Challenge

Project 1

This data set consists of three types of entities:

  • The specification of an auto in terms of various characteristics,
  • Its assigned insurance risk rating,
  • 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/specialty, etc…), and represents the average loss per car per year.

Note: Several of the attributes in the database could be used as a "class" attribute.

Number of Instances: 205

Number of Attributes: 26 total

  • 15 continuous
  • 1 integer
  • 10 nominal

Attribute Information:

Sl. NoAttributeAttribute Range
1symboling-3, -2, -1, 0, 1, 2, 3
2normalized-lossescontinuous from 65 to 256
3makealfa-romero, audi, bmw, chevrolet, dodge, honda, isuzu, jaguar, mazda, mercedes-benz, mercury, mitsubishi, nissan, peugot, plymouth, porsche, renault, saab, subaru, toyota, volkswagen, volvo
4fuel-typediesel, gas
5aspirationstd, turbo
6num-of-doorsfour, two
7body-stylehardtop, wagon, sedan, hatchback, convertible
8drive-wheels4wd, fwd, rwd
9engine-locationfront, rear
10wheel-basecontinuous from 86.6 to 120.9
11lengthcontinuous from 141.1 to 208.1
12widthcontinuous from 60.3 to 72.3
13heightcontinuous from 47.8 to 59.8
14curb-weightcontinuous from 1488 to 4066
15engine-typedohc, dohcv, l, ohc, ohcf, ohcv, rotor
16num-of-cylinderseight, five, four, six, three, twelve, two
17engine-sizecontinuous from 61 to 326
18fuel-system1bbl, 2bbl, 4bbl, idi, mfi, mpfi, spdi, spfi
19borecontinuous from 2.54 to 3.94
20strokecontinuous from 2.07 to 4.17
21compression-ratiocontinuous from 7 to 23
22horsepowercontinuous from 48 to 288
23peak-rpmcontinuous from 4150 to 6600
24city-mpgcontinuous from 13 to 49
25highway-mpgcontinuous from 16 to 54
26pricecontinuous from 5118 to 45400
Your portfolio, next

Ship work like this
in your own course.

Talk to a career counsellor

Free 20-minute call. We'll map the right course to where you want to work.

By submitting you agree to our Terms and Privacy Policy.