ALALibrary, Twitter, 5/6/2021 4:15:50 AM, 254234


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ALALibrary_2021-05-05_20-50-44.xlsx
ALALibrary_2021-05-05_20-50-44.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 06, 2021
Short Description:
ALALibrary via NodeXL https://bit.ly/33g8Voa
@alalibrary
@angiecthomas
@dribram
@danrather
@bibliobeth
@algonquinbooks
@ala_booklist
@nysednews
@penamerica
@sexharassed

Top hashtags:
#nationallibraryweek
#mylibraryis
#ian1
#libraries
#librariestransform

Description:
Description
The graph represents a network of 5,505 Twitter users whose tweets in the requested range contained "ALALibrary", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 06 May 2021 at 03:59 UTC.

The requested start date was Thursday, 06 May 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 35-day, 6-hour, 25-minute period from Wednesday, 31 March 2021 at 16:39 UTC to Wednesday, 05 May 2021 at 23:04 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 : 5505
Unique Edges : 6083
Edges With Duplicates : 14407
Total Edges : 20490
Number of Edge Types : 5
Replies to : 852
Mentions : 7546
MentionsInRetweet : 7122
Retweet : 4458
Tweet : 512
Self-Loops : 546
Reciprocated Vertex Pair Ratio : 0.0431094012035119
Reciprocated Edge Ratio : 0.0826555702666919
Connected Components : 198
Single-Vertex Connected Components : 136
Maximum Vertices in a Connected Component : 5217
Maximum Edges in a Connected Component : 20164
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.986131
Graph Density : 0.000348982426124242
Modularity : 0.370159
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,505 Twitter users whose tweets in the requested range contained "ALALibrary", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 06 May 2021 at 03:59 UTC.

The requested start date was Thursday, 06 May 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 35-day, 6-hour, 25-minute period from Wednesday, 31 March 2021 at 16:39 UTC to Wednesday, 05 May 2021 at 23:04 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:
[66] https://solidgroundbook.com/
[65] https://www.amazon.com/dp/B08X6Q9KY7/
[45] https://www.amazon.com/dp/0578750503/
[36] http://www.ala.org/conferencesevents/celebrationweeks/natlibraryweek
[35] https://ruggedentrepreneur.com/
[33] https://twitter.com/ALALibrary/status/1378728077337968643
[28] https://twitter.com/ALALibrary/status/1379463415119421444
[27] http://www.ala.org/news/state-americas-libraries-report-2021
[24] https://l.feathr.co/ALAAnnual
[23] https://twitter.com/ALALibrary/status/1378819420252934145

Top URLs in Tweet in G1:
[23] http://www.ala.org/conferencesevents/celebrationweeks/natlibraryweek
[19] https://mclennan.libguides.com/2021nationallibraryweek
[13] https://twitter.com/ALALibrary/status/1379778240278110213
[12] https://l.feathr.co/ALAAnnual
[11] https://healthcare.gov/
[11] http://www.ala.org/news/state-americas-libraries-report-2021
[9] http://www.ala.org/news/press-releases/2021/04/2021-rise-book-project-presents-top-ten-feminist-books-young-readers
[8] https://twitter.com/ALALibrary/status/1379463415119421444
[7] https://lvccld.bibliocommons.com/list/share/1184565097_lvccld_missjen/1859494039_2020_best_graphic_novels_for_adults_reading_list
[6] http://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/top10

Top URLs in Tweet in G2:
[11] https://l.feathr.co/ALAAnnual
[9] http://www.ilovelibraries.org/national-library-week-conversation-dan-rather
[8] http://www.ala.org/conferencesevents/celebrationweeks/natlibraryweek
[7] http://www.ala.org/news/state-americas-libraries-report-2021
[7] https://programminglibrarian.org/articles/quick-program-ideas-earth-day-2021
[6] https://healthcare.gov/
[6] https://www.alastore.ala.org/content/understanding-fair-use-during-pandemic-and-other-emergencies-workshop
[6] https://opensource.com/
[5] https://airtable.com/shrZOygSF0NQe7QCt
[4] https://ala-apa.org/nlwd/

