starbucks, Twitter, 3/16/2019 3:35:47 AM, 190555


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starbucks_2019-03-15_20-10-01.xlsx
starbucks_2019-03-15_20-10-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 16, 2019
Short Description:
starbucks via NodeXL http://bit.ly/2TM528g
@starbucks
@soledadobrien
@indymama8
@kylesareus
@itsfoodporn
@haciyahyahyah
@tom_themechanic
@foxnews
@designationsix
@stefwonders

Top hashtags:
#starbucks
#mjinnocent
#retail
#giveaway
#coffee
#leavingneverland
#vegan

Description:
Description
The graph represents a network of 5,694 Twitter users whose tweets in the requested range contained "starbucks", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 16 March 2019 at 03:11 UTC.

The requested start date was Saturday, 16 March 2019 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 6-hour, 6-minute period from Friday, 15 March 2019 at 17:54 UTC to Saturday, 16 March 2019 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 : 5694
Unique Edges : 6290
Edges With Duplicates : 1275
Total Edges : 7565
Number of Edge Types : 3
Mentions : 4415
Tweet : 2067
Replies to : 1083
Self-Loops : 2067
Reciprocated Vertex Pair Ratio : 0.0154759380962476
Reciprocated Edge Ratio : 0.0304801670146138
Connected Components : 2281
Single-Vertex Connected Components : 1547
Maximum Vertices in a Connected Component : 1511
Maximum Edges in a Connected Component : 3433
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.399254
Graph Density : 0.000147766799434673
Modularity : 0.663269
NodeXL Version : 1.0.1.409

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[6] https://todaywebuy.com/
[6] https://twitter.com/Starbucks/status/1106271446509056000
[6] https://twitter.com/howardschultz/status/1105924430876704768
[6] https://cityscenekc.com/new-downtown-hampton-features-streetcar-friendly-starbucks/
[5] https://twitter.com/starbucks/status/1106292399930634243
[4] http://slingshot.rafflecopter.com/rcapi/v5/r?e=48js6tc3c8ip2kcntq233l80umthrfrkbfg3j6ocpujt1omcoq1rb3ddtu8us5eim02p32ql2ob5cbr0l400mv01i4ab77lcn3uhb48&u=ga67d4c2quc41k3r61gndabrgj796bteq0367nmnu1qfchsei9156264d207cud6ciifi0c2cudlthlhjbngmckuqeg368mt4klu1qm1834favvifo9rhfit6e27cuetcqocnepjiabbvtnv2i75usk52dqj8nqk877h8mnjp3bpik1ds51g
[4] https://www.cinconoticias.com/starbucks-desarrollara-una-taza-reciclable-y-biodegradable/
[4] https://www.livekindly.co/starbucks-vegan-drinks-oat-milk/
[4] http://www.gadgetpics.com/gallery/7540/craziest-things-ever-seen-at-starbucks?aff_partner=DTAffiliate&aid=CD10024&bid=36719&uabid=36718&ibid=36717&subid1=UberFacts
[3] https://sipse.com/entretenimiento/starbucks-sucursales-retira-evita-reproducir-canciones-michael-jackson-327122.html?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G1:
[6] https://todaywebuy.com/
[4] https://www.cinconoticias.com/starbucks-desarrollara-una-taza-reciclable-y-biodegradable/
[3] https://www.showroom-live.com/e7e1d2277158?r=2a570f64
[2] http://www.ebay.com/itm/100-00-Starbucks-Gift-Card-Free-Shipping-/401727009707
[2] https://guiltyeats.com/2019/03/14/ariana-grande-collaboration-starbucks/
[2] https://www.foodbusinessnews.net/articles/13484-slideshow-coffee-innovation-brewing-on-menus?platform=hootsuite
[2] https://www.swarmapp.com/melstz/checkin/5c8c1a18f96b2c002c3f6a49?s=O1yex_nJx9L5H90gIKwhLFyzhW4&ref=tw
[2] https://www.indystar.com/story/news/politics/2019/03/14/pete-buttigieg-south-bend-indiana-mayor-responds-starbucks-howard-schultz-claim-time-military/3167070002/
[2] https://www.showroom-live.com/e7e1d2277158?r=a.1b6d6d88
[2] http://fivefigurenews.com/environment/recycling/

