Software tools to quantify structural importance of nodes in a network

workerpool module facilitates distributing simple operations into jobs that are sent to worker threads, maintained by a pool object.

The functions and classes in the humanfriendly package can be used to make text interfaces more user friendly.

concurrent.futures module provides a high-level interface for asynchronously executing callables.

oneAPI Deep Neural Network Library (oneDNN)

plaster_pastedeploy is a plaster plugin that provides a plaster.Loader that can parse ini files according to the standard set by PasteDeploy. It supports the wsgi plaster protocol, implementing the plaster.protocols.IWSGIProtocol interface

BSD-licensed HEALPix for Astropy

This package, together with zope.interface, provides facilities for defining, registering and looking up components. There are two basic kinds of components: adapters and utilities.

ProDy is a free and open-source Python package for protein structure, dynamics, and sequence analysis, developed by the Bahar lab. It allows for comparative analysis and modeling of protein structural dynamics and sequence co-evolution. Fast and flexible ProDy API is for interactive usage as well as application development. ProDy also comes with several analysis applications and a graphical user interface for visual analysis.

xvega bindings for xeus

C++ backend for the jupyter webrtc widget

Apache Maven is a software project management and comprehension tool. Based on the concept of a project object model (POM), Maven can manage a project's build, reporting and documentation from a central piece of information.

A memory profiler for Python, aimed at scientists and data scientists. Fil will track memory allocations from Python, C, C++, and more, and will tell you what code was responsible for peak memory usage with an easy-to-use visualization.

A data orchestrator for machine learning, analytics, and ETL.

websocket client for python

The Secure Sockets Layer is only actually secure if you check the hostname in the certificate returned by the server to which you are connecting, and verify that it matches to hostname that you are trying to reach.

Execute Python code on the fly and display results in Tableau visualizations:

TTK can handle scalar data defined either on regular grids or triangulations, in 2D, 3D, or more. It provides a substantial collection of generic, efficient and robust implementations of key algorithms in topological data analysis. It includes: · For scalar data: critical points, integral lines, persistence diagrams, persistence curves, merge trees, contour trees, Reeb graphs, Morse-Smale complexes, topological simplification, topology-aware compression, harmonic design; · For bivariate scalar data: fibers, fiber surfaces, continuous scatterplots, Jacobi sets, Reeb spaces; · For uncertain scalar data: mandatory critical points; · For time-varying scalar data: critical point tracking, nested tracking graphs; · For high-dimensional / point cloud data: dimension reduction, persistence-based clustering; · and more!

Open Source Differentiable Computer Vision Library for PyTorch

OpenSSL bindings for R

Diff JSON and JSON-like structures in Python

uvloop is a fast, drop-in replacement of the built-in asyncio event loop. uvloop is implemented in Cython and uses libuv under the hood.

File identification library for Python

ASGI specification and utilities

Asciimatics is a package to help people create full-screen text UIs (from interactive forms to ASCII animations) on any platform.

Load Python objects documentation.

PAM (Pluggable Authentication Modules) is a system security tool that allows system administrators to set authentication policy without having to recompile programs that handle authentication. This package contains header files and static libraries used for building both PAM-aware applications and modules for use with PAM.

Build programmatic reusable layouts out of components, having full control of the rendered HTML without writing HTML in templates. All this without breaking the standard way of doing things in Django, so it plays nice with any other form application. django-crispy-forms supports Python 2.7/Python 3.2+ and Django 1.8+ Django-crispy-forms supports several frontend frameworks, such as Twitter Bootstrap (versions 2 and 3), Uni-form and Foundation. You can also easily adapt your custom company's one, creating your own, see the docs for more information. You can easily switch among them using CRISPY_TEMPLATE_PACK setting variable.

Python library for managing cgroups The library provides a pythonic way to manage and represent cgroups. It provides interfaces that convert python objects to cgroups compatible strings and vise versa.

X.Org X11 libX11 development package

GTK+ is a multi-platform toolkit for creating graphical user interfaces. Offering a complete set of widgets, GTK+ is suitable for projects ranging from small one-off tools to complete application suites.

SQLAlchemy integration with the marshmallow (de)serialization library.

The Munkres module provides an O(n^3) implementation of the Munkres algorithm (also called the Hungarian algorithm or the Kuhn-Munkres algorithm). The algorithm models an assignment problem as an NxM cost matrix, where each element represents the cost of assigning the ith worker to the jth job, and it figures out the least-cost solution, choosing a single item from each row and column in the matrix, such that no row and no column are used more than once.

Interactive HTML widgets for Jupyter notebooks.

Fast (and correct!) quantile normalization in Python.

Flask-OpenID adds openid support to flask applications

Package for analysing particles in electron microscopy data sets.

The Advanced Linux Sound Architecture (ALSA) provides audio and MIDI functionality to the Linux operating system. This package includes the ALSA development libraries for developing against the ALSA libraries and interfaces.

Returns unicode slugs

A lightweight, object-oriented finite state machine implementation in Python with many extensions

Mesa gbm runtime library.

