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+ Best-of Python Developer Tools
+
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+
+
+ π A ranked list of awesome python developer tools and libraries. Updated weekly.
+
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+This curated list contains 220 awesome open-source projects with a total of 460K stars grouped into 15 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/ml-tooling/best-of-python-dev/issues/new/choose), submit a [pull request](https://github.com/ml-tooling/best-of-python-dev/pulls), or directly edit the [projects.yaml](https://github.com/ml-tooling/best-of-python-dev/edit/main/projects.yaml). Contributions are very welcome!
+
+> π§ββοΈ Create your own best-of list in just 3 minutes with [this guide](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md).
+## Contents
+
+- [Linters & Style Checkers](#linters--style-checkers) _41 projects_
+- [Code Formatters](#code-formatters) _6 projects_
+- [Code Refactoring](#code-refactoring) _18 projects_
+- [Code Security](#code-security) _7 projects_
+- [Virtual Environments](#virtual-environments) _8 projects_
+- [Dependency & Package Mangers](#dependency--package-mangers) _9 projects_
+- [Code Metrics & Complexity](#code-metrics--complexity) _6 projects_
+- [Logging](#logging) _6 projects_
+- [Documentation](#documentation) _25 projects_
+- [Debugging Tools](#debugging-tools) _11 projects_
+- [Testing Tools](#testing-tools) _40 projects_
+- [Code Packaging](#code-packaging) _14 projects_
+- [Build Tools](#build-tools) _14 projects_
+- [System Monitoring & Profiling](#system-monitoring--profiling) _14 projects_
+- [AST Tools](#ast-tools) _5 projects_
+
+## Explanation
+- π₯π₯π₯ Combined project-quality score
+- βοΈ Star count from GitHub
+- π£ New project _(less than 6 months old)_
+- π€ Inactive project _(6 months no activity)_
+- π Dead project _(12 months no activity)_
+- ππ Project is trending up or down
+- β Project was recently added
+- βοΈ Warning _(e.g. missing/risky license)_
+- π¨βπ» Contributors count from GitHub
+- π Fork count from GitHub
+- π Issue count from GitHub
+- β±οΈ Last update timestamp on package manager
+- π₯ Download count from package manager
+- π¦ Number of dependent projects
+- Flake8 related project
+- Pytest related project
+- Pylint related project
+- Sphinx related project
+- MkDocs related project
+
+
+
+## Linters & Style Checkers
+
+
+
+mypy (π₯35 Β· β 9.7K) - Optional static typing for Python 3 and 2 (PEP 484). MIT
+
+- [GitHub](https://github.com/python/mypy) (π¨βπ» 440 Β· π 1.6K Β· π¦ 26K Β· π 6K - 25% open Β· β±οΈ 08.01.2021):
+
+ ```
+ git clone https://github.com/python/mypy
+ ```
+- [PyPi](https://pypi.org/project/mypy) (π₯ 2.3M / month Β· π¦ 6.1K Β· β±οΈ 09.10.2020):
+ ```
+ pip install mypy
+ ```
+- [Conda](https://anaconda.org/conda-forge/mypy) (π₯ 610K Β· β±οΈ 09.10.2020):
+ ```
+ conda install -c conda-forge mypy
+ ```
+
+pylint (π₯35 Β· β 3.2K) - It's not just a linter that annoys you!. βοΈGPL-2.0
+
+- [GitHub](https://github.com/PyCQA/pylint) (π¨βπ» 360 Β· π 650 Β· π¦ 170K Β· π 3.2K - 20% open Β· β±οΈ 04.01.2021):
+
+ ```
+ git clone https://github.com/PyCQA/pylint
+ ```
+- [PyPi](https://pypi.org/project/pylint) (π₯ 3.5M / month Β· π¦ 38K Β· β±οΈ 21.08.2020):
+ ```
+ pip install pylint
+ ```
+- [Conda](https://anaconda.org/conda-forge/pylint) (π₯ 1.4M Β· β±οΈ 13.10.2020):
+ ```
+ conda install -c conda-forge pylint
+ ```
+
+flake8 (π₯34 Β· β 1.1K) - Flake8 is a wrapper around these tools: PyFlakes; pycodestyle; Ned.. MIT
+
+- [GitHub](https://github.com/PyCQA/flake8) (π¨βπ» 150 Β· π 180 Β· π¦ 140K Β· β±οΈ 07.01.2021):
+
+ ```
+ git clone https://github.com/PyCQA/flake8
+ ```
+- [PyPi](https://pypi.org/project/flake8) (π₯ 4.6M / month Β· π¦ 71K Β· β±οΈ 02.10.2020):
+ ```
+ pip install flake8
+ ```
+- [Conda](https://anaconda.org/conda-forge/flake8) (π₯ 1.8M Β· β±οΈ 05.10.2020):
+ ```
+ conda install -c conda-forge flake8
+ ```
+
+pycodestyle (π₯33 Β· β 4.2K) - Simple Python style checker in one Python file. βοΈSaxpath
+
+- [GitHub](https://github.com/PyCQA/pycodestyle) (π¨βπ» 120 Β· π 590 Β· π¦ 110K Β· π 630 - 17% open Β· β±οΈ 07.01.2021):
+
+ ```
+ git clone https://github.com/PyCQA/pycodestyle
+ ```
+- [PyPi](https://pypi.org/project/pycodestyle) (π₯ 6.7M / month Β· π¦ 21K Β· β±οΈ 11.05.2020):
+ ```
+ pip install pycodestyle
+ ```
+- [Conda](https://anaconda.org/conda-forge/pycodestyle) (π₯ 1.9M Β· β±οΈ 12.05.2020):
+ ```
+ conda install -c conda-forge pycodestyle
+ ```
+
+parso (π₯32 Β· β 360) - A Python Parser. MIT
+
+- [GitHub](https://github.com/davidhalter/parso) (π¨βπ» 36 Β· π 62 Β· π¦ 100K Β· π 86 - 8% open Β· β±οΈ 03.01.2021):
+
+ ```
+ git clone https://github.com/davidhalter/parso
+ ```
+- [PyPi](https://pypi.org/project/parso) (π₯ 10M / month Β· π¦ 11K Β· β±οΈ 10.12.2020):
+ ```
+ pip install parso
+ ```
+- [Conda](https://anaconda.org/conda-forge/parso) (π₯ 2.9M Β· β±οΈ 10.12.2020):
+ ```
+ conda install -c conda-forge parso
+ ```
+
+pyflakes (π₯31 Β· β 970) - A simple program which checks Python source files for errors. MIT
+
+- [GitHub](https://github.com/PyCQA/pyflakes) (π¨βπ» 74 Β· π 140 Β· π¦ 75K Β· π 410 - 22% open Β· β±οΈ 05.01.2021):
+
+ ```
+ git clone https://github.com/PyCQA/pyflakes
+ ```
+- [PyPi](https://pypi.org/project/pyflakes) (π₯ 4.8M / month Β· π¦ 26K Β· β±οΈ 10.04.2020):
+ ```
+ pip install pyflakes
+ ```
+- [Conda](https://anaconda.org/conda-forge/pyflakes) (π₯ 1.9M Β· β±οΈ 10.04.2020):
+ ```
+ conda install -c conda-forge pyflakes
+ ```
+
+pydocstyle (π₯29 Β· β 740) - docstring style checker. MIT
+
+- [GitHub](https://github.com/PyCQA/pydocstyle) (π¨βπ» 71 Β· π 140 Β· π₯ 51 Β· π¦ 14K Β· π 250 - 25% open Β· β±οΈ 19.09.2020):
+
+ ```
+ git clone https://github.com/PyCQA/pydocstyle
+ ```
+- [PyPi](https://pypi.org/project/pydocstyle) (π₯ 630K / month Β· π¦ 3.9K Β· β±οΈ 29.08.2020):
+ ```
+ pip install pydocstyle
+ ```
+- [Conda](https://anaconda.org/conda-forge/pydocstyle) (π₯ 270K Β· β±οΈ 30.08.2020):
+ ```
+ conda install -c conda-forge pydocstyle
+ ```
+
+flake8-bugbear (π₯28 Β· β 490) - A plugin for Flake8 finding likely bugs and design problems.. MIT
+
+- [GitHub](https://github.com/PyCQA/flake8-bugbear) (π¨βπ» 32 Β· π 36 Β· π¦ 2.9K Β· π 80 - 40% open Β· β±οΈ 29.11.2020):
+
+ ```
+ git clone https://github.com/PyCQA/flake8-bugbear
+ ```
+- [PyPi](https://pypi.org/project/flake8-bugbear) (π₯ 270K / month Β· π¦ 1K Β· β±οΈ 23.11.2020):
+ ```
+ pip install flake8-bugbear
+ ```
+- [Conda](https://anaconda.org/conda-forge/flake8-bugbear) (π₯ 170K Β· β±οΈ 24.11.2020):
+ ```
+ conda install -c conda-forge flake8-bugbear
+ ```
+
+hacking (π₯28 Β· β 210) - OpenStack Hacking Style Checks. Mirror of code maintained at.. Apache-2
+
+- [GitHub](https://github.com/openstack/hacking) (π¨βπ» 180 Β· π 68 Β· β±οΈ 25.11.2020):
+
+ ```
+ git clone https://github.com/openstack/hacking
+ ```
+- [PyPi](https://pypi.org/project/hacking) (π₯ 57K / month Β· π¦ 8.7K Β· β±οΈ 12.11.2020):
+ ```
+ pip install hacking
+ ```
+
+pytype (π₯27 Β· β 3K) - A static type analyzer for Python code. Apache-2
+
+- [GitHub](https://github.com/google/pytype) (π¨βπ» 53 Β· π 170 Β· π 380 - 34% open Β· β±οΈ 08.01.2021):
+
+ ```
+ git clone https://github.com/google/pytype
+ ```
+- [PyPi](https://pypi.org/project/pytype) (π₯ 36K / month Β· π¦ 88 Β· β±οΈ 23.12.2020):
+ ```
+ pip install pytype
+ ```
+- [Conda](https://anaconda.org/conda-forge/pytype) (π₯ 25K Β· β±οΈ 13.10.2020):
+ ```
+ conda install -c conda-forge pytype
+ ```
+
+wemake-python-styleguide (π₯27 Β· β 1.3K) - The strictest and most opinionated python linter ever!. MIT
+
+- [GitHub](https://github.com/wemake-services/wemake-python-styleguide) (π¨βπ» 130 Β· π 260 Β· π¦ 230 Β· π 920 - 11% open Β· β±οΈ 08.01.2021):
+
+ ```
+ git clone https://github.com/wemake-services/wemake-python-styleguide
+ ```
+- [PyPi](https://pypi.org/project/wemake-python-styleguide) (π₯ 18K / month Β· π¦ 7 Β· β±οΈ 29.07.2020):
+ ```
+ pip install wemake-python-styleguide
+ ```
+
+pylint-django (π₯27 Β· β 440) - Pylint plugin for improving code analysis for when.. βοΈGPL-2.0
+
+- [GitHub](https://github.com/PyCQA/pylint-django) (π¨βπ» 55 Β· π 93 Β· π₯ 160 Β· π¦ 11K Β· π 160 - 13% open Β· β±οΈ 07.01.2021):
+
+ ```
+ git clone https://github.com/PyCQA/pylint-django
+ ```
+- [PyPi](https://pypi.org/project/pylint-django) (π₯ 250K / month Β· π¦ 2.2K Β· β±οΈ 07.01.2021):
+ ```
+ pip install pylint-django
+ ```
+- [Conda](https://anaconda.org/conda-forge/pylint-django) (π₯ 69K Β· β±οΈ 12.11.2020):
+ ```
+ conda install -c conda-forge pylint-django
+ ```
+
+pyright (π₯26 Β· β 6.1K) - Static type checker for Python. MIT
+
+- [GitHub](https://github.com/microsoft/pyright) (π¨βπ» 48 Β· π 250 Β· π¦ 34 Β· π 1.2K - 0% open Β· β±οΈ 08.01.2021):
+
+ ```
+ git clone https://github.com/Microsoft/pyright
+ ```
+- [NPM](https://www.npmjs.com/package/pyright) (π₯ 25K / month Β· π¦ 4 Β· β±οΈ 03.01.2021):
+ ```
+ npm install pyright
+ ```
+
+pyre-check (π₯26 Β· β 5.1K) - Performant type-checking for python. MIT
+
+- [GitHub](https://github.com/facebook/pyre-check) (π¨βπ» 140 Β· π 300 Β· π 230 - 25% open Β· β±οΈ 08.01.2021):
+
+ ```
+ git clone https://github.com/facebook/pyre-check
+ ```
+- [PyPi](https://pypi.org/project/pyre-check) (π₯ 6K / month Β· π¦ 23 Β· β±οΈ 12.11.2020):
+ ```
+ pip install pyre-check
+ ```
+
+coala (π₯26 Β· β 3.1K Β· π€) - coala provides a unified command-line interface for linting and.. βοΈAGPL-3.0
+
+- [GitHub](https://github.com/coala/coala) (π¨βπ» 470 Β· π 1.4K Β· π₯ 140 Β· π¦ 10 Β· π 3.2K - 26% open Β· β±οΈ 04.05.2020):
+
+ ```
+ git clone https://github.com/coala/coala
+ ```
+- [PyPi](https://pypi.org/project/coala-bears) (π₯ 5.7K / month Β· π¦ 72 Β· β±οΈ 10.11.2017):
+ ```
+ pip install coala-bears
+ ```
+
+check-manifest (π₯25 Β· β 220) - Tool to check the completeness of MANIFEST.in for Python packages. MIT
+
+- [GitHub](https://github.com/mgedmin/check-manifest) (π¨βπ» 18 Β· π 29 Β· π¦ 4K Β· π 83 - 16% open Β· β±οΈ 04.01.2021):
+
+ ```
+ git clone https://github.com/mgedmin/check-manifest
+ ```
+- [PyPi](https://pypi.org/project/check-manifest) (π₯ 110K / month Β· π¦ 1.8K Β· β±οΈ 04.01.2021):
+ ```
+ pip install check-manifest
+ ```
+- [Conda](https://anaconda.org/conda-forge/check-manifest) (π₯ 18K Β· β±οΈ 04.01.2021):
+ ```
+ conda install -c conda-forge check-manifest
+ ```
+
+mypy-protobuf (π₯24 Β· β 300) - open source tools to generate mypy stubs from protobufs. Apache-2
+
+- [GitHub](https://github.com/dropbox/mypy-protobuf) (π¨βπ» 25 Β· π 51 Β· π¦ 170 Β· π 63 - 22% open Β· β±οΈ 28.12.2020):
+
+ ```
+ git clone https://github.com/dropbox/mypy-protobuf
+ ```
+- [PyPi](https://pypi.org/project/mypy-protobuf) (π₯ 210K / month Β· π¦ 24 Β· β±οΈ 18.06.2020):
+ ```
+ pip install mypy-protobuf
+ ```
+
+darglint (π₯24 Β· β 250) - A python documentation linter which checks that the docstring description.. MIT
+
+- [GitHub](https://github.com/terrencepreilly/darglint) (π¨βπ» 17 Β· π 21 Β· π¦ 240 Β· π 120 - 30% open Β· β±οΈ 24.11.2020):
+
+ ```
+ git clone https://github.com/terrencepreilly/darglint
+ ```
+- [PyPi](https://pypi.org/project/darglint) (π₯ 43K / month Β· π¦ 20 Β· β±οΈ 24.11.2020):
+ ```
+ pip install darglint
+ ```
+- [Conda](https://anaconda.org/conda-forge/darglint) (π₯ 7K Β· β±οΈ 24.11.2020):
+ ```
+ conda install -c conda-forge darglint
+ ```
+
+flake8-comprehensions (π₯24 Β· β 240) - A flake8 plugin to help you write better.. MIT
+
+- [GitHub](https://github.com/adamchainz/flake8-comprehensions) (π¨βπ» 9 Β· π 12 Β· π 38 - 26% open Β· β±οΈ 04.01.2021):
+
+ ```
+ git clone https://github.com/adamchainz/flake8-comprehensions
+ ```
+- [PyPi](https://pypi.org/project/flake8-comprehensions) (π₯ 190K / month Β· π¦ 710 Β· β±οΈ 19.12.2020):
+ ```
+ pip install flake8-comprehensions
+ ```
+- [Conda](https://anaconda.org/conda-forge/flake8-comprehensions) (π₯ 240K Β· β±οΈ 20.12.2020):
+ ```
+ conda install -c conda-forge flake8-comprehensions
+ ```
+
+flake8-import-order (π₯24 Β· β 230) - Flake8 plugin that checks import order against.. βοΈLGPL-3.0
+
+- [GitHub](https://github.com/PyCQA/flake8-import-order) (π¨βπ» 40 Β· π 58 Β· π 91 - 8% open Β· β±οΈ 04.08.2020):
+
+ ```
+ git clone https://github.com/PyCQA/flake8-import-order
+ ```
+- [PyPi](https://pypi.org/project/flake8-import-order) (π₯ 170K / month Β· π¦ 1.9K Β· β±οΈ 04.03.2019):
+ ```
+ pip install flake8-import-order
+ ```
+- [Conda](https://anaconda.org/conda-forge/flake8-import-order) (π₯ 180K Β· β±οΈ 06.03.2019):
+ ```
+ conda install -c conda-forge flake8-import-order
+ ```
+
+flake8-quotes (π₯24 Β· β 120 Β· π€) - Flake8 extension for checking quotes in python. MIT
+
+- [GitHub](https://github.com/zheller/flake8-quotes) (π¨βπ» 28 Β· π 32 Β· π¦ 2.7K Β· π 42 - 7% open Β· β±οΈ 12.05.2020):
+
+ ```
+ git clone https://github.com/zheller/flake8-quotes
+ ```
+- [PyPi](https://pypi.org/project/flake8-quotes) (π₯ 190K / month Β· π¦ 1.4K Β· β±οΈ 12.05.2020):
+ ```
+ pip install flake8-quotes
+ ```
+- [Conda](https://anaconda.org/conda-forge/flake8-quotes) (π₯ 140K Β· β±οΈ 13.05.2020):
+ ```
+ conda install -c conda-forge flake8-quotes
+ ```
+
+flake8-eradicate (π₯23 Β· β 180) - Flake8 plugin to find commented out or dead code. MIT
+
+- [GitHub](https://github.com/wemake-services/flake8-eradicate) (π¨βπ» 9 Β· π 6 Β· π 25 - 8% open Β· β±οΈ 05.01.2021):
+
+ ```
+ git clone https://github.com/wemake-services/flake8-eradicate
+ ```
+- [PyPi](https://pypi.org/project/flake8-eradicate) (π₯ 63K / month Β· π¦ 72 Β· β±οΈ 12.10.2020):
+ ```
+ pip install flake8-eradicate
+ ```
+
+data-science-types (π₯23 Β· β 160) - Mypy stubs, i.e., type information, for numpy, pandas.. Apache-2
+
+- [GitHub](https://github.com/predictive-analytics-lab/data-science-types) (π¨βπ» 41 Β· π 50 Β· π¦ 44 Β· π 50 - 57% open Β· β±οΈ 08.01.2021):
+
+ ```
+ git clone https://github.com/predictive-analytics-lab/data-science-types
+ ```
+- [PyPi](https://pypi.org/project/data-science-types) (π₯ 5.4K / month Β· β±οΈ 15.12.2020):
+ ```
+ pip install data-science-types
+ ```
+
+flake8-isort (π₯23 Β· β 97) - flake8 plugin that integrates isort. βοΈGPL-2.0
+
+- [GitHub](https://github.com/gforcada/flake8-isort) (π¨βπ» 28 Β· π 33 Β· π¦ 2.4K Β· π 44 - 15% open Β· β±οΈ 11.08.2020):
+
+ ```
+ git clone https://github.com/gforcada/flake8-isort
+ ```
+- [PyPi](https://pypi.org/project/flake8-isort) (π₯ 140K / month Β· π¦ 930 Β· β±οΈ 11.08.2020):
+ ```
+ pip install flake8-isort
+ ```
+- [Conda](https://anaconda.org/conda-forge/flake8-isort) (π₯ 9.6K Β· β±οΈ 11.08.2020):
+ ```
+ conda install -c conda-forge flake8-isort
+ ```
+
+flake8-builtins (π₯21 Β· β 58) - Check for python builtins being used as variables or.. βοΈGPL-2.0
+
+- [GitHub](https://github.com/gforcada/flake8-builtins) (π¨βπ» 13 Β· π 15 Β· π¦ 1.5K Β· π 32 - 6% open Β· β±οΈ 11.08.2020):
+
+ ```
+ git clone https://github.com/gforcada/flake8-builtins
+ ```
+- [PyPi](https://pypi.org/project/flake8-builtins) (π₯ 140K / month Β· π¦ 510 Β· β±οΈ 14.05.2020):
+ ```
+ pip install flake8-builtins
+ ```
+- [Conda](https://anaconda.org/conda-forge/flake8-builtins) (π₯ 100K Β· β±οΈ 18.05.2020):
+ ```
+ conda install -c conda-forge flake8-builtins
+ ```
+
+pylint-flask (π₯21 Β· β 55) - A Pylint plugin to analyze Flask applications. βοΈGPL-2.0
+
+- [GitHub](https://github.com/jschaf/pylint-flask) (π¨βπ» 6 Β· π 7 Β· π¦ 4.2K Β· π 8 - 37% open Β· β±οΈ 07.01.2021):
+
+ ```
+ git clone https://github.com/jschaf/pylint-flask
+ ```
+- [PyPi](https://pypi.org/project/pylint-flask) (π₯ 88K / month Β· π¦ 100 Β· β±οΈ 27.08.2016):
+ ```
+ pip install pylint-flask
+ ```
+- [Conda](https://anaconda.org/conda-forge/pylint-flask) (π₯ 43K Β· β±οΈ 02.02.2019):
+ ```
+ conda install -c conda-forge pylint-flask
+ ```
+
+flakehell (π₯20 Β· β 200) - Flake8 wrapper to make it nice, legacy-friendly, configurable. MIT
+
+- [GitHub](https://github.com/life4/flakehell) (π¨βπ» 14 Β· π 23 Β· π₯ 50 Β· β±οΈ 03.12.2020):
+
+ ```
+ git clone https://github.com/life4/flakehell
+ ```
+- [PyPi](https://pypi.org/project/flakehell) (π₯ 10K / month Β· β±οΈ 03.12.2020):
+ ```
+ pip install flakehell
+ ```
+
+flake8-black (π₯20 Β· β 82) - flake8 plugin to run black for checking Python coding style. MIT
+
+- [GitHub](https://github.com/peterjc/flake8-black) (π¨βπ» 4 Β· π 7 Β· π¦ 540 Β· π 17 - 23% open Β· β±οΈ 25.07.2020):
+
+ ```
+ git clone https://github.com/peterjc/flake8-black
+ ```
+- [PyPi](https://pypi.org/project/flake8-black) (π₯ 77K / month Β· π¦ 18 Β· β±οΈ 25.07.2020):
+ ```
+ pip install flake8-black
+ ```
+- [Conda](https://anaconda.org/conda-forge/flake8-black) (π₯ 59K Β· β±οΈ 25.07.2020):
+ ```
+ conda install -c conda-forge flake8-black
+ ```
+
+flake8-bandit (π₯20 Β· β 57) - Automated security testing using bandit and flake8. MIT
+
+- [GitHub](https://github.com/tylerwince/flake8-bandit) (π¨βπ» 5 Β· π 13 Β· π 10 - 30% open Β· β±οΈ 29.08.2020):
+
+ ```
+ git clone https://github.com/tylerwince/flake8-bandit
+ ```
+- [PyPi](https://pypi.org/project/flake8-bandit) (π₯ 67K / month Β· π¦ 130 Β· β±οΈ 08.10.2019):
+ ```
+ pip install flake8-bandit
+ ```
+
+Fixit (π₯18 Β· β 210) - Fixit is a Python Lint Framework based on LibCST. It comes with useful.. MIT
+
+- [GitHub](https://github.com/Instagram/Fixit) (π¨βπ» 21 Β· π 27 Β· π¦ 2 Β· π 36 - 47% open Β· β±οΈ 16.12.2020):
+
+ ```
+ git clone https://github.com/Instagram/Fixit
+ ```
+- [PyPi](https://pypi.org/project/fixit) (π₯ 450 / month Β· β±οΈ 11.12.2020):
+ ```
+ pip install fixit
+ ```
+
+flake8-mypy (π₯18 Β· β 110 Β· π€) - A plugin for flake8 integrating Mypy. MIT
+
+- [GitHub](https://github.com/ambv/flake8-mypy) (π¨βπ» 8 Β· π 16 Β· π¦ 620 Β· π 22 - 86% open Β· β±οΈ 19.06.2020):
+
+ ```
+ git clone https://github.com/ambv/flake8-mypy
+ ```
+- [PyPi](https://pypi.org/project/flake8-mypy) (π₯ 20K / month Β· π¦ 32 Β· β±οΈ 31.08.2017):
+ ```
+ pip install flake8-mypy
+ ```
+
+pandas-vet (π₯18 Β· β 90) - A plugin for Flake8 that checks pandas code. MIT
+
+- [GitHub](https://github.com/deppen8/pandas-vet) (π¨βπ» 9 Β· π 13 Β· π₯ 31 Β· π¦ 26 Β· π 39 - 35% open Β· β±οΈ 16.12.2020):
+
+ ```
+ git clone https://github.com/deppen8/pandas-vet
+ ```
+- [PyPi](https://pypi.org/project/pandas-vet) (π₯ 1.9K / month Β· β±οΈ 27.07.2019):
+ ```
+ pip install pandas-vet
+ ```
+- [Conda](https://anaconda.org/conda-forge/pandas-vet) (π₯ 5.5K Β· β±οΈ 01.02.2020):
+ ```
+ conda install -c conda-forge pandas-vet
+ ```
+
+bellybutton (π₯17 Β· β 190) - Custom Python linting through AST expressions. MIT
+
+- [GitHub](https://github.com/hchasestevens/bellybutton) (π¨βπ» 4 Β· π 7 Β· π¦ 3 Β· π 13 - 53% open Β· β±οΈ 27.11.2020):
+
+ ```
+ git clone https://github.com/hchasestevens/bellybutton
+ ```
+- [PyPi](https://pypi.org/project/bellybutton) (π₯ 3.7K / month Β· β±οΈ 11.12.2019):
+ ```
+ pip install bellybutton
+ ```
+
+nitpick (π₯17 Β· β 110) - Enforce the same configuration across multiple projects. MIT
+
+- [GitHub](https://github.com/andreoliwa/nitpick) (π¨βπ» 6 Β· π 9 Β· π 51 - 33% open Β· β±οΈ 01.01.2021):
+
+ ```
+ git clone https://github.com/andreoliwa/nitpick
+ ```
+- [PyPi](https://pypi.org/project/nitpick) (π₯ 5K / month Β· β±οΈ 02.11.2020):
+ ```
+ pip install nitpick
+ ```
+
+linty_fresh (π₯15 Β· β 180) - Surface lint errors during code review. Apache-2
mypy
+
+- [GitHub](https://github.com/lyft/linty_fresh) (π¨βπ» 16 Β· π 21 Β· π 9 - 88% open Β· β±οΈ 30.11.2020):
+
+ ```
+ git clone https://github.com/lyft/linty_fresh
+ ```
+- [PyPi](https://pypi.org/project/linty-fresh) (π₯ 31 / month Β· β±οΈ 12.12.2018):
+ ```
+ pip install linty-fresh
+ ```
+
+beartype (π₯15 Β· β 120) - Unbearably fast O(1) runtime type-checking in pure Python. MIT
+
+- [GitHub](https://github.com/beartype/beartype) (π¨βπ» 1 Β· π 2 Β· π 7 - 14% open Β· β±οΈ 23.12.2020):
+
+ ```
+ git clone https://github.com/beartype/beartype
+ ```
+- [PyPi](https://pypi.org/project/beartype) (π₯ 940 / month Β· β±οΈ 06.12.2020):
+ ```
+ pip install beartype
+ ```
+- [Conda](https://anaconda.org/conda-forge/beartype) (π₯ 1.8K Β· β±οΈ 06.12.2020):
+ ```
+ conda install -c conda-forge beartype
+ ```
+
+Show 5 hidden projects...
+
+- pep8-naming (π₯26 Β· β 270) - Naming Convention checker for Python. βοΈSaxpath
+- pylama (π₯23 Β· β 750 Β· π) - Code audit tool for python. βοΈLGPL-3.0
+- flake8-commas (π₯23 Β· β 120 Β· π) - Flake8 extension for enforcing trailing commas in python. MIT
+- imhotep (π₯18 Β· β 210 Β· π) - A static-analysis bot for Github. MIT
+- pycycle (π₯14 Β· β 270 Β· π) - Tool for pinpointing circular imports in Python. Find cyclic imports.. MIT
+
+
+
+## Code Formatters
+
+
+
+isort (π₯36 Β· β 3.6K) - A Python utility / library to sort imports. MIT
+
+- [GitHub](https://github.com/PyCQA/isort) (π¨βπ» 220 Β· π 380 Β· π¦ 150K Β· π 890 - 2% open Β· β±οΈ 03.01.2021):
+
+ ```
+ git clone https://github.com/PyCQA/isort
+ ```
+- [PyPi](https://pypi.org/project/isort) (π₯ 6M / month Β· π¦ 24K Β· β±οΈ 13.10.2020):
+ ```
+ pip install isort
+ ```
+- [Conda](https://anaconda.org/conda-forge/isort) (π₯ 1.4M Β· β±οΈ 31.12.2020):
+ ```
+ conda install -c conda-forge isort
+ ```
+
+black (π₯34 Β· β 19K) - The uncompromising Python code formatter. MIT
+
+- [GitHub](https://github.com/psf/black) (π¨βπ» 220 Β· π 1.2K Β· π₯ 11K Β· π¦ 42K Β· π 1.3K - 27% open Β· β±οΈ 08.01.2021):
+
+ ```
+ git clone https://github.com/psf/black
+ ```
+- [PyPi](https://pypi.org/project/black) (π₯ 2.6M / month Β· π¦ 6.2K Β· β±οΈ 26.08.2020):
+ ```
+ pip install black
+ ```
+- [Conda](https://anaconda.org/conda-forge/black) (π₯ 930K Β· β±οΈ 07.09.2020):
+ ```
+ conda install -c conda-forge black
+ ```
+
+yapf (π₯33 Β· β 11K) - A formatter for Python files. Apache-2
+
+- [GitHub](https://github.com/google/yapf) (π¨βπ» 120 Β· π 760 Β· π¦ 16K Β· π 660 - 44% open Β· β±οΈ 21.12.2020):
+
+ ```
+ git clone https://github.com/google/yapf
+ ```
+- [PyPi](https://pypi.org/project/yapf) (π₯ 460K / month Β· π¦ 3.4K Β· β±οΈ 23.04.2020):
+ ```
+ pip install yapf
+ ```
+- [Conda](https://anaconda.org/conda-forge/yapf) (π₯ 480K Β· β±οΈ 28.07.2020):
+ ```
+ conda install -c conda-forge yapf
+ ```
+
+autopep8 (π₯33 Β· β 3.7K) - A tool that automatically formats Python code to conform to the PEP 8.. MIT
+
+- [GitHub](https://github.com/hhatto/autopep8) (π¨βπ» 47 Β· π 230 Β· π¦ 61K Β· π 410 - 20% open Β· β±οΈ 28.12.2020):
+
+ ```
+ git clone https://github.com/hhatto/autopep8
+ ```
+- [PyPi](https://pypi.org/project/autopep8) (π₯ 960K / month Β· π¦ 10K Β· β±οΈ 02.08.2020):
+ ```
+ pip install autopep8
+ ```
+- [Conda](https://anaconda.org/conda-forge/autopep8) (π₯ 380K Β· β±οΈ 02.08.2020):
+ ```
+ conda install -c conda-forge autopep8
+ ```
+
+docformatter (π₯23 Β· β 190) - Formats docstrings to follow PEP 257. MIT
+
+- [GitHub](https://github.com/myint/docformatter) (π¨βπ» 15 Β· π 26 Β· π¦ 470 Β· π 40 - 45% open Β· β±οΈ 27.12.2020):
+
+ ```
+ git clone https://github.com/myint/docformatter
+ ```
+- [PyPi](https://pypi.org/project/docformatter) (π₯ 24K / month Β· π¦ 110 Β· β±οΈ 27.12.2020):
+ ```
+ pip install docformatter
+ ```
+
+Show 1 hidden projects...