Top URLs in Tweet in G2:
[4] https://www.livekindly.co/starbucks-vegan-drinks-oat-milk/
[3] https://twitter.com/BjerreAmalie/status/1106309153805557760
[2] https://www.instagram.com/p/BvA7T0zDCSs/?utm_source=ig_twitter_share&igshid=ndt23oi6cz4g
[2] https://twitter.com/reuters/status/1106505414051614720
[2] https://twitter.com/rescatadoresmx/status/1106521502831337473
[2] https://www.youtube.com/watch?v=HDH7-EEiwZE

[2] https://twitter.com/thejuliabeck/status/1105576729891033095?s=21
[1] https://twitter.com/i/web/status/1106271446509056000
[1] https://twitter.com/i/web/status/1106292399930634243
[1] https://twitter.com/i/web/status/1106672255847665664

Top URLs in Tweet in G4:
[1] https://twitter.com/_natashaanuar/status/1103950802320650240

Top URLs in Tweet in G5:
[2] https://twitter.com/Starbucks/status/1106271446509056000
[2] https://twitter.com/Marsun_4/status/1106320415528353792
[1] https://twitter.com/i/web/status/1106436479960666112
[1] http://www.ecoti.in/micron/redirect.html?str=G7CWMY
[1] https://twitter.com/i/web/status/1106342111601930240
[1] https://twitter.com/i/web/status/1106620624166895616
[1] https://twitter.com/i/web/status/1106333350917300225
[1] https://twitter.com/i/web/status/1106320653727264775
[1] https://twitter.com/i/web/status/1106334901257687041
[1] https://twitter.com/i/web/status/1106339383253368832

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1106620450325651457
[1] https://twitter.com/i/web/status/1106705472873267200
[1] https://twitter.com/i/web/status/1106702604829147136
[1] https://twitter.com/i/web/status/1106699290490097664
[1] https://twitter.com/i/web/status/1106627756140290048
[1] https://twitter.com/i/web/status/1106415236532207616
[1] https://twitter.com/i/web/status/1106647805882454016
[1] https://twitter.com/i/web/status/1106643603890171904
[1] https://twitter.com/i/web/status/1106643280681295872
[1] https://twitter.com/i/web/status/1106643358745800705

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1106704011732738048
[1] https://twitter.com/i/web/status/1106684791032872963
[1] https://twitter.com/i/web/status/1106412112316977154
[1] https://twitter.com/i/web/status/1106667454032424960
[1] https://twitter.com/i/web/status/1106375896989085696
[1] https://twitter.com/i/web/status/1106389983265464325
[1] https://twitter.com/i/web/status/1106521624680022017
[1] https://twitter.com/i/web/status/1106666696062963712
[1] https://twitter.com/i/web/status/1106666078053302279
[1] https://twitter.com/i/web/status/1106663429572620289

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1106703991742689280
[1] https://twitter.com/i/web/status/1102954875254652930
[1] https://twitter.com/i/web/status/1106705374026043392
[1] https://twitter.com/i/web/status/1106655368946413568
[1] https://twitter.com/i/web/status/1106672590523953152
[1] https://twitter.com/i/web/status/1106667448252522496
[1] https://twitter.com/i/web/status/1106618030891495424

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1106704606283759616
[1] https://twitter.com/i/web/status/1106695324641435648
[1] https://twitter.com/i/web/status/1106671054901182464
[1] https://twitter.com/i/web/status/1106675311582810112
[1] https://twitter.com/i/web/status/1106675957753098241
[1] https://twitter.com/i/web/status/1106676206794092545
[1] https://twitter.com/i/web/status/1106676586059845637
[1] https://twitter.com/i/web/status/1106690062052401152
[1] https://twitter.com/i/web/status/1106690249374224385
[1] https://twitter.com/i/web/status/1106690548910510083

Top Domains
Top Domains in Tweet in Entire Graph:
[1175] twitter.com
[171] showroom-live.com
[169] swarmapp.com
[57] rafflecopter.com
[41] instagram.com
[14] ebay.com
[9] youtube.com
[9] facebook.com
[6] todaywebuy.com
[6] yelp.com

Top Domains in Tweet in G1:
[478] twitter.com
[159] showroom-live.com
[96] swarmapp.com
[29] instagram.com
[9] facebook.com
[6] co.jp
[6] todaywebuy.com
[4] cinconoticias.com
[4] yelp.com
[4] careerarc.com

