HayFestival, Twitter, 6/12/2019 11:29:11 PM, 199853


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HayFestival_2019-06-12_15-43-49.xlsx
HayFestival_2019-06-12_15-43-49.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
June 12, 2019
Short Description:
HayFestival via NodeXL http://bit.ly/2RaKAco
@hayfestival
@bbc_culture
@hayfestival_esp
@amltaylor66
@swbookgroup
@drkathrynmannix
@elif_safak
@emmac2603
@bbcclick
@jackiemorrisart

Top hashtags:
#harrypotter
#hayfestival2019
#hayfestival
#buddalatethannever
#charity

Description:
Description
The graph represents a network of 2,891 Twitter users whose recent tweets contained "HayFestival", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 12 June 2019 at 23:10 UTC.

The tweets in the network were tweeted over the 9-day, 16-hour, 0-minute period from Monday, 03 June 2019 at 06:32 UTC to Wednesday, 12 June 2019 at 22:33 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 : 2891
Unique Edges : 6473
Edges With Duplicates : 4139
Total Edges : 10612
Self-Loops : 165
Reciprocated Vertex Pair Ratio : 0.0484213507008353
Reciprocated Edge Ratio : 0.0923700202565834
Connected Components : 52
Single-Vertex Connected Components : 34
Maximum Vertices in a Connected Component : 2804
Maximum Edges in a Connected Component : 10519
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.857052
Graph Density : 0.000886296692156424
Modularity : 0.490546
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[45] https://youtu.be/lnKW6SzmhGs
[45] https://www.buddhalatethannever.com/order-now.html
[14] https://www.hayfestival.com/p-12504-michael-sheen.aspx?skinid=16
[11] https://twitter.com/hayfestival/status/1132335601221550081
[10] https://www.bbc.co.uk/programmes/articles/1rcgjxPKJRGrZcTsX2hHwTj/it-really-is-a-mans-world-how-everyday-design-excludes-women
[10] https://twitter.com/bbcclick/status/1138038100037427200
[9] https://twitter.com/hayfestival/status/1134857904887123968
[8] https://twitter.com/hayfestival/status/1135244715698327552
[8] https://www.thebookseller.com/news/hay-festival-bookshop-sales-increase-25-1013541
[7] https://www.hayfestival.com/premio-de-literatura-eccles-centre-hay-festival

Top URLs in Tweet in G1:
[5] https://www.hayfestival.com/hayplayer/default.aspx?skinid=16&localesetting=en-GB
[5] http://hayfestival.com/wales/blog.aspx?post=911
[3] https://www.hayfestival.com/hayplayer/
[3] https://www.junomagazine.com/how-to-train-your-kids-according-to-cressida-cowell/
[3] https://twitter.com/hayfestival/status/1134857904887123968
[3] https://twitter.com/hayfestival/status/1135244715698327552
[2] https://podcasts.apple.com/gb/podcast/the-guardian-books-podcast/id168200814#episodeGuid=5cf524a58f082f7da1f2cf9b
[2] http://www.hayfestival.com/wales/news.aspx?skinid=1&localesetting=en-GB
[2] http://hayfestival.com/wales/blog.aspx?post=920
[2] https://www.hayfestival.com/wales/blog.aspx?post=756

Top URLs in Tweet in G2:
[2] https://www.youtube.com/watch?v=ju-Sr7jBV0Y&feature=youtu.be

[1] https://www.hayfestival.com/p-15568-john-crace-john-sutherland.aspx?skinid=16
[1] https://www.facebook.com/groups/480377125711614/
[1] http://www.hayfestival.com/wales/news.aspx?skinid=1&localesetting=en-GB
[1] http://www.hayfestival.com/wales/blog.aspx?post=951
[1] http://hayfestival.com/news/
[1] http://hayfestival.com/wales/blog.aspx?post=940
[1] https://twitter.com/guardianopinion/status/1135051188309651457
[1] https://twitter.com/bookdepository/status/1135100488225939457
[1] https://twitter.com/BBC_Culture/status/1135491545648586752

