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ALALibrary_2019-12-06_12-34-40.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
December 07, 2019
Short Description:
ALALibrary via NodeXL http://bit.ly/38hBkeD
@alalibrary
@neil_nile
@arjun_sanyal
@chascolibrary
@alansinouye
@macmillanusa
@safelibraries
@0zyx
@kidlittv_nyc
@elephants_red

Top hashtags:
#ebooksforall
#hourofcode
#readytocode
#csfirst
#librarykindness
#codeyourhero

Description:
Description
The graph represents a network of 4,008 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, 06 December 2019 at 20:36 UTC.

The requested start date was Friday, 06 December 2019 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 32-day, 9-hour, 26-minute period from Sunday, 03 November 2019 at 15:30 UTC to Friday, 06 December 2019 at 00:57 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 : 4008
Unique Edges : 7242
Edges With Duplicates : 7122
Total Edges : 14364
Number of Edge Types : 3
Mentions : 12802
Replies to : 1120
Tweet : 442
Self-Loops : 442
Reciprocated Vertex Pair Ratio : 0.0529497098646035
Reciprocated Edge Ratio : 0.100574052812859
Connected Components : 98
Single-Vertex Connected Components : 77
Maximum Vertices in a Connected Component : 3876
Maximum Edges in a Connected Component : 14229
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.011045
Graph Density : 0.00054233932932737
Modularity : 0.421995
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,008 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, 06 December 2019 at 20:36 UTC.

The requested start date was Friday, 06 December 2019 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 32-day, 9-hour, 26-minute period from Sunday, 03 November 2019 at 15:30 UTC to Friday, 06 December 2019 at 00:57 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] http://p2a.co/fgcQkzV
[42] https://national-justice.com/money-and-minds-behind-drag-queen-story-hour
[40] https://twitter.com/ALALibrary/status/1202276389384265729
[26] https://twitter.com/ALALibrary/status/1201898176715857923
[24] https://ec.ala.org/donate
[22] https://healthcare.gov/
[15] http://www.ala.org/advocacy/workforce/grant
[15] http://www.ala.org/tools/readytocode/minigrant
[15] https://public.resource.org/
[15] https://twitter.com/ALALibrary/status/1188884588149596161

Top URLs in Tweet in G1:
[34] http://p2a.co/fgcQkzV
[14] https://healthcare.gov/
[14] https://ec.ala.org/donate
[12] https://twitter.com/ALALibrary/status/1201898176715857923
[7] http://www.ilovelibraries.org/librariestransform/librarians-help-make-stem-learning-fun
[7] http://www.ala.org/tools/readytocode/minigrant
[5] http://www.ala.org/news/state-americas-libraries-report-2019
[5] https://twitter.com/eeberquist/status/1192199273061834752
[4] https://digitallearn.org/
[4] https://digitallearn.org/courses/using-healthcare-gov-to-enroll-in-health-insurance

Top URLs in Tweet in G2:
[24] http://p2a.co/fgcQkzV
[8] http://www.ala.org/advocacy/workforce/grant
[7] https://twitter.com/alalibrary/status/1194966968488677376
[6] http://ebooksforall.org/
[5] http://www.infotoday.com/OnlineSearcher/Articles/The-Searchers-Viewpoint/Brace-Yourselves-AI-Is-Here-to-Stay-135017.shtml
[5] http://www.ala.org/news/press-releases/2019/07/ala-denounces-new-macmillan-library-lending-model-urges-library-customers
[4] https://twitter.com/ALALibrary/status/1191402492392808449
[4] http://www.ala.org/advocacy/govinfo/census
[4] https://twitter.com/ALALibrary/status/1194966968488677376
[3] https://www.starnetlibraries.org/event/citizen-science-month-at-your-library/

Top URLs in Tweet in G3:
[7] http://www.ala.org/advocacy/intfreedom
[4] https://twitter.com/amandaklonsky1/status/1195453132974768128
[3] https://safelibraries.blogspot.com/2019/03/foia-request-of-houston-public-library.html
[2] https://www.infodocket.com/2019/11/15/a-recording-of-alas-preparing-your-library-for-the-2020-census-webinar-is-now-available/?utm_source=id&utm_medium=IDTW&utm_campaign=articles
[2] https://www.oif.ala.org/oif/?p=17203
[2] https://twitter.com/lsanger/status/1198065736570298368
[2] http://www.ala.org/donate
[1] http://www.ala.org/advocacy/workforce/grant
[1] https://www.oif.ala.org/oif/?p=19290
[1] https://www.alastore.ala.org/content/rosa-parks-poster