Top URLs in Tweet in G3:
[4] https://www.redorbit.com/news/education/1324258/the_teacherlibrarian_as_literacy_leader/
[3] http://www.ala.org/news/state-americas-libraries-report-2021
[3] http://andyspinks.com/library-media-programs-impact-student-achievement/
[2] https://twitter.com/ALALibrary/status/1379792936725020676
[2] http://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/top10
[2] https://twitter.com/sljournal/status/1384937599412973572
[2] http://www.ala.org/advocacy/buildlibraries
[2] https://twitter.com/ALALibrary/status/1377293391118098434
[2] http://www.ala.org/aboutala/governance/alaelection
[2] https://www.youtube.com/watch?v=VY2jj8Hjo7A


Top URLs in Tweet in G4:
[4] https://twitter.com/educatoralex/status/1379937108085837824?s=20
[4] https://letsk12better.buzzsprout.com/1036873/8285725-school-librarians-the-honeybees-of-the-school-community
[3] https://www.slj.com/?detailStory=sc-study-shows-link-between-school-librarians-and-higher-test-scores
[2] http://www.ala.org/aboutala/rts
[2] https://shar.es/ao9buN
[2] https://twitter.com/njea/status/1382759508905234439
[2] https://twitter.com/ALALibrary/status/1379792936725020676
[2] https://thecuriouskidslibrarian.com/2021/04/02/research-skills-instruction-libraries-are-needed-now-more-than-ever/
[1] http://www.ala.org/news/member-news/2021/05/amanda-hurley-receives-aasl-collaborative-school-library-award
[1] http://www.ala.org/aasl/advocacy/slm

Top URLs in Tweet in G5:
[13] https://twitter.com/ALALibrary/status/1379120420356505602
[12] https://twitter.com/ALALibrary/status/1378728077337968643
[8] https://twitter.com/ALALibrary/status/1379463415119421444
[7] https://twitter.com/ALALibrary/status/1378819420252934145
[6] https://twitter.com/alalibrary/status/1378819420252934145
[5] https://twitter.com/alalibrary/status/1379120420356505602
[5] https://twitter.com/ALALibrary/status/1380332385376538627
[5] https://twitter.com/ALALibrary/status/1382741900365602818
[4] https://twitter.com/ALALibrary/status/1377361063155490823
[4] https://twitter.com/ALALibrary/status/1379792936725020676

Top URLs in Tweet in G6:
[1] https://twitter.com/ALALibrary/status/1379120420356505602
[1] https://twitter.com/i/web/status/1386657373302005762
[1] https://bibblib.org/

Top URLs in Tweet in G7:
[8] https://careersingovernment.com/job/414391/library-assistant-i-80-fte-multiple-branches/
[8] https://careersingovernment.com/job/414407/literacy-program-coordinator/
[7] https://careersingovernment.com/job/417070/library-page-2/
[5] https://www.careersingovernment.com/job/420891/project-coordinator-library-dept-senior-analyst/
[2] https://twitter.com/ALALibrary/status/1382741900365602818
[1] https://careersingovernment.com/job/423124/director-and-president/
[1] https://twitter.com/amlibraries/status/1382382448424673281
[1] https://l.feathr.co/ALAAnnual
[1] http://www.ala.org/news/press-releases/2021/03/buffalo-erie-county-public-library-wins-2021-ala-penguin-random-house-library?fbclid=IwAR0SxbgHx8FfoGPi5Q2xmsT3YiA-1X3hyzOzdpU-5O7qQr9I8RJZptaLB3A
[1] http://ala-apa.org/nlwd/

Top URLs in Tweet in G8:
[6] https://twitter.com/i/events/1377981013415096322
[2] http://www.ala.org/news/state-americas-libraries-report-2021
[2] https://hunt-institute.org/resources/2021/04/impact-of-covid-19-on-public-libraries/
[1] https://twitter.com/i/web/status/1383132338503229443
[1] https://www.gwinnettpl.org/adults/new-start-entrepreneurship-incubator/
[1] http://dia.ala.org/
[1] https://www.roskildebib.dk/sites/roskilde.ddbcms.dk/files/files/news/roskildebib_folkebibliotekets_betydning_for_borgerne_i_danmark_eng_final_0.pdf
[1] https://christianlauersen.net/2021/04/19/a-haven-in-our-community-the-impact-and-value-of-public-libraries/
[1] https://www.facebook.com/events/504805583866729/
[1] https://www.shorturl.at/ikCKZ