+
+- pyformat (π₯17 Β· β 84 Β· π) - Formats Python code to follow a consistent style. βοΈSaxpath
+
+
+
+## Code Refactoring
+
+
+
+jedi (π₯36 Β· β 4.7K) - Awesome autocompletion, static analysis and refactoring library for python. MIT
+
+- [GitHub](https://github.com/davidhalter/jedi) (π¨βπ» 140 Β· π 420 Β· π¦ 110K Β· π 1.2K - 1% open Β· β±οΈ 03.01.2021):
+
+ ```
+ git clone https://github.com/davidhalter/jedi
+ ```
+- [PyPi](https://pypi.org/project/jedi) (π₯ 10M / month Β· π¦ 16K Β· β±οΈ 25.12.2020):
+ ```
+ pip install jedi
+ ```
+- [Conda](https://anaconda.org/conda-forge/jedi) (π₯ 3.7M Β· β±οΈ 08.01.2021):
+ ```
+ conda install -c conda-forge jedi
+ ```
+
+rope (π₯29 Β· β 1.1K) - a python refactoring library. βοΈLGPL-3.0
+
+- [GitHub](https://github.com/python-rope/rope) (π¨βπ» 59 Β· π 120 Β· π¦ 24K Β· π 180 - 42% open Β· β±οΈ 09.12.2020):
+
+ ```
+ git clone https://github.com/python-rope/rope
+ ```
+- [PyPi](https://pypi.org/project/rope) (π₯ 140K / month Β· π¦ 2.9K Β· β±οΈ 07.10.2020):
+ ```
+ pip install rope
+ ```
+- [Conda](https://anaconda.org/conda-forge/rope) (π₯ 460K Β· β±οΈ 07.10.2020):
+ ```
+ conda install -c conda-forge rope
+ ```
+
+vulture (π₯27 Β· β 1.1K) - Find dead Python code. MIT
+
+- [GitHub](https://github.com/jendrikseipp/vulture) (π¨βπ» 25 Β· π 63 Β· π¦ 790 Β· π 140 - 5% open Β· β±οΈ 20.11.2020):
+
+ ```
+ git clone https://github.com/jendrikseipp/vulture
+ ```
+- [PyPi](https://pypi.org/project/vulture) (π₯ 60K / month Β· π¦ 360 Β· β±οΈ 11.08.2020):
+ ```
+ pip install vulture
+ ```
+- [Conda](https://anaconda.org/conda-forge/vulture) (π₯ 37K Β· β±οΈ 11.08.2020):
+ ```
+ conda install -c conda-forge vulture
+ ```
+
+autoflake (π₯25 Β· β 340) - Removes unused imports and unused variables as reported by pyflakes. MIT
+
+- [GitHub](https://github.com/myint/autoflake) (π¨βπ» 17 Β· π 38 Β· π¦ 1.8K Β· π 53 - 39% open Β· β±οΈ 27.12.2020):
+
+ ```
+ git clone https://github.com/myint/autoflake
+ ```
+- [PyPi](https://pypi.org/project/autoflake) (π₯ 180K / month Β· π¦ 580 Β· β±οΈ 04.08.2019):
+ ```
+ pip install autoflake
+ ```
+- [Conda](https://anaconda.org/conda-forge/autoflake) (π₯ 53K Β· β±οΈ 25.04.2019):
+ ```
+ conda install -c conda-forge autoflake
+ ```
+
+Bowler (π₯24 Β· β 1.2K) - Safe code refactoring for modern Python. MIT
+
+- [GitHub](https://github.com/facebookincubator/Bowler) (π¨βπ» 26 Β· π 85 Β· π 76 - 56% open Β· β±οΈ 05.11.2020):
+
+ ```
+ git clone https://github.com/facebookincubator/Bowler
+ ```
+- [PyPi](https://pypi.org/project/bowler) (π₯ 35K / month Β· π¦ 10 Β· β±οΈ 17.09.2020):
+ ```
+ pip install bowler
+ ```
+- [Conda](https://anaconda.org/conda-forge/bowler) (π₯ 8.6K Β· β±οΈ 12.06.2019):
+ ```
+ conda install -c conda-forge bowler
+ ```
+
+MonkeyType (π₯23 Β· β 3.2K) - A system for Python that generates static type annotations by.. BSD-3
+
+- [GitHub](https://github.com/Instagram/MonkeyType) (π¨βπ» 35 Β· π 120 Β· π¦ 110 Β· π 130 - 22% open Β· β±οΈ 04.01.2021):
+
+ ```
+ git clone https://github.com/Instagram/MonkeyType
+ ```
+- [PyPi](https://pypi.org/project/monkeytype) (π₯ 6.4K / month Β· π¦ 34 Β· β±οΈ 18.05.2020):
+ ```
+ pip install monkeytype
+ ```
+- [Conda](https://anaconda.org/conda-forge/monkeytype) (π₯ 27K Β· β±οΈ 19.05.2020):
+ ```
+ conda install -c conda-forge monkeytype
+ ```
+
+pyupgrade (π₯22 Β· β 740) - A tool (and pre-commit hook) to automatically upgrade syntax for newer.. MIT
+
+- [GitHub](https://github.com/asottile/pyupgrade) (π¨βπ» 11 Β· π 48 Β· π 150 - 14% open Β· β±οΈ 04.01.2021):
+
+ ```
+ git clone https://github.com/asottile/pyupgrade
+ ```
+- [PyPi](https://pypi.org/project/pyupgrade) (π₯ 35K / month Β· π¦ 10 Β· β±οΈ 11.11.2020):
+ ```
+ pip install pyupgrade
+ ```
+- [Conda](https://anaconda.org/conda-forge/pyupgrade) (π₯ 140K Β· β±οΈ 11.11.2020):
+ ```
+ conda install -c conda-forge pyupgrade
+ ```
+
+baron (π₯21 Β· β 250 Β· π€) - IDE allow you to refactor code, Baron allows you to write.. βοΈLGPL-3.0
+
+- [GitHub](https://github.com/PyCQA/baron) (π¨βπ» 31 Β· π 48 Β· π¦ 130 Β· π 70 - 58% open Β· β±οΈ 10.02.2020):
+
+ ```
+ git clone https://github.com/PyCQA/baron
+ ```
+- [PyPi](https://pypi.org/project/baron) (π₯ 6.7K / month Β· π¦ 92 Β· β±οΈ 29.10.2018):
+ ```
+ pip install baron
+ ```
+
+pyannotate (π₯20 Β· β 1.2K) - Auto-generate PEP-484 annotations. Apache-2
+
+- [GitHub](https://github.com/dropbox/pyannotate) (π¨βπ» 15 Β· π 40 Β· π¦ 56 Β· π 57 - 42% open Β· β±οΈ 10.11.2020):
+
+ ```
+ git clone https://github.com/dropbox/pyannotate
+ ```
+- [PyPi](https://pypi.org/project/pyannotate) (π₯ 940 / month Β· π¦ 22 Β· β±οΈ 16.09.2019):
+ ```
+ pip install pyannotate
+ ```
+
+add-trailing-comma (π₯20 Β· β 160) - A tool (and pre-commit hook) to automatically add trailing.. MIT
+
+- [GitHub](https://github.com/asottile/add-trailing-comma) (π¨βπ» 9 Β· π 11 Β· β±οΈ 02.01.2021):
+
+ ```
+ git clone https://github.com/asottile/add-trailing-comma
+ ```
+- [PyPi](https://pypi.org/project/add-trailing-comma) (π₯ 2.8K / month Β· π¦ 14 Β· β±οΈ 02.01.2021):
+ ```
+ pip install add-trailing-comma
+ ```
+
+unimport (π₯18 Β· β 90) - A linter, formatter for finding and removing unused import statements. MIT
+
+- [GitHub](https://github.com/hakancelik96/unimport) (π¨βπ» 11 Β· π 15 Β· π¦ 4 Β· π 62 - 9% open Β· β±οΈ 06.01.2021):
+
+ ```
+ git clone https://github.com/hakancelik96/unimport
+ ```
+- [PyPi](https://pypi.org/project/unimport) (π₯ 1.2K / month Β· β±οΈ 01.01.2021):
+ ```
+ pip install unimport
+ ```
+
+massedit (π₯18 Β· β 87) - Programmatically edit text files with Python. Useful for source to source.. MIT
+
+- [GitHub](https://github.com/elmotec/massedit) (π¨βπ» 6 Β· π 13 Β· π₯ 15 Β· π 8 - 37% open Β· β±οΈ 23.12.2020):
+
+ ```
+ git clone https://github.com/elmotec/massedit
+ ```
+- [PyPi](https://pypi.org/project/massedit) (π₯ 1.1K / month Β· π¦ 10 Β· β±οΈ 23.12.2020):
+ ```
+ pip install massedit
+ ```
+
+retype (π₯16 Β· β 93) - Re-apply type annotations from .pyi stubs to your codebase. MIT
+
+- [GitHub](https://github.com/ambv/retype) (π¨βπ» 7 Β· π 14 Β· π 12 - 75% open Β· β±οΈ 11.10.2020):
+
+ ```
+ git clone https://github.com/ambv/retype
+ ```
+- [PyPi](https://pypi.org/project/retype) (π₯ 1.1K / month Β· π¦ 34 Β· β±οΈ 11.10.2020):
+ ```
+ pip install retype
+ ```
+- [Conda](https://anaconda.org/conda-forge/retype) (π₯ 11K Β· β±οΈ 11.10.2020):
+ ```
+ conda install -c conda-forge retype
+ ```
+
+com2ann (π₯12 Β· β 73) - Tool for translation type comments to type annotations in Python. MIT
+
+- [GitHub](https://github.com/ilevkivskyi/com2ann) (π¨βπ» 3 Β· π 3 Β· π¦ 1 Β· π 17 - 23% open Β· β±οΈ 17.08.2020):
+
+ ```
+ git clone https://github.com/ilevkivskyi/com2ann
+ ```
+- [PyPi](https://pypi.org/project/com2ann) (π₯ 36 / month Β· β±οΈ 17.06.2019):
+ ```
+ pip install com2ann
+ ```
+
+Show 4 hidden projects...
+
+- redbaron (π₯23 Β· β 510 Β· π) - Bottom-up approach to refactoring in python. βοΈLGPL-3.0
+- eradicate (π₯20 Β· β 110) - Removes commented-out code from Python files. βοΈSaxpath
+- unify (π₯20 Β· β 53 Β· π) - Modifies strings to all use the same quote where possible. MIT
+- pep8ify (π₯16 Β· β 110 Β· π) - A library that modifies python source code to conform to pep8. Apache-2
+
+
+
+## Code Security
+
+
+
+bandit (π₯32 Β· β 2.9K) - Bandit is a tool designed to find common security issues in Python.. Apache-2
+
+- [GitHub](https://github.com/PyCQA/bandit) (π¨βπ» 130 Β· π 300 Β· π₯ 4 Β· π¦ 5.6K Β· π 520 - 30% open Β· β±οΈ 27.12.2020):
+
+ ```
+ git clone https://github.com/PyCQA/bandit
+ ```
+- [PyPi](https://pypi.org/project/bandit) (π₯ 570K / month Β· π¦ 2.4K Β· β±οΈ 13.12.2020):
+ ```
+ pip install bandit
+ ```
+- [Conda](https://anaconda.org/conda-forge/bandit) (π₯ 40K Β· β±οΈ 11.10.2020):
+ ```
+ conda install -c conda-forge bandit
+ ```
+
+safety (π₯27 Β· β 920) - Safety checks your installed dependencies for known security vulnerabilities. MIT
+
+- [GitHub](https://github.com/pyupio/safety) (π¨βπ» 33 Β· π 79 Β· π₯ 13K Β· π¦ 1.6K Β· π 110 - 38% open Β· β±οΈ 03.01.2021):
+
+ ```
+ git clone https://github.com/pyupio/safety
+ ```
+- [PyPi](https://pypi.org/project/safety) (π₯ 240K / month Β· π¦ 540 Β· β±οΈ 03.01.2021):
+ ```
+ pip install safety
+ ```
+- [Conda](https://anaconda.org/conda-forge/safety) (π₯ 12K Β· β±οΈ 03.01.2021):
+ ```
+ conda install -c conda-forge safety
+ ```
+
+sqlmap (π₯25 Β· β 19K) - Automatic SQL injection and database takeover tool. βοΈGPL-3.0
+
+- [GitHub](https://github.com/sqlmapproject/sqlmap) (π¨βπ» 100 Β· π 4.1K Β· π 4.2K - 1% open Β· β±οΈ 07.01.2021):
+
+ ```
+ git clone https://github.com/sqlmapproject/sqlmap
+ ```
+- [PyPi](https://pypi.org/project/sqlmap) (π₯ 5.8K / month Β· π¦ 8 Β· β±οΈ 03.01.2021):
+ ```
+ pip install sqlmap
+ ```
+
+pyt (π₯23 Β· β 2K Β· π€) - A Static Analysis Tool for Detecting Security Vulnerabilities in.. βοΈGPL-2.0
+
+- [GitHub](https://github.com/python-security/pyt) (π¨βπ» 22 Β· π 220 Β· π₯ 52 Β· π¦ 35 Β· π 93 - 19% open Β· β±οΈ 08.03.2020):
+
+ ```
+ git clone https://github.com/python-security/pyt
+ ```
+- [PyPi](https://pypi.org/project/python-taint) (π₯ 1.1K / month Β· π¦ 11 Β· β±οΈ 01.11.2018):
+ ```
+ pip install python-taint
+ ```
+
+dlint (π₯20 Β· β 320) - Dlint is a tool for encouraging best coding practices and helping ensure.. BSD-3
+
+- [GitHub](https://github.com/dlint-py/dlint) (π¨βπ» 7 Β· π 13 Β· π 32 - 62% open Β· β±οΈ 08.12.2020):
+
+ ```
+ git clone https://github.com/dlint-py/dlint
+ ```
+- [PyPi](https://pypi.org/project/dlint) (π₯ 11K / month Β· π¦ 18 Β· β±οΈ 30.10.2020):
+ ```
+ pip install dlint
+ ```
+
+Show 2 hidden projects...
+
+- pyarmor (π₯23 Β· β 810) - A tool used to obfuscate python scripts, bind obfuscated scripts.. βοΈSGI-B-2.0
+- dodgy (π₯21 Β· β 88 Β· π) - Looks at Python code to search for things which look dodgy such as.. MIT
+
+
+
+## Virtual Environments
+
+
+
+pipenv (π₯36 Β· β 21K) - Python Development Workflow for Humans. MIT
+
+- [GitHub](https://github.com/pypa/pipenv) (π¨βπ» 370 Β· π 1.6K Β· π¦ 16K Β· π 3.3K - 13% open Β· β±οΈ 22.12.2020):
+
+ ```
+ git clone https://github.com/pypa/pipenv
+ ```
+- [PyPi](https://pypi.org/project/pipenv) (π₯ 1.6M / month Β· π¦ 2.3K Β· β±οΈ 15.11.2020):
+ ```
+ pip install pipenv
+ ```
+- [Conda](https://anaconda.org/conda-forge/pipenv) (π₯ 35K Β· β±οΈ 15.11.2020):
+ ```
+ conda install -c conda-forge pipenv
+ ```
+
+virtualenv (π₯32 Β· β 3.8K) - Virtual Python Environment builder. MIT
+
+- [GitHub](https://github.com/pypa/virtualenv) (π¨βπ» 170 Β· π 870 Β· π 1.1K - 4% open Β· β±οΈ 04.01.2021):
+
+ ```
+ git clone https://github.com/pypa/virtualenv
+ ```
+- [PyPi](https://pypi.org/project/virtualenv) (π₯ 7.8M / month Β· π¦ 34K Β· β±οΈ 07.12.2020):
+ ```
+ pip install virtualenv
+ ```
+- [Conda](https://anaconda.org/conda-forge/virtualenv) (π₯ 550K Β· β±οΈ 08.01.2021):
+ ```
+ conda install -c conda-forge virtualenv
+ ```
+
+pyenv (π₯26 Β· β 22K) - Simple Python version management. MIT
+
+- [GitHub](https://github.com/pyenv/pyenv) (π¨βπ» 300 Β· π 1.9K Β· π 1.2K - 22% open Β· β±οΈ 09.01.2021):
+
+ ```
+ git clone https://github.com/pyenv/pyenv
+ ```
+- [PyPi](https://pypi.org/project/pyenv) (π₯ 4K / month Β· π¦ 1 Β· β±οΈ 12.01.2019):
+ ```
+ pip install pyenv
+ ```
+
+dh-virtualenv (π₯15 Β· β 1.4K) - Python virtualenvs in Debian packages. βοΈGPL-2.0
+
+- [GitHub](https://github.com/spotify/dh-virtualenv) (π¨βπ» 55 Β· π 150 Β· π 180 - 12% open Β· β±οΈ 31.12.2020):
+
+ ```
+ git clone https://github.com/spotify/dh-virtualenv
+ ```
+
+Show 4 hidden projects...
+
+- vex (π₯19 Β· β 370 Β· π) - Run a command in the named virtualenv. MIT
+- pyenv-virtualenv (π₯17 Β· β 4K Β· π) - a pyenv plugin to manage virtualenv (a.k.a. python-.. MIT
+- pyenv-installer (π₯15 Β· β 2.4K Β· π) - This tool is used to install `pyenv` and friends. MIT
+- pipenv-pipes (π₯13 Β· β 120 Β· π) - A PipEnv Environment Switcher. MIT
+
+
+
+## Dependency & Package Mangers
+
+
+
+pip (π₯38 Β· β 6.8K) - The Python package installer. MIT
+
+- [GitHub](https://github.com/pypa/pip) (π¨βπ» 580 Β· π 2.1K Β· π¦ 41K Β· π 5.4K - 16% open Β· β±οΈ 07.01.2021):
+
+ ```
+ git clone https://github.com/pypa/pip
+ ```
+- [PyPi](https://pypi.org/project/pip) (π₯ 58M / month Β· π¦ 19K Β· β±οΈ 15.12.2020):
+ ```
+ pip install pip
+ ```
+- [Conda](https://anaconda.org/conda-forge/pip) (π₯ 16M Β· β±οΈ 15.12.2020):
+ ```
+ conda install -c conda-forge pip
+ ```
+
+conda (π₯32 Β· β 4K) - OS-agnostic, system-level binary package manager and ecosystem. BSD-3
+
+- [GitHub](https://github.com/conda/conda) (π¨βπ» 350 Β· π 980 Β· π 7.7K - 22% open Β· β±οΈ 07.01.2021):
+
+ ```
+ git clone https://github.com/conda/conda
+ ```
+- [PyPi](https://pypi.org/project/conda) (π₯ 21K / month Β· π¦ 2.1K Β· β±οΈ 22.04.2017):
+ ```
+ pip install conda
+ ```
+- [Conda](https://anaconda.org/conda-forge/conda) (π₯ 15M Β· β±οΈ 12.11.2020):
+ ```
+ conda install -c conda-forge conda
+ ```
+
+poetry (π₯31 Β· β 13K) - Python dependency management and packaging made easy. MIT
+
+- [GitHub](https://github.com/python-poetry/poetry) (π¨βπ» 250 Β· π 1.1K Β· π₯ 4.5M Β· π 2.7K - 36% open Β· β±οΈ 06.01.2021):
+
+ ```
+ git clone https://github.com/python-poetry/poetry
+ ```
+- [PyPi](https://pypi.org/project/poetry) (π₯ 890K / month Β· π¦ 64 Β· β±οΈ 23.10.2020):
+ ```
+ pip install poetry
+ ```
+- [Conda](https://anaconda.org/conda-forge/poetry) (π₯ 150K Β· β±οΈ 14.12.2020):
+ ```
+ conda install -c conda-forge poetry
+ ```
+
+pip-tools (π₯31 Β· β 4.7K) - A set of tools to keep your pinned Python dependencies fresh. BSD-3
+
+- [GitHub](https://github.com/jazzband/pip-tools) (π¨βπ» 140 Β· π 410 Β· π 700 - 16% open Β· β±οΈ 03.01.2021):
+
+ ```
+ git clone https://github.com/jazzband/pip-tools
+ ```
+- [PyPi](https://pypi.org/project/pip-tools) (π₯ 750K / month Β· π¦ 3.3K Β· β±οΈ 30.12.2020):
+ ```
+ pip install pip-tools
+ ```
+- [Conda](https://anaconda.org/conda-forge/pip-tools) (π₯ 6.6K Β· β±οΈ 30.12.2020):
+ ```
+ conda install -c conda-forge pip-tools
+ ```
+
+pipreqs (π₯28 Β· β 3.1K Β· π€) - pipreqs - Generate pip requirements.txt file based on imports of.. Apache-2
+
+- [GitHub](https://github.com/bndr/pipreqs) (π¨βπ» 36 Β· π 200 Β· π¦ 3.9K Β· π 160 - 59% open Β· β±οΈ 18.05.2020):
+
+ ```
+ git clone https://github.com/bndr/pipreqs
+ ```
+- [PyPi](https://pypi.org/project/pipreqs) (π₯ 36K / month Β· π¦ 530 Β· β±οΈ 14.11.2019):
+ ```
+ pip install pipreqs
+ ```
+- [Conda](https://anaconda.org/conda-forge/pipreqs) (π₯ 19K Β· β±οΈ 14.11.2019):
+ ```
+ conda install -c conda-forge pipreqs
+ ```
+
+dephell (π₯22 Β· β 1.7K) - Python project management. Manage packages: convert between formats,.. MIT
+
+- [GitHub](https://github.com/dephell/dephell) (π¨βπ» 37 Β· π 92 Β· π₯ 110 Β· π¦ 85 Β· π 260 - 38% open Β· β±οΈ 24.08.2020):
+
+ ```
+ git clone https://github.com/dephell/dephell
+ ```
+- [PyPi](https://pypi.org/project/dephell) (π₯ 2.8K / month Β· π¦ 8 Β· β±οΈ 28.04.2020):
+ ```
+ pip install dephell
+ ```
+
+pipx (π₯21 Β· β 3.1K) - Install and Run Python Applications in Isolated Environments. MIT
+
+- [GitHub](https://github.com/pipxproject/pipx) (π¨βπ» 53 Β· π 140 Β· π 350 - 21% open Β· β±οΈ 15.12.2020):
+
+ ```
+ git clone https://github.com/pipxproject/pipx
+ ```
+- [PyPi](https://pypi.org/project/pipx) (π₯ 22K / month Β· π¦ 2 Β· β±οΈ 17.10.2020):
+ ```
+ pip install pipx
+ ```
+
+pyflow (π₯18 Β· β 640) - An installation and dependency system for Python. MIT
+
+- [GitHub](https://github.com/David-OConnor/pyflow) (π¨βπ» 19 Β· π 26 Β· π₯ 2.5K Β· π 76 - 48% open Β· β±οΈ 14.12.2020):
+
+ ```
+ git clone https://github.com/David-OConnor/pyflow
+ ```
+- [PyPi](https://pypi.org/project/pyflow) (π₯ 150 / month Β· β±οΈ 21.11.2020):
+ ```
+ pip install pyflow
+ ```
+
+pip-run (π₯15 Β· β 58) - pip-run - dynamic dependency loader for Python. MIT
+
+- [GitHub](https://github.com/jaraco/pip-run) (π¨βπ» 7 Β· π 9 Β· π 37 - 10% open Β· β±οΈ 13.12.2020):
+
+ ```
+ git clone https://github.com/jaraco/pip-run
+ ```
+- [PyPi](https://pypi.org/project/pip-run) (π₯ 1.9K / month Β· β±οΈ 29.11.2020):
+ ```
+ pip install pip-run
+ ```
+
+
+
+## Code Metrics & Complexity
+
+
+
+radon (π₯28 Β· β 1.2K) - Various code metrics for Python code. MIT
+
+- [GitHub](https://github.com/rubik/radon) (π¨βπ» 41 Β· π 83 Β· π¦ 1.5K Β· π 140 - 13% open Β· β±οΈ 28.09.2020):
+
+ ```
+ git clone https://github.com/rubik/radon
+ ```
+- [PyPi](https://pypi.org/project/radon) (π₯ 100K / month Β· π¦ 1.1K Β· β±οΈ 18.09.2020):
+ ```
+ pip install radon
+ ```
+- [Conda](https://anaconda.org/conda-forge/radon) (π₯ 24K Β· β±οΈ 18.09.2020):
+ ```
+ conda install -c conda-forge radon
+ ```
+
+mccabe (π₯28 Β· β 370) - McCabe complexity checker for Python. βοΈSaxpath
+
+- [GitHub](https://github.com/PyCQA/mccabe) (π¨βπ» 20 Β· π 37 Β· π¦ 170K Β· π 40 - 17% open Β· β±οΈ 03.10.2020):
+
+ ```
+ git clone https://github.com/PyCQA/mccabe
+ ```
+- [PyPi](https://pypi.org/project/mccabe) (π₯ 6.7M / month Β· π¦ 31K Β· β±οΈ 26.01.2017):
+ ```
+ pip install mccabe
+ ```
+- [Conda](https://anaconda.org/conda-forge/mccabe) (π₯ 2M Β· β±οΈ 08.07.2018):
+ ```
+ conda install -c conda-forge mccabe
+ ```
+
+prospector (π₯27 Β· β 1.4K) - Inspects Python source files and provides information about.. βοΈGPL-2.0
+
+- [GitHub](https://github.com/PyCQA/prospector) (π¨βπ» 67 Β· π 120 Β· π¦ 2K Β· π 250 - 14% open Β· β±οΈ 21.10.2020):
+
+ ```
+ git clone https://github.com/PyCQA/prospector
+ ```
+- [PyPi](https://pypi.org/project/prospector) (π₯ 72K / month Β· π¦ 1.1K Β· β±οΈ 21.10.2020):
+ ```
+ pip install prospector
+ ```
+- [Conda](https://anaconda.org/conda-forge/prospector) (π₯ 21K Β· β±οΈ 18.11.2020):
+ ```
+ conda install -c conda-forge prospector
+ ```
+
+xenon (π₯20 Β· β 180) - Monitoring tool based on radon. MIT
+
+- [GitHub](https://github.com/rubik/xenon) (π¨βπ» 7 Β· π 15 Β· π¦ 170 Β· π 29 - 20% open Β· β±οΈ 16.09.2020):
+
+ ```
+ git clone https://github.com/rubik/xenon
+ ```
+- [PyPi](https://pypi.org/project/xenon) (π₯ 12K / month Β· π¦ 62 Β· β±οΈ 16.09.2020):
+ ```
+ pip install xenon
+ ```
+- [Conda](https://anaconda.org/conda-forge/xenon) (π₯ 9.5K Β· β±οΈ 12.10.2019):
+ ```
+ conda install -c conda-forge xenon
+ ```
+
+wily (π₯19 Β· β 630) - A Python application for tracking, reporting on timing and complexity in.. Apache-2
+
+- [GitHub](https://github.com/tonybaloney/wily) (π¨βπ» 14 Β· π 34 Β· π 75 - 37% open Β· β±οΈ 01.10.2020):
+
+ ```
+ git clone https://github.com/tonybaloney/wily
+ ```
+- [PyPi](https://pypi.org/project/wily) (π₯ 2.1K / month Β· π¦ 8 Β· β±οΈ 02.09.2020):
+ ```
+ pip install wily
+ ```
+
+Show 1 hidden projects...
+
+- cohesion (π₯11 Β· β 120 Β· π) - A tool for measuring Python class cohesion. βοΈGPL-3.0
+
+
+
+## Logging
+
+
+
+loguru (π₯31 Β· β 7.8K) - Python logging made (stupidly) simple. MIT
+
+- [GitHub](https://github.com/Delgan/loguru) (π¨βπ» 28 Β· π 350 Β· π¦ 4.7K Β· π 330 - 9% open Β· β±οΈ 19.12.2020):
+
+ ```
+ git clone https://github.com/Delgan/loguru
+ ```
+- [PyPi](https://pypi.org/project/loguru) (π₯ 580K / month Β· π¦ 340 Β· β±οΈ 20.09.2020):
+ ```
+ pip install loguru
+ ```
+- [Conda](https://anaconda.org/conda-forge/loguru) (π₯ 85K Β· β±οΈ 10.10.2020):
+ ```
+ conda install -c conda-forge loguru
+ ```
+
+structlog (π₯30 Β· β 1.4K) - Structured Logging for Python. MIT
+
+- [GitHub](https://github.com/hynek/structlog) (π¨βπ» 69 Β· π 130 Β· π¦ 2.8K Β· π 170 - 18% open Β· β±οΈ 08.01.2021):
+
+ ```
+ git clone https://github.com/hynek/structlog
+ ```
+- [PyPi](https://pypi.org/project/structlog) (π₯ 490K / month Β· π¦ 1.2K Β· β±οΈ 31.12.2020):
+ ```
+ pip install structlog
+ ```
+- [Conda](https://anaconda.org/conda-forge/structlog) (π₯ 83K Β· β±οΈ 04.01.2021):
+ ```
+ conda install -c conda-forge structlog
+ ```
+
+better-exceptions (π₯24 Β· β 3.8K) - Pretty and useful exceptions in Python, automatically. MIT
+
+- [GitHub](https://github.com/Qix-/better-exceptions) (π¨βπ» 14 Β· π 190 Β· π 69 - 42% open Β· β±οΈ 02.01.2021):
+
+ ```
+ git clone https://github.com/Qix-/better-exceptions
+ ```
+- [PyPi](https://pypi.org/project/better-exceptions) (π₯ 22K / month Β· π¦ 74 Β· β±οΈ 24.12.2020):
+ ```
+ pip install better-exceptions
+ ```
+
+stackprinter (π₯24 Β· β 1.1K) - Debugging-friendly exceptions for Python. MIT
+
+- [GitHub](https://github.com/cknd/stackprinter) (π¨βπ» 6 Β· π 31 Β· π¦ 36 Β· π 21 - 42% open Β· β±οΈ 01.01.2021):
+
+ ```
+ git clone https://github.com/cknd/stackprinter
+ ```
+- [PyPi](https://pypi.org/project/stackprinter) (π₯ 61K / month Β· π¦ 4 Β· β±οΈ 31.10.2020):
+ ```
+ pip install stackprinter
+ ```
+
+tbvaccine (π₯15 Β· β 360 Β· π€) - A small utility to pretty-print Python tracebacks. MIT
+
+- [GitHub](https://github.com/skorokithakis/tbvaccine) (π¨βπ» 12 Β· π 12 Β· π¦ 9 Β· π 19 - 36% open Β· β±οΈ 01.03.2020):
+
+ ```
+ git clone https://github.com/skorokithakis/tbvaccine
+ ```
+- [PyPi](https://pypi.org/project/tbvaccine) (π₯ 330 / month Β· β±οΈ 14.12.2018):
+ ```
+ pip install tbvaccine
+ ```
+
+Show 1 hidden projects...
+
+- logbook (π₯30 Β· β 1.4K Β· π) - A cool logging replacement for Python. BSD-3
+
+
+
+## Documentation
+
+
+
+sphinx (π₯37 Β· β 3.7K) - Main repository for the Sphinx documentation builder. BSD-3
+
+- [GitHub](https://github.com/sphinx-doc/sphinx) (π¨βπ» 610 Β· π 1.4K Β· π¦ 120K Β· π 5.2K - 15% open Β· β±οΈ 07.01.2021):
+
+ ```
+ git clone https://github.com/sphinx-doc/sphinx
+ ```
+- [PyPi](https://pypi.org/project/sphinx) (π₯ 2.2M / month Β· π¦ 100K Β· β±οΈ 07.01.2021):
+ ```
+ pip install sphinx
+ ```
+- [Conda](https://anaconda.org/conda-forge/sphinx) (π₯ 2.5M Β· β±οΈ 07.01.2021):
+ ```
+ conda install -c conda-forge sphinx
+ ```
+
+mkdocs (π₯33 Β· β 11K) - Project documentation with Markdown. BSD-2
+
+- [GitHub](https://github.com/mkdocs/mkdocs) (π¨βπ» 180 Β· π 1.6K Β· π¦ 10K Β· π 1.5K - 9% open Β· β±οΈ 27.12.2020):
+
+ ```
+ git clone https://github.com/mkdocs/mkdocs
+ ```
+- [PyPi](https://pypi.org/project/mkdocs) (π₯ 220K / month Β· π¦ 5.9K Β· β±οΈ 14.05.2020):
+ ```
+ pip install mkdocs
+ ```
+- [Conda](https://anaconda.org/conda-forge/mkdocs) (π₯ 110K Β· β±οΈ 01.06.2020):
+ ```
+ conda install -c conda-forge mkdocs
+ ```
+
+sphinx_rtd_theme (π₯33 Β· β 3.6K) - Sphinx theme for readthedocs.org. MIT
+
+- [GitHub](https://github.com/readthedocs/sphinx_rtd_theme) (π¨βπ» 100 Β· π 1.5K Β· π¦ 16 Β· π 610 - 26% open Β· β±οΈ 04.01.2021):
+
+ ```
+ git clone https://github.com/readthedocs/sphinx_rtd_theme
+ ```
+- [PyPi](https://pypi.org/project/sphinx_rtd_theme) (π₯ 920K / month Β· π¦ 23K Β· β±οΈ 05.10.2018):
+ ```
+ pip install sphinx_rtd_theme
+ ```
+- [Conda](https://anaconda.org/conda-forge/sphinx_rtd_theme) (π₯ 910K Β· β±οΈ 05.01.2021):
+ ```
+ conda install -c conda-forge sphinx_rtd_theme
+ ```
+
+numpydoc (π₯32 Β· β 16K) - Numpy's Sphinx extensions. BSD-3
+
+- [GitHub](https://github.com/numpy/numpydoc) (π¨βπ» 63 Β· π 5.1K Β· π¦ 23K Β· π 140 - 35% open Β· β±οΈ 02.01.2021):
+
+ ```
+ git clone https://github.com/numpy/numpydoc
+ ```
+- [PyPi](https://pypi.org/project/numpydoc) (π₯ 160K / month Β· π¦ 7.3K Β· β±οΈ 01.07.2020):
+ ```
+ pip install numpydoc
+ ```
+- [Conda](https://anaconda.org/conda-forge/numpydoc) (π₯ 690K Β· β±οΈ 01.10.2020):
+ ```
+ conda install -c conda-forge numpydoc
+ ```
+
+mkdocs-material (π₯32 Β· β 5.3K) - A Material Design theme for MkDocs. MIT
+
+- [GitHub](https://github.com/squidfunk/mkdocs-material) (π¨βπ» 96 Β· π 1.3K Β· π¦ 4.9K Β· π 890 - 1% open Β· β±οΈ 06.01.2021):
+
+ ```
+ git clone https://github.com/squidfunk/mkdocs-material
+ ```
+- [PyPi](https://pypi.org/project/mkdocs-material) (π₯ 220K / month Β· π¦ 1.5K Β· β±οΈ 27.12.2020):
+ ```
+ pip install mkdocs-material
+ ```
+- [Conda](https://anaconda.org/conda-forge/mkdocs-material) (π₯ 23K Β· β±οΈ 23.12.2020):
+ ```
+ conda install -c conda-forge mkdocs-material
+ ```
+
+alabaster (π₯29 Β· β 590 Β· π€) - Lightweight, configurable Sphinx theme. Now the Sphinx.. BSD-3
+
+- [GitHub](https://github.com/bitprophet/alabaster) (π¨βπ» 28 Β· π 150 Β· π¦ 38K Β· π 120 - 60% open Β· β±οΈ 10.01.2020):
+
+ ```
+ git clone https://github.com/bitprophet/alabaster
+ ```
+- [PyPi](https://pypi.org/project/alabaster) (π₯ 1.9M / month Β· π¦ 15K Β· β±οΈ 03.10.2018):
+ ```
+ pip install alabaster
+ ```
+- [Conda](https://anaconda.org/conda-forge/alabaster) (π₯ 1.8M Β· β±οΈ 03.10.2018):
+ ```
+ conda install -c conda-forge alabaster
+ ```
+
+breathe (π₯28 Β· β 500) - ReStructuredText and Sphinx bridge to Doxygen. BSD-3
+
+- [GitHub](https://github.com/michaeljones/breathe) (π¨βπ» 87 Β· π 130 Β· π¦ 3.8K Β· π 390 - 23% open Β· β±οΈ 08.01.2021):
+
+ ```
+ git clone https://github.com/michaeljones/breathe
+ ```
+- [PyPi](https://pypi.org/project/breathe) (π₯ 45K / month Β· π¦ 2K Β· β±οΈ 08.01.2021):
+ ```
+ pip install breathe
+ ```
+- [Conda](https://anaconda.org/conda-forge/breathe) (π₯ 170K Β· β±οΈ 08.01.2021):
+ ```
+ conda install -c conda-forge breathe
+ ```
+
+sphinx-autodoc-typehints (π₯26 Β· β 300) - Type hints support for the Sphinx autodoc extension. MIT
+
+- [GitHub](https://github.com/agronholm/sphinx-autodoc-typehints) (π¨βπ» 27 Β· π 60 Β· π 100 - 37% open Β· β±οΈ 12.10.2020):
+
+ ```
+ git clone https://github.com/agronholm/sphinx-autodoc-typehints
+ ```
+- [PyPi](https://pypi.org/project/sphinx-autodoc-typehints) (π₯ 87K / month Β· π¦ 1.4K Β· β±οΈ 12.10.2020):
+ ```
+ pip install sphinx-autodoc-typehints
+ ```
+- [Conda](https://anaconda.org/conda-forge/sphinx-autodoc-typehints) (π₯ 120K Β· β±οΈ 12.10.2020):
+ ```
+ conda install -c conda-forge sphinx-autodoc-typehints
+ ```
+
+sphinx-autobuild (π₯26 Β· β 300) - Watch a Sphinx directory and rebuild the documentation.. MIT
+
+- [GitHub](https://github.com/executablebooks/sphinx-autobuild) (π¨βπ» 17 Β· π 49 Β· π 54 - 18% open Β· β±οΈ 05.11.2020):
+
+ ```
+ git clone https://github.com/executablebooks/sphinx-autobuild
+ ```
+- [PyPi](https://pypi.org/project/sphinx-autobuild) (π₯ 130K / month Β· π¦ 4.7K Β· β±οΈ 05.07.2017):
+ ```
+ pip install sphinx-autobuild
+ ```
+- [Conda](https://anaconda.org/conda-forge/sphinx-autobuild) (π₯ 36K Β· β±οΈ 16.12.2020):
+ ```
+ conda install -c conda-forge sphinx-autobuild
+ ```
+
+pdoc (π₯22 Β· β 700 Β· π€) - A simple command line tool and library to auto generate API.. Unlicense
+
+- [GitHub](https://github.com/mitmproxy/pdoc) (π¨βπ» 23 Β· π 97 Β· π¦ 280 Β· π 130 - 45% open Β· β±οΈ 12.04.2020):
+
+ ```
+ git clone https://github.com/mitmproxy/pdoc
+ ```
+- [PyPi](https://pypi.org/project/pdoc) (π₯ 3.4K / month Β· π¦ 290 Β· β±οΈ 23.03.2016):
+ ```
+ pip install pdoc
+ ```
+
+interrogate (π₯22 Β· β 230) - Explain yourself! Interrogate a codebase for docstring coverage. MIT
+
+- [GitHub](https://github.com/econchick/interrogate) (π¨βπ» 8 Β· π 17 Β· π¦ 310 Β· π 27 - 40% open Β· β±οΈ 03.11.2020):
+
+ ```
+ git clone https://github.com/econchick/interrogate
+ ```
+- [PyPi](https://pypi.org/project/interrogate) (π₯ 19K / month Β· β±οΈ 03.11.2020):
+ ```
+ pip install interrogate
+ ```
+
+releases (π₯21 Β· β 150 Β· π€) - A powerful Sphinx changelog-generating extension. BSD-2
+
+- [GitHub](https://github.com/bitprophet/releases) (π¨βπ» 10 Β· π 36 Β· π¦ 300 Β· π 70 - 40% open Β· β±οΈ 26.01.2020):
+
+ ```
+ git clone https://github.com/bitprophet/releases
+ ```
+- [PyPi](https://pypi.org/project/releases) (π₯ 4.9K / month Β· π¦ 710 Β· β±οΈ 11.01.2020):
+ ```
+ pip install releases
+ ```
+
+mkdocstrings (π₯20 Β· β 270) - Automatic documentation from sources, for MkDocs. ISC
+
+- [GitHub](https://github.com/pawamoy/mkdocstrings) (π¨βπ» 18 Β· π 29 Β· π 140 - 30% open Β· β±οΈ 06.01.2021):
+
+ ```
+ git clone https://github.com/pawamoy/mkdocstrings
+ ```
+- [PyPi](https://pypi.org/project/mkdocstrings) (π₯ 11K / month Β· β±οΈ 06.01.2021):
+ ```
+ pip install mkdocstrings
+ ```
+
+mkdocs-pdf-export-plugin (π₯20 Β· β 160) - An MkDocs plugin to export content pages as PDF files. MIT
+
+- [GitHub](https://github.com/zhaoterryy/mkdocs-pdf-export-plugin) (π¨βπ» 9 Β· π 25 Β· π¦ 100 Β· π 70 - 41% open Β· β±οΈ 23.07.2020):
+
+ ```
+ git clone https://github.com/zhaoterryy/mkdocs-pdf-export-plugin
+ ```
+- [PyPi](https://pypi.org/project/mkdocs-pdf-export-plugin) (π₯ 4.7K / month Β· π¦ 4 Β· β±οΈ 23.07.2020):
+ ```
+ pip install mkdocs-pdf-export-plugin
+ ```
+
+mkdocs-awesome-pages-plugin (π₯20 Β· β 120) - An MkDocs plugin that simplifies configuring page.. MIT
+
+- [GitHub](https://github.com/lukasgeiter/mkdocs-awesome-pages-plugin) (π¨βπ» 2 Β· π 17 Β· π¦ 250 Β· β±οΈ 22.12.2020):
+
+ ```
+ git clone https://github.com/lukasgeiter/mkdocs-awesome-pages-plugin
+ ```
+- [PyPi](https://pypi.org/project/mkdocs-awesome-pages-plugin) (π₯ 9.4K / month Β· π¦ 45 Β· β±οΈ 22.12.2020):
+ ```
+ pip install mkdocs-awesome-pages-plugin
+ ```
+
+portray (π₯19 Β· β 690) - Your Project with Great Documentation. MIT
+
+- [GitHub](https://github.com/timothycrosley/portray) (π¨βπ» 11 Β· π 49 Β· π 38 - 47% open Β· β±οΈ 31.10.2020):
+
+ ```
+ git clone https://github.com/timothycrosley/portray
+ ```
+- [PyPi](https://pypi.org/project/portray) (π₯ 3.1K / month Β· π¦ 4 Β· β±οΈ 13.06.2020):
+ ```
+ pip install portray
+ ```
+
+blacken-docs (π₯18 Β· β 150) - Run `black` on python code blocks in documentation files. MIT
+
+- [GitHub](https://github.com/asottile/blacken-docs) (π¨βπ» 10 Β· π 15 Β· π 21 - 9% open Β· β±οΈ 05.01.2021):
+
+ ```
+ git clone https://github.com/asottile/blacken-docs
+ ```
+- [PyPi](https://pypi.org/project/blacken-docs) (π₯ 4.9K / month Β· π¦ 22 Β· β±οΈ 20.12.2020):
+ ```
+ pip install blacken-docs
+ ```
+- [Conda](https://anaconda.org/conda-forge/blacken-docs) (π₯ 12K Β· β±οΈ 20.12.2020):
+ ```
+ conda install -c conda-forge blacken-docs
+ ```
+
+sphinx-markdown-builder (π₯18 Β· β 89) - sphinx builder that outputs markdown files. MIT
+
+- [GitHub](https://github.com/codejamninja/sphinx-markdown-builder) (π¨βπ» 16 Β· π 26 Β· π¦ 110 Β· π 31 - 48% open Β· β±οΈ 07.10.2020):
+
+ ```
+ git clone https://github.com/codejamninja/sphinx-markdown-builder
+ ```
+- [PyPi](https://pypi.org/project/sphinx-markdown-builder) (π₯ 5.1K / month Β· π¦ 42 Β· β±οΈ 23.12.2019):
+ ```
+ pip install sphinx-markdown-builder
+ ```
+
+lazydocs (π₯12 Β· β 7 Β· π£) - Generate markdown API documentation from Google-style Python docstring... MIT
+
+- [GitHub](https://github.com/ml-tooling/lazydocs) (π¨βπ» 3 Β· π¦ 8 Β· β±οΈ 17.12.2020):
+
+ ```
+ git clone https://github.com/ml-tooling/lazydocs
+ ```
+- [PyPi](https://pypi.org/project/lazydocs) (π₯ 360 / month Β· β±οΈ 13.12.2020):
+ ```
+ pip install lazydocs
+ ```
+
+Show 6 hidden projects...
