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Python for Machine0:02:34

Python for Machine Learning: The Essential Starter Kit

Partial String Replacement0:12:27

Partial String Replacement and Number Formats

Our First Data0:08:44

Our First Data Frame Data Clean — Part 2

Our First Data0:20:54

Our First Data Frame Data Clean

Goals of Data0:20:45

Goals of Data Cleaning

Reading CSV Files0:08:16

Reading CSV Files into Python

Introducing Data Science0:11:40

Introducing Data Science

Exploring Your Data0:11:19

Exploring Your Data Frame

Introducing Spyder and0:10:12

Introducing Spyder and Python

What Is Data?0:07:00

What Is Data?

Build and Run0:23:24

Build and Run an OLS Regression Model

Exploring a Data0:06:48

Exploring a Data File

Creating Calculated Columns0:08:05

Creating Calculated Columns

Renaming Columns0:07:23

Renaming Columns

Reading a Statistics0:10:06

Reading a Statistics Canada CSV file

Forward-Filling and Backward-Filling0:10:06

Forward-Filling and Backward-Filling Missing Values

Dropping Columns0:05:45

Dropping Columns

String Manipulation0:07:54

String Manipulation

Creating Dummy Variables0:20:36

Creating Dummy Variables for Regression Analysis

Numeric Comparisons0:07:38

Numeric Comparisons

Combining Filter Conditions0:07:28

Combining Filter Conditions

Building Map Identifiers0:10:13

Building Map Identifiers

Boolean Logic0:18:13

Boolean Logic

More Advanced Filtering0:12:03

More Advanced Filtering