ALALibrary, Twitter, 12/5/2020 4:46:42 AM, 242706


FAQ | Problem?

ALALibrary_2020-12-03_20-50-45.xlsx
ALALibrary_2020-12-03_20-50-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 05, 2020
Short Description:
ALALibrary via NodeXL https://bit.ly/37FZrEi
@alalibrary
@monsarkhe
@sexharassed
@arjun_sanyal
@authorlisafipps
@indiebound
@nedenags
@justinalpertesq
@thartman2u
@karenveitch

Top hashtags:
#bannedbooksweek
#ala_carnegie
#fiction
#alamw21
#nonfiction
#library

Description:
Description
The graph represents a network of 6,160 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 Friday, 04 December 2020 at 05:01 UTC.

The requested start date was Thursday, 03 December 2020 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 68-day, 2-hour, 44-minute period from Friday, 25 September 2020 at 22:08 UTC to Thursday, 03 December 2020 at 00:53 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 : 6160
Unique Edges : 7432
Edges With Duplicates : 14369
Total Edges : 21801
Number of Edge Types : 5
MentionsInRetweet : 7098
Replies to : 1040
Retweet : 4005
Mentions : 8967
Tweet : 691
Self-Loops : 724
Reciprocated Vertex Pair Ratio : 0.0423849298027368
Reciprocated Edge Ratio : 0.0813229903674026
Connected Components : 208
Single-Vertex Connected Components : 167
Maximum Vertices in a Connected Component : 5893
Maximum Edges in a Connected Component : 21508
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.956826
Graph Density : 0.000309203298730819
Modularity : 0.376737
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 6,160 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 Friday, 04 December 2020 at 05:01 UTC.

The requested start date was Thursday, 03 December 2020 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 68-day, 2-hour, 44-minute period from Friday, 25 September 2020 at 22:08 UTC to Thursday, 03 December 2020 at 00:53 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:
[100] http://www.ala.org/awardsgrants/carnegieadult/longlists
[49] http://www.ala.org/rusa/awards/carnegie-medals/2021-winners
[35] https://bannedbooksweek.org/
[31] https://twitter.com/ALALibrary/status/1326303379031793664
[28] http://WilliamRStanek.com
[27] https://twitter.com/ALALibrary/status/1320788046573457409
[22] http://www.ala.org/membership/ala-connect-live-monthly-series
[19] http://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/top10
[19] http://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/decade2019
[18] https://digitallearn.org/

Top URLs in Tweet in G1:
[47] http://www.ala.org/awardsgrants/carnegieadult/longlists
[31] http://www.ala.org/rusa/awards/carnegie-medals/2021-winners
[14] http://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/top10
[13] http://www.ilovelibraries.org/article/what-it%E2%80%99s-be-library-cat-during-pandemic
[11] http://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/decade2019
[8] http://www.ala.org/membership/ala-connect-live-monthly-series
[8] https://twitter.com/oatp/status/1327644269767606279
[7] https://digitallearn.org/
[7] https://healthcare.gov/
[6] https://ec.ala.org/donate?utm_source=social&utm_medium=tw&utm_campaign=GivingTuesday

Top URLs in Tweet in G2:
[52] http://www.ala.org/awardsgrants/carnegieadult/longlists
[17] https://twitter.com/ALALibrary/status/1326303379031793664
[14] http://www.ala.org/membership/ala-connect-live-monthly-series
[11] https://twitter.com/ALALibrary/status/1320788046573457409
[9] https://www.cnn.com/2020/10/22/us/new-mexico-school-internet-trnd/index.html?fbclid=IwAR1IdGNIcxolDoP3fvOq_bVONZ6aImzvxoFw5OkQ385FwDRYL9JYibYRaYM
[9] https://digitallearn.org/
[7] http://www.ala.org/rusa/awards/carnegie-medals/2021-winners
[7] https://twitter.com/alalibrary/status/1320788046573457409
[7] https://healthcare.gov/
[7] https://twitter.com/ALALibrary/status/1328715527141855233

