Squidpy is a tool for the analysis and visualization of spatial molecular data.

Overview

PyPI Downloads CI Notebooks CI Documentation Coverage

Squidpy - Spatial Single Cell Analysis in Python

Squidpy logo

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.

Squidpy title figure

Visit our documentation for installation, tutorials, examples and more.

Manuscript

Please see our preprint on bioRxiv to learn more.

Squidpy's key applications

  • Build and analyze the neighborhood graph from spatial coordinates.
  • Compute spatial statistics for cell-types and genes.
  • Efficiently store, analyze and visualize large tissue images, leveraging skimage.
  • Explore anndata and the large tissue image in napari.

Installation

Install Squidpy via PyPI by running:

pip install squidpy
# or with napari included
pip install 'squidpy[interactive]'

Contributing to Squidpy

We are happy about any contributions! Before you start, check out our contributing guide.

Owner
Theis Lab
Institute of Computational Biology
Theis Lab
A small script written in Python3 that generates a visual representation of the Mandelbrot set.

Mandelbrot Set Generator A small script written in Python3 that generates a visual representation of the Mandelbrot set. Abstract The colors in the ou

1 Dec 28, 2021
Data Visualizer for Super Mario Kart (SNES)

Data Visualizer for Super Mario Kart (SNES)

MrL314 21 Nov 20, 2022
NumPy and Pandas interface to Big Data

Blaze translates a subset of modified NumPy and Pandas-like syntax to databases and other computing systems. Blaze allows Python users a familiar inte

Blaze 3.1k Jan 01, 2023
Generating interfaces(CLI, Qt GUI, Dash web app) from a Python function.

oneFace is a Python library for automatically generating multiple interfaces(CLI, GUI, WebGUI) from a callable Python object. oneFace is an easy way t

NaNg 31 Oct 21, 2022
BrowZen correlates your emotional states with the web sites you visit to give you actionable insights about how you spend your time browsing the web.

BrowZen BrowZen correlates your emotional states with the web sites you visit to give you actionable insights about how you spend your time browsing t

Nick Bild 36 Sep 28, 2022
A Scheil-Gulliver simulation tool using pycalphad.

scheil A Scheil-Gulliver simulation tool using pycalphad. import matplotlib.pyplot as plt from pycalphad import Database, variables as v from scheil i

pycalphad 6 Dec 10, 2021
Python Package for CanvasXpress JS Visualization Tools

CanvasXpress Python Library About CanvasXpress for Python CanvasXpress was developed as the core visualization component for bioinformatics and system

Dr. Todd C. Brett 5 Nov 07, 2022
This repository contains a streaming Dataflow pipeline written in Python with Apache Beam, reading data from PubSub.

Sample streaming Dataflow pipeline written in Python This repository contains a streaming Dataflow pipeline written in Python with Apache Beam, readin

Israel Herraiz 9 Mar 18, 2022
Extract and visualize information from Gurobi log files

GRBlogtools Extract information from Gurobi log files and generate pandas DataFrames or Excel worksheets for further processing. Also includes a wrapp

Gurobi Optimization 56 Nov 17, 2022
Epagneul is a tool to visualize and investigate windows event logs

epagneul Epagneul is a tool to visualize and investigate windows event logs. Dep

jurelou 190 Dec 13, 2022
Typical: Fast, simple, & correct data-validation using Python 3 typing.

typical: Python's Typing Toolkit Introduction Typical is a library devoted to runtime analysis, inference, validation, and enforcement of Python types

Sean 171 Jan 02, 2023
Rockstar - Makes you a Rockstar C++ Programmer in 2 minutes

Rockstar Rockstar is one amazing library, which will make you a Rockstar Programmer in just 2 minutes. In last decade, people learned C++ in 21 days.

4k Jan 05, 2023
Simple and lightweight Spotify Overlay written in Python.

Simple Spotify Overlay This is a simple yet powerful Spotify Overlay. About I have been looking for something like this ever since I got Spotify. I th

27 Sep 03, 2022
100 data puzzles for pandas, ranging from short and simple to super tricky (60% complete)

100 pandas puzzles Puzzles notebook Solutions notebook Inspired by 100 Numpy exerises, here are 100* short puzzles for testing your knowledge of panda

Alex Riley 1.9k Jan 08, 2023
RockNext is an Open Source extending ERPNext built on top of Frappe bringing enterprise ready utilization.

RockNext is an Open Source extending ERPNext built on top of Frappe bringing enterprise ready utilization.

Matheus Breguêz 13 Oct 12, 2022
Data Analysis: Data Visualization of Airlines

Data Analysis: Data Visualization of Airlines Anderson Cruz | London-UK | Linkedin | Nowa Capital Project: Traffic Airlines Airline Reporting Carrier

Anderson Cruz 1 Feb 10, 2022
Fastest Gephi's ForceAtlas2 graph layout algorithm implemented for Python and NetworkX

ForceAtlas2 for Python A port of Gephi's Force Atlas 2 layout algorithm to Python 2 and Python 3 (with a wrapper for NetworkX and igraph). This is the

Bhargav Chippada 227 Jan 05, 2023
A python visualization of the A* path finding algorithm

A python visualization of the A* path finding algorithm. It allows you to pick your start, end location and make obstacles and then view the process of finding the shortest path. You can also choose

Kimeon 4 Aug 02, 2022
A research of IT labor market based especially on hh.ru. Salaries, rate of technologies and etc.

hh_ru_research Проект реализован в учебных целях анализа рынка труда, в особенности по hh.ru Input data В качестве входных данных используются сериали

3 Sep 07, 2022
a robust room presence solution for home automation with nearly no false negatives

Argos Room Presence This project builds a room presence solution on top of Argos. Using just a cheap raspberry pi zero w (plus an attached pi camera,

Angad Singh 46 Sep 18, 2022