We’ve built a bar chart in react using the data vis library @vx. The next chart that we can build to help tell our data’s story is a line chart. Line charts are great for showing trends over time and that’s what we’ll build today.
What We're Building TL;DR
Requirements
- [ ] Display time along the x-axis
- [ ] Display metrics along the y-axis
- [ ] Show each data point on the line
Packages
Let's start by getting the packages we need from @vx. We'll need shapes, scale, axis, gradient (easy background color), and some mock data to get started.
yarn add @vx/shapes @vx/group @vx/scale @vx/axis @vx/curve @vx/gradient @vx/text
Or
npm install @vx/shapes @vx/group @vx/scale @vx/axis @vx/curve @vx/gradient @vx/text --save
Data
Now that we have our packages we can start stubbing out our data. We're going to use some mock data to get started so feel free to create your own or use this data set.
const defaultData1 = [
{
miles: 5.6,
date: 1595228400000,
},
{
miles: 3.2,
date: 1595314800000,
},
{
miles: 7.9,
date: 1595401200000,
},
{
miles: 4.1,
date: 1595487600000,
},
{
miles: 9.3,
date: 1595574000000,
},
]
Now that we have the shape of our data we can add some helper functions that will access those items. This will help us add the date across the x-axis and the miles along the y-axis. We'll see how these come into play a little later.
// accessors return the miles and date of that data item
const x = (d) => d.miles
const y = (d) => d.date
Scales
We can now define the max height and max-width that we would like our chart to be. Our component will take height and width as props and then we can add a little padding. This will help us as we define our scales for this chart.
// bounds
const xMax = width - 120
const yMax = height - 80
The scales are where the magic really happens. It all comes down to domain and range. The general rule of thumb based on my understanding is that domain is the lowest and highest data points. The range is the pixel range we would like to plot these data points on.
In our scales below, we can see that range (rangeRound) is from 0 to xMax which is the height bound of our chart. @vx gives us a helper, rangeRound, that prettifies the numbers.
The domain is an array of all data points which resolves to lowest (4.1) and highest (9.3) of the data set.
const xScale = scaleTime({
rangeRound: [0, xMax],
domain: [Math.min(...data.map(x)), Math.max(...data.map(x))],
})
const yScale = scaleLinear({
rangeRound: [0, yMax],
domain: [Math.max(...data.map(y)), 0],
})
Building our Line Chart
Now we can start building the component. Let's start by setting up the SVG that will hold our line and axes.
import React from "react"
import { Group } from "@vx/group"
import { scaleTime, scaleLinear } from "@vx/scale"
// dimensions
const height = 500
const width = 800
// accessors
const x = (d) => new Date(d.date).valueOf()
const y = (d) => d.miles
const LineChart = ({ data = [] }) => {
// bounds
const xMax = width - 120
const yMax = height - 80
const xScale = scaleTime({
rangeRound: [0, xMax],
domain: [Math.min(...data.map(x)), Math.max(...data.map(x))],
})
const yScale = scaleLinear({
rangeRound: [0, yMax],
domain: [Math.max(...data.map(y)), 0],
})
return (
<svg width={width} height={height}>
<Group top={25} left={65}></Group>
</svg>
)
}
export default LineChart
Looks good. The first thing we'll add is the y-axis. To do this we use AxisLeft from @vx. We need to pass it our yScale and we'll give it a few other props for styling. The numTicks limits the number of values shown on the y-axis and label is what will display along the axis.
Then we'll add the AxisBottom that has similar props to to AxisLeft. The top is where it should start vertically from the top, which is the chart height in this case. The labelOffset prop dictates how much space is in between the ticks and the axis label. It should look like this:
import React from "react"
import { Group } from "@vx/group"
import { scaleTime, scaleLinear } from "@vx/scale"
import { AxisLeft, AxisBottom } from "@vx/axis"
...
<Group top={25} left={65}>
<AxisLeft scale={yScale} numTicks={4} label="Miles" />
<AxisBottom scale={xScale} label="Day" labelOffset={15} numTicks={5} top={yMax} />
</Group>
- [x] Display time along the x-axis
- [x] Display metrics along the y-axis
Now we can add the line to the chart using LinePath from @vx/shapes and we'll pass it curveLinear from @vx/curve to dictate its shape.
import React from "react"
import { Group } from "@vx/group"
import { scaleTime, scaleLinear } from "@vx/scale"
import { AxisLeft, AxisBottom } from "@vx/axis"
import { LinePath } from "@vx/shape"
import { curveLinear } from "@vx/curve"
...