Top URLs in Tweet in G3:
[7] https://twitter.com/bbcclick/status/1138038100037427200
[5] http://hayfestival.com/international-writers-blog/blog.aspx?post=923
[2] https://www.hayfestival.com/wales/books-to-inspire.aspx
[1] http://www.jackiemorris.co.uk/blog/book-list/the-lost-words-a-spell-of-words-by-robert-macfarlane/
[1] https://twitter.com/bbcarts/status/1135910923036635139
[1] https://www.culturetheque-blog.com/blog/hay-festival-2019
[1] https://www.instagram.com/p/ByaT8_aBid0/?igshid=drn21qajdmzc
[1] http://hayfestival.com/international-writers-blog/blog.aspx?post=943
[1] https://www.bbc.co.uk/mediacentre/latestnews/2019/the-big-scottish-book-club-bbc-scotland
[1] https://twitter.com/wendy_j_white/status/1136186578097901568

Top URLs in Tweet in G4:
[1] https://www.hayfestival.com/wales
[1] https://twitter.com/hayfestival/status/1128921287722700801
[1] https://twitter.com/hayfestival/status/1136189595551436800
[1] https://www.youtube.com/watch?v=U5VRBhx0G30&app=desktop

[1] https://twitter.com/bbcarts/status/1133060526920142848

Top URLs in Tweet in G5:
[11] https://twitter.com/hayfestival/status/1132335601221550081
[5] https://trib.al/ehIG4Gn
[4] https://www.thebookseller.com/news/hay-festival-bookshop-sales-increase-25-1013541
[3] https://twitter.com/thebookseller/status/1135829038885302277
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199400
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199183
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199206
[2] http://createdtoread.com/hay-festival-2019-the-novels-that-shaped-our-world/
[1] https://trib.al/srlYisF
[1] https://www.bbc.co.uk/programmes/b086xrtd/broadcasts/upcoming

Top URLs in Tweet in G6:
[6] https://soundcloud.com/prospect-magazine/the-prospect-podcast-hay-festival-special-with-steven-pinker-elif-shafak-roundhouse-poetry-collective
[3] https://twitter.com/hayfestival/status/1134890008987537409
[3] http://www.hayfestival.com/news/
[2] https://twitter.com/hayfestival/status/1134462408301469696
[1] https://twitter.com/peterflorence/status/1135083313616605184
[1] https://www.hayfestival.com/p-15486-elif-shafak-the-wellcome-book-prize-lecture-2019.aspx
[1] https://twitter.com/bbcclick/status/1138038100037427200
[1] https://twitter.com/hennybeaumont/status/1135199875187052547
[1] https://twitter.com/hayfestival/status/1135171130178842624
[1] https://twitter.com/MyriadEditions/status/1134787527670423552

Top URLs in Tweet in G7:
[4] https://www.hayfestival.com/premio-de-literatura-eccles-centre-hay-festival
[4] https://www.britishcouncil.org.mx/events/convocatoria-programa-ellipsis-m%C3%A9xico-2019
[4] https://twitter.com/irmagallo/status/1138879317578985472
[3] https://www.britishcouncil.org.mx/events/convocatoria-programa-ellipsis-mexico-2019
[3] https://www.hayfestival.com/queretaro/inicio
[2] https://twitter.com/hayfestival_esp/status/1138884371916709888
[2] https://twitter.com/hayfestival/status/1134756676274466816
[2] https://www.hayfestival.com/europa28/concurso
[2] http://hayfestival.com/queretaro/inicio
[2] https://www.facebook.com/N22Digital/videos/1117877058413937/?notif_id=1560267881220822¬if_t=live_video_explicit

Top URLs in Tweet in G8:
[4] http://hayfestival.com/wales/blog.aspx?post=893
[2] https://www.hayfestival.com/p-15597-ian-mcewan-talks-to-marcus-du-sautoy.aspx
[1] https://nerc.ukri.org/press/releases/2018/11-hayfestival/
[1] https://twitter.com/hayfestival/status/1134474406120611847
[1] https://freedom.to
[1] http://jomec.co.uk/life360-2019/uncategorised/what-does-it-say-about-us-if-we-present-ourselves-as-someone-who-reads-a-certain-kind-of-book
[1] https://twitter.com/simplicitystrat/status/1136652026593665024
[1] https://www.gatescambridge.org/multimedia/blog/female-voices-climate-change
[1] https://twitter.com/tylershores/status/1134008441385738241
[1] https://twitter.com/hellowriteclub/status/1134953168029343744

