ALALibrary, Twitter, 9/9/2021 5:26:25 AM, 261563


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ALALibrary_2021-09-08_20-50-44.xlsx
ALALibrary_2021-09-08_20-50-44.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 09, 2021
Short Description:
ALALibrary via NodeXL https://bit.ly/3yQf4EU
@alalibrary
@arjun_sanyal
@sexharassed
@thartman2u
@1lucabelli
@deecal1
@bibliobeth
@worldkidlit
@kayroltrailnow8
@chanyasulkit

Top hashtags:
#alaac21
#historybooks
#rt
#militaryhistory
#ian1
#librarycardsignupmonth

Description:
Description
The graph represents a network of 5,178 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, 09 September 2021 at 04:00 UTC.

The requested start date was Thursday, 09 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, 2-hour, 36-minute period from Wednesday, 23 June 2021 at 22:00 UTC to Wednesday, 08 September 2021 at 00:37 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 : 5178
Unique Edges : 7587
Edges With Duplicates : 14821
Total Edges : 22408
Number of Edge Types : 5
Mentions : 8986
Retweet : 3757
MentionsInRetweet : 7942
Replies to : 1121
Tweet : 602
Self-Loops : 653
Reciprocated Vertex Pair Ratio : 0.0493316918747802
Reciprocated Edge Ratio : 0.0940249727646024
Connected Components : 88
Single-Vertex Connected Components : 65
Maximum Vertices in a Connected Component : 5053
Maximum Edges in a Connected Component : 22265
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.938597
Graph Density : 0.000445153128124941
Modularity : 0.361178
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 5,178 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, 09 September 2021 at 04:00 UTC.

The requested start date was Thursday, 09 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, 2-hour, 36-minute period from Wednesday, 23 June 2021 at 22:00 UTC to Wednesday, 08 September 2021 at 00:37 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:
[147] https://www.bobboylan.com/
[137] http://www.ilovelibraries.org/lovemylibrarian
[105] https://www.amazon.com/dp/B08M42WWVY/
[80] https://www.tinyblundersbigdisasters.com/
[74] https://www.audible.com/pd/100-of-the-Worst-Ideas-in-History-Audiobook/B08YLXFJV7?asin=B08YLXFJV7
[41] https://www.ala.org/news/press-releases/2021/06/nominations-are-now-open-i-love-my-librarian-award
[27] http://www.booktitlegenerator.net/
[21] https://www.nobleedgeconsulting.com/
[20] https://americanlibrariesmagazine.org/blogs/the-scoop/hope-and-harmony/
[20] https://2021.alaannual.org/registration/register-now

Top URLs in Tweet in G1:
[94] http://www.ilovelibraries.org/lovemylibrarian
[13] https://2021.alaannual.org/registration/register-now
[10] https://www.imls.gov/blog/2020/05/wi-fi-wheels-how-and-why-libraries-are-bringing-their-services-communities
[6] https://www.surveymonkey.com/r/Baby-Yoda-Cards
[6] https://2021.alaannual.org/general-information/ala-annual-conference-home
[5] https://alaliblearnx.org/call-for-presentations
[5] https://2022.alaannual.org/call-education-program-proposals
[5] https://getemergencybroadband.org/how-to-apply/
[4] https://astc.connectedcommunity.org/communitiesforimmunity/
[4] https://www.gale.com/schools/american-rescue-plan

Top URLs in Tweet in G2:
[24] http://www.ilovelibraries.org/lovemylibrarian
[15] https://americanlibrariesmagazine.org/blogs/the-scoop/hope-and-harmony/
[8] https://americanlibrariesmagazine.org/2021/09/01/2021-ala-award-winners/
[7] https://2021.alaannual.org/registration/register-now
[7] https://tusk.zoom.us/webinar/register/WN_wU6hNrUbSMCrrV7NLkGtqQ
[6] https://www.librarycopyrightalliance.org/wp-content/uploads/2021/09/sovereign-immunity-study.pdf
[6] https://twitter.com/ALALibrary/status/1424822349711413248
[6] https://cqrcengage.com/ala/app/write-a-letter?4&engagementId=511327
[6] https://twitter.com/ALALibrary/status/1409695368367939590
[5] https://2022.alaannual.org/call-education-program-proposals

