driver shortage, Twitter, 4/26/2019 1:41:42 PM, 194937


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driver shortage_2019-04-26_06-25-32.xlsx
driver shortage_2019-04-26_06-25-32.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
April 26, 2019
Short Description:
driver shortage via NodeXL http://bit.ly/2VsxI5Y
@rhanews
@unclegtruck
@stockrat
@ukhaulier
@roadfreightappg
@ooida
@reevertransport
@wolfofwolfst
@orbcomm_inc
@7transcan

Top hashtags:
#trucking
#logistics
#freight
#transportation
#drivershortage
#trucks
#driver

Description:
Description
The graph represents a network of 316 Twitter users whose recent tweets contained "driver shortage", 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 Friday, 26 April 2019 at 13:36 UTC.

The tweets in the network were tweeted over the 9-day, 9-hour, 19-minute period from Wednesday, 17 April 2019 at 03:54 UTC to Friday, 26 April 2019 at 13:13 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 : 316
Unique Edges : 289
Edges With Duplicates : 51
Total Edges : 340
Self-Loops : 114
Reciprocated Vertex Pair Ratio : 0.0289855072463768
Reciprocated Edge Ratio : 0.0563380281690141
Connected Components : 141
Single-Vertex Connected Components : 72
Maximum Vertices in a Connected Component : 22
Maximum Edges in a Connected Component : 42
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 1.555263
Graph Density : 0.00213984327908379
Modularity : 0.723949
NodeXL Version : 1.0.1.411

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[13] https://www.rha.uk.net/news/press-releases/2019-04-april/driver-shortage-%E2%80%93-parliamentary-group-needs-to-hear-from-hauliers
[8] https://www.ukhaulier.co.uk/news/road-transport/haulage/driver-shortage-parliamentary-group-needs-to-hear-from-hauliers/
[8] https://www.thegazette.com/subject/news/business/report-downplays-truck-driver-shortage-argues-better-pay-could-help-industry-20190421
[4] https://www.southcoasttoday.com/news/20190420/truck-driver-shortage-maybe-not
[4] https://kmph.com/news/local/truck-driver-shortage-in-kern-county
[4] https://trib.al/iVJOhTQ
[4] http://ow.ly/jtNg30otf4R
[4] https://wolfstreet.com/2019/04/16/largest-us-trucking-company-details-u-turn-of-trucking-boom/
[3] https://observer-reporter.com/truck-driver-shortage-affecting-business/article_86b3d794-5a28-11e9-8d2a-8bb422623e83.html
[3] https://www.thegazette.com/subject/news/business/report-downplays-truck-driver-shortage-argues-better-pay-could-help-industry-20190421?template=amphtml

Top URLs in Tweet in G1:
[6] https://www.ukhaulier.co.uk/news/road-transport/haulage/driver-shortage-parliamentary-group-needs-to-hear-from-hauliers/
[6] https://www.thegazette.com/subject/news/business/report-downplays-truck-driver-shortage-argues-better-pay-could-help-industry-20190421
[4] https://www.southcoasttoday.com/news/20190420/truck-driver-shortage-maybe-not
[4] http://ow.ly/jtNg30otf4R
[3] https://wolfstreet.com/2019/04/16/largest-us-trucking-company-details-u-turn-of-trucking-boom/
[3] https://observer-reporter.com/truck-driver-shortage-affecting-business/article_86b3d794-5a28-11e9-8d2a-8bb422623e83.html
[2] https://www.postjobfree.com/job/fg1nt7/rig-shipping-carriers-pool-united-states
[2] https://telematics.tomtom.com/en_gb/webfleet/blog/enhanced-driver-training-and-self-driving-trucks-can-technology-solve-the-driver-shortage/
[2] https://theloadstar.com/us-rail-freight-operators-capitalise-on-truck-driver-shortage-to-win-new-business/
[1] https://www.autotrainingcentre.com/blog/4-practices-retaining-drivers-dispatch-school/?utm_content=89496665&utm_medium=social&utm_source=twitter&hss_channel=tw-2321219312

Top URLs in Tweet in G2:
[12] https://www.rha.uk.net/news/press-releases/2019-04-april/driver-shortage-%E2%80%93-parliamentary-group-needs-to-hear-from-hauliers
[2] https://www.ukhaulier.co.uk/news/road-transport/haulage/driver-shortage-parliamentary-group-needs-to-hear-from-hauliers/
[1] http://www.logisticsvoices.co.uk/driver-shortage-parliamentary-group-needs-to-hear-from-hauliers/
[1] https://handyshippingguide.com/shipping-news/mp-calls-for-road-haulage-interests-to-speak-up-on-skills-and-staff-shortage-in-logistics_11865
[1] https://news.rha.uk.net/#continuous:page-6363

