road_type
stringclasses
3 values
num_lanes
int64
1
4
curvature
float64
0
1
speed_limit
int64
25
70
lighting
stringclasses
3 values
weather
stringclasses
3 values
road_signs_present
bool
2 classes
public_road
bool
2 classes
time_of_day
stringclasses
3 values
holiday
bool
2 classes
school_season
bool
2 classes
num_reported_accidents
int64
0
7
accident_risk
float64
0
1
highway
4
0.14
45
dim
clear
false
false
evening
true
true
2
0.08
rural
4
0.66
35
dim
rainy
false
false
evening
false
false
0
0.28
urban
2
0.43
70
dim
rainy
true
true
morning
false
true
0
0.41
urban
3
0.02
45
daylight
foggy
false
false
evening
false
false
1
0.05
highway
1
0.5
45
daylight
rainy
true
true
afternoon
true
false
0
0.27
rural
1
0.74
25
dim
clear
true
true
afternoon
false
true
0
0.29
urban
3
0.55
25
night
clear
false
false
morning
true
false
0
0.37
rural
3
0.1
45
daylight
rainy
false
false
evening
false
false
0
0.14
highway
4
0.12
25
dim
clear
false
false
morning
true
true
0
0.06
rural
4
0.25
45
daylight
rainy
true
false
afternoon
true
false
0
0.12
urban
2
0.08
60
daylight
rainy
true
true
evening
false
true
0
0.2
highway
2
0.85
45
night
rainy
true
false
afternoon
true
true
2
0.53
highway
1
0.82
45
dim
clear
false
false
afternoon
false
false
1
0.31
highway
3
0.99
25
daylight
foggy
true
true
afternoon
true
false
0
0.33
highway
3
0.49
70
daylight
rainy
true
false
evening
false
false
2
0.44
rural
4
0.29
60
night
foggy
true
false
afternoon
true
true
1
0.68
highway
1
0.74
45
dim
rainy
false
false
morning
true
true
0
0.33
urban
2
0.53
70
dim
foggy
false
true
evening
false
true
3
0.61
highway
1
0.66
60
daylight
clear
true
false
morning
true
false
1
0.39
highway
4
0.72
45
night
rainy
true
true
morning
true
false
3
0.64
urban
3
0.27
45
night
foggy
true
true
evening
true
true
2
0.47
highway
3
0.96
70
daylight
clear
true
true
evening
true
false
0
0.48
rural
1
0.78
70
dim
clear
true
true
morning
true
false
1
0.37
urban
3
0.43
70
daylight
rainy
false
true
afternoon
false
false
1
0.39
urban
1
0.63
70
dim
foggy
false
true
morning
false
false
3
0.57
urban
4
0.46
60
daylight
clear
false
true
afternoon
false
false
1
0.3
urban
3
0.34
60
daylight
rainy
false
true
afternoon
true
true
2
0.34
rural
1
0.56
35
daylight
clear
false
false
morning
true
false
0
0.17
highway
4
0.65
35
daylight
rainy
true
true
evening
false
true
0
0.29
urban
1
0.97
45
dim
clear
false
true
afternoon
false
false
2
0.4
urban
3
0.33
70
daylight
rainy
false
false
afternoon
false
true
2
0.47
rural
3
0.75
60
daylight
clear
false
false
evening
false
false
2
0.42
highway
2
0.46
45
dim
clear
true
true
afternoon
false
false
2
0.15
urban
4
0.35
25
dim
foggy
false
false
evening
false
true
1
0.22
urban
1
0.68
60
dim
rainy
true
true
evening
false
true
0
0.52
rural
2
0.36
70
dim
foggy
false
true
afternoon
false
false
0
0.44
rural
1
0.68
35
daylight
rainy
true
true
afternoon
false
false
1
0.31
rural
1
0.17
25
dim
clear
false
false
evening
false
false
0
0.06
rural
1
0.19
70
daylight
clear
true
true
morning
false
true
2
0.25
highway
3
0.12
70
daylight
rainy
true
true
afternoon
false
false
1
0.32
rural
2
0.18
60
night
clear
false
false
morning
false
true
2
0.58
rural
1
0.12
70
daylight
foggy
true
false
morning
false
true
0
0.36
rural
1
0.34
70
daylight
rainy
false
true
afternoon
false
true
1
0.39
highway
1
0.35
45
dim
foggy
true
false
morning
false
false
2
0.19
rural
4
0.06
45
dim
rainy
false
true
evening
true
true
0
0.09
urban
4
0.36
35
night
clear
false
true
afternoon
false
true
2
0.34
rural
1
0.06
60
dim
foggy
false
true
afternoon
true
false
0
