Data Analysis Using Python

Descriptive Statistics

• Reading a data file in Colab

• Python code for Frequency Table of Categorical data

• Python code for Frequency Table of continuous data

• Density curve for continuous data

• Measures of Location

• Measures of Dispersion

Regression

• What is Regression?

• What is a regression model?

• Types of Regression

• Assumptions of Simple Linear Regression

• Regression Equation

• Practical Example using Python

• What are the differences between correlation and regression?

Correlation

• What is correlation?

• What is Correlation Coefficient?

• Test of Correlation Coefficient

• Rank Correlation

Data Visualization

• HeatMap

• Counter Bar Plot

• Histogram

• Line Chart

• How to save a chart into my Working directory?

Data Processing

• Recoding: Simple replacement using replace

• Recoding: Simple replacement Using map

• Recoding: Simple replacement using loc

• Recoding using One-Hot Encoding

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