Statistics - Mean - Median and Variance - Engineering Assignment Help

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Assignment Task :

Description 
The housing dataset contains the prices and other attributes of almost houses in the city of Melbourne. Your task is to perform an Exploratory Data Analysis on the dataset. This assignment is part of the continuous assessment and worth of your module grade

 

Task 

  1. Your task is to perform EDA and calculate the strength of relationships between the variables of the dataset. Consider below as a guideline: 
  2. Your task is to clean the dataset and prepare it for analysis by e.g. removing/replacing NAs, outliers, and incorrect values.
  3. Begin your analysis with a summary of the variables (use basic statistical methods). Briefly describe your understanding. 
  4. Focus your analysis on the price variable:

(a) Show the histogram of the price variable. Describe it briefly. In- include summary statistics like mean, median, and variance. 
(b) Group houses by some price ranges (like low, medium, high, etc.) and summarise those groups separately.
(c) Explore prices for different house types. You might want to use the boxplot.
(d) How different attributes are correlated with the price? Which variables are correlated the most with price? 

 

  1. List the frequencies of houses for various types. Create scatter plots and color the house price by land size and type. 
  2. In your Markdown document, you should use proper headings and commentary for each task. You can get up to points for clarity and quality of the report and the source code. You must show the final code blocks and the corresponding output in your knitted document. 

 

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