+
+- sphinx-bootstrap-theme (π₯25 Β· β 570 Β· π) - Sphinx Bootstrap Theme. MIT
+- pycco (π₯21 Β· β 730 Β· π) - Literate-style documentation generator. MIT
+- mkdocs-git-revision-date-plugin (π₯18 Β· β 30) - MkDocs plugin for setting revision date from git per.. MIT
+- mkdocs-with-pdf (π₯18 Β· β 25) - Generate a single PDF file from MkDocs repository. MIT
+- mkdocs-versioning (π₯17 Β· β 32) - A tool that allows for versioning sites built with mkdocs. MIT
+- mkdocs-print-site-plugin (π₯13 Β· β 12 Β· π£) - MkDocs Plugin allowing your visitors to *File Print.. MIT
+
+
+
+## Debugging Tools
+
+
+
+ipdb (π₯31 Β· β 1.3K) - Integration of IPython pdb. BSD-3
+
+- [GitHub](https://github.com/gotcha/ipdb) (π¨βπ» 44 Β· π 120 Β· π¦ 24K Β· π 150 - 32% open Β· β±οΈ 21.10.2020):
+
+ ```
+ git clone https://github.com/gotcha/ipdb
+ ```
+- [PyPi](https://pypi.org/project/ipdb) (π₯ 830K / month Β· π¦ 17K Β· β±οΈ 01.10.2020):
+ ```
+ pip install ipdb
+ ```
+- [Conda](https://anaconda.org/conda-forge/ipdb) (π₯ 130K Β· β±οΈ 21.11.2020):
+ ```
+ conda install -c conda-forge ipdb
+ ```
+
+pudb (π₯29 Β· β 1.9K) - Full-screen console debugger for Python. MIT
+
+- [GitHub](https://github.com/inducer/pudb) (π¨βπ» 68 Β· π 170 Β· π¦ 2.1K Β· π 260 - 53% open Β· β±οΈ 06.01.2021):
+
+ ```
+ git clone https://github.com/inducer/pudb
+ ```
+- [PyPi](https://pypi.org/project/pudb) (π₯ 650K / month Β· π¦ 1.4K Β· β±οΈ 21.12.2020):
+ ```
+ pip install pudb
+ ```
+- [Conda](https://anaconda.org/conda-forge/pudb) (π₯ 88K Β· β±οΈ 15.04.2020):
+ ```
+ conda install -c conda-forge pudb
+ ```
+
+PySnooper (π₯28 Β· β 14K) - Never use print for debugging again. MIT
+
+- [GitHub](https://github.com/cool-RR/PySnooper) (π¨βπ» 25 Β· π 870 Β· π¦ 330 Β· π 110 - 16% open Β· β±οΈ 28.12.2020):
+
+ ```
+ git clone https://github.com/cool-RR/PySnooper
+ ```
+- [PyPi](https://pypi.org/project/pysnooper) (π₯ 21K / month Β· π¦ 46 Β· β±οΈ 14.09.2020):
+ ```
+ pip install pysnooper
+ ```
+- [Conda](https://anaconda.org/conda-forge/pysnooper) (π₯ 30K Β· β±οΈ 14.09.2020):
+ ```
+ conda install -c conda-forge pysnooper
+ ```
+
+pyelftools (π₯27 Β· β 1.1K) - Parsing ELF and DWARF in Python. Unlicense
+
+- [GitHub](https://github.com/eliben/pyelftools) (π¨βπ» 73 Β· π 380 Β· π¦ 1.7K Β· π 150 - 31% open Β· β±οΈ 07.12.2020):
+
+ ```
+ git clone https://github.com/eliben/pyelftools
+ ```
+- [PyPi](https://pypi.org/project/pyelftools) (π₯ 400K / month Β· π¦ 880 Β· β±οΈ 05.12.2019):
+ ```
+ pip install pyelftools
+ ```
+- [Conda](https://anaconda.org/conda-forge/pyelftools) (π₯ 56K Β· β±οΈ 27.10.2020):
+ ```
+ conda install -c conda-forge pyelftools
+ ```
+
+pdbpp (π₯26 Β· β 650) - pdb++, a drop-in replacement for pdb (the Python debugger). BSD-3
+
+- [GitHub](https://github.com/pdbpp/pdbpp) (π¨βπ» 39 Β· π 35 Β· π¦ 1.8K Β· π 160 - 32% open Β· β±οΈ 22.11.2020):
+
+ ```
+ git clone https://github.com/pdbpp/pdbpp
+ ```
+- [PyPi](https://pypi.org/project/pdbpp) (π₯ 72K / month Β· π¦ 960 Β· β±οΈ 04.10.2019):
+ ```
+ pip install pdbpp
+ ```
+- [Conda](https://anaconda.org/conda-forge/pdbpp) (π₯ 49K Β· β±οΈ 07.05.2019):
+ ```
+ conda install -c conda-forge pdbpp
+ ```
+
+typeguard (π₯25 Β· β 560) - Run-time type checker for Python. MIT
+
+- [GitHub](https://github.com/agronholm/typeguard) (π¨βπ» 16 Β· π 51 Β· π 130 - 19% open Β· β±οΈ 21.11.2020):
+
+ ```
+ git clone https://github.com/agronholm/typeguard
+ ```
+- [PyPi](https://pypi.org/project/typeguard) (π₯ 590K / month Β· π¦ 160 Β· β±οΈ 19.10.2020):
+ ```
+ pip install typeguard
+ ```
+- [Conda](https://anaconda.org/conda-forge/typeguard) (π₯ 24K Β· β±οΈ 07.06.2020):
+ ```
+ conda install -c conda-forge typeguard
+ ```
+
+gdbgui (π₯24 Β· β 7.8K) - Browser-based frontend to gdb (gnu debugger). Add breakpoints, view.. βοΈGPL-3.0
+
+- [GitHub](https://github.com/cs01/gdbgui) (π¨βπ» 35 Β· π 460 Β· π₯ 2K Β· π¦ 61 Β· π 260 - 40% open Β· β±οΈ 21.12.2020):
+
+ ```
+ git clone https://github.com/cs01/gdbgui
+ ```
+- [PyPi](https://pypi.org/project/gdbgui) (π₯ 10K / month Β· π¦ 2 Β· β±οΈ 21.12.2020):
+ ```
+ pip install gdbgui
+ ```
+
+python-hunter (π₯22 Β· β 580) - Hunter is a flexible code tracing toolkit. BSD-2
+
+- [GitHub](https://github.com/ionelmc/python-hunter) (π¨βπ» 6 Β· π 25 Β· π¦ 53 Β· π 77 - 42% open Β· β±οΈ 24.10.2020):
+
+ ```
+ git clone https://github.com/ionelmc/python-hunter
+ ```
+- [PyPi](https://pypi.org/project/hunter) (π₯ 5.9K / month Β· π¦ 34 Β· β±οΈ 24.10.2020):
+ ```
+ pip install hunter
+ ```
+
+icecream (π₯19 Β· β 1.7K) - Never use print() to debug again. MIT
+
+- [GitHub](https://github.com/gruns/icecream) (π¨βπ» 9 Β· π 33 Β· π 35 - 25% open Β· β±οΈ 17.11.2020):
+
+ ```
+ git clone https://github.com/gruns/icecream
+ ```
+- [PyPi](https://pypi.org/project/icecream) (π₯ 3K / month Β· π¦ 2 Β· β±οΈ 26.10.2019):
+ ```
+ pip install icecream
+ ```
+
+Show 2 hidden projects...
+
+- pyrasite (π₯21 Β· β 2.5K Β· π) - Inject code into running Python processes. βοΈGPL-3.0
+- python-manhole (π₯19 Β· β 300 Β· π) - Debugging manhole for python applications. BSD-2
+
+
+
+## Testing Tools
+
+
+
+π best-of-web-python - Testing ( β 2) - Testing libraries & tools for python web frameworks.
+
+pytest (π₯39 Β· β 6.9K) - The pytest framework makes it easy to write small tests, yet scales.. MIT
+
+- [GitHub](https://github.com/pytest-dev/pytest) (π¨βπ» 690 Β· π 1.6K Β· π¦ 270K Β· π 4.4K - 13% open Β· β±οΈ 08.01.2021):
+
+ ```
+ git clone https://github.com/pytest-dev/pytest
+ ```
+- [PyPi](https://pypi.org/project/pytest) (π₯ 12M / month Β· π¦ 130K Β· β±οΈ 15.12.2020):
+ ```
+ pip install pytest
+ ```
+- [Conda](https://anaconda.org/conda-forge/pytest) (π₯ 6.1M Β· β±οΈ 15.12.2020):
+ ```
+ conda install -c conda-forge pytest
+ ```
+
+tox (π₯34 Β· β 2K) - Command line driven CI frontend and development task automation tool. MIT
+
+- [GitHub](https://github.com/tox-dev/tox) (π¨βπ» 230 Β· π 330 Β· π¦ 40K Β· π 1.1K - 13% open Β· β±οΈ 08.01.2021):
+
+ ```
+ git clone https://github.com/tox-dev/tox
+ ```
+- [PyPi](https://pypi.org/project/tox) (π₯ 1.7M / month Β· π¦ 36K Β· β±οΈ 08.01.2021):
+ ```
+ pip install tox
+ ```
+- [Conda](https://anaconda.org/conda-forge/tox) (π₯ 200K Β· β±οΈ 11.10.2020):
+ ```
+ conda install -c conda-forge tox
+ ```
+
+robotframework (π₯33 Β· β 5.4K) - Generic automation framework for acceptance testing and RPA. Apache-2
+
+- [GitHub](https://github.com/robotframework/robotframework) (π¨βπ» 130 Β· π 1.5K Β· π₯ 480 Β· π¦ 3.3K Β· π 3.4K - 5% open Β· β±οΈ 05.01.2021):
+
+ ```
+ git clone https://github.com/robotframework/robotframework
+ ```
+- [PyPi](https://pypi.org/project/robotframework) (π₯ 440K / month Β· π¦ 1.4K Β· β±οΈ 30.11.2020):
+ ```
+ pip install robotframework
+ ```
+- [Conda](https://anaconda.org/conda-forge/robotframework) (π₯ 34K Β· β±οΈ 03.09.2020):
+ ```
+ conda install -c conda-forge robotframework
+ ```
+
+hypothesis (π₯33 Β· β 4.9K) - Hypothesis is a powerful, flexible, and easy to use library for.. MPL-2.0
+
+- [GitHub](https://github.com/HypothesisWorks/hypothesis) (π¨βπ» 240 Β· π 450 Β· π¦ 7.3K Β· π 1K - 5% open Β· β±οΈ 08.01.2021):
+
+ ```
+ git clone https://github.com/HypothesisWorks/hypothesis
+ ```
+- [PyPi](https://pypi.org/project/hypothesis) (π₯ 720K / month Β· π¦ 2.6K Β· β±οΈ 07.01.2021):
+ ```
+ pip install hypothesis
+ ```
+- [Conda](https://anaconda.org/conda-forge/hypothesis) (π₯ 3.3M Β· β±οΈ 09.01.2021):
+ ```
+ conda install -c conda-forge hypothesis
+ ```
+
+pytest-cov (π₯32 Β· β 940) - Coverage plugin for pytest. MIT
+
+- [GitHub](https://github.com/pytest-dev/pytest-cov) (π¨βπ» 59 Β· π 130 Β· π¦ 75K Β· π 280 - 32% open Β· β±οΈ 04.11.2020):
+
+ ```
+ git clone https://github.com/pytest-dev/pytest-cov
+ ```
+- [PyPi](https://pypi.org/project/pytest-cov) (π₯ 4.1M / month Β· π¦ 43K Β· β±οΈ 14.08.2020):
+ ```
+ pip install pytest-cov
+ ```
+- [Conda](https://anaconda.org/conda-forge/pytest-cov) (π₯ 2M Β· β±οΈ 14.08.2020):
+ ```
+ conda install -c conda-forge pytest-cov
+ ```
+
+freezegun (π₯31 Β· β 2.7K) - Let your Python tests travel through time. Apache-2
+
+- [GitHub](https://github.com/spulec/freezegun) (π¨βπ» 94 Β· π 180 Β· π¦ 6.9K Β· π 220 - 25% open Β· β±οΈ 19.11.2020):
+
+ ```
+ git clone https://github.com/spulec/freezegun
+ ```
+- [PyPi](https://pypi.org/project/freezegun) (π₯ 1.1M / month Β· π¦ 8.4K Β· β±οΈ 05.09.2020):
+ ```
+ pip install freezegun
+ ```
+- [Conda](https://anaconda.org/conda-forge/freezegun) (π₯ 170K Β· β±οΈ 05.09.2020):
+ ```
+ conda install -c conda-forge freezegun
+ ```
+
+pyautogui (π₯30 Β· β 4.7K) - A cross-platform GUI automation Python module for human beings. Used.. BSD-3
+
+- [GitHub](https://github.com/asweigart/pyautogui) (π¨βπ» 42 Β· π 640 Β· π¦ 5.5K Β· π 430 - 63% open Β· β±οΈ 04.10.2020):
+
+ ```
+ git clone https://github.com/asweigart/pyautogui
+ ```
+- [PyPi](https://pypi.org/project/pyautogui) (π₯ 240K / month Β· π¦ 610 Β· β±οΈ 06.10.2020):
+ ```
+ pip install pyautogui
+ ```
+- [Conda](https://anaconda.org/conda-forge/pyautogui) (π₯ 100K Β· β±οΈ 13.10.2020):
+ ```
+ conda install -c conda-forge pyautogui
+ ```
+
+factory_boy (π₯30 Β· β 2.4K) - A test fixtures replacement for Python. MIT
+
+- [GitHub](https://github.com/FactoryBoy/factory_boy) (π¨βπ» 110 Β· π 310 Β· π 470 - 28% open Β· β±οΈ 28.12.2020):
+
+ ```
+ git clone https://github.com/FactoryBoy/factory_boy
+ ```
+- [PyPi](https://pypi.org/project/factory_boy) (π₯ 1.1M / month Β· π¦ 4.3K Β· β±οΈ 05.05.2018):
+ ```
+ pip install factory_boy
+ ```
+- [Conda](https://anaconda.org/conda-forge/factory_boy) (π₯ 51K Β· β±οΈ 05.10.2020):
+ ```
+ conda install -c conda-forge factory_boy
+ ```
+
+pytest-mock (π₯30 Β· β 960) - Thin-wrapper around the mock package for easier use with pytest. MIT
+
+- [GitHub](https://github.com/pytest-dev/pytest-mock) (π¨βπ» 48 Β· π 86 Β· π¦ 14K Β· π 93 - 10% open Β· β±οΈ 04.01.2021):
+
+ ```
+ git clone https://github.com/pytest-dev/pytest-mock
+ ```
+- [PyPi](https://pypi.org/project/pytest-mock) (π₯ 1.6M / month Β· π¦ 6.2K Β· β±οΈ 04.01.2021):
+ ```
+ pip install pytest-mock
+ ```
+- [Conda](https://anaconda.org/conda-forge/pytest-mock) (π₯ 660K Β· β±οΈ 04.01.2021):
+ ```
+ conda install -c conda-forge pytest-mock
+ ```
+
+pytest-xdist (π₯30 Β· β 650) - pytest plugin for distributed testing and loop-on-failures.. MIT
+
+- [GitHub](https://github.com/pytest-dev/pytest-xdist) (π¨βπ» 70 Β· π 140 Β· π¦ 13K Β· π 390 - 44% open Β· β±οΈ 15.12.2020):
+
+ ```
+ git clone https://github.com/pytest-dev/pytest-xdist
+ ```
+- [PyPi](https://pypi.org/project/pytest-xdist) (π₯ 2.1M / month Β· π¦ 7.3K Β· β±οΈ 14.12.2020):
+ ```
+ pip install pytest-xdist
+ ```
+- [Conda](https://anaconda.org/conda-forge/pytest-xdist) (π₯ 920K Β· β±οΈ 14.12.2020):
+ ```
+ conda install -c conda-forge pytest-xdist
+ ```
+
+coveralls-python (π₯30 Β· β 440) - Show coverage stats online via coveralls.io. MIT
+
+- [GitHub](https://github.com/coveralls-clients/coveralls-python) (π¨βπ» 51 Β· π 160 Β· π¦ 16K Β· π 130 - 8% open Β· β±οΈ 20.11.2020):
+
+ ```
+ git clone https://github.com/coveralls-clients/coveralls-python
+ ```
+- [PyPi](https://pypi.org/project/coveralls) (π₯ 280K / month Β· π¦ 17K Β· β±οΈ 20.11.2020):
+ ```
+ pip install coveralls
+ ```
+
+pytest-html (π₯30 Β· β 380) - Plugin for generating HTML reports for pytest results. MPL-2.0
+
+- [GitHub](https://github.com/pytest-dev/pytest-html) (π¨βπ» 43 Β· π 160 Β· π¦ 6.5K Β· π 250 - 29% open Β· β±οΈ 21.12.2020):
+
+ ```
+ git clone https://github.com/pytest-dev/pytest-html
+ ```
+- [PyPi](https://pypi.org/project/pytest-html) (π₯ 930K / month Β· π¦ 980 Β· β±οΈ 13.12.2020):
+ ```
+ pip install pytest-html
+ ```
+- [Conda](https://anaconda.org/conda-forge/pytest-html) (π₯ 89K Β· β±οΈ 13.12.2020):
+ ```
+ conda install -c conda-forge pytest-html
+ ```
+
+pytest-asyncio (π₯28 Β· β 660) - Pytest support for asyncio. Apache-2
+
+- [GitHub](https://github.com/pytest-dev/pytest-asyncio) (π¨βπ» 26 Β· π 74 Β· π¦ 8.1K Β· π 150 - 39% open Β· β±οΈ 01.12.2020):
+
+ ```
+ git clone https://github.com/pytest-dev/pytest-asyncio
+ ```
+- [PyPi](https://pypi.org/project/pytest-asyncio) (π₯ 550K / month Β· π¦ 2K Β· β±οΈ 23.06.2020):
+ ```
+ pip install pytest-asyncio
+ ```
+- [Conda](https://anaconda.org/conda-forge/pytest-asyncio) (π₯ 270K Β· β±οΈ 30.10.2020):
+ ```
+ conda install -c conda-forge pytest-asyncio
+ ```
+
+mimesis (π₯27 Β· β 3.2K) - Mimesis is a high-performance fake data generator for Python, which.. MIT
+
+- [GitHub](https://github.com/lk-geimfari/mimesis) (π¨βπ» 110 Β· π 270 Β· π₯ 140 Β· π 280 - 4% open Β· β±οΈ 08.01.2021):
+
+ ```
+ git clone https://github.com/lk-geimfari/mimesis
+ ```
+- [PyPi](https://pypi.org/project/mimesis) (π₯ 14K / month Β· π¦ 84 Β· β±οΈ 21.12.2020):
+ ```
+ pip install mimesis
+ ```
+
+nose2 (π₯27 Β· β 660 Β· π€) - The successor to nose, based on unittest2. BSD-3
+
+- [GitHub](https://github.com/nose-devs/nose2) (π¨βπ» 69 Β· π 130 Β· π¦ 3.4K Β· π 240 - 25% open Β· β±οΈ 03.03.2020):
+
+ ```
+ git clone https://github.com/nose-devs/nose2
+ ```
+- [PyPi](https://pypi.org/project/nose2) (π₯ 150K / month Β· π¦ 1.9K Β· β±οΈ 02.02.2020):
+ ```
+ pip install nose2
+ ```
+- [Conda](https://anaconda.org/conda-forge/nose2) (π₯ 23K Β· β±οΈ 02.02.2020):
+ ```
+ conda install -c conda-forge nose2
+ ```
+
+ddt (π₯27 Β· β 380 Β· π€) - Data-Driven Tests for Python Unittest. MIT
+
+- [GitHub](https://github.com/datadriventests/ddt) (π¨βπ» 32 Β· π 93 Β· π¦ 3.2K Β· π 45 - 35% open Β· β±οΈ 15.05.2020):
+
+ ```
+ git clone https://github.com/datadriventests/ddt
+ ```
+- [PyPi](https://pypi.org/project/ddt) (π₯ 130K / month Β· π¦ 2.5K Β· β±οΈ 15.05.2020):
+ ```
+ pip install ddt
+ ```
+- [Conda](https://anaconda.org/conda-forge/ddt) (π₯ 52K Β· β±οΈ 15.05.2020):
+ ```
+ conda install -c conda-forge ddt
+ ```
+
+pytest-bdd (π₯26 Β· β 760) - BDD library for the py.test runner. MIT
+
+- [GitHub](https://github.com/pytest-dev/pytest-bdd) (π¨βπ» 37 Β· π 130 Β· π¦ 1.1K Β· π 230 - 44% open Β· β±οΈ 07.12.2020):
+
+ ```
+ git clone https://github.com/pytest-dev/pytest-bdd
+ ```
+- [PyPi](https://pypi.org/project/pytest-bdd) (π₯ 57K / month Β· π¦ 270 Β· β±οΈ 07.12.2020):
+ ```
+ pip install pytest-bdd
+ ```
+- [Conda](https://anaconda.org/conda-forge/pytest-bdd) (π₯ 18K Β· β±οΈ 03.02.2020):
+ ```
+ conda install -c conda-forge pytest-bdd
+ ```
+
+pytest-benchmark (π₯26 Β· β 700) - py.test fixture for benchmarking code. BSD-2
+
+- [GitHub](https://github.com/ionelmc/pytest-benchmark) (π¨βπ» 29 Β· π 62 Β· π¦ 1.5K Β· π 140 - 45% open Β· β±οΈ 02.11.2020):
+
+ ```
+ git clone https://github.com/ionelmc/pytest-benchmark
+ ```
+- [PyPi](https://pypi.org/project/pytest-benchmark) (π₯ 120K / month Β· π¦ 730 Β· β±οΈ 10.01.2020):
+ ```
+ pip install pytest-benchmark
+ ```
+- [Conda](https://anaconda.org/conda-forge/pytest-benchmark) (π₯ 320K Β· β±οΈ 24.03.2020):
+ ```
+ conda install -c conda-forge pytest-benchmark
+ ```
+
+green (π₯26 Β· β 680) - Green is a clean, colorful, fast python test runner. MIT
+
+- [GitHub](https://github.com/CleanCut/green) (π¨βπ» 37 Β· π 73 Β· π¦ 540 Β· π 170 - 7% open Β· β±οΈ 14.12.2020):
+
+ ```
+ git clone https://github.com/CleanCut/green
+ ```
+- [PyPi](https://pypi.org/project/green) (π₯ 9.7K / month Β· π¦ 360 Β· β±οΈ 23.11.2020):
+ ```
+ pip install green
+ ```
+- [Conda](https://anaconda.org/conda-forge/green) (π₯ 63K Β· β±οΈ 12.11.2020):
+ ```
+ conda install -c conda-forge green
+ ```
+
+pytest-sugar (π₯26 Β· β 660) - a plugin for py.test that changes the default look and feel.. BSD-3
+
+- [GitHub](https://github.com/Teemu/pytest-sugar) (π¨βπ» 38 Β· π 48 Β· π¦ 6.5K Β· π 100 - 33% open Β· β±οΈ 24.10.2020):
+
+ ```
+ git clone https://github.com/Teemu/pytest-sugar
+ ```
+- [PyPi](https://pypi.org/project/pytest-sugar) (π₯ 230K / month Β· π¦ 4.6K Β· β±οΈ 26.04.2020):
+ ```
+ pip install pytest-sugar
+ ```
+- [Conda](https://anaconda.org/conda-forge/pytest-sugar) (π₯ 86K Β· β±οΈ 18.09.2020):
+ ```
+ conda install -c conda-forge pytest-sugar
+ ```
+
+PyHamcrest (π₯26 Β· β 520) - Hamcrest matchers for Python. BSD-3
+
+- [GitHub](https://github.com/hamcrest/PyHamcrest) (π¨βπ» 34 Β· π 79 Β· π 50 - 20% open Β· β±οΈ 23.10.2020):
+
+ ```
+ git clone https://github.com/hamcrest/PyHamcrest
+ ```
+- [PyPi](https://pypi.org/project/pyhamcrest) (π₯ 1.5M / month Β· π¦ 3.4K Β· β±οΈ 02.03.2020):
+ ```
+ pip install pyhamcrest
+ ```
+- [Conda](https://anaconda.org/conda-forge/pyhamcrest) (π₯ 310K Β· β±οΈ 02.03.2020):
+ ```
+ conda install -c conda-forge pyhamcrest
+ ```
+
+nox (π₯26 Β· β 470) - Flexible test automation for Python. Apache-2
+
+- [GitHub](https://github.com/theacodes/nox) (π¨βπ» 47 Β· π 80 Β· π¦ 410 Β· π 190 - 26% open Β· β±οΈ 01.01.2021):
+
+ ```
+ git clone https://github.com/theacodes/nox
+ ```
+- [PyPi](https://pypi.org/project/nox) (π₯ 260K / month Β· π¦ 56 Β· β±οΈ 01.01.2021):
+ ```
+ pip install nox
+ ```
+- [Conda](https://anaconda.org/conda-forge/nox) (π₯ 15K Β· β±οΈ 06.01.2021):
+ ```
+ conda install -c conda-forge nox
+ ```
+
+pytest-mypy (π₯26 Β· β 180) - Mypy static type checker plugin for Pytest. MIT
+
+- [GitHub](https://github.com/dbader/pytest-mypy) (π¨βπ» 15 Β· π 30 Β· π¦ 840 Β· π 40 - 20% open Β· β±οΈ 13.11.2020):
+
+ ```
+ git clone https://github.com/dbader/pytest-mypy
+ ```
+- [PyPi](https://pypi.org/project/pytest-mypy) (π₯ 100K / month Β· π¦ 270 Β· β±οΈ 14.11.2020):
+ ```
+ pip install pytest-mypy
+ ```
+- [Conda](https://anaconda.org/conda-forge/pytest-mypy) (π₯ 6.3K Β· β±οΈ 24.11.2020):
+ ```
+ conda install -c conda-forge pytest-mypy
+ ```
+
+uiautomator (π₯25 Β· β 1.6K) - Python wrapper of Android uiautomator test tool. MIT
+
+- [GitHub](https://github.com/xiaocong/uiautomator) (π¨βπ» 13 Β· π 570 Β· π¦ 170 Β· π 280 - 59% open Β· β±οΈ 16.11.2020):
+
+ ```
+ git clone https://github.com/xiaocong/uiautomator
+ ```
+- [PyPi](https://pypi.org/project/uiautomator) (π₯ 4.6K / month Β· π¦ 120 Β· β±οΈ 16.11.2020):
+ ```
+ pip install uiautomator
+ ```
+
+mamba (π₯25 Β· β 450) - The definitive testing tool for Python. Born under the banner of Behavior.. MIT
+
+- [GitHub](https://github.com/nestorsalceda/mamba) (π¨βπ» 22 Β· π 61 Β· π 97 - 46% open Β· β±οΈ 16.11.2020):
+
+ ```
+ git clone https://github.com/nestorsalceda/mamba
+ ```
+- [PyPi](https://pypi.org/project/mamba) (π₯ 8.9K / month Β· π¦ 220 Β· β±οΈ 16.11.2020):
+ ```
+ pip install mamba
+ ```
+- [Conda](https://anaconda.org/conda-forge/mamba) (π₯ 320K Β· β±οΈ 16.12.2020):
+ ```
+ conda install -c conda-forge mamba
+ ```
+
+asv (π₯24 Β· β 550) - Airspeed Velocity: A simple Python benchmarking tool with web-based reporting. BSD-3
+
+- [GitHub](https://github.com/airspeed-velocity/asv) (π¨βπ» 53 Β· π 120 Β· π¦ 120 Β· π 400 - 25% open Β· β±οΈ 22.12.2020):
+
+ ```
+ git clone https://github.com/airspeed-velocity/asv
+ ```
+- [PyPi](https://pypi.org/project/asv) (π₯ 5K / month Β· π¦ 44 Β· β±οΈ 16.05.2020):
+ ```
+ pip install asv
+ ```
+- [Conda](https://anaconda.org/conda-forge/asv) (π₯ 260K Β· β±οΈ 11.12.2020):
+ ```
+ conda install -c conda-forge asv
+ ```
+
+pytest-randomly (π₯24 Β· β 260) - Pytest plugin to randomly order tests and control random.seed. MIT
+
+- [GitHub](https://github.com/pytest-dev/pytest-randomly) (π¨βπ» 14 Β· π 21 Β· π 33 - 18% open Β· β±οΈ 04.01.2021):
+
+ ```
+ git clone https://github.com/pytest-dev/pytest-randomly
+ ```
+- [PyPi](https://pypi.org/project/pytest-randomly) (π₯ 250K / month Β· π¦ 110 Β· β±οΈ 16.11.2020):
+ ```
+ pip install pytest-randomly
+ ```
+
+pytest-testinfra (π₯23 Β· β 1.8K) - Testinfra test your infrastructures. Apache-2
+
+- [GitHub](https://github.com/pytest-dev/pytest-testinfra) (π¨βπ» 100 Β· π 260 Β· π 300 - 35% open Β· β±οΈ 03.01.2021):
+
+ ```
+ git clone https://github.com/pytest-dev/pytest-testinfra
+ ```
+- [PyPi](https://pypi.org/project/pytest-testinfra) (π₯ 42K / month Β· β±οΈ 12.11.2020):
+ ```
+ pip install pytest-testinfra
+ ```
+
+sixpack (π₯22 Β· β 1.7K) - Sixpack is a language-agnostic a/b-testing framework. BSD-2
+
+- [GitHub](https://github.com/sixpack/sixpack) (π¨βπ» 55 Β· π 180 Β· π¦ 8 Β· π 200 - 36% open Β· β±οΈ 26.08.2020):
+
+ ```
+ git clone https://github.com/sixpack/sixpack
+ ```
+- [PyPi](https://pypi.org/project/sixpack) (π₯ 160 / month Β· π¦ 3 Β· β±οΈ 22.11.2017):
+ ```
+ pip install sixpack
+ ```
+
+pytest-testmon (π₯22 Β· β 460) - Selects tests affected by changed files. Continous.. βοΈAGPL-3.0
+
+- [GitHub](https://github.com/tarpas/pytest-testmon) (π¨βπ» 16 Β· π 25 Β· π¦ 250 Β· π 110 - 33% open Β· β±οΈ 05.08.2020):
+
+ ```
+ git clone https://github.com/tarpas/pytest-testmon
+ ```
+- [PyPi](https://pypi.org/project/pytest-testmon) (π₯ 27K / month Β· π¦ 49 Β· β±οΈ 27.11.2019):
+ ```
+ pip install pytest-testmon
+ ```
+- [Conda](https://anaconda.org/conda-forge/pytest-testmon) (π₯ 26K Β· β±οΈ 03.08.2019):
+ ```
+ conda install -c conda-forge pytest-testmon
+ ```
+
+pytest-docker (π₯21 Β· β 180) - Docker-based integration tests. MIT
+
+- [GitHub](https://github.com/avast/pytest-docker) (π¨βπ» 9 Β· π 32 Β· π₯ 66 Β· π 29 - 55% open Β· β±οΈ 22.09.2020):
+
+ ```
+ git clone https://github.com/avast/pytest-docker
+ ```
+- [PyPi](https://pypi.org/project/pytest-docker) (π₯ 13K / month Β· π¦ 14 Β· β±οΈ 22.09.2020):
+ ```
+ pip install pytest-docker
+ ```
+
+pytest-lazy-fixture (π₯20 Β· β 160 Β· π€) - It helps to use fixtures in pytest.mark.parametrize. MIT
+
+- [GitHub](https://github.com/TvoroG/pytest-lazy-fixture) (π¨βπ» 7 Β· π 11 Β· π¦ 230 Β· π 31 - 38% open Β· β±οΈ 01.02.2020):
+
+ ```
+ git clone https://github.com/tvorog/pytest-lazy-fixture
+ ```
+- [PyPi](https://pypi.org/project/pytest-lazy-fixture) (π₯ 46K / month Β· π¦ 31 Β· β±οΈ 01.02.2020):
+ ```
+ pip install pytest-lazy-fixture
+ ```
+- [Conda](https://anaconda.org/conda-forge/pytest-lazy-fixture) (π₯ 210K Β· β±οΈ 01.02.2020):
+ ```
+ conda install -c conda-forge pytest-lazy-fixture
+ ```
+
+pytest-plugins (π₯13 Β· β 350 Β· π€) - A grab-bag of nifty pytest plugins. MIT
+
+- [GitHub](https://github.com/man-group/pytest-plugins) (π¨βπ» 46 Β· π 51 Β· π 81 - 37% open Β· β±οΈ 11.04.2020):
+
+ ```
+ git clone https://github.com/man-group/pytest-plugins
+ ```
+
+Show 6 hidden projects...
