Research Article

Investigation into Interactions between Accident Consequences and Traffic Signs: A Bayesian Bivariate Tobit Quantile Regression Approach

Table 1

Summary of the parameters.

FactorAttributeCount (proportion)

State roads2012131(19.7%)
2013131(19.7%)
2014131(19.7%)
2015131(19.7%)
2016141(21.2%)

Accident consequenceDeath or injured8613(40.7%)
Material damage12562(59.3%)

Traffic signsClass I381540(65.3%)
Class II161079(27.5%)
Class III41664(7.2%)

Environmental factorsAccidents (proportion)
 VisibilityDay13513(67.5%)
Low visibility for MD4063(20.3%)
Low visibility for DI2439(12.2%)
 WeatherClear sky12902(64.5%)
Cloudy4043(20.2%)
Bad weather (rain/fog/snow/other)3039(15.3%)

RangeMeanS.D.

Accident rate
 Material damage (MD)Min: 0.022; Max: 19.560.781.22
 Death or injured (DI)Min: 0.017; Max: 7.950.560.80

Traffic Signs
 Number of warning signsMin: 6; Max: 2342262.4732.86
 Number of mandatory signsMin: 10; Max: 4457367.3957.06
 Number of information signsMin: 4; Max: 422440.6656.50
 Number of directional signsMin: 2; Max: 97373.1211.63
 Number of additional panelsMin: 0; Max: 94287.7313.18
 Amount of traffic equipmentMin: 0; Max: 2339230.8330.57
 Number of traffic signs in Class IMin: 27; Max: 10436932.86133.95
 Number of traffic signs in Class IIMin: 3; Max: 4030393.8455.93
 Number of traffic signs in Class IIIMin: 0; Max: 890101.8712.73
 Number of valid traffic signs per kmMin: 5.39; Max: 72.2318.328.02
 Number of invalid traffic signs per kmMin: 0.28; Max: 15.974.312.26

Traffic characteristics
 Speed limit, km/hrMin: 28; Max: 9862.5410.38
 Road length, kmMin: 1.5; Max: 644.666.738.92
 AADTMin: 229; Max: 146373546.61227.99

Driver’s characteristics
 Average age for MDMin: 20; Max: 6842.36.12
 Average age for DIMin: 19; Max: 6540.76.69