ALALibrary, Twitter, 10/15/2020 9:16:01 PM, 238032


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ALALibrary_2020-10-14_20-53-04.xlsx
ALALibrary_2020-10-14_20-53-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 15, 2020
Short Description:
ALALibrary via NodeXL https://bit.ly/3dtmzbR
@alalibrary
@nedenags
@sexharassed
@flexlibris
@arjun_sanyal
@ala_spectrum
@rowan_smoke
@indiebound
@oif
@bannedbooksweek

Top hashtags:
#bannedbooksweek
#librarycardsignupmonth
#librariestransform

Description:
Description
The graph represents a network of 5,869 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, 15 October 2020 at 04:01 UTC.

The requested start date was Thursday, 15 October 2020 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 46-day, 16-hour, 37-minute period from Saturday, 29 August 2020 at 05:24 UTC to Wednesday, 14 October 2020 at 22:01 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 : 5869
Unique Edges : 6186
Edges With Duplicates : 14197
Total Edges : 20383
Number of Edge Types : 5
Retweet : 4604
MentionsInRetweet : 7383
Replies to : 821
Mentions : 6925
Tweet : 650
Self-Loops : 682
Reciprocated Vertex Pair Ratio : 0.0357177902070454
Reciprocated Edge Ratio : 0.0689720511605874
Connected Components : 139
Single-Vertex Connected Components : 108
Maximum Vertices in a Connected Component : 5675
Maximum Edges in a Connected Component : 20130
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.929425
Graph Density : 0.000306481329523267
Modularity : 0.368255
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 5,869 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, 15 October 2020 at 04:01 UTC.

The requested start date was Thursday, 15 October 2020 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 46-day, 16-hour, 37-minute period from Saturday, 29 August 2020 at 05:24 UTC to Wednesday, 14 October 2020 at 22:01 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:
[57] https://www.architectmagazine.com/awards/aia-ala-name-2020-library-building-award-winners_o
[35] https://bannedbooksweek.org/
[33] http://WilliamRStanek.com
[26] https://national-coalition-literacy.org/adult-education-and-family-literacy-week/
[26] http://www.robert-stanek.com/
[23] http://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/top10
[23] http://www.ala.org/conferencesevents/celebrationweeks/card
[22] http://www.ala.org/news/member-news/2020/09/libraries-ready-code-opens-call-applications-virtual-learning-and-enhancement
[19] http://www.ruinmist.com/
[19] https://twitter.com/ALALibrary/status/1301190673664745479

Top URLs in Tweet in G1:
[57] https://www.architectmagazine.com/awards/aia-ala-name-2020-library-building-award-winners_o
[16] http://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/top10
[15] https://national-coalition-literacy.org/adult-education-and-family-literacy-week/
[13] http://www.ala.org/conferencesevents/celebrationweeks/card
[11] http://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/decade2019
[11] https://www.oif.ala.org/oif/?p=18499
[8] https://tweetedtimes.com/v/11349?s=tnp
[7] https://www.youtube.com/watch?v=bDQSMKWTjyA&feature=youtu.be

[7] https://twitter.com/Brendan_LIS/status/1307933410942283776
[6] http://www.ala.org/advocacy/we-count-read-along

Top URLs in Tweet in G2:
[12] http://www.ala.org/news/member-news/2020/09/libraries-ready-code-opens-call-applications-virtual-learning-and-enhancement
[6] http://www.ala.org/membership/ala-connect-live-monthly-series
[5] http://www.ala.org/conferencesevents/celebrationweeks/card
[5] https://programminglibrarian.org/articles/apply-now-libraries-transforming-communities-focus-small-and-rural-libraries
[4] https://americanlibrariesmagazine.org/2020/09/01/necessary-trouble-information-poverty/
[4] http://www.ala.org/yalsa/teen-literacies-toolkit
[4] https://2021.alaannual.org/general-information/educational-program-call-proposals
[4] http://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/decade2019
[4] http://www.ala.org/united/events_conferences/folweek
[4] http://www.ala.org/news/member-news/2020/09/libraries-are-invited-apply-2021-will-eisner-graphic-novel-grants-librarie