Top URLs in Tweet in G3:
[2] https://www.southbridgepublic.org/apps/news/article/1490433
[2] https://blogs.slj.com/neverendingsearch/2021/07/19/slide-data-interactive-tools-and-an-equity-wake-up-call-part-1/
[2] https://www.ala.org/news/press-releases/2021/06/nominations-are-now-open-i-love-my-librarian-award
[1] https://twitter.com/nathaliejacoby1/status/1434642636925808643
[1] https://twitter.com/sdl2003/status/1410238100870160393
[1] https://twitter.com/blokeonwheels/status/1417469862536962049
[1] https://twitter.com/i/web/status/1417588495351177216
[1] https://www.everylibrary.org/niles_pieces_21?fbclid=IwAR3SIbaOMfpSlnT6z9Z_8SAouvW_Odq3AgeDC3XNHuEKA7gDSccFtfjUsWY
[1] https://twitter.com/MarkJacob16/status/1417614778453925888
[1] https://twitter.com/alalibrary/status/1408507962545553411

Top URLs in Tweet in G4:
[12] https://www.hbook.com/?detailStory=2021-newbery-medal-acceptance-by-tae-keller
[12] https://www.hbook.com/?detailStory=2021-caldecott-medal-acceptance-by-michaela-goade
[10] https://www.youtube.com/user/AmLibraryAssociation
[6] https://www.bankstreet.edu/library/center-for-childrens-literature/childrens-book-committee/best-childrens-books-of-the-year/2021-edition/
[4] https://twitter.com/ALALibrary/status/1409163629073731584
[4] https://twitter.com/ALALibrary/status/1409920000136187905
[3] https://alaliblearnx.org/call-for-presentations
[3] https://www.hbook.com/?detailStory=2020-in-pictures-and-words
[3] https://www.hbook.com/?detailStory=july-august-21-toc
[3] https://twitter.com/alalibrary/status/1409163629073731584

Top URLs in Tweet in G5:
[14] https://www.ala.org/news/press-releases/2021/06/nominations-are-now-open-i-love-my-librarian-award
[14] https://sites.google.com/education.ky.gov/kylmr/diverse-books?authuser=0
[5] http://www.ilovelibraries.org/lovemylibrarian
[4] https://r20.rs6.net/tn.jsp?f=001sfCTrh2NHg-3t2LObwdwc5SdTyDUyBIa5UCA9Uje6HkbvE3UjDC69VGWW0EtijDKWb90p7zgvGsrP0n3OMfXRV8MTKUiV9xt9BI5fusep0_MpUqBbSB4EsmmRxLwZ-9-1xg8AtWu7QS7cM5Y_AFNO16yiluK5aWtHj9vDioYWMi6vvBII3RfjPFfLazJDMLKoCsIT2RchUY=&c=H_QOZ2YT8EcIfQkgEh-sGFuo8CCyQUX06s9ERsBXam1u1bTW_RFfVA==&ch=rDckEw4-IXtXy_CfM0SMR5IyAJRbTXUzIGsvTLraqD3C2l5cnDIYXQ==
[3] https://twitter.com/ALALibrary/status/1408139116139667458
[3] https://twitter.com/ALALibrary/status/1435270642652286978
[2] https://www.imls.gov/blog/2020/05/wi-fi-wheels-how-and-why-libraries-are-bringing-their-services-communities
[2] https://twitter.com/ALALibrary/status/1408073180682539008
[2] https://shar.es/aWtTlx
[2] https://twitter.com/ALALibrary/status/1415021973885886468

Top URLs in Tweet in G6:
[14] https://actualitte.com/article/101145/international/les-bibliotheques-citadelles-du-savoir-et-de-l-empathie-barack-obama
[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
[2] https://www.change.org/p/american-library-association-american-library-association-stop-supporting-oppressive-economies/exp/cl_/cl_sharecopy_30569573_en-US/7/874702205?recruiter=874702205&recruited_by_id=1a679f10-5314-11e8-ba40-33f91bc0f831&utm_source=share_petition&utm_campaign=share_petition&utm_medium=copylink&utm_content=cl_sharecopy_30569573_en-US%3A7
[2] https://www.change.org/p/american-library-association-american-library-association-stop-supporting-oppressive-economies/exp/cl_/cl_sharecopy_30569573_en-US/3/874702205?recruiter=874702205&recruited_by_id=1a679f10-5314-11e8-ba40-33f91bc0f831&utm_source=share_petition&utm_campaign=share_petition&utm_term=share_petition&utm_medium=copylink&utm_content=cl_sharecopy_30569573_en-US%3A3
[2] https://twitter.com/edutopia/status/1420536303536508928
[1] https://twitter.com/i/web/status/1420895413616345089
[1] https://alaliblearnx.org/
[1] https://twitter.com/alalibrary/status/1427299192297476107
[1] https://twitter.com/ala_united/status/1425555132666757133

