Section 1 : Introduction

Lecture 1 Get started in data analysis with Python
Lecture 2 What you need to know 00:00:38 Duration
Lecture 3 What's new in this update 00:00:27 Duration

Section 2 : Installation and Setup

Lecture 1 Install Anaconda Python on OS X 00:02:35 Duration
Lecture 2 Install Anaconda Python on Windows 00:02:52 Duration
Lecture 3 Working with Jupyter Notebooks 00:04:11 Duration
Lecture 4 Using the exercise files 00:01:32 Duration
Lecture 5 Using Python in the cloud 00:02:50 Duration

Section 3 : Data Structures in Pure Python

Lecture 1 Warmup with Python loops 00:07:05 Duration
Lecture 2 Sequences Lists, tuples, and the slicing syntax
Lecture 3 Dictionaries and sets 00:05:17 Duration
Lecture 4 Comprehensions 00:04:44 Duration
Lecture 5 Advanced Python containers 00:07:54 Duration

Section 4 : Wordplay Anagrams and Palindromes

Lecture 1 Anagrams overview
Lecture 2 Loading a dictionary 00:04:09 Duration
Lecture 3 Finding anagrams 00:05:29 Duration
Lecture 4 Challenge Palindromes 00:00:49 Duration
Lecture 5 Solution Palindromes 00:02:09 Duration

Section 5 : Arrays with NumPy

Lecture 1 NumPy overview 00:03:15 Duration
Lecture 2 Creating NumPy arrays
Lecture 3 Indexing NumPy arrays 00:05:20 Duration
Lecture 4 Doing math with NumPy arrays 00:05:21 Duration
Lecture 5 Special arrays Records and dates 00:04:22 Duration

Section 6 : Use Case Weather Data

Lecture 1 Overview of use case 00:01:04 Duration
Lecture 2 Loading station and temperature data 00:06:12 Duration
Lecture 3 Filling missing values 00:05:10 Duration
Lecture 4 Smoothing time series 00:06:26 Duration
Lecture 5 Weather charts 00:05:03 Duration
Lecture 6 Challenge Weather anomalies 00:00:46 Duration
Lecture 7 Solution Weather anomalies 00:02:05 Duration

Section 7 : pandas

Lecture 1 pandas overview 00:01:08 Duration
Lecture 2 DataFrames and Series 00:06:35 Duration
Lecture 3 Indexing in pandas 00:05:49 Duration
Lecture 4 Plotting

Section 8 : Use Case Baby Names

Lecture 1 Overview of use case 00:00:44 Duration
Lecture 2 Loading data sets 00:03:16 Duration
Lecture 3 Comparing name popularity 00:04:20 Duration
Lecture 4 Yearly top ten names 00:04:22 Duration
Lecture 5 Challenge Unisex baby names 00:01:03 Duration
Lecture 6 Solution Unisex baby names 00:03:27 Duration