+
+- nose (π₯30 Β· β 1.3K Β· π) - nose is nicer testing for python. βοΈLGPL-2.1+
+- pytest-watch (π₯25 Β· β 530 Β· π) - Local continuous test runner with pytest and watchdog. MIT
+- assertpy (π₯20 Β· β 250 Β· π) - Simple assertion library for unit testing in python with a fluent.. BSD-3
+- pytest-datadir (π₯20 Β· β 130 Β· π) - pytest plugin for manipulating test data directories and.. MIT
+- fake2db (π₯17 Β· β 2K Β· π) - create custom test databases that are populated with fake data. βοΈGPL-2.0
+- pytest-play (π₯16 Β· β 63 Β· π) - pytest plugin that let you automate actions and.. Apache-2
+
+
+
+## Code Packaging
+
+
+
+π Python.org Packaging - An Overview of Packaging for Python.
+
+pyinstaller (π₯31 Β· β 7.6K) - Freeze (package) Python programs into stand-alone executables. βοΈGPL-2.0
+
+- [GitHub](https://github.com/pyinstaller/pyinstaller) (π¨βπ» 390 Β· π 1.5K Β· π₯ 660K Β· π¦ 14K Β· π 3.9K - 11% open Β· β±οΈ 08.01.2021):
+
+ ```
+ git clone https://github.com/pyinstaller/pyinstaller
+ ```
+- [PyPi](https://pypi.org/project/pyinstaller) (π₯ 280K / month Β· β±οΈ 18.11.2020):
+ ```
+ pip install pyinstaller
+ ```
+- [Conda](https://anaconda.org/conda-forge/pyinstaller) (π₯ 190K Β· β±οΈ 18.11.2020):
+ ```
+ conda install -c conda-forge pyinstaller
+ ```
+
+pex (π₯28 Β· β 1.8K) - A library and tool for generating .pex (Python EXecutable) files. Apache-2
+
+- [GitHub](https://github.com/pantsbuild/pex) (π¨βπ» 95 Β· π 190 Β· π₯ 230K Β· π 630 - 22% open Β· β±οΈ 08.01.2021):
+
+ ```
+ git clone https://github.com/pantsbuild/pex
+ ```
+- [PyPi](https://pypi.org/project/pex) (π₯ 60K / month Β· π¦ 230 Β· β±οΈ 16.12.2020):
+ ```
+ pip install pex
+ ```
+
+Nuitka (π₯27 Β· β 3.7K) - Nuitka is a Python compiler written in Python. It's fully compatible.. Apache-2
+
+- [GitHub](https://github.com/Nuitka/Nuitka) (π¨βπ» 87 Β· π 250 Β· π 750 - 22% open Β· β±οΈ 07.01.2021):
+
+ ```
+ git clone https://github.com/Nuitka/Nuitka
+ ```
+- [PyPi](https://pypi.org/project/nuitka) (π₯ 7.6K / month Β· π¦ 54 Β· β±οΈ 30.12.2020):
+ ```
+ pip install nuitka
+ ```
+- [Conda](https://anaconda.org/conda-forge/nuitka) (π₯ 240K Β· β±οΈ 08.01.2021):
+ ```
+ conda install -c conda-forge nuitka
+ ```
+
+py2app (π₯24 Β· β 96) - py2app is a Python setuptools command which will allow you to make.. MIT
+
+- [GitHub](https://github.com/ronaldoussoren/py2app) (π¨βπ» 24 Β· π 6 Β· π¦ 3.5K Β· π 320 - 40% open Β· β±οΈ 26.12.2020):
+
+ ```
+ git clone https://github.com/ronaldoussoren/py2app
+ ```
+- [PyPi](https://pypi.org/project/py2app) (π₯ 8.8K / month Β· π¦ 1.6K Β· β±οΈ 02.01.2021):
+ ```
+ pip install py2app
+ ```
+
+shiv (π₯23 Β· β 1.1K) - shiv is a command line utility for building fully self contained Python.. BSD-2
+
+- [GitHub](https://github.com/linkedin/shiv) (π¨βπ» 29 Β· π 62 Β· π₯ 110 Β· π 80 - 32% open Β· β±οΈ 14.12.2020):
+
+ ```
+ git clone https://github.com/linkedin/shiv
+ ```
+- [PyPi](https://pypi.org/project/shiv) (π₯ 3.8K / month Β· π¦ 10 Β· β±οΈ 19.10.2020):
+ ```
+ pip install shiv
+ ```
+
+py2exe (π₯23 Β· β 140) - A distutils extension to create standalone windows programs from python.. MIT
+
+- [GitHub](https://github.com/py2exe/py2exe) (π¨βπ» 12 Β· π 22 Β· π₯ 6.9K Β· π¦ 970 Β· π 51 - 11% open Β· β±οΈ 07.11.2020):
+
+ ```
+ git clone https://github.com/py2exe/py2exe
+ ```
+- [PyPi](https://pypi.org/project/py2exe) (π₯ 17K / month Β· π¦ 170 Β· β±οΈ 08.11.2020):
+ ```
+ pip install py2exe
+ ```
+
+pynsist (π₯22 Β· β 660) - Build Windows installers for Python applications. MIT
+
+- [GitHub](https://github.com/takluyver/pynsist) (π¨βπ» 26 Β· π 95 Β· π 150 - 15% open Β· β±οΈ 11.12.2020):
+
+ ```
+ git clone https://github.com/takluyver/pynsist
+ ```
+- [PyPi](https://pypi.org/project/pynsist) (π₯ 1.2K / month Β· π¦ 88 Β· β±οΈ 05.11.2020):
+ ```
+ pip install pynsist
+ ```
+
+xar (π₯21 Β· β 1.4K) - executable archive format. BSD-3
+
+- [GitHub](https://github.com/facebookincubator/xar) (π¨βπ» 21 Β· π 45 Β· π¦ 12 Β· π 29 - 27% open Β· β±οΈ 04.12.2020):
+
+ ```
+ git clone https://github.com/facebookincubator/xar
+ ```
+- [PyPi](https://pypi.org/project/xar) (π₯ 170 / month Β· β±οΈ 02.12.2020):
+ ```
+ pip install xar
+ ```
+
+constructor (π₯19 Β· β 280) - tool for creating installers from conda packages. BSD-3
+
+- [GitHub](https://github.com/conda/constructor) (π¨βπ» 44 Β· π 110 Β· π₯ 220 Β· π¦ 8 Β· π 220 - 14% open Β· β±οΈ 01.12.2020):
+
+ ```
+ git clone https://github.com/conda/constructor
+ ```
+- [Conda](https://anaconda.org/anaconda/constructor) (π₯ 3.2K Β· β±οΈ 22.08.2020):
+ ```
+ conda install -c anaconda constructor
+ ```
+
+PyOxidizer (π₯15 Β· β 2.8K) - A modern Python application packaging and distribution tool. MPL-2.0
+
+- [GitHub](https://github.com/indygreg/PyOxidizer) (π¨βπ» 28 Β· π 99 Β· π 290 - 62% open Β· β±οΈ 31.12.2020):
+
+ ```
+ git clone https://github.com/indygreg/PyOxidizer
+ ```
+
+Show 3 hidden projects...
+
+- cx_Freeze (π₯22 Β· β 630) - Create standalone executables from Python scripts, with the same.. βοΈPSF-2.0
+- subpar (π₯13 Β· β 460 Β· π) - Subpar is a utility for creating self-contained python.. Apache-2
+- pyship (π₯11 Β· β 4) - freezer, installer and updater for Python applications. MIT
+
+
+
+## Build Tools
+
+
+
+setuptools (π₯34 Β· β 1.3K) - Official project repository for the Setuptools build system. MIT
+
+- [GitHub](https://github.com/pypa/setuptools) (π¨βπ» 410 Β· π 680 Β· π₯ 100 Β· π¦ 86K Β· π 1.7K - 31% open Β· β±οΈ 09.01.2021):
+
+ ```
+ git clone https://github.com/pypa/setuptools
+ ```
+- [PyPi](https://pypi.org/project/setuptools) (π₯ 72M / month Β· π¦ 58K Β· β±οΈ 09.01.2021):
+ ```
+ pip install setuptools
+ ```
+- [Conda](https://anaconda.org/conda-forge/setuptools) (π₯ 18M Β· β±οΈ 08.01.2021):
+ ```
+ conda install -c conda-forge setuptools
+ ```
+
+invoke (π₯32 Β· β 3.1K) - Pythonic task management & command execution. BSD-2
+
+- [GitHub](https://github.com/pyinvoke/invoke) (π¨βπ» 54 Β· π 280 Β· π¦ 6.7K Β· π 650 - 45% open Β· β±οΈ 31.12.2020):
+
+ ```
+ git clone https://github.com/pyinvoke/invoke
+ ```
+- [PyPi](https://pypi.org/project/invoke) (π₯ 690K / month Β· π¦ 4.6K Β· β±οΈ 31.12.2020):
+ ```
+ pip install invoke
+ ```
+- [Conda](https://anaconda.org/conda-forge/invoke) (π₯ 220K Β· β±οΈ 06.01.2021):
+ ```
+ conda install -c conda-forge invoke
+ ```
+
+wheel (π₯32 Β· β 220) - The official binary distribution format for Python. MIT
+
+- [GitHub](https://github.com/pypa/wheel) (π¨βπ» 60 Β· π 84 Β· π 310 - 6% open Β· β±οΈ 04.01.2021):
+
+ ```
+ git clone https://github.com/pypa/wheel
+ ```
+- [PyPi](https://pypi.org/project/wheel) (π₯ 48M / month Β· π¦ 63K Β· β±οΈ 13.12.2020):
+ ```
+ pip install wheel
+ ```
+- [Conda](https://anaconda.org/conda-forge/wheel) (π₯ 14M Β· β±οΈ 13.12.2020):
+ ```
+ conda install -c conda-forge wheel
+ ```
+
+twine (π₯31 Β· β 1.1K) - Utilities for interacting with PyPI. Apache-2
+
+- [GitHub](https://github.com/pypa/twine) (π¨βπ» 98 Β· π 230 Β· π¦ 32K Β· π 340 - 11% open Β· β±οΈ 23.12.2020):
+
+ ```
+ git clone https://github.com/pypa/twine
+ ```
+- [PyPi](https://pypi.org/project/twine) (π₯ 840K / month Β· π¦ 18K Β· β±οΈ 24.12.2020):
+ ```
+ pip install twine
+ ```
+- [Conda](https://anaconda.org/conda-forge/twine) (π₯ 190K Β· β±οΈ 24.12.2020):
+ ```
+ conda install -c conda-forge twine
+ ```
+
+buildbot (π₯30 Β· β 4.5K) - Python-based continuous integration testing framework; your pull.. βοΈGPL-2.0
+
+- [GitHub](https://github.com/buildbot/buildbot) (π¨βπ» 780 Β· π 1.5K Β· π₯ 13K Β· π¦ 230 Β· π 1.3K - 50% open Β· β±οΈ 06.01.2021):
+
+ ```
+ git clone https://github.com/buildbot/buildbot
+ ```
+- [PyPi](https://pypi.org/project/buildbot) (π₯ 3.4K / month Β· π¦ 890 Β· β±οΈ 02.01.2021):
+ ```
+ pip install buildbot
+ ```
+- [Conda](https://anaconda.org/conda-forge/buildbot) (π₯ 24K Β· β±οΈ 02.01.2021):
+ ```
+ conda install -c conda-forge buildbot
+ ```
+
+setuptools_scm (π₯28 Β· β 420) - the blessed package to manage your versions by scm tags. MIT
+
+- [GitHub](https://github.com/pypa/setuptools_scm) (π¨βπ» 77 Β· π 120 Β· π 300 - 17% open Β· β±οΈ 13.12.2020):
+
+ ```
+ git clone https://github.com/pypa/setuptools_scm
+ ```
+- [PyPi](https://pypi.org/project/setuptools_scm) (π₯ 7.3M / month Β· π¦ 690 Β· β±οΈ 09.08.2018):
+ ```
+ pip install setuptools_scm
+ ```
+- [Conda](https://anaconda.org/conda-forge/setuptools_scm) (π₯ 520K Β· β±οΈ 14.12.2020):
+ ```
+ conda install -c conda-forge setuptools_scm
+ ```
+
+doit (π₯27 Β· β 940) - task management & automation tool. MIT
+
+- [GitHub](https://github.com/pydoit/doit) (π¨βπ» 50 Β· π 110 Β· π¦ 650 Β· π 250 - 26% open Β· β±οΈ 01.09.2020):
+
+ ```
+ git clone https://github.com/pydoit/doit
+ ```
+- [PyPi](https://pypi.org/project/doit) (π₯ 37K / month Β· π¦ 470 Β· β±οΈ 04.09.2020):
+ ```
+ pip install doit
+ ```
+- [Conda](https://anaconda.org/conda-forge/doit) (π₯ 39K Β· β±οΈ 11.10.2020):
+ ```
+ conda install -c conda-forge doit
+ ```
+
+flit (π₯25 Β· β 1.3K) - Simplified packaging of Python modules. BSD-3
+
+- [GitHub](https://github.com/takluyver/flit) (π¨βπ» 41 Β· π 63 Β· π 220 - 31% open Β· β±οΈ 19.11.2020):
+
+ ```
+ git clone https://github.com/takluyver/flit
+ ```
+- [PyPi](https://pypi.org/project/flit) (π₯ 36K / month Β· π¦ 230 Β· β±οΈ 06.09.2020):
+ ```
+ pip install flit
+ ```
+- [Conda](https://anaconda.org/conda-forge/flit) (π₯ 66K Β· β±οΈ 14.10.2020):
+ ```
+ conda install -c conda-forge flit
+ ```
+
+pybuilder (π₯25 Β· β 1.3K) - Software build automation tool for Python. Apache-2
+
+- [GitHub](https://github.com/pybuilder/pybuilder) (π¨βπ» 35 Β· π 230 Β· π 470 - 17% open Β· β±οΈ 18.10.2020):
+
+ ```
+ git clone https://github.com/pybuilder/pybuilder
+ ```
+- [PyPi](https://pypi.org/project/pybuilder) (π₯ 7.2K / month Β· π¦ 110 Β· β±οΈ 18.10.2020):
+ ```
+ pip install pybuilder
+ ```
+
+paver (π₯25 Β· β 430) - Python-based project scripting. BSD-3
+
+- [GitHub](https://github.com/paver/paver) (π¨βπ» 44 Β· π 76 Β· π 130 - 28% open Β· β±οΈ 29.12.2020):
+
+ ```
+ git clone https://github.com/paver/paver
+ ```
+- [PyPi](https://pypi.org/project/paver) (π₯ 19K / month Β· π¦ 1.9K Β· β±οΈ 31.12.2017):
+ ```
+ pip install paver
+ ```
+- [Conda](https://anaconda.org/conda-forge/paver) (π₯ 20K Β· β±οΈ 24.07.2018):
+ ```
+ conda install -c conda-forge paver
+ ```
+
+universal-build (π₯11 Β· β 3 Β· π£) - Universal build utilities for containerized build pipelines. MIT
+
+- [GitHub](https://github.com/ml-tooling/universal-build) (π¨βπ» 4 Β· π 1 Β· π₯ 15 Β· β±οΈ 18.12.2020):
+
+ ```
+ git clone https://github.com/ml-tooling/universal-build
+ ```
+- [PyPi](https://pypi.org/project/universal-build) (π₯ 380 / month Β· β±οΈ 12.12.2020):
+ ```
+ pip install universal-build
+ ```
+
+Show 3 hidden projects...
+
+- buildout (π₯26 Β· β 500) - Buildout is a deployment automation tool written in and extended.. βοΈZPL-2.1
+- scons (π₯24 Β· β 1K) - SCons - a software construction tool. βUnlicensed
+- pynt (π₯18 Β· β 150 Β· π) - A pynt of Python build. MIT
+
+
+
+## System Monitoring & Profiling
+
+
+
+psutil (π₯36 Β· β 6.9K) - Cross-platform lib for process and system monitoring in Python. BSD-3
+
+- [GitHub](https://github.com/giampaolo/psutil) (π¨βπ» 160 Β· π 1.1K Β· π¦ 70K Β· π 1.5K - 14% open Β· β±οΈ 08.01.2021):
+
+ ```
+ git clone https://github.com/giampaolo/psutil
+ ```
+- [PyPi](https://pypi.org/project/psutil) (π₯ 13M / month Β· π¦ 25K Β· β±οΈ 19.12.2020):
+ ```
+ pip install psutil
+ ```
+- [Conda](https://anaconda.org/conda-forge/psutil) (π₯ 5.3M Β· β±οΈ 08.01.2021):
+ ```
+ conda install -c conda-forge psutil
+ ```
+
+Glances (π₯29 Β· β 17K) - Glances an Eye on your system. A top/htop alternative for.. βοΈLGPL-3.0
+
+- [GitHub](https://github.com/nicolargo/glances) (π¨βπ» 140 Β· π 1.1K Β· π₯ 410 Β· π¦ 260 Β· π 1.3K - 14% open Β· β±οΈ 02.01.2021):
+
+ ```
+ git clone https://github.com/nicolargo/glances
+ ```
+- [PyPi](https://pypi.org/project/glances) (π₯ 35K / month Β· π¦ 50 Β· β±οΈ 19.08.2020):
+ ```
+ pip install glances
+ ```
+- [Conda](https://anaconda.org/conda-forge/glances) (π₯ 120K Β· β±οΈ 10.03.2020):
+ ```
+ conda install -c conda-forge glances
+ ```
+
+memory-profiler (π₯27 Β· β 2.7K) - Monitor Memory usage of Python code. BSD-3
+
+- [GitHub](https://github.com/pythonprofilers/memory_profiler) (π¨βπ» 83 Β· π 290 Β· π 180 - 45% open Β· β±οΈ 03.12.2020):
+
+ ```
+ git clone https://github.com/pythonprofilers/memory_profiler
+ ```
+- [PyPi](https://pypi.org/project/memory_profiler) (π₯ 120K / month Β· π¦ 530 Β· β±οΈ 16.08.2018):
+ ```
+ pip install memory_profiler
+ ```
+
+pyinstrument (π₯27 Β· β 2.4K) - Call stack profiler for Python. Shows you why your code is slow!. BSD-3
+
+- [GitHub](https://github.com/joerick/pyinstrument) (π¨βπ» 22 Β· π 91 Β· π¦ 200 Β· π 69 - 26% open Β· β±οΈ 31.12.2020):
+
+ ```
+ git clone https://github.com/joerick/pyinstrument
+ ```
+- [PyPi](https://pypi.org/project/pyinstrument) (π₯ 69K / month Β· π¦ 140 Β· β±οΈ 09.09.2020):
+ ```
+ pip install pyinstrument
+ ```
+- [Conda](https://anaconda.org/conda-forge/pyinstrument) (π₯ 60K Β· β±οΈ 17.12.2020):
+ ```
+ conda install -c conda-forge pyinstrument
+ ```
+
+Yappi (π₯27 Β· β 560) - Yet Another Python Profiler, but this time thread&coroutine&greenlet aware. MIT
+
+- [GitHub](https://github.com/sumerc/yappi) (π¨βπ» 21 Β· π 38 Β· π¦ 350 Β· π 40 - 25% open Β· β±οΈ 09.12.2020):
+
+ ```
+ git clone https://github.com/sumerc/yappi
+ ```
+- [PyPi](https://pypi.org/project/yappi) (π₯ 69K / month Β· π¦ 640 Β· β±οΈ 27.11.2020):
+ ```
+ pip install yappi
+ ```
+- [Conda](https://anaconda.org/conda-forge/yappi) (π₯ 58K Β· β±οΈ 28.11.2020):
+ ```
+ conda install -c conda-forge yappi
+ ```
+
+py-spy (π₯26 Β· β 6.4K) - Sampling profiler for Python programs. MIT
+
+- [GitHub](https://github.com/benfred/py-spy) (π¨βπ» 19 Β· π 220 Β· π₯ 4.1K Β· π¦ 510 Β· π 180 - 29% open Β· β±οΈ 06.01.2021):
+
+ ```
+ git clone https://github.com/benfred/py-spy
+ ```
+- [PyPi](https://pypi.org/project/py-spy) (π₯ 220K / month Β· π¦ 25 Β· β±οΈ 22.06.2020):
+ ```
+ pip install py-spy
+ ```
+
+line_profiler (π₯25 Β· β 3.5K) - Line-by-line profiling for Python. BSD-3
+
+- [GitHub](https://github.com/pyutils/line_profiler) (π¨βπ» 20 Β· π 240 Β· π 28 - 75% open Β· β±οΈ 19.11.2020):
+
+ ```
+ git clone https://github.com/pyutils/line_profiler
+ ```
+- [PyPi](https://pypi.org/project/line_profiler) (π₯ 200K / month Β· π¦ 690 Β· β±οΈ 20.12.2017):
+ ```
+ pip install line_profiler
+ ```
+- [Conda](https://anaconda.org/conda-forge/line_profiler) (π₯ 150K Β· β±οΈ 21.11.2020):
+ ```
+ conda install -c conda-forge line_profiler
+ ```
+
+pympler (π₯25 Β· β 720) - Development tool to measure, monitor and analyze the memory behavior.. Apache-2
+
+- [GitHub](https://github.com/pympler/pympler) (π¨βπ» 26 Β· π 67 Β· π 78 - 41% open Β· β±οΈ 15.10.2020):
+
+ ```
+ git clone https://github.com/pympler/pympler
+ ```
+- [PyPi](https://pypi.org/project/pympler) (π₯ 100K / month Β· π¦ 480 Β· β±οΈ 14.10.2020):
+ ```
+ pip install pympler
+ ```
+- [Conda](https://anaconda.org/conda-forge/pympler) (π₯ 160K Β· β±οΈ 14.10.2020):
+ ```
+ conda install -c conda-forge pympler
+ ```
+
+vprof (π₯23 Β· β 3.7K) - Visual profiler for Python. BSD-2
+
+- [GitHub](https://github.com/nvdv/vprof) (π¨βπ» 17 Β· π 160 Β· π¦ 69 Β· π 78 - 28% open Β· β±οΈ 08.11.2020):
+
+ ```
+ git clone https://github.com/nvdv/vprof
+ ```
+- [PyPi](https://pypi.org/project/vprof) (π₯ 1.7K / month Β· π¦ 9 Β· β±οΈ 29.02.2020):
+ ```
+ pip install vprof
+ ```
+
+Scalene (π₯22 Β· β 3.4K) - Scalene: a high-performance, high-precision CPU and memory profiler.. Apache-2
+
+- [GitHub](https://github.com/emeryberger/scalene) (π¨βπ» 16 Β· π 120 Β· π¦ 19 Β· π 73 - 27% open Β· β±οΈ 02.01.2021):
+
+ ```
+ git clone https://github.com/emeryberger/scalene
+ ```
+- [PyPi](https://pypi.org/project/scalene) (π₯ 1.7K / month Β· β±οΈ 09.12.2020):
+ ```
+ pip install scalene
+ ```
+
+Profiling (π₯20 Β· β 3K) - Was an interactive continuous Python profiler. BSD-3
+
+- [GitHub](https://github.com/what-studio/profiling) (π¨βπ» 18 Β· π 110 Β· π¦ 29 Β· π 35 - 42% open Β· β±οΈ 24.08.2020):
+
+ ```
+ git clone https://github.com/what-studio/profiling
+ ```
+- [PyPi](https://pypi.org/project/profiling) (π₯ 3.9K / month Β· π¦ 5 Β· β±οΈ 28.06.2017):
+ ```
+ pip install profiling
+ ```
+
+Show 3 hidden projects...
+
+- Diamond (π₯27 Β· β 1.6K Β· π) - Diamond is a python daemon that collects system metrics and publishes.. MIT
+- memory_profiler (π₯22 Β· β 59 Β· π) - Monitor Memory usage of Python code. BSD-3
+- pyheat (π₯18 Β· β 490 Β· π) - pprofile + matplotlib = Python program profiled as an awesome heatmap!. MIT
+
+
+
+## AST Tools
+
+
+
+typed_ast (π₯29 Β· β 170) - Modified fork of CPython's ast module that parses `# type:`.. Apache-2
+
+- [GitHub](https://github.com/python/typed_ast) (π¨βπ» 19 Β· π 44 Β· π 76 - 5% open Β· β±οΈ 30.12.2020):
+
+ ```
+ git clone https://github.com/python/typed_ast
+ ```
+- [PyPi](https://pypi.org/project/typed_ast) (π₯ 5.8M / month Β· π¦ 10K Β· β±οΈ 30.12.2020):
+ ```
+ pip install typed_ast
+ ```
+
+gast (π₯28 Β· β 96) - Python AST that abstracts the underlying Python version. BSD-3
+
+- [GitHub](https://github.com/serge-sans-paille/gast) (π¨βπ» 10 Β· π 21 Β· π¦ 45K Β· π 24 - 16% open Β· β±οΈ 26.11.2020):
+
+ ```
+ git clone https://github.com/serge-sans-paille/gast
+ ```
+- [PyPi](https://pypi.org/project/gast) (π₯ 4M / month Β· π¦ 3.4K Β· β±οΈ 07.08.2020):
+ ```
+ pip install gast
+ ```
+- [Conda](https://anaconda.org/conda-forge/gast) (π₯ 960K Β· β±οΈ 07.08.2020):
+ ```
+ conda install -c conda-forge gast
+ ```
+
+astor (π₯27 Β· β 540 Β· π€) - Python AST read/write. BSD-3
+
+- [GitHub](https://github.com/berkerpeksag/astor) (π¨βπ» 28 Β· π 77 Β· π 100 - 34% open Β· β±οΈ 08.01.2020):
+
+ ```
+ git clone https://github.com/berkerpeksag/astor
+ ```
+- [PyPi](https://pypi.org/project/astor) (π₯ 1.9M / month Β· π¦ 3.8K Β· β±οΈ 10.12.2019):
+ ```
+ pip install astor
+ ```
+- [Conda](https://anaconda.org/conda-forge/astor) (π₯ 1M Β· β±οΈ 01.07.2020):
+ ```
+ conda install -c conda-forge astor
+ ```
+
+asteval (π₯23 Β· β 110) - minimalistic evaluator of python expression using ast module. MIT
+
+- [GitHub](https://github.com/newville/asteval) (π¨βπ» 15 Β· π 26 Β· π¦ 460 Β· π 42 - 7% open Β· β±οΈ 21.11.2020):
+
+ ```
+ git clone https://github.com/newville/asteval
+ ```
+- [PyPi](https://pypi.org/project/asteval) (π₯ 42K / month Β· π¦ 240 Β· β±οΈ 15.11.2020):
+ ```
+ pip install asteval
+ ```
+- [Conda](https://anaconda.org/conda-forge/asteval) (π₯ 110K Β· β±οΈ 23.10.2019):
+ ```
+ conda install -c conda-forge asteval
+ ```
+
+Show 1 hidden projects...
+
+- astunparse (π₯25 Β· β 150 Β· π) - An AST unparser for Python. BSD-3
+
+
+---
+
+## Related Resources
+
+- [**Best-of lists**](https://best-of.org): Discover other best-of lists with awesome open-source projects on all kinds of topics.
+
+## Contribution
+
+Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:
+
+- Open an issue by selecting one of the provided categories from the [issue page](https://github.com/ml-tooling/best-of-python-dev/issues/new/choose) and fill in the requested information.
+- Modify the [projects.yaml](https://github.com/ml-tooling/best-of-python-dev/blob/main/projects.yaml) with your additions or changes, and submit a pull request. This can also be done directly via the [Github UI](https://github.com/ml-tooling/best-of-python-dev/edit/main/projects.yaml).
+
+If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the [best-of-generator](https://github.com/best-of-lists/best-of-generator) repository. If you like to create your own best-of list, we recommend to follow [this guide](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md).
+
+For more information on how to add or update projects, please read the [contribution guidelines](https://github.com/ml-tooling/best-of-python-dev/blob/main/CONTRIBUTING.md). By participating in this project, you agree to abide by its [Code of Conduct](https://github.com/ml-tooling/best-of-python-dev/blob/main/.github/CODE_OF_CONDUCT.md).