Top URLs in Tweet in G4:
[5] https://shop.spreadshirt.com/ALAGraphics-Gift-Shop/all
[5] http://webtv.un.org
[2] https://twitter.com/ALALibrary/status/1191391325742129152
[1] https://twitter.com/i/web/status/1194800897433444354
[1] https://www.youtube.com/watch?v=XWQy-YKIYUQ

[1] http://www.ala.org/rt/gncrt/friday-forum-lists
[1] http://www.ala.org/donate
[1] https://twitter.com/i/web/status/1193915025917956096
[1] http://www.ala.org/rt/gncrt/events
[1] https://docs.google.com/forms/d/e/1FAIpQLSdxTcLSjZz9sO2-DB-DPAz2MXYo0udHXeSmNu-Wp_KrDPqWVQ/viewform

Top URLs in Tweet in G5:
[5] https://twitter.com/alalibrary/status/1116503200046166018
[4] http://www.ala.org/tools/readytocode/minigrant
[4] https://ec.ala.org/donate
[4] https://twitter.com/e_foster3/status/1190506156394827777
[3] http://www.ala.org/advocacy/govinfo/census/grants
[3] https://2020.alamidwinter.org/registration/registration-rates
[3] https://healthcare.gov/
[2] https://twitter.com/AlanSInouye/status/1201862888245342209
[2] https://ew.com/books/2019/10/09/julia-alvarez-afterlife-cover-excerpt/
[2] http://www.ilovelibraries.org/librariestransform/librarians-help-make-stem-learning-fun

Top URLs in Tweet in G6:
[2] https://twitter.com/alalibrary/status/1195674879779057664
[1] https://twitter.com/i/web/status/1199707013095276544
[1] https://twitter.com/i/web/status/1200069662668664835
[1] https://twitter.com/dsmacdonald/status/1198002615902191616
[1] https://twitter.com/i/web/status/1199369553802907649
[1] https://www.slj.com/?detailStory=ala-offers-hour-of-code-and-2020-census-mini-Grants
[1] https://twitter.com/i/web/status/1202457209407328256
[1] https://twitter.com/i/web/status/1202408435876319234
[1] https://twitter.com/i/web/status/1202405899891027968
[1] https://twitter.com/i/web/status/1202407679358050305

Top URLs in Tweet in G7:
[1] http://www.ala.org/news/press-releases/2019/12/united-libraries-designate-edgar-allan-poe-house-museum-md-literary-landmark#.Xel25CP82DE.twitter
[1] https://www.washingtonpost.com/opinions/2019/11/09/citrus-county-fla-leaders-dont-like-new-york-times-that-doesnt-justify-keeping-it-out-their-libraries/
[1] https://ischool.syr.edu/stories/stretching-library-catalog-metadata-for-community-diversity-needs/
[1] https://twitter.com/i/web/status/1194865942427123712
[1] https://twitter.com/i/web/status/1200453329219809282
[1] https://twitter.com/i/web/status/1199184432483033088
[1] https://lucidea.com/blog/how-librarians-can-create-experiences-for-learning/
[1] https://www.theage.com.au/national/victoria/melbourne-school-turns-its-results-around-by-reviving-its-dying-library-20191029-p53585.html
[1] https://twitter.com/i/web/status/1199243206686195712
[1] https://twitter.com/SLICCEO/status/1197056024680812544

Top URLs in Tweet in G8:
[1] https://www.eventbrite.com/e/panel-discussion-copyright-is-complex-why-that-matters-to-you-tickets-84031798371
[1] https://twitter.com/i/web/status/1199317400845520896

