npm package discovery and stats viewer.

Discover Tips

  • General search

    [free text search, go nuts!]

  • Package details

    pkg:[package-name]

  • User packages

    @[username]

Sponsor

Optimize Toolset

I’ve always been into building performant and accessible sites, but lately I’ve been taking it extremely seriously. So much so that I’ve been building a tool to help me optimize and monitor the sites that I build to make sure that I’m making an attempt to offer the best experience to those who visit them. If you’re into performant, accessible and SEO friendly sites, you might like it too! You can check it out at Optimize Toolset.

About

Hi, 👋, I’m Ryan Hefner  and I built this site for me, and you! The goal of this site was to provide an easy way for me to check the stats on my npm packages, both for prioritizing issues and updates, and to give me a little kick in the pants to keep up on stuff.

As I was building it, I realized that I was actually using the tool to build the tool, and figured I might as well put this out there and hopefully others will find it to be a fast and useful way to search and browse npm packages as I have.

If you’re interested in other things I’m working on, follow me on Twitter or check out the open source projects I’ve been publishing on GitHub.

I am also working on a Twitter bot for this site to tweet the most popular, newest, random packages from npm. Please follow that account now and it will start sending out packages soon–ish.

Open Software & Tools

This site wouldn’t be possible without the immense generosity and tireless efforts from the people who make contributions to the world and share their work via open source initiatives. Thank you 🙏

© 2024 – Pkg Stats / Ryan Hefner

watch-complexity

v0.1.1

Published

Artificial Intelligence from experimental research on computational social science.

Downloads

13

Readme

Watch Complexity · GitHub license PRs Welcome

WatchComplexity is a package to understand and analyze complex networks and more in general complex data. It is a collection of clustering techniques inspired by social science and communication theories.

Documentation

All useful informations can be found in the wiki documentation:

Algorithms

The tool provides the following algorithms.

Getting started

Install

npm install watch-complexity

How to use it

const watchcomplexity = require('watch-complexity');

Example of use:

// The list of edges
const edges = [
  {from: "Napoleon", to: "Myriel", weight: 1},
  {from: "Mme.Magloire", to: "Myriel", weight: 10},
  {...}
];
// Measure the influence score and detect the influence roles
const nodes = watchcomplexity.influence.typology(edges);

That will return as result:

{
 ranking: 
   [
      {node: "Marius", role: "Hub", score: 100},
      {node: "Courfeyrac", role: "Amplifier", score: 93.68029739776952},
      {node: "Enjolras", role: "Reducer", score: 92.93680297397769},
      {node: "Fantine", role: "Amplifier", score: 89.96282527881041},
      ...,
      {node: "Mme.Hucheloup", role: "Emitter", score: 39.405204460966544},
      {node: "Anzelma", role: "Low emitter", score: 34.94423791821562},
      {node: "Pontmercy", role: "Reducer", score: 33.08550185873605},
      ...
      {node: "OldMan", role: "Emitter branch", score: 1.4869888475836461},
      {node: "Napoleon", role: "Emitter branch", score: 0}
   ],
  nodes: 77,
  edges: 254,
  distribution:  {
    Blackhole: 0,
    Vulcano: 0,
    Channeler: 0,
    Chain: 0,
    Bridge: 1,
    Connector: 3,
    'Emitter branch': 15,
    'Receiver branch': 2,
    Receiver: 2,
    Emitter: 4,
    'Low emitter': 9,
    Idle: 0,
    Transceiver: 5,
    Tophub: 0,
    Hub: 1,
    Dam: 6,
    Reducer: 12,
    Megamplifier: 7,
    Amplifier: 10
  }
}

Tests

Unit tests are inside the folder /test, included test coverage through nyc.

To run all unit tests, type:

npm test

Motivation

Our main goal is to do experimental research with practical applications.

License

WatchComplexity is an open source project available under the MIT license.