Top URLs in Tweet in G7:
[17] https://www.ala.org/news/press-releases/2021/06/nominations-are-now-open-i-love-my-librarian-award
[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/454429/library-director-ceo/
[3] https://chc.house.gov/media-center/press-releases/congressional-hispanic-caucus-endorses-the-build-america-s-libraries-act
[3] https://careersingovernment.com/job/455577/library-assistant/
[3] https://www.ala.org/news/member-news/2021/07/2021-john-cotton-dana-awards-selected
[3] https://www.consumerreports.org/upload/broadband/?EXTKEY=BBA17EEC12
[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/

Top URLs in Tweet in G8:
[2] https://www.tandfonline.com/doi/full/10.1080/01930826.2021.1947056
[2] https://www.bankstreet.edu/library/center-for-childrens-literature/childrens-book-committee/best-childrens-books-of-the-year/2021-edition/
[1] https://alair.ala.org/bitstream/handle/11213/16662/2020-2021_PLA_Presidents%20Report.pdf?sequence=1&isAllowed=y
[1] http://www.yalsa.ala.org/thehub/2021/07/07/amazing-audiobooks-aa2022-nominations-round-up-summer/
[1] https://www.panoramaproject.org/immersive-media-reading-2020
[1] https://www.consumerreports.org/upload/broadband
[1] https://www.booklistonline.com/Top-10-Book-Group-Books-2021-Maguire-Susan/pid=9750932
[1] https://lcfcu.balancepro.org/resources/articles/how-to-plan-for-financial-emergencies
[1] http://www.ilovelibraries.org/lovemylibrarian
[1] https://www.ala.org/conferencesevents/celebrationweeks/card

Top URLs in Tweet in G9:
[1] https://www.elpasolibrary.org
[1] https://twitter.com/ALALibrary/status/1429822496711356422
[1] https://twitter.com/readingwarriors/status/1430279064770711553
[1] https://twitter.com/i/web/status/1409544975117864965
[1] https://twitter.com/JerryCraft/status/1423810983328428036
[1] https://www.marketplace.org/2021/07/20/public-libraries-investment-well-worth-it/
[1] https://commercialobserver.com/?p=398456
[1] https://commercialobserver.com/2021/07/build-americas-libraries-act-funding-construction/#.YOdHpHNKNcs.twitter
[1] https://twitter.com/dharmascholar/status/1410739713531543552
[1] https://twitter.com/alalibrary/status/1407792371052449792

Top URLs in Tweet in G10:
[147] https://www.bobboylan.com/
[105] https://www.amazon.com/dp/B08M42WWVY/
[80] https://www.tinyblundersbigdisasters.com/
[74] https://www.audible.com/pd/100-of-the-Worst-Ideas-in-History-Audiobook/B08YLXFJV7?asin=B08YLXFJV7
[27] http://www.booktitlegenerator.net/
[21] https://www.nobleedgeconsulting.com/
[8] https://www.amazon.com/dp/B08X6Q9KY7/
[2] https://www.nobleedgeconsulting.com/?utm_source=dlvr.it&utm_medium=twitter
[1] http://www.fiverr.com/214999666?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=yAjwE6
[1] http://www.fiverr.com/203130495?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=GdDLo3

Top Domains
Top Domains in Tweet in Entire Graph:
[945] twitter.com
[228] ala.org
[147] bobboylan.com
[146] ilovelibraries.org
[132] amazon.com
[80] tinyblundersbigdisasters.com
[74] audible.com
[64] americanlibrariesmagazine.org
[64] youtube.com
[63] eventscribe.net

Top Domains in Tweet in G1:
[183] twitter.com
[98] ilovelibraries.org
[67] ala.org
[29] alaannual.org
[19] programminglibrarian.org
[16] americanlibrariesmagazine.org
[14] youtube.com
[13] eventscribe.net
[13] zoom.us
[11] booklistonline.com

