Python Data-analysis-python Resources

uiautomator This module is a Python wrapper of Android uiautomator testing framework. It works on Android 4.1+ (API Level 16~30) simply with Android d

Nox - Flexible test automation for Python nox is a command-line tool that automates testing in multiple Python environments, similar to tox. Unlike to

PyHamcrest Introduction PyHamcrest is a framework for writing matcher objects, allowing you to declaratively define "match" rules. There are a number

pytest-sugar pytest-sugar is a plugin for pytest that shows failures and errors instantly and shows a progress bar. Requirements You will need the fol

Overview docs tests package A pytest fixture for benchmarking code. It will group the tests into rounds that are calibrated to the chosen timer. See c

DDT (Data-Driven Tests) allows you to multiply one test case by running it with different test data, and make it appear as multiple test cases. Instal

pytest-html pytest-html is a plugin for pytest that generates a HTML report for test results. Resources Documentation Release Notes Issue Tracker Code

Coveralls for Python Test Status: Version Info: Compatibility: Misc: coveralls.io is a service for publishing your coverage stats online. This package

Overview docs tests package This plugin produces coverage reports. Compared to just using coverage run this plugin does some extras: Subprocess suppor

tox automation project Command line driven CI frontend and development task automation tool At its core tox provides a convenient way to run arbitrary

The pytest framework makes it easy to write small tests, yet scales to support complex functional testing for applications and libraries. An example o

pyrasite Tools for injecting arbitrary code into running Python processes. homepage: http://pyrasite.com documentation: http://pyrasite.rtfd.org downl

snoop snoop is a powerful set of Python debugging tools. It's primarily meant to be a more featureful and refined version of PySnooper. It also includ

birdseye birdseye is a Python debugger which records the values of expressions in a function call and lets you easily view them after the function exi

This library provides run-time type checking for functions defined with PEP 484 argument (and return) type annotations. Four principal ways to do type

pdb++, a drop-in replacement for pdb What is it? This module is an extension of the pdb module of the standard library. It is meant to be fully compat

PySnooper - Never use print for debugging again PySnooper is a poor man's debugger. If you've used Bash, it's like set -x for Python, except it's fanc

mkdocs-versioning mkdocs-versioning is a plugin for mkdocs, a tool designed to create static websites usually for generating project documentation. mk

blacken-docs Run black on python code blocks in documentation files. install pip install blacken-docs usage blacken-docs provides a single executable

MkDocs Awesome Pages Plugin An MkDocs plugin that simplifies configuring page titles and their order The awesome-pages plugin allows you to customize

mkdocstrings Automatic documentation from sources, for MkDocs. Features Python handler features Requirements Installation Quick usage Features Languag

Read Latest Documentation - Browse GitHub Code Repository The only thing worse than documentation never written, is documentation written but never di

interrogate: explain yourself Interrogate a codebase for docstring coverage. Why Do I Need This? interrogate checks your code base for missing docstri

MkDocs Project documentation with Markdown. View the MkDocs documentation. Project release notes. Visit the MkDocs wiki for community resources, inclu

Sphinx Sphinx is a tool that makes it easy to create intelligent and beautiful documentation for Python projects (or other documents consisting of mul

PrettyTable Installation Install via pip: python -m pip install -U prettytable Install latest development version: python -m pip install -U git+https

Welcome to Logbook Travis AppVeyor Supported Versions Latest Version Test Coverage Logbook is a nice logging replacement. It should be easy to setup,

TBVaccine TBVaccine is a utility that pretty-prints Python tracebacks. It automatically highlights lines you care about and deemphasizes lines you don

pretty-errors Prettifies Python exception output to make it legible. Install it with python -m pip install pretty_errors If you want pretty_errors to

rebound Rebound is a command-line tool that instantly fetches Stack Overflow results when an exception is thrown. Just use the rebound command to exec

Better tracebacks This is a more helpful version of Python's built-in exception message: It shows more code context and the current values of nearby v

See changelog for recent changes Got an app or service and you want to enable your users to use notifications with their provider of choice? Working o

alive-progress :) A new kind of Progress Bar, with real-time throughput, eta and very cool animations! Ever found yourself in a remote ssh session, do

better-exceptions Pretty and more helpful exceptions in Python, automatically. Usage Install better_exceptions via pip: $ pip install better_exception

coloredlogs: Colored terminal output for Python's logging module The coloredlogs package enables colored terminal output for Python's logging module.

