ALALibrary, Twitter, 8/6/2020 4:33:04 AM, 231992


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ALALibrary_2020-08-05_20-48-00.xlsx
ALALibrary_2020-08-05_20-48-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 06, 2020
Short Description:
ALALibrary via NodeXL https://bit.ly/2DiwaEO
@alalibrary
@google
@nedenags
@1600council
@hornbook
@safelibraries
@myonlinelifenow
@wearealsc
@deecalhounsmhn
@kel_karpinski

Top hashtags:
#alavirtual20
#thebookawardcelebration
#alaholdingspace
#babysittersclub

Description:
Description
The graph represents a network of 5,730 Twitter users whose tweets in the requested range contained "ALALibrary", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 06 August 2020 at 03:54 UTC.

The requested start date was Thursday, 06 August 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 42-day, 4-hour, 5-minute period from Tuesday, 23 June 2020 at 21:43 UTC to Wednesday, 05 August 2020 at 01:48 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 : 5730
Unique Edges : 9519
Edges With Duplicates : 16971
Total Edges : 26490
Number of Edge Types : 5
Mentions : 12582
MentionsInRetweet : 7509
Retweet : 3863
Replies to : 1752
Tweet : 784
Self-Loops : 810
Reciprocated Vertex Pair Ratio : 0.0394237526352776
Reciprocated Edge Ratio : 0.0758569400311
Connected Components : 128
Single-Vertex Connected Components : 104
Maximum Vertices in a Connected Component : 5560
Maximum Edges in a Connected Component : 26299
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.953053
Graph Density : 0.000450571889078468
Modularity : 0.390421
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 5,730 Twitter users whose tweets in the requested range contained "ALALibrary", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 06 August 2020 at 03:54 UTC.

The requested start date was Thursday, 06 August 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 42-day, 4-hour, 5-minute period from Tuesday, 23 June 2020 at 21:43 UTC to Wednesday, 05 August 2020 at 01:48 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:
[44] http://www.ala.org/advocacy/holding-space
[31] https://twitter.com/ALALibrary/status/1275865339033780226
[25] http://www.booktitlegenerator.net/
[23] http://www.ala.org/news/book-award-celebration
[19] https://www.amazon.com/dp/B08B4TF5WR/ref=cm_sw_em_r_mt_dp_U_LQ58EbT351DVB
[18] https://www.youtube.com/user/AmLibraryAssociation
[17] https://twitter.com/ALALibrary/status/1275821616329523204
[14] https://twitter.com/ALALibrary/status/1283838156123639814
[14] https://www.hbook.com/?detailStory=2020-caldecott-medal-acceptance-by-kadir-nelson
[14] https://www.hbook.com/?detailStory=2020-csk-illustrator-award-acceptance-by-kadir-nelson

Top URLs in Tweet in G1:
[19] https://www.amazon.com/dp/B08B4TF5WR/ref=cm_sw_em_r_mt_dp_U_LQ58EbT351DVB
[13] http://www.ala.org/advocacy/holding-space
[13] http://www.booktitlegenerator.net/
[11] https://ala-events.zoom.us/webinar/register/WN_rZFGGH-bQ4KyNVarfbmTDg
[11] http://www.ala.org/alcts/preservationweek/resources/pandemic
[9] http://www.ala.org/news/book-award-celebration
[8] https://cqrcengage.com/ala/app/onestep-write-a-letter;jsessionid=node01ci79q5llgmtbo3b44jk27y37382461.node0?engagementId=508533
[5] http://www.ala.org/news/member-news/2020/07/nominating-committee-extends-deadline
[5] http://www.ala.org/news/press-releases/2020/07/ala-awards-spectrum-scholarships-2020
[5] https://twitter.com/ALALibrary/status/1275821616329523204