Top URLs in Tweet in G9:
[4] https://www.thebookseller.com/news/hay-festival-bookshop-sales-increase-25-1013541
[2] https://twitter.com/hayfestival/status/1135809096379195392
[1] https://www.thebookseller.com/news/pictures-week-1018421
[1] https://www.edbookfest.co.uk/
[1] https://twitter.com/PhilippaGee/status/1135070965472354306

Top URLs in Tweet in G10:
[1] https://www.bhf.org.uk/cpr-curriculum
[1] https://twitter.com/ithappens_edu/status/1135507261961490433/photo/1
[1] https://www.hayfestival.com/p-15600-kathryn-mannix-talks-to-stephanie-boland.aspx?skinid=16
[1] https://www.eventbrite.co.uk/o/treasured-ceremonies-and-ty-cymorth-19950805847
[1] https://twitter.com/hospiceuk/status/1135973491222700034
[1] https://twitter.com/Eluned_Morgan/status/1134193182911213568

Top Domains
Top Domains in Tweet in Entire Graph:
[152] twitter.com
[125] hayfestival.com
[49] youtu.be
[48] co.uk
[45] buddhalatethannever.com
[14] instagram.com
[14] youtube.com
[12] theguardian.com
[9] thebookseller.com
[8] org.mx

Top Domains in Tweet in G1:
[50] hayfestival.com
[33] twitter.com
[13] co.uk
[3] theguardian.com
[3] junomagazine.com
[2] apple.com
[2] ac.uk
[2] blogspot.com
[2] instagram.com
[1] thenational.ae

Top Domains in Tweet in G2:
[5] hayfestival.com
[3] twitter.com
[2] youtube.com
[1] facebook.com
[1] theguardian.com

Top Domains in Tweet in G3:
[21] twitter.com
[13] hayfestival.com
[2] co.uk
[1] culturetheque-blog.com
[1] instagram.com
[1] futuregenerations.wales
[1] youtube.com
[1] crowdcube.com
[1] tes.com
[1] thelostwords.org

Top Domains in Tweet in G4:
[3] twitter.com
[1] hayfestival.com
[1] youtube.com

Top Domains in Tweet in G5:
[16] twitter.com
[6] trib.al
[6] nodexlgraphgallery.org
[4] thebookseller.com
[2] co.uk
[2] createdtoread.com
[1] politico.eu

Top Domains in Tweet in G6:
[11] twitter.com
[6] soundcloud.com
[5] hayfestival.com
[1] co.uk

Top Domains in Tweet in G7:
[15] hayfestival.com
[11] twitter.com
[8] org.mx
[4] facebook.com
[2] com.mx
[2] 889noticias.mx
[1] gob.mx
[1] ow.ly
[1] tiempolibreqro.com
[1] circulonoticias.com

Top Domains in Tweet in G8:
[6] hayfestival.com
[4] twitter.com
[1] ukri.org
[1] freedom.to
[1] co.uk
[1] gatescambridge.org
[1] youtube.com

Top Domains in Tweet in G9:
[5] thebookseller.com
[3] twitter.com
[1] co.uk

Top Domains in Tweet in G10:
[3] twitter.com
[1] org.uk
[1] hayfestival.com
[1] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[273] harrypotter
[229] hayfestival2019
[129] hayfestival
[51] buddalatethannever
[45] charity
[36] querétaro
[35] autumnfair
[32] textualhealing
[24] hayquerétaro19
[20] mbsfestival



Top Hashtags in Tweet in G1:
[119] hayfestival2019
[15] hayplayer
[7] hayfestival
[6] assassination
[5] oxfam
[4] greenhay
[4] bookstoinspire
[4] fashion
[4] thankyou
[4] volunteers