Top URLs in Tweet in G3:
[1] http://www.landlinemag.com/Story.aspx?StoryID=74112
[1] https://twitter.com/Land_Line_Mag/status/1120808565176856576

Top URLs in Tweet in G4:
[1] https://twitter.com/UniforTheUnion/status/1121491359129452544

Top URLs in Tweet in G5:
[1] https://wolfstreet.com/2019/04/16/largest-us-trucking-company-details-u-turn-of-trucking-boom/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[11] trucking
[10] logistics
[8] freight
[8] transportation
[7] drivershortage
[4] trucks
[4] driver
[4] sunrisers
[4] aurora
[4] potholes



Top Hashtags in Tweet in G1:
[9] trucking
[7] logistics
[5] transportation
[4] aurora
[4] potholes
[4] cdot
[3] drivershortage
[2] truckdrivers
[2] driver
[2] trucks

Top Hashtags in Tweet in G2:
[3] freight
[2] drivershortage
[1] logistics
[1] hauliers
[1] retention

Top Hashtags in Tweet in G3:
[1] truckers
[1] truckdrivers
[1] youngdrivers
[1] drivesafeact

Top Hashtags in Tweet in G8:
[4] sunrisers

Top Words
Top Words in Tweet in Entire Graph:
[120] Words in Sentiment List#1: Positive
[366] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[5665] Non-categorized Words
[6151] Total Words
[229] driver
[227] shortage
[38] trucking
[36] bus
[34] truck

Top Words in Tweet in G1:
[65] shortage
[59] driver
[23] truck
[14] trucking
[14] drivers
[13] industry
[9] parliamentary
[9] group
[9] out
[9] #trucking

Top Words in Tweet in G2:
[24] driver
[24] shortage
[19] rhanews
[17] roadfreightappg
[14] hear
[14] affecting
[14] business
[12] want
[9] #freigh
[8] more

Top Words in Tweet in G3:
[14] driver
[11] shortage
[5] ooida
[3] drive
[3] safe
[3] act
[3] fake
[3] sooo
[3] even
[3] definitely

Top Words in Tweet in G4:
[7] fordnation
[7] gov't
[7] needs
[7] make
[7] changes
[7] ontario's
[7] school
[7] bus
[7] system
[7] address

Top Words in Tweet in G5:
[16] trucking
[8] largest
[8] company
[8] details
[8] u
[8] turn
[8] boom
[8] j
[8] b
[8] hunt

Top Words in Tweet in G6:
[2] ionapannett
[2] chriscalvifree
[2] wgtncc
[2] greaterwgtn
[2] yes
[2] working
[2] problem
[2] nz
[2] bus
[2] driver

Top Words in Tweet in G8:
[12] bus
[10] driver
[9] shortage
[6] field
[5] kare11
[5] kiyaedwards
[4] schools
[4] local
[4] students
[4] go

Top Words in Tweet in G9:
[7] parents
[7] hs
[6] middle
[6] school
[6] due
[6] current
[6] driver
[6] shortage
[6] unable
[6] transport

Top Words in Tweet in G10:
[3] kilbrniesanders
[3] driver
[3] shortage
[2] hub
[2] spoke
[2] buses

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[186] driver,shortage
[28] truck,driver
[20] bus,driver
[18] shortage,affecting
[16] affecting,business
[15] parliamentary,group
[14] school,bus
[13] needs,hear
[13] largest,trucking
[13] trucking,company

Top Word Pairs in Tweet in G1:
[54] driver,shortage
[18] truck,driver
[9] parliamentary,group
[7] needs,hear
[6] shortage,parliamentary
[6] group,needs
[6] hear,hauliers
[4] largest,trucking
[4] trucking,company
[4] company,volume

Top Word Pairs in Tweet in G2:
[23] driver,shortage
[14] shortage,affecting
[14] affecting,business
[12] business,roadfreightappg
[12] roadfreightappg,want
[12] want,hear
[10] rhanews,driver
[9] hear,#freigh
[6] appg,calling
[6] calling,operators

Top Word Pairs in Tweet in G3:
[11] driver,shortage
[3] drive,safe
[3] safe,act
[3] sooo,even
[3] even,driver
[3] shortage,definitely
[3] definitely,driver
[3] shortage,right
[3] right,todd2spencer
[2] thought,drive

