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safeway_2022-01-14_11-10-24.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 15, 2022
Short Description:
safeway via NodeXL https://bit.ly/3ntrwaB
@safeway
@gabbygiffords
@tdlockett12
@kurtschlichter
@elephant1417
@enoughmoments
@juliaanngray
@thepoliticalcat
@evaleegifford11
@torimasontv

Top hashtags:
#bareshelvesbiden
#safeway
#dontcrossthepicketline

Description:
Description
The graph represents a network of 8,501 Twitter users whose tweets in the requested range contained "safeway", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 14 January 2022 at 19:16 UTC.

The requested start date was Friday, 14 January 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 5-day, 15-hour, 55-minute period from Saturday, 08 January 2022 at 08:42 UTC to Friday, 14 January 2022 at 00:38 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 : 8501
Unique Edges : 5839
Edges With Duplicates : 9958
Total Edges : 15797
Number of Edge Types : 5
Retweet : 3901
MentionsInRetweet : 5098
Replies to : 2307
Tweet : 1145
Mentions : 3346
Self-Loops : 1174
Reciprocated Vertex Pair Ratio : 0.0253178674994423
Reciprocated Edge Ratio : 0.0493854019362558
Connected Components : 1695
Single-Vertex Connected Components : 737
Maximum Vertices in a Connected Component : 4805
Maximum Edges in a Connected Component : 11882
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.02999
Graph Density : 0.000127223786820928
Modularity : 0.554632
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,501 Twitter users whose tweets in the requested range contained "safeway", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 14 January 2022 at 19:16 UTC.

The requested start date was Friday, 14 January 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 5-day, 15-hour, 55-minute period from Saturday, 08 January 2022 at 08:42 UTC to Friday, 14 January 2022 at 00:38 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : safeway
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[14] https://www.instagram.com/accounts/login/
[14] https://www.olcatalog.com/grocery/safeway/safeway-5-friday.html
[13] https://twitter.com/messages/compose?recipient_id=29286254
[12] https://wjla.com/news/local/dmv-grocery-store-shelves-empty-barren-experts-blame-winter-weather-supply-chain-covid-giant-safeway-harris-teeter-whole-foods
[11] https://twitter.com/kyleclark/status/1481293607391084551
[8] https://twitter.com/KyleClark/status/1481293607391084551
[8] https://www.usatoday.com/story/money/food/2022/01/07/ground-beef-recall-2022/9131113002/
[6] https://twitter.com/BernieSanders/status/1481344413146267655
[6] https://twitter.com/marthajsharpe/status/1480558019205386240
[5] https://twitter.com/mmdesoer/status/1480357033085788160

Top URLs in Tweet in G1:
[1] https://tucson.com/news/local/photo-galleries-of-the-mass-shooting-in-tucson-on-jan-8-2011/collection_1cda3090-1e11-11e0-a65c-001cc4c03286.html?utm_campaign=snd-autopilot&utm_medium=social&utm_source=twitter_TucsonStar
[1] https://www.usatoday.com/story/money/food/2022/01/07/ground-beef-recall-2022/9131113002/

Top URLs in Tweet in G2:
[13] https://twitter.com/messages/compose?recipient_id=29286254
[3] https://twitter.com/BernieSanders/status/1481344413146267655
[2] https://www.adatitleiii.com/2021/09/california-governor-takes-action-to-combat-emotional-support-animal-fraud/
[2] https://www.instagram.com/accounts/login/
[2] https://twitter.com/kyleclark/status/1481293607391084551
[2] https://twitter.com/juliaanngray/status/1480414932554240001
[1] https://twitter.com/justa_jus/status/1479458468029370371
[1] https://www.swarmapp.com/c/0qsow51x2xV
[1] https://twitter.com/MyKingSoopers/status/1481074641854685185
[1] https://www.9news.com/article/news/local/local-politics/king-soopers-strike-labor-union-press-conference/73-115f2068-2f3d-4615-ac32-17c700a71b9e

Top URLs in Tweet in G3:
[14] https://www.olcatalog.com/grocery/safeway/safeway-5-friday.html
[11] https://www.instagram.com/accounts/login/
[7] https://twitter.com/KyleClark/status/1481293607391084551
[6] https://twitter.com/marthajsharpe/status/1480558019205386240
[5] https://twitter.com/mmdesoer/status/1480357033085788160
[4] https://www.usatoday.com/story/money/food/2022/01/07/ground-beef-recall-2022/9131113002/
[4] https://twitter.com/UberFacts/status/1479158579009667074
[4] https://twitter.com/kyleclark/status/1481293607391084551
[3] https://twitter.com/uberfacts/status/1479158579009667074
[3] https://www.breitbart.com/politics/2021/12/08/california-safeway-fortifies-store-to-address-shoplifting-surge/