Top Hashtags in Tweet in G2:
[29] textualhealing
[3] hayfestival2019
[3] gpsclass12
[2] gpsanturtedi
[1] hayplayer
[1] reasonstobecheerful
[1] prescription
[1] shouldbeonthenhs
[1] goodbyeperfect
[1] eidmubarak

Top Hashtags in Tweet in G3:
[18] hayfestival2019
[15] spellsingers
[14] writersatwork
[12] haywritersatwork
[10] writersatwork2019
[9] journeyresilientwales
[5] thesouthwesterlies
[5] creativewriting
[4] bookshop
[4] amreading

Top Hashtags in Tweet in G4:
[254] harrypotter
[1] hayfestival2019

Top Hashtags in Tweet in G5:
[24] hayfestival2019
[15] harrypotter
[12] hayfestival
[10] heroicfailure
[3] bestseller
[3] buddalatethannever
[2] ya10
[2] bookstoinspire
[2] fiction
[1] literature

Top Hashtags in Tweet in G6:
[15] jokhaalharthi
[6] margaretbusby
[5] hayfestival2019
[5] marilynbooth
[4] girlwomanother
[4] 10minutes38seconds
[4] sarajevo
[4] mbi2019
[3] celestialbodies
[2] ndoa

Top Hashtags in Tweet in G7:
[35] querétaro
[23] hayquerétaro19
[16] hayfestival2019
[11] ellipsismx
[8] convocatoria
[7] hayqueretaro2019
[6] escritura
[5] edicion
[5] hayfestivalquerétaro
[5] anagrama

Top Hashtags in Tweet in G8:
[22] hayfestival
[11] hayfestival2019
[5] cambridgeseries
[2] cambridge
[1] sundayfunday
[1] mondaymotivation
[1] books
[1] bookworm
[1] lbraries
[1] mondaythoughts

Top Hashtags in Tweet in G9:
[7] hayfestival2019
[3] bookshops
[3] bookshopsofinstagram
[3] bookloversguidetobookshops
[3] illustration
[3] amillustrating
[2] hayplayer
[2] drowninginbooks
[1] hayonwye
[1] rexwhistler

Top Hashtags in Tweet in G10:
[2] withtheendinmind
[1] gratitude
[1] welshtea
[1] cuandoelfinalseacerca
[1] itstimetotalkaboutdying
[1] asco19

Top Words
Top Words in Tweet in Entire Graph:
[2810] Words in Sentiment List#1: Positive
[1162] Words in Sentiment List#2: Negative
[11] Words in Sentiment List#3: Angry/Violent
[65473] Non-categorized Words
[69445] Total Words
[2198] hayfestival
[370] s
[355] bbc_culture
[297] people
[297] moment

Top Words in Tweet in G1:
[674] hayfestival
[228] s
[226] bbcclick
[215] thanks
[203] read
[190] highlight
[189] jamiejbartlett
[181] whole
[180] blind
[180] uses

Top Words in Tweet in G2:
[334] bbc_culture
[195] people
[178] fiction
[170] world
[169] allows
[169] time
[168] incredible
[168] outlet
[168] spend
[168] sustained

Top Words in Tweet in G3:
[308] hayfestival
[57] jackiemorrisart
[54] futuregencymru
[42] lwspellsongs
[42] thank
[35] rufusmufasa
[33] oh
[31] week
[30] celf_cymru
[30] karlnova

Top Words in Tweet in G4:
[273] hayfestival
[272] stephenfry
[268] bbc
[254] inimitable
[254] tells
[254] hilarious
[254] moment
[254] recording
[254] audiobook
[254] #harrypotter

Top Words in Tweet in G5:
[76] hayfestival
[24] #hayfestival2019
[23] more
[23] carolecadwalla
[22] bbcarts
[18] book
[17] davidlammy
[16] johncleese
[15] #harrypotter
[14] see

Top Words in Tweet in G6:
[97] hayfestival
[47] elif_safak
[21] sane
[20] age
[20] goldrosie
[19] day
[19] hennybeaumont
[17] uncertainty
[17] great
[17] bernardineevari

