starbucks, Twitter, 1/19/2019 5:05:22 AM, 182493


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starbucks_2019-01-18_20-10-01.xlsx
starbucks_2019-01-18_20-10-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 19, 2019
Short Description:
starbucks via NodeXL http://bit.ly/2TYSq9i
@starbucks
@tigerbeat
@howardschultz
@complainster
@michaelscherer
@iamianjacob
@blakeavila
@realdonaldtrump
@jayashreegatade
@stevedavidmike2

Top hashtags:
#starbucks
#เบบี๋
#retail
#coffee
#giveaway
#yelp
#homestuck

Description:
Description
The graph represents a network of 5,618 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, 19 January 2019 at 04:11 UTC.

The requested start date was Saturday, 19 January 2019 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 5-hour, 44-minute period from Friday, 18 January 2019 at 19:17 UTC to Saturday, 19 January 2019 at 01:01 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 : 5618
Unique Edges : 5249
Edges With Duplicates : 1809
Total Edges : 7058
Number of Edge Types : 3
Replies to : 956
Tweet : 2235
Mentions : 3867
Self-Loops : 2235
Reciprocated Vertex Pair Ratio : 0.0218453578614544
Reciprocated Edge Ratio : 0.0427566807313643
Connected Components : 2438
Single-Vertex Connected Components : 1656
Maximum Vertices in a Connected Component : 670
Maximum Edges in a Connected Component : 2004
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.334476
Graph Density : 0.000112655771559574
Modularity : 0.610698
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[53] https://twitter.com/Starbucks/status/1085916078151061504
[41] https://www.washingtonpost.com/politics/advisers-to-former-starbucks-ceo-howard-schultz-are-looking-at-him-running-as-an-independent-for-president-in-2020/2019/01/18/3e32aa72-1b5d-11e9-8813-cb9dec761e73_story.html
[20] https://twitter.com/starbucks/status/1085916078151061504
[10] https://icecreamnstickyfingers.com/enter-to-win-a-25-starbucks-gift-card-giveaway-ends-1-27/
[10] http://militarywivessaving.com/contests
[7] https://www.austinpetsalive.org/adopt/available-dog-details/?ID=64967
[6] https://www.ebay.com/itm/132923025902?ul_noapp=true
[6] https://victoriapinder.com/free-books-starbucks-giveaway
[6] https://rover.ebay.com/rover/1/711-127632-2357-0/16?itm=283335026639&user_name=betwilso39&spid=2047675&mpre=https%3A%2F%2Fwww.ebay.com%2Fitm%2F-%2F283335026639&swd=3&mplxParams=user_name%2Citm%2Cswd%2Cmpre%2C&sojTags=du%3Dmpre%2Citm%3Ditm%2Cuser_name%3Duser_name%2Csuri%3Dsuri%2Cspid%3Dspid%2Cswd%3Dswd%2C
[5] https://www.oronoticias.com.mx/inaugura-starbucks-segunda-tienda-operada-por-adultos-mayores-en-mexico/

Top URLs in Tweet in G1:
[22] https://www.washingtonpost.com/politics/advisers-to-former-starbucks-ceo-howard-schultz-are-looking-at-him-running-as-an-independent-for-president-in-2020/2019/01/18/3e32aa72-1b5d-11e9-8813-cb9dec761e73_story.html
[5] https://www.cinconoticias.com/starbucks-desarrollara-una-taza-reciclable-y-biodegradable/
[4] https://buenavibra.es/entretodos/trabajo/inclusion-laboral-starbucks-abrio-su-primer-local-atendido-por-personas-mayores/
[3] https://www.wellandgood.com/good-food/whats-in-healthy-starbucks-drinks/?utm_medium=Social&utm_source=Unknown&utm_campaign=Leadify
[2] http://epphany.com/site/post/394?utm_source=m
[2] https://www.swarmapp.com/c/5Fk2WPyZ1m9
[2] https://www.businessinsider.com/starbucks-howard-schultz-steps-down-amidst-presidential-rumors-2018-6
[2] https://www.americaninno.com/chicago/first-look/this-chicago-startup-has-created-a-starbucks-like-app-for-marijuana
[2] https://www.etsy.com/PocketHuggie/listing/156812496/beverage-insulators-sequin-fabric-5qty?utm_campaign=Share&utm_term=so.smt&share_time=1509838963000
[2] https://scottreinhard.com/Starbucks-Roastery-Shanghai