+
+## License
+
+[![CC0](https://mirrors.creativecommons.org/presskit/buttons/88x31/svg/by-sa.svg)](https://creativecommons.org/licenses/by-sa/4.0/)
diff --git a/history/2021-01-09_projects.csv b/history/2021-01-09_projects.csv
new file mode 100644
index 0000000..19fc37b
--- /dev/null
+++ b/history/2021-01-09_projects.csv
@@ -0,0 +1,225 @@
+,name,homepage,resource,description,category,projectrank,show,github_id,github_url,license,created_at,updated_at,last_commit_pushed_at,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,conda_id,labels,pypi_id,fork_count,open_issue_count,closed_issue_count,commit_count,dependent_project_count,github_dependent_project_count,contributor_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,github_release_downloads,cargo_id,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,licnese
+0,Python.org Packaging,https://packaging.python.org/overview/,True,An Overview of Packaging for Python.,packaging,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+1,best-of-web-python - Testing,https://github.com/ml-tooling/best-of-web-python,True,Testing libraries & tools for python web frameworks.,testing,0,True,ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2021-01-08 21:13:43.000,2021-01-08 21:13:36.000,2.0,2021-01-08 01:07:00.000,2021.01.08,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,
+2,pytest,https://github.com/pytest-dev/pytest,,"The pytest framework makes it easy to write small tests, yet scales to support complex functional testing.",testing,39,True,pytest-dev/pytest,https://github.com/pytest-dev/pytest,MIT,2015-06-15 20:28:27.000,2021-01-08 23:56:41.000,2021-01-08 12:08:47.000,6889.0,2020-12-15 15:38:30.000,6.2.1,144.0,conda-forge/pytest,['pytest'],pytest,1606.0,606.0,3750.0,13308.0,401915.0,271331.0,689.0,https://pypi.org/project/pytest,2020-12-15 15:37:57.000,130584.0,12385597.0,12498529.0,https://anaconda.org/conda-forge/pytest,2020-12-15 18:03:38.863,6098362.0,1.0,,,,,,,,
+3,pip,https://github.com/pypa/pip,,The Python package installer.,dependency-managers,38,True,pypa/pip,https://github.com/pypa/pip,MIT,2011-03-06 14:30:46.000,2021-01-07 18:41:16.000,2021-01-07 14:04:05.000,6789.0,2020-12-15 15:44:25.000,20.3.3,99.0,conda-forge/pip,,pip,2134.0,893.0,4499.0,11221.0,59265.0,40599.0,576.0,https://pypi.org/project/pip,2020-12-15 15:44:25.000,18666.0,58144548.0,58439383.0,https://anaconda.org/conda-forge/pip,2020-12-15 16:43:45.488,15921109.0,1.0,,,,,,,,
+4,sphinx,https://github.com/sphinx-doc/sphinx,,Main repository for the Sphinx documentation builder.,documentation,37,True,sphinx-doc/sphinx,https://github.com/sphinx-doc/sphinx,BSD-3-Clause,2015-01-02 10:53:28.000,2021-01-08 15:28:21.000,2021-01-07 16:18:53.000,3732.0,2021-01-07 16:17:19.000,3.4.3,141.0,conda-forge/sphinx,['sphinx'],sphinx,1397.0,788.0,4381.0,16642.0,228531.0,123995.0,606.0,https://pypi.org/project/sphinx,2021-01-07 16:17:19.000,104536.0,2229686.0,2277143.0,https://anaconda.org/conda-forge/sphinx,2021-01-07 17:29:49.988,2515264.0,1.0,,,,,,,,
+5,pipenv,https://github.com/pypa/pipenv,,Python Development Workflow for Humans.,virtual-envs,36,True,pypa/pipenv,https://github.com/pypa/pipenv,MIT,2017-01-20 00:44:02.000,2020-12-22 05:34:03.000,2020-12-22 05:34:02.000,21404.0,2020-11-15 04:19:27.000,2020.11.15,297.0,conda-forge/pipenv,,pipenv,1559.0,445.0,2841.0,7005.0,17925.0,15651.0,370.0,https://pypi.org/project/pipenv,2020-11-15 04:19:27.000,2274.0,1596741.0,1599093.0,https://anaconda.org/conda-forge/pipenv,2020-11-15 06:15:51.831,35292.0,1.0,,,,,,,,
+6,psutil,https://github.com/giampaolo/psutil,,Cross-platform lib for process and system monitoring in Python.,profiling,36,True,giampaolo/psutil,https://github.com/giampaolo/psutil,BSD-3-Clause,2014-05-23 14:01:48.000,2021-01-08 20:33:32.000,2021-01-08 18:10:08.000,6948.0,2020-12-19 01:19:27.000,5.8.0,83.0,conda-forge/psutil,,psutil,1068.0,211.0,1265.0,5672.0,94491.0,69825.0,156.0,https://pypi.org/project/psutil,2020-12-19 01:19:27.000,24666.0,12571192.0,12664984.0,https://anaconda.org/conda-forge/psutil,2021-01-08 20:13:22.692,5346180.0,1.0,,,,,,,,
+7,jedi,https://github.com/davidhalter/jedi,,"Awesome autocompletion, static analysis and refactoring library for python.",refactoring,36,True,davidhalter/jedi,https://github.com/davidhalter/jedi,MIT,2012-02-19 23:12:30.000,2021-01-09 02:20:30.000,2021-01-03 00:13:17.000,4713.0,2020-12-25 10:34:25.000,0.18.0,30.0,conda-forge/jedi,,jedi,424.0,16.0,1182.0,8184.0,124750.0,108844.0,139.0,https://pypi.org/project/jedi,2020-12-25 10:34:25.000,15906.0,10048390.0,10120762.0,https://anaconda.org/conda-forge/jedi,2021-01-08 23:12:08.511,3691007.0,1.0,,,,,,,,
+8,isort,https://github.com/PyCQA/isort,,A Python utility / library to sort imports.,formatters,36,True,PyCQA/isort,https://github.com/PyCQA/isort,MIT,2013-09-02 22:22:53.000,2021-01-03 00:41:38.000,2021-01-03 00:41:37.000,3650.0,2020-12-31 01:16:34.000,5.7.0,125.0,conda-forge/isort,,isort,375.0,24.0,867.0,3449.0,171156.0,146938.0,220.0,https://pypi.org/project/isort,2020-10-13 06:36:52.000,24218.0,5981557.0,6008404.0,https://anaconda.org/conda-forge/isort,2020-12-31 02:59:49.605,1449791.0,1.0,,,,,,,,
+9,mypy,https://github.com/python/mypy,,Optional static typing for Python 3 and 2 (PEP 484).,linters,35,True,python/mypy,https://github.com/python/mypy,MIT,2012-12-07 13:30:23.000,2021-01-08 22:30:55.000,2021-01-08 16:46:53.000,9688.0,,,77.0,conda-forge/mypy,,mypy,1565.0,1511.0,4463.0,9314.0,31834.0,25750.0,438.0,https://pypi.org/project/mypy,2020-10-09 16:54:29.000,6084.0,2250668.0,2266719.0,https://anaconda.org/conda-forge/mypy,2020-10-09 19:05:45.293,609941.0,1.0,,,,,,,,
+10,pylint,https://github.com/PyCQA/pylint,,It's not just a linter that annoys you!.,linters,35,True,PyCQA/pylint,https://github.com/PyCQA/pylint,GPL-2.0,2015-12-09 05:40:02.000,2021-01-05 17:46:34.000,2021-01-04 21:11:11.000,3156.0,2020-08-21 09:15:44.000,2.6.0,88.0,conda-forge/pylint,,pylint,651.0,661.0,2521.0,5016.0,208083.0,170349.0,355.0,https://pypi.org/project/pylint,2020-08-21 09:15:44.000,37734.0,3494545.0,3520702.0,https://anaconda.org/conda-forge/pylint,2020-10-13 14:32:00.323,1386332.0,1.0,,,,,,,,
+11,black,https://github.com/psf/black,,The uncompromising Python code formatter.,formatters,34,True,psf/black,https://github.com/psf/black,MIT,2018-03-14 19:54:45.000,2021-01-08 20:26:43.000,2021-01-08 20:26:42.000,19090.0,2020-08-26 15:56:21.000,20.8b1,23.0,conda-forge/black,,black,1172.0,357.0,952.0,862.0,48066.0,41838.0,216.0,https://pypi.org/project/black,2020-08-26 15:52:03.000,6228.0,2604059.0,2633501.0,https://anaconda.org/conda-forge/black,2020-09-07 11:42:46.809,926745.0,2.0,10607.0,,,,,,,
+12,tox,https://github.com/tox-dev/tox,,Command line driven CI frontend and development task automation tool.,testing,34,True,tox-dev/tox,https://github.com/tox-dev/tox,MIT,2016-09-17 16:54:22.000,2021-01-08 22:05:20.000,2021-01-08 18:09:20.000,2013.0,2021-01-08 18:07:44.000,3.21.0,105.0,conda-forge/tox,['pytest'],tox,331.0,142.0,920.0,1936.0,76243.0,39843.0,234.0,https://pypi.org/project/tox,2021-01-08 18:54:05.000,36400.0,1704341.0,1709390.0,https://anaconda.org/conda-forge/tox,2020-10-11 15:47:21.960,201968.0,1.0,,,,,,,,
+13,setuptools,https://github.com/pypa/setuptools,,Official project repository for the Setuptools build system.,build-tools,34,True,pypa/setuptools,https://github.com/pypa/setuptools,MIT,2016-03-29 14:02:33.000,2021-01-09 03:56:38.000,2021-01-09 03:56:36.000,1275.0,2021-01-09 02:03:22.000,51.1.2,412.0,conda-forge/setuptools,,setuptools,677.0,527.0,1170.0,,143794.0,85864.0,407.0,https://pypi.org/project/setuptools,2021-01-09 02:03:18.000,57930.0,71674685.0,72000454.0,https://anaconda.org/conda-forge/setuptools,2021-01-08 05:42:17.824,17591505.0,1.0,101.0,,,,,,,
+14,flake8,https://github.com/PyCQA/flake8,,Flake8 is a wrapper around these tools: PyFlakes; pycodestyle; Ned Batchelder's McCabe script.,linters,34,True,PyCQA/flake8,https://github.com/PyCQA/flake8,MIT,2014-09-13 17:06:24.000,2021-01-07 23:32:13.000,2021-01-07 23:32:08.000,1052.0,2020-10-02 23:34:01.000,3.8.4,76.0,conda-forge/flake8,,flake8,183.0,7.0,,1876.0,212684.0,141394.0,148.0,https://pypi.org/project/flake8,2020-10-02 23:34:01.000,71290.0,4602785.0,4635871.0,https://anaconda.org/conda-forge/flake8,2020-10-05 05:07:54.333,1819759.0,1.0,,,,,,,,
+15,yapf,https://github.com/google/yapf,,A formatter for Python files.,formatters,33,True,google/yapf,https://github.com/google/yapf,Apache-2.0,2015-03-18 18:22:31.000,2020-12-21 02:00:08.000,2020-12-21 02:00:07.000,11360.0,2020-04-23 19:07:36.000,0.30.0,67.0,conda-forge/yapf,,yapf,756.0,291.0,364.0,1113.0,19282.0,15876.0,123.0,https://pypi.org/project/yapf,2020-04-23 19:07:36.000,3406.0,460420.0,469210.0,https://anaconda.org/conda-forge/yapf,2020-07-28 15:36:35.387,483491.0,2.0,,,,,,,,
+16,mkdocs,https://github.com/mkdocs/mkdocs,,Project documentation with Markdown.,documentation,33,True,mkdocs/mkdocs,https://github.com/mkdocs/mkdocs,BSD-2-Clause,2014-01-11 21:05:21.000,2020-12-30 12:14:27.000,2020-12-27 20:14:43.000,11340.0,2020-05-14 15:18:01.000,1.1.2,44.0,conda-forge/mkdocs,['mkdocs'],mkdocs,1598.0,133.0,1327.0,1491.0,15958.0,10016.0,180.0,https://pypi.org/project/mkdocs,2020-05-14 15:18:01.000,5942.0,224065.0,226042.0,https://anaconda.org/conda-forge/mkdocs,2020-06-01 13:16:37.068,112700.0,1.0,,,,,,,,
+17,robotframework,https://github.com/robotframework/robotframework,,Generic automation framework for acceptance testing and RPA.,testing,33,True,robotframework/robotframework,https://github.com/robotframework/robotframework,Apache-2.0,2014-06-27 11:10:38.000,2021-01-08 13:39:39.000,2021-01-05 15:36:51.000,5413.0,2020-09-01 18:21:46.000,3.2.2,51.0,conda-forge/robotframework,,robotframework,1549.0,188.0,3239.0,12687.0,4676.0,3268.0,131.0,https://pypi.org/project/robotframework,2020-11-30 19:27:10.000,1408.0,436435.0,437390.0,https://anaconda.org/conda-forge/robotframework,2020-09-03 11:47:40.885,34167.0,1.0,479.0,,,,,,,
+18,hypothesis,https://github.com/HypothesisWorks/hypothesis,,"Hypothesis is a powerful, flexible, and easy to use library for property-based testing.",testing,33,True,HypothesisWorks/hypothesis,https://github.com/HypothesisWorks/hypothesis,MPL-2.0,2013-03-10 13:51:19.000,2021-01-09 00:46:02.561,2021-01-08 22:45:33.000,4879.0,2021-01-08 22:46:03.000,hypothesis-python-6.0.0,793.0,conda-forge/hypothesis,,hypothesis,447.0,58.0,977.0,10409.0,9957.0,7341.0,241.0,https://pypi.org/project/hypothesis,2021-01-07 03:41:10.000,2616.0,720329.0,781888.0,https://anaconda.org/conda-forge/hypothesis,2021-01-09 00:46:02.561,3324205.0,1.0,,,,,,,,
+19,pycodestyle,https://github.com/PyCQA/pycodestyle,,Simple Python style checker in one Python file.,linters,33,True,PyCQA/pycodestyle,https://github.com/PyCQA/pycodestyle,Saxpath,2009-10-02 00:43:37.000,2021-01-08 01:29:21.000,2021-01-07 18:35:38.000,4218.0,2020-05-11 20:02:52.000,2.6.0,11.0,conda-forge/pycodestyle,,pycodestyle,592.0,112.0,522.0,1199.0,134786.0,113556.0,124.0,https://pypi.org/project/pycodestyle,2020-05-11 20:02:52.000,21230.0,6655015.0,6690399.0,https://anaconda.org/conda-forge/pycodestyle,2020-05-12 17:42:46.576,1946142.0,1.0,,,,,,,,
+20,autopep8,https://github.com/hhatto/autopep8,,A tool that automatically formats Python code to conform to the PEP 8 style guide.,formatters,33,True,hhatto/autopep8,https://github.com/hhatto/autopep8,MIT,2010-12-29 20:08:51.000,2020-12-28 06:47:45.000,2020-12-28 06:47:37.000,3666.0,2020-08-02 04:28:37.000,1.5.4,64.0,conda-forge/autopep8,,autopep8,228.0,85.0,329.0,2672.0,71448.0,61264.0,47.0,https://pypi.org/project/autopep8,2020-08-02 04:28:37.000,10184.0,962271.0,969110.0,https://anaconda.org/conda-forge/autopep8,2020-08-02 05:22:52.912,376170.0,2.0,,,,,,,,
+21,sphinx_rtd_theme,https://github.com/readthedocs/sphinx_rtd_theme,,Sphinx theme for readthedocs.org.,documentation,33,True,readthedocs/sphinx_rtd_theme,https://github.com/readthedocs/sphinx_rtd_theme,MIT,2013-10-17 17:10:49.000,2021-01-05 13:49:54.682,2021-01-04 22:13:31.000,3578.0,2018-10-05 13:20:49.000,0.4.2,23.0,conda-forge/sphinx_rtd_theme,['sphinx'],sphinx_rtd_theme,1477.0,158.0,448.0,1186.0,23490.0,16.0,103.0,https://pypi.org/project/sphinx_rtd_theme,2018-10-05 13:20:49.000,23474.0,920001.0,937107.0,https://anaconda.org/conda-forge/sphinx_rtd_theme,2021-01-05 13:49:54.682,906624.0,1.0,,,,,,,,
+22,numpydoc,https://github.com/numpy/numpydoc,,Numpy's Sphinx extensions.,documentation,32,True,numpy/numpydoc,https://github.com/numpy/numpydoc,BSD-3-Clause,2013-07-24 16:23:39.000,2021-01-05 23:51:53.000,2021-01-02 15:20:23.000,15887.0,2020-07-01 21:59:00.000,1.1.0,13.0,conda-forge/numpydoc,['sphinx'],numpydoc,5147.0,49.0,89.0,430.0,30188.0,22840.0,63.0,https://pypi.org/project/numpydoc,2020-07-01 21:59:00.000,7348.0,162523.0,176990.0,https://anaconda.org/conda-forge/numpydoc,2020-10-01 19:37:54.384,694444.0,2.0,,,,,,,,
+23,mkdocs-material,https://github.com/squidfunk/mkdocs-material,,A Material Design theme for MkDocs.,documentation,32,True,squidfunk/mkdocs-material,https://github.com/squidfunk/mkdocs-material,MIT,2016-01-28 22:09:23.000,2021-01-08 21:40:08.000,2021-01-06 16:19:59.000,5322.0,2020-12-27 10:43:53.000,6.2.3,178.0,conda-forge/mkdocs-material,['mkdocs'],mkdocs-material,1338.0,10.0,881.0,2929.0,6434.0,4932.0,96.0,https://pypi.org/project/mkdocs-material,2020-12-27 10:44:37.000,1502.0,222609.0,223748.0,https://anaconda.org/conda-forge/mkdocs-material,2020-12-23 23:37:56.657,22784.0,2.0,,,,,,,,
+24,conda,https://github.com/conda/conda,,"OS-agnostic, system-level binary package manager and ecosystem.",dependency-managers,32,True,conda/conda,https://github.com/conda/conda,BSD-3-Clause,2012-10-15 22:08:03.000,2021-01-09 02:35:54.000,2021-01-07 16:16:50.000,3966.0,2020-11-12 17:08:48.000,4.9.2,100.0,conda-forge/conda,,conda,980.0,1761.0,5968.0,15584.0,2104.0,,346.0,https://pypi.org/project/conda,2017-04-22 23:38:35.000,2104.0,21077.0,305332.0,https://anaconda.org/conda-forge/conda,2020-11-12 21:09:02.264,15065536.0,2.0,,,,,,,,
+25,virtualenv,https://github.com/pypa/virtualenv,,Virtual Python Environment builder.,virtual-envs,32,True,pypa/virtualenv,https://github.com/pypa/virtualenv,MIT,2011-03-06 14:33:27.000,2021-01-08 20:26:58.597,2021-01-04 16:47:15.000,3787.0,2020-12-07 11:48:42.000,20.2.2,152.0,conda-forge/virtualenv,,virtualenv,873.0,50.0,1051.0,,34422.0,,171.0,https://pypi.org/project/virtualenv,2020-12-07 11:48:42.000,34422.0,7791397.0,7803319.0,https://anaconda.org/conda-forge/virtualenv,2021-01-08 20:26:58.597,548455.0,2.0,,,,,,,,
+26,invoke,https://github.com/pyinvoke/invoke,,Pythonic task management & command execution.,build-tools,32,True,pyinvoke/invoke,https://github.com/pyinvoke/invoke,BSD-2-Clause,2012-02-29 23:59:23.000,2021-01-06 14:58:41.830,2020-12-31 16:25:35.000,3118.0,2020-12-31 02:43:43.000,1.5.0,50.0,conda-forge/invoke,,invoke,278.0,299.0,354.0,3499.0,11291.0,6689.0,54.0,https://pypi.org/project/invoke,2020-12-31 02:43:43.000,4602.0,686391.0,690244.0,https://anaconda.org/conda-forge/invoke,2021-01-06 14:58:41.830,219648.0,1.0,,,,,,,,
+27,bandit,https://github.com/PyCQA/bandit,,Bandit is a tool designed to find common security issues in Python code.,security,32,True,PyCQA/bandit,https://github.com/PyCQA/bandit,Apache-2.0,2018-04-26 09:08:12.000,2021-01-05 13:01:19.000,2020-12-27 05:15:35.000,2896.0,2020-12-13 02:48:28.000,1.7.0,31.0,conda-forge/bandit,,bandit,296.0,162.0,362.0,1165.0,7928.0,5574.0,130.0,https://pypi.org/project/bandit,2020-12-13 02:48:28.000,2354.0,572037.0,574035.0,https://anaconda.org/conda-forge/bandit,2020-10-11 11:23:21.028,39969.0,1.0,4.0,,,,,,,
+28,pytest-cov,https://github.com/pytest-dev/pytest-cov,,Coverage plugin for pytest.,testing,32,True,pytest-dev/pytest-cov,https://github.com/pytest-dev/pytest-cov,MIT,2014-04-17 20:01:12.000,2021-01-05 15:59:23.000,2020-11-04 14:32:05.000,938.0,2020-08-14 17:21:19.000,2.10.1,38.0,conda-forge/pytest-cov,['pytest'],pytest-cov,134.0,91.0,185.0,782.0,118676.0,75282.0,59.0,https://pypi.org/project/pytest-cov,2020-08-14 17:21:19.000,43394.0,4073182.0,4106885.0,https://anaconda.org/conda-forge/pytest-cov,2020-08-14 18:57:30.679,1954806.0,2.0,,,,,,,,
+29,parso,https://github.com/davidhalter/parso,,A Python Parser.,linters,32,True,davidhalter/parso,https://github.com/davidhalter/parso,MIT,2017-05-08 20:14:30.000,2021-01-03 20:12:01.000,2021-01-03 20:12:00.000,362.0,2020-12-10 15:10:14.000,0.8.1,24.0,conda-forge/parso,,parso,62.0,7.0,79.0,1063.0,114066.0,102702.0,36.0,https://pypi.org/project/parso,2020-12-10 15:10:14.000,11364.0,10025568.0,10104930.0,https://anaconda.org/conda-forge/parso,2020-12-10 16:40:55.258,2936396.0,1.0,,,,,,,,
+30,wheel,https://github.com/pypa/wheel,,The official binary distribution format for Python.,build-tools,32,True,pypa/wheel,https://github.com/pypa/wheel,MIT,2016-07-16 23:19:28.580,2021-01-04 19:45:07.000,2021-01-04 19:44:54.000,224.0,2020-12-13 18:09:07.000,0.36.2,64.0,conda-forge/wheel,,wheel,84.0,20.0,286.0,727.0,62544.0,,60.0,https://pypi.org/project/wheel,2020-12-13 18:09:07.000,62544.0,48202752.0,48467246.0,https://anaconda.org/conda-forge/wheel,2020-12-13 19:48:16.429,14282714.0,1.0,,,,,,,,
+31,poetry,https://github.com/python-poetry/poetry,,Python dependency management and packaging made easy.,dependency-managers,31,True,python-poetry/poetry,https://github.com/python-poetry/poetry,MIT,2018-02-28 15:23:47.000,2021-01-07 11:39:14.000,2021-01-06 13:10:09.000,13446.0,2020-10-23 20:54:00.000,1.1.4,132.0,conda-forge/poetry,,poetry,1057.0,972.0,1690.0,1667.0,64.0,,248.0,https://pypi.org/project/poetry,2020-10-23 20:54:00.000,64.0,885925.0,1025084.0,https://anaconda.org/conda-forge/poetry,2020-12-14 11:33:01.818,154804.0,2.0,4529001.0,,,,,,,
+32,loguru,https://github.com/Delgan/loguru,,Python logging made (stupidly) simple.,logging,31,True,Delgan/loguru,https://github.com/Delgan/loguru,MIT,2017-08-15 17:22:32.000,2020-12-31 08:04:34.000,2020-12-19 16:17:53.000,7844.0,2020-09-20 07:56:32.000,0.5.3,17.0,conda-forge/loguru,,loguru,352.0,33.0,300.0,545.0,5079.0,4737.0,28.0,https://pypi.org/project/loguru,2020-09-20 07:54:28.000,342.0,584128.0,587821.0,https://anaconda.org/conda-forge/loguru,2020-10-10 00:51:36.057,84943.0,1.0,,,,,,,,
+33,pyinstaller,https://github.com/pyinstaller/pyinstaller,,Freeze (package) Python programs into stand-alone executables.,packaging,31,True,pyinstaller/pyinstaller,https://github.com/pyinstaller/pyinstaller,GPL-2.0,2011-11-23 11:05:56.000,2021-01-08 20:35:29.000,2021-01-08 16:22:49.000,7555.0,2020-11-18 13:20:25.000,4.1,26.0,conda-forge/pyinstaller,,pyinstaller,1533.0,460.0,3483.0,7607.0,13583.0,13583.0,387.0,https://pypi.org/project/pyinstaller,2020-11-18 13:19:30.000,0.0,284092.0,295048.0,https://anaconda.org/conda-forge/pyinstaller,2020-11-18 19:08:25.369,185240.0,1.0,662295.0,,,,,,,
+34,pip-tools,https://github.com/jazzband/pip-tools,,A set of tools to keep your pinned Python dependencies fresh.,dependency-managers,31,True,jazzband/pip-tools,https://github.com/jazzband/pip-tools,BSD-3-Clause,2012-09-10 08:50:26.000,2021-01-08 00:10:52.000,2021-01-03 05:42:27.000,4673.0,2020-12-30 17:05:11.000,5.5.0,90.0,conda-forge/pip-tools,,pip-tools,406.0,118.0,579.0,1459.0,3252.0,,138.0,https://pypi.org/project/pip-tools,2020-12-30 17:05:11.000,3252.0,747449.0,748177.0,https://anaconda.org/conda-forge/pip-tools,2020-12-30 18:26:40.157,6554.0,2.0,,,,,,,,
+35,freezegun,https://github.com/spulec/freezegun,,Let your Python tests travel through time.,testing,31,True,spulec/freezegun,https://github.com/spulec/freezegun,Apache-2.0,2012-12-11 05:11:00.000,2020-11-19 07:00:57.000,2020-11-19 07:00:56.000,2709.0,2020-09-05 16:30:35.000,1.0.0,55.0,conda-forge/freezegun,,freezegun,185.0,55.0,163.0,519.0,15298.0,6946.0,94.0,https://pypi.org/project/freezegun,2020-09-05 16:30:35.000,8352.0,1125295.0,1128150.0,https://anaconda.org/conda-forge/freezegun,2020-09-05 20:09:13.257,165635.0,2.0,,,,,,,,
+36,ipdb,https://github.com/gotcha/ipdb,,Integration of IPython pdb.,debugging,31,True,gotcha/ipdb,https://github.com/gotcha/ipdb,BSD-3-Clause,2011-01-15 17:51:47.000,2020-11-21 18:57:03.677,2020-10-21 09:03:20.000,1324.0,2020-10-01 14:13:50.000,0.13.4,37.0,conda-forge/ipdb,,ipdb,123.0,50.0,102.0,312.0,40981.0,24083.0,44.0,https://pypi.org/project/ipdb,2020-10-01 14:13:50.000,16898.0,829315.0,831763.0,https://anaconda.org/conda-forge/ipdb,2020-11-21 18:57:03.677,132223.0,1.0,,,,,,,,
+37,twine,https://github.com/pypa/twine,,Utilities for interacting with PyPI.,build-tools,31,True,pypa/twine,https://github.com/pypa/twine,Apache-2.0,2013-08-13 15:39:39.000,2020-12-24 15:31:28.323,2020-12-23 14:13:30.000,1070.0,2020-12-24 11:05:10.000,3.3.0,41.0,conda-forge/twine,,twine,233.0,39.0,301.0,941.0,49693.0,32189.0,98.0,https://pypi.org/project/twine,2020-12-24 11:05:10.000,17504.0,842894.0,846500.0,https://anaconda.org/conda-forge/twine,2020-12-24 15:31:28.323,191160.0,2.0,,,,,,,,
+38,pyflakes,https://github.com/PyCQA/pyflakes,,A simple program which checks Python source files for errors.,linters,31,True,PyCQA/pyflakes,https://github.com/PyCQA/pyflakes,MIT,2014-04-07 06:19:46.000,2021-01-06 16:34:08.000,2021-01-05 16:04:38.000,972.0,2020-04-10 03:52:17.000,2.2.0,28.0,conda-forge/pyflakes,,pyflakes,135.0,92.0,318.0,504.0,101018.0,74520.0,74.0,https://pypi.org/project/pyflakes,2020-04-10 03:52:17.000,26498.0,4832652.0,4866773.0,https://anaconda.org/conda-forge/pyflakes,2020-04-10 13:58:22.845,1876691.0,2.0,,,,,,,,
+39,pyautogui,https://github.com/asweigart/pyautogui,,A cross-platform GUI automation Python module for human beings. Used to programmatically control the mouse & keyboard.,testing,30,True,asweigart/pyautogui,https://github.com/asweigart/pyautogui,BSD-3-Clause,2014-07-17 23:30:38.000,2020-12-26 11:58:36.000,2020-10-04 08:13:41.000,4669.0,2020-10-06 22:15:19.000,0.9.52,49.0,conda-forge/pyautogui,,pyautogui,640.0,270.0,158.0,361.0,6089.0,5481.0,42.0,https://pypi.org/project/pyautogui,2020-10-06 22:15:19.000,608.0,244448.0,247148.0,https://anaconda.org/conda-forge/pyautogui,2020-10-13 12:17:23.308,102629.0,2.0,,,,,,,,
+40,buildbot,https://github.com/buildbot/buildbot,,Python-based continuous integration testing framework; your pull requests are more than welcome!.,build-tools,30,True,buildbot/buildbot,https://github.com/buildbot/buildbot,GPL-2.0,2010-07-06 17:56:53.000,2021-01-07 13:08:46.000,2021-01-06 21:56:34.000,4522.0,2021-01-02 21:47:28.000,2.10.0,100.0,conda-forge/buildbot,,buildbot,1505.0,640.0,624.0,21454.0,1124.0,232.0,775.0,https://pypi.org/project/buildbot,2021-01-02 21:50:22.000,892.0,3380.0,5131.0,https://anaconda.org/conda-forge/buildbot,2021-01-02 23:03:46.115,23576.0,2.0,13150.0,,,,,,,
+41,factory_boy,https://github.com/FactoryBoy/factory_boy,,A test fixtures replacement for Python.,testing,30,True,FactoryBoy/factory_boy,https://github.com/FactoryBoy/factory_boy,MIT,2011-05-11 08:26:59.000,2020-12-28 08:48:51.000,2020-12-28 08:48:43.000,2366.0,2018-05-05 15:05:40.000,2.11.1,36.0,conda-forge/factory_boy,,factory_boy,309.0,135.0,331.0,866.0,4256.0,,109.0,https://pypi.org/project/factory_boy,2018-05-05 15:05:40.000,4256.0,1122973.0,1123963.0,https://anaconda.org/conda-forge/factory_boy,2020-10-05 10:08:00.894,51492.0,2.0,,,,,,,,
+42,structlog,https://github.com/hynek/structlog,,Structured Logging for Python.,logging,30,True,hynek/structlog,https://github.com/hynek/structlog,MIT,2013-08-13 15:55:58.000,2021-01-08 07:50:39.000,2021-01-08 07:50:03.000,1402.0,2020-12-31 11:39:01.000,20.2.0,22.0,conda-forge/structlog,,structlog,130.0,31.0,136.0,777.0,4037.0,2831.0,69.0,https://pypi.org/project/structlog,2020-12-31 11:28:04.000,1206.0,494738.0,496277.0,https://anaconda.org/conda-forge/structlog,2021-01-04 12:27:27.303,83106.0,2.0,,,,,,,,
+43,logbook,https://github.com/getlogbook/logbook,,A cool logging replacement for Python.,logging,30,False,getlogbook/logbook,https://github.com/getlogbook/logbook,BSD-3-Clause,2010-07-22 10:13:12.000,2020-12-28 11:52:44.000,2019-10-16 17:48:40.000,1395.0,2019-01-16 20:35:25.000,1.4.3,36.0,conda-forge/logbook,,logbook,155.0,54.0,125.0,1194.0,4358.0,2392.0,76.0,https://pypi.org/project/logbook,2019-01-16 20:35:25.000,1966.0,175336.0,176534.0,https://anaconda.org/conda-forge/logbook,2020-10-21 06:22:02.307,26310.0,2.0,244.0,,,,,,,
+44,nose,https://github.com/nose-devs/nose,,nose is nicer testing for python.,testing,30,False,nose-devs/nose,https://github.com/nose-devs/nose,LGPL-2.1+,2011-12-13 19:36:32.000,2020-10-11 16:52:20.277,2016-03-04 01:16:26.000,1323.0,2015-06-02 09:12:36.000,1.3.7,14.0,conda-forge/nose,,nose,358.0,447.0,460.0,1004.0,187481.0,101007.0,95.0,https://pypi.org/project/nose,2015-06-02 09:12:36.000,86474.0,2222928.0,2251421.0,https://anaconda.org/conda-forge/nose,2020-10-11 16:52:20.277,1595617.0,2.0,,,,,,,,
+45,pytest-mock,https://github.com/pytest-dev/pytest-mock,,Thin-wrapper around the mock package for easier use with pytest.,testing,30,True,pytest-dev/pytest-mock,https://github.com/pytest-dev/pytest-mock,MIT,2014-07-17 00:40:32.000,2021-01-07 23:31:27.000,2021-01-04 19:35:14.000,957.0,2021-01-04 19:34:18.000,3.5.0,49.0,conda-forge/pytest-mock,['pytest'],pytest-mock,86.0,10.0,83.0,379.0,19768.0,13588.0,48.0,https://pypi.org/project/pytest-mock,2021-01-04 19:34:18.000,6180.0,1610914.0,1623166.0,https://anaconda.org/conda-forge/pytest-mock,2021-01-04 23:18:59.550,661645.0,2.0,,,,,,,,
+46,pytest-xdist,https://github.com/pytest-dev/pytest-xdist,,pytest plugin for distributed testing and loop-on-failures testing modes.,testing,30,True,pytest-dev/pytest-xdist,https://github.com/pytest-dev/pytest-xdist,MIT,2015-09-01 18:51:45.000,2020-12-15 12:07:15.000,2020-12-15 12:07:13.000,647.0,2020-12-14 12:15:22.000,2.2.0,54.0,conda-forge/pytest-xdist,['pytest'],pytest-xdist,139.0,173.0,220.0,836.0,20590.0,13248.0,70.0,https://pypi.org/project/pytest-xdist,2020-12-14 12:15:22.000,7342.0,2103912.0,2120879.0,https://anaconda.org/conda-forge/pytest-xdist,2020-12-14 15:51:37.434,916248.0,2.0,,,,,,,,
+47,coveralls-python,https://github.com/coveralls-clients/coveralls-python,,Show coverage stats online via coveralls.io.,testing,30,True,coveralls-clients/coveralls-python,https://github.com/coveralls-clients/coveralls-python,MIT,2013-02-06 20:48:39.000,2020-11-20 00:43:42.000,2020-11-20 00:41:51.000,445.0,2020-11-20 00:43:42.000,2.2.0,36.0,,['pytest'],coveralls,160.0,11.0,121.0,350.0,33062.0,16054.0,51.0,https://pypi.org/project/coveralls,2020-11-20 00:43:42.000,17008.0,278903.0,278903.0,,,,2.0,,,,,,,,
+48,pytest-html,https://github.com/pytest-dev/pytest-html,,Plugin for generating HTML reports for pytest results.,testing,30,True,pytest-dev/pytest-html,https://github.com/pytest-dev/pytest-html,MPL-2.0,2015-04-14 19:22:42.000,2021-01-06 11:33:39.000,2020-12-21 00:51:36.000,382.0,2020-12-13 15:24:58.000,3.1.1,44.0,conda-forge/pytest-html,['pytest'],pytest-html,156.0,72.0,175.0,375.0,7456.0,6472.0,43.0,https://pypi.org/project/pytest-html,2020-12-13 15:24:58.000,984.0,925689.0,927702.0,https://anaconda.org/conda-forge/pytest-html,2020-12-13 19:43:13.698,88583.0,2.0,,,,,,,,
+49,Glances,https://github.com/nicolargo/glances,,"Glances an Eye on your system. A top/htop alternative for GNU/Linux, BSD, Mac OS and Windows operating systems.",profiling,29,True,nicolargo/glances,https://github.com/nicolargo/glances,LGPL-3.0,2011-12-04 08:49:15.000,2021-01-04 11:10:31.000,2021-01-02 11:30:48.000,17469.0,2020-08-20 08:36:13.000,3.1.5,50.0,conda-forge/glances,,glances,1144.0,192.0,1109.0,3736.0,314.0,264.0,135.0,https://pypi.org/project/glances,2020-08-19 08:51:13.000,50.0,34869.0,36929.0,https://anaconda.org/conda-forge/glances,2020-03-10 23:31:03.583,119166.0,1.0,414.0,,,,,,,
+50,pudb,https://github.com/inducer/pudb,,Full-screen console debugger for Python.,debugging,29,True,inducer/pudb,https://github.com/inducer/pudb,MIT,2011-05-13 23:44:30.000,2021-01-08 03:55:16.000,2021-01-06 16:21:58.000,1939.0,2017-09-02 18:52:28.000,2017.1.4,68.0,conda-forge/pudb,,pudb,167.0,138.0,121.0,901.0,3560.0,2134.0,68.0,https://pypi.org/project/pudb,2020-12-21 04:20:59.000,1426.0,650919.0,652548.0,https://anaconda.org/conda-forge/pudb,2020-04-15 19:25:06.154,87968.0,1.0,,,,,,,,
+51,rope,https://github.com/python-rope/rope,,a python refactoring library.,refactoring,29,True,python-rope/rope,https://github.com/python-rope/rope,LGPL-3.0,2013-11-30 15:30:20.000,2020-12-26 03:56:35.000,2020-12-09 09:44:56.000,1063.0,2020-10-07 16:08:59.000,0.18.0,19.0,conda-forge/rope,,rope,118.0,75.0,103.0,1861.0,27418.0,24486.0,59.0,https://pypi.org/project/rope,2020-10-07 16:08:59.000,2932.0,139165.0,149478.0,https://anaconda.org/conda-forge/rope,2020-10-07 18:16:45.645,464113.0,1.0,,,,,,,,
