ALALibrary, Twitter, 1/14/2021 5:24:40 AM, 245562


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ALALibrary_2021-01-13_20-50-44.xlsx
ALALibrary_2021-01-13_20-50-44.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 14, 2021
Short Description:
ALALibrary via NodeXL https://bit.ly/3bBAEVJ
@alalibrary
@monsarkhe
@sexharassed
@authorlisafipps
@arjun_sanyal
@irshadmanji
@lieberrian
@traciedhall1
@thegnarrator
@vtvsla

Top hashtags:
#ala_carnegie
#alamw21
#fiction
#thechild
#nonfiction
#libraries
#ethanhawke

Description:
Description
The graph represents a network of 5,909 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, 14 January 2021 at 04:59 UTC.

The requested start date was Thursday, 14 January 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 73-day, 23-hour, 46-minute period from Sunday, 01 November 2020 at 01:00 UTC to Thursday, 14 January 2021 at 00:46 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 : 5909
Unique Edges : 7581
Edges With Duplicates : 14405
Total Edges : 21986
Number of Edge Types : 5
Retweet : 3726
MentionsInRetweet : 7157
Replies to : 1237
Mentions : 9248
Tweet : 618
Self-Loops : 654
Reciprocated Vertex Pair Ratio : 0.0428509343763581
Reciprocated Edge Ratio : 0.082180363393899
Connected Components : 250
Single-Vertex Connected Components : 207
Maximum Vertices in a Connected Component : 5593
Maximum Edges in a Connected Component : 21647
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.988585
Graph Density : 0.000343680095989811
Modularity : 0.381119
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 5,909 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, 14 January 2021 at 04:59 UTC.

The requested start date was Thursday, 14 January 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 73-day, 23-hour, 46-minute period from Sunday, 01 November 2020 at 01:00 UTC to Thursday, 14 January 2021 at 00:46 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:
[88] http://www.ala.org/awardsgrants/carnegieadult/longlists
[58] https://twitter.com/ALALibrary/status/1334517257859424258
[41] https://www.amazon.com/dp/B08M42WWVY/
[40] https://twitter.com/alalibrary/status/1334517257859424258
[39] https://www.alastore.ala.org/content/child-poster
[32] https://twitter.com/ALALibrary/status/1326303379031793664
[32] http://www.ala.org/news/member-news/2021/01/aasl-ala-and-48-state-level-school-library-associations-post-letter-president
[29] https://www.tinyblundersbigdisasters.com/
[26] https://twitter.com/ALALibrary/status/1348647895541669894
[23] https://2021.alamidwinter.org/register-now

Top URLs in Tweet in G1:
[40] http://www.ala.org/awardsgrants/carnegieadult/longlists
[17] https://www.alastore.ala.org/content/child-poster
[15] https://www.actualitte.com/article/zone-51/bebe-yoda-a-la-rescousse-pour-inciter-a-frequenter-les-bibliotheques/104141
[15] https://actualitte.com/t/fVjaAkhd
[11] https://twitter.com/ALALibrary/status/1334517257859424258
[9] https://2021.alamidwinter.org/register-now
[9] https://www.oif.ala.org/oif/?p=18499
[8] https://healthcare.gov/
[7] https://digitallearn.org/
[7] https://www.alastore.ala.org/content/us-copyright-law-library-beginners-guide-ecourse

Top URLs in Tweet in G2:
[47] http://www.ala.org/awardsgrants/carnegieadult/longlists
[20] https://www.alastore.ala.org/content/child-poster
[18] https://twitter.com/ALALibrary/status/1326303379031793664
[14] https://2021.alamidwinter.org/register-now
[11] https://twitter.com/alalibrary/status/1344365394727940096
[11] https://twitter.com/ALALibrary/status/1348647895541669894
[10] https://www.humblebundle.com/books/be-the-change-american-library-association-books
[8] https://twitter.com/ALALibrary/status/1344365394727940096
[8] https://digitallearn.org/
[7] https://americanlibrariesmagazine.org/blogs/the-scoop/ala-executive-board-affirms-support-for-library-workers/