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/1328609437473501184
[1] https://twitter.com/i/web/status/1328612713191370754
[1] https://twitter.com/ALALibrary/status/1328730373644226567
[1] https://www.youtube.com/watch?v=I5l75romOXY&feature=youtu.be

[1] https://fortune.com/2020/10/25/doomscrolling-social-media-2020-election-twitter-facebook-instagram/
[1] https://www.nytimes.com/2020/10/14/us/trump-amy-barrett.html
[1] https://www.youtube.com/watch?v=Vtkv3-endYc&feature=youtu.be


Top URLs in Tweet in G4:
[28] http://WilliamRStanek.com
[17] http://www.robert-stanek.com/
[16] http://www.williamrstanek.com
[12] https://bannedbooksweek.org/
[10] http://www.ruinmist.com/
[8] http://www.ala.org/aboutala/offices/oif
[7] https://robertstanek.blogspot.com/2013/10/publishing-today.html
[4] http://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/decade2019
[4] https://www.oif.ala.org/oif/?page_id=23235
[4] https://www.pinterest.co.uk/pin/256212666281008599/

Top URLs in Tweet in G5:
[8] https://careersingovernment.com/job/385370/library-assistant-i-colusa-branch/
[8] https://careersingovernment.com/job/385369/library-assistant-i-80-fte-multiple-branches/
[7] https://www.careersingovernment.com/job/379818/director-of-cultural-services/
[4] https://www.sla.org/attend/sla-annual-conference-2020/
[4] https://twitter.com/CazApr1/status/1313397437239828480
[2] https://openathens.org/publishers/user-experience-award/
[2] https://twitter.com/ALALibrary/status/1330522701837066242
[2] https://www.cilip.org.uk/news/527177/Professional-associations-have-work-to-do.htm
[2] https://www.eifl.net/events/webinar-public-library-development
[2] http://www.ala.org/news/member-news/2020/10/ala-awards-programming-grants-help-libraries-address-climate-change-crisis

Top URLs in Tweet in G6:
[5] http://www.yawednesday.com/weekend-picks-2020.html
[2] https://twitter.com/ALALibrary/status/1305961092670251011
[1] https://twitter.com/i/web/status/1311007590973935618
[1] https://twitter.com/i/web/status/1312323928325525504
[1] https://twitter.com/alxthomp/status/1313802311135883264
[1] https://twitter.com/repkatiehill/status/1313703832216506369
[1] https://twitter.com/ALALibrary/status/1315771228079173632
[1] https://twitter.com/roosterpisces/status/1315803797466296321
[1] https://twitter.com/ALALibrary/status/1316477130507722752
[1] https://twitter.com/bklynlibrary/status/1316725955143008256

Top URLs in Tweet in G7:
[5] http://www.ala.org/advocacy/diversity/odlos-blog/prince-george-county-antiracism
[3] http://www.mytowntutors.com/middle-school-jokes/
[3] https://twitter.com/ALALibrary/status/1320788046573457409
[2] https://www.loc.gov/events/2020-national-book-festival/schedule/
[2] http://www.ilovelibraries.org/lovemylibrarian
[2] http://www.ilovelibraries.org/article/if-your-kids-need-help-coping-pandemic-look-libraries
[2] https://twitter.com/ALALibrary/status/1317211472762707969
[2] https://www.pbs.org/wgbh/americanexperience/features/books-behind-bars/
[1] https://twitter.com/i/web/status/1327274676863832067
[1] https://www.loc.gov/collections/open-access-books/about-this-collection

Top URLs in Tweet in G8:
[2] https://www.remhq.com/store/
[2] https://twitter.com/ALALibrary/status/1328715527141855233
[2] https://twitter.com/ALALibrary/status/1321916481341431813
[2] http://www.ala.org/rusa/awards/carnegie-medals/2021-winners
[2] https://twitter.com/ALALibrary/status/1310670890246582273
[1] https://store.remhq.com/
[1] https://www.udiscovermusic.com/news/r-e-m-eco-friendly-jigsaw-puzzle/
[1] https://store.remhq.com
[1] https://remhq.com/
[1] http://www.ilovelibraries.org/article/get-rem-puzzle-shiny-happy-people-your-life