Top Words in Tweet in G7:
[101] hayfestival_esp
[52] hayfestival
[43] edición
[41] luisbnava
[38] 5
[35] #querétaro
[29] septiembre
[28] 8
[26] querétaro
[26] más

Top Words in Tweet in G8:
[70] hayfestival
[29] tylershores
[25] cambridge_uni
[22] #hayfestival
[17] digital
[15] camedfac
[15] edfaclib
[14] talk
[11] #hayfestival2019
[10] reading

Top Words in Tweet in G9:
[103] hayfestival
[51] thebookseller
[32] damian_barr
[32] guardianbooks
[32] thesavoylondon
[31] davidnwriter
[30] publicitybooks
[20] books
[20] edbookfest
[20] oxfam_at_hay

Top Words in Tweet in G10:
[65] hayfestival
[34] drkathrynmannix
[15] dr_mattmorgan
[14] thanks
[12] talk
[11] science
[11] dyingmatters
[10] penarthpavilion
[10] critical
[10] best

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[267] inimitable,stephenfry
[267] stephenfry,tells
[267] tells,hayfestival
[267] hayfestival,hilarious
[267] hilarious,moment
[267] moment,recording
[267] recording,audiobook
[267] audiobook,#harrypotter
[255] bbc,inimitable
[192] hayfestival,thanks

Top Word Pairs in Tweet in G1:
[187] hayfestival,thanks
[179] blind,uses
[177] highlight,whole
[177] whole,hayfestival
[177] thanks,bbcclick
[177] bbcclick,daisy
[177] daisy,s
[177] s,blind
[177] uses,givevision
[177] givevision,goggles

Top Word Pairs in Tweet in G2:
[168] fiction,incredible
[168] incredible,outlet
[168] outlet,world
[168] world,allows
[168] allows,spend
[168] spend,sustained
[168] sustained,time
[168] time,people
[168] people,places
[167] bbc_culture,fiction

Top Word Pairs in Tweet in G3:
[29] celf_cymru,cardiffcouncil
[29] cardiffcouncil,gwentwildlife
[29] gwentwildlife,wildbyrne
[29] wildbyrne,natreswales
[28] futuregencymru,celf_cymru
[27] natreswales,rufusmufasa
[27] rufusmufasa,karlnova
[27] karlnova,hayfestival
[22] again,hayfestival
[16] together,again

Top Word Pairs in Tweet in G4:
[254] inimitable,stephenfry
[254] stephenfry,tells
[254] tells,hayfestival
[254] hayfestival,hilarious
[254] hilarious,moment
[254] moment,recording
[254] recording,audiobook
[254] audiobook,#harrypotter
[253] bbc,inimitable
[13] bbc,stephenfry

Top Word Pairs in Tweet in G5:
[15] davidlammy,johncleese
[11] inimitable,stephenfry
[11] stephenfry,tells
[11] tells,hayfestival
[11] hayfestival,hilarious
[11] hilarious,moment
[11] moment,recording
[11] recording,audiobook
[11] audiobook,#harrypotter
[11] johncleese,london

Top Word Pairs in Tweet in G6:
[20] sane,age
[14] same,day
[14] day,elif_safak
[14] elif_safak,delivers
[14] delivers,lecture
[14] lecture,entitled
[14] entitled,remain
[14] remain,sane
[14] age,populism
[14] populism,political

Top Word Pairs in Tweet in G7:
[28] 5,8
[25] 8,septiembre
[17] premio,nobel
[15] rueda,prensa
[14] nobel,paz
[12] nueva,edición
[12] prensa,#hayfestival2019
[11] edición,#hayquerétaro19
[11] #hayquerétaro19,comienza
[11] comienza,cobrar

Top Word Pairs in Tweet in G8:
[15] camedfac,edfaclib
[14] cambridge_uni,camedfac
[14] hayfestival,cambridge_uni
[11] tylershores,hayfestival
[7] hayfestival,talk
[7] digital,age
[6] digital,reading
[6] tyler,shores
[6] grant,super
[6] super,interview

