire Graph:
[4483] alalibrary
[1058] library
[730] libraries
[612] book
[554] more
[510] ala
[360] free
[327] librarians
[325] tadawes
[301] join

Top Words in Tweet in G1:
[1138] alalibrary
[405] library
[236] libraries
[202] more
[158] card
[148] #ilovemylibrarian
[140] #librarycardsignupmonth
[140] librarian
[127] award
[123] public

Top Words in Tweet in G2:
[1112] alalibrary
[294] library
[236] libraries
[181] more
[161] ala
[137] 2021
[105] one
[97] week
[90] emergency
[89] connectivity

Top Words in Tweet in G3:
[598] alalibrary
[274] tadawes
[160] ala
[135] racism
[101] fight
[98] leader
[96] join
[83] response
[83] association
[81] didn

Top Words in Tweet in G4:
[244] alalibrary
[79] libraries
[68] library
[36] more
[36] student
[35] barackobama
[34] need
[34] school
[33] support
[33] staff

Top Words in Tweet in G5:
[117] alalibrary
[62] bibliobeth
[44] everylibrary
[40] njasl
[29] njea
[29] cuts
[28] neatoday
[26] seccardona
[26] reading
[22] witness

Top Words in Tweet in G6:
[123] alalibrary
[68] sexharassed
[27] school
[25] marinamedvin
[22] librarians
[22] ejministries
[22] safelibraries
[22] larryelder
[20] library
[19] houstonlibrary

Top Words in Tweet in G7:
[91] alalibrary
[71] library
[47] re
[45] #careeropportunity
[45] hiring
[45] apply
[41] libraryjournal
[37] working
[37] assistant
[33] ala_pla

Top Words in Tweet in G8:
[44] alalibrary
[19] webinar
[19] reportinglabs
[17] free
[16] hosted
[15] calling
[12] register
[11] medialiteracyed
[11] resources
[11] eyes107

Top Words in Tweet in G9:
[43] alalibrary
[14] award
[11] dcpublicschools
[11] library
[11] john
[11] cotton
[11] dana
[10] #dcpsschoollibraries
[10] mayorbowser
[10] dcpschancellor

Top Words in Tweet in G10:
[34] alalibrary
[16] school
[10] books
[9] worldkidlit
[9] #worldkidlitmonth
[9] more
[9] psla_news
[8] slahq
[8] yalsa
[8] read

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[253] #historybooks,#militaryhistory
[247] library,card
[222] john,kelly
[222] kelly,detroit
[221] detroit,free
[204] free,press
[187] tadawes,alalibrary
[185] alalibrary,#mustread
[181] alalibrary,#ian1
[176] #militaryhistory,#rt

Top Word Pairs in Tweet in G1:
[145] library,card
[103] #ilovemylibrarian,award
[95] win,5000
[81] 20th,anniversary
[74] 11,2001
[71] commemoration,20th
[70] anniversary,attacks
[70] honorary,chair
[69] attacks,sept
[69] sept,11

Top Word Pairs in Tweet in G2:
[76] emergency,connectivity
[72] connectivity,fund
[67] one,week
[66] week,away
[66] away,#latinxpitch
[66] #latinxpitch,2021
[66] 2021,let's
[66] let's,latinx
[66] latinx,stories
[66] stories,hands

Top Word Pairs in Tweet in G3:
[174] tadawes,alalibrary
[89] join,ala
[87] fight,racism
[83] ala,fight
[80] didn,join
[80] alalibrary,leader
[79] racism,alalibrary
[79] leader,response
[79] response,question
[79] question,association

Top Word Pairs in Tweet in G4:
[30] school,libraries
[28] need,research
[28] research,school
[28] libraries,staff
[28] staff,create
[28] create,spaces
[28] spaces,support
[28] support,student
[28] student,wellbeing
[28] wellbeing,journal

Top Word Pairs in Tweet in G5:
[21] defies,logic
[21] logic,we've
[21] we've,witness
[21] witness,impacts
[21] impacts,misinformation
[21] misinformation,seen
[21] seen,decline
[21] decline,reading
[21] reading,seeing
[21] seeing,cuts

