This package provides miscellaneous tools for data analysis and scientific computing.

PyMCubes is an implementation of the marching cubes algorithm to extract iso-surfaces from volumetric data. The volumetric data can be given as a three-dimensional NumPy array or as a Python function f(x, y, z).

Vector is a Python library for 2D and 3D spatial vectors, as well as 4D space-time vectors. It is especially intended for performing geometric calculations on arrays of vectors, rather than one vector at a time in a Python for loop.

Pandas is a Python package providing fast, flexible, and expressive data structures designed to make working with structured (tabular, multidimensional, potentially heterogeneous) and time series data both easy and intuitive. It aims to be the fundamental high-level building block for doing practical, real world data analysis in Python.

This package implements a functionality to create and manipulate plot legends for matplotlib.

Often when we want to label multiple points on a graph the text will start heavily overlapping with both other labels and data points. This can be a major problem requiring manual solution. However this can be largely automated by smart placing of the labels (difficult) or iterative adjustment of their positions to minimize overlaps (relatively easy). This library implements the latter option to help with matplotlib graphs.

This package provides a domain-specific language for modeling convex optimization problems in Python.

paramz is a lightweight parameterization framework for parameterized model creation and handling. Its features include:

• Easy model creation with parameters.

• Fast optimized access of parameters for optimization routines.

• Memory efficient storage of parameters (only one copy in memory).

• Renaming of parameters.

• Intuitive printing of models and parameters.

• Gradient saving directly inside parameters.

• Gradient checking of parameters.

• Optimization of parameters.

• Jupyter notebook integration.

• Efficient storage of models, for reloading.

• Efficient caching.

The fast-histogram mini-package aims to provide simple and fast histogram functions for regular bins that don't compromise on performance. It doesn't do anything complicated - it just implements a simple histogram algorithm in C and keeps it simple. The aim is to have functions that are fast but also robust and reliable. The result is a 1D histogram function here that is 7-15x faster than numpy.histogram, and a 2D histogram function that is 20-25x faster than numpy.histogram2d.

This package provides a Python library for manipulating indices of ndarrays.

Scikit-image is a collection of algorithms for image processing.

This package provides fast numerical derivatives for analytic functions with arbitrary round-off error and error propagation.

This package provides a stable interface for interactions between Snakemake and its storage plugins.

This package provides a programmable client library that adds functionality on top of wadlib.

Python client library for Google's discovery based APIs

Slixmpp is a XMPP library for Python 3.7+. It is a fork of SleekXMPP. Its goal is to only rewrite the core of the library (the low level socket handling, the timers, the events dispatching) in order to remove all threads.

Zope.proxy provides generic, transparent proxies for Python. Proxies are special objects which serve as mostly-transparent wrappers around another object, intervening in the apparent behavior of the wrapped object only when necessary to apply the policy (e.g., access checking, location brokering, etc.) for which the proxy is responsible.

This package provides a Python ASGI web microframework with the same API as Flask.

This Python library provides tools to deal with email and mailboxes over IMAP:

• Parsed email message attributes

• Query builder for searching emails

• Work with emails in folders (copy, delete, flag, move, seen)

• Work with mailbox folders (list, set, get, create, exists, rename, delete, status)

This package provides a rate limiting extension for Starlette and Fastapi.

This package provides language definitions used by Weblatei.

This middleware provides cross-origin resource sharing (CORS) support for Falcon. It allows applying a specially crafted CORS object to the incoming requests, enabling the ability to serve resources over a different origin than that of the web application.

Oauth2ms can be used to fetch OAuth 2.0 tokens from the Microsoft Identity endpoint. Additionally, it can encode the token in the XOAUTH2 format to be used as authentication in IMAP mail servers.

aiostream provides a collection of stream operators that can be combined to create asynchronous pipelines of operations. It can be seen as an asynchronous version of itertools, although some aspects are slightly different. All the provided operators return a unified interface called a stream. A stream is an enhanced asynchronous iterable.