xarray_einstats provides wrappers around some NumPy and SciPy functions and around einops with an API and features adapted to xarray.

Pingouin is a statistical package written in Python 3 and based mostly on Pandas and NumPy. Its features include

• ANOVAs: N-ways, repeated measures, mixed, ancova

• Pairwise post-hocs tests (parametric and non-parametric) and pairwise correlations

• Robust, partial, distance and repeated measures correlations

• Linear/logistic regression and mediation analysis

• Bayes Factors

• Multivariate tests

• Reliability and consistency

• Effect sizes and power analysis

• Parametric/bootstrapped confidence intervals around an effect size or a correlation coefficient

• Circular statistics

• Chi-squared tests

• Plotting: Bland-Altman plot, Q-Q plot, paired plot, robust correlation, and more

The OSQP (Operator Splitting Quadratic Program) solver is a numerical optimization package.

This package provides a Python library for building and analyzing recommender systems that deal with explicit rating data. It was designed with the following purposes in mind:

• Provide tools to handle downloaded or user-provided datasets.

• Provide ready-to-use prediction algorithms and similarity measures.

• Provide a base for creating custom algorithms.

• Provide tools to evaluate, analyse and compare algorithm performance.

• Provide documentation with precise details regarding library algorithms.

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

SockJS-tornado provides the server-side counterpart to a SockJS client library, through the Tornado framework.

SockJS provides a low-latency, full-duplex, cross-domain communication channel between a web browser and web server.

This package supports the efficient creation of hookable objects, which are callable objects that are meant to be optionally replaced. The idea is that you create a function that does some default thing and make i hookable. Later, someone can modify what it does by calling its sethook method and changing its implementation. All users of the function, including those that imported it, will see the change.

Grip is a command-line server application written in Python that uses the GitHub Markdown API to render a local Markdown file. The styles and rendering come directly from GitHub, so you'll know exactly how it will appear. Changes you make to the file will be instantly reflected in the browser without requiring a page refresh.

Provides support for adding authentication to services using the Tornado web framework, either via the basic or digest authentication schemes.

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.

This package provides a Python Twisted library for LDAP, which key feaatures are:

• LDAP client logic

• separately-accessible LDAP and BER protocol message generation/parsing

• ASCII-format LDAP filter generation and parsing

• LDIF format data generation

• Samba password changing logic

This Asynchronous Server Gateway Interface (ASGI) middleware protects against Cross-site request forgery (CSRF) attacks. It implements the Double Submit Cookie pattern, where a cookie is set that is then compared to a csrftoken hidden form field or a x-csrftoken HTTP header.

This package is a fork of the pickle module (and the supporting C extension) from both Python 3.2 and Python 3.3. The fork adds support for the noload operations used by zodb.

Hupper is an integrated process monitor that will track changes to any imported Python files in sys.modules as well as custom paths. When files are changed the process is restarted.

CacheControl is a port of the caching algorithms in httplib2 for use with requests session objects.

Starlette is a lightweight ASGI (Asynchronous Server Gateway Interface) framework/toolkit for building async web services in Python.

MechanicalSoup is a Python library for automating interaction with websites. It automatically stores and sends cookies, follows redirects, and can follow links and submit forms. It doesn’t do JavaScript.

This package provides utilities jointly used by devpi-server, devpi-client and others.

WTForms-SQLAlchemy is a fork of the wtforms.ext.sqlalchemy package from WTForms. The package has been renamed to wtforms_sqlalchemy but otherwise should function the same as wtforms.ext.sqlalchemy did.

This package provides a stateless implementation of Cross-Site Request Forgery (XSRF) Protection by using the Double Submit Cookie mitigation pattern.

Wsgi_intercept installs a WSGI application in place of a real URI for testing. Testing a WSGI application normally involves starting a server at a local host and port, then pointing your test code to that address. Instead, this library lets you intercept calls to any specific host/port combination and redirect them into a WSGI application importable by your test program. Thus, you can avoid spawning multiple processes or threads to test your Web app.

Betamax will record your test suite's HTTP interactions and replay them during future tests. It is designed to work with python-requests.

OpenTelemetry Python API.

This package lets you validate CloudFormation YAML/JSON templates against the CloudFormation spec and additional checks. Includes checking valid values for resource properties and best practices.