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MiamiandBeaches_2017-08-12_11-34-52.xlsx
MiamiandBeaches_2017-08-12_11-34-52.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 12, 2017
Short Description:
MiamiandBeaches via NodeXL http://bit.ly/2hUnsRp
@miamiandbeaches
@charlesmccool
@visitflorida
@saucegod232
@viajaamiami
@miami_eatz

Description:
Description
The graph represents a network of 635 Twitter users whose tweets in the requested range contained "MiamiandBeaches", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 12 August 2017 at 18:40 UTC.

The requested start date was Saturday, 12 August 2017 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 20-hour, 57-minute period from Saturday, 29 July 2017 at 03:03 UTC to Saturday, 12 August 2017 at 00:01 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 : 635
Unique Edges : 1160
Edges With Duplicates : 994
Total Edges : 2154
Self-Loops : 137
Reciprocated Vertex Pair Ratio : 0.0540111199364575
Reciprocated Edge Ratio : 0.102486812358704
Connected Components : 79
Single-Vertex Connected Components : 50
Maximum Vertices in a Connected Component : 514
Maximum Edges in a Connected Component : 2010
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.14663
Graph Density : 0.00329615738095829
Modularity : 0.461473
NodeXL Version : 1.0.1.386

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[43] http://www.miamiandbeaches.com/special-offers/monthly-deals/miami-spa-month/miami-spas-month-search-results/?&progcode=Spa
[18] https://twitter.com/MiamiandBeaches/status/892376888676564992
[17] http://www.miamiandbeaches.com/special-offers/monthly-deals/miami-spice-month
[8] https://tag.yieldoptimizer.com/ps/analytics?t=cl&pxid=8381&
[8] https://twitter.com/miamiandbeaches/status/892376888676564992
[7] http://www.visitflorida.com/en-us/cities/miami.html?cid=SM_tw_vf_gen
[6] https://www.airbnb.com/rooms/195863?af=15588&c=cs&i=jrmxqibv
[5] http://www.miamiandbeaches.com/special-offers/monthly-deals/miami-spa-month
[5] http://www.ilovemiamispice.com/
[4] https://is.gd/xydCFc

Top URLs in Tweet in G1:
[40] http://www.miamiandbeaches.com/special-offers/monthly-deals/miami-spa-month/miami-spas-month-search-results/?&progcode=Spa
[6] https://www.airbnb.com/rooms/195863?af=15588&c=cs&i=jrmxqibv
[4] https://www.youtube.com/watch?v=wD3ugv7rIBc&feature=youtu.be&app=desktop
[4] https://twitter.com/miamiandbeaches/status/892376888676564992
[3] http://www.miamiandbeaches.com/special-offers/monthly-deals/miami-spa-month
[3] http://www.miamiandbeaches.com/special-offers/monthly-deals/miami-spice-month
[2] https://is.gd/xydCFc
[2] http://www.mia-beach-apartment.com/
[2] http://www.gablescinema.com/programs/family-day/
[2] http://www.dailyweb.com.ar/noticias/val/27155-10/el-programa-%C3%82%E2%80%9Cmiami-spice%C3%82%E2%80%9D-celebra-16-anos.html

Top URLs in Tweet in G2:
[10] http://www.miamiandbeaches.com/special-offers/monthly-deals/miami-spice-month
[3] https://twitter.com/MiamiandBeaches/status/892376888676564992
[2] https://twitter.com/miamiandbeaches/status/880513962432897024
[2] http://www.miamiandbeaches.com/special-offers/monthly-deals/miami-spice-month/miami-spice-month-search-results/?progcode=spice
[2] https://twitter.com/miamiandbeaches/status/892376888676564992
[2] http://www.miamiandbeaches.com/
[1] http://espanol.miamiandbeaches.com/featured-articles/things-to-do-indoors
[1] https://www.instagram.com/p/BXJSQvMhwdj/
[1] http://www.miamiandbeaches.com/special-offers/monthly-deals/miami-spice-month/miami-spice-at-glance
[1] http://www.hawkinscre.com/downtown-miamis-20-architecturally-significant-buildings-interactive-map-accompany-dr-paul-s-georges-list/