Text progress bar library for Python. Travis status: Coverage: Install The package can be installed through pip (this is the recommended method): pip

Log formatting with colors! colorlog.ColoredFormatter is a formatter for use with Python's logging module that outputs records using terminal colors.

Overview This library is provided to allow standard python logging to output log data as json objects. With JSON we can make our logs more readable by

structlog makes logging in Python faster, less painful, and more powerful by adding structure to your log entries. It's up to you whether you want str

python-tabulate Pretty-print tabular data in Python, a library and a command-line utility. The main use cases of the library are: printing small table

Rich 中文 readme • lengua española readme • Läs på svenska Rich is a Python library for rich text and beautiful formatting in the terminal. The Rich API

tqdm tqdm derives from the Arabic word taqaddum (تقدّم) which can mean "progress," and is an abbreviation for "I love you so much" in Spanish (te quie

Cohesion Cohesion is a tool for measuring Python class cohesion. In computer programming, cohesion refers to the degree to which the elements of a mod

A command-line application for tracking, reporting on complexity of Python tests and applications. wily [a]: quick to think of things, having a very g

McCabe complexity checker Ned's script to check McCabe complexity. This module provides a plugin for flake8, the Python code checker. Installation You

prospector About Prospector is a tool to analyse Python code and output information about errors, potential problems, convention violations and comple

Radon Radon is a Python tool that computes various metrics from the source code. Radon can compute: McCabe's complexity, i.e. cyclomatic complexity ra

pip-run provides on-demand temporary package installation for a single interpreter run. It replaces this series of commands (or their Windows equivale

Pyflow Simple is better than complex - The Zen of Python Pyflow streamlines working with Python projects and files. It's an easy-to-use CLI app with a

THE PROJECT IS ARCHIVED Forks: https://github.com/orsinium/forks DepHell -- project management for Python. Why it is better than all other tools: Form

pipx — Install and Run Python Applications in Isolated Environments Documentation: https://pipxproject.github.io/pipx/ Source Code: https://github.com

Poetry: Dependency Management for Python Poetry helps you declare, manage and install dependencies of Python projects, ensuring you have the right sta

pip - The Python Package Installer pip is the package installer for Python. You can use pip to install packages from the Python Package Index and othe

pyenv-virtualenv pyenv-virtualenv is a pyenv plugin that provides features to manage virtualenvs and conda environments for Python on UNIX-like system

dh-virtualenv Contents Overview Presentations, Blogs & Other Resources Using dh-virtualenv How does it work? Running tests Building the package in a D

Pipenv: Python Development Workflow for Humans [ ~ Dependency Scanning by PyUp.io ~ ] Pipenv is a tool that aims to bring the best of all packaging wo

dodgy Dodgy is a very basic tool to run against your codebase to search for "dodgy" looking values. It is a series of simple regular expressions desig

PyArmor Homepage (中文版网站) Documentation(中文版) PyArmor is a command line tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine

Dlint Dlint is a tool for encouraging best coding practices and helping ensure Python code is secure. The most important thing I have done as a progra

This project is no longer maintained March 2020 Update: Please go see the amazing Pysa tutorial that should get you up to speed finding security vulne

sqlmap sqlmap is an open source penetration testing tool that automates the process of detecting and exploiting SQL injection flaws and taking over of

Safety checks your installed dependencies for known security vulnerabilities. By default it uses the open Python vulnerability database Safety DB, but

A security linter from PyCQA Free software: Apache license Documentation: https://bandit.readthedocs.io/en/latest/ Source: https://github.com/PyCQA/ba

Pep8ify: Clean your code with ease Pep8ify is a library that modifies python source code to conform to pep8. Installation This library currently works

eradicate eradicate removes commented-out code from Python files. Introduction With modern revision control available, there is no reason to save comm

