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

Naina Chaturvedi
Coders Mojo
Published in
20 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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Coders Mojo
Coders Mojo

Published in Coders Mojo

Place for all coders, technies, programmers to collaborate and write posts about coding, tech, about your (shitty) day, programming humor etc etc

Naina Chaturvedi
Naina Chaturvedi

Written by Naina Chaturvedi

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