Top URLs in Tweet in G4:
[1] https://twitter.com/tdlockett12/status/1479509452755669002
[1] https://twitter.com/TDLockett12/status/1481311472751988743

Top URLs in Tweet in G6:
[2] https://twitter.com/ToriMasonTV/status/1481377494188146688
[1] https://twitter.com/ufcw_7/status/1481082390567358469
[1] https://www.koaa.com/news/covering-colorado/gas-line-hit-causes-markets-at-mesa-ridge-parkway-to-be-evacuated
[1] https://twitter.com/UFCW_7/status/1480313127510097923

Top URLs in Tweet in G7:
[1] https://www.mashed.com/86527/untold-truth-publix/
[1] https://twitter.com/torimasontv/status/1481377494188146688
[1] https://twitter.com/NikkiBrinksCO/status/1480979547407347718
[1] https://wjla.com/news/local/dmv-grocery-store-shelves-empty-barren-experts-blame-winter-weather-supply-chain-covid-giant-safeway-harris-teeter-whole-foods

Top URLs in Tweet in G8:
[1] http://ufcw7.org/members/find-your-union-representative/
[1] http://ufcw7.org/files/2022/01/SWALB-Update-010622.pdf
[1] https://twitter.com/ufcw_7/status/1481252475713867776
[1] https://inthesetimes.com/article/safeway-frontline-workers-coronavirus-safety-measures
[1] https://twitter.com/Zach_Segars/status/1481326338967437316
[1] https://twitter.com/daviddortizco/status/1481437480666554368
[1] https://twitter.com/kyleclark/status/1481293607391084551
[1] https://www.washingtonpost.com/archive/politics/1984/07/19/safeway-rounds-up-old-tastes-for-its-own-brand/81968b9d-538c-4010-bdf1-5ecdada67613/

Top URLs in Tweet in G9:
[1] https://www.king5.com/article/news/crime/18-year-old-charged-murder-deadly-shoreline-safeway-shooting/281-99ef80aa-b11d-4e00-b06f-424e40c2df84

Top URLs in Tweet in G10:
[5] https://wjla.com/news/local/dmv-grocery-store-shelves-empty-barren-experts-blame-winter-weather-supply-chain-covid-giant-safeway-harris-teeter-whole-foods
[1] https://shift.hks.harvard.edu/wp-content/uploads/2021/12/Vacc_Brief.pdf
[1] https://www.instagram.com/accounts/login/
[1] https://www.usatoday.com/story/opinion/2020/10/06/arrogant-trump-brought-covid-on-himself-no-compassion-column/3624380001/

Top Domains
Top Domains in Tweet in Entire Graph:
[233] twitter.com
[14] instagram.com
[14] olcatalog.com
[12] wjla.com
[10] usatoday.com
[8] safeway.com
[6] swarmapp.com
[6] co.uk
[5] careerarc.com
[5] change.org

Top Domains in Tweet in G1:
[1] tucson.com
[1] usatoday.com

Top Domains in Tweet in G2:
[41] twitter.com
[6] swarmapp.com
[3] safeway.com
[2] adatitleiii.com
[2] instagram.com
[2] forbes.com
[2] milehighonthecheap.com
[1] 9news.com
[1] egglandsbest.com
[1] mercurynews.com

Top Domains in Tweet in G3:
[120] twitter.com
[14] olcatalog.com
[11] instagram.com
[5] careerarc.com
[4] usatoday.com
[4] breitbart.com
[3] wikilivenews.com
[3] co.uk
[3] iweller.com
[2] wjla.com

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

Top Domains in Tweet in G6:
[4] twitter.com
[1] koaa.com

Top Domains in Tweet in G7:
[2] twitter.com
[1] mashed.com
[1] wjla.com

Top Domains in Tweet in G8:
[4] twitter.com
[2] ufcw7.org
[1] inthesetimes.com
[1] washingtonpost.com

Top Domains in Tweet in G9:
[1] king5.com

Top Domains in Tweet in G10:
[5] wjla.com
[1] harvard.edu
[1] instagram.com
[1] usatoday.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[199] bareshelvesbiden
[50] safeway
[46] dontcrossthepicketline
[27] kingsoopersstrike
[18] kingsoopers
[14] yeg
[14] branchbanking
[14] grahamwa
[11] lucky
[11] bareshelvesbrandon



