starbucks, Twitter, 6/22/2019 3:17:09 AM, 200740


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starbucks_2019-06-21_19-55-44.xlsx
starbucks_2019-06-21_19-55-44.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 22, 2019
Short Description:
starbucks via NodeXL http://bit.ly/2Fk2BQX
@alexernst
@starbucks
@ashtonkoontzz
@chief38389368
@mslady_wtf
@designationsix
@wsj
@ijeomaoluo
@chickfila
@kathyco77505648

Top hashtags:
#レモンヨーグルト発酵フラペチーノ
#starbucks
#retail
#pride
#スタバ
#スターバックス
#スタバ新作
#coffee

Description:
Description
The graph represents a network of 5,771 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, 22 June 2019 at 02:57 UTC.

The requested start date was Saturday, 22 June 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 1-day, 0-hour, 55-minute period from Thursday, 20 June 2019 at 13:41 UTC to Friday, 21 June 2019 at 14:36 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 : 5771
Unique Edges : 5789
Edges With Duplicates : 443
Total Edges : 6232
Number of Edge Types : 3
Replies to : 578
Mentions : 4089
Tweet : 1565
Self-Loops : 1565
Reciprocated Vertex Pair Ratio : 0.0100874243443174
Reciprocated Edge Ratio : 0.0199733688415446
Connected Components : 1823
Single-Vertex Connected Components : 1217
Maximum Vertices in a Connected Component : 2466
Maximum Edges in a Connected Component : 2988
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.11075
Graph Density : 0.000135320720016745
Modularity : 0.725429
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[158] https://www.starbucks.co.jp/cafe/hakko?utm_source=twitter&utm_medium=social&utm_content=img
[21] https://www.starbucks.co.jp/food/dessert/4524785391772?utm_source=twitter&utm_medium=social&utm_content=img
[11] https://twitter.com/christellations/status/1139806344570187776
[6] https://twitter.com/starbucks/status/1141677076337983488
[6] https://twitter.com/alexernst/status/1141542915744813058
[5] https://jocee.jp/user/oderogu/9bf94add207d1168d948
[5] https://jocee.jp/user/oderogu/b5413c8a9ffd27683d4f
[4] https://twitter.com/login?redirect_after_login=%2Fmessages%2Fcompose%3Frecipient_id%3D2917968139
[4] https://twitter.com/lugulugupolos/status/1142013888830959616
[3] https://twitter.com/FifeTx/status/1141897542122319877

Top URLs in Tweet in G2:
[4] https://twitter.com/alexernst/status/1141542915744813058
[3] https://twitter.com/starbucks/status/1141677076337983488
[2] https://www.starbucks.co.jp/cafe/hakko/
[2] https://twitter.com/brookemiccio/status/1141601391670169601
[2] https://twitter.com/randallotistv/status/1141449003374190592
[2] https://www.tampabay.com/news/publicsafety/relative-who-ran-over-child-in-brandon-starbucks-was-the-girls-father-report-says-20190620/
[2] https://www.bbc.co.uk/news/education-47773592
[1] https://twitter.com/bocawoif/status/1141461192445218816
[1] https://www.swarmapp.com/c/dXbuuptqbSo
[1] https://twitter.com/luvpic_/status/432425679301267456/photo/1

Top URLs in Tweet in G3:
[2] https://www.starbucks.co.uk/store-locator
[1] https://sbux.co/JuneHappyHour
[1] https://www.swarmapp.com/c/jNYWcGSWlqH
[1] https://lippincott.com/insight/the-starbucks-logo-has-a-secret-youve-never-noticed/
[1] https://twitter.com/CheyenneElevate/status/1142076132625244161
[1] https://twitter.com/AlexErnst/status/1141542915744813058
[1] https://www.swarmapp.com/c/0nrRlOOmNu2
[1] https://www.instagram.com/p/By-Su7Kh8NQ/?igshid=y7xsu168qsjl
[1] https://www.instagram.com/p/By-Zr8BAZTt-45Tf5rRyuZqCD0Hx9WnHP5GIz80/?igshid=1sxh4jgmh6lpb
[1] https://bornthisway.foundation/starbucks/?utm_source=btwfTW&utm_medium=Twitter&utm_campaign=pride2019

