Baselight

Price Prediction -Multiple Linear Regression

Multiple Linear Regression - Cleanin, Correlation,Dummies,Multicollinearity,OLS

@kaggle.erolmasimov_price_prediction_multiple_linear_regression

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About this Dataset

Price Prediction -Multiple Linear Regression

The car company wants to enter a new market and needs an estimation of exactly which variables affect the car prices.
The goal is:

  • Which variables are significant in predicting the price of a car
  • How well do those variables describe the price of a car

Tables

Scrap Price

@kaggle.erolmasimov_price_prediction_multiple_linear_regression.scrap_price
  • 26.69 KB
  • 205 rows
  • 26 columns
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CREATE TABLE scrap_price (
  "id" BIGINT,
  "symboling" BIGINT,
  "name" VARCHAR,
  "fueltypes" VARCHAR,
  "aspiration" VARCHAR,
  "doornumbers" VARCHAR,
  "carbody" VARCHAR,
  "drivewheels" VARCHAR,
  "enginelocation" VARCHAR,
  "wheelbase" DOUBLE,
  "carlength" DOUBLE,
  "carwidth" DOUBLE,
  "carheight" DOUBLE,
  "curbweight" BIGINT,
  "enginetype" VARCHAR,
  "cylindernumber" VARCHAR,
  "enginesize" BIGINT,
  "fuelsystem" VARCHAR,
  "boreratio" DOUBLE,
  "stroke" DOUBLE,
  "compressionratio" DOUBLE,
  "horsepower" BIGINT,
  "peakrpm" BIGINT,
  "citympg" BIGINT,
  "highwaympg" BIGINT,
  "price" DOUBLE
);

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