Top Word Pairs in Tweet in G9:
[31] guardianbooks,thebookseller
[31] thebookseller,thesavoylondon
[31] thesavoylondon,davidnwriter
[31] davidnwriter,hayfestival
[30] publicitybooks,guardianbooks
[19] hayfestival,edbookfest
[16] damian_barr,publicitybooks
[13] edbookfest,cheltfestivals
[12] cheltfestivals,maurawilding
[12] damian_barr,behold

Top Word Pairs in Tweet in G10:
[10] hayfestival,penarthpavilion
[10] best,bits
[10] bits,hayfestival
[9] spoke,hayfestival
[9] penarthpavilion,science
[9] science,stories
[9] stories,behind
[9] behind,critical
[9] critical,illness
[9] illness,challenged

Top Replied-To
Top Replied-To in Entire Graph:
@hayfestival
@bbc_culture
@ngruen1
@bbc
@jackiemorrisart
@jamiejbartlett
@damian_barr
@futuregencymru
@wernert_man
@tylershores

Top Replied-To in G1:
@hayfestival
@jamiejbartlett
@bbchardtalk
@spenley
@sarfrazmanzoor
@from_nook
@stephensackur
@keri_thomas
@keighleyperkins
@manics

Top Replied-To in G2:
@bbc_culture
@michaelrosenyes
@fionasmac
@alicecrumbs
@ellaberthoud
@hayfestival
@ninastibbe
@antiproudpaki
@manuthebest58
@muhamma25719889

Top Replied-To in G3:
@futuregencymru
@jackiemorrisart
@debtex
@jimmolyneux
@jfraserwriter
@sgethinwriter
@lwspellsongs
@robgmacfarlane
@gringreen
@veryeglantine

Top Replied-To in G4:
@bbc

Top Replied-To in G5:
@bbcnewsnight
@laurasociety
@nodexl
@hayfestival
@maitlis
@chrissymryan
@markbishopuk
@susiewinter10
@chelseagreen
@bbcarts

Top Replied-To in G6:
@goldrosie
@hayfestival
@jackiemorrisart
@bernardineevari
@catherine_mayer
@patricianicol
@bettanyhughes
@larapriorpalmer
@islwynd
@nelliepompoms

Top Replied-To in G7:
@hayfestival_esp
@strokescfcfck
@danykobe8
@ncjimenezgil
@pedrobufalo
@tere_alcantarav
@luisbnava
@lupitarcos
@ruth_mottram
@elblogdeporter

Top Replied-To in G8:
@tylershores
@tricialennie
@fpianz
@tonbridgeblog
@amltaylor66
@gr_morgan
@ginkgotony
@harrietgriffey
@jenncaffeinated
@amdbeattie

Top Replied-To in G9:
@damian_barr
@beket_aten
@oxfam_at_hay
@feegilfeather
@saramegan
@readingj
@varndeanbooks
@varndeangoats
@lizzycampbell
@clarateddy

Top Replied-To in G10:
@drkathrynmannix
@dr_mattmorgan
@ithappens_edu
@drmchalder
@kiriwest2
@sarfrazmanzoor
@hayfestival
@helenatwales
@sarahmistrybgs
@clarewigzell

Top Mentioned
Top Mentioned in Entire Graph:
@hayfestival
@bbc_culture
@stephenfry
@bbc
@bbcclick
@jamiejbartlett
@elif_safak
@lisaocarroll
@carolinelucas
@julie4nw

Top Mentioned in G1:
@hayfestival
@bbcclick
@jamiejbartlett
@russelltovey
@bbchardtalk
@spenley
@thetimes
@catistewart
@misswalsingham

Top Mentioned in G2:
@bbc_culture
@hayfestival
@brixtonbard
@fbhutto
@ellaberthoud
@michaelrosenyes
@fionasmac
@goldunivmacl
@fiveleavesbooks
@elizabday

Top Mentioned in G3:
@hayfestival
@jackiemorrisart
@futuregencymru
@lwspellsongs
@rufusmufasa
@celf_cymru
@karlnova
@cardiffcouncil
@gwentwildlife
@wildbyrne