Top URLs in Tweet in G9:
[10] https://datebook.sfchronicle.com/books/book-lovers-excited-to-head-back-to-the-library-stacks-as-pandemic-eases
[3] https://www.amazon.com/Dont-Kindergarten-Toooo-Kings-Toolbox-ebook/dp/B012DWD8WY/ref=tmm_kin_swatch_0?_encoding=UTF8&qid=&sr=
[2] https://twitter.com/ALALibrary/status/1382397575018520589
[2] https://twitter.com/alalibrary/status/1382397575018520589
[2] https://www.kanopy.com/category/51008
[1] https://twitter.com/ALALibrary/status/1378819420252934145
[1] http://www.ala.org/news/press-releases/2021/04/pelayo-lozada-wins-2022-2023-ala-presidency
[1] https://www.youtube.com/watch?v=8DbrJiaYFbM&feature=youtu.be

[1] https://twitter.com/i/web/status/1382435203486871557
[1] https://twitter.com/ALALibrary/status/1388183620662276100

Top URLs in Tweet in G10:
[66] https://solidgroundbook.com/
[65] https://www.amazon.com/dp/B08X6Q9KY7/
[45] https://www.amazon.com/dp/0578750503/
[35] https://ruggedentrepreneur.com/
[19] https://www.kennethjamesmoore.com/
[11] http://4.Faith
[10] https://youtu.be/kA2rH9afE1o
[10] https://www.normanbacal.com/
[5] https://www.amazon.com/dp/B08J6JSB5X/
[4] https://m164.infusionsoft.com/go/bionic/A10664/

Top Domains
Top Domains in Tweet in Entire Graph:
[810] twitter.com
[268] ala.org
[125] amazon.com
[66] solidgroundbook.com
[65] ilovelibraries.org
[41] youtube.com
[35] ruggedentrepreneur.com
[30] feathr.co
[29] careersingovernment.com
[25] facebook.com

Top Domains in Tweet in G1:
[176] twitter.com
[133] ala.org
[27] ilovelibraries.org
[21] libguides.com
[20] instagram.com
[17] feathr.co
[11] healthcare.gov
[10] youtube.com
[10] bit.ly
[9] americanlibrariesmagazine.org

Top Domains in Tweet in G2:
[136] twitter.com
[74] ala.org
[35] ilovelibraries.org
[14] cqrcengage.com
[12] feathr.co
[10] programminglibrarian.org
[8] ebsco.com
[7] americanlibrariesmagazine.org
[6] healthcare.gov
[6] opensource.com

Top Domains in Tweet in G3:
[40] twitter.com
[16] ala.org
[5] youtube.com
[4] redorbit.com
[3] andyspinks.com
[2] blockclubchicago.org
[2] simonandschuster.net
[2] rivetedlit.com
[2] substack.com
[1] insidernj.com

Top Domains in Tweet in G4:
[41] twitter.com
[8] ala.org
[4] buzzsprout.com
[3] slj.com
[3] thecuriouskidslibrarian.com
[2] youtube.com
[2] shar.es
[1] kidlit.tv
[1] goodreadswithronna.com
[1] myflorida.com

Top Domains in Tweet in G5:
[140] twitter.com
[3] ala-apa.org
[2] ala.org
[1] catholic.edu
[1] caltech.edu
[1] txstate.edu
[1] cmich.edu
[1] auctr.edu
[1] sachemlibrary.org
[1] wwpl.org

Top Domains in Tweet in G6:
[2] twitter.com
[1] bibblib.org

Top Domains in Tweet in G7:
[29] careersingovernment.com
[5] twitter.com
[2] youtube.com
[1] feathr.co
[1] ala.org
[1] ala-apa.org
[1] bit.ly
[1] indiaeducationdiary.in
[1] programminglibrarian.org
[1] buffalonews.com

