
Security Fundamentals
Turtles, Clams, and Cyber Threat Actors: Shell Usage
The Socket Threat Research Team uncovers how threat actors weaponize shell techniques across npm, PyPI, and Go ecosystems to maintain persistence and exfiltrate data.
|PyPI| |Downloads| |CI| |Docs| |Coverage| |Discourse| |Zulip| |NumFOCUS|
Squidpy is a tool for the analysis and visualization of spatial molecular data.
It builds on top of scanpy
_ and anndata
_, from which it inherits modularity and scalability.
It provides analysis tools that leverages the spatial coordinates of the data, as well as
tissue images if available.
Visit our documentation
_ for installation, tutorials, examples and more.
Please see our manuscript Palla, Spitzer et al. (2022)
_ in Nature Methods to learn more.
skimage
_.anndata
_ and large tissue images in napari
_.Install Squidpy via PyPI by running::
pip install squidpy
# or with napari included
pip install 'squidpy[interactive]'
or via Conda as::
conda install -c conda-forge squidpy
We are happy about any contributions! Before you start, check out our contributing guide <CONTRIBUTING.rst>
_.
.. |PyPI| image:: https://img.shields.io/pypi/v/squidpy.svg :target: https://pypi.org/project/squidpy/ :alt: PyPI
.. |CI| image:: https://img.shields.io/github/actions/workflow/status/scverse/squidpy/test.yml?branch=main :target: https://github.com/scverse/squidpy/actions :alt: CI
.. |Pre-commit| image:: https://results.pre-commit.ci/badge/github/scverse/squidpy/main.svg :target: https://results.pre-commit.ci/latest/github/scverse/squidpy/main :alt: pre-commit.ci status
.. |Docs| image:: https://img.shields.io/readthedocs/squidpy :target: https://squidpy.readthedocs.io/en/stable/ :alt: Documentation
.. |Coverage| image:: https://codecov.io/gh/scverse/squidpy/branch/main/graph/badge.svg :target: https://codecov.io/gh/scverse/squidpy :alt: Coverage
.. |Downloads| image:: https://pepy.tech/badge/squidpy :target: https://pepy.tech/project/squidpy :alt: Downloads
.. |Discourse| image:: https://img.shields.io/discourse/posts?color=yellow&logo=discourse&server=https%3A%2F%2Fdiscourse.scverse.org :target: https://discourse.scverse.org/ :alt: Discourse
.. |Zulip| image:: https://img.shields.io/badge/zulip-join_chat-%2367b08f.svg :target: https://scverse.zulipchat.com :alt: Zulip
.. |NumFOCUS| image:: https://img.shields.io/badge/powered%20by-NumFOCUS-orange.svg?style=flat&colorA=E1523D&colorB=007D8A :target: http://numfocus.org :alt: NumFOCUS
.. |NumFOCUS logo| image:: https://raw.githubusercontent.com/numfocus/templates/master/images/numfocus-logo.png :target: https://numfocus.org/project/scverse :width: 200
.. _Palla, Spitzer et al. (2022): https://doi.org/10.1038/s41592-021-01358-2 .. _scanpy: https://scanpy.readthedocs.io/en/stable/ .. _anndata: https://anndata.readthedocs.io/en/stable/ .. _napari: https://napari.org/ .. _skimage: https://scikit-image.org/ .. _documentation: https://squidpy.readthedocs.io/en/stable/ .. _website: https://scverse.org/ .. _governance: https://scverse.org/about/roles/ .. _NumFOCUS: https://numfocus.org/ .. _donation: https://numfocus.org/donate-to-scverse/
Squidpy is part of the scverse® project (website
, governance
) and is fiscally sponsored by NumFOCUS
.
Please consider making a tax-deductible donation
to help the project pay for developer time, professional services, travel, workshops, and a variety of other needs.
.. image:: https://raw.githubusercontent.com/numfocus/templates/master/images/numfocus-logo.png :width: 200 :target: https://numfocus.org/project/scverse :align: center
FAQs
Spatial Single Cell Analysis in Python
We found that squidpy demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 3 open source maintainers collaborating on the project.
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