Intro to Python: Programming and Applications
Exercises
About the Author
Exercises
Welcome
Why Python?
Development Tools
1
Development Tools Overview
2
Google Colab Notebooks
3
Package Management with Pip
Part I: Python Programming
Language Basics
4
Comments, Variables, and Built-in Functions
5
Operators
6
Modules and Imports
Datatypes
7
Datatypes Overview
8
Booleans
9
Numbers
10
Strings
11
Lists
12
Dictionaries
Control Flow
13
Control Flow Overview
14
Conditional Logic
15
Custom Functions
16
Error Handling
17
While Loops, Counters, and Accumulators
Data Processing
18
List Iteration and Looping
19
List Mapping
20
List Filtering
21
List Comprehensions
22
List Sorting
Part II: Python Applications
Data Visualization
23
Data Visualization Overview
24
Charts with Trendlines
25
Candlestick Charts
Fetching Data from the Internet
26
HTTP Requests and Responses
27
Fetching Data Overview
28
Fetching JSON Data
29
Fetching CSV Data
30
Fetching XML Data
31
Fetching HTML Data (i.e. “Web Scraping”)
32
Automated Browsing
33
Automated Browsing w/ Form Inputs
APIs and Integrations
34
Application Programming Interfaces (APIs) Overview
35
AlphaVantage API
36
Spotify API
37
Google Drive
38
Google Sheets
39
YouTube
Exercises
“Rock, Paper, Scissors” Game
About the Author
Appendices
Google Colab In-Depth
A
Table of Contents in Google Colab
B
Files in Google Colab
C
Forms and Inputs in Google Colab
D
Notebook Secrets in Google Colab
Survey of Python Modules
E
The
math
Module
F
The
random
Module
G
The
statistics
Module
H
Dates and Times with the
datetime
Module
The Programming Environment
I
Accessing the Filesystem with the
os
Module
J
Text File Operations
Custom Functions In-Depth
K
Function Documentation
L
Unit Testing
Table of contents
Practice Problems
Assignments and Projects
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Exercises
Practice Problems
Unit 1 Exercises - Python Language Overview
Unit 2 Exercises - Control Flow
Unit 3 Exercises - Data Processing
Unit 4 Exercises - Data Visualization
Unit 5 Exercises - Web Requests
Assignments and Projects
Rock, Paper, Scissors
Crunch the Spotify Data (Taylor’s Version)
Data Dashboards
“Rock, Paper, Scissors” Game