Top Domains in Tweet in G8:
[11] twitter.com
[4] ala.org
[2] hunt-institute.org
[1] gwinnettpl.org
[1] roskildebib.dk
[1] christianlauersen.net
[1] facebook.com
[1] shorturl.at
[1] livingfacts.org
[1] youtu.be

Top Domains in Tweet in G9:
[11] twitter.com
[10] sfchronicle.com
[3] amazon.com
[3] kanopy.com
[1] ala.org
[1] youtube.com
[1] padlet.com
[1] newday.com
[1] berkeley.edu

Top Domains in Tweet in G10:
[118] amazon.com
[66] solidgroundbook.com
[35] ruggedentrepreneur.com
[19] kennethjamesmoore.com
[11] youtu.be
[11] 4.faith
[10] normanbacal.com
[4] infusionsoft.com
[4] bobboylan.com
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1803] nationallibraryweek
[311] mylibraryis
[185] ian1
[173] libraries
[161] librariestransform
[146] schoollibrarymonth
[132] historybooks
[132] militaryhistory
[132] rt
[111] alaac21



Top Hashtags in Tweet in G1:
[568] nationallibraryweek
[140] mylibraryis
[55] libraries
[48] alaac21
[41] librariesstrong
[38] libraryoutreachday
[38] maythe4thbewithyou
[37] librariestransform
[37] starwarsday
[32] buildlibraries

Top Hashtags in Tweet in G2:
[471] nationallibraryweek
[60] whatunitesus
[50] middlegrade
[43] mylibraryis
[43] alaac21
[24] buildlibraries
[22] libraryoutreachday
[20] librariestransform
[17] librariesstrong
[17] boyeverywhere

Top Hashtags in Tweet in G3:
[186] nationallibraryweek
[56] antiracistbookfest
[30] schoollibrarymonth
[28] bannedbookslist
[20] librarians
[20] why
[17] buildlibraries
[14] mylibraryis
[10] fundlibraries
[9] virtualcommencement

Top Hashtags in Tweet in G4:
[41] schoollibrary
[39] nationallibraryweek
[36] schoollibrarymonth
[33] schoollibrarians
[17] mylibraryis
[15] anecessitynotaluxury
[14] welcometoyourlibrary
[11] librariestransform
[10] libraries
[9] librarian

Top Hashtags in Tweet in G5:
[27] nationallibraryweek
[7] mylibraryis
[3] nationallibraryworkersday
[3] nlwd21
[2] bannedbooks
[2] buildlibraries
[2] readmoretweetless
[2] librariesstrong
[2] lamanlibrary
[2] takeactionforlibrariesday

Top Hashtags in Tweet in G6:
[6] nationallibraryweek
[2] archives
[2] preservation
[2] preservationmatters
[1] fundlibraries

Top Hashtags in Tweet in G7:
[47] schoollibrarymonth
[43] nationallibraryweek
[33] hiring
[29] applynow
[29] jobsearch
[29] jobalert
[21] colusacounty
[3] librarians
[3] icymi
[3] libraryoutreachday

Top Hashtags in Tweet in G8:
[17] aprilfactsday
[11] nationallibraryweek
[6] visibilitatlèsbica
[6] spedupchat
[5] covid19
[5] growwithgoogle
[5] mylibraryis
[5] librariestransform
[2] gcpl
[1] preservationweek

Top Hashtags in Tweet in G9:
[12] nationallibraryweek
[6] mylibraryis
[4] libraries
[3] teacherappreciationweek
[3] childrensbookweek
[3] schoolcounselor
[3] free
[3] teachertwitter
[3] cincodemayo
[3] mothersday

Top Hashtags in Tweet in G10:
[185] ian1
[132] historybooks
[132] militaryhistory
[132] rt
[94] mustread
[88] success
[84] business
[44] entrepreneur
[33] disruptor50
[23] iartg