Top URLs in Tweet in G2:
[7] https://www.austinpetsalive.org/adopt/available-dog-details/?ID=64967
[2] https://twitter.com/Starbucks/status/1083515276128219137
[2] http://darigold.ufw.org
[1] https://twitter.com/i/web/status/1086428075733250049
[1] https://twitter.com/i/web/status/1086427546546331651
[1] https://www.swarmapp.com/c/fCOP7syTv7i
[1] https://twitter.com/i/web/status/1084596142606815233
[1] https://twitter.com/i/web/status/1083479143998722049
[1] https://twitter.com/i/web/status/1086128262206623745
[1] https://twitter.com/i/web/status/1086414534062104578

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/1086352185846386688
[1] https://twitter.com/i/web/status/1086340836357476353

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/1086407757996195841
[1] https://twitter.com/i/web/status/1086406229553905667
[1] https://twitter.com/i/web/status/1086406085995577345
[1] https://twitter.com/i/web/status/1086403060681846784
[1] https://twitter.com/i/web/status/1086391289309024256
[1] https://twitter.com/i/web/status/1086389007737446401

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1085977291698638853
[1] https://twitter.com/i/web/status/1086000437285830658

Top URLs in Tweet in G9:
[15] https://www.washingtonpost.com/politics/advisers-to-former-starbucks-ceo-howard-schultz-are-looking-at-him-running-as-an-independent-for-president-in-2020/2019/01/18/3e32aa72-1b5d-11e9-8813-cb9dec761e73_story.html
[1] https://twitter.com/i/web/status/1086411841440497664
[1] https://twitter.com/i/web/status/1086427093137788928
[1] https://twitter.com/i/web/status/1086418840332886016
[1] https://twitter.com/i/web/status/1086418585268801536
[1] https://twitter.com/i/web/status/1086418305491992576
[1] https://twitter.com/i/web/status/1086413378078289920
[1] https://twitter.com/i/web/status/1086417076603011072
[1] https://twitter.com/i/web/status/1086413423167062016
[1] https://twitter.com/i/web/status/1086411707507978242

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1049088140017713153
[1] https://twitter.com/i/web/status/1086409985989464065
[1] https://twitter.com/i/web/status/1086397676088946688
[1] https://twitter.com/i/web/status/1086400596024926208
[1] https://twitter.com/i/web/status/1086397935888134144
[1] https://twitter.com/i/web/status/1086396907767750657
[1] https://twitter.com/i/web/status/1086374742779666433
[1] https://twitter.com/i/web/status/1086348649653825541
[1] https://twitter.com/i/web/status/1086345911335215104

Top Domains
Top Domains in Tweet in Entire Graph:
[1246] twitter.com
[211] swarmapp.com
[56] washingtonpost.com
[54] instagram.com
[28] ebay.com
[23] youtube.com
[13] yelp.com
[11] facebook.com
[10] icecreamnstickyfingers.com
[10] militarywivessaving.com

Top Domains in Tweet in G1:
[545] twitter.com
[116] swarmapp.com
[44] instagram.com
[36] washingtonpost.com
[12] yelp.com
[9] facebook.com
[8] careerarc.com
[7] curiouscat.me
[5] co.uk
[5] cinconoticias.com

Top Domains in Tweet in G2:
[104] twitter.com
[31] swarmapp.com
[7] austinpetsalive.org
[4] instagram.com
[2] ufw.org
[1] fooducate.com
[1] allforgardening.com
[1] yelp.com
[1] beepify.com
[1] tupperware.com