Top URLs in Tweet in G3:
[9] https://twitter.com/MiamiandBeaches/status/892376888676564992
[1] https://twitter.com/i/web/status/896042562821267456
[1] https://twitter.com/i/web/status/895768723591757826
[1] https://twitter.com/i/web/status/895739589327036416
[1] https://twitter.com/i/web/status/895644844814725120
[1] https://twitter.com/i/web/status/894388516884553728
[1] http://www.miamiherald.com/news/local/community/miami-dade/miami-beach/article166164592.html
[1] https://twitter.com/i/web/status/891831733661949952
[1] https://twitter.com/i/web/status/891768589224730624
[1] https://twitter.com/i/web/status/893130331485851648

Top URLs in Tweet in G4:
[7] http://www.visitflorida.com/en-us/cities/miami.html?cid=SM_tw_vf_gen
[3] https://www.youtube.com/watch?v=tGTt9BLn9xk&feature=youtu.be
[2] https://www.youtube.com/watch?v=dzwHB6tgSNE&t=277s
[1] https://twitter.com/i/web/status/896089987178913793
[1] https://twitter.com/i/web/status/896081854943576064
[1] https://twitter.com/i/web/status/892844828601585664
[1] https://twitter.com/i/web/status/891017343899508736
[1] https://twitter.com/i/web/status/892171822497705988
[1] https://twitter.com/i/web/status/892473470130499584
[1] https://twitter.com/i/web/status/894268367103807488

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/895804453848309760
[1] https://twitter.com/i/web/status/895848670783995904
[1] https://twitter.com/i/web/status/895805023145218048

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/892125665172094977
[1] https://twitter.com/i/web/status/892172938627166209
[1] https://twitter.com/i/web/status/892536573161558016
[1] https://twitter.com/i/web/status/892536784713900032
[1] https://twitter.com/i/web/status/893161039511953410
[1] https://twitter.com/i/web/status/892726146265174017
[1] https://twitter.com/i/web/status/892756718798729217
[1] https://twitter.com/i/web/status/892534865022799872
[1] https://twitter.com/i/web/status/892535646723518464
[1] https://twitter.com/i/web/status/892171362843873284

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/892170323918979072
[1] https://twitter.com/i/web/status/892198030983782401
[1] https://twitter.com/MiamiandBeaches/status/892376888676564992

Top URLs in Tweet in G8:
[1] http://titlekingexpress.com/
[1] https://twitter.com/i/web/status/884848278222888962
[1] https://twitter.com/i/web/status/891340981966172161

Top URLs in Tweet in G9:
[3] http://mlramos.photography/
[3] http://www.ilovemiamispice.com/
[2] http://www.miamiandbeaches.com/things-to-do/arts-and-culture/must-see-public-art
[1] https://twitter.com/i/web/status/895678038351982593
[1] https://twitter.com/i/web/status/895679160508715008
[1] https://twitter.com/i/web/status/895736547814801408
[1] https://twitter.com/i/web/status/893199861205610496
[1] https://twitter.com/i/web/status/892381950165622784
[1] https://twitter.com/i/web/status/892384564848586752
[1] https://twitter.com/i/web/status/891133305357316096

Top URLs in Tweet in G10:
[8] https://tag.yieldoptimizer.com/ps/analytics?t=cl&pxid=8381&
[2] http://www.miamiandbeaches.com/special-offers/monthly-deals/miami-spa-month/miami-spas-month-search-results/?&progcode=Spa
[1] https://twitter.com/i/web/status/894684189286596608
[1] https://twitter.com/i/web/status/888505408796721153
[1] https://twitter.com/i/web/status/884533424056406016
[1] https://twitter.com/i/web/status/882030268156182528
[1] https://twitter.com/i/web/status/882711241210376196
[1] https://twitter.com/i/web/status/892123350323142656
[1] https://twitter.com/i/web/status/892840864921341954
[1] http://espanol.miamiandbeaches.com/featured-articles/frost-science-museum?_ga=2.221432080.944576608.1501553524-1442499434.1501553524