Top URLs in Tweet in G3:
[1] https://www.post-gazette.com/local/west/2005/09/30/President-of-Carnegie-company-indicted-on-tax-charges/stories/200509300253
[1] https://twitter.com/i/web/status/1308266595735793666
[1] https://www.youtube.com/watch?v=I5l75romOXY&feature=youtu.be

[1] https://qz.app.do/spot-the-banned-kids-book
[1] https://twitter.com/ALALibrary/status/1310670890246582273
[1] https://twitter.com/alalibrary/status/1307749877594697734
[1] https://twitter.com/i/web/status/1308272530977730560
[1] https://twitter.com/i/web/status/1302693097894080512
[1] https://twitter.com/JamesOKeefeIII/status/1300914934885355521
[1] https://twitter.com/BreitbartNews/status/1301128760046034946

Top URLs in Tweet in G4:
[10] https://twitter.com/sexharassed/status/1305962515747287040?s=21
[10] https://twitter.com/sexharassed/status/1305962515747287040
[4] https://twitter.com/sexharassed/status/1303396637893472256
[3] https://twitter.com/SexHarassed/status/1303396637893472256?s=21
[3] https://twitter.com/sexharassed/status/1300846628559966208?s=21
[3] https://twitter.com/sexharassed/status/1300846628559966208
[2] https://www.librarians.cc/2018/02/ala-ignores-sexual-harassment.html
[2] https://twitter.com/yalsa/status/1300841348979978242
[2] https://twitter.com/SexHarassed/status/1307035433856049165
[2] https://twitter.com/sexharassed/status/1307035433856049165

Top URLs in Tweet in G5:
[12] https://bannedbooksweek.org/
[7] http://www.ala.org/aboutala/offices/oif
[4] https://www.pinterest.co.uk/pin/256212666281008599/
[4] https://www.google.com/search?sxsrf=ACYBGNRHqTN1Sc4PDXaZ2l12Hw8px-9_qg:1568105834339&q=displays+for+banned+books&tbm=isch&source=univ&sxsrf=ACYBGNRHqTN1Sc4PDXaZ2l12Hw8px-9_qg:1568105834339&sa=X&ved=2ahUKEwjniOe58cXkAhXTa8AKHUq4CbcQsAR6BAgJEAE&biw=1264&bih=900#imgrc=Eej6U8O_b85GyM
[4] https://ncac.org/
[3] https://actualitte.com/t/ljbvZeNk
[2] http://www.ala.org/advocacy/bbooks/shop
[2] http://www.ala.org/membership/ala-connect-live-monthly-series
[2] https://www.actualitte.com/article/monde-edition/les-100-livres-les-plus-censures-des-annees-2010-toujours-presents/102950
[2] https://ccfw.calvin.edu/initiatives/katherine-paterson-film/

Top URLs in Tweet in G6:
[5] https://www.washingtonpost.com/nation/2020/07/29/umbrella-man-white-supremacist-minneapolis/
[1] https://sierranevadaally.org/2020/08/25/douglas-county-library-board-of-trustees-will-investigate-library-director-staff-over-support-for-blm-movement/
[1] https://twitter.com/i/web/status/1303852833960349697
[1] https://www.salon.com/2020/06/17/far-right-boogaloo-boy-killed-officer-after-using-black-lives-matter-protest-as-cover-prosecutors/
[1] https://www.salon.com/2020/06/17/how-and-why-fox-news-is-encouraging-right-wing-vigilante-violence-toward-protesters/
[1] https://www.themuckrake.com/main/sectarian
[1] https://theintercept.com/2020/07/15/george-floyd-protests-police-far-right-antifa/
[1] https://twitter.com/flexlibris/status/1299363642719207424
[1] https://voterrecords.com/

Top URLs in Tweet in G7:
[3] http://www.ala.org/news/member-news/2020/09/four-projects-receive-2020-aiaala-library-building-award
[3] https://twitter.com/ALALibrary/status/1297892926543015936
[3] http://www.ala.org/conferencesevents/celebrationweeks/card
[2] https://blog.tcea.org/video-sharing/
[2] https://blog.tcea.org/animated-gifs-education-motion/
[2] https://www.amazon.com/Lights-Out-Memoir-Betrayal-Survival/dp/153703605X
[2] https://medium.com/s/library-stories/biking-uphill-for-nancy-drew-f50628a15572?source=friends_link&sk=f6ca3004585855e2fe28908c447914fc
[1] https://twitter.com/alalibrary/status/1315060801284329479
[1] https://twitter.com/ALALibrary/status/1315060801284329479
[1] https://twitter.com/alalibrary/status/1310227705464598528

