add native range charts
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- JavaScript
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Description
MinutePhysics called us out (by name!) for not having native support for range charts: https://www.youtube.com/watch?v=5zBg9pH_6bE
However, to be clear, it is possible to build this chart type in Plotly using the base attribute for bar charts and doing a bit of data preparation.
Here's a live demo of a custom range chart and our built-ins: https://codepen.io/ndrezn/pen/XJrWboB
Code snippet
/**
* Creates a range bar chart using Plotly.js.
*
* @param {Object} data - The dataset, with keys as categories (e.g., cities) and values as arrays of measurements.
* @param {Array} labels - The labels for each measurement (e.g., temperature metrics).
* @param {string} containerId - The ID of the HTML container to render the chart.
* @param {string} title - The title of the chart.
*/
function rangeChart(data, labels, containerId, title) {
const categories = Object.keys(data); // Extract categories (e.g., cities)
// Generate bar traces for each label
const barTraces = labels.map((label, index) => {
const bases = categories.map((category) =>
index === 0 ? data[category][index] : data[category][index - 1]
); // base, i.e. the previous value
const heights = categories.map(
(category) => data[category][index] - bases[categories.indexOf(category)]
); // Height relative to the base, i.e. the current value
return {
x: categories,
y: heights, // Bar heights
base: bases, // Starting points for each bar
name: label,
type: "bar"
};
});
// Layout for the chart
const layout = {
title: title,
barmode: "overlay", // Overlapping bars to show ranges
xaxis: { title: "Category" },
yaxis: { title: "Value" }
};
// Render the chart
Plotly.newPlot(containerId, barTraces, layout);
}
const ranges = {
Ontario: [-9, 3, 8, 13, 27],
England: [3, 8, 12, 16, 24],
Kentucky: [-3, 8, 14, 20, 30]
};
const labels = [
"Winter mean low",
"Annual mean low",
"Annual mean",
"Annual mean high",
"Summer mean high"
];
rangeChart(
ranges,
labels,
"rangePlot",
"Temperature Ranges in Three Londons (range)"
);
That being said, having this chart-type built in would be great. The mental gymnastics are a bit tricky to get a true range chart working correctly.
Here are the built-in ways to achieve a similar chart:
Code snippet
// Data for the three Londons
const ranges = {
Ontario: [-9, 3, 8, 13, 27],
England: [3, 8, 12, 16, 24],
Kentucky: [-3, 8, 14, 20, 30]
};
const labels = [
"Winter mean low",
"Annual mean low",
"Annual mean",
"Annual mean high",
"Summer mean high"
];
const cities = Object.keys(ranges);
// Scatter plot traces
const scatterTraces = labels.map((label, index) => ({
x: cities,
y: cities.map((city) => ranges[city][index]),
mode: "markers",
name: label,
type: "scatter"
}));
const scatterLayout = {
title: "Temperature Ranges in Three Londons (scatter)",
xaxis: { title: "City" },
yaxis: { title: "Temperature" }
};
Plotly.newPlot("scatterPlot", scatterTraces, scatterLayout);
// Bar plot traces
const barTraces = labels.map((label, index) => ({
x: cities,
y: cities.map((city) => ranges[city][index]),
name: label,
type: "bar"
}));
const barLayout = {
title: "Temperature Ranges in Three Londons (overlay)",
barmode: "overlay",
xaxis: { title: "City" },
yaxis: { title: "Temperature" }
};
Plotly.newPlot("barPlot", barTraces, barLayout);
// Bar plot traces
const stackedBarTraces = labels.map((label, index) => ({
x: cities,
y: cities.map((city) => ranges[city][index]),
name: label,
type: "bar"
}));
const stackedBarLayout = {
title: "Temperature Ranges in Three Londons (stacked)",
barmode: "stack",
xaxis: { title: "City" },
yaxis: { title: "Temperature" }
};
Plotly.newPlot("stackedBarPlot", stackedBarTraces, stackedBarLayout);
However, these aren't quite right.
- The scatter plot is most legible, but doesn't depict a range
- The overlaid bar shows the right data, but because the
baseof all positive points is0, they actually overlap on top of each other. We want the base to he previous, and for England, we want the base to be3, not0. - The stacked bar chart looks right at first glance, but it's actually summing all the temperatures (and of course, the
basefor England is at0, not3. And the negative values stack a bit weirdly.
Guide de contribution
Ouvrir le guide de contribution
Par où commencer
- Lisez l'issue en entier, puis le guide de contribution du projet.
- Signalez en commentaire que vous la prenez — cela évite que deux personnes fassent le même travail.
- Forkez le dépôt et travaillez sur une branche.
- Ouvrez une pull request qui référence le numéro de l'issue.
Piste de recherche
Aucun fichier source, test ou point d’entrée n’est identifié. Commencez par l’exemple personnalisé de range-chart de l’issue et comparez son comportement avec les approches scatter, overlaid-bar et stacked-bar répertoriées ; le travail est considéré comme terminé lorsque Plotly.js prend nativement en charge range-chart et gère correctement les bases non nulles et négatives.
Rédigé par le modèle d'indexation à partir du texte de l'issue.
Évaluation
- Stack technique
- javascript
- Domaine
- data-visualization
- Type d'issue
- Fonctionnalité
- Difficulté
- 5/5
- Temps estimé
- Plus d'une semaine
- Activité
- À l'abandon
- Clarté
- Plutôt claire
- Accessibilité débutants
- 35/100