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DataQuest - Data Science Hackathon (IIT Roorkee, Cognizance 2018)

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DataQuest

DataQuest - Data Science Hackathon (IIT Roorkee, Cognizance 2018)

Road transport in India is one of the most frequently used means of transport for a common man. Each year the number of vehicles on the road keeps increasing, but with that comes the risk of road-accidents and fatalities. In 2017 alone, almost 1.5 lakh people were killed in road accidents across the country.

To help the accident victims as soon as possible, 108 has been set up as a free emergency response service which provides integrated medical, police and fire emergency services. This emergency service is being operated in several states of India. In this dataset, you have been provided with the details of road accidents in Dehradun District of Uttarakhand State. Your task is to predict the criticality of the accident.

DATASET DESCRIPTION Variable

Definition

victim_id

Victim ID

incident_time

Incident Time

incident_date

Incident Date

incident_location

Incident Location

incident_tehsil

Incident Tehsil

cause_of_emergency

Accident Category

base_to_scene_distance

Distance of scene from start of journey

scene_to_hospital_distance

Distance of scene from hospital

roadway_feature

Roadway feature (CUR-Curve, INT- Intersection, SLP- Slope, STR-Straight, UNK-Other)

road_type

Road Type (HIW-Highway, LOC-Local)

surrounding_area

Surrounding Area (AGL-Agriculture land, COL-Colony, FOR-Forest, HIL-Hills, HOSP-Hospital, MAR-Market

criticality

Accident severity (0 - Critical, 1 - Non-critical)

EVALUATION METRIC

The Evaluation metric for this competition is AUC ROC score

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