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cumberlandfarms_2019-03-14_01-34-55.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
March 14, 2019
Description:
Description
The graph represents a network of 217 Twitter users whose tweets in the requested range contained "cumberlandfarms", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 14 March 2019 at 08:34 UTC.

The requested start date was Thursday, 14 March 2019 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, 22-hour, 18-minute period from Thursday, 28 February 2019 at 00:39 UTC to Wednesday, 13 March 2019 at 22:58 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 : 217
Unique Edges : 303
Edges With Duplicates : 239
Total Edges : 542
Number of Edge Types : 3
Mentions : 366
Replies to : 140
Tweet : 36
Self-Loops : 36
Reciprocated Vertex Pair Ratio : 0.11046511627907
Reciprocated Edge Ratio : 0.198952879581152
Connected Components : 7
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 209
Maximum Edges in a Connected Component : 526
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.53496
Graph Density : 0.00814985492404847
Modularity : 0.418425
NodeXL Version : 1.0.1.409

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[2] https://www.cumberlandfarms.com/usergeneratedcontentterms
[2] http://jobs.cumberlandfarms.com
[2] http://Jobs.cumberlandfarms.com/page/show/internship
[2] https://twitter.com/cumberlandfarms/status/1103679384362369026
[2] http://www.cumberlandfarms.com/SmartPay?utm_medium=smartpay&utm_source=twitter&utm_campaign=kandp
[1] https://www.swarmapp.com/c/3ZoGZ5WRWet
[1] https://twitter.com/i/web/status/1105941844863664139
[1] https://twitter.com/i/web/status/1105533470695141378
[1] https://twitter.com/i/web/status/1105478828401537025
[1] https://twitter.com/i/web/status/1105478304679804929

Top URLs in Tweet in G1:
[2] http://www.cumberlandfarms.com/SmartPay?utm_medium=smartpay&utm_source=twitter&utm_campaign=kandp
[2] https://www.cumberlandfarms.com/usergeneratedcontentterms
[1] https://locations.cumberlandfarms.com/?utm_medium=storelocator&utm_source=twitter&utm_campaign=kandp
[1] https://twitter.com/i/web/status/1105853732888240128
[1] https://www.swarmapp.com/c/3ZoGZ5WRWet
[1] https://twitter.com/i/web/status/1105533470695141378
[1] https://twitter.com/i/web/status/1105478304679804929
[1] https://twitter.com/i/web/status/1105478828401537025
[1] https://twitter.com/i/web/status/1104949033548824576
[1] https://www.instagram.com/asilva61/p/Bu7qR2AAENl/?utm_source=ig_twitter_share&igshid=7ijdqkh4u6l6

Top URLs in Tweet in G2:
[1] https://twitter.com/i/web/status/1105116429110706177
[1] https://twitter.com/i/web/status/1105126101381201925
[1] https://twitter.com/i/web/status/1105169487924477953

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/1105941844863664139

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/1104540676417617920
[1] https://twitter.com/i/web/status/1105667997618843648
[1] https://www.youtube.com/watch?v=_Mp5V26En3s


Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1101687812573880320

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1105876174717288449
[1] https://twitter.com/i/web/status/1105470844124438528

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1100959220424470530
[1] https://twitter.com/cumberlandfarms/status/1103679384362369026
[1] https://dy.si/PgYuB
[1] https://dy.si/7CUsJ
[1] https://dy.si/3Avu2c
[1] https://twitter.com/i/web/status/1104527595331215362
[1] https://dy.si/KiLGA
[1] https://dy.si/HmFrP
[1] https://dy.si/hoLwU
[1] https://dy.si/7LChM72

Top URLs in Tweet in G10:
[1] https://www.providencejournal.com/news/20190209/convenience-stores-evolving-to-compete-with-e-commerce

Top Domains
Top Domains in Tweet in Entire Graph:
[27] twitter.com
[11] dy.si
[10] swarmapp.com
[9] cumberlandfarms.com
[1] instagram.com
[1] youtube.com
[1] providencejournal.com

Top Domains in Tweet in G1:
[13] twitter.com
[10] swarmapp.com
[7] cumberlandfarms.com
[1] instagram.com
[1] dy.si

Top Domains in Tweet in G2:
[3] twitter.com

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

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

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

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

Top Domains in Tweet in G9:
[10] dy.si
[3] twitter.com
[2] cumberlandfarms.com

Top Domains in Tweet in G10:
[1] providencejournal.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[26] coffee
[9] makeitalarge
[8] breakfast
[7] sundayfunday
[5] brightonma
[5] cusrise
[5] lakeshow
[4] yescumberlandfarms
[3] foodsafety
[3] instagramdown



Top Hashtags in Tweet in G1:
[22] coffee
[9] makeitalarge
[6] breakfast
[6] sundayfunday
[5] brightonma
[4] yescumberlandfarms
[3] instagramdown
[3] pizza
[3] yum
[2] cumbysturns80

Top Hashtags in Tweet in G2:
[2] speedyrewards
[2] gotmycumbys
[2] wzlx
[2] johnwickchapter2
[2] coffee
[1] cocacola
[1] fuel
[1] speedytv
[1] breakfast
[1] johnwick