Top Domains in Tweet in G2:
[219] twitter.com
[29] swarmapp.com
[7] instagram.com
[4] livekindly.co
[3] youtube.com
[2] change.org
[1] ufw.org
[1] yelp.com
[1] austintexas.gov

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

Top Domains in Tweet in G5:
[25] twitter.com
[1] ecoti.in
[1] instagram.com

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

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

Top Domains in Tweet in G9:
[7] twitter.com

Top Domains in Tweet in G10:
[21] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[147] starbucks
[121] mjinnocent
[56] retail
[52] giveaway
[29] coffee
[14] leavingneverland
[13] vegan
[10] boycottstarbucks
[9] michaeljackson
[9] スタバ



Top Hashtags in Tweet in G1:
[64] starbucks
[52] retail
[9] coffee
[4] night
[4] espresso
[4] spain
[4] petfriendly
[4] yelp
[3] morning
[3] washington

Top Hashtags in Tweet in G2:
[110] mjinnocent
[10] starbucks
[7] boycottstarbucks
[6] mjfam
[5] michaeljackson
[5] vegan
[4] coffee
[4] dairyfree
[3] mfam
[3] idiocraty

Top Hashtags in Tweet in G5:
[6] mjinnocent
[3] starbucks
[1] michaeljackson
[1] starbucksisracist

Top Hashtags in Tweet in G6:
[1] boycottstarbucks

Top Hashtags in Tweet in G9:
[6] cloudmacchiato
[6] starbucksambassador
[6] trythesoyversion
[1] starbucks

Top Words
Top Words in Tweet in Entire Graph:
[2455] Words in Sentiment List#1: Positive
[1565] Words in Sentiment List#2: Negative
[22] Words in Sentiment List#3: Angry/Violent
[83371] Non-categorized Words
[87393] Total Words
[5369] starbucks
[554] coffee
[428] s
[300] t
[297] order

Top Words in Tweet in G1:
[1498] starbucks
[271] coffee
[161] disney
[161] 最近タピオカにハマってる
[160] 椎名
[160] アイドル
[160] アイドルヲタク
[160] 元乃木坂46
[159] 優
[159] 斎藤ちはるさん

Top Words in Tweet in G2:
[1014] starbucks
[237] karenvjuliette
[110] mjinnocent
[101] michael
[99] coffee
[79] jackson
[76] now
[65] s
[64] mj
[62] annasudsy

Top Words in Tweet in G3:
[183] starbucks
[182] frappuccino
[181] itsfoodporn

Top Words in Tweet in G4:
[184] starbucks
[184] vanilla
[184] cream
[182] order
[165] come
[165] frappe
[165] add
[165] white
[165] mocha
[165] syrup

Top Words in Tweet in G5:
[244] starbucks
[81] michael
[75] jackson
[64] t
[60] m
[59] h
[42] people
[41] music
[36] now
[35] boycotting

Top Words in Tweet in G6:
[136] starbucks
[132] soledadobrien
[107] howard
[107] schultz
[100] s
[99] corporate
[98] curious
[98] fallout
[98] personally
[98] wise

Top Words in Tweet in G7:
[86] starbucks
[85] jordynnegrace
[85] walking
[85] 4am

Top Words in Tweet in G8:
[42] designationsix
[42] foxnews
[41] expedia
[40] disney
[39] trivago
[39] starkistcharlie
[39] sleepnumber
[37] universalpics
[30] starbucks
[9] bennydiego

Top Words in Tweet in G9:
[74] starbucks
[42] arianagrande
[14] businessinsider
[12] ninaannnelson
[10] italy's
[10] largest
[10] europe
[10] didn
[10] t
[10] know

Top Words in Tweet in G10:
[14] here
[14] foxnews
[14] sponsors
[14] tagged
[13] notified
[12] each
[8] retweet
[6] starbucks
[5] jrubinblogger
[4] cnn

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[262] starbucks,coffee
[236] starbucks,karenvjuliette
[200] come,starbucks
[189] starbucks,order
[188] starbucks,frappuccino
[183] michael,jackson
[181] itsfoodporn,starbucks
[174] disney,starbucks
[172] アイドル,アイドルヲタク
[172] アイドルヲタク,元乃木坂46