Top URLs in Tweet in G9:
[5] https://www.slj.com/?detailStory=native-perspectives-first-nations-indigenous-people-booklist-picture-books&fbclid=IwAR2WZ7RB4jm3GIIXvDQzwIRtWpNhYOkwqGjeiiABfZuuYzlyD2HED_kJ5sQ
[1] https://twitter.com/i/web/status/1330614100330770437
[1] https://www.newsandtribune.com/indiana/news/pollinator-paradise-librarys-butterfly-garden-takes-aim-at-ecosystem/article_a4f9d3de-d2cd-50d3-b8bb-374731049e55.html?fbclid=IwAR3mLfpD6XmE9RwlGUruWoElTT0LIYLQuzs5yd2LIWkWzDPtJZXHKOIhfEw
[1] https://twitter.com/i/web/status/1331458211635933184
[1] https://twitter.com/alalibrary/status/1310227705464598528
[1] https://twitter.com/alalibrary/status/1315060801284329479
[1] https://twitter.com/ALALibrary/status/1315060801284329479
[1] https://twitter.com/romenendez14/status/1318718154122678277
[1] https://twitter.com/ala_booklist/status/1329483016960413696
[1] https://twitter.com/MPJHlibrary/status/1326980143340982277

Top URLs in Tweet in G10:
[11] https://twitter.com/ALALibrary/status/1326303379031793664
[6] https://twitter.com/ALALibrary/status/1315670675525431300
[6] https://twitter.com/ALALibrary/status/1319355851799482374
[5] https://twitter.com/ALALibrary/status/1320733928014176269
[5] https://twitter.com/ALALibrary/status/1320788046573457409
[5] https://twitter.com/ALALibrary/status/1321893823069507585
[4] https://twitter.com/ALALibrary/status/1310670890246582273
[3] https://twitter.com/ALALibrary/status/1310227705464598528
[3] https://twitter.com/ALALibrary/status/1311043075750457351
[3] https://twitter.com/alalibrary/status/1315670675525431300

Top Domains
Top Domains in Tweet in Entire Graph:
[1225] twitter.com
[452] ala.org
[133] ilovelibraries.org
[53] americanlibrariesmagazine.org
[47] williamrstanek.com
[46] bannedbooksweek.org
[43] youtube.com
[42] alamidwinter.org
[25] programminglibrarian.org
[24] blogspot.com

Top Domains in Tweet in G1:
[229] twitter.com
[203] ala.org
[61] ilovelibraries.org
[19] americanlibrariesmagazine.org
[18] alamidwinter.org
[10] zoom.us
[9] youtube.com
[8] programminglibrarian.org
[7] digitallearn.org
[7] healthcare.gov

Top Domains in Tweet in G2:
[387] twitter.com
[160] ala.org
[60] ilovelibraries.org
[31] americanlibrariesmagazine.org
[24] alamidwinter.org
[15] humblebundle.com
[10] zoom.us
[9] programminglibrarian.org
[9] cnn.com
[9] digitallearn.org

Top Domains in Tweet in G3:
[3] twitter.com
[2] youtube.com
[1] fortune.com
[1] nytimes.com

Top Domains in Tweet in G4:
[85] twitter.com
[47] williamrstanek.com
[38] ala.org
[17] bannedbooksweek.org
[17] robert-stanek.com
[11] youtube.com
[10] blogspot.com
[10] ruinmist.com
[4] co.uk
[4] google.com

Top Domains in Tweet in G5:
[49] twitter.com
[23] careersingovernment.com
[6] openathens.org
[6] ala.org
[4] sla.org
[2] libraryjournal.com
[2] ebsco.com
[2] youtube.com
[2] org.uk
[2] eifl.net

Top Domains in Tweet in G6:
[66] twitter.com
[5] yawednesday.com
[1] ala.org
[1] brandnewtube.com
[1] edgarcountywatchdogs.com
[1] thefederalist.com
[1] prayforacb.com
[1] blogspot.com
[1] latimes.com
[1] app.do