Top Domains in Tweet in G2:
[401] twitter.com
[87] ala.org
[40] americanlibrariesmagazine.org
[27] ilovelibraries.org
[21] youtube.com
[19] eventscribe.net
[15] alaannual.org
[14] programminglibrarian.org
[11] zoom.us
[8] cqrcengage.com

Top Domains in Tweet in G3:
[33] twitter.com
[3] ala.org
[2] southbridgepublic.org
[2] slj.com
[2] americanlibrariesmagazine.org
[1] everylibrary.org
[1] elizabethahutchinson.com
[1] apple.com
[1] google.com
[1] lifehacker.com

Top Domains in Tweet in G4:
[42] hbook.com
[33] twitter.com
[13] youtube.com
[6] ala.org
[6] bankstreet.edu
[3] alaliblearnx.org
[3] ilovelibraries.org
[1] cbr.com
[1] lilrc.org
[1] urldefense.com

Top Domains in Tweet in G5:
[31] twitter.com
[20] ala.org
[14] google.com
[7] ilovelibraries.org
[5] programminglibrarian.org
[4] rs6.net
[3] americanlibrariesmagazine.org
[3] shar.es
[2] imls.gov
[2] youtube.com

Top Domains in Tweet in G6:
[22] actualitte.com
[13] twitter.com
[4] change.org
[1] alaliblearnx.org
[1] schoollibrarianleadership.com
[1] maine.gov
[1] pressherald.com
[1] spreadshirt.com
[1] panoramaproject.org
[1] qualtrics.com

Top Domains in Tweet in G7:
[48] twitter.com
[27] ala.org
[26] careersingovernment.com
[3] house.gov
[3] shlb.org
[3] consumerreports.org
[2] libraryjournal.com
[2] lipstickalley.com
[1] infodocket.com
[1] librarians.cc

Top Domains in Tweet in G8:
[5] kidlit.tv
[4] ala.org
[4] twitter.com
[2] tandfonline.com
[2] bankstreet.edu
[1] panoramaproject.org
[1] consumerreports.org
[1] booklistonline.com
[1] balancepro.org
[1] ilovelibraries.org

Top Domains in Tweet in G9:
[6] twitter.com
[2] commercialobserver.com
[1] elpasolibrary.org
[1] marketplace.org

Top Domains in Tweet in G10:
[147] bobboylan.com
[113] amazon.com
[80] tinyblundersbigdisasters.com
[74] audible.com
[27] booktitlegenerator.net
[23] nobleedgeconsulting.com
[14] twitter.com
[3] fiverr.com
[2] clicktotweet.com
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1012] alaac21
[285] historybooks
[258] rt
[256] militaryhistory
[246] ian1
[211] librarycardsignupmonth
[193] ilovemylibrarian
[193] iartg
[187] mustread
[185] librarians



Top Hashtags in Tweet in G1:
[385] alaac21
[114] ilovemylibrarian
[64] librarycardsignupmonth
[57] librarians
[46] librariestransform
[24] conferenceathome
[21] texas
[20] alaac22
[12] digcit
[10] librariesempower

Top Hashtags in Tweet in G2:
[415] alaac21
[56] librariestransform
[51] librarians
[49] libraries
[43] communitiesforimmunity
[42] apromisedland
[41] bannedbooksweek
[37] librarycardsignupmonth
[35] ilovemylibrarian
[26] alacouncil

Top Hashtags in Tweet in G3:
[7] librarians
[5] alaac21
[4] schoollibraries
[3] schoollibrarians
[3] tlchat
[3] california
[3] schoollibrarian
[3] anecessitynotaluxury
[3] schools
[3] libraries

Top Hashtags in Tweet in G4:
[47] alaac21
[25] newbery
[24] hbmag
[23] alayma
[22] caldecott
[21] purabelpre
[19] csk
[17] newonthejob
[14] hornbookmagazine
[10] ala

Top Hashtags in Tweet in G5:
[83] librarycardsignupmonth
[23] alaac21
[23] ilovemylibrarian
[14] libraries
[13] librarian
[10] ala_carnegie
[9] steam
[9] education
[7] librariestransform
[7] librarians

Top Hashtags in Tweet in G6:
[13] alaac21
[5] dcpsschoollibraries
[4] educolor
[4] bibliotheques
[4] bannedbooksweek
[4] alaac2021
[3] teachpride
[3] slcorevalues
[3] conferenceathome
[3] photographs

