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Updated 4 years ago
EDA OF AUTOMOBILE DATA
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.
Number of Instances: 205
Number of Attributes: 26 total
-- 15 continuous
-- 1 integer
-- 10 nominal
Attribute Information:
Attribute: Attribute Range:
------------------ -----------------------------------------------
- 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
project_name = "EDA USING AUTOMOBILE DATA"
!pip install jovian --upgrade -q
import jovian
jovian.commit(project=project_name)
[jovian] Attempting to save notebook..
[jovian] Please enter your API key ( from https://jovian.ml/ ):
API KEY: ········
[jovian] Creating a new project "abhishekrajendran2555/EDA USING AUTOMOBILE DATA"
[jovian] Uploading notebook..
[jovian] Capturing environment..
[jovian] Committed successfully! https://jovian.ml/abhishekrajendran2555/eda-using-automobile-data