Top URLs in Tweet in G2:
[18] http://www.ala.org/advocacy/holding-space
[8] https://www.youtube.com/user/AmLibraryAssociation
[7] https://twitter.com/ALALibrary/status/1275821616329523204
[6] http://www.ala.org/news/book-award-celebration
[5] https://twitter.com/ALALibrary/status/1277417754736328712
[5] https://www.youtube.com/channel/UCPYD2rmKEiWxJ6DaKAtZn-w
[4] https://twitter.com/ALALibrary/status/1276912680666902529
[4] https://twitter.com/ALALibrary/status/1286381832460804097
[4] https://americanlibrariesmagazine.org/blogs/the-scoop/ala-affirms-the-rights-of-transgender-people/
[4] https://twitter.com/ALALibrary/status/1275865339033780226

Top URLs in Tweet in G3:
[13] http://www.ala.org/advocacy/holding-space
[12] https://www.hbook.com/?detailStory=2020-csk-illustrator-award-acceptance-by-kadir-nelson
[12] https://www.hbook.com/?detailStory=2020-caldecott-medal-acceptance-by-kadir-nelson
[11] https://www.hbook.com/?detailStory=2020-newbery-medal-acceptance-by-jerry-craft
[11] https://www.hbook.com/?detailStory=2020-csk-author-award-acceptance-by-jerry-craft
[6] http://www.ala.org/news/book-award-celebration
[6] https://www.youtube.com/user/AmLibraryAssociation
[5] http://www.ala.org/
[4] https://twitter.com/ALALibrary/status/1277254239904051203
[4] https://www.youtube.com/watch?v=jGujH24Spgk&feature=youtu.be


Top URLs in Tweet in G4:
[2] https://twitter.com/ALALibrary/status/1286381832460804097
[1] https://twitter.com/eminencefont/status/1289928464032702474
[1] https://twitter.com/i/web/status/1287562149544460288
[1] https://www.publishersweekly.com/pw/by-topic/industry-news/libraries/article/83996-canadian-libraries-respond-to-globe-and-mail-essay-attacking-public-libraries.html
[1] https://www.theglobeandmail.com/opinion/article-thanks-to-government-funding-libraries-are-poised-to-win-market-share/
[1] https://twitter.com/i/web/status/1287399900745994240
[1] https://twitter.com/i/web/status/1287168788408999938
[1] https://twitter.com/i/web/status/1287170278708191232
[1] https://twitter.com/i/web/status/1287179839099764737
[1] https://twitter.com/i/web/status/1287966496816279552

Top URLs in Tweet in G5:
[3] https://archive.org/details/WhenceTheBlackIrishOfJamaica/page/n13/mode/2up
[2] https://www.nytimes.com/2020/07/01/books/book-publishing-black.html?smid=tw-share
[1] https://finance.yahoo.com/news/intel-considers-once-heresy-not-013625863.html
[1] https://www.amazon.com/Too-Much-Never-Enough-Dangerous/dp/1982141468/ref=sr_1_1?dchild=1&keywords=trump+book&qid=1594781272&sr=8-1
[1] https://twitter.com/JohnBKing/status/1283746310273802240
[1] https://www.axios.com/libraries-services-coronavirus-08310bb2-856c-4182-ac52-8a70d8218f0e.html
[1] https://twitter.com/StenettaA/status/1288811763757133824
[1] https://twitter.com/KidLitTV_NYC/status/1272136826300567552
[1] https://joebiden.com/wp-content/uploads/2020/07/UNITY-TASK-FORCE-RECOMMENDATIONS.pdf
[1] https://www.dailymail.co.uk/news/article-8466603/Twitter-mocks-Ivanka-Trump-Nepotism-Barbie-fathers-skill-based-hiring-initiative.html?ito=amp_twitter_share-top

