Project 10— Day 24 of 30 days of Data Analytics with Projects Series

Naina Chaturvedi
Coders Mojo
Published in
18 min readDec 6, 2022

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Welcome back peep. Hope all’s well. This is Day 24 of 30 days of data analytics where we will be implementing a project covering —

Standardization

Encoding

Linear Regression

Data Profiling

Categorical and Numerical Features

Missing Value Analysis

Unique Value Analysis

Univariate Analysis

Bivariate Analysis

Multivariate Analysis

Correlation Analysis

Correlation Coefficients

Spearman’s ρ

Pearson’s r

Kendall’s τ

Cramér’s V (φc)

Phik (φk)

Lets cover the most important concepts in brief —

  • Standardization: is a technique used to transform variables so that they have a mean of 0 and a standard deviation of 1. This is often done to put variables on the same scale and make them comparable. Standardization is typically used for

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Naina Chaturvedi
Coders Mojo

🇺🇸,World Traveler, Sr. SDE, Researcher Cornell Uni, Women in Tech, Coursera Instructor ML & GCP, Trekker, IITB,Reader,I write for fun@AI & Python publications