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months_as_customer: number of months the insured person has been a customer of the insurance company
age: age of the insured individual
policy_number: unique identification number assigned to an insurance policy
policy_bind_date: date on which the insurance policy was issued or became active
policy_state: state in which the policy was issued
policy_csl: combined single limit coverage of the policy, which includes bodily injury and property damage liability
policy_deductable: the amount that the insured must pay out-of-pocket before the insurance coverage kicks in
policy_annual_premium: the yearly amount paid by the insured for the policy
umbrella_limit: the extra liability coverage provided beyond the limits of the insured’s auto insurance policies
insured_zip: ZIP code of the insured’s residence.
insured_sex: gender of the insured individual.
insured_education_level: highest level of education attained by the insured.
insured_occupation: occupation of the insured person.
insured_hobbies: hobbies or leisure activities associated with the insured.
insured_relationship: relationship of the insured to the primary policyholder
capital-gains: profit made from investments by the insured
capital-loss: financial loss from investments by the insured
incident_date: the date on which the insurance-related incident occurred
incident_type: describes the nature of the incident
collision_type: refers to the type of collision involved in the incident
incident_severity: indicates the seriousness or extent of the incident
authorities_contacted: shows whether the authorities were notified about the incident
incident_state: the state where the incident occurred
incident_city: the city where the incident occurred
incident_location: location where the incident took place
incident_hour_of_the_day: time of day (in 24-hour format) when the incident occurred
number_of_vehicles_involved: indicates how many vehicles were involved in the incident
property_damage: specifies whether there was any property damage reported
bodily_injuries: number of bodily injuries resulting from the incident
witnesses: number of witnesses present at the time of the incident
police_report_available: specifies whether a police report was filed for the incident
total_claim_amount: the total dollar amount being claimed for the incident
injury_claim: the portion of the total claim related to injuries
property_claim: the portion of the total claim related to property damage
vehicle_claim: the portion of the total claim related to vehicle damage
auto_make: the brand or manufacturer of the insured vehicle
auto_model: the specific model of the insured vehicle
auto_year: the year the insured vehicle was manufactured
fraud_reported: is the target variable indicating whether the claim was reported as fraudulent or not