Top Domains
Top Domains in Tweet in Entire Graph:
[210] twitter.com
[99] miamiandbeaches.com
[17] fb.me
[14] instagram.com
[10] youtube.com
[8] yieldoptimizer.com
[7] visitflorida.com
[6] airbnb.com
[5] apnews.com
[5] ilovemiamispice.com

Top Domains in Tweet in G1:
[49] miamiandbeaches.com
[34] twitter.com
[6] airbnb.com
[4] youtube.com
[2] miamiherald.com
[2] bit.ly
[2] is.gd
[2] mia-beach-apartment.com
[2] gablescinema.com
[2] com.ar

Top Domains in Tweet in G2:
[26] miamiandbeaches.com
[21] twitter.com
[9] fb.me
[3] instagram.com
[1] hawkinscre.com
[1] ilovemiamispice.com

Top Domains in Tweet in G3:
[18] twitter.com
[1] miamiherald.com

Top Domains in Tweet in G4:
[18] twitter.com
[7] visitflorida.com
[5] youtube.com
[1] ilovemiamispice.com
[1] kidventurous.com

Top Domains in Tweet in G5:
[3] twitter.com

Top Domains in Tweet in G6:
[50] twitter.com

Top Domains in Tweet in G7:
[3] twitter.com

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

Top Domains in Tweet in G9:
[9] twitter.com
[3] mlramos.photography
[3] miamiandbeaches.com
[3] ilovemiamispice.com

Top Domains in Tweet in G10:
[8] yieldoptimizer.com
[7] twitter.com
[3] miamiandbeaches.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[124] miamispice
[36] miami
[35] decidiloaniversario
[34] foundinmiami
[26] enddogmeattrade
[19] travel
[18] miamispa
[12] cuban
[11] littlehavana
[10] miamibeach



Top Hashtags in Tweet in G1:
[49] miamispice
[26] enddogmeattrade
[17] foundinmiami
[15] miami
[13] miamispa
[12] cuban
[11] littlehavana
[6] vacation
[5] sofla
[4] foodies

Top Hashtags in Tweet in G2:
[17] miamispice
[6] miami
[2] southbeach
[2] ourcounty
[2] restaurants
[2] miamispa
[1] repost
[1] foodies
[1] southflorida
[1] southbchrealtor

Top Hashtags in Tweet in G3:
[11] miamispice
[10] travel
[5] miamibeach
[3] tourism
[3] diversity
[2] inlovewithmiamibeach
[2] sofla

Top Hashtags in Tweet in G4:
[12] miamispice
[10] lovefl
[3] thanks
[3] miamibeach
[2] espanolaway
[2] miamihotels
[1] miami
[1] ilovethiscity
[1] magiccity
[1] spmediamiami

Top Hashtags in Tweet in G5:
[35] decidiloaniversario

Top Hashtags in Tweet in G6:
[6] onetravelchat
[4] travel

Top Hashtags in Tweet in G7:
[3] miamimarathon
[3] miami
[3] restaurants
[3] florida
[2] vacation
[2] dining
[2] southbeach
[1] ff
[1] streetart
[1] jachat

Top Hashtags in Tweet in G8:
[2] miami
[1] elclasicomiami
[1] playoffs
[1] miamidolphins
[1] finsup

Top Hashtags in Tweet in G9:
[12] miamispice
[6] sobe
[6] regram
[2] bazaarmar

Top Hashtags in Tweet in G10:
[8] foundinmiami
[2] alimentos
[1] miamispa

Top Words
Top Words in Tweet in Entire Graph:
[343] Words in Sentiment List#1: Positive
[67] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[9103] Non-categorized Words
[9513] Total Words
[375] miamiandbeaches
[207] miami
[124] miamispice
[110] visitflorida
[94] travelatwill