Top URLs in Tweet in G3:
[28] http://www.ala.org/news/member-news/2021/01/aasl-ala-and-48-state-level-school-library-associations-post-letter-president
[5] https://www.nfoic.org/florida-sample-foia-request
[4] https://twitter.com/lausd_libraries/status/1347717562042261506
[3] https://twitter.com/ALALibrary/status/1348647895541669894
[3] https://twitter.com/alalibrary/status/1334517257859424258
[2] http://roi.info.florida.gov/
[2] https://twitter.com/alalibrary/status/1326303379031793664
[2] https://twitter.com/ALALibrary/status/1305961092670251011
[2] https://twitter.com/ALALibrary/status/1339606540446265348
[2] https://library.wyo.gov/apply-for-a-library-to-business-station/

Top URLs in Tweet in G4:
[2] https://www.youtube.com/watch?v=GiIoXSvdzCA&feature=youtu.be

[1] https://twitter.com/i/web/status/1328609437473501184
[1] https://twitter.com/i/web/status/1328612713191370754
[1] https://scitechdaily.com/hera-team-congratulates-japan-aerospace-exploration-agency-on-hayabusa2-asteroid-sample-return/
[1] https://twitter.com/ALALibrary/status/1344365394727940096
[1] https://twitter.com/ALALibrary/status/1326303379031793664
[1] https://twitter.com/i/web/status/1344285302089805827
[1] https://www.youtube.com/watch?v=2FR5c8p1GCI&feature=youtu.be

[1] https://paper.li/library_thug/1404079440?edition_id=09831a90-40b4-11eb-90cd-0cc47a0d15fd
[1] https://twitter.com/ALALibrary/status/1328730373644226567

Top URLs in Tweet in G5:
[7] https://twitter.com/ALALibrary/status/1328715527141855233
[5] https://twitter.com/alalibrary/status/1328715527141855233
[2] https://shop.nypl.org/collections/free-downloadable-holiday-cards
[2] https://www.bostonglobe.com/2021/01/03/arts/bpls-most-checked-out-book-2020-was/?event=event25
[2] https://www.youtube.com/watch?v=BznUw1g29vA&feature=youtu.be

[2] https://americanlibrariesmagazine.org/blogs/the-scoop/ala-unveils-2021-carnegie-medals-shortlist/
[2] https://www.amazon.com/Drone-Chase-Pam-Withers/dp/1459747437/ref=sr_1_1?dchild=1&keywords=drone+chase&qid=1606497023&s=books&sr=1-1
[2] https://www.thedickinson.net/plog-poetry-blog/a-gracious-lady-in-the-thick-of-the-fray
[2] http://www.williamrstanek.com
[1] https://twitter.com/CynLeitichSmith/status/1334928629294387200

Top URLs in Tweet in G6:
[27] https://twitter.com/ALALibrary/status/1334517257859424258
[22] https://twitter.com/alalibrary/status/1334517257859424258
[9] https://twitter.com/ALALibrary/status/1326303379031793664
[7] https://twitter.com/ALALibrary/status/1349370515161575427
[6] https://twitter.com/ALALibrary/status/1335009750988316673
[5] https://twitter.com/ALALibrary/status/1347257449892478978
[4] https://twitter.com/ALALibrary/status/1328715527141855233
[4] https://twitter.com/ALALibrary/status/1339666940286136320
[4] https://twitter.com/alalibrary/status/1347257449892478978
[4] https://twitter.com/ALALibrary/status/1348647895541669894

Top URLs in Tweet in G7:
[10] https://twitter.com/ALALibrary/status/1347257449892478978
[2] https://twitter.com/loidagarciafebo/status/1347250633942958080
[1] https://twitter.com/i/web/status/1344715166366068736
[1] https://twitter.com/fobettarh/status/1329192723677634570?s=21
[1] https://twitter.com/i/web/status/1341486150985379841
[1] https://twitter.com/flexlibris/status/1347282429015445504
[1] https://twitter.com/ALALibrary/status/1323339505525510144
[1] https://twitter.com/alalibrary/status/1266855606184443907
[1] https://www.latimes.com/opinion/story/2020-12-30/contact-tracing-librarians-epidemiologist-covid-science
[1] https://twitter.com/i/web/status/1329992047521095681