Top Hashtags in Tweet in G1:
[1] govegan
[1] enough
[1] endthefilibuster
[1] guncontrolnow

Top Hashtags in Tweet in G2:
[21] kingsoopersstrike
[21] bareshelvesbiden
[15] safeway
[14] grahamwa
[11] bareshelvesbrandon
[6] dontcrossthepicketline
[4] kingsoopers
[4] sanfrancisco
[3] food
[3] grocery

Top Hashtags in Tweet in G3:
[26] safeway
[11] branchbanking
[9] lucky
[8] costco
[7] kingcountyfire2
[7] burien
[7] food4less
[6] bareshelvesbiden
[6] morning
[6] breakfast

Top Hashtags in Tweet in G4:
[9] wpmoychallenge
[3] wpmoy

Top Hashtags in Tweet in G6:
[4] breakingnews
[4] fountain
[2] kingsoopers
[1] 1u
[1] kroger
[1] copolitics

Top Hashtags in Tweet in G7:
[1] seattle
[1] endcorporatewelfare
[1] deli_mart
[1] product
[1] diversity
[1] empty
[1] shelves
[1] bread
[1] lucky
[1] homes

Top Hashtags in Tweet in G8:
[38] dontcrossthepicketline
[11] kingsoopers
[1] payprotectrespectus
[1] safeway
[1] dobetter
[1] solidarity
[1] standwithunions

Top Hashtags in Tweet in G10:
[1] giantfood
[1] giantsupermarket
[1] supplychain
[1] liehole
[1] covididiots
[1] bidendelivers

Top Words
Top Words in Tweet in Entire Graph:
[7123] safeway
[1338] today
[1103] many
[1097] day
[1075] home
[1067] gabbygiffords
[1064] six
[1016] close
[994] hold
[986] memories

Top Words in Tweet in G1:
[1045] gabbygiffords
[1037] today
[1037] six
[985] safeway
[966] day
[963] many
[963] home
[962] constituent
[962] events
[962] hold

Top Words in Tweet in G2:
[964] safeway
[192] go
[177] workers
[176] king
[171] soopers
[169] mykingsoopers
[169] picket
[169] support
[161] store
[159] line

Top Words in Tweet in G3:
[791] safeway
[58] go
[56] grocery
[47] store
[47] king
[44] soopers
[40] one
[37] today
[35] food
[34] local

Top Words in Tweet in G4:
[643] safeway
[623] tdlockett12
[616] 16
[592] selected
[572] man
[572] win
[571] year
[571] challenge
[571] people
[571] retweet

Top Words in Tweet in G5:
[462] safeway
[458] kid
[458] school
[458] closing
[458] again
[458] gas
[458] gallon
[458] find
[458] paper
[458] towels

Top Words in Tweet in G6:
[263] safeway
[222] lot
[220] parking
[155] torimasontv
[154] king
[148] soopers
[112] vs
[111] denver
[35] workers
[32] ks

Top Words in Tweet in G7:
[186] safeway
[106] mmdesoer
[59] shelves
[51] empty
[39] local
[26] walmart
[25] stocked
[24] jayjay827
[23] kroger
[22] nathaliejacoby1

Top Words in Tweet in G8:
[141] safeway
[79] workers
[62] ufcw_7
[44] lines
[42] strike
[42] king
[40] make
[38] people
[38] happy
[38] #dontcrossthepicketline

Top Words in Tweet in G9:
[18] safeway
[5] speakerpelosi
[5] playstation
[5] seahawks
[5] huffpost
[4] bankofamerica
[4] amazon
[4] much
[4] local
[4] royals

Top Words in Tweet in G10:
[77] safeway
[50] jackposobiec
[20] shelves
[18] stores
[15] giantfood
[14] today
[11] local
[11] full
[11] alexandria
[11] went

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[985] safeway,home
[983] today,day
[982] home,many
[982] many,constituent
[982] constituent,events
[982] events,today
[981] gabbygiffords,safeway
[981] day,hold
[981] hold,close
[981] close,memories

Top Word Pairs in Tweet in G1:
[963] today,day
[962] safeway,home
[962] home,many
[962] many,constituent
[962] constituent,events
[962] events,today
[961] day,hold
[961] hold,close
[961] close,memories
[961] memories,six

Top Word Pairs in Tweet in G2:
[169] king,soopers
[148] go,safeway
[132] picket,line
[99] crossing,picket
[91] support,workers
[89] pick,delivery
[87] safeway,another
[87] another,store
[86] ordering,pick
[86] line,go