Top Hashtags in Tweet in G7:
[41] librarians
[36] careeropportunity
[26] applynow
[26] jobsearch
[26] jobalert
[22] colusacounty
[21] libraries
[21] broadbandtogether
[19] alaac21
[14] fundlibraries

Top Hashtags in Tweet in G8:
[11] kidlit
[9] findinglangstontrilogy
[8] worldkidlitmonth
[7] picturebooks
[7] kidlitart
[6] middlegrade
[6] storytime
[4] alaac21
[3] ala
[3] oer

Top Hashtags in Tweet in G9:
[20] alieflibraries
[20] littlefreelibraries
[8] covidrelieffund
[6] booksforalief
[4] librarycardsignupmonth
[4] ilovemylibrarian
[3] libraries
[2] librarianbrags
[2] bewhoyouare
[2] lightbox

Top Hashtags in Tweet in G10:
[285] historybooks
[258] rt
[256] militaryhistory
[246] ian1
[193] iartg
[187] mustread
[152] history
[132] success
[122] writerscommunity
[117] historysgreatestmysteries

Top Words
Top Words in Tweet in Entire Graph:
[5370] alalibrary
[1058] library
[1010] #alaac21
[708] book
[670] ala
[653] libraries
[560] more
[429] award
[415] join
[411] free

Top Words in Tweet in G1:
[1432] alalibrary
[383] #alaac21
[337] library
[300] ala
[245] tadawes
[168] libraries
[158] librarians
[157] award
[147] join
[134] more

Top Words in Tweet in G2:
[1744] alalibrary
[415] #alaac21
[296] library
[287] ala
[264] libraries
[231] president
[168] more
[147] join
[141] thank
[140] session

Top Words in Tweet in G3:
[148] alalibrary
[62] bibliobeth
[44] everylibrary
[40] njasl
[34] aasl
[29] cuts
[29] njea
[27] reading
[26] neatoday
[26] seccardona

Top Words in Tweet in G4:
[161] alalibrary
[71] speech
[54] today
[50] award
[47] #alaac21
[46] hornbook
[44] latinxpitch
[38] wearealsc
[32] yalsa
[31] icymi

Top Words in Tweet in G5:
[262] alalibrary
[164] library
[124] card
[94] more
[83] #librarycardsignupmonth
[78] honorary
[68] help
[68] chair
[66] day
[65] nothing

Top Words in Tweet in G6:
[165] alalibrary
[47] sljournal
[29] librarians
[28] library
[28] books
[27] ibpa
[26] peterlangella
[24] book
[22] thank
[20] tell

Top Words in Tweet in G7:
[254] alalibrary
[124] sexharassed
[72] library
[64] school
[51] libraryjournal
[45] librarians
[41] #librarians
[39] re
[37] hiring
[36] #careeropportunity

Top Words in Tweet in G8:
[52] kidlittv_nyc
[40] alalibrary
[34] libraries
[32] mkmerga
[32] school
[29] research
[29] article
[28] need
[28] staff
[28] create

Top Words in Tweet in G9:
[62] alalibrary
[54] alief_libraries
[39] aliefisd
[28] books
[24] public
[23] one
[21] winning
[21] firstbook
[21] 10
[20] official

Top Words in Tweet in G10:
[523] alalibrary
[381] book
[309] gt
[285] #historybooks
[258] #rt
[256] #militaryhistory
[246] #ian1
[230] john
[228] kelly
[228] detroit

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[256] #historybooks,#militaryhistory
[229] john,kelly
[229] kelly,detroit
[228] detroit,free
[211] alalibrary,#ian1
[208] free,press
[204] library,card
[187] tadawes,alalibrary
[187] alalibrary,#mustread
[178] press,stars

Top Word Pairs in Tweet in G1:
[155] tadawes,alalibrary
[97] join,ala
[96] #ilovemylibrarian,award
[89] win,5000
[84] fight,racism
[79] ala,fight
[78] 11,2001
[76] didn,join
[76] racism,alalibrary
[76] alalibrary,leader

Top Word Pairs in Tweet in G2:
[85] alalibrary,#alaac21
[84] president,barackobama
[80] ala,president
[75] general,session
[63] emergency,connectivity
[58] connectivity,fund
[50] closing,general
[46] annual,conference
[44] alalibrary,ala
[43] alalibrary,president

