Python for Data Analysis Index

* Edit Jan 2021: I recently completed a YouTube video covering topics in this post. See the playlist here:

https://www.youtube.com/playlist?list=PLiC1doDIe9rCYWmH9wIEYEXXaJ4KAi3jc

Section 1: Getting Started

            1: Python Setup

            2: Python Arithmetic

            3: Basic Data Types

Section 2: Data Structures

            4: Variables

            5: Lists

            6: Tuples and Strings

            7: Dictionaries and Sets

            8: Numpy Arrays

            9: Pandas DataFrames

            10: Reading and Writing Data

Section 3: Programming Constructs

            11: Control Flow           

            12: Defining Functions

            13: List and Dictionary Comprehensions

Section 4: Data Exploration and Cleaning

            14: Initial Data Exploration and Preparation

            15: Working With Text Data

            16: Preparing Numeric Data

            17: Dealing With Dates

            18: Merging Data

            19: Frequency Tables

            20: Plotting with pandas

Section 5: Basic Statistics

            21: Descriptive Statistics

            22: Probability Distributions

            23: Point Estimates and Confidence Intervals

Section 6: Inferential Statistics

            24: Hypothesis Testing and the T-Test

            25: Chi-Squared Tests

            26: Analysis of Variance (ANOVA)

Section 7: Predictive Modeling

            27: Linear Regression

            28: Logistic Regression

            29: Decision Trees

            30: Random Forests