Top Word Pairs in Tweet in G4:
[7] fordnation,gov't
[7] gov't,needs
[7] needs,make
[7] make,changes
[7] changes,ontario's
[7] ontario's,school
[7] school,bus
[7] bus,system
[7] system,address
[7] address,looming

Top Word Pairs in Tweet in G5:
[8] largest,trucking
[8] trucking,company
[8] company,details
[8] details,u
[8] u,turn
[8] turn,trucking
[8] trucking,boom
[8] boom,j
[8] j,b
[8] b,hunt

Top Word Pairs in Tweet in G6:
[2] chriscalvifree,wgtncc
[2] driver,shortage
[2] city,council

Top Word Pairs in Tweet in G8:
[10] bus,driver
[9] driver,shortage
[4] local,students
[4] students,go
[4] go,many
[4] many,field
[4] field,trips
[4] trips,bus
[4] shortage,according
[3] schools,organizations

Top Word Pairs in Tweet in G9:
[6] middle,school
[6] school,parents
[6] parents,due
[6] due,current
[6] current,driver
[6] driver,shortage
[6] shortage,unable
[6] unable,transport
[6] transport,those
[6] those,athletes

Top Word Pairs in Tweet in G10:
[3] driver,shortage
[2] hub,spoke

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@rhanews
@roadfreightappg
@fordnation
@wolfofwolfst
@jerrypdias
@kare11
@kiyaedwards
@tbhs_fb
@manpoweruktoday
@ooida

Top Mentioned in G2:
@rhanews
@roadfreightappg
@logisticsvoices
@handyshipping
@orbcomm_inc
@ukhaulier
@bbccambs
@mdean04

Top Mentioned in G3:
@ooida
@todd2spencer
@kerryes
@schremlandline
@land_line_mag
@ttnews_official
@fmcsa
@atasharetheroad

Top Mentioned in G4:
@fordnation
@jerrypdias

Top Mentioned in G5:
@wolfofwolfst

Top Mentioned in G6:
@chriscalvifree
@wgtncc
@greaterwgtn
@buzzandhum
@roger_blakeley
@sarahfreenz

Top Mentioned in G7:
@conservacatgal
@captainkudzu
@browntom1234
@jkempcpa

Top Mentioned in G8:
@kare11
@kiyaedwards
@nicholas_whalen

Top Mentioned in G9:
@tbhs_fb

Top Mentioned in G10:
@kilbrniesanders
@karoribee
@publicwrongs

Top Tweeters
Top Tweeters in Entire Graph:
@northernassist
@railminindia
@businessinsider
@sw_help
@postjobfree
@railwayseva
@jefflee2020
@bakocom
@alyourpalster
@huffpostpol

Top Tweeters in G1:
@postjobfree
@jefflee2020
@bakocom
@truckplantsales
@truckplantparts
@exarmytrucks
@bakersfieldnow
@abc7amarillo
@a_capable_woman
@101stmonk3y

Top Tweeters in G2:
@bbccambs
@endgame00
@logisticsvoices
@rhanews
@ukhaulier
@handyshipping
@stockrat
@orbcomm_inc
@rhatracyl
@axle492

Top Tweeters in G3:
@land_line_mag
@kerryes
@truckingwithgnw
@unclegtruck
@reevertransport
@ooida
@neednewplanet
@fmcsa
@atasharetheroad
@schremlandline

Top Tweeters in G4:
@moeyd64
@jamessreaney
@nomorebooks
@splicedwdm
@jerrypdias
@johnnylarueto
@fordnation
@bryanco48015138

Top Tweeters in G5:
@mcm_ct
@joeknowbest
@bemcwilliam
@hugoacosta_
@sonofabeach56
@brunobertez
@wolfofwolfst
@zulutron

Top Tweeters in G6:
@buzzandhum
@wgtncc
@chriscalvifree
@ionapannett
@sarahfreenz
@greaterwgtn
@roger_blakeley

Top Tweeters in G7:
@browntom1234
@jkempcpa
@stevengberman
@davethul
@captainkudzu
@conservacatgal

Top Tweeters in G8:
@kare11
@notme001
@plummerofficial
@kiyaedwards
@nicholas_whalen
@karlachristoph1

Top Tweeters in G9:
@coachspegal
@troygirlsbball
@tms_trojans
@tbhs_fb
@sharidaann
@coachcharlie87

Top Tweeters in G10:
@karoribee
@kilbrniesanders
@publicwrongs
@astropuss
@patrickmorgan
@stuartbdonovan