Top Word Pairs in Tweet in G3:
[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 G4:
[21] hornbook,icymi
[20] yalsa,alalibrary
[19] #purabelpre,award
[18] moment,author_cisneros
[18] author_cisneros,wore
[18] wore,father's
[18] father's,uniform
[18] uniform,during
[18] during,speech
[18] speech,#purabelpre

Top Word Pairs in Tweet in G5:
[123] library,card
[68] honorary,chair
[65] nothing,more
[65] more,empowering
[61] alalibrary,happy
[61] happy,first
[61] first,day
[61] day,#librarycardsignupmonth
[61] #librarycardsignupmonth,nothing
[61] empowering,library

Top Word Pairs in Tweet in G6:
[39] alalibrary,sljournal
[18] tell,alalibrary
[17] sljournal,hornbook
[17] hornbook,ibpa
[15] wow,thank
[15] thank,enough
[15] enough,#1
[15] #1,teen
[15] teen,young
[15] young,adult

Top Word Pairs in Tweet in G7:
[36] re,hiring
[36] hiring,library
[30] school,librarians
[29] libraryjournal,alalibrary
[29] #careeropportunity,working
[29] library,assistant
[29] assistant,apply
[28] critical,race
[28] race,theory
[26] ala_pla,libraryjournal

Top Word Pairs in Tweet in G8:
[28] need,research
[28] research,school
[28] school,libraries
[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 G9:
[20] official,#alieflibraries
[20] #alieflibraries,one
[20] one,10
[20] 10,public
[20] public,schools
[20] schools,districts
[20] districts,united
[20] united,states
[20] states,awarded
[19] aliefisd,#littlefreelibraries

Top Word Pairs in Tweet in G10:
[256] #historybooks,#militaryhistory
[228] john,kelly
[228] kelly,detroit
[227] detroit,free
[211] alalibrary,#ian1
[208] free,press
[187] alalibrary,#mustread
[178] press,stars
[176] #militaryhistory,#rt
[165] #rt,alalibrary

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@tadawes
@freeblackgirl
@sexharassed
@ottersmom63
@newaeonsaint
@oscarrlanza
@tcrusader2020
@uofsc_cic
@alief_libraries

Top Replied-To in G1:
@tadawes
@alalibrary
@freeblackgirl
@newaeonsaint
@neilpolowin
@leoba
@nutriaatomica
@dustinthefife
@griffey
@maraebrarian

Top Replied-To in G2:
@alalibrary
@tadawes
@uofsc_cic
@oscarrlanza
@phepbu
@raypun101
@oclc
@librarypolicy
@loidagarciafebo
@tinylibrarian

Top Replied-To in G3:
@bibliobeth
@actinginthelib
@roberts_reads
@drlibraryjen
@aasl
@abmack33
@drtlovesbooks
@seccardona
@aoc
@klhicks912

Top Replied-To in G4:
@jimmekaanderson
@latinxpitch
@marianliberryan
@noethematt
@michaelagoade
@carolelindstrom
@jengenn
@sc_wife_n_mommy
@alalibrary
@georgethemighty

Top Replied-To in G5:
@alalibrary
@njstatelibrary
@foreverpoetic
@ingramspark
@ilovelibraries
@thesenecanation
@fairlawnlibrary

Top Replied-To in G6:
@mrslittrell1
@alalibrary
@j_thomas72
@mostlyh85078050
@lincolnabesread
@vanessariley
@letsk12better
@yetitmoves
@wimpykid
@mrsgutierrezkl

Top Replied-To in G7:
@sexharassed
@ottersmom63
@tcrusader2020
@desireealliance
@katherinek221
@dawnhawkins33
@homeschool_indy
@consumerreports
@ccsdconvo
@alalibrary

Top Replied-To in G8:
@mkmerga
@librariesweek
@worldkidlit
@greenspace01
@holidayhousebks

Top Replied-To in G9:
@alief_libraries
@montwoodhs
@txasl
@stream_queenkc
@hackett_tech
@cindygb99
@renferdjoseph
@dmacon_mhsreads
@unalbinism
@tslac_director

Top Replied-To in G10:
@authornetwork
@ian_authorpromo
@ebookconnection
@avidreaderscafe

