Giter Site home page Giter Site logo

scout's Introduction

scout - reproducible single-cell data analysis with interactive visualisations.

scRNA-data is handled with ScanPy, plots made with Plotly.

Pipeline: Colab

Quality Control Violins

alt text

Mitochondrial Scatter Plot

alt text

Dispersion Plot

alt text

PCA Projection

alt text

PCA Correlation Circle

alt text

PCA Explained Correlation (w.r.t. categorical variables)

alt text

PCA Explained Variance

alt text

UMAP Projection

alt text

Trimap Projection

alt text

3D Projection (Looks better live)

alt text

DE Volcano

alt text

Heatmap

alt text

alt text

GSEA Volcano

alt text

Additional plots for Matplotlib (old stuff)

Volcano Plot

alt text

P-value & Marker Score Distributions

alt text

Marker Score

alt text

Clustered Heatmap i.e. Clustermap

alt text

GSEA Volcano

alt text

Sorted Heatmap

alt text

How to use?

  1. conda env create -f environment.yml
  2. conda activate scout
  3. pip install -e .
  4. import scout

scout's People

Contributors

lutrarutra avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.