About Dataset

The Dataset contains information on policyholders having the attributes like policy tenure, age of the car, age of the car owner, the population density of the city, make and model of the car, power, engine type, etc, and the target variable indicating whether the policyholder files a claim in the next 6 months or not.

Policy_id - Unique identifier of the policyholder

Policy_tenure - Time period of the policy

Age_of_car - Normalized age of the car in years

Age_of_policyholder - Normalized age of policyholder in years

Area_cluster - Area cluster of the policyholder

population density - Population density of the city (Policyholder City)

make Encoded Manufacturer/company of the car

segment Segment of the car (A/ B1/ B2/ C1/ C2)

model Encoded name of the car

fuel_type Type of fuel used by the car

max_torque Maximum Torque generated by the car (Nm@rpm)

max_power Maximum Power generated by the car (bhp@rpm)

engine_type Type of engine used in the car

airbags Number of airbags installed in the car

is_esc - indicating whether Electronic Stability Control (ESC) is present in the car or not.

Is_adjustable_steering - indicates whether the steering wheel of the car is adjustable or not.

Is_tpms - indicates whether Tyre Pressure Monitoring System (TPMS) is present or not.

Is_parking_sensors - indicates whether parking sensors are present in the car or not.

Is_parking_camera - indicates whether the parking camera is present in the car or not.

Rear_brakes_type - Type of brakes used in the rear of the car

Displacement - Engine displacement of the car (cc)

Cylinder - Number of cylinders present in the engine of the car

Transmission_type - Transmission type of the car

Gear_box - Number of gears in the car

Steering_type - Type of the power steering present in the car

Turning_radius - The space a vehicle needs to make a certain turn (Meters)

length Length of the car (Millimetre)

width Width of the car (Millimetre)

height Height of the car (Millimetre)

Gross_weight - The maximum allowable weight of the fully-loaded car, including passengers, cargo and equipment (Kg)

Is_front_fog_lights - indicates whether front fog lights are available in the car or not.

Is_rear_window_wiper - indicates whether the rear window wiper is available in the car or not.

Is_rear_window_washer - indicates whether the rear window washer is available or not.

Is_rear_window_defogger - indicates whether rear window defogger is available in the car or not.

Is_brake_assist - indicates whether the brake assistance feature is available in the car or not.

Is_power_door_lock - indicates whether a power door lock is available in the car or not.

Is_central_locking - indicates whether the central locking feature is available in the car or not.

Is_power_steering - indicates whether power steering is available in the car or not.

Is_driver_seat_height_adjustable - indicates whether the height of the driver seat is adjustable or not.

Is_day_night_rear_view_mirror - indicates whether a day & night rearview mirror is present in the car or not.

Is_ecw - indicates whether Engine Check Warning (ECW) is available in the car or not.

Is_speed_alert - indicates whether the speed alert system is available in the car or not

Ncap_rating Safety rating given by NCAP (out of 5)

Is_claim : indicates whether the policyholder will file a claim in the next 6 months or not.

Sample submission: You should submit a CSV file with a header row and the sample submission can be found below:

is_claim

0

1

0

1

1

Saving Prediction File & Sample Submission

You can find more details on how to save a prediction file here: https://discuss.dphi.tech/t/how-to-submit-predictions/548 Etc.

Note that the header name should be ‘cost’ else it will throw an evaluation error.

Notebook Submission

Steps to follow to submit your notebook:

Go to the Notebook section on this challenge page
Click on the 'Upload Notebook' button on top left corner as shown in the image below:
Make sure to make the visibility of your notebook as 'public' while uploading the notebook.
Provide Notebook Title, Summary, add some tags, go to next, chose a file and click on Upload.

Data Sprint 99 - Insurance Claim Prediction

Challenge Starts

Registration Ends

Challenge Ends