Top Hashtags in Tweet in G3:
[1] ad
[1] morningshowblows
[1] cumberlandfarms

Top Hashtags in Tweet in G4:
[4] cusrise
[4] lakeshow
[2] nhlbruins

Top Hashtags in Tweet in G6:
[1] sharemysheetz

Top Hashtags in Tweet in G8:
[3] foodsafety

Top Hashtags in Tweet in G9:
[2] fountain
[2] drinks
[2] gas
[2] cumberlandfarms
[2] circlekchicago
[2] autospa
[1] kwiktrip
[1] summerinternship

Top Words
Top Words in Tweet in Entire Graph:
[157] Words in Sentiment List#1: Positive
[53] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[4431] Non-categorized Words
[4642] Total Words
[219] cumberlandfarms
[64] coffee
[31] mutcallahan
[31] lounge
[28] day

Top Words in Tweet in G1:
[118] cumberlandfarms
[44] coffee
[19] up
[19] day
[13] breakfast
[13] gas
[12] today
[11] plus
[11] tax
[11] big

Top Words in Tweet in G2:
[10] cumberlandfarms
[8] day
[6] mycirclek
[6] mapco
[6] caseysgenstore
[6] kumandgo
[5] wzlx
[5] fuel
[5] stripesstores
[5] yeswaystores

Top Words in Tweet in G3:
[34] cumberlandfarms
[30] mutcallahan
[12] kenlairdweei
[5] coffee
[4] show
[3] mutweei
[3] s
[3] up
[3] looks
[2] cumbys

Top Words in Tweet in G4:
[28] cumberlandfarms
[24] lounge
[15] nbcsceltics
[10] nbcsboston
[8] shares
[5] lukeybonner
[5] blames
[5] kobe
[5] c's
[5] recent

Top Words in Tweet in G5:
[11] witnessed
[11] two
[11] convenience
[11] store
[11] clerks
[11] doing
[11] ymca
[11] customers
[11] getting
[11] morning

Top Words in Tweet in G6:
[2] doyendon
[2] tesla
[2] cumberlandfarms
[2] way
[2] sheetz

Top Words in Tweet in G7:
[5] cumberlandfarms
[5] aromajoescoffee
[4] s
[3] eclipsedstars
[2] t
[2] wait
[2] back
[2] up
[2] north
[2] circle

Top Words in Tweet in G8:
[3] foodsafetymag
[3] employee
[3] training
[3] communication
[3] fostering
[3] positive
[3] foodsafety
[3] culture
[3] make
[3] world

Top Words in Tweet in G9:
[6] summer
[3] new
[2] best
[2] part
[2] cheap
[2] fountain
[2] drinks
[2] gas
[2] station
[2] cumberlandfarms

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[26] cumberlandfarms,lounge
[18] mutcallahan,cumberlandfarms
[12] convenience,store
[11] mutcallahan,kenlairdweei
[11] witnessed,two
[11] two,convenience
[11] store,clerks
[11] clerks,doing
[11] doing,ymca
[11] ymca,customers

Top Word Pairs in Tweet in G1:
[9] plus,applicable
[9] applicable,tax
[9] retweet,need
[9] need,big
[9] coffee,makeitalarge
[8] big,today
[8] today,coffee
[8] cumberlandfarms,retweet
[6] private,message
[5] free,coffee

Top Word Pairs in Tweet in G2:
[5] mycirclek,stripesstores
[5] farmer_brothers,mapco
[5] mapco,caseysgenstore
[5] caseysgenstore,kumandgo
[4] stripesstores,yeswaystores
[4] yeswaystores,farmer_brothers
[3] retailbetter,mycirclek
[3] home,long
[3] long,day
[3] day,road

Top Word Pairs in Tweet in G3:
[18] mutcallahan,cumberlandfarms
[10] mutcallahan,kenlairdweei
[10] kenlairdweei,cumberlandfarms
[2] clutch,cumberlandfarms
[2] cumberlandfarms,run
[2] cumberlandfarms,mutweei
[2] show,up
[2] out,kirkmin
[2] push,button
[2] up,hour

Top Word Pairs in Tweet in G4:
[20] cumberlandfarms,lounge
[8] lounge,shares
[5] lukeybonner,cumberlandfarms
[5] lounge,blames
[5] blames,kobe
[5] kobe,c's
[5] c's,recent
[5] recent,struggles
[5] lounge,max_lederman
[5] max_lederman,asks

Top Word Pairs in Tweet in G5:
[11] witnessed,two
[11] two,convenience
[11] convenience,store
[11] store,clerks
[11] clerks,doing
[11] doing,ymca
[11] ymca,customers
[11] customers,getting
[11] getting,morning
[10] devinpowellmma,witnessed

Top Word Pairs in Tweet in G7:
[5] cumberlandfarms,aromajoescoffee
[2] t,wait
[2] wait,back
[2] back,up
[2] up,north
[2] north,s
[2] s,cumberlandfarms
[2] aromajoescoffee,circle
[2] circle,k
[2] k,s

