Table 13 Summary of engineered features derived from original crash attributes.

From: AI-based prediction of traffic crash severity for improving road safety and transportation efficiency

No

Initial feature

Generated feature

1

CRASH_DATE

HOUR

2

CRASH_DATE

DAY

3

CRASH_DATE

MONTH

4

CRASH_DATE

DAY-OF-WEEK

5

CRASH_DATE

SEASON

6

CRASH_DATE

PEAK-HOUR

7

CRASH_DATE

WEEKEND

8

VEHICLE_YEAR

VEHICLE_AGE

9

CRASH_TYPE + DAMAGE

DAMAGE_LEVEL

10

LONGITUDE, LATITUDE, and CRASH_DATE

ZIP_CODE