Top Word Pairs in Tweet in G3:
[43] king,soopers
[21] go,safeway
[20] grocery,store
[20] local,safeway
[19] parking,lot
[17] responding,dept
[15] whole,foods
[14] safeway,friday
[14] friday,ad
[14] ad,january

Top Word Pairs in Tweet in G4:
[571] man,year
[571] year,challenge
[570] ve,teamed
[570] teamed,safeway
[570] safeway,man
[570] challenge,16
[570] 16,people
[570] people,retweet
[569] tdlockett12,ve
[569] retweet,selected

Top Word Pairs in Tweet in G5:
[458] kid,school
[458] school,closing
[458] closing,again
[458] again,gas
[458] gas,gallon
[458] gallon,find
[458] find,paper
[458] paper,towels
[458] towels,safeway
[458] safeway,donald

Top Word Pairs in Tweet in G6:
[219] parking,lot
[146] king,soopers
[111] torimasontv,safeway
[111] vs,king
[107] safeway,parking
[107] lot,vs
[107] soopers,parking
[107] lot,denver
[20] shopping,safeway
[16] spoke,nurse

Top Word Pairs in Tweet in G7:
[30] empty,shelves
[19] king,soopers
[17] mmdesoer,safeway
[16] local,safeway
[13] cat,food
[12] fully,stocked
[11] last,week
[11] whole,foods
[11] jennife39481653,mmdesoer
[10] leftyvonne,mmdesoer

Top Word Pairs in Tweet in G8:
[37] people,willing
[37] willing,stand
[37] stand,much
[37] much,longer
[37] longer,lines
[37] lines,safeway
[37] safeway,make
[37] make,happy
[37] happy,ufcw_7
[37] ufcw_7,#dontcrossthepicketline

Top Word Pairs in Tweet in G9:
[4] chiefs,seahawks
[4] seahawks,nfl
[4] nfl,nflnetwork
[4] nflnetwork,playstation
[4] playstation,microsoft
[4] microsoft,billmaher
[3] billmaher,biilionaires
[3] biilionaires,andersoncooper
[3] andersoncooper,adidas
[3] adidas,nike

Top Word Pairs in Tweet in G10:
[19] jackposobiec,safeway
[8] grocery,stores
[8] greenrock,jackposobiec
[7] kristina_wong,jackposobiec
[6] turdfergusonusa,jackposobiec
[6] hdavishunter,jackposobiec
[6] fully,stocked
[6] bullmanzana,kristina_wong
[6] jackposobiec,snow
[6] snow,storm

Top Replied-To
Top Replied-To in Entire Graph:
@safeway
@mmdesoer
@kyleclark
@sarahtlawrence
@ohdangitevie
@torimasontv
@tdlockett12
@itstonybennett
@jayjay827
@jimbcbs4

Top Replied-To in G1:
@gabbygiffords
@michael_muscato
@senatorsinema
@warnewinkler11
@therealkro

Top Replied-To in G2:
@safeway
@kyleclark
@mykingsoopers
@e40
@zach_segars
@bigwhitefiredog
@cincity631
@mattsterba
@joe_vacc
@joshtetrick

Top Replied-To in G3:
@namonjr

Top Replied-To in G4:
@tdlockett12
@suswecareborn58
@aileen206
@stldebbie2011
@lilkaraokediva
@12sec317
@jonaaa710
@jose_rones
@hegerjen
@aliciainedmonds

Top Replied-To in G5:
@freakcountry76
@agusthart
@janetecmiller

Top Replied-To in G6:
@torimasontv
@jimbcbs4
@auroraactivist
@carolyn09236038
@kingandeie
@travlittle
@sfg303
@psnkirbybirdy
@kingsoopersnews
@tattooedsaint1

Top Replied-To in G7:
@mmdesoer
@jayjay827
@nathaliejacoby1
@donie
@leehepner
@w7enk
@jennife39481653
@imawahine2021
@leftyvonne
@rockymountviews

Top Replied-To in G8:
@ufcw_7
@albertsonscos
@true_south
@lilacandbirch_
@mykingsoopers
@pettersen4co
@floodums
@dkhos
@safeway
@judithkohler

Top Replied-To in G9:
@wbhomeent
@hbottemiller
@gummiedog67
@ianation
@therock
@amazed_am_i
@shertylr
@paulmccartney
@chiefs
@judgejudytv

Top Replied-To in G10:
@elliotebk
@turdfergusonusa
@jackposobiec
@hdavishunter
@ronfilipkowski
@sonia0865
@councilofdc
@christiefiddle
@iheartrocknroll
@estukupa