Top URLs in Tweet in G6:
[5] https://www.eventscribe.com/2020/ALA-Annual/fsPopup.asp?Mode=exhibitor&BoothID=374929&MultiCompany=0
[3] https://dpla.zoom.us/webinar/register/WN_J3xxrKYiQFaHYlhhpE2QDQ
[2] https://2021.alaannual.org/general-information/educational-program-call-proposals
[2] https://www.librarians.cc/2015/01/linda-zec.html
[2] https://twitter.com/safelibraries/status/1276093904648056832
[2] https://twitter.com/safelibraries/status/1276093904648056832?s=21
[2] http://www.ala.org/news/press-releases/2020/06/ala-statement-affirming-rights-transgender-people
[2] https://twitter.com/davenewworld_2/status/1276965068048158720?s=21
[2] https://www.youtube.com/watch?v=iuMic0cVw4Y&feature=youtu.be

[2] https://twitter.com/alalibrary/status/1276198677183451136

Top URLs in Tweet in G7:
[1] https://www.forbes.com/sites/michelamoscufo/2020/07/23/google-announces-recipients-of-partnership-with-american-library-association-to-build-out-entrepreneurship-hubs-in-underserved-communities/#19ebb794fc4f
[1] https://twitter.com/i/web/status/1286325320103141376
[1] https://twitter.com/mrandyngo/status/1287525742188748801?s=21
[1] https://twitter.com/MrAndyNgo/status/1287525742188748801?s=20
[1] https://www.forbes.com/sites/michelamoscufo/2020/07/23/google-announces-recipients-of-partnership-with-american-library-association-to-build-out-entrepreneurship-hubs-in-underserved-communities/#b6a418dfc4fe
[1] https://growonair.withgoogle.com/events/build_your_online_presence_with_google_and_your_local_library?utm_source=partners&utm_medium=social&utm_campaign=toolkit&utm_content=ALAJuly15
[1] https://twitter.com/MrAndyNgo/status/1287525742188748801?s=19
[1] http://www.dailyagradootnews.com/news/%e0%a4%9a%e0%a5%80%e0%a4%a8%e0%a4%b5%e0%a4%b0-%e0%a4%ae%e0%a5%8b%e0%a4%a6%e0%a5%80-%e0%a4%b8%e0%a4%b0%e0%a4%95%e0%a4%be%e0%a4%b0%e0%a4%9a%e0%a4%be-%e0%a4%a1%e0%a4%bf%e0%a4%9c%e0%a4%bf%e0%a4%9f/
[1] https://twitter.com/i/web/status/1287544340269670405
[1] https://www.forbes.com/sites/michelamoscufo/2020/07/23/google-announces-recipients-of-partnership-with-american-library-association-to-build-out-entrepreneurship-hubs-in-underserved-communities/#739022d6fc4f

Top URLs in Tweet in G8:
[22] https://twitter.com/ALALibrary/status/1275865339033780226
[1] https://twitter.com/amlibraries/status/1275813751401390080
[1] https://twitter.com/i/web/status/1283374480505614337
[1] https://twitter.com/i/web/status/1283274890368319488
[1] https://twitter.com/i/web/status/1275823509202251777
[1] https://twitter.com/alalibrary/status/1275865339033780226
[1] https://twitter.com/i/web/status/1275464034872107009

Top URLs in Tweet in G9:
[8] https://careersingovernment.com/job/365473/reference-associate-youth-services/
[8] https://careersingovernment.com/job/366857/library-assistant-i-extra-help-grimes-branch/
[8] https://careersingovernment.com/job/366856/library-assistant-i-extra-help-colusa-branch/
[7] https://careersingovernment.com/job/369096/library-assistant-i-colusa-branch/
[4] https://careersingovernment.com/job/364001/library-assistant/
[3] https://careersingovernment.com/job/370119/circulation-associate/
[3] https://www.methodspace.com/how-librarians-can-adapt-and-thrive-through-covid-19-free-sage-webinar/
[2] https://cooljustice.blogspot.com/2020/08/preview-louis-coin-colavecchio-career.html
[2] https://louisthecoinbook.com/
[1] https://www.infodocket.com/2020/06/24/access-rep-clyburn-leads-introduction-of-100b-broadband-bill-h-r-7302-the-accessible-affordable-internet-for-all-act/

