trendline
v1.0.0
Published
Generate a trendline using linear regression
Downloads
7,975
Maintainers
Readme
Trendline.js
A lightweight JavaScript library to generate a trend line using linear regression. Display the trendline using something like D3.js or Recharts.
Example
import { createTrend } from 'trendline';
// OR
// const { createTrend } = require('trendline');
const data = [
{ y: 2, x: 1 },
{ y: 4, x: 2 },
{ y: 5, x: 3 },
{ y: 4, x: 4 },
{ y: 5, x: 5 },
];
// Takes the following arguments (dataset, xKey, yKey)
const trend = createTrend(data, 'x', 'y');
console.log(trend);
// { slope: 0.6, yStart: 2.2, calcY: [Function: calcY] }
The object returned from createTrend
The object has the following 3 properties.
slope
, a number representing how sharply the trend increases.
yStart
, a number showing where the trend line starts on the Y axis.
calcY
, a function to calculate what the Y value is based on the X value.
Illustrating calcY
const data = [
{ y: 2, x: 1 },
{ y: 4, x: 2 },
{ y: 5, x: 3 },
{ y: 4, x: 4 },
{ y: 5, x: 5 },
];
const trend = createTrend(data, 'x', 'y');
console.log(trend.yStart); // 2.2
// yStart is representing the Y value when X is 0
// This will always returns true.
console.log(trend.calcY(0) === trend.yStart); // True
Example use with Recharts
import React from 'react';
import { createTrend } from 'trendline';
import { LineChart, Line, XAxis, YAxis } from 'recharts';
const Graph = () => {
const { weightData } = useAPI();
const weights = weightData.map((data) => data.weight);
const yMax = Math.max(...weights);
const yMin = Math.min(...weights);
const timestamps = weightData.map((data) => data.dateTime);
const xMax = Math.max(...timestamps);
const xMin = Math.min(...timestamps);
const trendData = () => {
const trend = createTrend(weightData, 'dateTime', 'weight');
return [
{ weight: trend.calcY(xMin), dateTime: xMin },
{ weight: trend.calcY(xMax), dateTime: xMax },
];
};
return (
<LineChart
data={weightData}
margin={{ top: 5, right: 30, bottom: 5, left: -20 }}
onMouseLeave={() => setMessage('')}
>
<XAxis
name="Time"
type="number"
dataKey="dateTime"
domain={['dataMin', 'dataMax']}
/>
<YAxis
name="Weight"
type="number"
dataKey="weight"
domain={[yMin, yMax]}
/>
<Line type="monotoneX" dataKey="weight" />
<Line
data={trendData()}
dataKey="weight"
stroke="red"
strokeDasharray="3 3"
/>
</LineChart>
);
};
Contributing
I appreciate anyone who wants to contribute to the project. If you find any improvements to be made to the library, feel free to raise a PR for it on GitHub.