Top URLs in Tweet in G8:
[4] http://www.ala.org/news/member-news/2020/10/advancing-your-library-agenda-post-elections-webinar-offer-strategies-early
[2] http://www.ala.org/news/member-news/2020/09/libraries-ready-code-opens-call-applications-virtual-learning-and-enhancement
[2] http://www.ala.org/news/press-releases/2020/09/new-ala-report-highlights-how-library-services-aid-formerly-incarcerated
[2] https://oclc.wistia.com/medias/7i62ilj82a
[1] https://twitter.com/RepAndyLevin/status/1314264168531460097
[1] https://twitter.com/ALALibrary/status/1304878706230546435
[1] https://twitter.com/i/web/status/1308691733811793920
[1] https://twitter.com/ALALibrary/status/1313506569435348992
[1] https://twitter.com/ALALibrary/status/1305975939621441543
[1] http://www.ala.org/news/press-releases/2020/09/tribal-libraries-partners-leverage-federal-e-rate-deliver-high-speed

Top URLs in Tweet in G9:
[3] https://pgcmls.info/curbside
[3] https://www.bcpl.info/locations/index.html?_ga=2.111835015.2075389555.1599658718-2441030.1584551142
[3] https://iwillvote.com/
[2] https://twitter.com/ALALibrary/status/1304051004384706561
[2] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DNUtthGBES_4&q=EgS4SO-bGO2Sz_oFIhkA8aeDSxW4fj-o2U2OUfxtfoTDXxxiTU4UMgFy
[1] https://twitter.com/i/web/status/1303331450448740354
[1] http://www.mytowntutors.com/back-to-school-jokes/
[1] https://twitter.com/i/web/status/1305607560796540928
[1] https://twitter.com/i/web/status/1309242969736830977
[1] https://twitter.com/i/web/status/1316449534357184516

Top URLs in Tweet in G10:
[33] http://WilliamRStanek.com
[26] http://www.robert-stanek.com/
[19] http://www.ruinmist.com/
[11] http://www.williamrstanek.com
[7] http://robertstanek.blogspot.com/2020/09/doj-ids-corrupt-amazon-employees.html
[6] https://robertstanek.blogspot.com/2013/10/publishing-today.html
[3] http://williamrstanek.com
[3] https://www.loc.gov/item/webcast-8808/
[3] http://www.ilovelibraries.org/lovemylibrarian
[2] http://ilovelibraries.org/libraries-transform-book-pick

Top Domains
Top Domains in Tweet in Entire Graph:
[1063] twitter.com
[331] ala.org
[62] ilovelibraries.org
[57] architectmagazine.com
[48] bannedbooksweek.org
[47] williamrstanek.com
[41] youtube.com
[27] programminglibrarian.org
[26] americanlibrariesmagazine.org
[26] national-coalition-literacy.org

Top Domains in Tweet in G1:
[221] twitter.com
[144] ala.org
[57] architectmagazine.com
[34] ilovelibraries.org
[15] national-coalition-literacy.org
[13] americanlibrariesmagazine.org
[9] nationalvoterregistrationday.org
[9] youtube.com
[8] programminglibrarian.org
[8] tweetedtimes.com

Top Domains in Tweet in G2:
[242] twitter.com
[109] ala.org
[19] ilovelibraries.org
[13] americanlibrariesmagazine.org
[11] alamidwinter.org
[9] programminglibrarian.org
[6] zoom.us
[5] illinois.edu
[5] google.com
[4] nytimes.com

Top Domains in Tweet in G3:
[8] twitter.com
[1] post-gazette.com
[1] youtube.com
[1] app.do

Top Domains in Tweet in G4:
[119] twitter.com
[2] librarians.cc
[2] blogspot.com
[1] ala.org
[1] archive.org
[1] edgarcountywatchdogs.com
[1] thefederalist.com
[1] stephenblue.com
[1] sltrib.com

Top Domains in Tweet in G5:
[47] twitter.com
[23] ala.org
[16] bannedbooksweek.org
[6] youtube.com
[5] actualitte.com
[4] co.uk
[4] google.com
[4] ncac.org
[3] bookshop.org
[3] calvin.edu