Top Words in Tweet in G1:
[181] miamiandbeaches
[77] miami
[62] w
[50] summer
[49] miamispice
[40] spa
[40] roslehtinen
[39] vcmiami
[34] yourself
[30] look

Top Words in Tweet in G2:
[34] miami
[17] miamispice
[14] spice
[10] best
[9] restaurants
[9] time
[7] restaurant
[6] enjoy
[6] promotion
[6] showcasing

Top Words in Tweet in G3:
[29] miamibeachnews
[20] miamiandbeaches
[11] miamispice
[11] miamiherald
[10] beach
[10] travel
[9] officially
[9] begins
[9] today
[8] miami

Top Words in Tweet in G4:
[32] miamiandbeaches
[21] cityofmiami
[20] miami
[16] visitflorida
[12] miamispice
[12] mouth
[12] watering
[12] restaurant
[12] promo
[12] showcasing

Top Words in Tweet in G5:
[43] miamiandbeaches
[43] fieritacatalano
[43] nicolasocchiato
[41] decidilo
[37] fiesta
[36] baile
[35] viene
[35] decidiloaniversario
[35] playa
[30] sabor

Top Words in Tweet in G6:
[91] visitflorida
[90] travelatwill
[88] danahfreeman
[87] visitmaine
[86] charlesmccool
[83] roarloud
[83] suziday123
[74] always5star
[50] eatlivetraveldr
[33] momo_sandiego

Top Words in Tweet in G7:
[5] miamiandbeaches
[5] downtownmia
[3] ready
[3] race
[3] cation
[3] miamimarathon
[3] wynwoodmiami
[3] pamm
[3] miami
[3] restaurants

Top Words in Tweet in G8:
[8] miamidolphins
[7] miamiandbeaches
[7] miamicom
[5] michael31thomas
[5] cityofmiami
[3] miami
[2] high
[2] quality
[2] prints
[2] available

Top Words in Tweet in G9:
[12] miamispice
[11] miami
[7] month
[7] enjoy
[6] summer
[6] sobe
[6] regram
[6] pubbellyboys
[6] spice
[6] best

Top Words in Tweet in G10:
[17] miami
[16] viajaamiami
[9] todas
[8] más
[8] foundinmiami
[8] sus
[4] sabes
[4] cuál
[4] fruta
[4] tropical

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[76] charlesmccool,travelatwill
[74] danahfreeman,charlesmccool
[67] visitflorida,visitmaine
[59] visitmaine,danahfreeman
[48] roarloud,suziday123
[44] travelatwill,roarloud
[43] miamiandbeaches,fieritacatalano
[41] suziday123,always5star
[39] fieritacatalano,nicolasocchiato
[39] vcmiami,miamiandbeaches

Top Word Pairs in Tweet in G1:
[39] vcmiami,miamiandbeaches
[28] miamiandbeaches,summer
[28] roslehtinen,vcmiami
[27] miami,spa
[26] summer,here
[26] here,revitalize
[26] revitalize,yourself
[26] yourself,miami
[26] spa,getaway
[26] getaway,find

Top Word Pairs in Tweet in G2:
[13] miami,spice
[6] restaurant,promotion
[6] showcasing,very
[6] very,best
[6] best,miami
[6] miami,cuisine
[5] spice,mouth
[5] mouth,watering
[5] watering,restaurant
[5] promotion,showcasing

Top Word Pairs in Tweet in G3:
[9] miamispice,officially
[9] officially,begins
[9] begins,today
[8] miamibeachnews,miamispice
[7] miami,beach
[7] miamiandbeaches,miamibeachnews
[5] miamibeachnews,miamiandbeaches
[5] travel,miamibeach
[4] cityofmiami,miamibeachnews
[4] miamibeachnews,miamiherald

Top Word Pairs in Tweet in G4:
[12] miamispice,mouth
[12] mouth,watering
[12] watering,restaurant
[12] restaurant,promo
[12] promo,showcasing
[12] showcasing,very
[12] very,best
[12] best,miami
[12] miami,cuisine
[12] cuisine,during

