CS 125 • Introduction to Data Analysis for Social Sciences • Final

Introduction

Creating Objects - 1

Creating Objects - 2

Shape / size / dimensions

Indexing

Slicing

Mathematical Operations

Some Useful Functions

Boolean NumPy

Example 1

Example 2

Example 3

What is a Series?

Indexing in Series

Slicing in Series

Filtering in Series

Addition in Series

Dealing with Null Values in Series

Deleting Elements in Series

Example 1

Example 2

What is a DataFrame?

Accessing/Deleting Rows in DataFrame

Accessing/Adding/Deleting Columns in DataFrame

Example 3

Working with Large Data - 1

Working with Large Data - 2

loc in DataFrame

iloc in DataFrame

Logical Selection in DataFrame

Plots in general

Line Graph

Bar Plot

Scatter Plot

Histogram

Pie Chart

Formatting Plots - 1

Formatting Plots - 2 (Line Graphs)

Formatting Plots - 3 (Bar / Histogram / Pie)

Stacked Bar Chart

Grouped Bar Chart

Subplots

Example 1

Example 2

Example 3

Example 4

Example 5

Variables 1

for Loops 1

for Loops 2

for Loops 3

Strings 1

Lists 1

Lists 2

Lists 3

Lists 4

Tuples 1

Dictionaries 1

Dictionaries 2

Dictionaries 3

NumPy 1

NumPy 2

Pandas 1

Pandas 2

Matplotlib 1