Top Domains in Tweet in G3:
[2] twitter.com

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

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

Top Domains in Tweet in G9:
[15] washingtonpost.com
[14] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[176] starbucks
[22] เบบี๋
[22] retail
[21] coffee
[17] giveaway
[13] yelp
[13] homestuck
[13] hiveswap
[13] dammek
[13] tetrachdammek



Top Hashtags in Tweet in G1:
[92] starbucks
[19] retail
[16] coffee
[12] yelp
[9] スタバ
[7] giveaway
[6] win
[5] takecaremamabear
[5] スターバックス
[4] nationalmentoringmonth

Top Hashtags in Tweet in G2:
[11] 형원
[10] starbucks
[7] pupachino
[3] exo
[3] exol
[3] k9
[3] livepd
[3] dogs
[3] puppy
[3] drugdog

Top Hashtags in Tweet in G9:
[1] starbucks
[1] shultz2020

Top Hashtags in Tweet in G10:
[1] iamgodthesunonearth6371
[1] readmyteeth71

Top Words
Top Words in Tweet in Entire Graph:
[1922] Words in Sentiment List#1: Positive
[1149] Words in Sentiment List#2: Negative
[32] Words in Sentiment List#3: Angry/Violent
[80466] Non-categorized Words
[83538] Total Words
[4932] starbucks
[658] coffee
[434] s
[336] iced
[316] t

Top Words in Tweet in G1:
[1668] starbucks
[177] s
[162] coffee
[106] m
[91] t
[76] drink
[72] up
[68] out
[58] work
[54] job

Top Words in Tweet in G2:
[440] starbucks
[43] coffee
[36] t
[29] s
[19] iced
[18] alexaluria
[16] day
[16] want
[16] drink
[15] out

Top Words in Tweet in G3:
[231] starbucks
[227] iced
[226] exiting
[226] bathroom
[226] coffee
[226] induced
[226] diarrhea
[225] iamianjacob
[4] m
[2] getting

Top Words in Tweet in G4:
[222] starbucks
[220] blakeavila
[219] customers
[218] anyone
[218] see
[218] visual
[218] representation
[218] 90
[218] here
[2] act

Top Words in Tweet in G5:
[120] starbucks
[118] larrayxo
[53] go
[24] order
[24] drink
[20] buy
[11] place
[10] ask
[9] menu
[8] tell

Top Words in Tweet in G6:
[82] j
[82] ai
[82] besoin
[82] labello
[82] lisopayne
[82] paracetamol
[82] starbucks
[82] d
[82] aller
[82] chez

Top Words in Tweet in G7:
[71] starbucks
[69] pug
[69] patiently
[69] waiting
[69] owner
[69] outside
[68] pugposts
[2] go

Top Words in Tweet in G8:
[70] nct
[69] starbucks
[68] fcksik
[62] trabajo
[62] miren
[62] quién
[62] encontré
[62] conchatumareeeeeeeee
[62] smdbdvnsbsakamkabsalkala
[62] tan

Top Words in Tweet in G9:
[56] starbucks
[47] schultz
[44] independent
[35] michaelscherer
[33] former
[33] howard
[32] new
[32] advisers
[32] ceo
[30] looking

Top Words in Tweet in G10:
[13] realdonaldtrump
[9] starbucks
[3] missbaiierina
[3] oprah
[3] brittanysky
[3] tidal
[3] nealbrennan
[3] nytimesarts
[3] instagram
[3] whitehouse

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[312] iced,coffee
[227] starbucks,bathroom
[226] exiting,starbucks
[226] bathroom,iced
[226] coffee,induced
[226] induced,diarrhea
[225] iamianjacob,exiting
[223] starbucks,customers
[221] 90,starbucks
[218] anyone,see

Top Word Pairs in Tweet in G1:
[46] starbucks,ceo
[45] howard,schultz
[43] former,starbucks
[42] ceo,howard
[41] advisers,former
[40] starbucks,coffee
[39] schultz,looking
[36] looking,running
[33] gift,card
[33] running,independent

