drivershortage, Twitter, 4/24/2019 11:56:08 PM, 194819


FAQ | Problem?

drivershortage_2019-04-24_16-51-24.xlsx
drivershortage_2019-04-24_16-51-24.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
April 24, 2019
Short Description:
drivershortage via NodeXL http://bit.ly/2Vo7O3h
@ooida
@orbcomm_inc
@ukhaulier
@accutraccapital
@ttsaoontario
@atc_surrey
@rearviewsafety
@schremlandline
@endgame00
@land_line_mag

Top hashtags:
#drivershortage
#roadsafety
#driverretention
#trucking
#logistics

Description:
Description
The graph represents a network of 21 Twitter users whose recent tweets contained "drivershortage", 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 Wednesday, 24 April 2019 at 23:51 UTC.

The tweets in the network were tweeted over the 9-day, 7-hour, 13-minute period from Monday, 15 April 2019 at 14:47 UTC to Wednesday, 24 April 2019 at 22:00 UTC.

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 : 21
Unique Edges : 21
Edges With Duplicates : 0
Total Edges : 21
Self-Loops : 7
Reciprocated Vertex Pair Ratio : 0.166666666666667
Reciprocated Edge Ratio : 0.285714285714286
Connected Components : 11
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 4
Maximum Edges in a Connected Component : 5
Maximum Geodesic Distance (Diameter) : 2
Average Geodesic Distance : 0.705882
Graph Density : 0.0333333333333333
Modularity : 0.645692
NodeXL Version : 1.0.1.411

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[3] https://www.ashtonstransport.co.uk/news/our-ongoing-driver-shortage-crisis-where-to-now
[2] http://www.landlinemag.com/Story.aspx?StoryID=74112
[2] https://www.linkedin.com/pulse/driver-retention-being-more-challenging-than-shortage-malhotra
[1] https://t.co/3BMijuzqB6
[1] https://www.autotrainingcentre.com/blog/4-tips-power-driver-shortage-dispatch-training/?utm_content=90120493&utm_medium=social&utm_source=twitter&hss_channel=tw-2511210782
[1] https://www.ukhaulier.co.uk/news/road-transport/haulage/driver-shortage-parliamentary-group-needs-to-hear-from-hauliers/
[1] https://www.overdriveonline.com/ooida-contents-that-small-fleet-owner-op-growth-play-large-role-in-driver-turnover/
[1] https://twitter.com/roadfreightappg/status/1118095789291655169
[1] https://twitter.com/freightonline/status/1116260158655610880
[1] http://www.logisticsvoices.co.uk/driver-shortage-parliamentary-group-needs-to-hear-from-hauliers/

Top URLs in Tweet in G1:
[1] https://www.fleetowner.com/ideaxchange/three-realistic-fixes-trucker-shortage
[1] https://twitter.com/freightonline/status/1116260158655610880
[1] https://twitter.com/roadfreightappg/status/1118095789291655169
[1] https://www.autotrainingcentre.com/blog/4-tips-power-driver-shortage-dispatch-training/?utm_content=90120493&utm_medium=social&utm_source=twitter&hss_channel=tw-2511210782
[1] https://t.co/3BMijuzqB6

Top URLs in Tweet in G2:
[2] http://www.landlinemag.com/Story.aspx?StoryID=74112
[1] https://www.overdriveonline.com/ooida-contents-that-small-fleet-owner-op-growth-play-large-role-in-driver-turnover/

Top URLs in Tweet in G3:
[1] https://www.ukhaulier.co.uk/news/road-transport/haulage/driver-shortage-parliamentary-group-needs-to-hear-from-hauliers/

Top URLs in Tweet in G4:
[3] https://www.ashtonstransport.co.uk/news/our-ongoing-driver-shortage-crisis-where-to-now

Top URLs in Tweet in G5:
[2] https://www.linkedin.com/pulse/driver-retention-being-more-challenging-than-shortage-malhotra

Top URLs in Tweet in G7:
[1] http://www.logisticsvoices.co.uk/driver-shortage-parliamentary-group-needs-to-hear-from-hauliers/

Top Domains
Top Domains in Tweet in Entire Graph:
[5] co.uk
[2] landlinemag.com
[2] linkedin.com
[2] twitter.com
[1] t.co
[1] autotrainingcentre.com
[1] overdriveonline.com
[1] fleetowner.com

Top Domains in Tweet in G1:
[2] twitter.com
[1] fleetowner.com
[1] autotrainingcentre.com
[1] t.co

Top Domains in Tweet in G2:
[2] landlinemag.com
[1] overdriveonline.com

Top Domains in Tweet in G3:
[1] co.uk

Top Domains in Tweet in G4:
[3] co.uk

Top Domains in Tweet in G5:
[2] linkedin.com

Top Domains in Tweet in G7:
[1] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[13] drivershortage
[2] roadsafety
[2] driverretention
[2] trucking
[2] logistics
[2] drivertraining
[1] dispatchers
[1] driving
[1] cdls
[1] retention