Top URLs in Tweet in G10:
[3] https://news.joins.com/Digitalspecial/421
[2] http://www.ala.org/advocacy/planning-reopening-resources
[1] http://www.ala.org/tools/programming/media-literacy-your-library
[1] https://us02web.zoom.us/meeting/register/tZwodOCtqz0jGdFXOGewyh_DInuYTzbsooLd
[1] https://medium.com/authority-magazine/john-chrastka-of-everylibrary-how-we-plan-to-rebuild-in-the-post-covid-economy-3d4de38e6c32
[1] https://twitter.com/i/web/status/1278359574093783041
[1] https://news.lib.berkeley.edu/solutions?s=09
[1] https://www.latimes.com/california/story/2020-07-31/la-librarians-becoming-contact-tracers
[1] https://www.cnn.com/2020/07/24/media/wikipedia-fox-news-reliable-sources/index.html
[1] https://www.thenewsminute.com/article/perumkulam-kerala-s-first-village-books-has-interesting-history-book-love-128716

Top Domains
Top Domains in Tweet in Entire Graph:
[1179] twitter.com
[289] ala.org
[113] youtube.com
[85] hbook.com
[38] ilovelibraries.org
[38] careersingovernment.com
[36] americanlibrariesmagazine.org
[36] zoom.us
[30] amazon.com
[25] booktitlegenerator.net

Top Domains in Tweet in G1:
[169] twitter.com
[137] ala.org
[25] youtube.com
[24] amazon.com
[21] ilovelibraries.org
[16] zoom.us
[15] americanlibrariesmagazine.org
[13] booktitlegenerator.net
[12] cqrcengage.com
[5] google.com

Top Domains in Tweet in G2:
[249] twitter.com
[66] ala.org
[42] youtube.com
[11] americanlibrariesmagazine.org
[8] hbook.com
[7] zoom.us
[4] google.com
[4] blog.google
[4] scholastic.com
[3] cqrcengage.com

Top Domains in Tweet in G3:
[179] twitter.com
[77] hbook.com
[64] ala.org
[31] youtube.com
[15] ilovelibraries.org
[9] zoom.us
[7] americanlibrariesmagazine.org
[3] alavirtualevent.org
[3] programminglibrarian.org
[2] spreadshirt.com

Top Domains in Tweet in G4:
[265] twitter.com
[2] bls.gov
[1] publishersweekly.com
[1] theglobeandmail.com
[1] culc.ca
[1] aulpress.com
[1] bl.uk
[1] authorsguild.org
[1] wikipedia.org

Top Domains in Tweet in G5:
[3] twitter.com
[3] archive.org
[2] nytimes.com
[1] yahoo.com
[1] amazon.com
[1] axios.com
[1] joebiden.com
[1] co.uk

Top Domains in Tweet in G6:
[60] twitter.com
[5] eventscribe.com
[4] youtube.com
[4] ala.org
[3] illinois.edu
[3] zoom.us
[2] alaannual.org
[2] librarians.cc
[2] timesofisrael.com
[2] ivpress.com

Top Domains in Tweet in G7:
[12] twitter.com
[3] forbes.com
[1] withgoogle.com
[1] dailyagradootnews.com
[1] larrypage.org
[1] com.tr
[1] t.me
[1] google.com
[1] youtube.com

Top Domains in Tweet in G8:
[28] twitter.com

Top Domains in Tweet in G9:
[38] careersingovernment.com
[4] twitter.com
[3] methodspace.com
[2] blogspot.com
[2] louisthecoinbook.com
[2] thedickinson.net
[1] infodocket.com
[1] amazon.com
[1] porridgemagazine.com
[1] wp.me

Top Domains in Tweet in G10:
[7] twitter.com
[3] ala.org
[3] joins.com
[2] berkeley.edu
[1] zoom.us
[1] medium.com
[1] latimes.com
[1] cnn.com
[1] thenewsminute.com
[1] theglobeandmail.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[487] alavirtual20
[373] thebookawardcelebration
[199] alaholdingspace
[171] babysittersclub
[101] libraries
[99] chatpla
[85] csk
[77] caldecott
[64] librarians
[63] inclusion