Top Domains in Tweet in G6:
[5] washingtonpost.com
[2] twitter.com
[2] salon.com
[1] sierranevadaally.org
[1] themuckrake.com
[1] theintercept.com
[1] voterrecords.com

Top Domains in Tweet in G7:
[22] twitter.com
[8] ala.org
[4] ilovelibraries.org
[4] tcea.org
[2] amazon.com
[2] medium.com
[1] libraryjournal.com
[1] bannedlibrary.com
[1] rutgers.edu
[1] schlowlibrary.org

Top Domains in Tweet in G8:
[33] twitter.com
[12] ala.org
[3] youtube.com
[2] wistia.com
[2] dysartjones.com
[1] research.net
[1] doi.gov
[1] recreatecoalition.org
[1] publishersweekly.com
[1] forbes.com

Top Domains in Tweet in G9:
[15] twitter.com
[3] pgcmls.info
[3] bcpl.info
[3] iwillvote.com
[2] openathens.org
[2] washingtonpost.com
[2] ebsco.com
[2] google.com
[2] etsy.com
[1] mytowntutors.com

Top Domains in Tweet in G10:
[53] twitter.com
[47] williamrstanek.com
[26] robert-stanek.com
[19] ruinmist.com
[14] blogspot.com
[10] loc.gov
[5] ilovelibraries.org
[3] ala.org
[2] overdrive.com
[2] anchor.fm

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1247] bannedbooksweek
[685] librarycardsignupmonth
[273] librariestransform
[139] nationalvoterregistrationday
[107] robertstanek
[102] amwriting
[101] library
[101] author
[100] american
[94] amblogging



Top Hashtags in Tweet in G1:
[396] bannedbooksweek
[373] librarycardsignupmonth
[186] librariestransform
[91] nationalvoterregistrationday
[73] library
[39] 2020census
[33] architect
[23] dearbannedauthor
[20] librarycardhero
[18] librariesengagevoters

Top Hashtags in Tweet in G2:
[213] bannedbooksweek
[137] librarycardsignupmonth
[60] censorshipisscary
[57] teentober
[41] librariestransform
[33] bookmarksnetflix
[26] nationalvoterregistrationday
[25] getlibrarycarded
[20] libcomix
[19] 2020census

Top Hashtags in Tweet in G3:
[5] bannedbooksweek
[2] moses_land
[2] childsex
[2] 1939radar
[2] 1943penny
[2] cognitiveradar
[2] bannedbooks
[2] censored
[2] kidlit
[2] podcast

Top Hashtags in Tweet in G4:
[66] alamw21
[45] yalsa20
[41] women
[30] 1776commission
[27] parenting
[27] fundlibraries
[24] womxn
[24] trans
[23] globalism
[22] fakenews

Top Hashtags in Tweet in G5:
[175] bannedbooksweek
[25] freedomtoread
[21] bannedbooks
[19] getinvolved
[14] freedomofspeech
[13] wythnosllyfraugwaharddedig
[12] cymerwchranyn
[9] princeandknight
[9] unclebobbyswedding
[7] lgbtq

Top Hashtags in Tweet in G6:
[1] bannedbooksweek
[1] blm

Top Hashtags in Tweet in G7:
[47] librarycardsignupmonth
[31] bannedbooksweek
[27] teamsisd
[22] librarycardhero
[5] libraries
[5] censorshipisscary
[5] mavlibrary
[5] mavsread
[5] pisdreads
[5] alalibrary

Top Hashtags in Tweet in G8:
[9] cildc
[8] internetlibrarian
[7] bannedbooksweek
[7] libraries
[4] nationalvoterregistrationday
[4] broadband
[4] ifla
[3] librarycardsignupmonth
[3] library
[3] alalibrary

Top Hashtags in Tweet in G9:
[23] bannedbooksweek
[6] librariesbuildbusiness
[5] librarycardsignupmonth
[4] librariesweek
[3] curbside
[3] librarytwitter
[3] haiku
[3] jcdawards
[3] hwwilson
[2] middleschool

