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You can make use of the legend filter function, here you can check if the data array has a length of 0, if this is the case hide it like the example below:
var options = {
type: 'line',
data: {
labels: ["Red", "Blue", "Yellow", "Green", "Purple", "Orange"],
datasets: [{
label: '# of Votes',
data: [12, 19, 3, 5, 2, 0],
borderWidth: 1,
backgroundColor: ["Red", "Blue", "Yellow", "Green", "Purple", "Orange"]
},
{
label: '# of Counts',
data: [],
borderWidth: 1,
backgroundColor: ["Red", "Blue", "Yellow", "Green", "Purple", "Orange"]
}
]
},
options: {
plugins: {
legend: {
labels: {
filter: (legendItem, chartData) => (chartData.datasets[legendItem.datasetIndex].data.length !== 0)
}
}
}
}
}
var ctx = document.getElementById('chartJSContainer').getContext('2d');
new Chart(ctx, options);
<body>
<canvas id="chartJSContainer" width="600" height="400"></canvas>
<script src="https://cdnjs.cloudflare.com/ajax/libs/Chart.js/3.1.0/chart.js" integrity="sha512-LlFvdZpYhQdASf4aZfSpmyHD6+waYVfJRwfJrBgki7/Uh+TXMLFYcKMRim65+o3lFsfk20vrK9sJDute7BUAUw==" crossorigin="anonymous"></script>
</body>
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Source:stackexchange.com