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split-buckets

v2.0.0

Published

Split randomly into evenly distributed buckets and get the same result every time

Downloads

26

Readme

split-buckets

An installable library that will randomly group into evenly distributed buckets and give you the same result every time

  • Perfect for A/B testing
  • Release experiences only to a percentage of traffic
  • Sticky by user id for consistent experiences (no cookies needed)
  • Divide into as many buckets as you want

Install

npm install split-buckets

Works in NodeJs and in browser bundles

Use

import SplitBuckets from 'split-buckets';

const test1 = new SplitBuckets('test1', [
    {
        weight: 0.5,
        value: 'red',
    },
    {
        weight: 0.5,
        value: 'blue',
    },
]);

test1.getBucket('XXX-XXX-XXX'); // returns 'one'
test1.getBucket('ZZZ-ZZZ-ZZZ'); // returns 'two'

This creates a 50/50 split betwen "red" and "blue".

new SplitBuckets()

new SplitBuckets(groupName, allocations, seed)

groupName {String}

A unique label for this group of buckets

The same id will always fall into the same bucket when given the same groupName, so providing a unique groupName will prevent users from always receiving the same type of experiences (always in the first bucket etc.)

allocations {Array}

Defines how to split users into buckets. You can create as many buckets as you want, but the total percentage allocated cannot exceed 100%.

[
    {
        weight: 0.05,
        value: 'one',
    },
    {
        weight: 0.15,
        value: 'two',
    },
]
  • weight is what percentage of the total population should be allocated into that bucket. Number between 0 and 1.
  • value will be returned when the id falls into that bucket. Can be any type of data.

Unallocated space means that some results will not fall into any of the buckets. For example, if you allocate 5% to bucket "one" and 15% to bucket "two" then 80% of the results will fall into bucket undefined

|"one"|"two"|undefined| |---|---|---| |--5--|------15-------|---------------------------------------80---------------------------------------|

seed {Integer} [optional]

Used to compute the hash that determines which bucket and id belongs to

A custom seed is not necessary, but providing a one keeps your results from being predictable unless the seed is known. Please note that using a seed based on timestamp or other variable values will destroy the stickiness that keeps an id in the same bucket each time.

Methods

getBucket(id)

Find which bucket a given id belongs to

Takes an id and returns the value of the bucket to which it has been allocated. The result is deterministic and will be the same every time.

Algorithm

Bucketing is done using MurmurHash3 ported from GaryCourt's implementation.