Top Hashtags in Tweet in G1:
[5] drivershortage
[1] trucking
[1] dispatchers
[1] roadsafety
[1] driverretention

Top Hashtags in Tweet in G2:
[2] drivershortage
[1] trucking
[1] driving
[1] cdls
[1] smallfleet

Top Hashtags in Tweet in G3:
[1] drivershortage
[1] retention

Top Hashtags in Tweet in G4:
[1] drivershortage
[1] transport
[1] internationalroadtransportunion
[1] europe

Top Hashtags in Tweet in G5:
[1] drivershortage
[1] transportation
[1] logistics
[1] driverretention
[1] drivermanagement
[1] roadsafety
[1] driverdevelopment
[1] professionaldevelopment
[1] motivation
[1] leadership

Top Hashtags in Tweet in G6:
[2] drivershortage
[2] drivertraining

Top Hashtags in Tweet in G7:
[1] logistics
[1] hauliers
[1] drivershortage

Top Words
Top Words in Tweet in Entire Graph:
[11] Words in Sentiment List#1: Positive
[15] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[288] Non-categorized Words
[314] Total Words
[13] #drivershortage
[12] driver
[9] shortage
[5] more
[3] ooida

Top Words in Tweet in G1:
[5] #drivershortage
[2] business
[2] drivers

Top Words in Tweet in G2:
[3] ooida
[2] foundation
[2] younger
[2] driver
[2] stats
[2] support
[2] drive
[2] safe
[2] act
[2] schremlandline

Top Words in Tweet in G3:
[3] uk
[2] renewed
[2] conversation
[2] around
[2] driver
[2] shortage
[2] believed
[2] stand
[2] more
[2] 55

Top Words in Tweet in G4:
[3] ongoing
[3] driver
[3] shortage
[3] crisis
[3] now
[3] transportlaw
[3] provides
[3] update
[2] ashtonslegal
[2] #drivershortag

Top Words in Tweet in G5:
[4] driver
[2] check
[2] out
[2] latest
[2] article
[2] retention
[2] being
[2] more
[2] challenging
[2] shortage

Top Words in Tweet in G6:
[2] work
[2] tackling
[2] #drivershortage
[2] continues
[2] launch
[2] expert
[2] group
[2] #drivertraining

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[8] driver,shortage
[3] ongoing,driver
[3] shortage,crisis
[3] crisis,now
[3] now,transportlaw
[3] transportlaw,provides
[3] provides,update
[2] ooida,foundation
[2] foundation,younger
[2] younger,driver

Top Word Pairs in Tweet in G2:
[2] ooida,foundation
[2] foundation,younger
[2] younger,driver
[2] driver,stats
[2] stats,support
[2] support,drive
[2] drive,safe
[2] safe,act
[2] act,schremlandline

Top Word Pairs in Tweet in G3:
[2] uk,renewed
[2] renewed,conversation
[2] conversation,around
[2] around,driver
[2] driver,shortage
[2] shortage,believed
[2] believed,stand
[2] stand,more
[2] more,55
[2] 55,000

Top Word Pairs in Tweet in G4:
[3] ongoing,driver
[3] driver,shortage
[3] shortage,crisis
[3] crisis,now
[3] now,transportlaw
[3] transportlaw,provides
[3] provides,update
[2] ashtonslegal,ongoing
[2] update,#drivershortag

Top Word Pairs in Tweet in G5:
[2] check,out
[2] out,latest
[2] latest,article
[2] article,driver
[2] driver,retention
[2] retention,being
[2] being,more
[2] more,challenging
[2] challenging,driver
[2] driver,shortage

Top Word Pairs in Tweet in G6:
[2] work,tackling
[2] tackling,#drivershortage
[2] #drivershortage,continues
[2] continues,launch
[2] launch,expert
[2] expert,group
[2] group,#drivertraining

Top Replied-To
Top Mentioned
Top Tweeters
Top Tweeters in Entire Graph:
@land_line_mag
@endgame00
@transportlaw
@logisticsvoices
@rhanews
@ukhaulier
@ashtonslegal
@valdiviarvp
@ooida
@ttsaoontario

Top Tweeters in G1:
@craigrobins
@atc_surrey
@rearviewsafety
@cilt_ni
@emma_sgcoaches

Top Tweeters in G2:
@land_line_mag
@ooida
@schremlandline
@accutraccapital

Top Tweeters in G3:
@endgame00
@ukhaulier
@orbcomm_inc

Top Tweeters in G4:
@transportlaw
@ashtonslegal
@chwalker16

Top Tweeters in G5:
@ttsaoontario
@malhotrasud

Top Tweeters in G6:
@valdiviarvp
@maedgematthias

Top Tweeters in G7:
@logisticsvoices
@rhanews


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.