Top URLs in Tweet in G9:
[3] http://www.ala.org/news/press-releases/2019/11/ala-responds-county-commission-decision-deny-digital-access-new-york-times
[2] https://twitter.com/ALALibrary/status/1191872828603281409
[1] https://music.apple.com/gb/album/u-f-orb/1443195868?i=7582577
[1] https://en.wikipedia.org/wiki/Decoder_(film)
[1] https://twitter.com/MPayneCville/status/1200481108070207493
[1] https://www.oif.ala.org/oif/?p=19218
[1] http://www.inthelibrarywiththeleadpipe.org/2019/ice-surveillance/
[1] https://americanlibrariesmagazine.org/blogs/the-scoop/ala-responds-to-citrus-county-new-york-times-block/
[1] https://www.usatoday.com/story/news/nation/2019/11/05/trump-fake-news-inspires-citrus-county-cancel-new-york-times/4163596002/
[1] https://www.tampabay.com/news/florida/2019/11/04/commissioners-call-new-york-times-fake-news-deny-library-funding-for-digital-subscriptions/

Top URLs in Tweet in G10:
[6] https://scistarter.org/citizensciencemonthfaq
[4] https://www.starnetlibraries.org/event/citizen-science-month-at-your-library/
[3] https://ala-events.zoom.us/webinar/register/8915723587626/WN_pPGg0JwbQK-jH8pKj2xSSw
[3] http://www.ala.org/news/member-news/2019/11/ala-seeks-applicants-national-policy-corps#.XcvX-8CXVJg.twitter
[2] https://americanlibrariesmagazine.org/2019/11/01/advocacy-tips-from-alas-policy-corps/
[2] https://twitter.com/alalibrary/status/1192598357967065089
[1] https://blog.scistarter.com/2019/11/citizen-science-month-and-beyond-at-your-library-ideas-tips-and-resources-from-scistarter-and-star-net/
[1] http://www.ala.org/news/member-news/2019/11/ala-accepting-applications-library-census-equity-fund-mini-grants
[1] https://americanlibrariesmagazine.org/blogs/the-scoop/ala-unveils-2020-carnegie-medals-shortlist/
[1] https://americanlibrariesmagazine.org/2019/06/11/newsmaker-emma-boettcher/

Top Domains
Top Domains in Tweet in Entire Graph:
[887] twitter.com
[228] ala.org
[66] p2a.co
[51] americanlibrariesmagazine.org
[42] national-justice.com
[22] healthcare.gov
[16] alamidwinter.org
[15] youtube.com
[15] ebooksforall.org
[15] resource.org

Top Domains in Tweet in G1:
[164] twitter.com
[91] ala.org
[34] p2a.co
[27] americanlibrariesmagazine.org
[14] healthcare.gov
[10] alamidwinter.org
[8] digitallearn.org
[7] ilovelibraries.org
[6] citizengo.org
[4] programminglibrarian.org

Top Domains in Tweet in G2:
[143] twitter.com
[51] ala.org
[24] p2a.co
[13] ebooksforall.org
[6] infotoday.com
[4] americanlibrariesmagazine.org
[3] starnetlibraries.org
[3] supremecourt.gov
[3] npr.org
[3] baltimoresun.com

Top Domains in Tweet in G3:
[72] twitter.com
[18] ala.org
[8] blogspot.com
[2] infodocket.com
[1] banned.video
[1] edgarcountywatchdogs.com
[1] dailysignal.com
[1] regnery.com
[1] wikipedia.org
[1] khou.com

Top Domains in Tweet in G4:
[28] twitter.com
[7] ala.org
[6] spreadshirt.com
[5] un.org
[2] youtube.com
[2] apple.com
[1] google.com
[1] nytimes.com
[1] infotoday.com
[1] wikipedia.org

Top Domains in Tweet in G5:
[147] twitter.com
[32] ala.org
[13] americanlibrariesmagazine.org
[6] alamidwinter.org
[4] digitallearn.org
[3] google.com
[3] youtube.com
[3] healthcare.gov
[2] ew.com
[2] ilovelibraries.org

Top Domains in Tweet in G6:
[35] twitter.com
[1] slj.com
[1] google.com
[1] ala.org
[1] regenerateyourlife.org
[1] p2a.co
[1] evanced.info

Top Domains in Tweet in G7:
[15] twitter.com
[3] ala.org
[1] washingtonpost.com
[1] syr.edu
[1] lucidea.com
[1] com.au
[1] thenewsminute.com
[1] theguardian.com
[1] wired.com
[1] suntimes.com

