#ASCM, Twitter, 9/14/2019 11:55:45 PM, 209731


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#ASCM_2019-09-14_16-49-47.xlsx
#ASCM_2019-09-14_16-49-47.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
September 14, 2019
Short Description:
#ASCM via NodeXL http://bit.ly/31oOUsR
@ddinstitute
@chris_barnes
@apicstulsa
@apicsdetroit
@atlantdk
@iscea
@scmavens
@demanddrivenmrp
@agilea_scm
@sapics01

Top hashtags:
#ascm
#apics
#ddmrp
#demanddriven
#supplychain
#ascm2019
#ddw2019
#scm
#ddpp
#usa

Description:
Description
The graph represents a network of 40 Twitter users whose recent tweets contained "#ASCM", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Saturday, 14 September 2019 at 23:51 UTC.

The tweets in the network were tweeted over the 9-day, 4-hour, 12-minute period from Thursday, 05 September 2019 at 16:49 UTC to Saturday, 14 September 2019 at 21:02 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 : 40
Unique Edges : 37
Edges With Duplicates : 21
Total Edges : 58
Self-Loops : 20
Reciprocated Vertex Pair Ratio : 0.03125
Reciprocated Edge Ratio : 0.0606060606060606
Connected Components : 12
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 10
Maximum Edges in a Connected Component : 22
Maximum Geodesic Distance (Diameter) : 3
Average Geodesic Distance : 1.375
Graph Density : 0.0211538461538462
Modularity : 0.571195
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[5] https://www.demanddrivenworld.com/demand-driven-world-2019
[1] https://twitter.com/ascm_org/status/1172598362866106370
[1] https://twitter.com/ascm_org/status/1169262959761264640
[1] https://twitter.com/apicsdetroit/status/1169597019826151425
[1] https://ntxapics.org/meetinginfo.php?id=239&utm_source=hootsuite&utm_medium=&utm_term=&utm_content=&utm_campaign=
[1] https://twitter.com/ddinstitute/status/1162358631968284673
[1] https://www.sapics.org/events/EventDetails.aspx?id=1261874&group=
[1] http://www.demanddriventech.com/?utm_content=100648879&utm_medium=social&utm_source=twitter&hss_channel=tw-1032687842412113920
[1] https://www.demanddriventech.com/event/ascm-2019/?utm_content=100278963&utm_medium=social&utm_source=twitter&hss_channel=tw-1032687842412113920
[1] https://www.youtube.com/watch?v=8v6AjNU80Q0&feature=youtu.be


Top URLs in Tweet in G1:
[5] https://www.demanddrivenworld.com/demand-driven-world-2019
[1] https://www.demanddriveninstitute.com/member-content
[1] https://www.demanddriveninstitute.com/adaptive-systemic-thinking
[1] https://twitter.com/ddinstitute/status/1162358631968284673

Top URLs in Tweet in G4:
[1] https://www.linkedin.com/slink?code=enXrgnV
[1] https://www.linkedin.com/slink?code=eGpMZ9p
[1] https://www.ascm.org/ascm-insights/5-strategies-for-expanding-your-supply-chain-skill-set/?fbclid=IwAR0La3Nouhdtw255nUsDPXc42XUyVKewoWQr8ZcSJ-pf1qSKgYeGWuXx1Ho
[1] https://ntxapics.org/meetinginfo.php?id=239&utm_source=hootsuite&utm_medium=&utm_term=&utm_content=&utm_campaign=
[1] https://twitter.com/ascm_org/status/1172598362866106370
[1] https://twitter.com/apicsdetroit/status/1169597019826151425
[1] https://twitter.com/ascm_org/status/1169262959761264640

Top URLs in Tweet in G5:
[1] https://www.sapics.org/events/EventDetails.aspx?id=1261874&group=
[1] https://www.youtube.com/watch?v=8v6AjNU80Q0&feature=youtu.be


Top URLs in Tweet in G6:
[1] https://www.defensenews.com/naval/2019/09/06/the-us-navy-just-deployed-its-new-ship-killer-missile-to-chinas-backyard/#.XXJmAO0fIDc.twitter

