/audi_used_car_analysis

Exploratory Data Analysis of Audi used cars and predicting future price of AUDI cars using Linear Regression Algorithm

Primary LanguageJupyter Notebook

audi_used_car_analysis

This is a full project on analysis of used AUDI cars. Apart from that, I've applied ML Algorithm here.
Original data source: https://www.kaggle.com/aishwaryamuthukumar/cars-dataset-audi-bmw-ford-hyundai-skoda-vw Here

  1. I've counted the numbers of cars using different types of fuels, transmission systems, models. I've counted the number of different models of audi cars bought over years and then showed them in barplots to get the full sense of the dataset.
  2. Showed scatterplots of how the prices changed according to mileage, mpg and enginesize and then found which relationship worked. I've added hue parameters to show how prices varied with transmission and mileage.
  3. Made histogram and distribution plot to show how prices varied with numbers of cars bought.
  4. Plotted ECDF to show the feature of car prices with numer of cars bought, it's probability and probability varied by different types of transmissions.
  5. Created boxplots of different numeric variables and it's change with transmission Besides, I've applied Linear Regression Algorithm for predicting price of AUDI cars using used ones.