Top Domains in Tweet in G8:
[1] eventbrite.com
[1] twitter.com

Top Domains in Tweet in G9:
[4] ala.org
[3] twitter.com
[1] apple.com
[1] wikipedia.org
[1] inthelibrarywiththeleadpipe.org
[1] americanlibrariesmagazine.org
[1] usatoday.com
[1] tampabay.com

Top Domains in Tweet in G10:
[13] twitter.com
[6] scistarter.org
[6] ala.org
[6] americanlibrariesmagazine.org
[4] starnetlibraries.org
[3] zoom.us
[1] scistarter.com
[1] p2a.co
[1] forbes.com
[1] hyperallergic.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[189] ebooksforall
[186] hourofcode
[174] readytocode
[170] csfirst
[162] librarykindness
[123] codeyourhero
[112] givingtuesday
[89] libraries
[82] alamw20
[82] dragqueenstoryhour



Top Hashtags in Tweet in G1:
[120] librarykindness
[64] hourofcode
[52] givingtuesday
[41] csfirst
[36] readytocode
[30] ala_carnegie
[29] ebooksforall
[28] codeyourhero
[24] countonlibraries
[23] csedweek

Top Hashtags in Tweet in G2:
[116] ebooksforall
[52] hourofcode
[38] readytocode
[34] libraries
[33] csfirst
[31] librariesbuildbusiness
[24] countonlibraries
[20] librariesreadytocode
[20] librarykindness
[19] givingtuesday

Top Hashtags in Tweet in G3:
[79] dragqueenstoryhour
[52] alamw20
[25] parenting
[21] dqsh
[16] intellectualfreedom
[15] librarians
[15] sneaks
[13] pla2020
[9] givingtuesday
[6] libraries

Top Hashtags in Tweet in G4:
[16] librariescomicsandsuperheroesofcolor
[11] comicslibrarianship
[8] gncrt
[8] openscience
[8] 2030agenda
[7] libcomix
[7] givingtuesday2019
[6] ai
[6] imlsgrant
[5] fridayforum

Top Hashtags in Tweet in G5:
[16] readytocode
[14] givingtuesday
[13] countonlibraries
[11] alamw20
[11] libros4oregonlibros4all
[11] leer
[10] libros
[9] libros4oregon
[8] fundlibraries
[8] librariestransform

Top Hashtags in Tweet in G6:
[84] csfirst
[73] readytocode
[66] codeyourhero
[50] hourofcode
[24] csedweek
[6] kylchat
[5] allibraries
[5] aasl19
[4] codeyourownhero
[3] alalibrary

Top Hashtags in Tweet in G7:
[3] factsmatters
[1] balpoli
[1] mdpoli
[1] edgarallanpoe
[1] flpoli
[1] nypoli
[1] mapoli
[1] information
[1] fakenews
[1] democracy

Top Hashtags in Tweet in G8:
[1] goodday
[1] 1perday
[1] 1conrinthians3
[1] mound_pyre
[1] arabian
[1] signedcopy
[1] impeachable
[1] alamw19
[1] momentoflift

Top Hashtags in Tweet in G9:
[7] libraries
[2] mirrorprison
[2] florida
[1] merightnow
[1] fiberoptic
[1] toolbox
[1] mdisc
[1] cartage
[1] searchablepdf
[1] grammaticals

Top Hashtags in Tweet in G10:
[6] givingtuesday
[3] libraries
[3] librarykindness
[2] readytocode
[2] libs4health
[2] schlowlibrarypodcast
[1] 2020census
[1] countonlibraries
[1] librarieslead
[1] carnegiemedals

Top Words
Top Words in Tweet in Entire Graph:
[3590] Words in Sentiment List#1: Positive
[1459] Words in Sentiment List#2: Negative
[33] Words in Sentiment List#3: Angry/Violent
[100971] Non-categorized Words
[106020] Total Words
[3510] alalibrary
[1010] libraries
[996] library
[522] safelibraries
[348] public

Top Words in Tweet in G1:
[826] alalibrary
[215] library
[208] libraries
[135] today
[120] #librarykindness
[119] small
[115] give
[112] everyone
[112] giving
[110] promote