Top Word Pairs in Tweet in G5:
[43] miamiandbeaches,fieritacatalano
[39] fieritacatalano,nicolasocchiato
[35] viene,decidiloaniversario
[35] decidiloaniversario,miamiandbeaches
[35] nicolasocchiato,playa
[35] playa,fiesta
[35] fiesta,baile
[34] decidilo,viene
[30] baile,sabor
[30] sabor,miam

Top Word Pairs in Tweet in G6:
[72] charlesmccool,travelatwill
[70] danahfreeman,charlesmccool
[67] visitflorida,visitmaine
[56] visitmaine,danahfreeman
[44] roarloud,suziday123
[40] travelatwill,roarloud
[38] suziday123,always5star
[36] always5star,eatlivetraveldr
[30] travelatwill,suziday123
[29] roarloud,visitflorida

Top Word Pairs in Tweet in G7:
[4] miamiandbeaches,downtownmia
[3] ready,race
[3] race,cation
[3] cation,miamiandbeaches
[3] downtownmia,miamimarathon
[2] runmiami,ready
[2] miami,vacation
[2] vacation,dining
[2] dining,restaurants
[2] restaurants,southbeach

Top Word Pairs in Tweet in G8:
[5] michael31thomas,miamidolphins
[5] miamidolphins,cityofmiami
[5] cityofmiami,miamicom
[5] miamicom,miamiandbeaches
[2] high,quality
[2] quality,prints
[2] prints,available
[2] available,miami
[2] miami,simply
[2] simply,message

Top Word Pairs in Tweet in G9:
[6] summer,sobe
[6] regram,pubbellyboys
[6] miami,spice
[5] check,out
[4] sobe,sizzling
[4] sizzling,savor
[4] savor,best
[4] best,flavors
[4] flavors,month
[4] month,miami

Top Word Pairs in Tweet in G10:
[4] sabes,cuál
[4] cuál,fruta
[4] fruta,tropical
[4] tropical,visita
[4] visita,miami
[4] miami,probar
[4] probar,más
[4] más,otras
[4] otras,delicias
[4] delicias,foundinmiami

Top Replied-To
Top Replied-To in Entire Graph:
@miamiandbeaches
@visitflorida
@visitmaine
@charlesmccool
@nwalegends
@roarloud
@decidilo
@always5star
@nothingbutne
@momo_sandiego

Top Replied-To in G1:
@miamiandbeaches
@onlynomaly
@gobrightline
@soncubanomiami
@kristinnsilva
@roslehtinen
@forwardfla

Top Replied-To in G3:
@nwalegends
@soflofoodfind
@champagne_sage
@floridapalate
@nabhood

Top Replied-To in G4:
@visitmaine
@thebconhiller
@jennifertrefeln
@andrumeda_music
@groovynetwork
@gilbert305re
@nmnhawk
@luxormaverik
@hippie_inheels
@longocristian_

Top Replied-To in G5:
@decidilo
@miamiandbeaches

Top Replied-To in G6:
@visitflorida
@charlesmccool
@visitmaine
@roarloud
@always5star
@nothingbutne
@momo_sandiego
@suziday123
@sightswithh
@dcwritermom

Top Replied-To in G7:
@charlesmccool
@schwartzmedia

Top Replied-To in G8:
@michael31thomas
@boat_history

Top Mentioned
Top Mentioned in Entire Graph:
@miamiandbeaches
@visitflorida
@travelatwill
@danahfreeman
@charlesmccool
@suziday123
@visitmaine
@roarloud
@always5star
@eatlivetraveldr

Top Mentioned in G1:
@miamiandbeaches
@roslehtinen
@vcmiami
@onlynomaly
@airbnb
@walkerdoug
@cityofmiami
@miamibeachnews
@cbsmiami
@thebig_easy