Top Hashtags in Tweet in G1:
[145] alavirtual20
[107] babysittersclub
[104] thebookawardcelebration
[45] alaholdingspace
[37] librarycardsignupmonth
[33] wonderwoman
[24] libraries
[22] librariesstrong
[21] rainbowbookmonth
[18] scifi

Top Hashtags in Tweet in G2:
[150] alavirtual20
[102] alaholdingspace
[95] thebookawardcelebration
[66] chatpla
[38] inclusion
[35] babysittersclub
[34] libraries
[24] libraryworkers
[17] growwithgoogle
[16] librariesbuildbusiness

Top Hashtags in Tweet in G3:
[153] thebookawardcelebration
[75] csk
[65] alavirtual20
[54] caldecott
[49] newbery
[46] alaholdingspace
[28] childrensliteraturelegacy
[26] alayma
[23] illustrator
[19] ala_carnegie

Top Hashtags in Tweet in G4:
[5] librarytwitter
[2] throwbackthursday
[1] blacklivesmatter
[1] spectrumscholar
[1] confused
[1] stonewall
[1] thebookawardcelebration
[1] alavirtual2020
[1] alavirtual20
[1] libraries

Top Hashtags in Tweet in G5:
[3] communist
[2] bunkerbuster
[2] wicklow
[2] childsex
[2] cognitiveradar
[2] yeoman
[2] marx
[2] blackhair
[2] marxien
[2] bospoli

Top Hashtags in Tweet in G6:
[88] alavirtual20
[43] librarians
[24] women
[21] blacklivesmatter
[18] timesup
[18] metoo
[16] fundlibraries
[14] antifa
[13] sexworkisneither
[12] covid19

Top Hashtags in Tweet in G7:
[2] portland
[2] librariesbuildbusiness
[1] libraries
[1] smallbusiness
[1] entrepreneurship
[1] bttf
[1] jobsearch
[1] jobhunt
[1] jobseeker
[1] library

Top Hashtags in Tweet in G8:
[2] babysittersclub
[1] medlibs

Top Hashtags in Tweet in G9:
[40] applynow
[33] colusacounty
[23] careeropportunity
[23] jobsearch
[23] jobalert
[17] hiring
[17] opportunity
[15] tnjobs
[15] hireme
[6] libraries

Top Hashtags in Tweet in G10:
[5] berkeleyischool
[3] libraries
[3] uk
[3] library
[3] dyk
[1] librarians
[1] literacy
[1] dcpsneedslibrarians
[1] protectlibraryworkers
[1] desertificationanddroughtday

Top Words
Top Words in Tweet in Entire Graph:
[5181] alalibrary
[1464] libraries
[1274] library
[627] ala
[626] authorsguild
[624] ababook
[615] publisherswkly
[603] kenwhyte3
[533] book
[513] eminencefont

Top Words in Tweet in G1:
[1369] alalibrary
[492] library
[413] libraries
[245] repandylevin
[209] book
[203] ala
[144] #alavirtual20
[133] join
[114] time
[114] senjackreed

Top Words in Tweet in G2:
[1290] alalibrary
[317] library
[274] libraries
[200] ala
[193] join
[156] virtual
[150] #alavirtual20
[134] tour
[133] jcjeffersonjr
[126] ala_pla

Top Words in Tweet in G3:
[751] alalibrary
[195] hornbook
[153] #thebookawardcelebration
[145] more
[142] award
[140] wearealsc
[131] library
[122] libraries
[117] virtual
[103] join

Top Words in Tweet in G4:
[671] alalibrary
[619] authorsguild
[617] ababook
[607] publisherswkly
[599] kenwhyte3
[504] eminencefont
[460] publisherslunch
[431] jackgmitchell
[396] kita_2017
[384] thebookseller