Top Words in Tweet in G2:
[646] alalibrary
[293] library
[284] libraries
[211] macmillanusa
[179] embargo
[141] alansinouye
[127] ebook
[116] macmillan
[116] #ebooksforall
[103] public

Top Words in Tweet in G3:
[675] alalibrary
[517] safelibraries
[348] activistmommy1
[336] cindyfrich
[319] shannontracy123
[294] aricohn
[235] defendsthepeeps
[181] notdoppleganger
[135] library
[106] public

Top Words in Tweet in G4:
[217] alalibrary
[75] libcomix
[56] libraries
[44] people
[44] part
[41] chrisarrant
[40] comics
[38] library
[35] american
[34] noethematt

Top Words in Tweet in G5:
[359] alalibrary
[92] libraries
[56] library
[55] aasl
[46] school
[40] ala
[32] support
[32] more
[31] librarians
[30] help

Top Words in Tweet in G6:
[191] alalibrary
[138] googleforedu
[84] #csfirst
[73] #readytocode
[70] grant
[69] mini
[66] #codeyourhero
[55] library
[50] #hourofcode
[41] awarded

Top Words in Tweet in G7:
[49] alalibrary
[26] libraries
[19] cilipinfo
[18] arjun_sanyal
[16] librarieseu
[15] biblioszabo
[13] rdlankes
[12] mortensoncenter
[11] stpnlibrarian
[11] bibverband

Top Words in Tweet in G8:
[9] alalibrary
[6] defenseintel
[4] billgates
[4] darpa
[4] god
[3] melindagates
[3] history
[2] internetassn
[2] complexlymedia
[2] sheg_stanford

Top Words in Tweet in G9:
[21] alalibrary
[16] nytimes
[7] #libraries
[7] public
[6] everylibrary
[5] authorsguild
[5] windows
[5] apple
[5] freebsdfndation
[5] linuxfoundation

Top Words in Tweet in G10:
[59] alalibrary
[56] libraries
[33] amlibraries
[24] library
[16] november
[13] part
[13] december
[13] special
[13] civic
[13] engagement

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[336] cindyfrich,activistmommy1
[192] mini,grant
[176] activistmommy1,alalibrary
[162] activistmommy1,shannontracy123
[158] shannontracy123,alalibrary
[146] everyone,give
[146] giving,tuesday
[145] give,financially
[144] today,promote
[143] alalibrary,everyone

Top Word Pairs in Tweet in G1:
[108] everyone,give
[108] give,financially
[108] today,promote
[107] small,kindnesses
[107] giving,tuesday
[106] financially,giving
[106] tuesday,today
[106] promote,#librarykindness
[106] #librarykindness,small
[106] alalibrary,everyone

Top Word Pairs in Tweet in G2:
[86] ebook,embargo
[81] crosby,kemper
[56] macmillan,library
[56] library,ebook
[51] mini,grant
[51] public,library
[47] grant,alalibrary
[43] limiting,access
[39] #hourofcode,mini
[38] #ebooksforall,petition

Top Word Pairs in Tweet in G3:
[336] cindyfrich,activistmommy1
[176] activistmommy1,alalibrary
[162] activistmommy1,shannontracy123
[158] shannontracy123,alalibrary
[117] safelibraries,defendsthepeeps
[116] aricohn,cindyfrich
[105] defendsthepeeps,cindyfrich
[90] shannontracy123,notdoppleganger
[78] notdoppleganger,safelibraries
[62] defendsthepeeps,aricohn

Top Word Pairs in Tweet in G4:
[32] comics,people
[32] noethematt,alalibrary
[32] american,libraries
[31] people,encourage
[31] encourage,part
[31] part,comics'
[31] comics',growing
[31] growing,presence
[31] presence,american
[30] chrisarrant,comics

Top Word Pairs in Tweet in G5:
[14] school,libraries
[14] alalibrary,aasl
[13] aasl,alalibrary
[12] mini,grant
[12] public,libraries
[11] #libros4oregonlibros4all,#leer
[10] alalibrary,ala_acrl
[10] ala_acrl,alamw
[10] libraries,young
[10] young,true