Top URLs in Tweet in G4:
[158] https://www.starbucks.co.jp/cafe/hakko?utm_source=twitter&utm_medium=social&utm_content=img
[21] https://www.starbucks.co.jp/food/dessert/4524785391772?utm_source=twitter&utm_medium=social&utm_content=img
[2] https://www.starbucks.co.jp/info/comingsoon/info.html?utm_source=twitter&utm_medium=social&utm_content=img
[1] https://www.starbucks.co.jp/beverage/tea/4524785402621/?utm_source=twitter&utm_medium=social&utm_content=img
[1] https://sbux.jp/2WBV7mR
[1] https://www.swarmapp.com/c/2K6Hr1mjpzq
[1] https://www.swarmapp.com/c/36fsUeMmeyN
[1] https://www.swarmapp.com/c/32n6P3atkgr
[1] https://www.swarmapp.com/c/lCmxqYAhsbu
[1] https://www.swarmapp.com/c/gF9BCBc52kE

Top URLs in Tweet in G7:
[1] https://twitter.com/darrenrovell/status/1141354537426608129
[1] https://twitter.com/WSJ/status/1141431723319877632

Top URLs in Tweet in G9:
[1] https://on.wsj.com/2XUpq52

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[175] レモンヨーグルト発酵フラペチーノ
[131] starbucks
[74] retail
[22] pride
[19] スタバ
[16] スターバックス
[13] スタバ新作
[13] coffee
[8] starbuckssummersippin
[8] แจกฟรี



Top Hashtags in Tweet in G2:
[73] retail
[69] starbucks
[9] coffee
[7] レモンヨーグルト発酵フラペチーノ
[6] スタバ
[5] スターバックス
[4] businessmgmt
[4] スターバックスコーヒー
[3] betacon19
[3] keto

Top Hashtags in Tweet in G3:
[18] pride
[10] starbucks
[2] coffee
[2] reinforce
[2] justsayin
[2] singleuseplastic
[1] logo
[1] brand
[1] gopokes
[1] okstate

Top Hashtags in Tweet in G4:
[167] レモンヨーグルト発酵フラペチーノ
[3] ティバーナフローズンティー
[3] 香る煎茶xグリーンアップル
[3] 日本茶mix
[2] 発酵
[2] スタバ
[1] 捨てる時間術
[1] 山口

Top Hashtags in Tweet in G7:
[1] ff
[1] allwhileclosedonsunday

Top Words
Top Words in Tweet in Entire Graph:
[1609] Words in Sentiment List#1: Positive
[945] Words in Sentiment List#2: Negative
[32] Words in Sentiment List#3: Angry/Violent
[78143] Non-categorized Words
[80697] Total Words
[4703] starbucks
[1805] water
[1774] trenta
[1769] alexernst
[320] s

Top Words in Tweet in G1:
[1767] trenta
[1767] starbucks
[1765] alexernst
[1765] water

Top Words in Tweet in G2:
[1220] starbucks
[134] coffee
[124] s
[80] barista
[78] t
[78] m
[77] job
[73] #retail
[69] #starbucks
[68] store#

Top Words in Tweet in G3:
[414] starbucks
[40] coffee
[36] drink
[36] s
[35] up
[33] t
[32] foundation
[31] one
[30] today
[25] frappuccino

Top Words in Tweet in G4:
[226] starbucks_j
[167] #レモンヨーグルト発酵フラペチーノ
[118] 今週もお疲れ様でした
[118] 爽やかな
[118] でリフレッシュしませんか
[118] それでは
[118] 素敵な週末を
[48] 6
[48] 19
[48] から

Top Words in Tweet in G5:
[85] took
[85] 190620
[85] donghyuck
[85] starbucks
[85] today
[85] nctsmtown_127
[84] hyuckieats

Top Words in Tweet in G6:
[32] foxnews
[28] mypillowusa
[21] designationsix
[21] here
[21] sponsors
[20] retweet
[20] comment
[19] tagged
[19] notified
[19] each

Top Words in Tweet in G7:
[42] starbucks
[25] ijeomaoluo
[25] white
[25] dude
[25] never
[25] asked
[25] name
[25] drink
[25] ijeoma
[25] replied

Top Words in Tweet in G8:
[100] drug
[50] caffeine
[50] considered
[50] make
[50] starbucks
[50] employees
[50] dealers
[49] curioushomer