Top URLs in Tweet in G8:
[4] https://www.greecehighdefinition.com/blog/considers-homer-a-sexist-and-removes-him-from-schools
[2] https://twitter.com/MrsHLevine/status/1268564623231528960
[1] https://twitter.com/anneapplebaum/status/1343297827498299399
[1] https://twitter.com/i/web/status/1343637561961537539
[1] https://twitter.com/i/web/status/1343705468678639622
[1] https://twitter.com/i/web/status/1343610775487864836
[1] https://twitter.com/i/web/status/1343750399011020801
[1] https://twitter.com/i/web/status/1343703003912695808
[1] https://twitter.com/i/web/status/1343743758513426435
[1] https://twitter.com/i/web/status/1343752413027721216

Top URLs in Tweet in G9:
[5] https://www.nytimes.com/2019/12/11/science/head-cones-ancient-egypt.html
[5] http://www.punicwax.com/2020/12/the-punic-grimoire-cadiz-and-goddesses.html
[4] https://www.smore.com/ne314
[2] https://spark.adobe.com/page/YEj05lRcb8CeC/
[2] https://txla.org/tools-resources/reading-lists/spirit-of-texas/past-spot-lists/
[2] https://spark.adobe.com/page/PK4F53ZyZVUHm/
[2] https://www.nsls.org/
[1] https://twitter.com/i/web/status/1349095441518964738
[1] http://tarynsouders.com/
[1] https://twitter.com/ALALibrary/status/1334900526262136832

Top URLs in Tweet in G10:
[4] https://www.bloomberg.com/tosv2.html?vid=&uuid=236a33d0-229b-11eb-96c2-6753eb3ad921&url=L25ld3MvYXJ0aWNsZXMvMjAxOS0wOS0wNC9zY2hvb2wtbGlicmFyaWFuLWpvYnMtZmFjZS1hbi11bmNlcnRhaW4tZnV0dXJl
[2] https://twitter.com/ALALibrary/status/1323386660030160896
[1] http://www.ilovelibraries.org/article/10-people-share-why-they%E2%80%99re-thankful-libraries
[1] http://www.ala.org/tools/programming/PeggyBarberGrant
[1] https://twitter.com/ALALibrary/status/1347692316417527808
[1] https://twitter.com/rilibraries/status/1334830275025653760
[1] https://zoom.us/webinar/register/WN_O_v1JX70S_6702RDBFMWSQ
[1] https://www.amazon.com/gp/product/0970312598/
[1] https://www.AMZN.com:443/dp/1731435665/
[1] https://www.amazon.com/dp/1545402159//ref=cm_sw_su_dp

Top Domains
Top Domains in Tweet in Entire Graph:
[1265] twitter.com
[368] ala.org
[115] ilovelibraries.org
[101] amazon.com
[63] alamidwinter.org
[63] americanlibrariesmagazine.org
[41] actualitte.com
[30] youtube.com
[29] humblebundle.com
[29] tinyblundersbigdisasters.com

Top Domains in Tweet in G1:
[189] twitter.com
[154] ala.org
[59] ilovelibraries.org
[41] actualitte.com
[24] alamidwinter.org
[19] americanlibrariesmagazine.org
[10] programminglibrarian.org
[8] healthcare.gov
[7] digitallearn.org
[4] illinoisstate.edu

Top Domains in Tweet in G2:
[388] twitter.com
[161] ala.org
[53] ilovelibraries.org
[40] americanlibrariesmagazine.org
[39] alamidwinter.org
[24] humblebundle.com
[11] youtube.com
[11] nodexlgraphgallery.org
[9] zoom.us
[8] digitallearn.org

Top Domains in Tweet in G3:
[85] twitter.com
[32] ala.org
[5] nfoic.org
[2] blogspot.com
[2] florida.gov
[2] weebly.com
[2] wyo.gov
[1] milibraries.org
[1] nodexlgraphgallery.org
[1] brandnewtube.com

Top Domains in Tweet in G4:
[6] twitter.com
[3] youtube.com
[1] scitechdaily.com
[1] paper.li