Top Hashtags in Tweet in G10:
[151] bannedbooksweek
[107] robertstanek
[102] amwriting
[101] author
[100] american
[94] amblogging
[78] alalibrary
[60] epicfantasy
[58] amlibraries
[53] nypl

Top Words
Top Words in Tweet in Entire Graph:
[5294] alalibrary
[2029] library
[1444] libraries
[1247] #bannedbooksweek
[979] books
[824] banned
[802] read
[719] book
[682] #librarycardsignupmonth
[610] support

Top Words in Tweet in G1:
[1950] alalibrary
[730] library
[715] libraries
[396] #bannedbooksweek
[372] #librarycardsignupmonth
[350] books
[337] read
[319] banned
[272] book
[259] freedom

Top Words in Tweet in G2:
[1175] alalibrary
[354] libraries
[305] library
[213] #bannedbooksweek
[209] join
[157] oif
[135] #librarycardsignupmonth
[132] ala
[106] book
[104] more

Top Words in Tweet in G3:
[41] alalibrary
[21] honorsociety
[20] americanmensa
[16] defenseintel
[14] god
[14] mensainternatl
[14] darpa
[14] ieeeorg
[12] cdcdirector
[12] nihdirector

Top Words in Tweet in G4:
[303] alalibrary
[206] sexharassed
[180] school
[175] librarians
[123] library
[116] american
[99] association
[72] hate
[67] kids
[66] #alamw21

Top Words in Tweet in G5:
[277] alalibrary
[175] #bannedbooksweek
[171] bannedbooksweek
[136] books
[121] banned
[81] read
[71] oif
[61] week
[55] challenged
[52] freedom

Top Words in Tweet in G6:
[210] flexlibris
[177] right
[176] library
[173] support
[172] director
[172] nevada
[172] letter
[172] local
[171] signed
[171] blm

Top Words in Tweet in G7:
[190] alalibrary
[120] library
[61] ilovelibraries
[47] #librarycardsignupmonth
[44] card
[43] books
[41] read
[38] favorite
[36] story
[36] september

Top Words in Tweet in G8:
[128] alalibrary
[53] join
[43] free
[40] ifla
[37] libraries
[31] today
[31] amnestyusa
[30] speech
[29] 8pm
[29] defend

Top Words in Tweet in G9:
[139] alalibrary
[48] homage
[28] library
[27] read
[26] books
[25] book
[23] #bannedbooksweek
[20] challenged
[19] 10
[19] roncharles

Top Words in Tweet in G10:
[213] robert
[210] alalibrary
[195] robertstanek
[151] #bannedbooksweek
[148] years
[147] books
[130] stanek
[121] support
[119] learn
[111] banned

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[509] freedom,read
[484] library,card
[271] banned,books
[220] alalibrary,happy
[212] public,libraries
[183] september,#librarycardsignupmonth
[183] challenged,books
[183] alalibrary,#bannedbooksweek
[176] library,director
[175] director,nevada

Top Word Pairs in Tweet in G1:
[252] freedom,read
[192] library,card
[147] alalibrary,happy
[138] aianational,alalibrary
[120] public,libraries
[114] banned,books
[108] alalibrary,know
[107] alalibrary,#bannedbooksweek
[98] read,#bannedbooksweek
[96] alalibrary,library

Top Word Pairs in Tweet in G2:
[71] scary,stories
[68] watch,party
[63] library,card
[63] stories,documentary
[60] shines,light
[60] freedom,read
[59] alalibrary,#censorshipisscary
[59] #censorshipisscary,#bannedbooksweek
[59] #bannedbooksweek,shines
[59] light,join

Top Word Pairs in Tweet in G3:
[18] honorsociety,americanmensa
[13] americanmensa,mensainternatl
[13] darpa,god
[12] cdcdirector,nihdirector
[12] nihdirector,honorsociety
[12] mensainternatl,armychaplains
[12] armychaplains,defenseintel
[12] defenseintel,darpa
[11] god,computersociety
[11] computersociety,ieeeorg

Top Word Pairs in Tweet in G4:
[100] american,library
[98] library,association
[92] school,librarians
[40] lead,speaker
[40] critical,race
[40] race,theory
[37] association,alalibrary
[32] librarians,trained
[24] school,children
[23] trained,alalibrary