Top Word Pairs in Tweet in G6:
[84] alalibrary,googleforedu
[65] mini,grant
[57] #csfirst,#codeyourhero
[41] #hourofcode,mini
[40] grant,alalibrary
[32] googleforedu,alalibrary
[26] 2019,#hourofcode
[26] alalibrary,#csfirst
[25] #readytocode,alalibrary
[24] googleforedu,ve

Top Word Pairs in Tweet in G7:
[11] alalibrary,cilipinfo
[7] ways,libraries
[7] libraries,help
[7] help,promote
[7] promote,experiential
[7] experiential,learning
[7] learning,alalibrary
[7] cilipinfo,projectinfolit
[7] projectinfolit,bibverband
[6] marielradford,librarieseu

Top Word Pairs in Tweet in G8:
[4] darpa,god
[3] god,defenseintel
[2] complexlymedia,sheg_stanford
[2] monotheism,nimhdirector
[2] openai,alalibrary
[2] alalibrary,libya
[2] libya,alquran
[2] reprutherfordfl,realdonaldtrump
[2] realdonaldtrump,jimmycarter
[2] jimmycarter,marklevinshow

Top Word Pairs in Tweet in G9:
[5] windows,apple
[5] apple,freebsdfndation
[5] freebsdfndation,linuxfoundation
[5] linuxfoundation,debian
[5] debian,openindiana
[5] openindiana,opera
[5] opera,samsungmobileme
[5] samsungmobileme,toshibamea
[5] dcsuperman,dcbatman
[5] dcbatman,wakanda

Top Word Pairs in Tweet in G10:
[13] november,december
[13] libraries,civic
[13] civic,engagement
[10] sno,isle
[10] isle,libraries
[9] part,special
[9] special,november
[9] december,issue
[9] issue,feature
[9] feature,libraries

Top Replied-To
Top Replied-To in Entire Graph:
@safelibraries
@alalibrary
@aricohn
@shannontracy123
@noethematt
@micheleschiesse
@defendsthepeeps
@notdoppleganger
@macmillanusa
@frankmurphy2009

Top Replied-To in G1:
@alalibrary
@monicarysavy
@jamesrgwrites
@raforall
@direjackalope
@misspiacenza
@eeberquist
@shadowe_wolfe
@corindawn
@librarysith

Top Replied-To in G2:
@alalibrary
@macmillanusa
@cliftonbarnhart
@flashytonystark
@andrea_trudeau
@alansinouye
@heylibraraman
@heymeredith
@angcleveland
@loather

Top Replied-To in G3:
@safelibraries
@aricohn
@shannontracy123
@micheleschiesse
@defendsthepeeps
@notdoppleganger
@whogracie
@jennykaynz
@alalibrary
@karhifer

Top Replied-To in G4:
@noethematt
@francotheperson
@alalibrary
@oprahsbookclub
@chrisarrant
@librarylandia
@qmstitt
@thedrewbrowne
@thearystocrat
@inkylibrarian

Top Replied-To in G5:
@lincolnabesread
@lianabayne
@lms_united
@kapjohnson
@alalibrary
@bookishkim
@librariankt
@sjkoechlein
@nowviskie
@lynn_archives

Top Replied-To in G6:
@cangrolib
@misterlibrary
@felicawhite
@dsmacdonald
@conwaymslibrary
@librarypolicy
@mclibrarylayman
@nces_library
@rondagamblelms
@overdorfj

Top Replied-To in G7:
@alalibrary

Top Replied-To in G8:
@billgates
@reprutherfordfl
@samanthaswft
@therock

Top Replied-To in G9:
@cw4t7abs
@0zyx
@youtube
@educationweek
@nikoschangez
@kmcdouall55
@memangrum
@nytimes
@mcdpeach

Top Replied-To in G10:
@amlibraries
@blackflagchi
@cangrolib
@pritsgov
@citscilib

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@safelibraries
@activistmommy1
@cindyfrich
@shannontracy123
@macmillanusa
@aricohn
@defendsthepeeps
@googleforedu
@notdoppleganger

Top Mentioned in G1:
@alalibrary
@macmillanusa
@amlibraries
@googleforedu
@us_imls
@ala_pla
@julianmarquina
@booklist_susan
@nyla_1890