Top Domains in Tweet in G5:
[39] twitter.com
[4] amazon.com
[4] americanlibrariesmagazine.org
[3] nypl.org
[2] publishersweekly.com
[2] bostonglobe.com
[2] ala.org
[2] youtube.com
[2] heinessight.com
[2] thedickinson.net

Top Domains in Tweet in G6:
[208] twitter.com
[1] wblib.org
[1] worldcat.org
[1] einetwork.net
[1] overdrive.com
[1] biblionix.com
[1] youtube.com
[1] hpl.ca
[1] bellevillelibrary.org
[1] google.com

Top Domains in Tweet in G7:
[19] twitter.com
[1] latimes.com
[1] wordpress.com

Top Domains in Tweet in G8:
[108] twitter.com
[4] greecehighdefinition.com
[2] nbcnews.com
[2] disrupttexts.org
[1] books.like
[1] kqed.org
[1] pbs.org
[1] tolerance.org

Top Domains in Tweet in G9:
[9] twitter.com
[5] nytimes.com
[5] punicwax.com
[4] adobe.com
[4] smore.com
[2] txla.org
[2] nsls.org
[1] tarynsouders.com
[1] ala.org
[1] rd.com

Top Domains in Tweet in G10:
[10] twitter.com
[4] amazon.com
[4] bloomberg.com
[1] ilovelibraries.org
[1] ala.org
[1] zoom.us
[1] amzn.com
[1] adventuresinstorytime.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[345] ala_carnegie
[344] alamw21
[160] fiction
[156] thechild
[142] nonfiction
[118] libraries
[109] ethanhawke
[98] librariestransform
[88] ilovemylibrarian
[87] nationaltriviaday



Top Hashtags in Tweet in G1:
[117] ala_carnegie
[104] thechild
[86] ethanhawke
[61] nationaltriviaday
[54] fiction
[39] alamw21
[34] nonfiction
[31] ilovemylibrarian
[28] babyyoda
[20] librariestransform

Top Hashtags in Tweet in G2:
[236] alamw21
[212] ala_carnegie
[103] fiction
[97] nonfiction
[60] libraries
[57] librariestransform
[40] thechild
[35] babyyoda
[34] digitalequity
[32] ilovemylibrarian

Top Hashtags in Tweet in G3:
[46] alamw21
[25] fundlibraries
[22] parenting
[17] edchat
[15] schoollibrarian
[14] anecessitynotaluxury
[14] rawreport
[11] schoollibrarians
[11] alaac21
[10] aasl21

Top Hashtags in Tweet in G4:
[3] eyebrows
[2] childsex
[2] 1corinthians3
[2] radar_tms
[2] cement
[2] 1cor3
[1] wingers
[1] plow
[1] 1979novavulgata
[1] homestead

Top Hashtags in Tweet in G5:
[10] ala_carnegie
[8] libraries
[6] oa
[6] nbawards
[6] librarian
[5] dmca
[4] bospoli
[4] library
[4] bannedbooksweek
[3] mapoli

Top Hashtags in Tweet in G6:
[6] thisistheway
[4] library
[4] thechild
[4] ethanhawke
[4] oureuclid
[2] alamw21
[2] communication
[2] consultant
[2] services
[2] read

Top Hashtags in Tweet in G7:
[2] thechild
[1] babyyoda
[1] alamw21
[1] todolist
[1] exposecorruption
[1] getanswers
[1] libraryboard
[1] returnappearance
[1] oppermanreport

Top Hashtags in Tweet in G8:
[60] disrupttexts
[1] universaldeclarationofhumanrights
[1] disrupttext
[1] cancelhomer
[1] greekgenocide
[1] antiracist
[1] engchat
[1] literacies
[1] diversetexts

Top Hashtags in Tweet in G9:
[10] teachers
[10] librarians
[10] bookposse
[10] booknerd
[10] iamreading
[2] projectlitbookclub
[2] alamw21
[1] thechild
[1] dallasschools
[1] librarytwitter

Top Hashtags in Tweet in G10:
[20] librariesstrong
[20] fundlibraries
[6] closecpl
[4] librariestransform
[2] libraries
[1] ala_carnegie
[1] its
[1] library
[1] technology
[1] librarians