Top Domains in Tweet in G7:
[41] twitter.com
[9] ala.org
[7] loc.gov
[5] ilovelibraries.org
[4] mytowntutors.com
[2] pbs.org
[1] creativecommons.org
[1] servingamericaslibrarycommunity.org
[1] nationalbookfestival.com
[1] surveymonkey.com

Top Domains in Tweet in G8:
[19] twitter.com
[6] remhq.com
[4] gutenberg.org
[3] ala.org
[2] ilovelibraries.org
[1] udiscovermusic.com
[1] nypl.org
[1] soundcloud.com
[1] hcommons.org
[1] found.ee

Top Domains in Tweet in G9:
[10] twitter.com
[5] slj.com
[1] newsandtribune.com
[1] rd.com
[1] ala.org
[1] bannedlibrary.com
[1] wired.com
[1] wi.gov

Top Domains in Tweet in G10:
[169] twitter.com
[1] warrenville.com
[1] grantsoffice.com
[1] wblib.org
[1] google.com
[1] biblionix.com
[1] cmclibrary.org
[1] einetwork.net
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1141] bannedbooksweek
[482] ala_carnegie
[201] fiction
[193] alamw21
[134] nonfiction
[109] library
[107] robertstanek
[103] libraries
[102] author
[100] american



Top Hashtags in Tweet in G1:
[373] bannedbooksweek
[153] ala_carnegie
[59] fiction
[53] librarycardsignupmonth
[46] library
[38] nonfiction
[34] architect
[26] dearbannedauthor
[26] alamw21
[20] digitalequity

Top Hashtags in Tweet in G2:
[287] ala_carnegie
[135] fiction
[86] alamw21
[83] nonfiction
[67] bannedbooksweek
[35] poc
[34] libraries
[26] digitalequity
[18] librarycardsignupmonth
[17] librariesstrong

Top Hashtags in Tweet in G3:
[3] mosesvaaron
[3] childsex
[2] radar_tms
[2] cement
[2] cognitiveradar
[2] vote
[1] 1909voxgod
[1] intrusivethought
[1] primusproxima
[1] monogamy

Top Hashtags in Tweet in G4:
[435] bannedbooksweek
[107] robertstanek
[101] author
[100] american
[83] amwriting
[74] amblogging
[72] alalibrary
[61] censorshipisscary
[52] amlibraries
[51] epicfantasy

Top Hashtags in Tweet in G5:
[23] jobsearch
[23] libraries
[19] cilipconf20
[18] hiring
[18] colusacounty
[16] applynow
[16] jobalert
[13] bannedbooksweek
[11] librarians
[10] jobopening

Top Hashtags in Tweet in G6:
[74] alamw21
[33] parenting
[26] alaac21
[26] 1776commission
[21] yalsa20
[20] bannedbooksweek
[16] fundlibraries
[14] rawreport
[12] edchat
[9] covid19

Top Hashtags in Tweet in G7:
[27] bannedbooksweek
[19] librariestransform
[14] natbookfest
[12] libraries
[8] library
[8] libraryservices
[6] oa
[6] givingtuesday
[6] librarians
[5] antiracism

Top Hashtags in Tweet in G8:
[13] bannedbooksweek
[5] remreadpuzzle
[4] ala_carnegie
[2] alamw21
[1] librarycollection
[1] philliswheatleypeters
[1] thread
[1] gratitude
[1] raiseup
[1] digitalcollections

Top Hashtags in Tweet in G9:
[18] bannedbooksweek
[11] librarians
[10] teachers
[10] bookposse
[10] booknerd
[10] iamreading
[10] teamsisd
[6] wischat
[5] wiamind
[3] libraries

Top Hashtags in Tweet in G10:
[10] bannedbooksweek
[6] library
[4] libraries
[2] ilovemylibrarian
[2] nationalcatday
[2] communication
[2] consultant
[2] services
[1] librarycardsignupmonth
[1] mavlibrary

Top Words
Top Words in Tweet in Entire Graph:
[5271] alalibrary
[1141] #bannedbooksweek
[1103] library
[928] books
[867] read
[746] banned
[731] libraries
[721] book
[564] 2021
[535] freedom