Top Mentioned in G2:
@alalibrary
@macmillanusa
@alansinouye
@kclibrary
@us_imls
@ala_pla
@librarypolicy
@googleorg
@crosbyk
@repgracemeng

Top Mentioned in G3:
@alalibrary
@safelibraries
@activistmommy1
@cindyfrich
@shannontracy123
@aricohn
@defendsthepeeps
@notdoppleganger
@asfleischman
@oif

Top Mentioned in G4:
@alalibrary
@libcomix
@chrisarrant
@applebooks
@c2e2
@oprahsbookclub
@librarylandia
@loidagarciafebo
@apple
@sparc_na

Top Mentioned in G5:
@alalibrary
@aasl
@sljournal
@lincolnabesread
@jasonreynolds83
@reformanational
@ncte
@alamw
@projectlitabes
@ala_acrl

Top Mentioned in G6:
@alalibrary
@googleforedu
@clermont_es
@sherryngick
@fcpssteam
@fcps_lis
@orchardvt
@drkmattson
@aasl
@maplecrestleban

Top Mentioned in G7:
@alalibrary
@cilipinfo
@arjun_sanyal
@librarieseu
@biblioszabo
@rdlankes
@mortensoncenter
@stpnlibrarian
@bibverband
@projectinfolit

Top Mentioned in G8:
@alalibrary
@defenseintel
@darpa
@god
@melindagates
@history
@internetassn
@complexlymedia
@sheg_stanford
@monotheism

Top Mentioned in G9:
@alalibrary
@nytimes
@everylibrary
@authorsguild
@windows
@apple
@freebsdfndation
@linuxfoundation
@debian
@openindiana

Top Mentioned in G10:
@alalibrary
@amlibraries
@ilovelibraries
@a
@citscilib
@scistarter
@eucitsci
@blackflagchi
@librarylovefest

Top Tweeters
Top Tweeters in Entire Graph:
@amazonhelp
@alllibertynews
@solutioneer72
@defendressofsan
@susanneleist
@rcnradio
@docwashburn
@russelltim151
@businessinsider
@googleexpertuk

Top Tweeters in G1:
@solutioneer72
@marty713
@jjj5819
@suescoby
@mymimisthebest
@tuphlos
@torontostar
@peri_gisele
@stillicides
@mysterycat314

Top Tweeters in G2:
@stevejacksonva
@teresamontao
@washingtonpost
@ignotolugar
@adrienneleigh
@soccermom1517
@sfdirewolf
@fox5dc
@bibliogato
@pupsherlive

Top Tweeters in G3:
@docwashburn
@russelltim151
@_yvonneburton
@foxnews
@safelibraries
@artallks
@freedomconnect_
@abcnews
@ft
@dhallnole

Top Tweeters in G4:
@pfanderson
@younglibrarian
@richonown
@jacobsberg
@halpernalex
@iluvhorseracing
@bradrockstarr
@ckayfabe
@frenchpressplz
@booksnyarn

Top Tweeters in G5:
@mrschureads
@ncte
@cbsthismorning
@smithsonianmag
@mrsjjee
@coolgrey
@technolibrary
@waynetwpsuper
@mtechman
@somers_library

Top Tweeters in G6:
@sak_shoes
@1unitedstates1
@sherryngick
@kishizuka
@auntierez
@mnguyen
@dsmacdonald
@dogearedcarrie
@nancyjolambert
@tori_mazur

Top Tweeters in G7:
@timeshighered
@margymaclibrary
@mchris4duke
@snurb_dot_info
@lisalibrarian
@poeboston
@infointuitive
@janecowell8
@cilipinfo
@illinois_alma

Top Tweeters in G8:
@amazonhelp
@people
@ajenglish
@libyaliberty
@president
@haaretz
@tvguide
@cnnbrk
@history
@cbcolympics

Top Tweeters in G9:
@nytimes
@windows
@usatoday
@cnn
@educationweek
@rom
@incohetur
@cw4t7abs
@kentrodexia
@velopky

Top Tweeters in G10:
@janiecestaton
@blackflagchi
@kokeshi_me
@schlowlibrary
@james3neal
@proviewsusa
@evermama8
@harpercollins
@jenhoward
@tkleghorn1