Top URLs in Tweet in G8:
[1] http://www.demanddriventech.com/?utm_content=100648879&utm_medium=social&utm_source=twitter&hss_channel=tw-1032687842412113920
[1] https://www.demanddriventech.com/event/ascm-2019/?utm_content=100278963&utm_medium=social&utm_source=twitter&hss_channel=tw-1032687842412113920

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[31] ascm
[22] apics
[13] ddmrp
[11] demanddriven
[9] supplychain
[7] ascm2019
[6] ddw2019
[4] scm
[4] ddpp
[4] usa



Top Hashtags in Tweet in G1:
[11] demanddriven
[11] apics
[11] ascm
[9] ddmrp
[6] ddw2019
[3] ddpp
[3] ddi
[2] ddiaffiliate
[2] astp
[1] ddimember

Top Hashtags in Tweet in G2:
[2] scnr
[2] apics
[2] ascm
[1] apicsatlanta
[1] scm

Top Hashtags in Tweet in G3:
[4] supplychain
[4] ascm
[3] scm
[3] apics
[3] detroit
[3] wordoftheweek
[2] tulsa
[2] manufacturing
[2] oklahoma
[2] apicstulsa

Top Hashtags in Tweet in G4:
[7] ascm
[4] apics
[3] ascm2019
[2] cpim
[2] supplychain
[1] lenexa
[1] kansas
[1] inventor
[1] supplychainstrategy
[1] supplychainmanagement

Top Hashtags in Tweet in G5:
[4] ddmrp
[3] ascm
[2] supplychain
[2] iscea
[1] csca
[1] careerdevelopment
[1] certification
[1] recognition
[1] apics
[1] cscm

Top Hashtags in Tweet in G6:
[4] usa
[1] kina
[1] ascm
[1] missiler
[1] maritime
[1] sikpol

Top Hashtags in Tweet in G7:
[3] ascm2019
[1] ascm
[1] apics
[1] supplychainmavens

Top Hashtags in Tweet in G8:
[2] ascm
[1] supplychain
[1] flagship

Top Words
Top Words in Tweet in Entire Graph:
[17] Words in Sentiment List#1: Positive
[8] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[1172] Non-categorized Words
[1197] Total Words
[45] #ascm
[30] #apics
[19] #ddmrp
[18] demand
[18] driven

Top Words in Tweet in G1:
[17] #demanddriven
[17] #apics
[17] #ascm
[13] #ddmrp
[13] demand
[13] driven
[8] 2019
[7] program
[7] world
[7] #ddw2019

Top Words in Tweet in G2:
[3] supply
[3] s
[2] chain
[2] #scnr
[2] #apics
[2] #ascm

Top Words in Tweet in G3:
[5] #supplychain
[5] #ascm
[3] #scm
[3] #apics
[3] #detroit
[3] #wordoftheweek
[2] carie
[2] samuel
[2] ascentgroup
[2] year

Top Words in Tweet in G4:
[7] #ascm
[4] #apics
[3] #ascm2019
[2] supply
[2] chain
[2] apics
[2] check
[2] out
[2] #cpim
[2] di

Top Words in Tweet in G5:
[6] #ddmrp
[6] saudi
[4] #ascm
[4] council
[4] chambers
[3] supply
[3] chain
[3] register
[3] #supplychain
[3] #iscea

Top Words in Tweet in G6:
[16] på
[8] har
[8] rækkevidde
[4] #usa
[4] sovet
[4] lidt
[4] antiskibsmissil
[4] timen
[4] men
[4] nu

Top Words in Tweet in G7:
[3] last
[3] day
[3] teaching
[3] before
[3] head
[3] vegas
[3] #ascm2019
[3] arriving
[3] time
[3] sunday

Top Words in Tweet in G8:
[4] demand
[4] driven
[3] #ascm
[3] booth
[3] #520
[2] global
[2] leader
[2] company
[2] provide
[2] software

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[19] #apics,#ascm
[18] demand,driven
[13] supply,chain
[11] #demanddriven,#apics
[8] rækkevidde,på
[7] driven,world
[7] world,2019
[6] #ascm,#apics
[6] driven,planner
[5] planner,ddp