Top Mentioned in G3:
@miamibeachnews
@miamiandbeaches
@miamiherald
@cityofmiami
@fgbrisco
@ssbillygraham
@petervonstamm
@traveling1223
@multicultural
@lemonicafe

Top Mentioned in G4:
@miamiandbeaches
@cityofmiami
@visitflorida
@miamibeachpages
@always5star
@danahfreeman
@charlesmccool
@travelatwill
@roarloud
@suziday123

Top Mentioned in G5:
@fieritacatalano
@nicolasocchiato
@miamiandbeaches
@decidilo
@flor_vigna
@pauli_pilolla
@flor84418980

Top Mentioned in G6:
@travelatwill
@danahfreeman
@visitmaine
@suziday123
@charlesmccool
@visitflorida
@roarloud
@always5star
@eatlivetraveldr
@momo_sandiego

Top Mentioned in G7:
@miamiandbeaches
@downtownmia
@wynwoodmiami
@pamm
@runmiami
@brickellista
@ballandchainbar
@bayfrontparkmia
@mdcollege
@mdcmoad

Top Mentioned in G8:
@miamidolphins
@miamiandbeaches
@miamicom
@cityofmiami
@newtimesarts
@fineartamerica
@art_miami
@boatingmagazine
@velocity
@miamiheat

Top Mentioned in G9:
@miamiandbeaches
@resy
@_winterhaven
@filiarestaurant
@beakerandgray
@miamia
@southbeachtides
@southbeachchefs
@bluemoonmiami

Top Mentioned in G10:
@viajaamiami
@miamiandbeaches

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@federicoalves
@lindaleeking
@semanticearth
@essexfoodporn
@jilevin
@lopezgovlaw
@relaxinsobe
@annwalthour
@gloriawalthour

Top Tweeters in G1:
@federicoalves
@semanticearth
@relaxinsobe
@annwalthour
@gloriawalthour
@patricita5758
@orlandoandresm4
@ehfoundation237
@waytotrill1995
@cindy_52s

Top Tweeters in G2:
@heavytee_
@mrrico305
@arroba_nube
@evelinmoreira01
@catherine_haro
@samsaysmiami
@mercantilcb
@mercantilcbesp
@foodtravelpro
@jimmycefalo

Top Tweeters in G3:
@miamiherald
@marlins
@charleneffreem1
@delicious_feed
@emyrosello_
@miamibeachnews
@fgbrisco
@miamibeachevent
@petervonstamm
@nwalegends

Top Tweeters in G4:
@ernestoorsetti
@noortjeschoute
@askchefdennis
@y100miami
@miaminewtimes
@visitflorida
@aitordelgadocom
@miamibeachpages
@kidventurous
@miamibroker

Top Tweeters in G5:
@chinitadeflor
@fieritacatalano
@cinerc8
@johana85289701
@anymattoni
@gustavo_santoro
@angelica_1797
@vvgnr
@amo_occhiavigna
@viv_zar

Top Tweeters in G6:
@lindaleeking
@cleandropmobile
@louise90535705
@t_jh2009
@roarloud
@always5star
@charlesmccool
@suziday123
@travelatwill
@eatlivetraveldr

Top Tweeters in G7:
@ceecestravel
@miami_mls
@mrliberties
@taddschwartz
@schwartzmedia
@chrisumpierre
@downtownmia
@miamichamber
@pamm
@ballandchainbar

Top Tweeters in G8:
@miamiheat
@miamidolphins
@artistunknown28
@miamicom
@eviephinslvr
@velocity
@iamnysports
@newtimesarts
@boatingmagazine
@michael31thomas

Top Tweeters in G9:
@miami_eatz
@spiffuplife
@flachshof
@sobehotel
@bcprmiami
@anapaulacorral
@southbeachchefs
@resy
@beakerandgray
@slsbrickell

Top Tweeters in G10:
@ed78_75
@vinadenuncia
@79257a1748554ff
@renyromero_
@nanolacouture
@poulquis
@rpaccolopez
@cpjannybarrera
@allendemx
@armando28704697