Top Words in Tweet in G9:
[30] starbucks
[29] wsj
[28] chick
[28] fil
[28] poised
[28] become
[28] third
[28] biggest
[28] u
[28] s

Top Words in Tweet in G10:
[46] chain
[23] chick
[23] fil
[23] restaurant
[23] open
[23] 6
[23] days
[23] week
[23] currently
[23] poised

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1772] water,starbucks
[1769] trenta,water
[1768] alexernst,trenta
[118] 今週もお疲れ様でした,爽やかな
[118] 爽やかな,#レモンヨーグルト発酵フラペチーノ
[118] #レモンヨーグルト発酵フラペチーノ,でリフレッシュしませんか
[118] でリフレッシュしませんか,それでは
[118] それでは,素敵な週末を
[117] starbucks_j,今週もお疲れ様でした
[107] starbucks,today

Top Word Pairs in Tweet in G1:
[1765] trenta,water
[1765] water,starbucks
[1764] alexernst,trenta

Top Word Pairs in Tweet in G2:
[64] link,bio
[42] click,link
[37] barista,store#
[31] #retail,job
[31] shift,supervisor
[31] supervisor,store#
[24] don,t
[22] スターバックス,コーヒー
[21] starbucks,coffee
[21] コーヒー,ジャパン

Top Word Pairs in Tweet in G3:
[17] #pride,starbucks
[16] starbucks,foundation
[16] foundation,match
[16] match,donations
[16] donations,born
[16] born,way
[16] way,foundation
[16] foundation,up
[16] up,250
[16] 250,000

Top Word Pairs in Tweet in G4:
[118] 今週もお疲れ様でした,爽やかな
[118] 爽やかな,#レモンヨーグルト発酵フラペチーノ
[118] #レモンヨーグルト発酵フラペチーノ,でリフレッシュしませんか
[118] でリフレッシュしませんか,それでは
[118] それでは,素敵な週末を
[117] starbucks_j,今週もお疲れ様でした
[48] 6,19
[48] から,#レモンヨーグルト発酵フラペチーノ
[42] 19,水
[42] 水,から

Top Word Pairs in Tweet in G5:
[85] took,190620
[85] 190620,donghyuck
[85] donghyuck,starbucks
[85] starbucks,today
[85] today,nctsmtown_127
[84] hyuckieats,took

Top Word Pairs in Tweet in G6:
[20] retweet,comment
[19] here,foxnews
[19] foxnews,sponsors
[19] sponsors,tagged
[19] tagged,notified
[19] notified,each
[19] each,retweet
[19] comment,mypillowusa
[13] disney,universalpics
[12] designationsix,here

Top Word Pairs in Tweet in G7:
[25] white,dude
[25] dude,starbucks
[25] starbucks,never
[25] never,asked
[25] asked,name
[25] name,drink
[25] drink,ijeoma
[25] ijeoma,replied
[24] ijeomaoluo,white
[11] chick,fil

Top Word Pairs in Tweet in G8:
[50] caffeine,considered
[50] considered,drug
[50] drug,make
[50] make,starbucks
[50] starbucks,employees
[50] employees,drug
[50] drug,dealers
[49] curioushomer,caffeine

Top Word Pairs in Tweet in G9:
[28] chick,fil
[28] fil,poised
[28] poised,become
[28] become,third
[28] third,biggest
[28] biggest,u
[28] u,s
[28] s,restaurant
[28] restaurant,chain
[28] chain,sales

Top Word Pairs in Tweet in G10:
[23] chick,fil
[23] fil,restaurant
[23] restaurant,chain
[23] chain,open
[23] open,6
[23] 6,days
[23] days,week
[23] week,currently
[23] currently,poised
[23] poised,become

Top Replied-To
Top Replied-To in Entire Graph:
@starbucks
@starbucks_j
@catastrophicook
@xxladyscreamxx
@jamarrobrown
@anish_karkera
@vertigogrqnt
@daymdrops
@megggrai
@koco_purple_v

Top Replied-To in G1:
@alexernst

Top Replied-To in G3:
@starbucks
@catastrophicook
@xxladyscreamxx
@jamarrobrown
@daymdrops
@megggrai
@goodfellag_
@darkwa2000
@abdullaaltulahi
@btwfoundation

