autoimports: Autoimports Dataset

In coatless/ucidata: Collection of Datasets from the UC Irvine Machine Learning Repository

Autoimports Dataset

Description

This data set consists of three types of entities: (a) the specification of an auto in terms of various characteristics, (b) its assigned insurance risk rating, (c) its normalized losses in use as compared to other cars. The second rating corresponds to the degree to which the auto is more risky than its price indicates. Cars are initially assigned a risk factor symbol associated with its price. Then, if it is more risky (or less), this symbol is adjusted by moving it up (or down) the scale. Actuarians call this process "symboling". A value of +3 indicates that the auto is risky, -3 that it is probably pretty safe. The third factor is the relative average loss payment per insured vehicle year. This value is normalized for all autos within a particular size classification (two-door small, station wagons, sports/speciality, etc...), and represents the average loss per car per year.

Usage

autoimports

Format

A data frame with 205 observations on the following 26 variables.

• symboling:

  • -3, -2, -1, 0, 1, 2, 3.

• normalized_losses:

  • continuous from 65 to 256.

• make:

  • alfa-romero, audi, bmw, chevrolet, dodge, honda, isuzu, jaguar, mazda, mercedes-benz, mercury, mitsubishi, nissan, peugot, plymouth, porsche, renault, saab, subaru, toyota, volkswagen, volvo

• fuel_type:

  • diesel, gas.

• aspiration:

  • std, turbo.

• num_of_doors:

  • four, two.

• body_style:

  • hardtop, wagon, sedan, hatchback, convertible.

• drive_wheels:

  • 4wd, fwd, rwd.

• engine_location:

  • front, rear.

• wheel_base:

  • continuous from 86.6 120.9.

• length:

  • continuous from 141.1 to 208.1.

• width:

  • continuous from 60.3 to 72.3.

• height:

  • continuous from 47.8 to 59.8.

• curb_weight:

  • continuous from 1488 to 4066.

• engine_type:

  • dohc, dohcv, l, ohc, ohcf, ohcv, rotor.

• num_of_cylinders:

  • eight, five, four, six, three, twelve, two.

• engine_size:

  • continuous from 61 to 326.

• fuel_system:

  • 1bbl, 2bbl, 4bbl, idi, mfi, mpfi, spdi, spfi.

• bore:

  • continuous from 2.54 to 3.94.

• stroke:

  • continuous from 2.07 to 4.17.

• compression_ratio:

  • continuous from 7 to 23.

• horsepower:

  • continuous from 48 to 288.

• peak_rpm:

  • continuous from 4150 to 6600.

• city_mpg:

  • continuous from 13 to 49.

• highway_mpg:

  • continuous from 16 to 54.

• price:

  • continuous from 5118 to 45400.

Source

Donor: Jeffrey C. Schlimmer ([e-mail])

1985 Model Import Car and Truck Specifications, 1985 Ward's Automotive Yearbook.

Personal Auto Manuals, Insurance Services Office, 160 Water Street, New York, NY 10038

Insurance Collision Report, Insurance Institute for Highway Safety, Watergate 600, Washington, DC 20037

References

https://archive.ics.uci.edu/ml/machine-learning-databases/autos/imports-85.data https://archive.ics.uci.edu/ml/datasets/Automobile

coatless/ucidata documentation built on Nov. 17, 2023, 9:19 a.m.