Finding files in project subdirectories

a python refactoring library

astor is designed to allow easy manipulation of Python source via the AST.

Memestra plugin for the Python Language Server

Asynchronous HTTP client/server framework for asyncio and Python

R package: Methods that Apply to Rows and Columns of Matrices (and to Vectors)

Confuse is a configuration library for Python that uses YAML. It takes care of defaults, overrides, type checking, command-line integration, human-readable errors, and standard OS-specific locations.

A python package to run gravitational wave inference analyses on multiple cores of a machine using their message passing interface (MPI).

Extract data from a wide range of Internet sources into a pandas DataFrame.

The libselinux-devel package contains the libraries and header files needed for developing SELinux applications.

Calculate root-mean-square deviation (RMSD) between two sets of cartesian coordinates (XYZ or PDB format), using rotation (fx. Kabsch algorithm), atom reordering (fx. Hungarian algorithm), and axis reflections, resulting in the minimal RMSD.

Setuptools plugin for Rust support

Poppler is a PDF rendering library based on the xpdf-3.0 code base.

Python API library for common path and pattern functionality.

``conda-pack`` is a command line tool for creating relocatable conda environments. This is useful for deploying code in a consistent environment, potentially in a location where python/conda isn't already installed.

GAST provides a compatibility layer between the AST of various Python versions, as produced by ast.parse from the standard ast module.

The dateutil module provides powerful extensions to the standard datetime module, available in Python.

Widgets in Educational Add-on demonstrate several key data mining and machine learning procedures. The widgets are useful for beginners to understand the inner working of key algorithms in the data mining and for teachers to be able to visually explain various methods in a classroom.

Spyder extensions for the python-language-server. This package provides Spyder-specific extras for the Language Server Protocol (LSP) on Python, such as document symbol searching and others.

Winpty is a Windows software package providing an interface similar to a Unix pty-master for communicating with Windows console programs. The package consists of a library (libwinpty) and a tool for Cygwin and MSYS for running Windows console programs in a Cygwin/MSYS pty.

This package provides encoding and decoding routines that enable the serialization and deserialization of numerical and array data types provided by numpy using the highly efficient msgpack format. Serialization of Python's native complex data types is also supported.

ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to bring automation to complex causal inference problems. To date, the ALICE Python SDK (econml) implements orthogonal machine learning algorithms such as the double machine learning work of Chernozhukov et al. This toolkit is designed to measure the causal effect of some treatment variable(s) t on an outcome variable y, controlling for a set of features x.

Multi-user server for Jupyter notebooks

This is an extension to Python-Markdown which provides an "include" function, similar to that found in LaTeX (and also the C pre-processor and Fortran). I originally wrote it for my FORD Fortran auto-documentation generator.

A data orchestrator for machine learning, analytics, and ETL.

Iterative JSON parser with Pythonic interface

svn is a simple Subversion library for Python.The library wraps the svn commandline client, which should consequently be installed on the local system.

A Python implementation of the JSON5 data format

Accelerator for ws4py and AutobahnPython

PyGeoOGC is a part Hydrodata software stack that provides interfaces to ArcGIS RESTful-, WFS-, and WMS-based web services.

Webtest tests any application that has a WSGI interface, including an application written in a framework that supports WSGI.

An implementation of the Language Server Protocol for R

A dash component starter pack :stars:

Iris is both a library for interacting with ultrafast electron scattering data, as well as a GUI frontend for interactively exploring this data.

A native Kerberos client implementation for Python on Windows

A package to provide pathlib like access to zip & tar archives

Redraw base graphics as grid graphics

This library provides an iconv() implementation, for use on systems which don't have one, or whose implementation cannot convert from/to Unicode.

Terraform GitHub provider

Sphinx extension and command to add a versions menu to Doctr-deployed documentation

Locket implements a lock that can be used by multiple processes provided they use the same path.

A data orchestrator for machine learning, analytics, and ETL.

Green - A clean, colorful, fast python test runner. Features -------- - **Clean** - Low redundancy in output. Result statistics for each test is vertically aligned. - **Colorful** - Terminal output makes good use of color when the terminal supports it. - **Fast** - Tests run in independent processes. (One per processor by default. Does *not* play nicely with `gevent`) - **Powerful** - Multi-target + auto-discovery. - **Traditional** - Use the normal `unittest` classes and methods for your unit tests. - **Descriptive** - Multiple verbosity levels, from just dots to full docstring output. - **Convenient** - Bash-completion and ZSH-completion of options and test targets. - **Thorough** - Built-in, optional integration with [coverage](http://nedbatchelder.com/code/coverage/). - **Embedded** - Can be run with a setup command without in-site installation. - **Modern** - Supports Python 2.7, and 3.4+. Additionally, [PyPy](http://pypy.org) is supported on a best-effort basis. - **Portable** - macOS, Linux, and BSDs are fully supported. Windows is supported on a best-effort basis. - **Living** - This project grows and changes. See the