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
Pydrawer: The Python package for visualizing curves and linear transformations in a super simple way

pydrawer 📐 The Python package for visualizing curves and linear transformations in a super simple way. ✏️ Installation Install pydrawer package with

Dylan Tintenfich 56 Dec 30, 2022
Visualize data of Vietnam's regions with interactive maps.

Plotting Vietnam Development Map This is my personal project that I use plotly to analyse and visualize data of Vietnam's regions with interactive map

1 Jun 26, 2022
matplotlib: plotting with Python

Matplotlib is a comprehensive library for creating static, animated, and interactive visualizations in Python. Check out our home page for more inform

Matplotlib Developers 16.7k Jan 08, 2023
Visualization of numerical optimization algorithms

Visualization of numerical optimization algorithms

Zhengxia Zou 46 Dec 01, 2022
Data visualization using matplotlib

Data visualization using matplotlib project instructions Top 5 Most Common Coffee Origins In this visualization I used data from Ankur Chavda on Kaggl

13 Oct 27, 2021
Pglive - Pglive package adds support for thread-safe live plotting to pyqtgraph

Live pyqtgraph plot Pglive package adds support for thread-safe live plotting to

Martin Domaracký 15 Dec 10, 2022
Extensible, parallel implementations of t-SNE

openTSNE openTSNE is a modular Python implementation of t-Distributed Stochasitc Neighbor Embedding (t-SNE) [1], a popular dimensionality-reduction al

Pavlin Poličar 1.1k Jan 03, 2023
Make your BSC transaction simple.

bsc_trade_history Make your BSC transaction simple. 中文ReadMe Background: inspired by debank ,Practice my hands on this small project Blog:Crypto-BscTr

foolisheddy 7 Jul 06, 2022
Tools for exploratory data analysis in Python

Dora Exploratory data analysis toolkit for Python. Contents Summary Setup Usage Reading Data & Configuration Cleaning Feature Selection & Extraction V

Nathan Epstein 599 Dec 25, 2022
Here I plotted data for the average test scores across schools and class sizes across school districts.

HW_02 Here I plotted data for the average test scores across schools and class sizes across school districts. Average Test Score by Race This graph re

7 Oct 27, 2021
CLAHE Contrast Limited Adaptive Histogram Equalization

A simple code to process images using contrast limited adaptive histogram equalization. Image processing is becoming a major part of data processig.

Happy N. Monday 4 May 18, 2022
This is a sorting visualizer made with Tkinter.

Sorting-Visualizer This is a sorting visualizer made with Tkinter. Make sure you've installed tkinter in your system to use this visualizer pip instal

Vishal Choubey 7 Jul 06, 2022
Render Jupyter notebook in the terminal

jut - JUpyter notebook Terminal viewer. The command line tool view the IPython/Jupyter notebook in the terminal. Install pip install jut Usage $jut --

Kracekumar 169 Dec 27, 2022
This is a Boids Simulation, written in Python with Pygame.

PyNBoids A Python Boids Simulation This is a Boids simulation, written in Python3, with Pygame2 and NumPy. To use: Save the pynboids_sp.py file (and n

Nik 17 Dec 18, 2022
Missing data visualization module for Python.

missingno Messy datasets? Missing values? missingno provides a small toolset of flexible and easy-to-use missing data visualizations and utilities tha

Aleksey Bilogur 3.4k Dec 29, 2022
Smoking Simulation is an app to simulate the spreading of smokers and non-smokers, their interactions and population during certain amount of time.

Smoking Simulation is an app to simulate the spreading of smokers and non-smokers, their interactions and population during certain

Bohdan Ruban 5 Nov 08, 2022
Data science project for exploratory analysis on the kcse grades dataset (Kamilimu Data Science Track)

Kcse-Data-Analysis Data science project for exploratory analysis on the kcse grades dataset (Kamilimu Data Science Track) Findings The performance of

MUGO BRIAN 1 Feb 23, 2022
Multi-class confusion matrix library in Python

Table of contents Overview Installation Usage Document Try PyCM in Your Browser Issues & Bug Reports Todo Outputs Dependencies Contribution References

Sepand Haghighi 1.3k Dec 31, 2022
Domain Connectivity Analysis Tools to analyze aggregate connectivity patterns across a set of domains during security investigations

DomainCAT (Domain Connectivity Analysis Tool) Domain Connectivity Analysis Tool is used to analyze aggregate connectivity patterns across a set of dom

DomainTools 34 Dec 09, 2022
Machine learning beginner to Kaggle competitor in 30 days. Non-coders welcome. The program starts Monday, August 2, and lasts four weeks. It's designed for people who want to learn machine learning.

30-Days-of-ML-Kaggle 🔥 About the Hands On Program 💻 Machine learning beginner → Kaggle competitor in 30 days. Non-coders welcome The program starts

Roja Achary 145 Jan 01, 2023