Giter Site home page Giter Site logo

regulus.js's Introduction

Regulus

Visual analytics of high-dimensional data using a topology based approach. Regulus support both Morse and Morse-Smale complexes.

Installation

Server

Regulus uses Bottle python server, which can installed via pip install bottle or conda install bottle -c conda-forge.

Client

Install the yarn package manager. e.g. conda install yarn -c conda-forge.

  • Run yarn install in the regulus root directory. It will locally install all the required Javascript packages.
  • Run yarn build to build the Javascript code.
  • During development, use yarn watch to continuously rebuild Regulus you save files.

Data

Regulus works with high-dimensional data where the first d-dimensions are independent variables (dimensions) and the rest of dependent variables (measures).

  • todo: [expand]: convert csv file to a regulus json file
  • todo: [expand]: compute Morse- or Morse-Smale complexes
  • todo: [expand]: compute various statistic such as linear regression and inverser regression

Data sampling

Regulus can sample the domain to create additional data points during the analysis process. There are two main approaches,

1. Interpolation of existing data points

TBD

2. Running a user simulation program

Currently, Regulus only support running a local cyclus for a specific scenario.

Running

Server:

cd server; python server.py -d <path-to-data-directory>

You can also set an environment variable REGULUS_DATA_DIR to point at the data directory.

Client

Point your browser to localhost:8081

Regulus automatically save and reload the layout configuration.

  • localhost:8081/?noload prevents loading of previous layout
  • localhost:8081/?nosave prevents saving the layout during this run
  • localhost:8081/?noload&nosave prevents both

regulus.js's People

Contributors

yarden-livnat avatar orpheus92 avatar maljovec avatar

Stargazers

Anthony Scopatz avatar  avatar

Watchers

Anthony Scopatz avatar James Cloos avatar  avatar  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.