+52,pydocstyle,https://github.com/PyCQA/pydocstyle,,docstring style checker.,linters,29,True,PyCQA/pydocstyle,https://github.com/PyCQA/pydocstyle,MIT,2012-01-31 17:18:23.000,2020-09-21 00:19:01.000,2020-09-19 00:07:00.000,738.0,2020-08-29 20:58:00.000,5.1.1,14.0,conda-forge/pydocstyle,,pydocstyle,144.0,64.0,186.0,693.0,17617.0,13697.0,71.0,https://pypi.org/project/pydocstyle,2020-08-29 20:56:43.000,3920.0,629286.0,634362.0,https://anaconda.org/conda-forge/pydocstyle,2020-08-30 00:38:13.707,274106.0,2.0,51.0,,,,,,,
+53,alabaster,https://github.com/bitprophet/alabaster,,"Lightweight, configurable Sphinx theme. Now the Sphinx default!.",documentation,29,True,bitprophet/alabaster,https://github.com/bitprophet/alabaster,BSD-3-Clause,2013-12-07 00:03:15.000,2020-07-22 08:04:58.000,2020-01-10 23:50:18.000,587.0,2018-10-03 01:39:17.000,0.7.12,24.0,conda-forge/alabaster,['sphinx'],alabaster,151.0,75.0,50.0,350.0,53147.0,38249.0,28.0,https://pypi.org/project/alabaster,2018-10-03 01:39:17.000,14898.0,1945968.0,1978548.0,https://anaconda.org/conda-forge/alabaster,2018-10-03 15:29:30.017,1759337.0,2.0,,,,,,,,
+54,typed_ast,https://github.com/python/typed_ast,,Modified fork of CPython's ast module that parses `# type:` comments.,ast,29,True,python/typed_ast,https://github.com/python/typed_ast,Apache-2.0,2016-02-16 22:40:09.000,2020-12-30 23:50:52.000,2020-12-30 23:50:51.000,171.0,2020-12-30 23:17:52.000,1.4.2,28.0,,,typed_ast,44.0,4.0,72.0,167.0,10362.0,,19.0,https://pypi.org/project/typed_ast,2020-12-30 23:17:52.000,10362.0,5794288.0,5794288.0,,,,1.0,,,,,,,,
+55,PySnooper,https://github.com/cool-RR/PySnooper,,Never use print for debugging again.,debugging,28,True,cool-RR/PySnooper,https://github.com/cool-RR/PySnooper,MIT,2019-04-18 13:55:43.000,2020-12-28 18:13:10.000,2020-12-28 18:13:09.000,14128.0,2020-09-14 09:47:00.000,0.4.2,53.0,conda-forge/pysnooper,,pysnooper,872.0,17.0,89.0,288.0,378.0,332.0,25.0,https://pypi.org/project/pysnooper,2020-09-14 09:47:00.000,46.0,20672.0,22182.0,https://anaconda.org/conda-forge/pysnooper,2020-09-14 13:44:42.361,30214.0,2.0,,,,,,,,
+56,pipreqs,https://github.com/bndr/pipreqs,,pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this..,dependency-managers,28,True,bndr/pipreqs,https://github.com/bndr/pipreqs,Apache-2.0,2015-04-22 16:38:14.000,2020-12-10 09:04:42.000,2020-05-18 23:46:19.000,3123.0,2019-11-14 11:06:56.000,0.4.10,38.0,conda-forge/pipreqs,,pipreqs,200.0,93.0,63.0,260.0,4427.0,3899.0,36.0,https://pypi.org/project/pipreqs,2019-11-14 11:00:54.000,528.0,35870.0,36236.0,https://anaconda.org/conda-forge/pipreqs,2019-11-14 14:53:43.131,19057.0,3.0,,,,,,,,
+57,pex,https://github.com/pantsbuild/pex,,A library and tool for generating .pex (Python EXecutable) files.,packaging,28,True,pantsbuild/pex,https://github.com/pantsbuild/pex,Apache-2.0,2014-07-21 17:06:12.000,2021-01-08 23:46:20.000,2021-01-08 23:46:18.000,1788.0,2020-12-16 00:15:53.000,2.1.24,113.0,,,pex,188.0,138.0,489.0,804.0,230.0,,95.0,https://pypi.org/project/pex,2020-12-16 00:11:35.000,230.0,59865.0,63312.0,,,,1.0,227546.0,,,,,,,
+58,radon,https://github.com/rubik/radon,,Various code metrics for Python code.,code-metrics,28,True,rubik/radon,https://github.com/rubik/radon,MIT,2012-09-20 18:58:58.000,2020-12-30 20:02:44.000,2020-09-28 16:15:09.000,1171.0,2020-09-18 13:15:32.000,4.3.2,45.0,conda-forge/radon,,radon,83.0,20.0,124.0,501.0,2643.0,1545.0,41.0,https://pypi.org/project/radon,2020-09-18 13:15:32.000,1098.0,101310.0,101933.0,https://anaconda.org/conda-forge/radon,2020-09-18 20:13:31.841,24305.0,1.0,,,,,,,,
+59,pytest-asyncio,https://github.com/pytest-dev/pytest-asyncio,,Pytest support for asyncio.,testing,28,True,pytest-dev/pytest-asyncio,https://github.com/pytest-dev/pytest-asyncio,Apache-2.0,2015-04-11 00:18:05.000,2020-12-01 01:03:16.000,2020-12-01 01:03:15.000,657.0,2020-06-23 22:10:28.000,0.14.0,18.0,conda-forge/pytest-asyncio,['pytest'],pytest-asyncio,74.0,59.0,91.0,157.0,10103.0,8075.0,26.0,https://pypi.org/project/pytest-asyncio,2020-06-23 22:10:28.000,2028.0,550088.0,556123.0,https://anaconda.org/conda-forge/pytest-asyncio,2020-10-30 17:49:56.641,265570.0,2.0,,,,,,,,
+60,breathe,https://github.com/michaeljones/breathe,,ReStructuredText and Sphinx bridge to Doxygen.,documentation,28,True,michaeljones/breathe,https://github.com/michaeljones/breathe,BSD-3-Clause,2009-02-03 18:52:25.000,2021-01-08 04:56:58.938,2021-01-08 00:06:53.000,503.0,2021-01-08 00:09:39.000,4.26.0,52.0,conda-forge/breathe,,breathe,134.0,93.0,300.0,1344.0,5819.0,3811.0,87.0,https://pypi.org/project/breathe,2021-01-08 00:09:39.000,2008.0,45341.0,48619.0,https://anaconda.org/conda-forge/breathe,2021-01-08 04:56:58.938,167181.0,2.0,,,,,,,,
+61,flake8-bugbear,https://github.com/PyCQA/flake8-bugbear,,A plugin for Flake8 finding likely bugs and design problems in your program. Contains warnings that don't belong in..,linters,28,True,PyCQA/flake8-bugbear,https://github.com/PyCQA/flake8-bugbear,MIT,2016-03-15 20:54:43.000,2020-11-29 22:09:57.000,2020-11-29 22:09:56.000,494.0,2020-11-23 23:15:47.000,20.11.1,29.0,conda-forge/flake8-bugbear,['flake8'],flake8-bugbear,36.0,32.0,48.0,151.0,3915.0,2875.0,32.0,https://pypi.org/project/flake8-bugbear,2020-11-23 23:15:47.000,1040.0,269218.0,278963.0,https://anaconda.org/conda-forge/flake8-bugbear,2020-11-24 05:42:24.272,165671.0,2.0,,,,,,,,
+62,setuptools_scm,https://github.com/pypa/setuptools_scm,,the blessed package to manage your versions by scm tags.,build-tools,28,True,pypa/setuptools_scm,https://github.com/pypa/setuptools_scm,MIT,2015-07-01 17:57:56.000,2020-12-14 03:19:38.747,2020-12-13 22:15:44.000,418.0,2020-12-13 22:17:40.000,5.0.1,47.0,conda-forge/setuptools_scm,,setuptools_scm,119.0,54.0,248.0,947.0,694.0,,77.0,https://pypi.org/project/setuptools_scm,2018-08-09 06:35:57.000,694.0,7270946.0,7279979.0,https://anaconda.org/conda-forge/setuptools_scm,2020-12-14 03:19:38.747,523923.0,2.0,,,,,,,,
+63,mccabe,https://github.com/PyCQA/mccabe,,McCabe complexity checker for Python.,code-metrics,28,True,PyCQA/mccabe,https://github.com/PyCQA/mccabe,Saxpath,2013-02-20 22:19:04.000,2020-11-23 03:29:18.000,2020-10-03 17:22:54.000,366.0,2017-01-26 22:13:14.000,0.6.1,11.0,conda-forge/mccabe,,mccabe,37.0,7.0,33.0,128.0,196248.0,165238.0,20.0,https://pypi.org/project/mccabe,2017-01-26 22:13:14.000,31010.0,6720458.0,6756967.0,https://anaconda.org/conda-forge/mccabe,2018-07-08 18:43:04.536,2008044.0,1.0,,,,,,,,
+64,hacking,https://github.com/openstack/hacking,,OpenStack Hacking Style Checks. Mirror of code maintained at opendev.org.,linters,28,True,openstack/hacking,https://github.com/openstack/hacking,Apache-2.0,2013-03-26 21:09:28.000,2020-11-25 21:07:11.000,2020-11-25 20:26:24.000,210.0,2020-11-12 11:18:09.000,4.0.0,36.0,,['flake8'],hacking,68.0,,,1039.0,8690.0,,175.0,https://pypi.org/project/hacking,2020-11-12 11:18:09.000,8690.0,56816.0,56816.0,,,,2.0,,,,,,,,
+65,gast,https://github.com/serge-sans-paille/gast,,Python AST that abstracts the underlying Python version.,ast,28,True,serge-sans-paille/gast,https://github.com/serge-sans-paille/gast,BSD-3-Clause,2016-07-18 10:39:07.000,2020-11-26 20:25:06.000,2020-11-26 20:24:53.000,96.0,2020-08-07 21:45:21.000,0.4.0,16.0,conda-forge/gast,,gast,21.0,4.0,20.0,80.0,48228.0,44840.0,10.0,https://pypi.org/project/gast,2020-08-07 21:45:21.000,3388.0,4005577.0,4035553.0,https://anaconda.org/conda-forge/gast,2020-08-07 22:36:47.303,959242.0,2.0,,,,,,,,
+66,Nuitka,https://github.com/Nuitka/Nuitka,,"Nuitka is a Python compiler written in Python. It's fully compatible with Python 2.6, 2.7, 3.3, 3.4, 3.5, 3.6, 3.7,..",packaging,27,True,Nuitka/Nuitka,https://github.com/Nuitka/Nuitka,Apache-2.0,2013-04-23 15:40:33.000,2021-01-08 20:11:01.688,2021-01-07 08:27:02.000,3690.0,2020-12-07 11:50:19.000,0.6.10,125.0,conda-forge/nuitka,,nuitka,248.0,172.0,576.0,7102.0,54.0,,87.0,https://pypi.org/project/nuitka,2020-12-30 01:13:12.000,54.0,7554.0,11751.0,https://anaconda.org/conda-forge/nuitka,2021-01-08 20:11:01.688,239232.0,2.0,,,,,,,,
+67,mimesis,https://github.com/lk-geimfari/mimesis,,"Mimesis is a high-performance fake data generator for Python, which provides data for a variety of purposes in a..",testing,27,True,lk-geimfari/mimesis,https://github.com/lk-geimfari/mimesis,MIT,2016-09-09 21:41:22.000,2021-01-08 22:39:06.000,2021-01-08 22:38:59.000,3191.0,2020-12-21 11:12:37.000,4.1.3,30.0,,,mimesis,268.0,12.0,270.0,1916.0,84.0,,106.0,https://pypi.org/project/mimesis,2020-12-21 11:12:37.000,84.0,14192.0,14194.0,,,,2.0,136.0,,,,,,,
+68,pytype,https://github.com/google/pytype,,A static type analyzer for Python code.,linters,27,True,google/pytype,https://github.com/google/pytype,Apache-2.0,2015-03-18 20:52:08.000,2021-01-09 00:24:37.000,2021-01-08 23:51:44.000,3044.0,2020-12-23 23:04:26.000,2020.12.23,82.0,conda-forge/pytype,,pytype,173.0,132.0,246.0,3978.0,88.0,,53.0,https://pypi.org/project/pytype,2020-12-23 23:04:26.000,88.0,35834.0,39018.0,https://anaconda.org/conda-forge/pytype,2020-10-13 18:48:00.617,25473.0,2.0,,,,,,,,
+69,memory-profiler,https://github.com/pythonprofilers/memory_profiler,,Monitor Memory usage of Python code.,profiling,27,True,pythonprofilers/memory_profiler,https://github.com/pythonprofilers/memory_profiler,BSD-3-Clause,2011-10-14 11:56:14.000,2020-12-03 12:57:49.000,2020-12-03 12:57:47.000,2674.0,2018-08-16 03:16:49.000,0.54.0,52.0,,,memory_profiler,292.0,82.0,98.0,618.0,534.0,,83.0,https://pypi.org/project/memory_profiler,2018-08-16 03:16:49.000,534.0,116227.0,116227.0,,,,2.0,,,,,,,,
+70,pyinstrument,https://github.com/joerick/pyinstrument,,Call stack profiler for Python. Shows you why your code is slow!.,profiling,27,True,joerick/pyinstrument,https://github.com/joerick/pyinstrument,BSD-3-Clause,2014-03-13 17:53:13.000,2020-12-31 09:47:08.000,2020-12-31 09:47:07.000,2401.0,2020-08-21 11:12:14.000,3.2.0,26.0,conda-forge/pyinstrument,,pyinstrument,91.0,18.0,51.0,407.0,337.0,201.0,22.0,https://pypi.org/project/pyinstrument,2020-09-09 18:00:59.000,136.0,69193.0,70351.0,https://anaconda.org/conda-forge/pyinstrument,2020-12-17 19:08:06.344,60256.0,2.0,,,,,,,,
+71,Diamond,https://github.com/python-diamond/Diamond,,Diamond is a python daemon that collects system metrics and publishes them to Graphite (and others). It is capable of..,profiling,27,False,python-diamond/Diamond,https://github.com/python-diamond/Diamond,MIT,2013-10-11 23:32:13.000,2020-12-28 06:55:11.000,2018-03-15 16:54:31.000,1595.0,2016-11-25 22:13:29.000,4.0.515,36.0,,,diamond,592.0,226.0,128.0,3219.0,85.0,54.0,342.0,https://pypi.org/project/diamond,2016-11-25 22:13:29.000,31.0,19533.0,19533.0,,,,2.0,,,,,,,,
+72,prospector,https://github.com/PyCQA/prospector,,"Inspects Python source files and provides information about type and location of classes, methods etc.",code-metrics,27,True,PyCQA/prospector,https://github.com/PyCQA/prospector,GPL-2.0,2013-08-05 07:26:30.000,2020-12-30 15:25:53.000,2020-10-21 22:30:57.000,1359.0,2020-10-21 22:32:26.000,1.3.1,91.0,conda-forge/prospector,,prospector,115.0,36.0,211.0,1051.0,3151.0,2013.0,67.0,https://pypi.org/project/prospector,2020-10-21 22:31:43.000,1138.0,72002.0,72405.0,https://anaconda.org/conda-forge/prospector,2020-11-18 00:26:14.628,21376.0,2.0,,,,,,,,
+73,wemake-python-styleguide,https://github.com/wemake-services/wemake-python-styleguide,,The strictest and most opinionated python linter ever!.,linters,27,True,wemake-services/wemake-python-styleguide,https://github.com/wemake-services/wemake-python-styleguide,MIT,2018-03-09 21:04:25.000,2021-01-08 08:09:51.000,2021-01-08 08:09:49.000,1317.0,2020-07-29 16:50:22.000,0.14.1,48.0,,,wemake-python-styleguide,257.0,102.0,815.0,1513.0,238.0,231.0,130.0,https://pypi.org/project/wemake-python-styleguide,2020-07-29 15:43:28.000,7.0,17838.0,17838.0,,,,2.0,,,,,,,,
+74,pyelftools,https://github.com/eliben/pyelftools,,Parsing ELF and DWARF in Python.,debugging,27,True,eliben/pyelftools,https://github.com/eliben/pyelftools,Unlicense,2013-06-08 22:55:54.000,2020-12-07 16:36:48.000,2020-12-07 16:36:47.000,1141.0,,,7.0,conda-forge/pyelftools,,pyelftools,377.0,48.0,105.0,563.0,2537.0,1653.0,73.0,https://pypi.org/project/pyelftools,2019-12-05 13:39:36.000,884.0,402672.0,403640.0,https://anaconda.org/conda-forge/pyelftools,2020-10-27 16:16:13.901,56170.0,2.0,,,,,,,,
+75,vulture,https://github.com/jendrikseipp/vulture,,Find dead Python code.,refactoring,27,True,jendrikseipp/vulture,https://github.com/jendrikseipp/vulture,MIT,2016-08-11 15:39:58.647,2020-11-20 08:50:44.000,2020-11-20 08:50:43.000,1121.0,2020-08-19 09:18:57.000,2.1,39.0,conda-forge/vulture,,vulture,63.0,8.0,127.0,667.0,1151.0,791.0,25.0,https://pypi.org/project/vulture,2020-08-11 21:29:41.000,360.0,59885.0,60591.0,https://anaconda.org/conda-forge/vulture,2020-08-11 23:14:02.062,37456.0,2.0,,,,,,,,
+76,doit,https://github.com/pydoit/doit,,task management & automation tool.,build-tools,27,True,pydoit/doit,https://github.com/pydoit/doit,MIT,2014-02-14 22:21:23.000,2020-12-08 01:22:37.000,2020-09-01 16:32:08.000,942.0,2020-09-04 06:38:01.000,0.33.1,43.0,conda-forge/doit,,doit,112.0,65.0,185.0,1339.0,1112.0,646.0,50.0,https://pypi.org/project/doit,2020-09-04 06:38:01.000,466.0,37355.0,38418.0,https://anaconda.org/conda-forge/doit,2020-10-11 16:47:23.103,39335.0,3.0,,,,,,,,
+77,safety,https://github.com/pyupio/safety,,Safety checks your installed dependencies for known security vulnerabilities.,security,27,True,pyupio/safety,https://github.com/pyupio/safety,MIT,2016-10-19 13:22:56.000,2021-01-05 15:51:57.000,2021-01-03 13:45:00.000,924.0,2021-01-03 13:51:11.000,1.10.1,35.0,conda-forge/safety,,safety,79.0,42.0,67.0,338.0,2131.0,1587.0,33.0,https://pypi.org/project/safety,2021-01-03 13:52:21.000,544.0,239419.0,241346.0,https://anaconda.org/conda-forge/safety,2021-01-03 19:23:50.626,11689.0,2.0,13436.0,,,,,,,
+78,nose2,https://github.com/nose-devs/nose2,,"The successor to nose, based on unittest2.",testing,27,True,nose-devs/nose2,https://github.com/nose-devs/nose2,BSD-3-Clause,2011-12-14 15:33:15.000,2021-01-03 17:10:37.000,2020-03-03 16:52:03.000,659.0,2020-02-02 00:58:56.000,0.9.2,25.0,conda-forge/nose2,,nose2,127.0,62.0,178.0,934.0,5289.0,3351.0,69.0,https://pypi.org/project/nose2,2020-02-02 00:58:56.000,1938.0,154222.0,154953.0,https://anaconda.org/conda-forge/nose2,2020-02-02 06:02:02.004,23397.0,2.0,,,,,,,,
+79,Yappi,https://github.com/sumerc/yappi,,"Yet Another Python Profiler, but this time thread&coroutine&greenlet aware.",profiling,27,True,sumerc/yappi,https://github.com/sumerc/yappi,MIT,2009-10-07 20:46:30.000,2020-12-23 06:06:36.000,2020-12-09 16:11:46.000,557.0,2020-11-27 15:28:40.000,1.3.2,17.0,conda-forge/yappi,,yappi,38.0,10.0,30.0,635.0,988.0,348.0,21.0,https://pypi.org/project/yappi,2020-11-27 15:28:40.000,640.0,68850.0,70207.0,https://anaconda.org/conda-forge/yappi,2020-11-28 16:22:51.992,58361.0,2.0,,,,,,,,
+80,astor,https://github.com/berkerpeksag/astor,,Python AST read/write.,ast,27,True,berkerpeksag/astor,https://github.com/berkerpeksag/astor,BSD-3-Clause,2012-09-19 23:02:51.000,2020-12-23 02:40:21.000,2020-01-08 07:29:19.000,542.0,2019-12-10 01:50:33.000,0.8.1,14.0,conda-forge/astor,,astor,77.0,35.0,67.0,258.0,3756.0,,28.0,https://pypi.org/project/astor,2019-12-10 01:50:33.000,3756.0,1922526.0,1945015.0,https://anaconda.org/conda-forge/astor,2020-07-01 13:36:26.971,1012029.0,3.0,,,,,,,,
+81,pylint-django,https://github.com/PyCQA/pylint-django,,Pylint plugin for improving code analysis for when using Django.,linters,27,True,PyCQA/pylint-django,https://github.com/PyCQA/pylint-django,GPL-2.0,2013-10-01 06:35:15.000,2021-01-08 20:29:12.000,2021-01-07 22:14:35.000,436.0,2021-01-07 22:15:24.000,2.4.1,47.0,conda-forge/pylint-django,['pylint'],pylint-django,93.0,22.0,140.0,527.0,13562.0,11316.0,55.0,https://pypi.org/project/pylint-django,2021-01-07 22:15:24.000,2246.0,247025.0,248344.0,https://anaconda.org/conda-forge/pylint-django,2020-11-12 20:29:43.370,69414.0,2.0,160.0,,,,,,,
+82,ddt,https://github.com/datadriventests/ddt,,Data-Driven Tests for Python Unittest.,testing,27,True,datadriventests/ddt,https://github.com/datadriventests/ddt,MIT,2012-02-11 22:57:10.000,2020-12-11 12:47:31.000,2020-05-15 02:47:02.000,379.0,2020-05-15 02:43:35.000,1.4.1,26.0,conda-forge/ddt,,ddt,93.0,16.0,29.0,206.0,5693.0,3209.0,32.0,https://pypi.org/project/ddt,2020-05-15 02:43:35.000,2484.0,130691.0,131830.0,https://anaconda.org/conda-forge/ddt,2020-05-15 03:17:11.932,52437.0,2.0,,,,,,,,
+83,pyenv,https://github.com/pyenv/pyenv,,Simple Python version management.,virtual-envs,26,True,pyenv/pyenv,https://github.com/pyenv/pyenv,MIT,2012-08-31 06:57:52.000,2021-01-09 01:28:21.000,2021-01-09 01:28:20.000,21981.0,2020-10-09 12:14:04.000,1.2.21,29.0,,,pyenv,1881.0,276.0,945.0,2334.0,1.0,,298.0,https://pypi.org/project/pyenv,2019-01-12 14:42:27.000,1.0,3988.0,3988.0,,,,2.0,,,,,,,,
+84,py-spy,https://github.com/benfred/py-spy,,Sampling profiler for Python programs.,profiling,26,True,benfred/py-spy,https://github.com/benfred/py-spy,MIT,2018-08-01 02:22:15.000,2021-01-08 05:20:26.000,2021-01-06 18:25:58.000,6387.0,2020-02-24 06:04:00.000,0.3.3,26.0,,,py-spy,216.0,53.0,126.0,340.0,531.0,506.0,19.0,https://pypi.org/project/py-spy,2020-06-22 23:38:51.000,25.0,224873.0,225098.0,,,,3.0,4060.0,py-spy,,,,,,
+85,pyright,https://github.com/microsoft/pyright,,Static type checker for Python.,linters,26,True,Microsoft/pyright,https://github.com/microsoft/pyright,MIT,2019-03-12 03:38:46.000,2021-01-08 19:11:08.000,2021-01-08 19:11:00.000,6100.0,2021-01-03 20:10:31.000,1.1.99,183.0,,,,249.0,11.0,1152.0,2818.0,38.0,34.0,48.0,,,,,24947.0,,,,2.0,,,pyright,https://www.npmjs.com/package/pyright,2021-01-03 20:06:37.500,4.0,24947.0,
+86,pyre-check,https://github.com/facebook/pyre-check,,Performant type-checking for python.,linters,26,True,facebook/pyre-check,https://github.com/facebook/pyre-check,MIT,2017-11-10 17:31:36.000,2021-01-08 23:38:29.000,2021-01-08 23:38:22.000,5121.0,2020-11-12 01:14:55.000,0.0.58,54.0,,,pyre-check,296.0,59.0,172.0,8319.0,23.0,,140.0,https://pypi.org/project/pyre-check,2020-11-12 01:14:55.000,23.0,5988.0,5988.0,,,,2.0,,,,,,,,
+87,coala,https://github.com/coala/coala,,"coala provides a unified command-line interface for linting and fixing all your code, regardless of the programming..",linters,26,True,coala/coala,https://github.com/coala/coala,AGPL-3.0,2014-05-15 11:35:34.000,2021-01-08 15:51:12.000,2020-05-04 07:15:23.000,3116.0,2017-05-30 10:07:57.000,0.11.1,730.0,,,coala-bears,1363.0,852.0,2353.0,4469.0,82.0,10.0,473.0,https://pypi.org/project/coala-bears,2017-11-10 21:04:50.000,72.0,5724.0,5725.0,,,,2.0,135.0,,,,,,,
+88,pytest-bdd,https://github.com/pytest-dev/pytest-bdd,,BDD library for the py.test runner.,testing,26,True,pytest-dev/pytest-bdd,https://github.com/pytest-dev/pytest-bdd,MIT,2013-03-29 07:27:43.000,2020-12-07 12:42:45.000,2020-12-07 12:38:07.000,760.0,2020-12-07 12:41:15.000,4.0.2,89.0,conda-forge/pytest-bdd,['pytest'],pytest-bdd,129.0,102.0,126.0,634.0,1354.0,1086.0,37.0,https://pypi.org/project/pytest-bdd,2020-12-07 12:41:15.000,268.0,56874.0,57750.0,https://anaconda.org/conda-forge/pytest-bdd,2020-02-03 16:53:59.114,17536.0,3.0,,,,,,,,
+89,pytest-benchmark,https://github.com/ionelmc/pytest-benchmark,,py.test fixture for benchmarking code.,testing,26,True,ionelmc/pytest-benchmark,https://github.com/ionelmc/pytest-benchmark,BSD-2-Clause,2014-10-10 10:55:33.000,2020-11-02 10:37:20.000,2020-11-02 10:37:12.000,695.0,2020-01-10 10:25:10.000,3.2.3,39.0,conda-forge/pytest-benchmark,['pytest'],pytest-benchmark,62.0,62.0,74.0,953.0,2219.0,1489.0,29.0,https://pypi.org/project/pytest-benchmark,2020-01-10 10:25:10.000,730.0,122561.0,128151.0,https://anaconda.org/conda-forge/pytest-benchmark,2020-03-24 11:45:49.727,324240.0,3.0,,,,,,,,
+90,green,https://github.com/CleanCut/green,,"Green is a clean, colorful, fast python test runner.",testing,26,True,CleanCut/green,https://github.com/CleanCut/green,MIT,2014-04-01 20:08:18.000,2020-12-14 17:20:18.000,2020-12-14 17:20:18.000,680.0,2020-11-23 18:43:18.000,3.2.5,139.0,conda-forge/green,,green,73.0,12.0,158.0,1036.0,903.0,545.0,37.0,https://pypi.org/project/green,2020-11-23 18:43:18.000,358.0,9739.0,11316.0,https://anaconda.org/conda-forge/green,2020-11-12 18:09:27.157,63104.0,3.0,,,,,,,,
+91,pytest-sugar,https://github.com/Teemu/pytest-sugar,,"a plugin for py.test that changes the default look and feel of py.test (e.g. progressbar, show tests that fail..",testing,26,True,Teemu/pytest-sugar,https://github.com/Teemu/pytest-sugar,BSD-3-Clause,2013-06-25 21:09:27.000,2020-10-24 19:01:48.000,2020-10-24 18:04:51.000,658.0,2020-04-26 13:34:09.000,0.9.3,24.0,conda-forge/pytest-sugar,['pytest'],pytest-sugar,48.0,35.0,68.0,344.0,11129.0,6549.0,38.0,https://pypi.org/project/pytest-sugar,2020-04-26 13:34:09.000,4580.0,225159.0,227256.0,https://anaconda.org/conda-forge/pytest-sugar,2020-09-18 13:41:24.029,86012.0,3.0,,,,,,,,
+92,pdbpp,https://github.com/pdbpp/pdbpp,,"pdb++, a drop-in replacement for pdb (the Python debugger).",debugging,26,True,pdbpp/pdbpp,https://github.com/pdbpp/pdbpp,BSD-3-Clause,2017-06-11 13:42:16.000,2020-12-30 21:40:44.000,2020-11-22 13:22:19.000,648.0,2019-04-18 20:10:18.000,0.10.2,25.0,conda-forge/pdbpp,,pdbpp,35.0,50.0,105.0,682.0,2787.0,1831.0,39.0,https://pypi.org/project/pdbpp,2019-10-04 12:04:09.000,956.0,71746.0,72937.0,https://anaconda.org/conda-forge/pdbpp,2019-05-07 20:32:36.208,48846.0,2.0,,,,,,,,
+93,PyHamcrest,https://github.com/hamcrest/PyHamcrest,,Hamcrest matchers for Python.,testing,26,True,hamcrest/PyHamcrest,https://github.com/hamcrest/PyHamcrest,BSD-3-Clause,2010-12-24 02:55:56.000,2020-10-30 10:46:27.000,2020-10-23 23:38:43.000,515.0,2020-03-02 14:42:32.000,2.0.2,22.0,conda-forge/pyhamcrest,,pyhamcrest,79.0,10.0,40.0,531.0,3392.0,,34.0,https://pypi.org/project/pyhamcrest,2020-03-02 14:42:32.000,3392.0,1503588.0,1509137.0,https://anaconda.org/conda-forge/pyhamcrest,2020-03-02 15:36:14.195,310794.0,3.0,,,,,,,,
+94,buildout,https://github.com/buildout/buildout,,Buildout is a deployment automation tool written in and extended with Python.,build-tools,26,False,buildout/buildout,https://github.com/buildout/buildout,ZPL-2.1,2012-03-25 21:47:18.000,2020-10-13 15:54:16.000,2020-10-13 15:54:13.000,500.0,2020-02-11 15:14:12.000,2.13.3,100.0,,,zc.buildout,170.0,138.0,184.0,1574.0,1974.0,,87.0,https://pypi.org/project/zc.buildout,2020-05-25 08:46:02.000,1974.0,93384.0,93384.0,,,,3.0,,,,,,,,
+95,nox,https://github.com/theacodes/nox,,Flexible test automation for Python.,testing,26,True,theacodes/nox,https://github.com/theacodes/nox,Apache-2.0,2016-02-24 04:02:58.000,2021-01-06 20:13:32.270,2021-01-01 01:11:36.000,469.0,2021-01-01 01:16:23.000,2020.12.31,18.0,conda-forge/nox,['pytest'],nox,80.0,50.0,139.0,340.0,467.0,411.0,47.0,https://pypi.org/project/nox,2021-01-01 01:16:23.000,56.0,261928.0,262499.0,https://anaconda.org/conda-forge/nox,2021-01-06 20:13:32.270,15434.0,3.0,,,,,,,,
+96,sphinx-autodoc-typehints,https://github.com/agronholm/sphinx-autodoc-typehints,,Type hints support for the Sphinx autodoc extension.,documentation,26,True,agronholm/sphinx-autodoc-typehints,https://github.com/agronholm/sphinx-autodoc-typehints,MIT,2015-09-21 20:41:41.000,2020-12-21 10:53:12.000,2020-10-12 20:32:13.000,298.0,2020-06-21 06:33:28.000,1.11.1,28.0,conda-forge/sphinx-autodoc-typehints,['sphinx'],sphinx-autodoc-typehints,60.0,39.0,66.0,157.0,1380.0,,27.0,https://pypi.org/project/sphinx-autodoc-typehints,2020-10-12 20:37:53.000,1380.0,87235.0,90289.0,https://anaconda.org/conda-forge/sphinx-autodoc-typehints,2020-10-12 21:34:27.077,116072.0,2.0,,,,,,,,
+97,sphinx-autobuild,https://github.com/executablebooks/sphinx-autobuild,,Watch a Sphinx directory and rebuild the documentation when a change is detected. Also includes a livereload enabled..,documentation,26,True,executablebooks/sphinx-autobuild,https://github.com/executablebooks/sphinx-autobuild,MIT,2013-12-25 17:09:56.000,2020-12-18 12:21:01.000,2020-11-05 11:21:34.000,297.0,2017-07-05 10:52:34.000,0.7.1,13.0,conda-forge/sphinx-autobuild,['sphinx'],sphinx-autobuild,49.0,10.0,44.0,276.0,4682.0,,17.0,https://pypi.org/project/sphinx-autobuild,2017-07-05 10:52:34.000,4682.0,125916.0,126711.0,https://anaconda.org/conda-forge/sphinx-autobuild,2020-12-16 17:57:16.464,35799.0,2.0,,,,,,,,
+98,pep8-naming,https://github.com/PyCQA/pep8-naming,,Naming Convention checker for Python.,linters,26,False,PyCQA/pep8-naming,https://github.com/PyCQA/pep8-naming,Saxpath,2013-02-09 18:32:52.000,2021-01-05 20:59:00.000,2021-01-05 19:26:21.000,267.0,2020-06-16 23:48:52.000,0.11.1,21.0,conda-forge/pep8-naming,,pep8-naming,44.0,9.0,61.0,210.0,8505.0,5477.0,26.0,https://pypi.org/project/pep8-naming,2020-06-16 23:48:52.000,3028.0,269426.0,272374.0,https://anaconda.org/conda-forge/pep8-naming,2020-07-01 03:49:33.929,173952.0,2.0,,,,,,,,
+99,pytest-mypy,https://github.com/dbader/pytest-mypy,,Mypy static type checker plugin for Pytest.,testing,26,True,dbader/pytest-mypy,https://github.com/dbader/pytest-mypy,MIT,2016-09-29 14:39:23.000,2020-11-24 14:50:18.057,2020-11-13 23:44:03.000,185.0,2020-11-14 01:36:41.000,0.8.0,16.0,conda-forge/pytest-mypy,['pytest'],pytest-mypy,30.0,8.0,32.0,202.0,1110.0,844.0,15.0,https://pypi.org/project/pytest-mypy,2020-11-14 01:36:41.000,266.0,100298.0,100875.0,https://anaconda.org/conda-forge/pytest-mypy,2020-11-24 14:50:18.057,6349.0,3.0,,,,,,,,
+100,sqlmap,https://github.com/sqlmapproject/sqlmap,,Automatic SQL injection and database takeover tool.,security,25,True,sqlmapproject/sqlmap,https://github.com/sqlmapproject/sqlmap,GPL-3.0,2012-06-26 09:52:15.000,2021-01-07 13:20:11.000,2021-01-07 13:20:03.000,19093.0,2021-01-03 14:27:24.000,1.5,63.0,,,sqlmap,4096.0,44.0,4134.0,9661.0,8.0,,102.0,https://pypi.org/project/sqlmap,2021-01-03 14:25:31.000,8.0,5752.0,5752.0,,,,2.0,,,,,,,,
+101,line_profiler,https://github.com/pyutils/line_profiler,,Line-by-line profiling for Python.,profiling,25,True,pyutils/line_profiler,https://github.com/pyutils/line_profiler,BSD-3-Clause,2016-05-26 17:37:38.151,2020-11-25 23:27:25.000,2020-11-19 15:52:01.000,3490.0,2020-01-12 22:11:51.000,3.0.2,8.0,conda-forge/line_profiler,,line_profiler,245.0,21.0,7.0,139.0,692.0,,20.0,https://pypi.org/project/line_profiler,2017-12-20 02:30:37.000,692.0,202141.0,204744.0,https://anaconda.org/conda-forge/line_profiler,2020-11-21 01:07:52.592,145810.0,3.0,,,,,,,,
+102,uiautomator,https://github.com/xiaocong/uiautomator,,Python wrapper of Android uiautomator test tool.,testing,25,True,xiaocong/uiautomator,https://github.com/xiaocong/uiautomator,MIT,2013-08-18 03:38:50.000,2020-12-29 05:34:09.000,2020-11-16 01:36:32.000,1622.0,2020-11-16 03:43:07.000,1.0.2,41.0,,,uiautomator,571.0,165.0,114.0,316.0,295.0,173.0,13.0,https://pypi.org/project/uiautomator,2020-11-16 03:43:07.000,122.0,4557.0,4557.0,,,,3.0,,,,,,,,
+103,flit,https://github.com/takluyver/flit,,Simplified packaging of Python modules.,build-tools,25,True,takluyver/flit,https://github.com/takluyver/flit,BSD-3-Clause,2015-03-13 21:22:27.000,2020-12-04 10:55:35.000,2020-11-19 11:50:56.000,1278.0,2020-04-08 08:04:11.000,3.0.0,38.0,conda-forge/flit,,flit,63.0,68.0,147.0,847.0,226.0,,41.0,https://pypi.org/project/flit,2020-09-06 10:57:48.000,226.0,35656.0,37064.0,https://anaconda.org/conda-forge/flit,2020-10-14 10:18:51.643,66211.0,3.0,,,,,,,,
+104,pybuilder,https://github.com/pybuilder/pybuilder,,Software build automation tool for Python.,build-tools,25,True,pybuilder/pybuilder,https://github.com/pybuilder/pybuilder,Apache-2.0,2012-07-23 11:38:06.000,2020-10-21 02:59:32.000,2020-10-18 16:56:10.000,1271.0,2020-10-06 16:13:40.000,0.12.10,449.0,,,pybuilder,230.0,83.0,388.0,1284.0,110.0,,35.0,https://pypi.org/project/pybuilder,2020-10-18 17:13:30.000,110.0,7197.0,7197.0,,,,3.0,,,,,,,,
+105,pympler,https://github.com/pympler/pympler,,"Development tool to measure, monitor and analyze the memory behavior of Python objects in a running Python application.",profiling,25,True,pympler/pympler,https://github.com/pympler/pympler,Apache-2.0,2012-10-04 23:35:16.000,2020-12-22 22:15:18.000,2020-10-15 19:16:49.000,722.0,2016-03-31 11:48:42.000,0.4.3,15.0,conda-forge/pympler,,pympler,67.0,32.0,46.0,443.0,478.0,,26.0,https://pypi.org/project/pympler,2020-10-14 20:27:50.000,478.0,100649.0,104164.0,https://anaconda.org/conda-forge/pympler,2020-10-14 22:08:39.935,161731.0,3.0,,,,,,,,