Top Word Pairs in Tweet in G1:
[17] #apics,#ascm
[13] demand,driven
[11] #demanddriven,#apics
[7] driven,world
[7] world,2019
[5] driven,planner
[5] planner,ddp
[5] ddp,program
[5] #ddw2019,#demanddriven
[4] #ascm,#ddi

Top Word Pairs in Tweet in G2:
[2] supply,chain
[2] #apics,#ascm

Top Word Pairs in Tweet in G3:
[3] #scm,#supplychain
[3] #supplychain,#apics
[3] #apics,#detroit
[3] #detroit,#ascm
[3] #ascm,#wordoftheweek
[2] carie,samuel
[2] samuel,ascentgroup
[2] ascentgroup,year
[2] year,tariff
[2] tariff,baxtersgrill

Top Word Pairs in Tweet in G4:
[3] #ascm,#apics
[2] supply,chain
[2] check,out
[2] #ascm,#ascm2019

Top Word Pairs in Tweet in G5:
[4] council,saudi
[4] saudi,chambers
[3] supply,chain
[3] #ascm,#ddmrp
[2] hold,supply
[2] chain,certification
[2] certification,saudi
[2] saudi,arabia
[2] arabia,recognized
[2] recognized,council

Top Word Pairs in Tweet in G6:
[8] rækkevidde,på
[4] #usa,har
[4] har,sovet
[4] sovet,lidt
[4] lidt,antiskibsmissil
[4] antiskibsmissil,timen
[4] timen,men
[4] men,nu
[4] nu,deployerer
[4] deployerer,man

Top Word Pairs in Tweet in G7:
[3] last,day
[3] day,teaching
[3] teaching,before
[3] before,head
[3] head,vegas
[3] vegas,#ascm2019
[3] #ascm2019,arriving
[3] arriving,time
[3] time,sunday
[3] sunday,events

Top Word Pairs in Tweet in G8:
[4] demand,driven
[3] booth,#520
[2] global,leader
[2] leader,company
[2] company,provide
[2] provide,software
[2] software,solutions
[2] solutions,demand
[2] driven,enterprise
[2] enterprise,learn

Top Replied-To
Top Replied-To in Entire Graph:
@atlairport

Top Replied-To in G2:
@atlairport

Top Mentioned
Top Mentioned in Entire Graph:
@lillypad
@camelot_mc
@ascentgroup
@baxtersgrill
@k2sol1
@iowastateu
@road_see
@ddinstitute
@sapics01
@academy_arc

Top Mentioned in G1:
@lillypad
@camelot_mc
@k2sol1
@iowastateu
@road_see
@ddinstitute

Top Mentioned in G2:
@delta
@porsche
@varneyandco
@apics_atlanta
@apicscoach

Top Mentioned in G3:
@ascentgroup
@baxtersgrill

Top Mentioned in G5:
@sapics01
@academy_arc

Top Tweeters
Top Tweeters in Entire Graph:
@delta
@iamjesaldave
@torgnyforss
@lowsulfurbunker
@atlairport
@lillypad
@iowastateu
@simonhoejbjerg
@rickstoevenbeld
@apics_atlanta

Top Tweeters in G1:
@lillypad
@iowastateu
@rickstoevenbeld
@ddinstitute
@demanddrivenmrp
@camelot_mc
@agilea_scm
@k2sol1
@sandygoodwin888
@road_see

Top Tweeters in G2:
@delta
@atlairport
@apics_atlanta
@porsche
@chris_barnes
@apicscoach
@varneyandco

Top Tweeters in G3:
@baxtersgrill
@apicstulsa
@apicsdetroit
@apicsmilw
@ascentgroup

Top Tweeters in G4:
@bricktrader
@apicselpjrz
@jps_srl
@rodalfaro01
@apicsntx

Top Tweeters in G5:
@sapics01
@h_pant
@iscea
@academy_arc

Top Tweeters in G6:
@torgnyforss
@lowsulfurbunker
@simonhoejbjerg
@atlantdk

Top Tweeters in G7:
@iamjesaldave
@ascm_org
@scmavens

Top Tweeters in G8:
@dapovedaj
@ddtechies