Top Replied-To in G4:
@starbucks_j
@yu2811te
@koco_purple_v
@pointjp_tsutomu
@tmm_room
@pome3dqx

Top Replied-To in G6:
@designationsix
@foxnews
@h0n3y_73
@allen58b

Top Replied-To in G7:
@honey
@starbucks
@i_shafiq
@chickfila
@gafollowers
@ijeomaoluo

Top Replied-To in G9:
@dncwarroom

Top Mentioned
Top Mentioned in Entire Graph:
@alexernst
@starbucks
@starbucks_j
@nctsmtown_127
@hyuckieats
@curioushomer
@foxnews
@wsj
@mypillowusa
@ijeomaoluo

Top Mentioned in G1:
@alexernst

Top Mentioned in G2:
@diana_jones01
@brookeblanchrd
@reyzegx
@fitnessmamma
@theresakost13
@industrytoday
@ineedcoffee

Top Mentioned in G3:
@starbucks
@btwfoundation
@jamarrobrown
@dailymailceleb
@starbucksuk
@catastrophicook
@miqdaad
@wendywilliams
@fred_burton15
@ghayslip

Top Mentioned in G4:
@starbucks_j
@ysmr_tdo46
@akirawakasugi
@mushiko_dqx

Top Mentioned in G5:
@nctsmtown_127
@hyuckieats

Top Mentioned in G6:
@foxnews
@mypillowusa
@designationsix
@starbucks
@disney
@universalpics
@proctergamble
@s
@acehardware
@duluthtradingco

Top Mentioned in G7:
@ijeomaoluo
@chickfila
@gafollowers
@darrenrovell
@starbucks
@boii_mccoy
@mcdonalds
@subway
@wendys
@alexernst

Top Mentioned in G8:
@curioushomer

Top Mentioned in G9:
@wsj
@joebiden
@nytimes
@ap
@theatlantic
@reuters
@starbucks

Top Mentioned in G10:
@drawandstrike

Top Tweeters
Top Tweeters in Entire Graph:
@urbandictionary
@tacobell
@love_bug1016
@lorimoreno
@applebees
@ecointernetdrgb
@wegotloves
@businessinsider
@universalerpe
@walmart

Top Tweeters in G1:
@lexigabriellaa
@kylahsaur
@vanilaaval
@dee_shakur
@kenye__
@jada_deshell
@thedom_digity
@jvva_
@_geegeex3
@breadenemy

Top Tweeters in G2:
@stocknewswires
@seauxcocoa
@cloitalovesjune
@_kjcray
@theafrikkkan
@mklopez
@dreckbaerfrau
@jmoney268
@sorasbot
@jumpoff4cliff

Top Tweeters in G3:
@pupsandpucks
@starbucks
@elephande
@kaitlyndevr
@fred_burton15
@dailymailceleb
@codishaa
@_honeybee__
@galangkarizza
@publix

Top Tweeters in G4:
@starbucks_j
@penguin_worx
@kousakaassoluto
@hiwou1000ki
@ysmr_tdo46
@yuru_aoe
@ho__tamu
@maaaaarchun_nmb
@iwanyann
@sakuya_tachiban

Top Tweeters in G5:
@ohmyguanlin
@bbabybirb
@limtliess
@peachylixie
@ayegyu
@jaehscafe
@yutamercy
@waeacuteboo
@pastelhvc
@softbbychan

Top Tweeters in G6:
@applebees
@walmart
@foxnews
@oveckahelen
@nutrisystem
@ihop
@purina
@alejandnm
@h0n3y_73
@chewy

Top Tweeters in G7:
@tacobell
@mcdonalds
@cocacola
@wendys
@darrenrovell
@chickfila
@lisalot13
@recovlitigator
@subway
@jambajuice

Top Tweeters in G8:
@elishaaamae
@ainindamia
@ismehh_
@jianquansjq
@zayyzm
@hazwanie_roslan
@faabiolasp
@farees_ben
@keplg
@dfckna

Top Tweeters in G9:
@frlarousse2
@reuters
@nytimes
@wsj
@ap
@theatlantic
@kerith_f
@cindogg88
@busaiman
@gab76e

Top Tweeters in G10:
@drawandstrike
@gupdiver
@flakeybrunette
@flajack1
@smithsj2004
@cherub973
@bluemoonrambler
@wwg1wga_17_45
@deana24738391
@deplorabredneck


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