+106,sphinx-bootstrap-theme,https://github.com/ryan-roemer/sphinx-bootstrap-theme,,Sphinx Bootstrap Theme.,documentation,25,False,ryan-roemer/sphinx-bootstrap-theme,https://github.com/ryan-roemer/sphinx-bootstrap-theme,MIT,2011-12-07 14:53:00.000,2020-05-13 20:22:32.000,2019-09-25 19:17:09.000,574.0,2019-03-29 17:36:17.000,0.7.0,55.0,,['sphinx'],sphinx-bootstrap-theme,180.0,47.0,78.0,393.0,2630.0,1858.0,37.0,https://pypi.org/project/sphinx-bootstrap-theme,2019-03-29 17:36:17.000,772.0,24911.0,24911.0,,,,2.0,,,,,,,,
+107,typeguard,https://github.com/agronholm/typeguard,,Run-time type checker for Python.,debugging,25,True,agronholm/typeguard,https://github.com/agronholm/typeguard,MIT,2015-12-27 23:15:37.000,2020-12-22 16:04:09.000,2020-11-21 09:51:31.000,560.0,2020-10-19 08:18:56.000,2.10.0,37.0,conda-forge/typeguard,,typeguard,51.0,26.0,107.0,218.0,158.0,,16.0,https://pypi.org/project/typeguard,2020-10-19 08:18:56.000,158.0,587444.0,588444.0,https://anaconda.org/conda-forge/typeguard,2020-06-07 13:28:30.133,24016.0,3.0,,,,,,,,
+108,pytest-watch,https://github.com/joeyespo/pytest-watch,,Local continuous test runner with pytest and watchdog.,testing,25,False,joeyespo/pytest-watch,https://github.com/joeyespo/pytest-watch,MIT,2015-01-12 02:08:20.000,2020-11-14 03:41:13.000,2019-06-15 20:36:43.000,531.0,2018-05-20 19:52:16.000,4.2.0,17.0,conda-forge/pytest-watch,['pytest'],pytest-watch,48.0,30.0,40.0,183.0,2149.0,1922.0,16.0,https://pypi.org/project/pytest-watch,2018-05-20 19:52:16.000,227.0,109196.0,110042.0,https://anaconda.org/conda-forge/pytest-watch,2020-10-13 03:33:27.252,30456.0,3.0,,,,,,,,
+109,mamba,https://github.com/nestorsalceda/mamba,,The definitive testing tool for Python. Born under the banner of Behavior Driven Development (BDD).,testing,25,True,nestorsalceda/mamba,https://github.com/nestorsalceda/mamba,MIT,2013-03-12 18:53:42.000,2020-12-16 16:29:16.056,2020-11-16 12:31:58.000,453.0,2020-11-16 12:36:24.000,0.11.2,54.0,conda-forge/mamba,,mamba,61.0,45.0,52.0,468.0,220.0,,22.0,https://pypi.org/project/mamba,2020-11-16 12:35:41.000,220.0,8926.0,23695.0,https://anaconda.org/conda-forge/mamba,2020-12-16 16:29:16.056,324920.0,3.0,,,,,,,,
+110,paver,https://github.com/paver/paver,,Python-based project scripting.,build-tools,25,True,paver/paver,https://github.com/paver/paver,BSD-3-Clause,2010-11-11 09:43:52.000,2020-12-29 19:27:26.000,2020-12-29 19:24:52.000,434.0,2017-12-31 01:13:41.000,1.3.4,28.0,conda-forge/paver,,paver,76.0,36.0,90.0,525.0,1876.0,,44.0,https://pypi.org/project/paver,2017-12-31 01:13:41.000,1876.0,19293.0,19684.0,https://anaconda.org/conda-forge/paver,2018-07-24 12:48:36.122,19587.0,3.0,,,,,,,,
+111,autoflake,https://github.com/myint/autoflake,,Removes unused imports and unused variables as reported by pyflakes.,refactoring,25,True,myint/autoflake,https://github.com/myint/autoflake,MIT,2012-12-27 03:40:17.000,2020-12-27 17:36:41.000,2020-12-27 17:36:40.000,340.0,2019-08-04 15:14:24.000,1.3.1,36.0,conda-forge/autoflake,,autoflake,38.0,21.0,32.0,439.0,2382.0,1802.0,17.0,https://pypi.org/project/autoflake,2019-08-04 15:14:24.000,580.0,184086.0,186624.0,https://anaconda.org/conda-forge/autoflake,2019-04-25 16:08:45.978,53306.0,2.0,,,,,,,,
+112,check-manifest,https://github.com/mgedmin/check-manifest,,Tool to check the completeness of MANIFEST.in for Python packages.,linters,25,True,mgedmin/check-manifest,https://github.com/mgedmin/check-manifest,MIT,2013-03-05 15:27:20.000,2021-01-04 16:36:49.618,2021-01-04 14:37:29.000,217.0,,,40.0,conda-forge/check-manifest,,check-manifest,29.0,14.0,69.0,515.0,5831.0,4027.0,18.0,https://pypi.org/project/check-manifest,2021-01-04 14:37:14.000,1804.0,106743.0,107451.0,https://anaconda.org/conda-forge/check-manifest,2021-01-04 16:36:49.618,17710.0,2.0,,,,,,,,
+113,astunparse,https://github.com/simonpercivall/astunparse,,An AST unparser for Python.,ast,25,False,simonpercivall/astunparse,https://github.com/simonpercivall/astunparse,BSD-3-Clause,2014-03-31 15:34:54.000,2020-09-29 18:11:33.000,2019-12-22 18:11:19.000,153.0,2019-12-22 18:12:11.000,1.6.3,11.0,conda-forge/astunparse,,astunparse,34.0,14.0,21.0,86.0,11098.0,10916.0,10.0,https://pypi.org/project/astunparse,2019-12-22 18:12:11.000,182.0,2121172.0,2122321.0,https://anaconda.org/conda-forge/astunparse,2019-01-22 10:00:56.794,49447.0,3.0,,,,,,,,
+114,gdbgui,https://github.com/cs01/gdbgui,,"Browser-based frontend to gdb (gnu debugger). Add breakpoints, view the stack, visualize data structures, and more in..",debugging,24,True,cs01/gdbgui,https://github.com/cs01/gdbgui,GPL-3.0,2016-10-27 03:19:25.000,2020-12-21 03:07:33.000,2020-12-21 02:51:39.000,7767.0,2020-12-21 03:07:33.000,0.14.0.2,90.0,,,gdbgui,457.0,105.0,153.0,420.0,63.0,61.0,35.0,https://pypi.org/project/gdbgui,2020-12-21 02:53:00.000,2.0,10050.0,10376.0,,,,3.0,1958.0,,,,,,,
+115,better-exceptions,https://github.com/Qix-/better-exceptions,,"Pretty and useful exceptions in Python, automatically.",logging,24,True,Qix-/better-exceptions,https://github.com/Qix-/better-exceptions,MIT,2017-03-12 11:23:04.000,2021-01-02 12:26:41.000,2021-01-02 12:26:40.000,3833.0,2020-12-24 08:34:45.000,0.3.2,15.0,,,better-exceptions,193.0,29.0,40.0,96.0,74.0,,14.0,https://pypi.org/project/better-exceptions,2020-12-24 08:34:45.000,74.0,22220.0,22220.0,,,,3.0,,,,,,,,
+116,Bowler,https://github.com/facebookincubator/Bowler,,Safe code refactoring for modern Python.,refactoring,24,True,facebookincubator/Bowler,https://github.com/facebookincubator/Bowler,MIT,2018-06-07 21:44:17.000,2020-11-05 21:21:11.000,2020-11-05 21:21:09.000,1236.0,2020-09-17 01:55:39.000,0.9.0,8.0,conda-forge/bowler,,bowler,85.0,43.0,33.0,177.0,10.0,,26.0,https://pypi.org/project/bowler,2020-09-17 01:55:39.000,10.0,35081.0,35410.0,https://anaconda.org/conda-forge/bowler,2019-06-12 18:37:14.246,8567.0,2.0,,,,,,,,
+117,stackprinter,https://github.com/cknd/stackprinter,,Debugging-friendly exceptions for Python.,logging,24,True,cknd/stackprinter,https://github.com/cknd/stackprinter,MIT,2018-09-05 10:58:47.000,2021-01-02 06:03:14.000,2021-01-01 18:48:26.000,1118.0,2020-10-31 13:10:42.000,0.2.5,14.0,,,stackprinter,31.0,9.0,12.0,159.0,40.0,36.0,6.0,https://pypi.org/project/stackprinter,2020-10-31 13:06:59.000,4.0,60855.0,60855.0,,,,3.0,,,,,,,,
+118,scons,https://github.com/SCons/scons,,SCons - a software construction tool.,build-tools,24,False,SCons/scons,https://github.com/SCons/scons,,2017-03-23 22:12:34.579,2021-01-09 03:32:37.000,2021-01-09 03:32:36.000,1039.0,2019-08-08 15:19:16.000,3.1.2,14.0,conda-forge/scons,,scons,208.0,664.0,2606.0,6803.0,50.0,,129.0,https://pypi.org/project/scons,2019-12-17 02:49:51.000,50.0,93398.0,96405.0,https://anaconda.org/conda-forge/scons,2021-01-08 12:12:21.963,137643.0,3.0,339.0,,,,,,,MIT
+119,asv,https://github.com/airspeed-velocity/asv,,Airspeed Velocity: A simple Python benchmarking tool with web-based reporting.,testing,24,True,airspeed-velocity/asv,https://github.com/airspeed-velocity/asv,BSD-3-Clause,2013-11-07 20:43:31.000,2020-12-22 14:28:14.000,2020-12-22 14:28:12.000,546.0,2020-05-16 12:35:26.000,0.4.2,16.0,conda-forge/asv,,asv,121.0,100.0,296.0,1887.0,161.0,117.0,53.0,https://pypi.org/project/asv,2020-05-16 12:33:41.000,44.0,4982.0,10468.0,https://anaconda.org/conda-forge/asv,2020-12-11 12:30:25.113,263352.0,3.0,,,,,,,,
+120,mypy-protobuf,https://github.com/dropbox/mypy-protobuf,,open source tools to generate mypy stubs from protobufs.,linters,24,True,dropbox/mypy-protobuf,https://github.com/dropbox/mypy-protobuf,Apache-2.0,2017-12-11 21:55:05.000,2021-01-03 02:37:16.000,2020-12-28 17:25:33.000,298.0,,,23.0,,,mypy-protobuf,51.0,14.0,49.0,195.0,195.0,171.0,25.0,https://pypi.org/project/mypy-protobuf,2020-06-18 21:38:10.000,24.0,213592.0,213592.0,,,,3.0,,,,,,,,
+121,pytest-randomly,https://github.com/pytest-dev/pytest-randomly,,Pytest plugin to randomly order tests and control random.seed.,testing,24,True,pytest-dev/pytest-randomly,https://github.com/pytest-dev/pytest-randomly,MIT,2016-04-08 15:48:10.000,2021-01-04 16:54:08.000,2021-01-04 16:54:07.000,261.0,2020-11-16 10:02:15.000,3.5.0,20.0,,,pytest-randomly,21.0,6.0,27.0,322.0,107.0,,14.0,https://pypi.org/project/pytest-randomly,2020-11-16 10:02:15.000,107.0,246664.0,246664.0,,,,3.0,,,,,,,,
+122,darglint,https://github.com/terrencepreilly/darglint,,A python documentation linter which checks that the docstring description matches the definition.,linters,24,True,terrencepreilly/darglint,https://github.com/terrencepreilly/darglint,MIT,2017-09-25 14:11:21.000,2021-01-09 01:51:30.000,2020-11-24 02:29:06.000,253.0,2020-11-24 02:49:27.000,1.5.8,45.0,conda-forge/darglint,,darglint,21.0,35.0,81.0,454.0,264.0,244.0,17.0,https://pypi.org/project/darglint,2020-11-24 02:49:27.000,20.0,43118.0,43558.0,https://anaconda.org/conda-forge/darglint,2020-11-24 05:07:32.192,7047.0,3.0,,,,,,,,
+123,flake8-comprehensions,https://github.com/adamchainz/flake8-comprehensions,,A flake8 plugin to help you write better list/set/dict comprehensions.,linters,24,True,adamchainz/flake8-comprehensions,https://github.com/adamchainz/flake8-comprehensions,MIT,2016-04-05 12:15:56.000,2021-01-04 16:44:40.000,2021-01-04 16:44:38.000,245.0,2020-12-19 10:49:01.000,3.3.1,25.0,conda-forge/flake8-comprehensions,['flake8'],flake8-comprehensions,12.0,10.0,28.0,306.0,714.0,,9.0,https://pypi.org/project/flake8-comprehensions,2020-12-19 10:49:01.000,714.0,188933.0,193716.0,https://anaconda.org/conda-forge/flake8-comprehensions,2020-12-20 00:33:24.687,239181.0,3.0,,,,,,,,
+124,flake8-import-order,https://github.com/PyCQA/flake8-import-order,,Flake8 plugin that checks import order against various Python Style Guides.,linters,24,True,PyCQA/flake8-import-order,https://github.com/PyCQA/flake8-import-order,LGPL-3.0,2014-03-16 12:46:09.000,2020-10-20 13:40:35.000,2020-08-04 12:21:12.000,230.0,2019-03-04 08:39:11.000,0.18.1,34.0,conda-forge/flake8-import-order,['flake8'],flake8-import-order,58.0,8.0,83.0,274.0,1892.0,,40.0,https://pypi.org/project/flake8-import-order,2019-03-04 08:39:11.000,1892.0,174256.0,177840.0,https://anaconda.org/conda-forge/flake8-import-order,2019-03-06 03:48:48.199,179242.0,3.0,,,,,,,,
+125,flake8-quotes,https://github.com/zheller/flake8-quotes,,Flake8 extension for checking quotes in python.,linters,24,True,zheller/flake8-quotes,https://github.com/zheller/flake8-quotes,MIT,2014-03-10 00:05:08.000,2020-06-06 07:55:44.000,2020-05-12 23:46:18.000,120.0,2020-05-12 23:12:42.000,3.2.0,37.0,conda-forge/flake8-quotes,['flake8'],flake8-quotes,32.0,3.0,39.0,99.0,4079.0,2675.0,28.0,https://pypi.org/project/flake8-quotes,2020-05-12 23:46:28.000,1404.0,193916.0,196557.0,https://anaconda.org/conda-forge/flake8-quotes,2020-05-13 00:39:59.431,137365.0,3.0,,,,,,,,
+126,py2app,https://github.com/ronaldoussoren/py2app,,py2app is a Python setuptools command which will allow you to make standalone Mac OS X application bundles and plugins..,packaging,24,True,ronaldoussoren/py2app,https://github.com/ronaldoussoren/py2app,MIT,2020-01-14 11:27:41.000,2021-01-02 09:31:59.000,2020-12-26 12:32:49.000,96.0,2020-09-16 09:18:09.000,0.22,38.0,,,py2app,6.0,131.0,192.0,594.0,5100.0,3458.0,24.0,https://pypi.org/project/py2app,2021-01-02 09:31:59.000,1642.0,8793.0,8793.0,,,,2.0,,,,,,,,
+127,vprof,https://github.com/nvdv/vprof,,Visual profiler for Python.,profiling,23,True,nvdv/vprof,https://github.com/nvdv/vprof,BSD-2-Clause,2015-06-29 03:59:39.000,2020-11-08 14:27:24.000,2020-11-08 14:27:12.000,3706.0,2018-06-24 14:16:36.000,0.37.6,24.0,,,vprof,165.0,22.0,56.0,618.0,78.0,69.0,17.0,https://pypi.org/project/vprof,2020-02-29 13:31:59.000,9.0,1738.0,1738.0,,,,3.0,,,,,,,,
+128,MonkeyType,https://github.com/Instagram/MonkeyType,,A system for Python that generates static type annotations by collecting runtime types.,refactoring,23,True,Instagram/MonkeyType,https://github.com/Instagram/MonkeyType,BSD-3-Clause,2017-07-11 00:19:00.000,2021-01-04 20:33:05.000,2021-01-04 20:33:03.000,3215.0,2020-04-04 04:48:23.000,20.5.0,20.0,conda-forge/monkeytype,,monkeytype,118.0,29.0,100.0,261.0,147.0,113.0,35.0,https://pypi.org/project/monkeytype,2020-05-18 19:40:30.000,34.0,6434.0,7193.0,https://anaconda.org/conda-forge/monkeytype,2020-05-19 00:57:07.937,27346.0,2.0,,,,,,,,
+129,pyt,https://github.com/python-security/pyt,,A Static Analysis Tool for Detecting Security Vulnerabilities in Python Web Applications.,security,23,True,python-security/pyt,https://github.com/python-security/pyt,GPL-2.0,2016-10-26 15:34:48.000,2020-12-25 03:47:37.000,2020-03-08 21:43:06.000,2005.0,2018-11-01 16:02:57.000,0.42,15.0,,,python-taint,224.0,18.0,75.0,1576.0,46.0,35.0,22.0,https://pypi.org/project/python-taint,2018-11-01 16:02:04.000,11.0,1097.0,1099.0,,,,3.0,52.0,,,,,,,
+130,pytest-testinfra,https://github.com/pytest-dev/pytest-testinfra,,Testinfra test your infrastructures.,testing,23,True,pytest-dev/pytest-testinfra,https://github.com/pytest-dev/pytest-testinfra,Apache-2.0,2015-03-15 20:49:52.000,2021-01-03 00:53:53.000,2021-01-03 00:53:52.000,1820.0,2020-11-12 20:35:38.000,6.1.0,3.0,,['pytest'],pytest-testinfra,263.0,107.0,192.0,631.0,,,101.0,https://pypi.org/project/pytest-testinfra,2020-11-12 20:35:38.000,,42073.0,42073.0,,,,3.0,,,,,,,,
+131,shiv,https://github.com/linkedin/shiv,,"shiv is a command line utility for building fully self contained Python zipapps as outlined in PEP 441, but with all..",packaging,23,True,linkedin/shiv,https://github.com/linkedin/shiv,BSD-2-Clause,2018-03-13 18:46:23.000,2020-12-14 23:37:39.000,2020-12-14 23:37:34.000,1105.0,2020-10-19 03:49:16.000,0.4.0,53.0,,,shiv,62.0,26.0,54.0,177.0,10.0,,29.0,https://pypi.org/project/shiv,2020-10-19 03:49:16.000,10.0,3780.0,3786.0,,,,2.0,112.0,,,,,,,
+132,pyarmor,https://github.com/dashingsoft/pyarmor,,"A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.",security,23,False,dashingsoft/pyarmor,https://github.com/dashingsoft/pyarmor,SGI-B-2.0,2017-08-26 04:11:53.000,2021-01-09 00:57:50.000,2021-01-09 00:57:42.000,808.0,2021-01-04 01:02:33.000,6.6.0,217.0,,,pyarmor,110.0,11.0,402.0,2948.0,149.0,139.0,13.0,https://pypi.org/project/pyarmor,2021-01-04 01:02:33.000,10.0,19151.0,19151.0,,,,3.0,18.0,,,,,,,
+133,pylama,https://github.com/klen/pylama,,Code audit tool for python.,linters,23,False,klen/pylama,https://github.com/klen/pylama,LGPL-3.0,2012-08-17 10:10:10.000,2020-08-02 16:32:20.000,2019-04-10 18:20:19.000,751.0,2018-11-02 11:01:56.000,7.6.6,97.0,,,pylama,70.0,60.0,53.0,689.0,2555.0,2152.0,38.0,https://pypi.org/project/pylama,2018-11-02 11:01:56.000,403.0,49646.0,49646.0,,,,3.0,,,,,,,,
+134,redbaron,https://github.com/PyCQA/redbaron,,Bottom-up approach to refactoring in python.,refactoring,23,False,pycqa/redbaron,https://github.com/PyCQA/redbaron,LGPL-3.0+,2014-03-23 05:34:39.000,2020-12-13 18:51:56.000,2019-08-11 17:42:44.000,506.0,2019-03-17 19:03:54.000,0.9.2,15.0,,,redbaron,64.0,59.0,46.0,1669.0,361.0,233.0,34.0,https://pypi.org/project/redbaron,2019-03-17 18:59:01.000,128.0,6419.0,6419.0,,,,2.0,,,,,,,,
+135,docformatter,https://github.com/myint/docformatter,,Formats docstrings to follow PEP 257.,formatters,23,True,myint/docformatter,https://github.com/myint/docformatter,MIT,2012-05-26 21:40:48.000,2020-12-28 10:17:29.000,2020-12-27 18:10:35.000,192.0,2019-11-10 16:23:03.000,1.3.1,48.0,,,docformatter,26.0,18.0,22.0,441.0,579.0,469.0,15.0,https://pypi.org/project/docformatter,2020-12-27 18:11:12.000,110.0,24070.0,24070.0,,,,3.0,,,,,,,,
+136,flake8-eradicate,https://github.com/wemake-services/flake8-eradicate,,Flake8 plugin to find commented out or dead code.,linters,23,True,wemake-services/flake8-eradicate,https://github.com/wemake-services/flake8-eradicate,MIT,2018-09-21 06:58:51.000,2021-01-05 10:10:49.000,2021-01-05 10:10:43.000,175.0,2020-10-12 08:27:22.000,1.0.0,10.0,,['flake8'],flake8-eradicate,6.0,2.0,23.0,265.0,72.0,,9.0,https://pypi.org/project/flake8-eradicate,2020-10-12 08:26:40.000,72.0,63321.0,63321.0,,,,3.0,,,,,,,,
+137,data-science-types,https://github.com/predictive-analytics-lab/data-science-types,,"Mypy stubs, i.e., type information, for numpy, pandas and matplotlib.",linters,23,True,predictive-analytics-lab/data-science-types,https://github.com/predictive-analytics-lab/data-science-types,Apache-2.0,2019-09-20 11:45:49.000,2021-01-08 16:52:52.000,2021-01-08 12:12:59.000,156.0,2020-12-15 14:14:56.000,0.2.22,25.0,,,data-science-types,50.0,29.0,21.0,435.0,44.0,44.0,41.0,https://pypi.org/project/data-science-types,2020-12-15 12:21:44.000,0.0,5350.0,5350.0,,,,3.0,,,,,,,,
+138,py2exe,https://github.com/py2exe/py2exe,,A distutils extension to create standalone windows programs from python scripts.,packaging,23,True,py2exe/py2exe,https://github.com/py2exe/py2exe,MIT,2019-03-11 13:16:35.000,2021-01-06 18:26:43.000,2020-11-07 23:23:29.000,140.0,2020-11-08 11:19:26.000,0.10.1.0,5.0,,,py2exe,22.0,6.0,45.0,885.0,1147.0,974.0,12.0,https://pypi.org/project/py2exe,2020-11-08 11:19:44.000,173.0,17311.0,17624.0,,,,2.0,6892.0,,,,,,,
+139,flake8-commas,https://github.com/PyCQA/flake8-commas,,Flake8 extension for enforcing trailing commas in python.,linters,23,False,PyCQA/flake8-commas,https://github.com/PyCQA/flake8-commas,MIT,2015-12-16 09:25:13.000,2020-12-09 08:41:47.000,2019-06-17 12:14:38.000,120.0,2018-03-19 16:49:31.000,2.0.0,19.0,,['flake8'],flake8-commas,18.0,4.0,25.0,165.0,1338.0,1191.0,9.0,https://pypi.org/project/flake8-commas,2018-03-19 16:49:31.000,147.0,157387.0,157387.0,,,,3.0,,,,,,,,
+140,asteval,https://github.com/newville/asteval,,minimalistic evaluator of python expression using ast module.,ast,23,True,newville/asteval,https://github.com/newville/asteval,MIT,2012-03-31 22:10:33.000,2020-12-10 03:10:39.000,2020-11-21 19:17:17.000,112.0,2020-11-15 20:07:00.000,0.9.21,21.0,conda-forge/asteval,,asteval,26.0,3.0,39.0,359.0,701.0,463.0,15.0,https://pypi.org/project/asteval,2020-11-15 20:07:00.000,238.0,42427.0,44493.0,https://anaconda.org/conda-forge/asteval,2019-10-23 14:59:12.733,105385.0,3.0,,,,,,,,
+141,flake8-isort,https://github.com/gforcada/flake8-isort,,flake8 plugin that integrates isort.,linters,23,True,gforcada/flake8-isort,https://github.com/gforcada/flake8-isort,GPL-2.0,2015-09-12 19:25:34.000,2020-08-11 09:43:27.627,2020-08-11 08:04:26.000,97.0,2020-07-08 08:06:12.000,4.0.0,31.0,conda-forge/flake8-isort,['flake8'],flake8-isort,33.0,7.0,37.0,257.0,3292.0,2364.0,28.0,https://pypi.org/project/flake8-isort,2020-08-11 08:04:21.000,928.0,140388.0,141027.0,https://anaconda.org/conda-forge/flake8-isort,2020-08-11 09:43:27.627,9589.0,3.0,,,,,,,,
+142,Scalene,https://github.com/emeryberger/scalene,,"Scalene: a high-performance, high-precision CPU and memory profiler for Python.",profiling,22,True,emeryberger/scalene,https://github.com/emeryberger/scalene,Apache-2.0,2019-12-17 20:56:28.000,2021-01-02 20:20:05.000,2021-01-02 20:20:04.000,3378.0,2020-12-09 19:58:56.000,1.1.12,85.0,,,scalene,120.0,20.0,53.0,803.0,19.0,19.0,16.0,https://pypi.org/project/scalene,2020-12-09 23:42:11.000,0.0,1692.0,1692.0,,,,3.0,,,,,,,,
+143,dephell,https://github.com/dephell/dephell,,"Python project management. Manage packages: convert between formats, lock, install, resolve, isolate, test, build..",dependency-managers,22,True,dephell/dephell,https://github.com/dephell/dephell,MIT,2018-08-31 17:39:18.000,2020-10-27 21:26:16.000,2020-08-24 15:36:25.000,1667.0,2020-04-28 06:31:17.000,.0.8.3,30.0,,,dephell,92.0,100.0,161.0,2144.0,93.0,85.0,37.0,https://pypi.org/project/dephell,2020-04-28 06:29:24.000,8.0,2758.0,2763.0,,,,3.0,108.0,,,,,,,
+144,sixpack,https://github.com/sixpack/sixpack,,Sixpack is a language-agnostic a/b-testing framework.,testing,22,True,sixpack/sixpack,https://github.com/sixpack/sixpack,BSD-2-Clause,2012-11-15 00:01:06.000,2021-01-06 06:35:15.000,2020-08-26 00:32:16.000,1664.0,2017-11-22 14:27:35.000,2.7.0,37.0,,,sixpack,181.0,73.0,125.0,828.0,11.0,8.0,55.0,https://pypi.org/project/sixpack,2017-11-22 14:27:35.000,3.0,156.0,156.0,,,,3.0,,,,,,,,
+145,pyupgrade,https://github.com/asottile/pyupgrade,,A tool (and pre-commit hook) to automatically upgrade syntax for newer versions of the language.,refactoring,22,True,asottile/pyupgrade,https://github.com/asottile/pyupgrade,MIT,2017-02-28 17:50:31.000,2021-01-06 18:11:49.000,2021-01-04 17:13:58.000,736.0,2020-11-11 00:07:02.000,2.7.4,82.0,conda-forge/pyupgrade,,pyupgrade,48.0,22.0,129.0,541.0,10.0,,11.0,https://pypi.org/project/pyupgrade,2020-11-11 00:07:02.000,10.0,35093.0,40975.0,https://anaconda.org/conda-forge/pyupgrade,2020-11-11 12:49:43.382,141181.0,3.0,,,,,,,,
+146,pdoc,https://github.com/mitmproxy/pdoc,,A simple command line tool and library to auto generate API documentation for Python libraries.,documentation,22,True,mitmproxy/pdoc,https://github.com/mitmproxy/pdoc,Unlicense,2013-08-04 21:12:50.000,2020-05-05 22:00:00.000,2020-04-12 21:22:02.000,695.0,2016-03-23 17:58:45.000,0.3.2,36.0,,,pdoc,97.0,60.0,73.0,287.0,565.0,277.0,23.0,https://pypi.org/project/pdoc,2016-03-23 17:58:45.000,288.0,3439.0,3439.0,,,,3.0,,,,,,,,
+147,pynsist,https://github.com/takluyver/pynsist,,Build Windows installers for Python applications.,packaging,22,True,takluyver/pynsist,https://github.com/takluyver/pynsist,MIT,2014-03-30 19:11:21.000,2020-12-11 22:56:39.000,2020-12-11 22:53:20.000,663.0,2020-07-03 08:11:24.000,2.5.1,20.0,,,pynsist,95.0,23.0,123.0,532.0,88.0,,26.0,https://pypi.org/project/pynsist,2020-11-05 21:10:48.000,88.0,1217.0,1217.0,,,,3.0,,,,,,,,
+148,cx_Freeze,https://github.com/marcelotduarte/cx_Freeze,,"Create standalone executables from Python scripts, with the same performance and is cross-platform.",packaging,22,False,marcelotduarte/cx_Freeze,https://github.com/marcelotduarte/cx_Freeze,PSF-2.0,2017-01-22 04:25:52.000,2021-01-07 04:56:24.000,2021-01-03 20:23:17.000,628.0,2021-01-03 20:04:09.000,6.5,12.0,conda-forge/cx_freeze,,cx_freeze,141.0,71.0,522.0,925.0,153.0,,86.0,https://pypi.org/project/cx_freeze,2017-12-16 18:09:35.000,153.0,18319.0,20086.0,https://anaconda.org/conda-forge/cx_freeze,2021-01-05 08:47:35.640,42412.0,3.0,,,,,,,,
+149,python-hunter,https://github.com/ionelmc/python-hunter,,Hunter is a flexible code tracing toolkit.,debugging,22,True,ionelmc/python-hunter,https://github.com/ionelmc/python-hunter,BSD-2-Clause,2015-03-16 18:03:16.000,2020-11-01 12:46:34.000,2020-10-24 10:26:58.000,578.0,2020-10-24 15:25:27.000,3.3.1,41.0,,,hunter,25.0,33.0,44.0,900.0,87.0,53.0,6.0,https://pypi.org/project/hunter,2020-10-24 15:25:27.000,34.0,5861.0,5861.0,,,,3.0,,,,,,,,
+150,pytest-testmon,https://github.com/tarpas/pytest-testmon,,Selects tests affected by changed files. Continous test runner when used with pytest-watch.,testing,22,True,tarpas/pytest-testmon,https://github.com/tarpas/pytest-testmon,AGPL-3.0,2015-02-02 14:21:10.000,2020-08-05 15:07:23.000,2020-08-05 15:07:10.000,460.0,2020-08-05 15:08:20.000,1.0.3,31.0,conda-forge/pytest-testmon,['pytest'],pytest-testmon,25.0,36.0,71.0,271.0,296.0,247.0,16.0,https://pypi.org/project/pytest-testmon,2019-11-27 13:50:53.000,49.0,26656.0,27410.0,https://anaconda.org/conda-forge/pytest-testmon,2019-08-03 00:17:17.063,26394.0,3.0,,,,,,,,
+151,interrogate,https://github.com/econchick/interrogate,,Explain yourself! Interrogate a codebase for docstring coverage.,documentation,22,True,econchick/interrogate,https://github.com/econchick/interrogate,MIT,2020-04-24 02:33:25.000,2021-01-04 07:20:57.000,2020-11-03 22:08:37.000,233.0,2020-11-03 22:11:18.000,1.3.2,12.0,,,interrogate,17.0,11.0,16.0,122.0,307.0,307.0,8.0,https://pypi.org/project/interrogate,2020-11-03 22:11:18.000,,18668.0,18668.0,,,,3.0,,,,,,,,
+152,memory_profiler,https://github.com/fabianp/memory_profiler,,Monitor Memory usage of Python code.,profiling,22,False,fabianp/memory_profiler,https://github.com/fabianp/memory_profiler,BSD-3-Clause,2016-05-26 17:45:08.632,2020-10-20 18:00:58.207,2018-06-28 13:35:12.000,59.0,2018-08-16 03:16:49.000,0.54.0,52.0,conda-forge/memory_profiler,,memory_profiler,11.0,,,500.0,534.0,,61.0,https://pypi.org/project/memory_profiler,2018-08-16 03:16:49.000,534.0,116227.0,118024.0,https://anaconda.org/conda-forge/memory_profiler,2020-10-20 18:00:58.207,100637.0,3.0,,,,,,,,
+153,pipx,https://github.com/pipxproject/pipx,,Install and Run Python Applications in Isolated Environments.,dependency-managers,21,True,pipxproject/pipx,https://github.com/pipxproject/pipx,MIT,2018-10-06 18:47:46.000,2021-01-05 04:42:04.000,2020-12-15 08:18:04.000,3053.0,2020-10-17 22:50:20.000,0.15.6.0,40.0,,,pipx,140.0,75.0,274.0,397.0,2.0,,53.0,https://pypi.org/project/pipx,2020-10-17 22:48:10.000,2.0,21655.0,21655.0,,,,3.0,,,,,,,,
+154,pyrasite,https://github.com/lmacken/pyrasite,,Inject code into running Python processes.,debugging,21,False,lmacken/pyrasite,https://github.com/lmacken/pyrasite,GPL-3.0,2011-09-10 06:01:20.000,2020-12-24 21:02:34.000,2017-03-13 17:42:17.000,2508.0,,,13.0,,,pyrasite,185.0,36.0,14.0,274.0,31.0,26.0,20.0,https://pypi.org/project/pyrasite,2012-05-09 19:11:33.000,5.0,8156.0,8156.0,,,,3.0,,,,,,,,
+155,xar,https://github.com/facebookincubator/xar,,executable archive format.,packaging,21,True,facebookincubator/xar,https://github.com/facebookincubator/xar,BSD-3-Clause,2017-06-29 18:15:26.000,2020-12-04 19:43:52.000,2020-12-04 19:43:26.000,1420.0,2020-12-02 20:41:20.000,20.12.2,3.0,,,xar,45.0,8.0,21.0,53.0,12.0,12.0,21.0,https://pypi.org/project/xar,2020-12-02 20:41:20.000,,170.0,170.0,,,,3.0,,,,,,,,
+156,pycco,https://github.com/pycco-docs/pycco,,Literate-style documentation generator.,documentation,21,False,pycco-docs/pycco,https://github.com/pycco-docs/pycco,MIT,2010-06-29 07:02:31.000,2019-12-20 19:59:53.000,2019-12-20 19:59:49.000,733.0,2018-07-25 01:42:48.000,0.6.0,11.0,,,pycco,126.0,26.0,28.0,222.0,305.0,199.0,36.0,https://pypi.org/project/pycco,2018-07-25 01:42:48.000,106.0,1019.0,1019.0,,,,3.0,,,,,,,,
+157,baron,https://github.com/PyCQA/baron,,"IDE allow you to refactor code, Baron allows you to write refactoring code.",refactoring,21,True,PyCQA/baron,https://github.com/PyCQA/baron,LGPL-3.0,2013-03-21 12:19:00.000,2020-03-15 09:15:49.000,2020-02-10 02:47:14.000,252.0,2019-02-25 23:55:38.000,0.8,18.0,,,baron,48.0,41.0,29.0,1489.0,222.0,130.0,31.0,https://pypi.org/project/baron,2018-10-29 00:43:39.000,92.0,6656.0,6656.0,,,,3.0,,,,,,,,
+158,pytest-docker,https://github.com/avast/pytest-docker,,Docker-based integration tests.,testing,21,True,avast/pytest-docker,https://github.com/avast/pytest-docker,MIT,2017-03-07 04:51:13.000,2020-11-12 15:11:07.000,2020-09-22 09:13:51.000,184.0,2020-09-22 09:28:03.000,0.10.1,13.0,,['pytest'],pytest-docker,32.0,16.0,13.0,56.0,14.0,,9.0,https://pypi.org/project/pytest-docker,2020-09-22 09:28:03.000,14.0,12836.0,12841.0,,,,3.0,66.0,,,,,,,
+159,releases,https://github.com/bitprophet/releases,,A powerful Sphinx changelog-generating extension.,documentation,21,True,bitprophet/releases,https://github.com/bitprophet/releases,BSD-2-Clause,2013-09-16 03:56:37.000,2020-01-30 01:07:19.000,2020-01-26 03:27:03.000,148.0,2020-01-11 00:04:02.000,1.6.2,31.0,,['sphinx'],releases,36.0,28.0,42.0,520.0,1010.0,304.0,10.0,https://pypi.org/project/releases,2020-01-11 00:04:02.000,706.0,4928.0,4928.0,,,,3.0,,,,,,,,
+160,dodgy,https://github.com/landscapeio/dodgy,,Looks at Python code to search for things which look dodgy such as passwords or diffs.,security,21,False,landscapeio/dodgy,https://github.com/landscapeio/dodgy,MIT,2013-12-25 12:22:20.000,2020-09-30 08:09:38.000,2019-12-31 16:45:20.000,88.0,2019-12-31 13:24:21.000,0.2.1,10.0,conda-forge/dodgy,,dodgy,15.0,8.0,2.0,64.0,1704.0,1180.0,11.0,https://pypi.org/project/dodgy,2019-12-31 16:44:58.000,524.0,73458.0,73853.0,https://anaconda.org/conda-forge/dodgy,2020-06-10 17:10:06.579,20957.0,3.0,,,,,,,,
+161,flake8-builtins,https://github.com/gforcada/flake8-builtins,,Check for python builtins being used as variables or parameters.,linters,21,True,gforcada/flake8-builtins,https://github.com/gforcada/flake8-builtins,GPL-2.0,2016-03-02 00:26:51.000,2020-10-26 15:39:53.000,2020-08-11 08:34:28.000,58.0,2020-05-14 10:45:01.000,1.5.3,23.0,conda-forge/flake8-builtins,['flake8'],flake8-builtins,15.0,2.0,30.0,209.0,2016.0,1504.0,13.0,https://pypi.org/project/flake8-builtins,2020-05-14 10:45:01.000,512.0,144408.0,146449.0,https://anaconda.org/conda-forge/flake8-builtins,2020-05-18 15:22:26.836,102055.0,3.0,,,,,,,,