Top Words
Top Words in Tweet in Entire Graph:
[5064] alalibrary
[1120] library
[921] libraries
[664] ala
[646] 2021
[519] book
[453] support
[441] congratulations
[425] librarians
[414] public

Top Words in Tweet in G1:
[1417] alalibrary
[409] library
[258] libraries
[222] 2021
[220] support
[201] ala
[147] themandalorian
[144] public
[140] poster
[138] yoda

Top Words in Tweet in G2:
[1918] alalibrary
[376] libraries
[339] ala
[339] 2021
[293] library
[236] #alamw21
[219] congratulations
[212] #ala_carnegie
[206] medals
[206] excellence

Top Words in Tweet in G3:
[355] alalibrary
[245] librarians
[236] school
[194] aasl
[147] library
[131] teachcardona
[129] joebiden
[126] letter
[111] association
[83] american

Top Words in Tweet in G4:
[42] alalibrary
[16] vs
[13] directorwray
[13] cbpmarkmorgan
[12] teamusa
[11] susanwojcicki
[10] michelleobama
[10] kill
[10] models
[9] scotusblog

Top Words in Tweet in G5:
[162] alalibrary
[46] meghamaj
[29] nypl
[29] book
[26] library
[25] publisherswkly
[23] love
[20] librarycongress
[18] carnegie
[18] congratulations

Top Words in Tweet in G6:
[25] library
[18] libraries
[11] great
[11] need
[9] books
[8] read
[8] check
[7] ala
[7] bundle
[6] one

Top Words in Tweet in G7:
[75] alalibrary
[75] ala
[60] library
[36] those
[36] award
[36] one
[34] fobettarh
[34] thegnarrator
[34] years
[34] gave

Top Words in Tweet in G8:
[279] irshadmanji
[264] alalibrary
[74] meghangurdon
[69] books
[60] #disrupttexts
[59] teachbk
[57] moniselseward
[51] teachers
[51] girly_grrrl
[46] public

Top Words in Tweet in G9:
[200] š
[107] disd_libraries
[76] alalibrary
[75] txla
[72] shannontrejo
[66] txasl
[65] dallasisdvpa
[62] dallasschools
[58] dallasreads
[56] richellelearns

Top Words in Tweet in G10:
[63] alalibrary
[53] libraries
[25] people
[24] re
[22] look
[22] chicago
[21] thank
[21] including
[21] fy2021
[21] budget

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[335] medals,excellence
[329] #ala_carnegie,medals
[316] 2021,#ala_carnegie
[240] alalibrary,congratulations
[230] irshadmanji,alalibrary
[188] midwinter,virtual
[178] support,ala
[166] baby,yoda
[163] library,association
[151] excellence,#fiction

Top Word Pairs in Tweet in G1:
[115] #ala_carnegie,medals
[115] medals,excellence
[108] 2021,#ala_carnegie
[105] baby,yoda
[102] support,ala
[96] themandalorian,character
[96] character,#thechild
[96] #thechild,found
[96] found,way
[96] way,library

Top Word Pairs in Tweet in G2:
[204] medals,excellence
[203] #ala_carnegie,medals
[198] 2021,#ala_carnegie
[194] alalibrary,congratulations
[112] midwinter,virtual
[96] biden,closing
[96] excellence,#fiction
[95] virtual,dr
[95] closing,#alamw21
[91] #fiction,longlist

Top Word Pairs in Tweet in G3:
[128] school,librarians
[121] joebiden,teachcardona
[119] aasl,alalibrary
[108] library,association
[105] letter,joebiden
[71] teachcardona,stressing
[71] american,library
[65] joined,aasl
[65] alalibrary,posting
[65] posting,letter

Top Word Pairs in Tweet in G4:
[6] heritage,usatoday
[5] reporterjoe,esperdod
[5] michelleobama,dailycaller
[5] dailycaller,johnbrennan
[5] google,susanwojcicki
[5] usatoday,gmail
[5] citylab,uscode
[5] honorsociety,americanmensa
[5] darpa,god
[5] cbchealth,grammarly