Top Word Pairs in Tweet in G1:
[182] starbucks,coffee
[160] アイドル,アイドルヲタク
[160] アイドルヲタク,元乃木坂46
[160] coffee,最近タピオカにハマってる
[159] 椎名,優
[159] 優,アイドル
[159] 元乃木坂46,斎藤ちはるさん
[158] ゆーまにあ王国,椎名
[158] 斎藤ちはるさん,disney
[158] disney,starbucks

Top Word Pairs in Tweet in G2:
[236] starbucks,karenvjuliette
[80] mjinnocent,mjinnocent
[77] michael,jackson
[54] starbucks,annasudsy
[42] karenvjuliette,starbucks
[28] mj,innocent
[27] innocent,mj
[26] starbucks,now
[26] starbucks,coffee
[21] enraged,guys

Top Word Pairs in Tweet in G3:
[182] starbucks,frappuccino
[181] itsfoodporn,starbucks

Top Word Pairs in Tweet in G4:
[167] vanilla,cream
[165] come,starbucks
[165] starbucks,order
[165] order,vanilla
[165] cream,frappe
[165] frappe,add
[165] add,white
[165] white,mocha
[165] mocha,syrup
[165] syrup,java

Top Word Pairs in Tweet in G5:
[75] michael,jackson
[58] h,m
[34] boycotting,starbucks
[33] list,people
[33] people,brands
[33] brands,boycotting
[33] starbucks,h
[33] m,sam
[33] sam,smith
[33] smith,ellen

Top Word Pairs in Tweet in G6:
[106] howard,schultz
[98] curious,fallout
[98] fallout,howard
[98] schultz,personally
[98] personally,starbucks
[98] starbucks,corporate
[98] corporate,wise
[98] wise,s
[97] soledadobrien,curious
[97] s,percei

Top Word Pairs in Tweet in G7:
[85] walking,starbucks
[85] starbucks,4am
[84] jordynnegrace,walking

Top Word Pairs in Tweet in G8:
[39] expedia,trivago
[39] trivago,disney
[39] disney,starkistcharlie
[39] starkistcharlie,sleepnumber
[38] foxnews,expedia
[37] sleepnumber,universalpics
[28] universalpics,starbucks
[14] designationsix,foxnews
[9] designationsix,bennydiego
[9] bennydiego,foxnews

Top Word Pairs in Tweet in G9:
[23] arianagrande,starbucks
[10] italy's,starbucks
[10] starbucks,largest
[10] largest,europe
[10] didn,t
[10] t,know
[9] businessinsider,italy's
[9] starbucks,played
[9] played,seven
[9] seven,arianagrande

Top Word Pairs in Tweet in G10:
[14] here,foxnews
[14] foxnews,sponsors
[14] sponsors,tagged
[13] tagged,notified
[12] notified,each
[8] each,retweet
[2] retweet,c

Top Replied-To
Top Replied-To in Entire Graph:
@starbucks
@soledadobrien
@no_tl
@jcmounduix
@designationsix
@merrittk
@ohchadwick
@epicl86
@janebuckingham
@kjngofpops

Top Replied-To in G1:

Top Replied-To in G2:
@starbucks
@ohchadwick
@janebuckingham
@nathaliactsk
@annasudsy
@geektify
@thegloved_one
@jojogalv
@theatrenerd5555
@futuredogmom

Top Replied-To in G4:
@_natashaanuar

Top Replied-To in G5:
@epicl86
@kjngofpops
@mjvibe
@andjustice4some
@jacksonzone58
@starbucks
@charlecia98
@justicetrublu
@aliceverdino
@cosmosdances

Top Replied-To in G6:
@soledadobrien
@bradheintz
@dhinchcliffe
@tracilaw
@amore_kathleen

Top Replied-To in G7:
@jordynnegrace

Top Replied-To in G8:
@designationsix
@stephen84687050
@washhanger
@bfdeal
@myblingroom
@bwh333

Top Replied-To in G9:
@ninaannnelson
@businessinsider
@arianagrande
@maryjoe38642126
@starbucks
@arianafenty
@byelui

Top Replied-To in G10:
@jrubinblogger
@soledadobrien
@whitehouse
@debralbrown6
@error_processor
@jlq529
@usucktheballs
@deportmurdoch
@angangieangela
@tylerblackwell4