Top Words in Tweet in G1:
[1558] alalibrary
[373] #bannedbooksweek
[346] library
[334] read
[331] banned
[322] books
[254] freedom
[180] book
[175] 2021
[152] #ala_carnegie

Top Words in Tweet in G2:
[1693] alalibrary
[331] 2021
[317] library
[296] congratulations
[287] #ala_carnegie
[275] medals
[266] excellence
[266] libraries
[259] ala
[216] longlist

Top Words in Tweet in G3:
[50] alalibrary
[18] museumweek
[15] usatoday
[14] honorsociety
[14] americanmensa
[14] directorwray
[14] isogg
[13] citylab
[13] scotusblog
[13] oed

Top Words in Tweet in G4:
[490] alalibrary
[435] #bannedbooksweek
[274] books
[257] banned
[208] robert
[196] robertstanek
[191] oif
[176] years
[174] bannedbooksweek
[150] stanek

Top Words in Tweet in G5:
[193] alalibrary
[125] libraries
[52] time
[47] library
[43] great
[37] information
[34] libraryjournal
[33] social
[33] justice
[33] cilipinfo

Top Words in Tweet in G6:
[220] alalibrary
[140] school
[121] librarians
[106] sexharassed
[97] library
[89] american
[78] association
[78] dribram
[74] #alamw21
[65] speaker

Top Words in Tweet in G7:
[187] alalibrary
[58] librarycongress
[47] book
[40] fobettarh
[35] read
[32] books
[29] support
[27] library
[27] #bannedbooksweek
[23] statement

Top Words in Tweet in G8:
[209] alalibrary
[200] remhq
[182] puzzle
[155] poster
[113] benefit
[109] proceeds
[107] read
[73] ala
[71] 1990
[70] classic

Top Words in Tweet in G9:
[63] authorlisafipps
[63] contest
[63] signed
[63] starfish
[63] arc
[63] along
[63] goodies
[63] depend
[63] winner's
[63] likes

Top Words in Tweet in G10:
[23] library
[17] books
[15] book
[15] read
[14] libraries
[12] great
[11] check
[10] #bannedbooksweek
[8] banned
[7] list

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[472] freedom,read
[412] medals,excellence
[405] #ala_carnegie,medals
[376] 2021,#ala_carnegie
[357] alalibrary,congratulations
[235] banned,books
[201] excellence,#fiction
[192] learn,more
[178] challenged,books
[176] #fiction,longlist

Top Word Pairs in Tweet in G1:
[240] freedom,read
[122] medals,excellence
[117] #ala_carnegie,medals
[114] banned,books
[113] alalibrary,#bannedbooksweek
[107] 2021,#ala_carnegie
[97] alalibrary,re
[94] re,looking
[94] looking,nation
[94] nation,outstanding

Top Word Pairs in Tweet in G2:
[267] #ala_carnegie,medals
[266] alalibrary,congratulations
[261] medals,excellence
[249] 2021,#ala_carnegie
[135] excellence,#fiction
[124] #fiction,longlist
[75] excellence,#nonfiction
[72] learn,more
[60] #nonfiction,longlist
[59] president,jcjeffersonjr

Top Word Pairs in Tweet in G3:
[13] honorsociety,americanmensa
[12] alalibrary,museumweek
[8] oed,ahdictionary
[8] ahdictionary,collinsdict
[7] economictimes,deepmind
[7] deepmind,blueorigin
[7] blueorigin,honorsociety
[7] americanmensa,exmachina
[7] exmachina,exmachinapod
[7] exmachinapod,exmachinagroup

Top Word Pairs in Tweet in G4:
[150] robert,stanek
[114] william,robert
[100] robertstanek,#bannedbooksweek
[100] #bannedbooksweek,show
[100] show,support
[100] support,#american
[100] #american,#author
[100] #author,#robertstanek
[98] banned,challenged
[92] ruin,mist

Top Word Pairs in Tweet in G5:
[33] social,justice
[31] fight,against
[31] information,poverty
[30] against,information
[29] poverty,one
[29] one,great
[29] great,social
[29] justice,issues
[29] issues,time
[29] time,libraries