Top Word Pairs in Tweet in G5:
[19] meghamaj,alalibrary
[13] sljournal,alalibrary
[13] carnegie,medal
[13] google,doc
[12] little,google
[11] finalist,alalibrary
[11] doc,company
[11] company,icons
[11] icons,hope
[11] hope,feels

Top Word Pairs in Tweet in G6:
[3] good,cause
[3] humble,bundle
[2] top,ten
[2] ten,list
[2] #consultant,#services
[2] read,poster
[2] hell,yes
[2] support,libraries
[2] use,library
[2] libraries,america

Top Word Pairs in Tweet in G7:
[33] those,curious
[33] curious,2018
[33] 2018,years
[33] years,ago
[33] ago,ala
[33] ala,gave
[33] gave,award
[33] award,darrell
[33] darrell,issa
[33] issa,yesterday

Top Word Pairs in Tweet in G8:
[223] irshadmanji,alalibrary
[63] alalibrary,meghangurdon
[52] moniselseward,irshadmanji
[45] teachbk,irshadmanji
[40] public,libraries
[39] #disrupttexts,teachers
[39] ban,books
[39] magpielibrarian,irshadmanji
[38] teachers,proudly
[38] proudly,ban

Top Word Pairs in Tweet in G9:
[110] š,š
[67] disd_libraries,shannontrejo
[64] shannontrejo,dallasisdvpa
[55] txla,alalibrary
[53] dallasschools,disdreo
[52] lead_dallasisd,dallasschools
[51] engage_learning,richellelearns
[50] richellelearns,dallasreads
[49] dallasisdvpa,engage_learning
[49] txasl,txla

Top Word Pairs in Tweet in G10:
[21] including,libraries
[21] libraries,fy2021
[21] fy2021,budget
[21] budget,re
[21] re,opens
[21] opens,people
[21] people,look
[21] look,libraries
[21] libraries,help
[20] help,finding

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@irshadmanji
@magpielibrarian
@moniselseward
@girly_grrrl
@meghamaj
@lindatolladay
@virgo_librarian
@traciedhall1
@lisalibrarian

Top Replied-To in G1:
@alalibrary
@virgo_librarian
@beetea13
@fredtjoseph
@lkliterary
@mrstevenrowley
@clintworthing
@authorblogger
@politicalshort
@djlanatron

Top Replied-To in G2:
@alalibrary
@traciedhall1
@irshadmanji
@loidagarciafebo
@remhq
@alischilpp
@humble
@ilovelibraries
@librarypolicy
@infopromag

Top Replied-To in G3:
@bibliobeth
@lieberrian
@alalibrary
@njasl
@therealgloria
@lailamickelwait
@dribram
@jbaldwin_books
@beckystewart13
@mineeyesdazzle

Top Replied-To in G4:
@realdonaldtrump
@reporterjoe
@cbchealth
@salhaj
@nytimes
@youversion
@senmikelee
@seanhannity
@crazygumpride
@jsopio

Top Replied-To in G5:
@meghamaj
@alalibrary
@davidnaimon
@jennrynw
@pattyjmurphy
@ruha9
@vickipars
@bettywbc
@br_myers
@nprbooks

Top Replied-To in G7:
@fobettarh
@alalibrary
@himissjulie
@thegnarrator
@ringo_osu
@libraryvoice
@librarypolicy
@bookslover
@govmikedewine
@readonthebeach

Top Replied-To in G8:
@irshadmanji
@magpielibrarian
@moniselseward
@girly_grrrl
@lindatolladay
@teachbk
@penelopeeleni
@izzie_yizzie
@margare56235666
@mweinraub87

Top Replied-To in G9:
@disd_libraries
@disdsubs
@molinahslibrary
@twain_for
@melady2000
@tiger_library
@alalibrary
@tarynsouders

Top Replied-To in G10:
@tunahaf
@nmdlibrary
@robertannagirl
@sam__weller
@dc_draino
@sometimesmean
@rhlinuxuzer
@kurteichenwald
@maxboot
@ericholder

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@irshadmanji
@aasl
@drbiden
@themandalorian
@traciedhall1
@humble
@amlibraries
@teachcardona
@joebiden

Top Mentioned in G1:
@alalibrary
@themandalorian
@andriaamaral
@usagiguy
@idwpublishing
@beetea13
@disneyplus
@actualitte
@racialhealtheq