Top Mentioned in G4:
@hayfestival
@stephenfry
@bbc
@chrisriddell50
@patsydors
@aterry1201
@cherrywallis
@johnwilliamhob3
@andrewhobson10
@lspencely

Top Mentioned in G5:
@hayfestival
@carolecadwalla
@bbcarts
@fotoole
@davidlammy
@johncleese
@stephenfry
@maitlis
@bbciplayer
@bbc_culture

Top Mentioned in G6:
@hayfestival
@elif_safak
@hennybeaumont
@goldrosie
@bernardineevari
@suzannenossel
@bettanyhughes
@sapinker
@myriadeditions
@lindseyhilsum

Top Mentioned in G7:
@hayfestival_esp
@hayfestival
@luisbnava
@mxbritish
@cfuenteslaroche
@juanmansantos
@edsextopiso
@corinrobertson
@qromunicipio
@loltolhurst

Top Mentioned in G8:
@hayfestival
@cambridge_uni
@tylershores
@camedfac
@edfaclib
@boothsbookshop
@literarypixie
@cardiffjomec
@gates_cambridge
@theul

Top Mentioned in G9:
@hayfestival
@thebookseller
@guardianbooks
@thesavoylondon
@davidnwriter
@publicitybooks
@edbookfest
@damian_barr
@cheltfestivals
@maurawilding

Top Mentioned in G10:
@hayfestival
@drkathrynmannix
@dr_mattmorgan
@dyingmatters
@penarthpavilion
@emhmcconnell
@welshgov
@sarahmistrybgs
@ithappens_edu
@gerisoc

Top Tweeters
Top Tweeters in Entire Graph:
@bella623
@james_minter
@sunnysingh_n6
@shadowinkpress
@guardian
@bbcnews
@amazingchevvolt
@skynews
@emocionycambio
@notimex

Top Tweeters in G1:
@amazingchevvolt
@disparatepost
@3pennymovies
@thetimes
@rupertbu
@tezzer57
@penbedw
@garydchance
@qz
@mrsvickiday

Top Tweeters in G2:
@sunnysingh_n6
@vedatsamur
@michaelrosenyes
@khanyisile
@robinince
@porridgebrain
@zubairabbasi
@neverdontgiveup
@stuartaken
@inkwellhq

Top Tweeters in G3:
@bella623
@james_minter
@nationalpost
@amongstwits
@hashtaggrateful
@kimzillaaa
@aspaton
@songwarmonger
@rhian_ivory
@bbcradio4

Top Tweeters in G4:
@shadowinkpress
@lynsm7
@njmike731
@mollyheaton
@gailwmcdonald
@don_lb
@_smartuk
@grandma_hockey
@odwyer_g
@safc4ever

Top Tweeters in G5:
@bbcnews
@paddy030750
@annaanthro
@mariaressa
@yonwumman
@nuvaslacker
@markbishopuk
@ninadouglas
@bbcradiowales
@bbciplayer

Top Tweeters in G6:
@angiepedley
@davidrieff
@prospect_uk
@sarahchurchwell
@zehra_zaidi
@jbhattacharji
@legalactiongrp
@nelliepompoms
@shernakhambatta
@helgaspeck

Top Tweeters in G7:
@notimex
@889noticias
@jpsosa
@artulloa
@adnqro
@eltonejo
@mathewjlyons
@lacasadellibro
@lauentuiter
@beatle53

Top Tweeters in G8:
@ermintrude2
@stuckonsw
@amltaylor66
@arhomberg
@karenzgoda
@klausdodds
@socworkpodcast
@bonklesoul
@deniset01
@jenncaffeinated

Top Tweeters in G9:
@clarateddy
@gdautoart
@littlehux
@samatlounge
@publicitybooks
@ed
@thebookseller
@byleaveswelive
@bbcscotland
@saramegan

Top Tweeters in G10:
@mancunianmedic
@alunsaunders
@berniemayall
@liz_oriordan
@netflixuk
@dyingmatters
@gerisoc
@annabatchelor
@macmillancymru
@dignityindying