Top Word Pairs in Tweet in G5:
[60] banned,books
[58] bannedbooksweek,alalibrary
[46] freedom,read
[39] challenged,books
[29] oif,alalibrary
[28] books,week
[27] alalibrary,oif
[27] alalibrary,bannedbooksweek
[27] bannedbooksweek,oif
[21] banned,challenged

Top Word Pairs in Tweet in G6:
[172] library,director
[171] director,nevada
[171] nevada,signed
[171] signed,letter
[171] letter,support
[171] support,blm
[171] blm,threatened
[171] threatened,local
[171] local,sheriff
[171] sheriff,right

Top Word Pairs in Tweet in G7:
[53] alalibrary,ilovelibraries
[40] library,card
[34] favorite,library
[32] ilovelibraries,looking
[32] library,memories
[32] memories,upcoming
[32] upcoming,story
[31] looking,people's
[31] people's,favorite
[31] story,reply

Top Word Pairs in Tweet in G8:
[36] alalibrary,ifla
[29] join,today
[29] today,8pm
[29] 8pm,defend
[29] defend,free
[29] free,speech
[29] speech,ll
[29] ll,hosting
[29] hosting,silenced
[29] silenced,voices

Top Word Pairs in Tweet in G9:
[42] homage,alalibrary
[20] challenged,books
[18] alalibrary,#bannedbooksweek
[17] #bannedbooksweek,read
[17] read,country
[17] country,10
[17] 10,challenged
[17] books,gay
[17] gay,penguins
[17] penguins,corrupt

Top Word Pairs in Tweet in G10:
[130] robert,stanek
[102] ruin,mist
[101] show,support
[100] robertstanek,#bannedbooksweek
[100] #bannedbooksweek,show
[100] support,#american
[100] #american,#author
[100] #author,#robertstanek
[95] william,robert
[83] robert,stanek's

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@architectmag
@homage
@sexharassed
@remhq
@yalsa
@thekillshot82
@fairfaxlibrary
@bookwormbrookek
@flexlibris

Top Replied-To in G1:
@alalibrary
@architectmag
@_deadastronaut_
@saveusculture
@aianational
@dgddavidson
@ohgraydee
@brownbatheart
@abu_dajjaj
@prattischool

Top Replied-To in G2:
@alalibrary
@yalsa
@wordsofmento
@sbhslibrarian
@gregorjm
@cactuswoman
@ala_archives
@loidagarciafebo
@rossicollin
@traciedhall1

Top Replied-To in G3:
@thekillshot82
@realdonaldtrump
@britmartinez
@nedenags
@whitehouse
@axios
@chanzuckerberg
@akon
@jaffathecake
@infosecsherpa

Top Replied-To in G4:
@sexharassed
@alalibrary
@jonathanturley
@jackposobiec
@asranomani
@lailamickelwait
@sharylattkisson
@breitbartnews
@realchrisrufo
@ritapanahi

Top Replied-To in G5:
@bookwormbrookek
@llgraham
@ckthelibrarian
@alalibrary
@4dlovestoread
@blendedlib
@slwalter123
@suddenoutbreak
@melainalana
@cookrunwrite

Top Replied-To in G6:
@flexlibris
@ra49442941
@ryanph411
@billbailoutbill
@pikachuevie
@louisjoon1
@bob_554
@evasyl
@dovgaiec
@sir_vinson

Top Replied-To in G7:
@alalibrary
@bfmsfalcons
@wpray_
@disd_libraries
@jmarquez_lms
@youthlibraries
@panthershhs
@glma
@molinahslibrary
@worldkidlit

Top Replied-To in G8:
@alalibrary
@alansinouye
@amnestyusa
@google
@fcc
@prattinstitute
@cpicciolini

Top Replied-To in G9:
@homage
@pgcmls
@johnscreekmedia
@cardi___e
@mtplibfriends
@nickrevell317
@urbanlibcouncil
@librarycongress
@ebookfriendly

Top Replied-To in G10:
@alalibrary
@overdrivelibs
@russellricard
@scottsemegran
@readindies
@librarypolicy
@publisherswkly
@laurab7
@peterscolonyes
@ala_booklist

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@oif
@bannedbooksweek
@flexlibris
@robertstanek
@aianational
@sexharassed
@remhq
@ilovelibraries
@wearealsc