Top Word Pairs in Tweet in G8:
[3] employee,training
[3] training,communication
[3] communication,fostering
[3] fostering,positive
[3] positive,foodsafety
[3] foodsafety,culture
[3] culture,make
[3] make,world
[3] world,difference
[2] foodsafetymag,employee

Top Word Pairs in Tweet in G9:
[2] best,part
[2] part,summer
[2] summer,cheap
[2] cheap,fountain
[2] fountain,drinks
[2] drinks,gas
[2] gas,station
[2] station,cumberlandfarms
[2] cumberlandfarms,circlekchicago
[2] new,store

Top Replied-To
Top Replied-To in Entire Graph:
@cumberlandfarms
@mutcallahan
@sano873
@schmolt6
@svcallahan22
@amyhargreavesny
@sean_sommers
@thetasterbhs
@mcatboat
@lisamarasco

Top Replied-To in G1:
@cumberlandfarms
@amyhargreavesny
@sano873
@schmolt6
@svcallahan22
@tollhousesusie
@lisamarasco
@mcatboat
@thetasterbhs
@sean_sommers

Top Replied-To in G2:
@retailbetter
@speedway
@tman1138pm
@dunkindonuts

Top Replied-To in G3:
@mutcallahan
@kcoreau12

Top Replied-To in G4:
@nbcsceltics
@nbcsboston

Top Replied-To in G6:
@paulbraren
@doyendon

Top Replied-To in G7:
@eclipsedstars
@____ryder___

Top Mentioned
Top Mentioned in Entire Graph:
@cumberlandfarms
@nbcsceltics
@kenlairdweei
@nbcsboston
@devinpowellmma
@lukeybonner
@mycirclek
@mapco
@caseysgenstore
@kumandgo

Top Mentioned in G1:
@cumberlandfarms
@c2cboston
@nbcsceltics
@nbcsboston
@lukeybonner
@dan_shaughnessy
@tomgilesnbcs
@keefe21
@max_lederman
@sichrismannix

Top Mentioned in G2:
@cumberlandfarms
@mycirclek
@mapco
@caseysgenstore
@kumandgo
@stripesstores
@yeswaystores
@farmer_brothers
@wzlx
@speedway

Top Mentioned in G3:
@cumberlandfarms
@kenlairdweei
@mutweei
@mutcallahan
@kirkmin
@entercom
@weei
@evandrellich

Top Mentioned in G4:
@cumberlandfarms
@nbcsceltics
@nbcsboston
@lukeybonner
@max_lederman
@sichrismannix
@dan_shaughnessy
@asherrodblakely
@tomgilesnbcs
@keefe21

Top Mentioned in G5:
@devinpowellmma
@cumberlandfarms

Top Mentioned in G6:
@tesla
@cumberlandfarms
@doyendon
@forbes
@fredericlambert
@sheetz

Top Mentioned in G7:
@cumberlandfarms
@aromajoescoffee
@eclipsedstars
@____ryder___

Top Mentioned in G8:
@foodsafetymag
@cumberlandfarms

Top Mentioned in G9:
@cstorenews_

Top Mentioned in G10:
@projo
@cumberlandfarms
@projopaul

Top Tweeters
Top Tweeters in Entire Graph:
@forbes
@weei
@nbcsboston
@mollyjongfast
@johnbechard
@superheropoll
@alecdsilva
@cstorenews_
@jersing
@projo

Top Tweeters in G1:
@johnbechard
@alecdsilva
@astro_zach
@jldx392
@still_smoking
@jaymchugh
@gotcookies
@mark_man3000
@mark_mcdonough
@mattsm00th

Top Tweeters in G2:
@superheropoll
@tman1138pm
@dunkindonuts
@whatstrending
@wzlx
@7eleven
@shiralazar
@paramountnet
@kumandgo
@speedway

Top Tweeters in G3:
@weei
@evandrellich
@mutcallahan
@kirkmin
@sarmsr
@killerbeesdad
@mutweei
@teetimecarolw
@fillup26
@jameswy01345727

Top Tweeters in G4:
@nbcsboston
@el_dary15
@johndoyle603
@sichrismannix
@asherrodblakely
@max_lederman
@dannyroach17
@nbcsceltics
@lukeybonner
@chiefoluseyi

Top Tweeters in G5:
@klowe720
@davethemmaguy
@reignsneel211
@cindyyork28
@_hi2az_
@boutjayt
@willbertorm
@ogedaelden
@rich_snowman
@devinpowellmma

Top Tweeters in G6:
@forbes
@sheetz
@doyendon
@tesla
@paulbraren
@fredericlambert

Top Tweeters in G7:
@lex_nicoll
@____ryder___
@aromajoescoffee
@eclipsedstars
@ytramcam

Top Tweeters in G8:
@anabelengm_
@foodsafetymag
@myiddba
@sci_ferguson

Top Tweeters in G9:
@cstorenews_
@lblivingbetter
@ptassone17
@kennycamille

Top Tweeters in G10:
@projo
@projopaul
@sscsinc