Top Words in Tweet in G5:
[40] alalibrary
[15] realdonaldtrump
[12] oed
[11] honorsociety
[10] fbi
[9] americanmensa
[9] cia
[9] americamag
[8] whnsc
[8] theacademy

Top Words in Tweet in G6:
[395] alalibrary
[125] libraries
[112] safelibraries
[107] traciedhall1
[88] #alavirtual20
[83] always
[78] speak
[78] teach
[77] lewis
[77] ready

Top Words in Tweet in G7:
[374] google
[276] local
[274] libraries
[274] free
[273] access
[272] small
[272] internet
[271] towns
[271] big
[271] cities

Top Words in Tweet in G8:
[72] work
[49] ask
[49] marginalized
[48] alalibrary
[48] groups
[48] serve
[47] tip
[46] kel_karpinski
[40] warmaiden
[34] people

Top Words in Tweet in G9:
[128] µðÿ
[88] alalibrary
[73] libraryjournal
[56] library
[50] apply
[41] amazing
[40] #applynow
[40] ala_pla
[38] assistant
[38] exp

Top Words in Tweet in G10:
[38] alalibrary
[10] libraries
[10] librarieseu
[9] cilipinfo
[9] bibverband
[8] american
[8] slahq
[7] arjun_sanyal
[7] biblioszabo
[7] library

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[623] alalibrary,authorsguild
[621] authorsguild,ababook
[611] ababook,publisherswkly
[544] kenwhyte3,alalibrary
[464] publisherswkly,publisherslunch
[435] eminencefont,kenwhyte3
[388] publisherslunch,thebookseller
[381] kita_2017,eminencefont
[369] jackgmitchell,kita_2017
[282] local,libraries

Top Word Pairs in Tweet in G1:
[106] library,stabilization
[104] stabilization,fund
[102] fund,act
[95] repandylevin,senjackreed
[73] libraries,offer
[73] offer,great
[73] great,entertainment
[73] entertainment,whole
[73] whole,family
[73] family,enjoy

Top Word Pairs in Tweet in G2:
[102] alalibrary,join
[62] president,jcjeffersonjr
[56] twitter,chat
[48] holding,space
[47] 2021,ala
[47] ala,president
[42] join,ala_pla
[41] alalibrary,president
[38] nationwide,virtual
[38] virtual,library

Top Word Pairs in Tweet in G3:
[68] dr,rudine
[68] rudine,sims
[68] sims,bishop
[68] bishop,won
[68] won,wearealsc
[68] wearealsc,children's
[68] children's,literature
[68] literature,lecture
[68] lecture,award
[68] award,more

Top Word Pairs in Tweet in G4:
[619] alalibrary,authorsguild
[617] authorsguild,ababook
[607] ababook,publisherswkly
[540] kenwhyte3,alalibrary
[460] publisherswkly,publisherslunch
[433] eminencefont,kenwhyte3
[384] publisherslunch,thebookseller
[380] kita_2017,eminencefont
[368] jackgmitchell,kita_2017
[204] thebookseller,cflafcab

Top Word Pairs in Tweet in G5:
[5] saracarterdc,joebiden
[5] joebiden,nimhdirector
[5] nimhdirector,fbi
[5] fbi,scottishrite
[5] scottishrite,icann
[5] icann,html5test
[5] html5test,fbirecordsvault
[5] fbirecordsvault,architectmag
[5] architectmag,ustreasury
[5] oed,ahdictionary

Top Word Pairs in Tweet in G6:
[77] libraries,alalibrary
[75] john,lewis
[75] lewis,friend
[75] friend,libraries
[75] alalibrary,always
[75] always,ready
[75] ready,speak
[75] speak,teach
[75] teach,late
[75] late,wife

Top Word Pairs in Tweet in G7:
[271] small,towns
[271] towns,big
[271] big,cities
[271] cities,local
[271] local,libraries
[271] libraries,helping
[271] helping,learners
[271] learners,access
[271] access,free
[271] free,information

