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This is a collection of Python scripts that are split by topics and contain code examples with explanations, different use cases and links to further readings.
Read this in: Portuguรชs, Espaรฑol, Traditional Chinese.
It is a playground because you may change or add the code to see how it works and test it out using assertions. It also allows you to lint the code you've wrote and check if it fits to Python code style guide. Altogether it might make your learning process to be more interactive and it might help you to keep code quality pretty high from very beginning.
It is a cheatsheet because you may get back to these code examples once you want to recap the syntax of standard Python statements and constructions. Also because the code is full of assertions you'll be able to see expected functions/statements output right away without launching them.
You might also be interested in ๐ค Interactive Machine Learning Experiments
Each Python script in this repository has the following structure:
"""Lists <--- Name of the topic here
# @see: https://www.learnpython.org/en/Lists <-- Link to further readings goes here
Here might go more detailed explanation of the current topic (i.e. general info about Lists).
"""
def test_list_type():
"""Explanation of sub-topic goes here.
Each file contains test functions that illustrate sub-topics (i.e. lists type, lists methods).
"""
# Here is an example of how to build a list. <-- Comments here explain the action
squares = [1, 4, 9, 16, 25]
# Lists can be indexed and sliced.
# Indexing returns the item.
assert squares[0] == 1 # <-- Assertions here illustrate the result.
# Slicing returns a new list.
assert squares[-3:] == [9, 16, 25] # <-- Assertions here illustrate the result.
So normally you might want to do the following:
- Find the topic you want to learn or recap.
- Read comments and/or documentation that is linked in each script's docstring (as in example above).
- Look at code examples and assertions to see usage examples and expected output.
- Change code or add new assertions to see how things work.
- Run tests and lint the code to see if it work and is written correctly.
- Getting Started
- Operators
- Arithmetic Operators (
+
,-
,*
,/
,//
,%
,**
) - Bitwise Operators (
&
,|
,^
,>>
,<<
,~
) - Assignment Operators (
=
,+=
,-=
,/=
,//=
etc.) - Comparison Operator (
==
,!=
,>
,<
,>=
,<=
) - Logical Operators (
and
,or
,not
) - Identity Operators (
is
,is not
) - Membership Operators (
in
,not in
)
- Arithmetic Operators (
- Data Types
- Numbers (including booleans)
- Strings and their methods
- Lists and their methods (including list comprehensions)
- Tuples
- Sets and their methods
- Dictionaries
- Type Casting
- Control Flow
- The
if
statement - The
for
statement (andrange()
function) - The
while
statement - The
try
statements - The
break
statement - The
continue
statement
- The
- Functions
- Function Definition (
def
andreturn
statements) - Scopes of Variables Inside Functions (
global
andnonlocal
statements) - Default Argument Values
- Keyword Arguments
- Arbitrary Argument Lists
- Unpacking Argument Lists (
*
and**
statements) - Lambda Expressions (
lambda
statement) - Documentation Strings
- Function Annotations
- Function Decorators
- Function Definition (
- Classes
- Modules
- Errors and Exceptions
- Handling Exceptions (
try
statement) - Raising Exceptions (
raise
statement)
- Handling Exceptions (
- Files
- Reading and Writing (
with
statement) - Methods of File Objects
- Reading and Writing (
- Additions
- The
pass
statement - Generators (
yield
statement)
- The
- Brief Tour of the Standard Libraries
- Serialization (
json
library) - File Wildcards (
glob
library) - String Pattern Matching (
re
library) - Mathematics (
math
,random
,statistics
libraries) - Dates and Times (
datetime
library) - Data Compression (
zlib
library)
- Serialization (
- User input
- Terminal input (
input
statement)
- Terminal input (
Installing Python
Make sure that you have Python3 installed on your machine.
You might want to use venv standard Python library to create virtual environments and have Python, pip and all dependent packages to be installed and served from the local project directory to avoid messing with system wide packages and their versions.
Depending on your installation you might have access to Python3 interpreter either by
running python
or python3
. The same goes for pip package manager - it may be accessible either
by running pip
or pip3
.
You may check your Python version by running:
python --version
Note that in this repository whenever you see python
it will be assumed that it is Python 3.
Installing dependencies
Install all dependencies that are required for the project by running:
pip install -r requirements.txt
Tests are made using pytest framework.
You may add new tests for yourself by adding files and functions with test_
prefix
(i.e. test_topic.py
with def test_sub_topic()
function inside).
To run all the tests please execute the following command from the project root folder:
pytest
To run specific tests please execute:
pytest ./path/to/the/test_file.py
Linting is done using pylint and flake8 libraries.
To check if the code is written with respect to PEP 8 style guide please run:
pylint ./src/
In case if linter will detect error (i.e. missing-docstring
) you may want to read more about
specific error by running:
pylint --help-msg=missing-docstring
To check if the code is written with respect to PEP 8 style guide please run:
flake8 ./src
Or if you want to have more detailed output you may run:
flake8 ./src --statistics --show-source --count