0.32
urban
4
0.1
35
dim
clear
true
false
afternoon
true
false
0
0.07
highway
4
0.7
60
daylight
clear
true
true
evening
false
true
1
0.46
urban
1
0.18
25
night
foggy
false
true
morning
false
true
1
0.4
highway
3
0.78
60
dim
foggy
true
true
morning
true
false
2
0.47
highway
4
0.47
25
dim
rainy
true
true
evening
false
true
1
0.25
urban
4
0.76
45
dim
rainy
false
false
morning
false
true
3
0.45
highway
3
0.62
25
dim
clear
false
true
afternoon
false
true
0
0.24
urban
1
0.72
25
night
rainy
false
true
afternoon
false
false
3
0.64
urban
3
0.8
45
night
foggy
true
false
afternoon
true
true
2
0.54
highway
3
0.67
70
dim
foggy
false
false
evening
false
false
2
0.42
rural
3
0.49
35
dim
rainy
false
false
afternoon
true
false
2
0.25
urban
3
0.86
60
daylight
foggy
false
false
morning
true
false
1
0.5
urban
4
0.84
45
night
foggy
false
true
evening
true
false
3
0.62
rural
2
0.51
45
daylight
clear
true
false
evening
false
true
1
0.08
urban
4
0.38
25
dim
clear
false
true
evening
true
false
2
0.16
rural
1
0.62
35
night
rainy
false
true
morning
false
true
1
0.45
highway
2
0.43
60
daylight
foggy
false
false
afternoon
true
true
1
0.38
rural
2
0.2967
25
daylight
foggy
true
false
morning
false
false
1
0.23
rural
3
0.39
35
night
foggy
false
true
evening
true
false
0
0.48
highway
1
0.04
45
dim
foggy
true
false
afternoon
false
false
1
0.09
rural
2
0.84
35
night
clear
false
true
morning
true
true
2
0.54
urban
1
0.63
45
daylight
rainy
false
true
evening
true
false
2
0.31
highway
2
0.56
60
daylight
foggy
true
false
evening
true
false
1
0.52
rural
1
0.16
60
night
clear
false
true
afternoon
false
true
0
0.39
rural
3
0.67
25
dim
foggy
false
true
morning
false
true
2
0.21
highway
1
0.26
70
daylight
clear
true
false
morning
false
false
2
0.25
urban
4
0.03
60
daylight
foggy
false
true
afternoon
false
false
1
0.27
highway
1
0.86
45
dim
clear
true
true
afternoon
false
true
1
0.33
urban
1
0.06
25
dim
clear
true
false
evening
false
false
1
0.09
rural
3
0.17
60
daylight
clear
true
false
afternoon
false
true
1
0.25
urban
4
0.88
35
dim
clear
false
true
afternoon
true
false
1
0.29
rural
2
0.69
45
dim
foggy
true
false
morning
false
false
1
0.27
rural
1
0.86
60
daylight
foggy
false
true
evening
false
false
0
0.58
highway
3
0.55
45
dim
foggy
false
false
afternoon
false
false
1
0.34
urban
2
0.46
45
dim
clear
true
true
morning
false
false
1
0.15
urban
4
0.15
35
dim
foggy
true
true
afternoon
false
true
1
0.22
urban
4
0.4
25
daylight
rainy
true
true
morning
true
true
2
0.23
highway
1
0.87
60
daylight
clear
false
false
afternoon
true
false
1
0.38
urban
2
0.81
45
dim
foggy
false
false
morning
false
false
3
0.42
rural
4
0.58
35
night
rainy
false
true
morning
true
true
2
0.46
urban
1
0.19
60
night
clear
true
false
afternoon
false
true
1
0.39
highway
1
0.96
60
night
clear
false
true
morning
true
false
0
0.66
rural
2
0.44
60
dim
foggy
false
true
afternoon
true
true
1
0.44
urban
4
0.57
45
daylight
foggy
true
false
afternoon
false
false
3
0.38
urban
4
0.86
70
dim
rainy
true
true
morning
true
true
3
0.62
rural
3
0.01
60
dim
rainy
true
true
evening
false
false
1
0.2
rural
3
0.55
45
night
clear
true
true
morning
true
true
0
0.39
rural
3
0.24
25
dim
rainy
false
false
evening
false
true
2
0.27
rural
3
0.77
60
daylight
foggy
false
true
afternoon
true
true
2
0.58
urban
4
0.27
35
daylight
rainy
false
false
afternoon
false
true
2
0.13
urban
4
0.37
60
dim
foggy
true
false
morning
false
false
1
0.39
rural
3
0.94
70
dim
clear
false
false
evening
true
true
1
0.48
rural
1
0.88
60
daylight
clear
false
true
morning
true
true
0
0.43