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tvt-split

v1.0.3

Published

Randomly split an array of data into a train, validation and test dataset.

Downloads

82

Readme

NPM

GitHub package version devDependencies Status dependencies Status

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Split your dataset into training, validation and test datasets.

This was largely inspired by train-test-split.

Install

npm install tvt-split
#or with Yarn
yarn add tvt-split

Documentation

Table of Contents

trainValidationTestSplit

Split data into a training, validation and test set.

Parameters

  • data Array Data
  • train number Size of the training set (in percentage if train < 1)
  • validation number Size of the validation set (in percentage if train < 1)
  • seed number Seed of the Pseudo-Random Number Generation. (optional, default -1.1)
  • indices boolean Indicates whether to return the indices of the provided array or the actual values (optional, default false)

Returns [Array, Array, Array] Split data

Example usage

const tvts = require('tvt-split');

const arr = ['one', 'two', 'three', 'four', 'five', 'six', 'seven', 'eight', 'nine', 'ten'];
const [train, validation, test] = tvts(arr, 0.8, .1, 1234);
console.log(train, validation, test);
// [ 'three', 'one', 'seven', 'eight', 'five', 'four', 'nine', 'six' ] [ 'two' ] [ 'ten' ]

const [trainIndices, validationIndices, testIndices] = tvts(arr, 0.8, .1, 1234, true);
console.log(trainIndices, validationIndices, testIndices);
// [ 2, 0, 6, 7, 4, 3, 8, 5, ] [ 1 ] [ 9 ]