dodgeX
Overview
dodgeX is a grouping layout transform that enables chart elements to be grouped and displayed by series through generating and applying series channel values. The dodgeX transform works primarily through the following steps:
- Group data by grouping conditions (defaults to the
xchannel) - Generate
serieschannel values using the values from thecolorchannel - Adjust the coordinate positions of different series within the same group according to order and spacing, forming a side-by-side structure
Use Cases
The dodgeX transform is primarily used for scenarios where data within the same group needs to be arranged side by side by series on the coordinate system, to highlight data differences and distribution characteristics between different series.
For example, the following case shows the population distribution of different age groups across US states.
Before using the dodgeX transform: Data will be stacked together, making it difficult to clearly see comparisons between age groups.
import { Chart } from '@antv/g2';
const chart = new Chart({
container: 'container',
});
chart.options({
type: 'interval',
autoFit: true,
data: {
type: 'fetch',
value:
'https://gw.alipayobjects.com/os/bmw-prod/f129b517-158d-41a9-83a3-3294d639b39e.csv',
format: 'csv',
},
axis: { y: { labelFormatter: '~s' } },
encode: { x: 'state', y: 'population', color: 'age' },
transform: [
{ type: 'sortX', by: 'y', reverse: true, slice: 6 },
// Note: No dodgeX transform is used here
],
});
chart.render();
After using the dodgeX transform: Through the dodgeX transform, data from different age groups are displayed side by side within each state, making it easy to visually compare them.
import { Chart } from '@antv/g2';
const chart = new Chart({
container: 'container',
});
chart.options({
type: 'interval',
autoFit: true,
data: {
type: 'fetch',
value:
'https://gw.alipayobjects.com/os/bmw-prod/f129b517-158d-41a9-83a3-3294d639b39e.csv',
format: 'csv',
},
axis: { y: { labelFormatter: '~s' } },
encode: { x: 'state', y: 'population', color: 'age' },
transform: [
{ type: 'sortX', by: 'y', reverse: true, slice: 6 },
{ type: 'dodgeX' }, // Apply dodgeX transform to achieve side-by-side grouping effect
],
});
chart.render();
Configuration Options
| Property | Description | Type | Default Value | Required |
|---|---|---|---|---|
| groupBy | Channel or channel combination for data grouping | string | string[] | x |
|
| orderBy | Sorting rule for elements within groups | TransformOrder | () => null | |
| reverse | Whether to reverse the order of elements in groups | boolean | false | |
| padding | Spacing between elements within groups (0 ~ 1) | number | 0 |
groupBy
groupBy is used to specify the channel or channel combination for data grouping. By default, it groups by the x channel, but it can also be specified as other channels or combinations of multiple channels.
orderBy
orderBy is used to specify the sorting rule for elements within groups, supporting multiple sorting strategies:
type Primitive = number | string | boolean | Date;
type TransformOrder =
| 'value'
| 'sum'
| 'series'
| 'maxIndex'
| string[]
| null
| ((data: Record<string, Primitive>) => Primitive);
reverse
reverse is used to control whether to reverse the order of elements within groups. When set to true, elements within groups will be arranged in the opposite order to the default.
padding
padding is used to control the spacing between elements within groups, with a value range from 0 to 1. The larger the value, the greater the spacing between elements; when the value is 0, there is no spacing between elements.
Examples
The following examples demonstrate the functionality of various configuration options for the dodgeX transform. We can see the differences by comparing before and after the transformation:
Before transformation: Data from different departments will be stacked, making horizontal comparison difficult.
import { Chart } from '@antv/g2';
const chart = new Chart({
container: 'container',
});
const data = [
{ Quarter: 'Q1', Department: 'Sales', Performance: 90, Year: '2024' },
{ Quarter: 'Q1', Department: 'Marketing', Performance: 80, Year: '2024' },
{ Quarter: 'Q1', Department: 'R&D', Performance: 70, Year: '2024' },
{ Quarter: 'Q2', Department: 'Sales', Performance: 90, Year: '2024' },
{ Quarter: 'Q2', Department: 'Marketing', Performance: 70, Year: '2024' },
{ Quarter: 'Q2', Department: 'R&D', Performance: 80, Year: '2024' },
{ Quarter: 'Q3', Department: 'Sales', Performance: 70, Year: '2024' },
{ Quarter: 'Q3', Department: 'Marketing', Performance: 80, Year: '2024' },
{ Quarter: 'Q3', Department: 'R&D', Performance: 90, Year: '2024' },
{ Quarter: 'Q4', Department: 'Sales', Performance: 80, Year: '2024' },
{ Quarter: 'Q4', Department: 'Marketing', Performance: 70, Year: '2024' },
{ Quarter: 'Q4', Department: 'R&D', Performance: 90, Year: '2024' },
];
chart.options({
type: 'interval',
autoFit: true,
data,
encode: {
x: 'Quarter',
y: 'Performance',
color: 'Department',
},
// Note: No transform is used here
});
chart.render();
After transformation: The effect after applying the dodgeX transform, demonstrating the functionality of various configuration options:
- groupBy: Group and display department data by
xchannel (Quarter) - orderBy: Set to
valueto sort elements within groups by performance value - reverse: Set to true to arrange elements within groups from high to low performance values
- padding: Set spacing between elements within groups to 0.1
import { Chart } from '@antv/g2';
const chart = new Chart({
container: 'container',
});
const data = [
{ Quarter: 'Q1', Department: 'Sales', Performance: 90, Year: '2024' },
{ Quarter: 'Q1', Department: 'Marketing', Performance: 80, Year: '2024' },
{ Quarter: 'Q1', Department: 'R&D', Performance: 70, Year: '2024' },
{ Quarter: 'Q2', Department: 'Sales', Performance: 90, Year: '2024' },
{ Quarter: 'Q2', Department: 'Marketing', Performance: 70, Year: '2024' },
{ Quarter: 'Q2', Department: 'R&D', Performance: 80, Year: '2024' },
{ Quarter: 'Q3', Department: 'Sales', Performance: 70, Year: '2024' },
{ Quarter: 'Q3', Department: 'Marketing', Performance: 80, Year: '2024' },
{ Quarter: 'Q3', Department: 'R&D', Performance: 90, Year: '2024' },
{ Quarter: 'Q4', Department: 'Sales', Performance: 80, Year: '2024' },
{ Quarter: 'Q4', Department: 'Marketing', Performance: 70, Year: '2024' },
{ Quarter: 'Q4', Department: 'R&D', Performance: 90, Year: '2024' },
];
chart.options({
type: 'interval',
autoFit: true,
data,
encode: {
x: 'Quarter',
y: 'Performance',
color: 'Department',
},
transform: [
{
type: 'dodgeX', // Apply dodgeX transform
groupBy: 'x',
orderBy: 'value',
reverse: true,
padding: 0.1,
},
],
});
chart.render();