Top Word Pairs in Tweet in G8:
[48] ask,marginalized
[47] tip,ask
[47] marginalized,groups
[47] groups,serve
[47] serve,work
[46] kel_karpinski,tip
[24] alternately,expect
[24] expect,people
[24] people,claim
[24] claim,support

Top Word Pairs in Tweet in G9:
[127] µðÿ,µðÿ
[40] libraryjournal,alalibrary
[38] library,assistant
[38] ala_pla,libraryjournal
[28] hs,diploma
[28] diploma,ged
[23] colusa,branch
[23] amazing,#careeropportunity
[23] #careeropportunity,working
[23] working,#colusacounty

Top Word Pairs in Tweet in G10:
[7] alalibrary,slahq
[6] librarieseu,naplesislib
[5] cilipinfo,bibverband
[5] meet,feat
[5] feat,#berkeleyischool
[5] #berkeleyischool,woman
[5] woman,eliza
[5] eliza,atkins
[5] atkins,gleason
[5] gleason,'36

Top Replied-To
Top Replied-To in Entire Graph:
@jackgmitchell
@alalibrary
@kenwhyte3
@google
@eminencefont
@torontolibrary
@repandylevin
@thelib
@safelibraries
@israel

Top Replied-To in G1:
@alalibrary
@repandylevin
@jessamyn
@katlikespie
@gretchschreiber
@milesklee
@mgolrick
@readonthebeach
@circdeskcircus
@hahalibrary

Top Replied-To in G2:
@alalibrary
@thelib
@kirby_mcc
@ala_pla
@reformanational
@pgcmls
@iamliterate
@lispylibrarian
@cuethelibrarian
@jcjeffersonjr

Top Replied-To in G3:
@alalibrary
@prisoliveras
@deanatta
@as_king
@hornbook
@halseanderson
@yangmeister
@jerrycraft
@maulikpancholy
@novelistra

Top Replied-To in G4:
@jackgmitchell
@kenwhyte3
@eminencefont
@kita_2017
@surveilz
@hahalibrary
@alalibrary
@librarianmer
@rogueartemis
@raypun101

Top Replied-To in G5:
@realdonaldtrump
@jonsneyers
@saracarterdc
@brithume
@rachelellenani
@whitehouse
@ibmwatson
@flazzyflazone
@kefimochi
@karaswisher

Top Replied-To in G6:
@alalibrary
@safelibraries
@webmastergirl
@librarianeakin
@garyboncella
@skrticx
@jenfoolery
@libraryjournal
@shannontracy123
@oltmannphd

Top Replied-To in G7:
@google
@steve_yomba
@marceladuke_28

Top Replied-To in G8:
@warmaiden
@catzbloom
@unfiltered_lib
@alalibrary
@library_cake
@tarabrady
@virgh
@ahliahjo
@rogue_ala
@noethematt

Top Replied-To in G9:
@israel
@lauraburstein1
@rethinkingeve
@usatoday
@skytale_writer
@jillrhudy
@yascha_mounk
@rugayampunzia
@zixis88
@keithmancinelli

Top Replied-To in G10:
@alalibrary
@sladc
@maidmer_
@readersfirst
@slic1991
@diylibrarian

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@authorsguild
@ababook
@publisherswkly
@kenwhyte3
@eminencefont
@publisherslunch
@thebookseller
@kita_2017
@google

Top Mentioned in G1:
@alalibrary
@repandylevin
@senjackreed
@dadtrans
@jcjeffersonjr
@alaannual
@ala_pla
@wearealsc
@uoftlibraries

Top Mentioned in G2:
@alalibrary
@jcjeffersonjr
@ala_pla
@wearealsc
@thelib
@bc_ala
@librarycongress
@aasl
@repandylevin
@txasl

Top Mentioned in G3:
@alalibrary
@hornbook
@wearealsc
@jerrycraft
@ala_booklist
@kadirnelson
@csk_emiert
@penguinclass
@as_king
@maulikpancholy

