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Overview

The select mark transform is a very flexible and efficient selection. It groups data by specified channels and selects data from each group according to specified channels and selectors. Through the select transform, you can filter data based on conditions and implement marking at specific positions.

select

Use Cases

  • Peak Annotation: Mark the highest/lowest points in line charts

  • Start/End Annotation: Highlight start/end points in time series

  • Category Annotation: Differentiate marks for different data categories

  • Trend Annotation: Mark statistical feature points like mean, median, etc.

Configuration

PropertyDescriptionTypeDefault
groupByGroup by specified channelsstring | string[]series
channelFor each group, use specified channel for data extractionChannel
selectorFor each group, specify the corresponding data extraction operationSelectorfirst

channel

Theoretically, channel can be set to all channel values. For details, please refer to the encode documentation. All enumeration values are as follows:

type Channel =
| 'x'
| 'y'
| 'z'
| 'x1'
| 'y1'
| 'series'
| 'color'
| 'opacity'
| 'shape'
| 'size'
| 'key'
| 'groupKey'
| 'position'
| 'series'
| 'enterType'
| 'enterEasing'
| 'enterDuration'
| 'enterDelay'
| 'updateType'
| 'updateEasing'
| 'updateDuration'
| 'updateDelay'
| 'exitType'
| 'exitEasing'
| 'exitDuration'
| 'exitDelay'
| `position${number}`;

selector

type Selector =
| 'min' // Minimum value
| 'max' // Maximum value
| 'first' // First value
| 'last' // Last value
| 'mean' // Mean value
| 'median' // Median value
| ((I: number[], V: number[]) => number[]); // Custom selection function

Example

As shown below, add value annotations to the top of bar charts:

import { Chart } from '@antv/g2';
const data = [
{ letter: 'A', frequency: 0.08167 },
{ letter: 'B', frequency: 0.01492 },
{ letter: 'C', frequency: 0.02782 },
{ letter: 'D', frequency: 0.04253 },
{ letter: 'E', frequency: 0.12702 },
{ letter: 'F', frequency: 0.02288 },
{ letter: 'G', frequency: 0.02015 },
{ letter: 'H', frequency: 0.06094 },
{ letter: 'I', frequency: 0.06966 },
{ letter: 'J', frequency: 0.00153 },
{ letter: 'K', frequency: 0.00772 },
{ letter: 'L', frequency: 0.04025 },
{ letter: 'M', frequency: 0.02406 },
{ letter: 'N', frequency: 0.06749 },
{ letter: 'O', frequency: 0.07507 },
{ letter: 'P', frequency: 0.01929 },
{ letter: 'Q', frequency: 0.00095 },
{ letter: 'R', frequency: 0.05987 },
{ letter: 'S', frequency: 0.06327 },
{ letter: 'T', frequency: 0.09056 },
{ letter: 'U', frequency: 0.02758 },
{ letter: 'V', frequency: 0.00978 },
{ letter: 'W', frequency: 0.0236 },
{ letter: 'X', frequency: 0.0015 },
{ letter: 'Y', frequency: 0.01974 },
{ letter: 'Z', frequency: 0.00074 },
];
const chart = new Chart({
container: 'container',
});
chart.options({
width: 800,
paddingLeft: 50,
paddingRight: 100,
data,
children: [
// Bar chart mark configuration
{
type: 'interval',
encode: {
x: 'letter',
y: 'frequency',
},
},
// Text mark configuration
{
type: 'text',
encode: {
x: 'letter',
y: 'frequency',
text: 'frequency',
series: 'frequency',
},
transform: [
{
// Use select transform mark
type: 'select',
// Based on y channel
channel: 'y',
// Select the highest point
selector: 'max',
},
],
style: {
// Annotation text offset 12 pixels to the left
dx: -12,
// Annotation text offset 12 pixels upward
dy: -12,
},
},
],
});
chart.render();