<Group top={25} left={65}>
<AxisLeft scale={yScale} numTicks={4} label="Miles" />
<AxisBottom scale={xScale} label="Day" labelOffset={15} numTicks={5} top={yMax} />
<LinePath
data={data}
curve={curveLinear}
x={(d) => xScale(x(d))}
y={(d) => yScale(y(d))}
stroke="#222222"
strokeWidth={1.5}
/>
</Group>
It's looking like a nice, one-line chart now. We might want to add some dots to represent the data points. To do that we'll map over the data items and use the circle element positioned using each item's points.
<Group top={25} left={65}>
<AxisLeft scale={yScale} numTicks={4} label="Miles" />
<AxisBottom scale={xScale} label="Day" labelOffset={15} numTicks={5} top={yMax} />
{data.map((point, pointIndex) => (
<circle
key={pointIndex}
r={5}
cx={xScale(x(point))}
cy={yScale(y(point))}
stroke="#222222"
fill="#222222"
fillOpacity={0.5}
/>
))}
<LinePath
data={data}
curve={curveLinear}
x={(d) => xScale(x(d))}
y={(d) => yScale(y(d))}
stroke="#222222"
strokeWidth={1.5}
/>
</Group>
- [x] Show each data point on the line
Awesome, we fulfilled all of our requirements for this one-line chart. Here is all the code together.
import React from "react"
import { Group } from "@vx/group"
import { scaleTime, scaleLinear } from "@vx/scale"
import { AxisLeft, AxisBottom } from "@vx/axis"
import { LinePath } from "@vx/shape"
import { curveLinear } from "@vx/curve"
// dimensions
const height = 500
const width = 800
// accessors
const x = (d) => new Date(d.date).valueOf()
const y = (d) => d.miles
const LineChart = ({ data = [] }) => {
// bounds
const xMax = width - 120
const yMax = height - 80
const xScale = scaleTime({
rangeRound: [0, xMax],
domain: [Math.min(...data.map(x)), Math.max(...data.map(x))],
})
const yScale = scaleLinear({
rangeRound: [0, yMax],
domain: [Math.max(...data.map(y)), 0],
})
return (
<svg width={width} height={height}>
<Group top={25} left={65}>
<AxisLeft scale={yScale} numTicks={4} label="Miles" />
<AxisBottom scale={xScale} label="Day" labelOffset={15} numTicks={5} top={yMax} />
{data.map((point, pointIndex) => (
<circle
key={pointIndex}
r={5}
cx={xScale(x(point))}
cy={yScale(y(point))}
stroke="#222222"
fill="#222222"
fillOpacity={0.5}
/>
))}
<LinePath
data={data}
curve={curveLinear}
x={(d) => xScale(x(d))}
y={(d) => yScale(y(d))}
stroke="#222222"
strokeWidth={1.5}
/>
</Group>
</svg>
)
}
export default LineChart
Bonus
For better sizing/resizing we can use a resize observer hook in our component. I like to use the package use-resize-observer for this. Let's see how we can use it in our component.
import React from "react"
import { Group } from "@vx/group"
import { scaleTime, scaleLinear } from "@vx/scale"
import { AxisLeft, AxisBottom } from "@vx/axis"
import { LinePath } from "@vx/shape"
import { curveLinear } from "@vx/curve"
import useResizeObserver from "use-resize-observer"
// dimensions
const height = 500
const width = 800
// accessors
const x = (d) => new Date(d.date).valueOf()
const y = (d) => d.miles
const LineChart = ({ data = [] }) => {
const { ref, width = 1, height = 1 } = useResizeObserver()
// bounds
const xMax = width - 120
const yMax = height - 80
const xScale = scaleTime({
rangeRound: [0, xMax],
domain: [Math.min(...data.map(x)), Math.max(...data.map(x))],
})
const yScale = scaleLinear({
rangeRound: [0, yMax],
domain: [Math.max(...data.map(y)), 0],
})
return (
<div style={{ width: "100%", height: "100%" }} ref={ref}>
<svg width={width} height={height}>
<Group top={25} left={65}>
<AxisLeft scale={yScale} numTicks={4} label="Miles" />
<AxisBottom scale={xScale} label="Day" labelOffset={15} numTicks={5} top={yMax} />
{data.map((point, pointIndex) => (
<circle
key={pointIndex}
r={5}
cx={xScale(x(point))}
cy={yScale(y(point))}
stroke="#222222"
fill="#222222"
fillOpacity={0.5}
/>
))}
<LinePath
data={data}
curve={curveLinear}
x={(d) => xScale(x(d))}
y={(d) => yScale(y(d))}
stroke="#222222"
strokeWidth={1.5}
/>
</Group>
</svg>
</div>
)
}
export default LineChart
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