Introduction RedBaron is a python library and tool powerful enough to be used into IPython solely that intent to make the process of writing code that

com2ann Tool for translation of type comments to type annotations in Python. The tool requires Python 3.8 to run. But the supported target code versio

retype Re-apply type annotations from .pyi stubs to your codebase. Usage Usage: retype [OPTIONS] [SRC]... Re-apply type annotations from .pyi stubs

massedit formerly known as Python Mass Editor Implements a python mass editor to process text files using Python code. The modification(s) is (are) sh

add-trailing-comma A tool (and pre-commit hook) to automatically add trailing commas to calls and literals. Installation pip install add-trailing-comm

pyupgrade A tool (and pre-commit hook) to automatically upgrade syntax for newer versions of the language. Installation pip install pyupgrade As a pre

MonkeyType MonkeyType collects runtime types of function arguments and return values, and can automatically generate stub files or even add draft type

Safe code refactoring for modern Python projects. Overview Bowler is a refactoring tool for manipulating Python at the syntax tree level. It enables s

autoflake Introduction autoflake removes unused imports and unused variables from Python code. It makes use of pyflakes to do this. By default, autofl

Vulture - Find dead code Vulture finds unused code in Python programs. This is useful for cleaning up and finding errors in large code bases. If you r

rope, a python refactoring library ... Overview Rope is a python refactoring library. Notes Nick Smith [email protected] takes over maintaining rope

Jedi - an awesome autocompletion, static analysis and refactoring library for Python Jedi is a static analysis tool for Python that is typically used

Pycycle: Find and fix circular imports in python projects Pycycle is an experimental project that aims to help python developers fix their circular de

Imhotep, the peaceful builder. What is it? Imhotep is a tool which will comment on commits coming into your repository and check for syntactic errors

Flake8 Extension to enforce better comma placement. Usage If you are using flake8 it's as easy as: pip install flake8-commas Now you can avoid those a

Pylama Code audit tool for Python and JavaScript. Pylama wraps these tools: pycodestyle (formerly pep8) © 2012-2013, Florent Xicluna; pydocstyle (form

PEP 8 Naming Conventions Check your code against PEP 8 naming conventions. This module provides a plugin for flake8, the Python code checker. (It repl

Look for the bare necessities, the simple bare necessities. Forget about your worries and your strife. — The Jungle Book.

bellybutton bellybutton is a customizable, easy-to-configure linting engine for Python. What is this good for? Tools like pylint and flake8 provide, o

flake8-bandit Automated security testing built right into your workflow! You already use flake8 to lint all your code for errors, ensure docstrings ar

flake8-black Introduction This is an MIT licensed flake8 plugin for validating Python code style with the command line code formatting tool black. It

THE PROJECT IS ARCHIVED Forks: https://github.com/orsinium/forks It's a Flake8 wrapper to make it cool. Lint md, rst, ipynb, and more. Shareable and r

Flake8 Builtins plugin Check for python builtins being used as variables or parameters. Imagine some code like this: def max_values(list, list2):

flake8-eradicate flake8 plugin to find commented out (or so called "dead") code. This is quite important for the project in a long run. Based on eradi

Mypy type stubs for NumPy, pandas, and Matplotlib This is a PEP-561-compliant stub-only package which provides type information for matplotlib, numpy

Flake8 Extension to lint for quotes. Major update in 2.0.0 We automatically encourage avoiding escaping quotes as per PEP 8. To disable this, use --no

flake8-import-order A flake8 and Pylama plugin that checks the ordering of your imports. It does not check anything else about the imports. Merely tha

Darglint A functional docstring linter which checks whether a docstring's description matches the actual function/method implementation. Darglint expe

check-manifest Are you a Python developer? Have you uploaded packages to the Python Package Index? Have you accidentally uploaded broken packages with

"Always code as if the guy who ends up maintaining your code will be a violent psychopath who knows where you live." ― John F. Woods coala provides a

Static type checker for Python Speed Pyright is a fast type checker meant for large Python source bases. It can run in a “watch” mode and performs fas

pylint-django About pylint-django is a Pylint plugin for improving code analysis when analysing code using Django. It is also used by the Prospector t

wemake-python-styleguide Welcome to the strictest and most opinionated python linter ever. wemake-python-styleguide is actually a flake8 plugin with s

pytype - 🦆 ✔ Pytype checks and infers types for your Python code - without requiring type annotations. Pytype can: Lint plain Python code, flagging c

Pyre is a performant type checker for Python compliant with PEP 484. Pyre can analyze codebases with millions of lines of code incrementally – providi