Top Word Pairs in Tweet in G6:
[83] school,librarians
[79] american,library
[78] library,association
[53] lead,speaker
[44] critical,race
[44] race,theory
[27] ncte,alalibrary
[27] alalibrary,alanorg
[27] alanorg,pernilleripp
[27] pernilleripp,colbysharp

Top Word Pairs in Tweet in G7:
[22] alalibrary,make
[22] make,statement
[21] wonder,alalibrary
[21] statement,mr
[21] mr,prxxd
[21] prxxd,boy
[21] boy,saying
[21] saying,don
[21] don,support
[21] support,hatred

Top Word Pairs in Tweet in G8:
[108] proceeds,benefit
[92] remhq,alalibrary
[76] read,poster
[67] benefit,ala
[64] readâ,poster
[62] releasing,puzzle
[62] puzzle,based
[62] poster,proceeds
[60] alalibrary,releasing
[60] based,classic

Top Word Pairs in Tweet in G9:
[63] contest,signed
[63] signed,starfish
[63] starfish,arc
[63] arc,along
[63] along,goodies
[63] goodies,depend
[63] depend,winner's
[63] winner's,likes
[63] likes,interests
[63] interests,enter

Top Word Pairs in Tweet in G10:
[4] banned,books
[4] library,cat
[4] good,cause
[3] banned,book
[2] library,card
[2] books,week
[2] read,banned
[2] book,read
[2] read,#bannedbooksweek
[2] books,read

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@homage
@remhq
@meghamaj
@lauraleigh85
@repandylevin
@lisalibrarian
@doug_d_stuart
@sexharassed
@fobettarh

Top Replied-To in G1:
@alalibrary
@homage
@meghamaj
@lisalibrarian
@fredtjoseph
@lkliterary
@_deadastronaut_
@authorblogger
@mrkitmath
@artbyannakim

Top Replied-To in G2:
@alalibrary
@repandylevin
@doug_d_stuart
@thatandromeda
@ravenleilani
@davidnaimon
@brembs
@humble
@drbiden
@alansinouye

Top Replied-To in G3:
@economictimes
@reporterjoe
@cbchealth
@ajitpaifcc
@nytimes
@thinkpix_suze
@senmikelee
@realdonaldtrump
@youversion
@khamenei_ir

Top Replied-To in G4:
@bookwormbrookek
@bertrandlibrary
@alalibrary
@librarylandia
@cactuswoman
@llgraham
@ckthelibrarian
@4dlovestoread
@austingragg
@pgcmls

Top Replied-To in G5:
@alalibrary
@traciedhall1
@libraryjournal
@careersingov
@ruha9
@joedaceytweets
@sarisimas
@rdlankes
@brittanyhailer
@eiflnet

Top Replied-To in G6:
@lauraleigh85
@sexharassed
@mrsmcnett12
@lailamickelwait
@lalovestrump
@mickifryhover
@asranomani
@repandylevin
@realchrisrufo
@getoutspoken20

Top Replied-To in G7:
@fobettarh
@himissjulie
@jennrynw
@pgcmls
@alalibrary
@senduckworth
@cassiejrr
@gayintn1981
@auxierverzani
@virgo_librarian

Top Replied-To in G8:
@remhq
@rachelsedens
@jessamyn
@brandeeworsham
@oscarrlanza
@alalibrary
@hoover_dam
@paddywaxcandles
@blklibrarygirl
@mreevt

Top Replied-To in G9:
@bfmsfalcons
@alalibrary
@disd_libraries
@youthlibraries
@romenendez14
@carmen96113979
@panthershhs
@molinahslibrary
@worldkidlit
@multilinguallib

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@oif
@remhq
@bannedbooksweek
@robertstanek
@humble
@ilovelibraries
@yalsa
@ftrf
@sexharassed

Top Mentioned in G1:
@alalibrary
@aianational
@patkauarchitect
@brownbatheart
@prhlibrary
@dccomics
@thatandromeda
@meghamaj
@librarypolicy
@oif