Top Word Pairs in Tweet in G6:
[25] marinamedvin,alalibrary
[21] ejministries,alalibrary
[21] alalibrary,safelibraries
[21] safelibraries,larryelder
[19] alalibrary,houstonlibrary
[15] school,librarians
[15] sexharassed,marinamedvin
[11] larryelder,thedemocrats
[11] sexharassed,ejministries
[10] critical,race

Top Word Pairs in Tweet in G7:
[45] re,hiring
[45] hiring,library
[37] #careeropportunity,working
[37] library,assistant
[37] assistant,apply
[32] amazing,#careeropportunity
[32] libraryjournal,alalibrary
[31] ala_pla,libraryjournal
[31] alalibrary,#applynow
[31] #applynow,#jobsearch

Top Word Pairs in Tweet in G8:
[16] free,webinar
[16] webinar,hosted
[11] reportinglabs,alalibrary
[9] calling,educators
[9] educators,register
[9] register,free
[9] hosted,reportinglabs
[9] alalibrary,learn
[9] learn,more
[8] hi,#librarians

Top Word Pairs in Tweet in G9:
[11] john,cotton
[11] cotton,dana
[11] dana,award
[10] #dcpsschoollibraries,mayorbowser
[10] mayorbowser,dcpublicschools
[10] dcpublicschools,dcpschancellor
[8] dcpschancellor,alalibrary
[7] look,celebrate
[7] celebrate,#librarycardsignupmonth
[7] #librarycardsignupmonth,find

Top Word Pairs in Tweet in G10:
[8] alalibrary,psla_news
[6] spread,word
[6] day,school
[5] calling,librarians
[5] librarians,please
[5] please,help
[5] help,spread
[5] word,#worldkidlitmonth
[5] #worldkidlitmonth,september
[5] september,time

Top Replied-To
Top Replied-To in Entire Graph:
@tadawes
@alalibrary
@sexharassed
@ottersmom63
@newaeonsaint
@uofsc_cic
@tcrusader2020
@neilpolowin
@bibliobeth
@annettelawless

Top Replied-To in G1:
@alalibrary
@neilpolowin
@freeblackgirl
@leoba
@maraebrarian
@forestfish71
@readingdanger
@erikagswain
@jill_hw
@infogamerist

Top Replied-To in G2:
@alalibrary
@sexharassed
@raypun101
@tadawes
@librarypolicy
@jimmekaanderson
@roberts_reads
@tinylibrarian
@bibliobeth
@fobpl

Top Replied-To in G3:
@tadawes
@alalibrary
@newaeonsaint
@uofsc_cic
@dustinthefife
@nutriaatomica
@oscarrlanza
@griffey
@booksnotprisons
@njstatelibrary

Top Replied-To in G4:
@noahlenstra
@mkmerga
@alalibrary
@uofsc_cic
@mark_h_cymru
@arjun_sanyal
@hatchdw
@librarygal05
@phepbu
@readonthebeach

Top Replied-To in G5:
@bibliobeth
@actinginthelib
@abmack33
@drlibraryjen
@drtlovesbooks
@seccardona
@aoc
@klhicks912
@tonnyef
@tadawes

Top Replied-To in G6:
@sexharassed
@ottersmom63
@tcrusader2020
@katherinek221
@homeschool_indy
@nicoletta0602
@anne_oyed
@richsementa
@gabe__kaminsky
@ejministries

Top Replied-To in G7:
@consumerreports
@alalibrary
@joandetz
@santosh7sep
@radhztweet
@ngurangmeena
@mplibraryjobs
@narendra20noi
@1fairinternet
@netinclusion

Top Replied-To in G8:
@kathleenseabolt
@jimmekaanderson
@medialiteracyed
@spicer007
@eyes107
@fbiwfo
@louisianagov
@wgnotv
@washingtonian
@accessfreely

Top Replied-To in G9:
@thartman2u
@ebsco
@fwpdchiefnoakes
@ftworthlibrary
@edutopia

Top Replied-To in G10:
@gustafsonkkelly
@youthlibraries
@librariesweek
@amy_vecchione
@jmjohn15
@worldkidlit
@jeannie99_
@lisprochat
@infosecsherpa
@alalibrary

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@tadawes
@ala_booklist
@cbsdenver
@aarp
@votepattywong
@abookpublicist
@librarypolicy
@aasl
@sept11memorial