Top Word Pairs in Tweet in G2:
[16] alexaluria,starbucks
[13] sips,starbucks
[13] iced,coffee
[12] starbucks,hyungnyan
[11] hyungnyan,형원
[11] 형원,sips
[10] officialmonstax,starbucks
[9] don,t
[9] want,starbucks
[8] hey,starbucks

Top Word Pairs in Tweet in G3:
[226] exiting,starbucks
[226] starbucks,bathroom
[226] bathroom,iced
[226] iced,coffee
[226] coffee,induced
[226] induced,diarrhea
[225] iamianjacob,exiting
[2] starbucks,b
[2] b,quick
[2] quick,m

Top Word Pairs in Tweet in G4:
[219] starbucks,customers
[218] anyone,see
[218] see,visual
[218] visual,representation
[218] representation,90
[218] 90,starbucks
[218] customers,here
[217] blakeavila,anyone

Top Word Pairs in Tweet in G5:
[41] larrayxo,go
[39] go,starbucks
[12] larrayxo,buy
[9] starbucks,order
[7] starbucks,tell
[7] starbucks,ask
[6] larrayxo,order
[6] starbucks,drinks
[6] pink,drink
[5] last,place

Top Word Pairs in Tweet in G6:
[82] j,ai
[82] ai,besoin
[82] besoin,labello
[82] labello,lisopayne
[82] lisopayne,paracetamol
[82] paracetamol,starbucks
[82] starbucks,d
[82] d,aller
[82] aller,chez
[82] chez,coiffeur

Top Word Pairs in Tweet in G7:
[69] pug,patiently
[69] patiently,waiting
[69] waiting,owner
[69] owner,outside
[69] outside,starbucks
[68] pugposts,pug
[2] go,starbucks

Top Word Pairs in Tweet in G8:
[62] trabajo,starbucks
[62] starbucks,miren
[62] miren,quién
[62] quién,encontré
[62] encontré,nct
[62] nct,conchatumareeeeeeeee
[62] conchatumareeeeeeeee,smdbdvnsbsakamkabsalkala
[62] smdbdvnsbsakamkabsalkala,tan
[61] fcksik,trabajo
[61] tan,bebés

Top Word Pairs in Tweet in G9:
[33] former,starbucks
[32] new,michaelscherer
[32] michaelscherer,advisers
[32] advisers,former
[32] starbucks,ceo
[32] ceo,howard
[32] howard,schultz
[30] schultz,looking
[30] looking,running
[26] running,independent

Top Word Pairs in Tweet in G10:
[3] missbaiierina,oprah
[3] oprah,brittanysky
[3] brittanysky,tidal
[3] tidal,nealbrennan
[3] nealbrennan,nytimesarts
[3] nytimesarts,realdonaldtrump
[3] realdonaldtrump,instagram
[2] jimcarrey,sun
[2] sun,the_ironsheik
[2] the_ironsheik,mazjobrani

Top Replied-To
Top Replied-To in Entire Graph:
@starbucks
@larrayxo
@rnlynn1958
@1technobuddy
@coloradokaren
@catchenamehere
@tomison61
@alexaluria
@news_store_com
@lowcarbtraveler

Top Replied-To in G2:
@starbucks
@alexaluria
@lowcarbtraveler
@obama_biden_13
@kevvy
@cameron_kasky
@msrachelteodoro
@michaelbcain
@_carolynb
@bryanalvarez

Top Replied-To in G3:
@skankbitch2006

Top Replied-To in G4:
@britbrat_007
@thelsutiga
@blakeavila

Top Replied-To in G5:
@larrayxo

Top Replied-To in G9:
@drudge_report
@mviser
@howardschultz
@govhowarddean

Top Replied-To in G10:
@ayishadlaz
@realdonaldtrump
@jimcarrey
@lmn924
@madriannorman
@edkrassen
@whitehouse
@fhughbanks
@jacobawohl

