pandera is a project that provides a flexible and expressive API for performing data validation on dataframe-like objects.
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pandera is a project that provides a flexible and expressive API for performing data validation on dataframe-like objects.
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Pydantic is a data validation library for Python. Define how data should be in pure, canonical Python 3.7+; validate it with Pydantic.
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Cerberus provides powerful yet simple and lightweight data validation functionality out of the box.
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valideer is a lightweight data validation and adaptation library for Python.
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Colander is a serialization / deserialization / validation library for strings, mappings and lists.
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Voluptuous is a Python data validation library. It is primarily intended for validating data coming into Python as JSON, YAML, etc.
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Schematics is a Python library to combine types into structures, validate, and transform the shapes of your data based on simple descriptions.
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schema is a library for validating Python data structures, such as those obtained from config-files, forms, external services.
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jsonschema is an implementation of JSON Schema for Python (supporting 2.7+ including Python 3).
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Polynote is an experimental polyglot notebook environment. It supports mixing multiple languages in one notebook.
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The Spark Notebook is aimed at enterprise environments, providing data scientists and data engineers with an interactive web-based editor.
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BeakerX is a collection of kernels and extensions to the Jupyter interactive computing environment.
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Apache Zeppelin is a web-based notebook that enables interactive data analytics.
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nteract is a desktop-based interactive computing application that is focused on accessibility and composability.
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The Jupyter Notebook is a server-client web application to create/share documents containing live code, equations, and visualizations.
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JupyterLab is an extensible environment for interactive and reproducible computing.
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Apollo is a collaborative, real-time, genome annotation editor. The stack is a Java web application / database backend.
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Artemis is a free genome viewer and annotation tool that allows visualization of sequence features and the results of analyses.
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JBrowse is a fast, scalable genome browser built completely with JavaScript and HTML5. It can run on your desktop, or embedded in a website.
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Integrated Genome Browser (IGB) is a fast, free, and highly customizable genome browser you can use to view and explore big genomic datasets.
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