Top Mentioned in G1:
@alalibrary
@sept11memorial
@iamma
@iammarleydias
@ala_booklist
@maraebrarian
@pawpatrolmovie
@neilhimself
@albanynylibrary
@leeann_edvolve

Top Mentioned in G2:
@alalibrary
@ala_booklist
@votepattywong
@latinxpitch
@librarypolicy
@aasl
@oif
@traciedhall1
@wearealsc
@librarycongress

Top Mentioned in G3:
@alalibrary
@tadawes
@us_imls
@aamers
@sciencecenters
@srrt_ala
@cdcgov
@bakerchair
@uofsc_ischool

Top Mentioned in G4:
@alalibrary
@barackobama
@arjun_sanyal
@mkmerga
@cilipinfo
@oclc
@txla
@uclais
@bibverband
@ala_united

Top Mentioned in G5:
@alalibrary
@bibliobeth
@everylibrary
@njasl
@njea
@neatoday
@seccardona
@drbiden
@edsurge
@actinginthelib

Top Mentioned in G6:
@alalibrary
@sexharassed
@marinamedvin
@safelibraries
@larryelder
@ejministries
@houstonlibrary
@oif
@thedemocrats
@bannedbooksweek

Top Mentioned in G7:
@alalibrary
@libraryjournal
@ala_pla
@consumerreports
@accessnow
@amerindrisk
@benton_inst
@netinclusion
@colliervillegov
@careersingov

Top Mentioned in G8:
@alalibrary
@reportinglabs
@medialiteracyed
@eyes107
@pbsteachers
@blissfulus
@unitedway
@dollyslibrary
@ala_fmrt
@yalsa

Top Mentioned in G9:
@alalibrary
@dcpublicschools
@mayorbowser
@dcpschancellor
@medlibassn
@thartman2u
@ftworthlibrary
@alalibra
@ebsco
@lewisdferebee

Top Mentioned in G10:
@alalibrary
@psla_news
@slahq
@yalsa
@worldkidlit
@bookriot
@ncte
@cilipckg
@uksla
@mrschureads

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@bella623
@w_angels_wings
@iartg
@mharvey816
@dancas2
@russelltim151
@biobio
@docwashburn
@laydenrobinson

Top Tweeters in G1:
@russelltim151
@cblazblaz
@mstepczyk
@michelejeanson1
@wdwdisneyland7
@dvanhook822
@juliawb
@mintamenapie
@omi_082
@tsddrake

Top Tweeters in G2:
@frackhazreveal
@nytimes
@hlthiskrieger
@linluv5
@librariesval
@fourcornersrock
@henryleerhenry
@amitjha16095574
@pauladrake
@carrietobey

Top Tweeters in G3:
@mharvey816
@mashable
@tuphlos
@4evrstardancer
@inclinepress
@education_24x7
@molliekatie
@whtabtpineapple
@carynrose
@cybrarian64

Top Tweeters in G4:
@valsadie
@jessicagoldstei
@steltenpower
@ngreenberg
@greenspace01
@actualitte
@simply_rain_s
@patrick23dingen
@hlc_education
@louishowley

Top Tweeters in G5:
@latimes
@jaketapper
@worldprofessor
@lifehacker
@jmasters7649
@njspotlightnews
@drmaryhoward
@georgetakei
@booksyalove
@edsurge

Top Tweeters in G6:
@docwashburn
@_yvonneburton
@tgradous
@staythecourse7
@foxnews
@safelibraries
@tony_hambleton
@indystar
@wish_tv
@rweingarten

Top Tweeters in G7:
@dancas2
@1stindianews
@bjp4india
@careersingov
@wildmoonsister
@currenttrends1
@ddupre9
@consumerreports
@hiringcare
@jmhaigh

Top Tweeters in G8:
@wdsu
@wwltv
@deecal1
@tennessean
@katctv3
@iheartradio
@shreveporttimes
@wwlamfm
@wgnotv
@theadvocatebr

Top Tweeters in G9:
@blkmymorris
@kemptont
@mpweirdopodcast
@thartman2u
@pbs
@womeninstemsa
@bryanalexander
@edutopia
@lizinthelibrary
@nwtls

Top Tweeters in G10:
@mrschureads
@ncte
@bookriot
@booktrust
@paulwhankins
@mrjamesmayhew
@librarysherpa
@alianational
@clpe1
@frankisibberson