Top Mentioned in G1:
@alalibrary
@aianational
@architectmag
@patkauarchitect
@brownbatheart
@archinect
@libcomix
@librarypolicy
@oif

Top Mentioned in G2:
@alalibrary
@oif
@wearealsc
@yalsa
@jcjeffersonjr
@bc_ala
@traciedhall1
@cilipinfo
@ala_pla
@librarypolicy

Top Mentioned in G3:
@alalibrary
@honorsociety
@americanmensa
@defenseintel
@mensainternatl
@darpa
@ieeeorg
@god
@cdcdirector
@nihdirector

Top Mentioned in G4:
@alalibrary
@sexharassed
@jk_rowling
@dribram
@oif
@shannontracy123
@un
@womenslibfront
@savewomenssport
@potus

Top Mentioned in G5:
@alalibrary
@bannedbooksweek
@oif
@libraryline
@halseanderson
@scholastic
@plsweeney1
@brookreadingpod
@hasmar
@ababook

Top Mentioned in G6:
@flexlibris
@alalibrary
@iamyuneek
@ra49442941
@jricole
@surtchilling
@viver691
@dovgaiec
@happyenchilada2
@aclu

Top Mentioned in G7:
@alalibrary
@ilovelibraries
@txla
@disd_libraries
@jmarquez_lms
@libraryjournal
@sljournal
@oif
@montwoodhs
@txasl

Top Mentioned in G8:
@alalibrary
@ifla
@amnestyusa
@librarypolicy
@ala_acrl
@alansinouye
@arlnews
@larry_irving
@vrafoundation
@jdysart

Top Mentioned in G9:
@alalibrary
@roncharles
@homage
@librarycongress
@dcpl
@prattlibrary
@bcplinfo
@mcpl_libraries
@nationalbook
@alexlibraryva

Top Mentioned in G10:
@alalibrary
@robertstanek
@laurenfsharma
@amlibraries
@libraryjournal
@nypl
@amazon
@microsoft
@overdrivelibs
@overdrive

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@sjb6991
@threadreaderapp
@russelltim151
@docwashburn
@inabsentia9
@indianexpress
@rosstell
@justwhatnowwhy
@tadrow

Top Tweeters in G1:
@filafresh
@sjb6991
@indianexpress
@jayoung1892
@kookiejayk5813
@gadflyquebec
@amaliada
@hadleys1_jamie
@reverendentity
@digitaldecoded1

Top Tweeters in G2:
@russelltim151
@avocalistsrival
@o_g_log
@avildsen
@woodheat
@itvnews
@swmstn2
@carebear_kara
@yaremchuk_v
@bunny5moon

Top Tweeters in G3:
@thr
@washingtonpost
@tmz
@rna
@scmpnews
@ew
@wholefoods
@newsweek
@pittsburghpg
@cnni

Top Tweeters in G4:
@docwashburn
@inabsentia9
@_yvonneburton
@dcexaminer
@beank511
@juliereichwein1
@foxnews
@leahr77
@4annegs
@zerohedge

Top Tweeters in G5:
@tigerbeat
@bexxmodd
@latimes
@sarkar_swati
@nbcnews
@lgbtqplusbot
@audiobookmel
@biggreenpen
@duchesscadbury
@elitedaily

Top Tweeters in G6:
@justwhatnowwhy
@tadrow
@cwharlow
@zentaoprincess
@rhcm123
@jax6655
@klia00
@cubfan13241
@iameuru
@doctorow

Top Tweeters in G7:
@nytopinion
@btwnthestacks
@wemeow2
@shannonmmiller
@heidicullinan
@schlowlibrary
@sljournal
@socorroisd
@lieberrian
@lord_wrath

Top Tweeters in G8:
@steph80335
@greubelinux
@dscald4u
@kjgheroman
@mariaressa
@freddier
@rrmpinero
@16thstmall
@ebooknoir
@cherylrainfield

Top Tweeters in G9:
@ghofmar
@meisterbuerger
@bookriot
@nickrevell317
@birdonwing
@mytowntutors
@missymetz
@aboutlibras
@sophieriggsby
@homage

Top Tweeters in G10:
@mainchannel_
@jrtomlinauthor
@brianrathbone
@amazonretweet
@adriansalter315
@amwritingbot
@ameliastark_18
@wegthor
@toricarlini
@lars_teeney