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@tadawes
@barackobama
@votepattywong
@cbsdenver
@ala_booklist
@aarp
@aasl
@abookpublicist
@us_imls

Top Mentioned in G1:
@alalibrary
@tadawes
@sept11memorial
@barackobama
@freeblackgirl
@drleanawen
@srrt_ala
@ala_booklist
@nhannahjones
@jcjeffersonjr

Top Mentioned in G2:
@alalibrary
@votepattywong
@barackobama
@us_imls
@librarypolicy
@sciencecenters
@aamers
@jcjeffersonjr
@traciedhall1
@alaconferences

Top Mentioned in G3:
@alalibrary
@bibliobeth
@everylibrary
@njasl
@aasl
@njea
@neatoday
@seccardona
@actinginthelib
@drbiden

Top Mentioned in G4:
@alalibrary
@hornbook
@latinxpitch
@wearealsc
@yalsa
@michaelagoade
@libcomix
@taekeller
@author_cisneros
@randomhousekids

Top Mentioned in G5:
@alalibrary
@ala_booklist
@iamma
@iammarleydias
@ilovelibraries
@njstatelibrary
@nancyjolambert
@mrsboudreau
@tljamesa
@traciedhall1

Top Mentioned in G6:
@alalibrary
@sljournal
@ibpa
@peterlangella
@aasl
@hornbook
@actualitte
@nyla_1890
@barackobama
@sabpersad

Top Mentioned in G7:
@alalibrary
@sexharassed
@libraryjournal
@ala_pla
@ebsco
@porn_harms
@marinamedvin
@aasl
@safelibraries
@larryelder

Top Mentioned in G8:
@alalibrary
@kidlittv_nyc
@mkmerga
@lclineransome
@cilipinfo
@aslanational
@andreadavispink
@bupaaustralia
@worldkidlit
@yalsa

Top Mentioned in G9:
@alalibrary
@alief_libraries
@aliefisd
@firstbook
@npr
@marketplace
@tslac_director
@txla
@tslac

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

Top Tweeters
Top Tweeters in Entire Graph:
@bella623
@w_angels_wings
@iartg
@mharvey816
@dancas2
@russelltim151
@biobio
@docwashburn
@amuraovonn
@rosstell

Top Tweeters in G1:
@mharvey816
@russelltim151
@rosstell
@cblazblaz
@mstepczyk
@michelejeanson1
@wdwdisneyland7
@dvanhook822
@blackamazon
@mintamenapie

Top Tweeters in G2:
@frackhazreveal
@valsadie
@nytimes
@mashable
@helperstream
@tuphlos
@4evrstardancer
@1stfanofchicago
@monitor_ph
@education_24x7

Top Tweeters in G3:
@latimes
@jaketapper
@mlb
@wildmoonsister
@dodgers
@pdkmom
@worldprofessor
@lifehacker
@jmasters7649
@njspotlightnews

Top Tweeters in G4:
@thatmags
@lindabernfeld
@writersrepublic
@blkmymorris
@docdre
@loveofxena
@angelaadaugher2
@lizb
@yalsa
@mcsweeneys

Top Tweeters in G5:
@juliawb
@tsddrake
@hlthiskrieger
@lawrence_wray
@fourcornersrock
@constar24
@sixpersistsblue
@p_f_lherisson_
@mandacollins
@technolibrary

Top Tweeters in G6:
@asdaserviceteam
@globeandmail
@tlrailuk
@wlos_13
@emzorbit
@pauldragonwolf1
@philshapiro
@tofindnewbooks
@ngreenberg
@actualitte

Top Tweeters in G7:
@dancas2
@docwashburn
@_yvonneburton
@1stindianews
@tdzwilewski
@zerohedge
@foxnews
@nuez_martha
@safelibraries
@tony_hambleton

Top Tweeters in G8:
@greenspace01
@ncte
@bookriot
@booktrust
@aftunion
@michael_jongen
@paulwhankins
@bibliosophus
@msmisrule
@annielynn215

Top Tweeters in G9:
@janiecestaton
@npr
@grubreport
@marketplace
@socorroisd
@indivisibleteam
@geo_maps
@billkristol
@netflix
@aliefisd

Top Tweeters in G10:
@bella623
@w_angels_wings
@iartg
@pennilessscribe
@pdeblassieiii
@peterzburg
@jerriealexander
@janetcbrennan
@albator50
@fizapathan