Top Mentioned
Top Mentioned in Entire Graph:
@starbucks
@iamianjacob
@blakeavila
@citizenq17
@dinunziosm1
@chrissyroseup
@miriamgh57
@tomison61
@rangeneration33
@anthonin

Top Mentioned in G1:
@kedadams7
@estatesaleor
@bigbarracuda
@bce4ever
@jkcenterprises1
@ncommandcollege
@pilarmahl
@anglaislp_aix
@selennond

Top Mentioned in G2:
@starbucks
@hyungnyan
@officialmonstax
@ufwupdates
@cambattley
@seatacairport
@michelobultra
@alexaluria
@austinpetsalive
@darigold

Top Mentioned in G3:
@iamianjacob
@littleafriccaa

Top Mentioned in G4:
@blakeavila

Top Mentioned in G5:
@larrayxo
@arianarose05
@dtsvids
@grethanboobs
@onlyforgray

Top Mentioned in G6:
@anthonin

Top Mentioned in G7:
@pugposts
@dogtextings

Top Mentioned in G8:
@fcksik

Top Mentioned in G9:
@michaelscherer
@mviser
@drudge_report
@howardschultz
@waposean
@cathleendecker
@stevekopack
@davecclarke
@starbucks

Top Mentioned in G10:
@realdonaldtrump
@starbucks
@missbaiierina
@oprah
@brittanysky
@tidal
@nealbrennan
@nytimesarts
@instagram
@sun

Top Tweeters
Top Tweeters in Entire Graph:
@virginmedia
@ultratextual
@chris_1791
@debesleerlo
@fatkiddeals
@crewislife
@idiotbicht
@raymond_norman
@cherokeesher2
@argojournal

Top Tweeters in G1:
@ultratextual
@debesleerlo
@fatkiddeals
@idiotbicht
@18dmedia
@inspiteoftrump
@discoverself
@cafenetamerica
@makgunemanabot
@masa_ms_

Top Tweeters in G2:
@woapradio
@astraea_styx
@106th
@nvania
@kazuhito
@starbucks
@muhfckndjaniel
@booksnrulers
@_steve3_
@raediamond

Top Tweeters in G3:
@hoenamedash
@cutecarstairs
@targagaryen
@ninalong_
@seraphstokyo
@ahotmetss
@zquadfather
@susvice
@pepsiiimon
@splderken

Top Tweeters in G4:
@deleriousbeauty
@dezjohnson_
@_shananagaines
@cuckoorasheed
@shaharizshahrul
@peterrpann_
@hennybuxaplenty
@vodkatulip
@vibexx_
@vanillaziall

Top Tweeters in G5:
@lacedlies
@murderang
@prfctbazzi
@mendestroyedme
@grethanboobs
@kiansxstripes
@larristide
@goodnightngrant
@newhopblake
@dtsvids

Top Tweeters in G6:
@sissouwbkm
@oceanerossi
@lola_lfb
@so_brisson
@stellareuss
@wxirdlifx
@aryunara
@tilloyombeline
@camilleatz
@xoxomatteo

Top Tweeters in G7:
@nabsmerican
@griseilyyy
@brandyholmes
@chocolateshin
@headlessgal
@dx_lool
@matthewsrunes
@ybgurlhascurls
@yui_and_kichigo
@andresmrdz

Top Tweeters in G8:
@meawiv
@sukumapornmink
@sungflower__
@fcksik
@chunyapf
@lookmee_bfpt
@yemmieisnong
@got7xnct
@blifany_
@peachy_bangtan

Top Tweeters in G9:
@zeeshan_shah_dc
@cece_23spalding
@tigerbeat
@blackswan725
@fj_newman
@emeryvillematty
@pushandpulljlm
@drudge_report
@evcoc54
@glamazonjay

Top Tweeters in G10:
@foxnews
@nytimesarts
@madlove_tv
@krassenstein
@bakoff333
@stevedavidmike2
@sun
@tidal
@edkrassen
@realdonaldtrump


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