Giter Site home page Giter Site logo

ts-timeseries's Introduction

Time series data type

The reasoning behind this package is rather simple: most plotting libraries require as input two array's: one with labels, one with values. For time series, most of the times we want to see continuous time intervals, with missing data either interporlated or set to 0. Usually, backends will not provide "zero values" for the missing dates. This is the main usage scenario for this package.

Sample usage here:

const _timeSeries = new TimeSeries("test", // name of the dataset 
  [[new Date(2020, 0, 0), 1],
  [new Date(2020, 0, 1), 2],
  [new Date(2020, 0, 4), 3]], // the actual date / value pairs 
  "daily", // periodicity
  true, // true - fill with zero, false - linear interpolation
  "ASC" // sorting of the date values (ASC or DESC)
);

console.log(_timeSeries.fillGaps());

Output will be:

TimeSeries {
  name: 'test',
  data: [
    [ 2019-12-30T22:00:00.000Z, 1 ],
    [ 2019-12-31T22:00:00.000Z, 2 ],
    [ 2020-01-01T22:00:00.000Z, 0 ],
    [ 2020-01-02T22:00:00.000Z, 0 ],
    [ 2020-01-03T22:00:00.000Z, 3 ]
  ],
  periodicity: 'daily',
  zeroFill: true
}

Basic value interpolation:

const _timeSeries = new TimeSeries("test", [
  [new Date(2020, 0, 0), 1],
  [new Date(2020, 0, 1), 2],
  [new Date(2020, 0, 4), 3]],
  "daily", 
  false
);

console.log(_timeSeries.fillGaps());

And the output will show interpolate values:

TimeSeries {
  name: 'test',
  data: [
    [ 2019-12-30T22:00:00.000Z, 1 ],
    [ 2019-12-31T22:00:00.000Z, 2 ],
    [ 2020-01-01T22:00:00.000Z, 2.3333333333333335 ],
    [ 2020-01-02T22:00:00.000Z, 2.6666666666666665 ],
    [ 2020-01-03T22:00:00.000Z, 3 ]
  ],
  periodicity: 'daily',
  zeroFill: true
}

ts-timeseries's People

Contributors

ksdaniel avatar

Watchers

 avatar Kostas Georgiou 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.