+162,pylint-flask,https://github.com/jschaf/pylint-flask,,A Pylint plugin to analyze Flask applications.,linters,21,True,jschaf/pylint-flask,https://github.com/jschaf/pylint-flask,GPL-2.0,2015-06-27 20:11:12.000,2021-01-07 06:30:51.000,2021-01-07 06:30:50.000,55.0,,,4.0,conda-forge/pylint-flask,['pylint'],pylint-flask,7.0,3.0,5.0,39.0,4333.0,4233.0,6.0,https://pypi.org/project/pylint-flask,2016-08-27 23:02:08.000,100.0,87501.0,88318.0,https://anaconda.org/conda-forge/pylint-flask,2019-02-02 18:28:49.934,43306.0,3.0,,,,,,,,
+163,Profiling,https://github.com/what-studio/profiling,,Was an interactive continuous Python profiler.,profiling,20,True,what-studio/profiling,https://github.com/what-studio/profiling,BSD-3-Clause,2014-09-03 10:35:57.000,2020-08-24 01:31:58.000,2020-08-24 01:31:58.000,3001.0,2017-06-28 06:10:16.000,0.1.3,3.0,,,profiling,113.0,15.0,20.0,433.0,34.0,29.0,18.0,https://pypi.org/project/profiling,2017-06-28 06:10:16.000,5.0,3912.0,3912.0,,,,3.0,,,,,,,,
+164,pyannotate,https://github.com/dropbox/pyannotate,,Auto-generate PEP-484 annotations.,refactoring,20,True,dropbox/pyannotate,https://github.com/dropbox/pyannotate,Apache-2.0,2017-11-13 20:18:08.000,2020-11-24 21:06:25.000,2020-11-10 12:27:42.000,1161.0,2019-09-16 15:37:03.000,1.2.0,9.0,,,pyannotate,40.0,24.0,33.0,93.0,78.0,56.0,15.0,https://pypi.org/project/pyannotate,2019-09-16 15:37:03.000,22.0,936.0,936.0,,,,3.0,,,,,,,,
+165,dlint,https://github.com/dlint-py/dlint,,Dlint is a tool for encouraging best coding practices and helping ensure Python code is secure.,security,20,True,dlint-py/dlint,https://github.com/dlint-py/dlint,BSD-3-Clause,2020-01-08 15:53:36.000,2020-12-08 17:21:33.000,2020-12-08 17:21:32.000,315.0,2020-03-09 15:14:43.000,0.11.0,13.0,,,dlint,13.0,20.0,12.0,201.0,18.0,,7.0,https://pypi.org/project/dlint,2020-10-30 20:40:39.000,18.0,10777.0,10777.0,,,,3.0,,,,,,,,
+166,mkdocstrings,https://github.com/pawamoy/mkdocstrings,,"Automatic documentation from sources, for MkDocs.",documentation,20,True,pawamoy/mkdocstrings,https://github.com/pawamoy/mkdocstrings,ISC,2019-12-09 18:09:09.000,2021-01-06 21:44:06.000,2021-01-06 21:43:45.000,267.0,2021-01-06 21:43:56.000,0.14.0,34.0,,['mkdocs'],mkdocstrings,29.0,43.0,100.0,338.0,0.0,,18.0,https://pypi.org/project/mkdocstrings,2021-01-06 21:43:56.000,0.0,10738.0,10738.0,,,,3.0,,,,,,,,
+167,assertpy,https://github.com/ActivisionGameScience/assertpy,,Simple assertion library for unit testing in python with a fluent API.,testing,20,False,ActivisionGameScience/assertpy,https://github.com/ActivisionGameScience/assertpy,BSD-3-Clause,2017-11-21 01:38:07.332,2020-07-19 15:23:26.710,2019-10-30 17:50:10.000,248.0,,,13.0,conda-forge/assertpy,,assertpy,47.0,,,279.0,124.0,,10.0,https://pypi.org/project/assertpy,2020-07-19 14:39:02.000,124.0,43476.0,43736.0,https://anaconda.org/conda-forge/assertpy,2020-07-19 15:23:26.710,9888.0,3.0,,,,,,,,
+168,flakehell,https://github.com/life4/flakehell,,"Flake8 wrapper to make it nice, legacy-friendly, configurable.",linters,20,True,life4/flakehell,https://github.com/life4/flakehell,MIT,2019-08-06 11:37:21.000,2020-12-29 21:22:51.000,2020-12-03 15:58:12.000,198.0,2020-12-03 15:58:27.000,0.7.1,26.0,,['flake8'],flakehell,23.0,4.0,,359.0,,,14.0,https://pypi.org/project/flakehell,2020-12-03 15:58:27.000,,10209.0,10212.0,,,,3.0,50.0,,,,,,,
+169,xenon,https://github.com/rubik/xenon,,Monitoring tool based on radon.,code-metrics,20,True,rubik/xenon,https://github.com/rubik/xenon,MIT,2014-02-14 14:19:20.000,2020-09-16 11:20:09.000,2020-09-16 11:20:01.000,178.0,2019-10-08 16:24:35.000,0.7.1,17.0,conda-forge/xenon,,xenon,15.0,6.0,23.0,100.0,235.0,173.0,7.0,https://pypi.org/project/xenon,2020-09-16 09:47:41.000,62.0,12284.0,12528.0,https://anaconda.org/conda-forge/xenon,2019-10-12 20:39:43.883,9523.0,3.0,,,,,,,,
+170,pytest-lazy-fixture,https://github.com/TvoroG/pytest-lazy-fixture,,It helps to use fixtures in pytest.mark.parametrize.,testing,20,True,tvorog/pytest-lazy-fixture,https://github.com/TvoroG/pytest-lazy-fixture,MIT,2016-09-29 23:52:48.000,2020-02-01 18:49:47.818,2020-02-01 17:56:35.000,161.0,2019-11-20 10:54:24.000,0.6.3,12.0,conda-forge/pytest-lazy-fixture,['pytest'],pytest-lazy-fixture,11.0,12.0,19.0,92.0,264.0,233.0,7.0,https://pypi.org/project/pytest-lazy-fixture,2020-02-01 18:04:00.000,31.0,45621.0,50377.0,https://anaconda.org/conda-forge/pytest-lazy-fixture,2020-02-01 18:49:47.818,214039.0,3.0,,,,,,,,
+171,mkdocs-pdf-export-plugin,https://github.com/zhaoterryy/mkdocs-pdf-export-plugin,,An MkDocs plugin to export content pages as PDF files.,documentation,20,True,zhaoterryy/mkdocs-pdf-export-plugin,https://github.com/zhaoterryy/mkdocs-pdf-export-plugin,MIT,2018-02-20 15:06:51.000,2021-01-06 17:14:12.000,2020-07-23 01:35:13.000,161.0,2020-07-23 01:35:39.000,0.5.8,22.0,,['mkdocs'],mkdocs-pdf-export-plugin,25.0,29.0,41.0,68.0,106.0,102.0,9.0,https://pypi.org/project/mkdocs-pdf-export-plugin,2020-07-23 01:35:04.000,4.0,4697.0,4697.0,,,,3.0,,,,,,,,
+172,add-trailing-comma,https://github.com/asottile/add-trailing-comma,,A tool (and pre-commit hook) to automatically add trailing commas to calls and literals.,refactoring,20,True,asottile/add-trailing-comma,https://github.com/asottile/add-trailing-comma,MIT,2017-07-10 00:55:50.000,2021-01-02 00:38:05.000,2021-01-02 00:37:37.000,160.0,2021-01-02 00:37:56.000,2.0.2,29.0,,,add-trailing-comma,11.0,,29.0,198.0,14.0,,9.0,https://pypi.org/project/add-trailing-comma,2021-01-02 00:37:56.000,14.0,2791.0,2791.0,,,,3.0,,,,,,,,
+173,pytest-datadir,https://github.com/gabrielcnr/pytest-datadir,,pytest plugin for manipulating test data directories and files.,testing,20,False,gabrielcnr/pytest-datadir,https://github.com/gabrielcnr/pytest-datadir,MIT,2015-07-02 21:41:44.000,2020-11-22 23:34:25.000,2019-10-22 13:19:39.000,129.0,2019-10-22 13:04:22.000,1.3.1,9.0,conda-forge/pytest-datadir,['pytest'],pytest-datadir,17.0,3.0,11.0,71.0,328.0,276.0,7.0,https://pypi.org/project/pytest-datadir,2019-10-22 13:04:22.000,52.0,42711.0,43878.0,https://anaconda.org/conda-forge/pytest-datadir,2019-10-23 16:32:51.374,59559.0,3.0,,,,,,,,
+174,mkdocs-awesome-pages-plugin,https://github.com/lukasgeiter/mkdocs-awesome-pages-plugin,,An MkDocs plugin that simplifies configuring page titles and their order.,documentation,20,True,lukasgeiter/mkdocs-awesome-pages-plugin,https://github.com/lukasgeiter/mkdocs-awesome-pages-plugin,MIT,2018-02-06 21:09:24.000,2020-12-22 01:59:58.000,2020-12-22 01:43:41.000,118.0,2020-12-22 02:04:30.000,2.5.0,16.0,,['mkdocs'],mkdocs-awesome-pages-plugin,17.0,,30.0,53.0,294.0,249.0,2.0,https://pypi.org/project/mkdocs-awesome-pages-plugin,2020-12-22 01:59:58.000,45.0,9432.0,9432.0,,,,3.0,,,,,,,,
+175,eradicate,https://github.com/myint/eradicate,,Removes commented-out code from Python files.,refactoring,20,False,myint/eradicate,https://github.com/myint/eradicate,Saxpath,2012-12-23 04:39:48.000,2020-10-06 12:45:07.000,2020-10-01 09:23:01.000,111.0,2020-10-01 09:33:03.000,2.0.0,16.0,,,eradicate,18.0,4.0,13.0,164.0,156.0,,7.0,https://pypi.org/project/eradicate,2020-10-01 09:33:03.000,156.0,71266.0,71266.0,,,,3.0,,,,,,,,
+176,flake8-black,https://github.com/peterjc/flake8-black,,flake8 plugin to run black for checking Python coding style.,linters,20,True,peterjc/flake8-black,https://github.com/peterjc/flake8-black,MIT,2019-01-10 14:40:26.000,2020-07-25 16:32:38.063,2020-07-25 16:06:31.000,82.0,2020-07-25 16:07:56.000,0.2.1,9.0,conda-forge/flake8-black,['flake8'],flake8-black,7.0,4.0,13.0,85.0,553.0,535.0,4.0,https://pypi.org/project/flake8-black,2020-07-25 16:07:56.000,18.0,76823.0,79942.0,https://anaconda.org/conda-forge/flake8-black,2020-07-25 16:32:38.063,59261.0,3.0,,,,,,,,
+177,flake8-bandit,https://github.com/tylerwince/flake8-bandit,,Automated security testing using bandit and flake8.,linters,20,True,tylerwince/flake8-bandit,https://github.com/tylerwince/flake8-bandit,MIT,2017-10-28 23:19:09.000,2020-12-29 20:50:06.000,2020-08-29 05:51:08.000,57.0,2019-10-08 03:58:31.000,2.1.2,11.0,,['flake8'],flake8-bandit,13.0,3.0,7.0,44.0,132.0,,5.0,https://pypi.org/project/flake8-bandit,2019-10-08 03:58:31.000,132.0,67449.0,67449.0,,,,3.0,,,,,,,,
+178,unify,https://github.com/myint/unify,,Modifies strings to all use the same quote where possible.,refactoring,20,False,myint/unify,https://github.com/myint/unify,MIT,2013-03-24 18:02:19.000,2020-11-05 16:46:00.000,2019-08-07 13:44:00.000,53.0,2013-06-22 15:34:37.000,0.1.5,10.0,,,unify,10.0,6.0,3.0,69.0,205.0,190.0,5.0,https://pypi.org/project/unify,2019-08-07 13:46:09.000,15.0,14940.0,14940.0,,,,3.0,,,,,,,,
+179,icecream,https://github.com/gruns/icecream,,Never use print() to debug again.,debugging,19,True,gruns/icecream,https://github.com/gruns/icecream,MIT,2018-02-13 18:56:12.000,2020-11-17 20:56:21.000,2020-11-17 20:56:15.000,1667.0,2019-10-26 03:38:01.000,2.0.0,13.0,,,icecream,33.0,9.0,26.0,176.0,2.0,,9.0,https://pypi.org/project/icecream,2019-10-26 03:30:15.000,2.0,2969.0,2969.0,,,,3.0,,,,,,,,
+180,portray,https://github.com/timothycrosley/portray,,Your Project with Great Documentation.,documentation,19,True,timothycrosley/portray,https://github.com/timothycrosley/portray,MIT,2019-08-21 05:14:04.000,2021-01-06 19:22:43.000,2020-10-31 06:49:18.000,692.0,2020-06-13 05:04:03.000,1.4.0,23.0,,,portray,49.0,18.0,20.0,201.0,4.0,,11.0,https://pypi.org/project/portray,2020-06-13 05:04:03.000,4.0,3055.0,3055.0,,,,3.0,,,,,,,,
+181,wily,https://github.com/tonybaloney/wily,,"A Python application for tracking, reporting on timing and complexity in Python code.",code-metrics,19,True,tonybaloney/wily,https://github.com/tonybaloney/wily,Apache-2.0,2018-10-11 22:12:25.000,2020-10-31 17:54:07.000,2020-10-01 23:10:22.000,628.0,2020-09-02 06:33:11.000,1.19.0,45.0,,,wily,34.0,28.0,47.0,686.0,8.0,,14.0,https://pypi.org/project/wily,2020-09-02 06:33:11.000,8.0,2061.0,2061.0,,,,3.0,,,,,,,,
+182,vex,https://github.com/sashahart/vex,,Run a command in the named virtualenv.,virtual-envs,19,False,sashahart/vex,https://github.com/sashahart/vex,MIT,2014-05-09 03:20:02.000,2020-12-18 17:41:21.000,2019-05-10 19:18:48.000,370.0,2019-05-10 19:21:38.000,0.0.19,18.0,,,vex,23.0,2.0,38.0,200.0,35.0,19.0,3.0,https://pypi.org/project/vex,2019-05-10 19:21:38.000,16.0,590.0,590.0,,,,3.0,,,,,,,,
+183,python-manhole,https://github.com/ionelmc/python-manhole,,Debugging manhole for python applications.,debugging,19,False,ionelmc/python-manhole,https://github.com/ionelmc/python-manhole,BSD-2-Clause,2013-06-26 21:49:34.000,2019-12-10 10:02:01.000,2019-12-10 10:01:59.000,301.0,2019-01-20 11:58:25.000,1.6.0,20.0,,,manhole,14.0,6.0,14.0,459.0,129.0,63.0,9.0,https://pypi.org/project/manhole,2019-01-20 11:58:25.000,66.0,4957.0,4957.0,,,,3.0,,,,,,,,
+184,constructor,https://github.com/conda/constructor,,tool for creating installers from conda packages.,packaging,19,True,conda/constructor,https://github.com/conda/constructor,BSD-3-Clause,2016-02-12 06:52:50.000,2020-12-02 23:25:10.000,2020-12-01 19:46:08.000,283.0,2020-11-15 09:12:52.000,3.2.0,35.0,constructor,,,113.0,32.0,188.0,914.0,8.0,8.0,44.0,,,,,67.0,https://anaconda.org/anaconda/constructor,2020-08-22 09:13:31.665,3248.0,3.0,217.0,,,,,,,
+185,pyflow,https://github.com/David-OConnor/pyflow,,An installation and dependency system for Python.,dependency-managers,18,True,David-OConnor/pyflow,https://github.com/David-OConnor/pyflow,MIT,2019-07-15 09:40:29.000,2021-01-01 01:57:17.000,2020-12-14 19:18:13.000,645.0,2020-11-21 15:09:28.000,0.2.9,23.0,,,pyflow,26.0,37.0,39.0,270.0,,,19.0,https://pypi.org/project/pyflow,2020-11-21 15:18:30.000,,152.0,300.0,,,,3.0,2529.0,,,,,,,
+186,pyheat,https://github.com/csurfer/pyheat,,pprofile + matplotlib = Python program profiled as an awesome heatmap!.,profiling,18,False,csurfer/pyheat,https://github.com/csurfer/pyheat,MIT,2017-02-04 22:56:02.000,2021-01-08 21:28:29.000,2018-12-06 03:53:03.000,491.0,2018-12-02 19:13:32.000,0.0.4,4.0,,,py-heat,27.0,2.0,8.0,51.0,29.0,25.0,4.0,https://pypi.org/project/py-heat,2018-12-06 03:20:43.000,4.0,277.0,277.0,,,,3.0,,,,,,,,
+187,imhotep,https://github.com/justinabrahms/imhotep,,A static-analysis bot for Github.,linters,18,False,justinabrahms/imhotep,https://github.com/justinabrahms/imhotep,MIT,2012-12-17 01:26:32.000,2021-01-05 10:45:01.000,2017-12-09 20:00:47.000,213.0,2016-09-18 21:57:32.000,1.1.0,9.0,,,imhotep,37.0,23.0,23.0,356.0,11.0,7.0,15.0,https://pypi.org/project/imhotep,2016-09-18 21:57:32.000,4.0,49.0,49.0,,,,3.0,,,,,,,,
+188,Fixit,https://github.com/Instagram/Fixit,,"Fixit is a Python Lint Framework based on LibCST. It comes with useful default lint rules for coding convention,..",linters,18,True,Instagram/Fixit,https://github.com/Instagram/Fixit,MIT,2020-02-20 19:09:01.000,2021-01-04 18:19:51.000,2020-12-16 09:27:54.000,211.0,2020-12-11 01:56:10.000,0.1.3,5.0,,,fixit,27.0,17.0,19.0,146.0,2.0,2.0,21.0,https://pypi.org/project/fixit,2020-12-11 01:53:21.000,,454.0,454.0,,,,3.0,,,,,,,,
+189,pynt,https://github.com/rags/pynt,,A pynt of Python build.,build-tools,18,False,rags/pynt,https://github.com/rags/pynt,MIT,2012-11-17 13:12:49.000,2020-04-13 11:49:33.000,2019-10-04 19:05:46.000,149.0,2018-06-24 06:23:48.000,0.8.2,7.0,,,pynt,20.0,5.0,13.0,128.0,87.0,67.0,9.0,https://pypi.org/project/pynt,2018-06-24 06:23:48.000,20.0,2982.0,2982.0,,,,3.0,,,,,,,,
+190,blacken-docs,https://github.com/asottile/blacken-docs,,Run `black` on python code blocks in documentation files.,documentation,18,True,asottile/blacken-docs,https://github.com/asottile/blacken-docs,MIT,2018-06-03 02:48:01.000,2021-01-06 04:14:45.000,2021-01-05 16:03:40.000,147.0,2020-12-20 04:52:14.000,1.9.1,17.0,conda-forge/blacken-docs,,blacken-docs,15.0,2.0,19.0,117.0,22.0,,10.0,https://pypi.org/project/blacken-docs,2020-12-20 04:52:14.000,22.0,4947.0,6894.0,https://anaconda.org/conda-forge/blacken-docs,2020-12-20 06:19:44.385,11682.0,3.0,,,,,,,,
+191,flake8-mypy,https://github.com/ambv/flake8-mypy,,A plugin for flake8 integrating Mypy.,linters,18,True,ambv/flake8-mypy,https://github.com/ambv/flake8-mypy,MIT,2017-02-26 02:27:33.000,2020-06-19 16:51:36.000,2020-06-19 16:51:00.000,107.0,,,6.0,,['flake8'],flake8-mypy,16.0,19.0,3.0,50.0,647.0,615.0,8.0,https://pypi.org/project/flake8-mypy,2017-08-31 23:17:01.000,32.0,20134.0,20134.0,,,,3.0,,,,,,,,
+192,unimport,https://github.com/hakancelik96/unimport,,"A linter, formatter for finding and removing unused import statements.",refactoring,18,True,hakancelik96/unimport,https://github.com/hakancelik96/unimport,MIT,2019-09-08 09:49:24.000,2021-01-06 15:11:26.000,2021-01-06 15:11:21.000,90.0,2021-01-01 18:09:19.000,0.7.1,22.0,,,unimport,15.0,6.0,56.0,361.0,4.0,4.0,11.0,https://pypi.org/project/unimport,2021-01-01 18:09:19.000,,1233.0,1233.0,,,,3.0,,,,,,,,
+193,pandas-vet,https://github.com/deppen8/pandas-vet,,A plugin for Flake8 that checks pandas code.,linters,18,True,deppen8/pandas-vet,https://github.com/deppen8/pandas-vet,MIT,2019-02-25 05:19:51.000,2020-12-16 03:23:26.000,2020-12-16 03:23:19.000,90.0,2019-07-29 01:14:33.000,0.2.1,5.0,conda-forge/pandas-vet,['flake8'],pandas-vet,13.0,14.0,25.0,175.0,26.0,26.0,9.0,https://pypi.org/project/pandas-vet,2019-07-27 06:54:02.000,,1921.0,2184.0,https://anaconda.org/conda-forge/pandas-vet,2020-02-01 05:31:32.445,5503.0,3.0,31.0,,,,,,,
+194,sphinx-markdown-builder,https://github.com/codejamninja/sphinx-markdown-builder,,sphinx builder that outputs markdown files.,documentation,18,True,codejamninja/sphinx-markdown-builder,https://github.com/codejamninja/sphinx-markdown-builder,MIT,2018-11-11 00:07:58.000,2020-10-07 04:18:38.000,2020-10-07 04:18:32.000,89.0,2019-12-23 17:05:52.000,0.5.4,22.0,,['sphinx'],sphinx-markdown-builder,26.0,15.0,16.0,99.0,156.0,114.0,16.0,https://pypi.org/project/sphinx-markdown-builder,2019-12-23 17:05:52.000,42.0,5139.0,5139.0,,,,3.0,,,,,,,,
+195,massedit,https://github.com/elmotec/massedit,,Programmatically edit text files with Python. Useful for source to source transformations.,refactoring,18,True,elmotec/massedit,https://github.com/elmotec/massedit,MIT,2012-03-11 16:18:30.000,2020-12-23 02:17:37.000,2020-12-23 02:11:17.000,87.0,2020-12-23 02:19:02.000,0.69.1,14.0,,,massedit,13.0,3.0,5.0,178.0,10.0,,6.0,https://pypi.org/project/massedit,2020-12-23 01:49:47.000,10.0,1074.0,1074.0,,,,3.0,15.0,,,,,,,
+196,mkdocs-git-revision-date-plugin,https://github.com/zhaoterryy/mkdocs-git-revision-date-plugin,,MkDocs plugin for setting revision date from git per markdown file.,documentation,18,False,zhaoterryy/mkdocs-git-revision-date-plugin,https://github.com/zhaoterryy/mkdocs-git-revision-date-plugin,MIT,2018-12-03 04:29:33.000,2020-10-16 02:02:54.000,2020-10-16 01:58:36.000,30.0,2020-10-16 02:02:42.000,0.3.1,8.0,,['mkdocs'],mkdocs-git-revision-date-plugin,5.0,1.0,9.0,24.0,142.0,124.0,6.0,https://pypi.org/project/mkdocs-git-revision-date-plugin,2020-10-16 02:02:18.000,18.0,3191.0,3191.0,,,,3.0,,,,,,,,
+197,mkdocs-with-pdf,https://github.com/orzih/mkdocs-with-pdf,,Generate a single PDF file from MkDocs repository.,documentation,18,False,orzih/mkdocs-with-pdf,https://github.com/orzih/mkdocs-with-pdf,MIT,2020-02-23 16:34:46.000,2021-01-08 19:33:19.000,2021-01-08 18:04:06.000,25.0,2021-01-08 19:33:19.000,0.8.2,23.0,,['mkdocs'],mkdocs-with-pdf,7.0,8.0,22.0,156.0,10.0,10.0,5.0,https://pypi.org/project/mkdocs-with-pdf,2021-01-08 18:05:12.000,,566.0,566.0,,,,3.0,,,,,,,,
+198,pyenv-virtualenv,https://github.com/pyenv/pyenv-virtualenv,,a pyenv plugin to manage virtualenv (a.k.a. python-virtualenv).,virtual-envs,17,False,pyenv/pyenv-virtualenv,https://github.com/pyenv/pyenv-virtualenv,MIT,2013-02-18 12:59:17.000,2020-08-08 20:55:38.000,2019-02-13 15:27:07.000,4048.0,2019-02-14 00:27:42.000,1.1.5,7.0,,,,271.0,102.0,170.0,463.0,,,41.0,,,,,,,,,3.0,,,,,,,,
+199,fake2db,https://github.com/emirozer/fake2db,,create custom test databases that are populated with fake data.,testing,17,False,emirozer/fake2db,https://github.com/emirozer/fake2db,GPL-2.0,2014-02-18 19:14:28.000,2019-11-25 09:19:01.000,2019-11-25 09:19:00.000,2044.0,2019-03-09 13:53:12.000,1.0.0,20.0,,,fake2db,111.0,6.0,15.0,242.0,13.0,12.0,18.0,https://pypi.org/project/fake2db,2018-02-09 15:43:23.000,1.0,130.0,130.0,,,,3.0,,,,,,,,
+200,bellybutton,https://github.com/hchasestevens/bellybutton,,Custom Python linting through AST expressions.,linters,17,True,hchasestevens/bellybutton,https://github.com/hchasestevens/bellybutton,MIT,2018-02-17 06:31:44.000,2020-11-27 21:18:45.000,2020-11-27 21:18:44.000,194.0,2019-03-14 11:34:54.000,0.3.0,10.0,,,bellybutton,7.0,7.0,6.0,32.0,3.0,3.0,4.0,https://pypi.org/project/bellybutton,2019-12-11 13:36:20.000,0.0,3655.0,3655.0,,,,3.0,,,,,,,,
+201,nitpick,https://github.com/andreoliwa/nitpick,,Enforce the same configuration across multiple projects.,linters,17,True,andreoliwa/nitpick,https://github.com/andreoliwa/nitpick,MIT,2018-03-23 14:25:24.000,2021-01-08 05:13:10.000,2021-01-01 05:12:50.000,114.0,2020-11-02 21:51:47.000,0.23.1,38.0,,['flake8'],nitpick,9.0,17.0,34.0,409.0,,,6.0,https://pypi.org/project/nitpick,2020-11-02 21:51:44.000,,5035.0,5035.0,,,,3.0,,,,,,,,
+202,pyformat,https://github.com/myint/pyformat,,Formats Python code to follow a consistent style.,formatters,17,False,myint/pyformat,https://github.com/myint/pyformat,Saxpath,2013-03-24 21:45:30.000,2019-12-07 19:55:59.000,2019-05-24 17:17:56.000,84.0,2014-09-07 13:57:37.000,0.5.7,23.0,,,pyformat,4.0,3.0,3.0,199.0,89.0,70.0,3.0,https://pypi.org/project/pyformat,2017-01-04 02:31:11.000,19.0,3371.0,3371.0,,,,3.0,,,,,,,,
+203,mkdocs-versioning,https://github.com/zayd62/mkdocs-versioning,,A tool that allows for versioning sites built with mkdocs.,documentation,17,False,zayd62/mkdocs-versioning,https://github.com/zayd62/mkdocs-versioning,MIT,2019-07-20 18:09:56.000,2020-11-19 12:46:11.000,2020-11-19 12:03:05.000,32.0,2020-11-19 12:04:22.000,0.3.1,5.0,,['mkdocs'],mkdocs-versioning,6.0,6.0,17.0,113.0,12.0,12.0,4.0,https://pypi.org/project/mkdocs-versioning,2020-11-19 12:04:22.000,,389.0,389.0,,,,3.0,,,,,,,,
+204,pep8ify,https://github.com/spulec/pep8ify,,A library that modifies python source code to conform to pep8.,refactoring,16,False,spulec/pep8ify,https://github.com/spulec/pep8ify,Apache-2.0,2012-06-03 03:31:33.000,2019-03-08 03:06:14.000,2014-10-24 20:36:38.000,110.0,2014-10-24 20:36:57.000,0.0.13,13.0,,,pep8ify,13.0,6.0,12.0,154.0,46.0,34.0,6.0,https://pypi.org/project/pep8ify,2014-10-24 20:36:57.000,12.0,90.0,90.0,,,,3.0,,,,,,,,
+205,retype,https://github.com/ambv/retype,,Re-apply type annotations from .pyi stubs to your codebase.,refactoring,16,True,ambv/retype,https://github.com/ambv/retype,MIT,2017-03-11 07:54:58.000,2020-10-11 13:24:37.859,2020-10-11 09:52:52.000,93.0,2019-09-13 11:08:57.000,20.10.0,8.0,conda-forge/retype,,retype,14.0,9.0,3.0,92.0,34.0,,7.0,https://pypi.org/project/retype,2020-10-11 09:46:06.000,34.0,1144.0,1460.0,https://anaconda.org/conda-forge/retype,2020-10-11 13:24:37.859,11399.0,3.0,,,,,,,,
+206,pytest-play,https://github.com/pytest-dev/pytest-play,,pytest plugin that let you automate actions and assertions with test metrics reporting executing plain YAML files.,testing,16,False,pytest-dev/pytest-play,https://github.com/pytest-dev/pytest-play,Apache-2.0,2017-12-14 09:08:26.000,2019-08-20 15:57:27.000,2019-06-12 11:57:28.000,63.0,2019-04-05 11:43:43.000,2.3.0,22.0,,['pytest'],pytest-play,3.0,3.0,24.0,382.0,25.0,21.0,3.0,https://pypi.org/project/pytest-play,2019-04-05 11:43:43.000,4.0,255.0,255.0,,,,3.0,,,,,,,,
+207,PyOxidizer,https://github.com/indygreg/PyOxidizer,,A modern Python application packaging and distribution tool.,packaging,15,True,indygreg/PyOxidizer,https://github.com/indygreg/PyOxidizer,MPL-2.0,2018-12-18 23:32:13.000,2021-01-06 19:42:30.000,2020-12-31 18:03:06.000,2771.0,2020-04-10 04:16:04.000,0.7.0,3.0,,,,99.0,182.0,110.0,,,,28.0,,,,,,,,,3.0,,,,,,,,
+208,pyenv-installer,https://github.com/pyenv/pyenv-installer,,This tool is used to install `pyenv` and friends.,virtual-envs,15,False,pyenv/pyenv-installer,https://github.com/pyenv/pyenv-installer,MIT,2013-06-01 03:48:07.000,2020-11-24 11:15:49.000,2019-10-12 14:34:36.000,2445.0,,,,,,,268.0,7.0,53.0,130.0,,,29.0,,,,,,,,,3.0,,,,,,,,
+209,dh-virtualenv,https://github.com/spotify/dh-virtualenv,,Python virtualenvs in Debian packages.,virtual-envs,15,True,spotify/dh-virtualenv,https://github.com/spotify/dh-virtualenv,GPL-2.0,2013-10-09 19:03:43.000,2020-12-31 10:35:22.000,2020-12-31 10:35:21.000,1410.0,,,,,,,152.0,22.0,156.0,404.0,,,55.0,,,,,,,,,3.0,,,,,,,,
+210,tbvaccine,https://github.com/skorokithakis/tbvaccine,,A small utility to pretty-print Python tracebacks.,logging,15,True,skorokithakis/tbvaccine,https://github.com/skorokithakis/tbvaccine,MIT,2016-08-27 17:31:59.000,2020-03-01 19:24:46.000,2020-03-01 19:24:44.000,357.0,2018-12-14 18:07:29.000,0.3.1,12.0,,,tbvaccine,12.0,7.0,12.0,80.0,9.0,9.0,12.0,https://pypi.org/project/tbvaccine,2018-12-14 18:07:29.000,,330.0,330.0,,,,3.0,,,,,,,,
+211,linty_fresh,https://github.com/lyft/linty_fresh,,Surface lint errors during code review.,linters,15,True,lyft/linty_fresh,https://github.com/lyft/linty_fresh,Apache-2.0,2015-12-19 02:37:26.000,2020-11-30 22:20:25.000,2020-11-30 22:18:53.000,180.0,2018-12-12 19:47:05.000,0.7.0,10.0,,"['flake8', 'mypy']",linty-fresh,21.0,8.0,1.0,53.0,,,16.0,https://pypi.org/project/linty-fresh,2018-12-12 19:47:05.000,,31.0,31.0,,,,3.0,,,,,,,,
+212,beartype,https://github.com/beartype/beartype,,Unbearably fast O(1) runtime type-checking in pure Python.,linters,15,True,beartype/beartype,https://github.com/beartype/beartype,MIT,2020-04-03 06:06:22.000,2020-12-23 05:02:52.000,2020-12-23 04:57:13.000,122.0,2020-12-06 07:39:42.000,0.5.1,9.0,conda-forge/beartype,,beartype,2.0,1.0,6.0,217.0,,,1.0,https://pypi.org/project/beartype,2020-12-06 07:39:42.000,,939.0,1194.0,https://anaconda.org/conda-forge/beartype,2020-12-06 08:34:54.425,1789.0,3.0,,,,,,,,
+213,pip-run,https://github.com/jaraco/pip-run,,pip-run - dynamic dependency loader for Python.,dependency-managers,15,True,jaraco/pip-run,https://github.com/jaraco/pip-run,MIT,2016-01-25 01:59:13.000,2020-12-13 04:04:12.000,2020-12-13 04:02:52.000,58.0,2020-11-29 17:06:39.000,8.2.1,16.0,,,pip-run,9.0,4.0,33.0,,,,7.0,https://pypi.org/project/pip-run,2020-11-29 17:06:34.000,,1941.0,1941.0,,,,3.0,,,,,,,,
+214,pycycle,https://github.com/bndr/pycycle,,Tool for pinpointing circular imports in Python. Find cyclic imports in any project.,linters,14,False,bndr/pycycle,https://github.com/bndr/pycycle,MIT,2017-01-28 17:22:00.000,2020-06-24 12:43:11.000,2017-02-13 18:07:04.000,269.0,,,8.0,,,pycycle,11.0,12.0,1.0,26.0,41.0,37.0,2.0,https://pypi.org/project/pycycle,2017-02-13 18:07:58.000,4.0,669.0,669.0,,,,3.0,,,,,,,,
+215,subpar,https://github.com/google/subpar,,Subpar is a utility for creating self-contained python executables. It is designed to work well with Bazel.,packaging,13,False,google/subpar,https://github.com/google/subpar,Apache-2.0,2016-08-03 20:11:35.000,2020-09-16 16:25:54.000,2019-08-15 01:37:08.000,459.0,2019-05-14 20:14:05.000,2.0.0,5.0,,,,62.0,30.0,30.0,93.0,,,14.0,,,,,,,,,3.0,,,,,,,,
+216,pytest-plugins,https://github.com/man-group/pytest-plugins,,A grab-bag of nifty pytest plugins.,testing,13,True,man-group/pytest-plugins,https://github.com/man-group/pytest-plugins,MIT,2015-08-14 07:52:32.000,2020-08-04 13:25:34.000,2020-04-11 14:20:38.000,354.0,,,,,,,51.0,30.0,51.0,747.0,,,46.0,,,,,,,,,3.0,,,,,,,,
+217,pipenv-pipes,https://github.com/gtalarico/pipenv-pipes,,A PipEnv Environment Switcher.,virtual-envs,13,False,gtalarico/pipenv-pipes,https://github.com/gtalarico/pipenv-pipes,MIT,2018-05-02 03:56:41.000,2019-06-27 03:42:49.000,2019-06-27 03:42:48.000,125.0,,,23.0,,,pipenv-pipes,9.0,4.0,10.0,285.0,,,5.0,https://pypi.org/project/pipenv-pipes,2018-05-28 01:45:42.000,,205.0,205.0,,,,3.0,,,,,,,,
+218,mkdocs-print-site-plugin,https://github.com/timvink/mkdocs-print-site-plugin,,MkDocs Plugin allowing your visitors to *File Print Save as PDF* the entire site.,documentation,13,False,timvink/mkdocs-print-site-plugin,https://github.com/timvink/mkdocs-print-site-plugin,MIT,2020-08-15 12:02:33.000,2020-12-22 13:14:58.000,2020-12-21 19:27:51.000,12.0,2020-12-21 19:51:57.000,1.0.0,16.0,,['mkdocs'],mkdocs-print-site-plugin,2.0,3.0,34.0,112.0,6.0,6.0,,https://pypi.org/project/mkdocs-print-site-plugin,2020-12-21 19:51:57.000,,274.0,274.0,,,,3.0,,,,,,,,
+219,com2ann,https://github.com/ilevkivskyi/com2ann,,Tool for translation type comments to type annotations in Python.,refactoring,12,True,ilevkivskyi/com2ann,https://github.com/ilevkivskyi/com2ann,MIT,2016-09-09 07:17:02.000,2020-08-17 14:14:00.000,2020-08-17 14:13:59.000,73.0,2019-06-17 19:19:47.000,0.1.1,2.0,,,com2ann,3.0,4.0,13.0,27.0,1.0,1.0,3.0,https://pypi.org/project/com2ann,2019-06-17 19:19:47.000,,36.0,36.0,,,,3.0,,,,,,,,
+220,lazydocs,https://github.com/ml-tooling/lazydocs,,Generate markdown API documentation from Google-style Python docstring. The lazy alternative to Sphinx.,documentation,12,True,ml-tooling/lazydocs,https://github.com/ml-tooling/lazydocs,MIT,2020-11-10 00:31:46.000,2020-12-17 13:59:43.000,2020-12-17 13:59:36.000,7.0,2020-12-13 16:12:58.000,0.4.3,13.0,,,lazydocs,,,,,8.0,8.0,3.0,https://pypi.org/project/lazydocs,2020-12-13 14:58:14.000,0.0,362.0,362.0,,,,3.0,,,,,,,,
+221,cohesion,https://github.com/mschwager/cohesion,,A tool for measuring Python class cohesion.,code-metrics,11,False,mschwager/cohesion,https://github.com/mschwager/cohesion,GPL-3.0,2016-08-11 21:09:32.000,2019-08-05 17:14:04.000,2019-08-05 17:14:01.000,122.0,2019-07-10 16:08:05.000,1.0.0,9.0,,,cohesion,2.0,1.0,11.0,78.0,2.0,,2.0,https://pypi.org/project/cohesion,2019-07-10 16:08:05.000,2.0,456.0,456.0,,,,3.0,,,,,,,,
+222,pyship,https://github.com/jamesabel/pyship,,"freezer, installer and updater for Python applications.",packaging,11,False,jamesabel/pyship,https://github.com/jamesabel/pyship,MIT,2020-04-23 04:45:03.000,2020-12-07 01:00:59.000,2020-12-07 01:00:54.000,4.0,2020-11-04 02:56:54.000,0.1.0,14.0,,,pyship,,4.0,,,,,,https://pypi.org/project/pyship,2020-12-07 00:53:45.000,,101.0,101.0,,,,3.0,,,,,,,,
+223,universal-build,https://github.com/ml-tooling/universal-build,,Universal build utilities for containerized build pipelines.,build-tools,11,True,ml-tooling/universal-build,https://github.com/ml-tooling/universal-build,MIT,2020-10-19 14:57:21.000,2020-12-18 08:20:56.000,2020-12-18 08:20:55.000,3.0,2020-12-12 17:07:55.000,0.6.6,30.0,,,universal-build,1.0,,,,,,4.0,https://pypi.org/project/universal-build,2020-12-12 13:21:08.000,,378.0,385.0,,,,3.0,15.0,,,,,,,
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