Top Mentioned
Top Mentioned in Entire Graph:
@gabbygiffords
@tdlockett12
@safeway
@kurtschlichter
@mykingsoopers
@torimasontv
@jtfdenver
@deathmetalv
@cw_janene
@kroger

Top Mentioned in G1:
@gabbygiffords
@momsdemand
@tucsonstar
@kvoa
@captmarkkelly
@dougducey
@jtfdenver
@songgirl731
@debbielesko
@1032shotsfired

Top Mentioned in G2:
@safeway
@mykingsoopers
@jtfdenver
@kyleclark
@kroger
@zach_segars
@realsaavedra
@mattsterba
@albertsons
@walmart

Top Mentioned in G3:
@steveconsultsp1
@wb6dyn
@stormborn1966
@bennomatic

Top Mentioned in G4:
@tdlockett12
@safeway
@hegerjen
@jonaaa710
@silernadia
@robertstyquan
@12sec317
@andre75garza
@jose_rones
@1nursediva

Top Mentioned in G5:
@kurtschlichter
@freakcountry76
@sweetxt
@janetecmiller

Top Mentioned in G6:
@torimasontv
@kingsoopersnews
@jimbcbs4
@kroger
@kingandeie
@laurachapin
@safeway
@jtfdenver
@beegirl_thehive
@joe_vacc

Top Mentioned in G7:
@mmdesoer
@nathaliejacoby1
@jtmlx
@leftyvonne
@jayjay827
@jennife39481653
@rockymountviews
@kroger
@donsorenson10
@therascal2010

Top Mentioned in G8:
@ufcw_7
@leslieherod
@floodums
@hamiltonnolan
@safeway
@colpeoplespress
@kallieleyba
@torimasontv
@taikorczak
@berniesanders

Top Mentioned in G9:
@safeway
@speakerpelosi
@playstation
@seahawks
@huffpost
@bankofamerica
@royals
@nfl
@nflnetwork
@microsoft

Top Mentioned in G10:
@jackposobiec
@safeway
@giantfood
@aldiusa
@lidlus
@greenrock
@kristina_wong
@turdfergusonusa
@travelgal239
@bullmanzana

Top Tweeters
Top Tweeters in Entire Graph:
@salvesayson
@wengcookie
@missb62
@derick04kt1772
@mariachonatabe1
@coramarcelo1
@dichristine
@averillanena
@marichotabelina
@kat4obama

Top Tweeters in G1:
@kat4obama
@7b73f39b85e1415
@kenkircher1
@givemepie360
@govkhan
@amyayers16
@meidas_damon
@paulstewartii
@reneevoicebrand
@cnbsnana

Top Tweeters in G2:
@missb62
@thepoliticalcat
@cheezwitham
@jjj5819
@iveyjanette_207
@npsusa
@walmart
@sunilkumaraus
@angryblacklady
@jengrimes8

Top Tweeters in G3:
@victorb123
@carpoolworld
@torkum
@marketscafe
@kiro7seattle
@iweller_health
@alberta411
@theysaysesay
@mostlymartha
@goon_donovan23

Top Tweeters in G4:
@nakesha_horsey
@shelbytmitchell
@mperkins37
@kimmyann1111
@ranadurham
@awsom_1
@mommyunit
@beckyshockmay
@dolls123
@njsunbunny

Top Tweeters in G5:
@schwingcat
@ektrit
@jdjwhite54
@kurtschlichter
@dianachic1
@susaninlaguna
@mightymouth5413
@staythecourse7
@cherrybaysb
@kaci1951

Top Tweeters in G6:
@nikluk
@cloudydays1971
@woobietuesday
@lauraseriously1
@beverlyb11
@kristarchy
@coblackpacker
@chipgoines
@jenniferlayne53
@k_fernholz

Top Tweeters in G7:
@kristafrances
@adeebrahman73
@visitkarte
@cabird6
@ellendatlow
@angel2damax
@therascal2010
@demrn1974
@sotnasoinotna
@msnbc

Top Tweeters in G8:
@the_lady_red
@miyamaeyukari
@thatvdovault
@sturgeongal
@andyrose12
@doordash_help
@weregeek
@abzeronow
@phillis_randy
@thenewstribune

Top Tweeters in G9:
@southwestair
@mcdonalds
@huffpost
@godessofchaos71
@king5seattle
@komonews
@starbucks
@nfl
@honda
@nflnetwork

Top Tweeters in G10:
@tacobell
@greeeneyedwhwom
@mini_bubbly
@washingtonpost
@aldiuk
@jackposobiec
@elliotebk
@iheartrocknroll
@crowleyantmarga
@subway