Top Words
Top Words in Tweet in Entire Graph:
[4939] alalibrary
[2787] library
[1883] libraries
[1800] #nationallibraryweek
[687] happy
[662] book
[655] books
[586] celebrate
[583] week
[575] day

Top Words in Tweet in G1:
[1668] alalibrary
[986] library
[660] libraries
[566] #nationallibraryweek
[266] join
[239] time
[237] day
[207] workers
[185] celebrate
[183] national

Top Words in Tweet in G2:
[1037] alalibrary
[596] libraries
[470] #nationallibraryweek
[444] library
[306] danrather
[228] happy
[194] ala_booklist
[191] celebrate
[150] thursday
[130] algonquinbooks

Top Words in Tweet in G3:
[414] alalibrary
[206] library
[186] #nationallibraryweek
[174] dribram
[164] books
[145] 2020
[140] libraries
[138] librarians
[112] oif
[103] visiting

Top Words in Tweet in G4:
[326] library
[318] alalibrary
[217] school
[207] educatoralex
[154] aasl
[110] happy
[103] bibliobeth
[93] win
[87] love
[86] national

Top Words in Tweet in G5:
[50] library
[27] #nationallibraryweek
[19] libraries
[17] happy
[16] books
[13] national
[13] week
[11] read
[11] workers
[10] more

Top Words in Tweet in G6:
[254] book
[131] books
[128] people
[127] realize
[127] having
[127] banned
[127] list
[127] badge
[127] honor
[127] banning

Top Words in Tweet in G7:
[76] alalibrary
[74] library
[47] nysednews
[47] #schoollibrarymonth
[43] #nationallibraryweek
[39] multiple
[37] libraries
[36] ala_pla
[35] apply
[33] #hiring

Top Words in Tweet in G8:
[44] alalibrary
[36] libraries
[19] today
[18] library
[18] nypl
[17] #aprilfactsday
[14] communities
[14] thanks
[13] pewtrusts
[12] us_imls

Top Words in Tweet in G9:
[70] alalibrary
[31] library
[14] ala_acrl
[13] book
[13] lessa4libraries
[13] love
[12] #nationallibraryweek
[12] pandemic
[11] vanessa_hua
[11] excited

Top Words in Tweet in G10:
[263] alalibrary
[185] #ian1
[132] #historybooks
[132] #militaryhistory
[132] #rt
[116] gt
[100] abookpublicist
[94] #mustread
[88] #success
[87] stars

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[509] national,library
[500] library,workers
[273] library,week
[246] happy,#nationallibraryweek
[245] workers,day
[217] school,library
[200] take,action
[195] learn,more
[193] join,celebration
[187] time,#nationallibraryweek

Top Word Pairs in Tweet in G1:
[205] library,workers
[163] national,library
[145] time,#nationallibraryweek
[145] join,celebration
[145] celebration,visiting
[145] website,following
[120] #nationallibraryweek,ðÿž
[118] yayâ,itâ
[118] itâ,time
[118] ðÿž,š

Top Word Pairs in Tweet in G2:
[137] happy,#nationallibraryweek
[120] #nationallibraryweek,celebrate
[120] celebrate,wonder
[120] wonder,power
[120] power,libraries
[120] libraries,danrather
[119] danrather,thursday
[117] algonquinbooks,happy
[98] library,workers
[86] national,library

Top Word Pairs in Tweet in G3:
[96] #nationallibraryweek,express
[96] express,appreciation
[96] appreciation,librarians
[96] librarians,ve
[96] ve,dearly
[96] dearly,missed
[96] missed,visiting
[96] visiting,public
[95] dribram,#nationallibraryweek
[75] 273,books

Top Word Pairs in Tweet in G4:
[151] school,library
[91] aasl,alalibrary
[82] national,library
[80] enter,win
[80] win,500
[80] 500,school
[77] happy,national
[76] library,week
[72] week,enter
[72] library,sat

Top Word Pairs in Tweet in G5:
[13] national,library
[11] library,week
[10] library,workers
[6] happy,#nationallibraryweek
[5] happy,national
[4] public,library
[4] challenged,books
[3] itâ,#nationallibraryweek
[3] stay,tuned
[3] american,library