Top Mentioned
Top Mentioned in Entire Graph:
@starbucks
@karenvjuliette
@itsfoodporn
@haciyahyahyah
@soledadobrien
@jordynnegrace
@annasudsy
@foxnews
@mommieswithcent
@arianagrande

Top Mentioned in G1:
@noo605
@kimberleyds84
@silentdreamers_
@kedadams7
@jacobundeclared
@ekemma
@hgallegosvero
@cassiecakeycake

Top Mentioned in G2:
@starbucks
@karenvjuliette
@annasudsy
@nathaliactsk
@hm
@dunkindonuts
@louisvuitton
@gayathomedad
@andjustice4some
@kari_h5

Top Mentioned in G3:
@itsfoodporn
@haciyahyahyah

Top Mentioned in G4:
@haciyahyahyah
@_natashaanuar
@khvlff

Top Mentioned in G5:
@starbucks
@stefwonders
@epicl86
@andjustice4some
@michaeljackson
@evalastinglight
@jacksonzone58
@kjngofpops
@mjvibe
@likethesparrow

Top Mentioned in G6:
@soledadobrien
@starbucks
@washhanger
@illyusa
@bostonlogan
@peetscoffee
@msignorile
@eztempo
@illycaffe
@newshounds

Top Mentioned in G7:
@jordynnegrace

Top Mentioned in G8:
@foxnews
@expedia
@disney
@trivago
@starkistcharlie
@sleepnumber
@universalpics
@designationsix
@starbucks
@bennydiego

Top Mentioned in G9:
@arianagrande
@starbucks
@businessinsider
@ninaannnelson
@hannahmrozak
@maryjoe38642126
@ladygaga
@idarose7777
@redhawk1462
@fuckingreatful

Top Mentioned in G10:
@foxnews
@cnn
@realdonaldtrump
@congressdotgov
@ussupremecourt
@philfedresearch
@federalreserve
@kclsfoundation
@kingcountywa
@kcllwa

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@thebookofginko
@wkrbnews
@alhanda
@solarboy_hex
@delta
@cagney1991
@idiotbicht
@zolmaxnews
@carmillalusta

Top Tweeters in G1:
@wkrbnews
@solarboy_hex
@idiotbicht
@zolmaxnews
@carmillalusta
@saxon6732
@smartlifeinfor
@tonichildish
@negation2010
@ririsbff

Top Tweeters in G2:
@thesun
@perezhilton
@tuphlos
@samuelj41944686
@bblastbyke
@mjjjusticeprjct
@videokiiied
@starbucks
@god7like7king7
@mellie4justice

Top Tweeters in G3:
@dramakingc
@bookslovee123
@kellierose914
@lsporiii
@nurhanfawzy
@swiftxhes
@maedehfadaei
@hanisrodzi
@loveeeetara
@vicbiebercore96

Top Tweeters in G4:
@_natashaanuar
@eykafyka_
@amelyalalaa
@mabitxch
@aidaisyxh
@nyulhuda
@ameliazulaikha_
@syahidahonly
@farahhnyy
@zaidizainal02

Top Tweeters in G5:
@faratmani69
@twoghostshesx
@thriiiernights
@crazyy_dayy
@leschique
@achtungmjj
@aldensnavy
@whoisitbad
@aiusha407
@_sad_necessary

Top Tweeters in G6:
@muzikscribe
@givemepie360
@anthonybourque
@billieo2
@mjohnso27
@suekhi
@daretothink53
@blackswan725
@mhmhart
@_dralaterdzo

Top Tweeters in G7:
@bradwardfight
@irishfootball11
@velascodenise_
@bastiondarren
@kylemcbeth92
@justinissick
@robcham
@brandonversus_
@phoenixjustice
@stephamiie

Top Tweeters in G8:
@foxnews
@kath2252
@paladine
@pdoubt
@churchlady320
@3luedoggie
@mssusanmo
@mslindanash
@sleepnumber
@lizzbeth5301

Top Tweeters in G9:
@aroon_dani
@businessinsider
@doomartalba
@ravena68
@pita_louise
@ccdancer95
@arianafenty
@idarose7777
@blazedcabello
@hautexharry

Top Tweeters in G10:
@cnn
@yahoonews
@cnnee
@angangieangela
@jlq529
@voxdotcom
@reifedward
@rosie
@jrubinblogger
@paolish8