Top Mentioned in G4:
@alalibrary
@authorsguild
@ababook
@publisherswkly
@kenwhyte3
@eminencefont
@publisherslunch
@thebookseller
@kita_2017
@cflafcab

Top Mentioned in G5:
@alalibrary
@honorsociety
@oed
@fbi
@americamag
@realdonaldtrump
@americanmensa
@cia
@whnsc
@theacademy

Top Mentioned in G6:
@alalibrary
@traciedhall1
@safelibraries
@alaannual
@staceyabrams
@cleveland_pl
@jihadwatchrs
@pamelageller
@creepingsharia
@jewhaditm

Top Mentioned in G7:
@google
@alalibrary
@forbes
@aaronksaunders
@onurfun
@shihabswe
@boycotcelebs
@yandexcomtr
@noticemeimclech
@ala_pla

Top Mentioned in G8:
@kel_karpinski
@alalibrary
@warmaiden
@stephengkrueger
@catzbloom
@thelib
@hahalibrary
@treegeekay
@eminencefont
@lieberian

Top Mentioned in G9:
@alalibrary
@libraryjournal
@ala_pla
@googleforedu
@nytimesbooks
@twitterbooks
@nlisrael
@lacdbh
@ashdodmuni
@colliervillegov

Top Mentioned in G10:
@alalibrary
@librarieseu
@cilipinfo
@bibverband
@slahq
@arjun_sanyal
@biblioszabo
@naplesislib
@alianational
@mrtnbrnds

Top Tweeters
Top Tweeters in Entire Graph:
@urbandictionary
@americanair
@johnroseputnam
@jurylady5
@cowboyscifibot
@marciojmsilva
@susanneleist
@bkindngood
@backstorymom1
@docwashburn

Top Tweeters in G1:
@jurylady5
@cowboyscifibot
@bellesapepper37
@leobalmantt
@ambeautifulshow
@novelistscorner
@vievararosel
@gadflyquebec
@sak_stories
@zulaqi

Top Tweeters in G2:
@bkindngood
@diapermakeovers
@janiecestaton
@abc
@nbcnews
@cbsnews
@pupsherlive
@enrirosasdiaz
@aymanfadel
@younglibrarian

Top Tweeters in G3:
@tuphlos
@shilohwalker
@magicmark9
@mrschureads
@thatmags
@abelfrageauthor
@notingshaw
@esotericexposal
@herhandsmyhands
@kwanawrites

Top Tweeters in G4:
@debeauxos1
@softgrasswalker
@pookietooth
@yananous
@outofmyplanet
@rockshrimp
@letsgoayo
@philphorever
@aguyuno
@trumpy303

Top Tweeters in G5:
@urbandictionary
@americanair
@guardian
@nytimes
@washingtonpost
@nypost
@mailonline
@wsj
@cnn
@people

Top Tweeters in G6:
@docwashburn
@_yvonneburton
@justonepatriot
@foxnews
@safelibraries
@jewhaditm
@truthseeker6761
@aranom12
@jnewtontm
@roncoleman

Top Tweeters in G7:
@marciojmsilva
@stevejacksonva
@loyalfan1
@taieb_bot
@davasko63
@aurora_umezawa
@gandhiincindia
@forbes
@nlognbot
@newsneus

Top Tweeters in G8:
@violue
@alstarkey
@war_kittens
@helgagrace
@schomj
@roguealtgov
@thebethbarnett
@miss_print
@vmbrasseur
@unclesean

Top Tweeters in G9:
@pamcurtis4210
@usatoday
@sassyneveragain
@cooljustice
@careersingov
@newyorker
@1naturalzeta
@rethinkingeve
@wtic1080
@cnnbrk

Top Tweeters in G10:
@sinnundverstand
@seemarampersad
@euractiv
@stracma
@cilipinfo
@zibbyz
@aiimintl
@dynamicssiam
@alianational
@mstephens7