Top Word Pairs in Tweet in G6:
[127] people,realize
[127] realize,having
[127] having,book
[127] book,banned
[127] banned,book
[127] book,list
[127] list,badge
[127] badge,honor
[127] honor,banning
[127] banning,books

Top Word Pairs in Tweet in G7:
[29] ala_pla,libraryjournal
[29] libraryjournal,alalibrary
[29] alalibrary,#applynow
[29] #applynow,#jobsearch
[29] #jobsearch,#jobalert
[28] #hiring,multiple
[21] #colusacounty,#hiring
[19] #nationallibraryweek,#schoollibrarymonth
[19] #schoollibrarymonth,celebrate
[19] celebrate,following

Top Word Pairs in Tweet in G8:
[16] today,#aprilfactsday
[10] know,today
[10] happening,far
[10] far,thanks
[10] thanks,pewtrusts
[9] livingfacts,know
[8] #aprilfactsday,round
[8] round,happening
[7] pewtrusts,pewre
[6] 2020,libraries

Top Word Pairs in Tweet in G9:
[10] book,lovers
[10] lovers,excited
[10] excited,head
[10] head,back
[10] back,library
[10] library,stacks
[10] stacks,pandemic
[10] pandemic,eases
[10] eases,love
[10] love,live

Top Word Pairs in Tweet in G10:
[132] #historybooks,#militaryhistory
[132] #militaryhistory,#rt
[132] #rt,alalibrary
[94] alalibrary,#mustread
[94] #mustread,abookpublicist
[94] abookpublicist,#ian1
[84] #business,#success
[60] dougducey,gma
[60] gma,joerogan
[60] joerogan,womenent

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@educatoralex
@mtplibfriends
@megjackso
@aklange1
@danrather
@kidlittv_nyc
@pbscribblers
@annielyon
@bibliobeth

Top Replied-To in G1:
@alalibrary
@megjackso
@ilhan
@wimpykid
@hashtagheyalexa
@bstingstl
@sstegemeyer
@oaktreemob
@ala_archives
@stckedlibrarian

Top Replied-To in G2:
@alalibrary
@danrather
@johnnyboy315
@algonquinbooks
@macsmart31
@repdonyoung
@hbraum
@librarianshipca
@barbs49454092
@loidagarciafebo

Top Replied-To in G3:
@juliaerin80
@alalibrary
@sexharassed
@rockhillschools
@jjmajeski
@baritoneblogger
@beaverreaders
@dribram
@christopherpaix
@betweenmargins

Top Replied-To in G4:
@educatoralex
@kidlittv_nyc
@bibliobeth
@hchslibrarian
@alalibrary
@njasl
@traciedhall1
@mmoyerlib
@woschools
@joyceforeman16

Top Replied-To in G5:
@connellylibrary

Top Replied-To in G6:
@gabrieljbump
@betsygleick

Top Replied-To in G7:
@mpl_wi
@rvcpl
@lesciencelib
@lizo18
@nyla_1890
@nlalagos
@tampahillslib
@novelistra
@skrticx

Top Replied-To in G8:
@hunt_institute
@livingfacts
@crcubslibrary
@mrsmonty5thgrd
@alalibrary
@drdourbine
@criticastery
@runandrant
@grandcentrallib

Top Replied-To in G9:
@ucberkeleylib
@lessa4libraries
@vanessa_hua
@alalibrary
@thetnholler
@ebeh
@jaenarae
@tinylibrarian
@viet_t_nguyen
@peterhartlaub

Top Replied-To in G10:
@authornetwork
@alxfinan
@dist_5
@nytimes
@westcoastmdnitr
@avidreaderscafe
@rubberdom

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@danrather
@ala_booklist
@aasl
@dribram
@oif
@angiecthomas
@algonquinbooks
@ala_united
@bibliobeth

Top Mentioned in G1:
@alalibrary
@megjackso
@wimpykid
@dharmascholar
@ala_booklist
@preservationwk
@libraryjournal
@mellonfdn
@melissadelacruz

