Package Exports

time-series-clustering

This package does not declare an exports field, so the exports above have been automatically detected and optimized by JSPM instead. If any package subpath is missing, it is recommended to post an issue to the original package (time-series-clustering) to support the "exports" field. If that is not possible, create a JSPM override to customize the exports field for this package.

Readme

Time Series Clustering

time-series-clustering allows you to find Time Series Based Clustering among your data

Install

$ npm install --save time-series-clustering

Sample

This will give you a taste of what time-series-clustering does.

var getClusters = require('time-series-clustering');

var clusterConfig = {
    // max time distance for two items to be in the same cluster
    maxDistance: 60 * 60 * 24 * 1000 * 1, // 1 day
    // filter cluster with a time frame smaller than minTimeFrame
    minTimeFrame: 60 * 60 * 24 * 1000 * 1, // 1 day
    // min number of items to get a relevant cluster
    minRelevance: 10
};

var convertedData = {
    "data": [{
        "id": 1,
        "value": 1350777600000
    }, {
        "id": 2,
        "value": 1350777600000
    }, {
        "id": 3,
        "value": 1350777600000
    }, {
        "id": 4,
        "value": 1350777600000
    }, {
        "id": 5,
        "value": 1350691200000
    }, {
        "id": 6,
        "value": 1350691200000
    }, {
        "id": 7,
        "value": 1350691200000
    }, {
        "id": 8,
        "value": 1350691200000
    }, {
        "id": 9,
        "value": 1350691200000
    }, {
        "id": 10,
        "value": 1350691200000
    }, {
        "id": 11,
        "value": 1350691200000
    }, {
        "id": 12,
        "value": 1350691200000
    }, {
        "id": 13,
        "value": 1337126400000
    }]
};

console.log(getClusters(convertedData, clusterConfig));

// RETURNED OBJECT -> ARRAY OF CLUSTERS
/*
    {
        "clusters": [{
            "value_max": 1350777600000,
            "value_min": 1350691200000,
            "value_range": 1,
            "relevance": 11,
            "ids": [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]
        }]
    }
*/