Top Mentioned in G2:
@alalibrary
@traciedhall1
@humble
@drbiden
@amlibraries
@ftrf
@ala_spectrum
@ilovelibraries
@remhq
@alaconferences

Top Mentioned in G3:
@alalibrary
@aasl
@teachcardona
@joebiden
@sexharassed
@lieberrian
@njasl
@vtvsla
@realchrisrufo
@drbiden

Top Mentioned in G4:
@alalibrary
@directorwray
@cbpmarkmorgan
@teamusa
@michelleobama
@scotusblog
@scotustoons
@susanwojcicki
@history
@secretarysonny

Top Mentioned in G5:
@alalibrary
@nypl
@meghamaj
@publisherswkly
@ayadakhtar
@librarycongress
@sljournal
@rebeccagiggs
@littlebrown
@overdrivelibs

Top Mentioned in G6:
@ensor_ms

Top Mentioned in G7:
@alalibrary
@thegnarrator
@flexlibris
@sparklesplosion
@fobettarh
@eminencefont
@ringo_osu
@quijotescx
@yo_bj
@ala_pla

Top Mentioned in G8:
@alalibrary
@irshadmanji
@meghangurdon
@teachbk
@girly_grrrl
@disrupttexts
@moniselseward
@lindatolladay
@tolerance_org
@mrshlevine

Top Mentioned in G9:
@disd_libraries
@alalibrary
@txla
@shannontrejo
@dallasisdvpa
@dallasschools
@txasl
@dallasreads
@richellelearns
@engage_learning

Top Mentioned in G10:
@alalibrary
@librarypolicy
@cplrankandfile
@chicagosmayor
@chipublichealth
@chipublib
@illlibraryassoc
@gilfordlibrary
@peterborough_tl
@keeneplibrary

Top Tweeters
Top Tweeters in Entire Graph:
@thehugfairy
@americanair
@kanekos69
@iartg
@joni_looking
@tokudeka
@gojira007x
@saragomezaranci
@dancas2
@thehill

Top Tweeters in G1:
@tokudeka
@gojira007x
@jjj5819
@mariojpc
@madrynha2012
@dvanhook822
@shyduroff
@politibunny
@rae2carmelita
@saludhealthinfo

Top Tweeters in G2:
@joni_looking
@007dufour007
@diapermakeovers
@bob_stinson1234
@all435reps
@mashable
@vievararosel
@mijomojo1
@v2aggie2
@forbes

Top Tweeters in G3:
@_yvonneburton
@mtrushmore2016
@beank511
@conservativegm
@aaroque2016
@staythecourse7
@eileendiana
@lastgirlout
@barbiemacs1
@freep

Top Tweeters in G4:
@americanair
@mcdonalds
@captainamerica
@wwf
@11alivenews
@thr
@aussietorres
@time
@politico
@usatoday

Top Tweeters in G5:
@welfordwrites
@bostonglobe
@nytimes
@nypost
@cnn
@nydailynews
@publicradionerd
@tweetyourbooks
@bondi_izzy
@appadappajappa

Top Tweeters in G6:
@thebarrylad
@leighbra
@meekorouse
@forgivemehera
@crittendenauto
@oresteian
@moonchaser7771
@derjue
@schnephanie
@docpop

Top Tweeters in G7:
@tuphlos
@docfreeride
@paulbaidoa
@herhandsmyhands
@hohojanna
@feministlib
@olinj
@menshevixen
@james3neal
@queenofrats

Top Tweeters in G8:
@kanekos69
@aruel45acp
@moniselseward
@nofixedabode
@sophiatseliem
@annmarimaukonen
@spudahoi90
@higinih
@anyechka
@magpielibrarian

Top Tweeters in G9:
@japamahatma
@theresajsnyder
@en
@jwingate46
@readersdigest
@socorroisd
@projectlitcomm
@cynthiaschwind
@shu
@disdsubs

Top Tweeters in G10:
@fourcornersrock
@jacobsberg
@sejorg
@divineem
@maxboot
@kurteichenwald
@wbez
@larryelder
@afscme
@wttw