Top Mentioned in G2:
@alalibrary
@danrather
@ala_booklist
@algonquinbooks
@ala_united
@traciedhall1
@loidagarciafebo
@ilovelibraries
@librarypolicy
@edenroyce

Top Mentioned in G3:
@alalibrary
@dribram
@oif
@jasonreynolds83
@juliaerin80
@scaslnet
@penamerica
@aasl
@sljournal
@sexharassed

Top Mentioned in G4:
@alalibrary
@aasl
@bibliobeth
@educatoralex
@njea
@njasl
@txasl
@drallenmcmillan
@newjerseydoe
@everylibrary

Top Mentioned in G5:
@connellylibrary

Top Mentioned in G6:
@angiecthomas
@alalibrary
@talemmie
@dribram
@mgrlibraries
@oif
@gabrieljbump
@librarypolicy
@bannedbooksweek
@megjackso

Top Mentioned in G7:
@alalibrary
@nysednews
@ala_pla
@libraryjournal
@nyla_1890
@colliervillegov
@nassaulibsystem
@schittscreek
@buffalolibrary
@baldwinlibny

Top Mentioned in G8:
@alalibrary
@nypl
@pewtrusts
@us_imls
@livingfacts
@usafacts
@pewresearch
@garyvee
@joe_sanfelippo
@pewre

Top Mentioned in G9:
@alalibrary
@ala_acrl
@lessa4libraries
@vanessa_hua
@bo
@nationalpta
@alanews
@kanopy
@trustmedocfilm
@ucberkeley

Top Mentioned in G10:
@alalibrary
@abookpublicist
@dougducey
@gma
@joerogan
@womenent
@cbsnews
@foxnews
@avidreaderscafe
@ianauthorsbooks

Top Tweeters
Top Tweeters in Entire Graph:
@matthewtwihard
@m_m1941
@hrblock_21
@bella623
@iartg
@cota3143
@gojira007x
@bexxmodd
@docwashburn
@scheerenberger

Top Tweeters in G1:
@bexxmodd
@jjj5819
@brontyman
@iskwmk22
@nickasavet
@paulmick
@mijomojo1
@ronsupportsyou
@toniragusa
@nayasala

Top Tweeters in G2:
@gojira007x
@scheerenberger
@cotey_mary
@aowd25
@sevenbowie
@terpsichore_los
@newyorknewart
@damian_godden
@livelifezenful
@cupcakemrs1

Top Tweeters in G3:
@m_m1941
@docwashburn
@_yvonneburton
@billieo2
@beank511
@barbiewithatude
@staythecourse7
@nypost
@bar_zie
@politibunny

Top Tweeters in G4:
@adamisalamb
@tangocto
@durff
@neilhimself
@lightifyco1
@jeremynewberger
@justinalpertesq
@sarahdateechur
@shakeuplearning
@glaunerlisa

Top Tweeters in G5:
@alaa
@whtabtpineapple
@xionyc
@paleophile
@ashley_bohall
@marygkosta
@mypalsammy
@junglecity
@kammedee
@k8osaur

Top Tweeters in G6:
@enuvie_pearl
@thatmags
@kateeforbis
@blkmymorris
@ingloriousgigi
@roscoegerm
@scribemarjie
@loriperkinsrab
@imasithduh
@aditijuneja3

Top Tweeters in G7:
@thebuffalonews
@careersingov
@philshapiro
@helgagrace
@justicenfairnes
@currenttrends1
@stevelibrarian
@penguinrandom
@screwydecimal
@magpie

Top Tweeters in G8:
@hrblock_21
@dropoutnation
@garyvee
@burgessdave
@google
@mgcjusa
@eemd48
@taramartinedu
@jhogan552
@artistwhodreams

Top Tweeters in G9:
@sfchronicle
@martina
@harrymeanwell4
@berkeleyside
@ebeh
@azoubig
@harpercollins
@n8coombs
@steak_umm
@thetnholler

Top Tweeters in G10:
@bella623
@iartg
@business
@hollowmanseries
@sukeji_handa
@nytimes
@foxnews
@washingtonpost
@albator50
@usatoday