Top Mentioned in G2:
@alalibrary
@humble
@ftrf
@jcjeffersonjr
@librarypolicy
@ala_spectrum
@ilovelibraries
@alaconferences
@ala_pla
@amlibraries

Top Mentioned in G3:
@alalibrary
@museumweek
@directorwray
@isogg
@usatoday
@teamusa
@honorsociety
@americanmensa
@citylab
@scotusblog

Top Mentioned in G4:
@alalibrary
@robertstanek
@oif
@bannedbooksweek
@bertrandvikings
@nslaorg
@87tennisgirl
@aasl
@nelovesps
@amlibraries

Top Mentioned in G5:
@alalibrary
@cilipinfo
@libraryjournal
@karenveitch
@ifla
@loidagarciafebo
@ala_pla
@bibverband
@traciedhall1
@librarynicole

Top Mentioned in G6:
@alalibrary
@sexharassed
@dribram
@ncte
@alanorg
@pernilleripp
@colbysharp
@donalynbooks
@alangratz
@jasonreynolds83

Top Mentioned in G7:
@alalibrary
@librarycongress
@fobettarh
@roncharles
@ilovelibraries
@dcpl
@diversebooks
@creativecommons
@libnofcongress
@mdstatelibrary

Top Mentioned in G8:
@alalibrary
@remhq
@bfk_athens
@b
@ilovelibraries
@vermontlib
@heathergendron1
@loclalibrarians
@paddywaxcandles

Top Mentioned in G9:
@authorlisafipps
@alalibrary
@txla
@disd_libraries
@sljournal
@dallasisdvpa
@dallaslibrary
@engage_learning
@johnson4dallas
@fame

Top Mentioned in G10:

Top Tweeters
Top Tweeters in Entire Graph:
@thehugfairy
@filafresh
@dichristine
@sjb6991
@tokudeka
@chantelldawnsny
@bellesapepper37
@docwashburn
@ndtv
@indianexpress

Top Tweeters in G1:
@filafresh
@sjb6991
@bellesapepper37
@indianexpress
@jjj5819
@jayoung1892
@nickasavet
@bexxmodd
@cultiv8hope
@amaliada

Top Tweeters in G2:
@tokudeka
@elknight20
@kimvie
@viralvideovlogs
@nytimes
@all435reps
@mijomojo1
@brade1991
@missourigirl62
@fizapathan

Top Tweeters in G3:
@mcdonalds
@guardian
@captainamerica
@wwf
@kkallen_author
@economictimes
@bostonglobe
@aussietorres
@time
@haaretzcom

Top Tweeters in G4:
@tigerbeat
@jrtomlinauthor
@brianrathbone
@lgbtqplusbot
@woodheat
@raincoaster
@flipgrid
@wandafay
@carebear_kara
@adriansalter315

Top Tweeters in G5:
@pamcurtis4210
@bbcnews
@itvnews
@drjengunter
@geewhizpat
@salhaj
@yaremchuk_v
@cooljustice
@att
@careersingov

Top Tweeters in G6:
@chantelldawnsny
@docwashburn
@_yvonneburton
@hlaurora63
@beank511
@vfl2013
@lvnancy
@pinkk9lover
@zerohedge
@staythecourse7

Top Tweeters in G7:
@tuphlos
@usatoday
@ana_captures
@basseyworld
@herhandsmyhands
@benedictevans
@holdengraber
@rosyshepherdess
@1naturalzeta
@birdonwing

Top Tweeters in G8:
@dichristine
@007dufour007
@rosstell
@rockslashjeffry
@taterpie
@jerrybeach73
@hoover_dam
@jayfloyd94
@naughtysecrets
@ididwy

Top Tweeters in G9:
@theresajsnyder
@wired
@wdclac
@readersdigest
@jwingate46
@kidsbookbot
@sljournal
@socorroisd
@ashleyhblake
@booksyalove

Top Tweeters in G10:
@thebarrylad
@jilansy
@janineyve
@crittendenauto
@chancfangirl
@maggiecaroline1
@docpop
@jumile
@bibalabib
@libraryatnight