Draw interactive NetworkX graphs with Altair

Overview

nx_altair

Draw NetworkX graphs with Altair

Gitter chat

nx_altair offers a similar draw API to NetworkX but returns Altair Charts instead.

If you'd like to contribute, join the Gitter chatroom and share your ideas! Also, checkout the to-do list below.

Examples

If you'd like to start playing with nx_altair, download this notebook!

Simple graph

import networkx as nx
import nx_altair as nxa

# Generate a random graph
G = nx.fast_gnp_random_graph(n=20, p=0.25)

# Compute positions for viz.
pos = nx.spring_layout(G)

# Draw the graph using Altair
viz = nxa.draw_networkx(G, pos=pos)

# Show it as an interactive plot!
viz.interactive()

Leverage Altair

Customize the visualization

nx_altair also supports many of the same arguments from NetworkX for styling your network--with an Altair twist! Map visualization attributes in a declarative manner.

import numpy as np

# Add weights to nodes and edges
for n in G.nodes():
    G.nodes[n]['weight'] = np.random.randn()

for e in G.edges():
    G.edges[e]['weight'] = np.random.uniform(1, 10)


# Draw the graph using Altair
viz = nxa.draw_networkx(
    G, pos=pos,
    node_color='weight',
    cmap='viridis',
    width='weight',
    edge_color='black',
)

# Show it as an interactive plot!
viz.interactive()

Install

To install from PyPI:

pip install nx_altair

To install for development, clone this repos and install using pip

pip install -e .

Contributing

We welcome pull requests! If you find a bug, we'd love for you to submit a PR. If you're not sure how to do that, check out this simple guide.

If you have a feature request, please open an issue or submit a PR!

Todo list

A list of things to-do (good ideas for PRs).

  • Add draw method that mirrors networkx (easy)
  • Node color scale vmix, vmax (easy)
  • Edge color scale vmix, vmax (easy)
  • Node labels (medium)
  • Edge labels (medium)
  • Mouse-hover interactivity (medium)
  • Arrows for edges (hard)
  • Support for large (>1000 edge) networks (hard)
  • Force-directed interactivity (very hard---beyond altair's current support).
Owner
Zachary Sailer
@jupyter core developer, @jupyter Distinguished Contributor
Zachary Sailer
A simple interpreted language for creating basic mathematical graphs.

graphr Introduction graphr is a small language written to create basic mathematical graphs. It is an interpreted language written in python and essent

2 Dec 26, 2021
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
Learning Convolutional Neural Networks with Interactive Visualization.

CNN Explainer An interactive visualization system designed to help non-experts learn about Convolutional Neural Networks (CNNs) For more information,

Polo Club of Data Science 6.3k Jan 01, 2023
Tandem Mass Spectrum Prediction with Graph Transformers

MassFormer This is the original implementation of MassFormer, a graph transformer for small molecule MS/MS prediction. Check out the preprint on arxiv

Röst Lab 13 Oct 27, 2022
GUI for visualization and interactive editing of SMPL-family body models ie. SMPL, SMPL-X, MANO, FLAME.

Body Model Visualizer Introduction This is a simple Open3D-based GUI for SMPL-family body models. This GUI lets you play with the shape, expression, a

Muhammed Kocabas 207 Jan 01, 2023
Visualise Ansible execution time across playbooks, tasks, and hosts.

ansible-trace Visualise where time is spent in your Ansible playbooks: what tasks, and what hosts, so you can find where to optimise and decrease play

Mark Hansen 81 Dec 15, 2022
An application that allows you to design and test your own stock trading algorithms in an attempt to beat the market.

StockBot is a Python application for designing and testing your own daily stock trading algorithms. Installation Use the

Ryan Cullen 280 Dec 19, 2022
Boltzmann visualization - Visualize the Boltzmann distribution for simple quantum models of molecular motion

Boltzmann visualization - Visualize the Boltzmann distribution for simple quantum models of molecular motion

1 Jan 22, 2022
This project is an Algorithm Visualizer where a user can visualize algorithms like Bubble Sort, Merge Sort, Quick Sort, Selection Sort, Linear Search and Binary Search.

Algo_Visualizer This project is an Algorithm Visualizer where a user can visualize common algorithms like "Bubble Sort", "Merge Sort", "Quick Sort", "

Rahul 4 Feb 07, 2022
The interactive graphing library for Python (includes Plotly Express) :sparkles:

plotly.py Latest Release User forum PyPI Downloads License Data Science Workspaces Our recommended IDE for Plotly’s Python graphing library is Dash En

Plotly 12.7k Jan 05, 2023
🧇 Make Waffle Charts in Python.

PyWaffle PyWaffle is an open source, MIT-licensed Python package for plotting waffle charts. It provides a Figure constructor class Waffle, which coul

Guangyang Li 528 Jan 02, 2023
A simple project on Data Visualization for CSCI-40 course.

Simple-Data-Visualization A simple project on Data Visualization for CSCI-40 course - the instructions can be found here SAT results in New York in 20

Hugo Matousek 8 Oct 27, 2021
Some examples with MatPlotLib library in Python

MatPlotLib Example Some examples with MatPlotLib library in Python Point: Run files only in project's directory About me Full name: Matin Ardestani Ag

Matin Ardestani 4 Mar 29, 2022
Alternative layout visualizer for ZSA Moonlander keyboard

General info This is a keyboard layout visualizer for ZSA Moonlander keyboard (because I didn't find their Oryx or their training tool particularly us

10 Jul 19, 2022
Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required.

Dash Dash is the most downloaded, trusted Python framework for building ML & data science web apps. Built on top of Plotly.js, React and Flask, Dash t

Plotly 17.9k Dec 31, 2022
Some problems of SSLC ( High School ) before outputs and after outputs

Some problems of SSLC ( High School ) before outputs and after outputs 1] A Python program and its output (output1) while running the program is given

Fayas Noushad 3 Dec 01, 2021
This is a Cross-Platform Plot Manager for Chia Plotting that is simple, easy-to-use, and reliable.

Swar's Chia Plot Manager A plot manager for Chia plotting: https://www.chia.net/ Development Version: v0.0.1 This is a cross-platform Chia Plot Manage

Swar Patel 1.3k Dec 13, 2022
A simple script that displays pixel-based animation on GitHub Activity

GitHub Activity Animator This project contains a simple Javascript snippet that produces an animation on your GitHub activity tracker. The project als

16 Nov 15, 2021
Plotting library for IPython/Jupyter notebooks

bqplot 2-D plotting library for Project Jupyter Introduction bqplot is a 2-D visualization system for Jupyter, based on the constructs of the Grammar

3.4k Dec 30, 2022
An XLSX spreadsheet renderer for Django REST Framework.

drf-renderer-xlsx provides an XLSX renderer for Django REST Framework. It uses OpenPyXL to create the spreadsheet and returns the data.

The Wharton School 166 Dec 01, 2022