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+# Chart
+
+In this section, we’ll dive into creating and integrating charts using [`Plotly`](https://plotly.com/graphing-libraries/) in your extension library.
+Charts are invaluable for visualizing data, offering clear and interactive insights that enhance the user experience.
+We’ll walk through the steps to implement different types of charts, configure their properties,
+and seamlessly embed them into your application.
+
+## Prerequisites
+
+Before you start creating charts, ensure you have the following prerequisites:
+
+- **Install the necessary libraries:** To use Plotly.js with React, you’ll need to install the react-plotly.js library.
+
+  ```bash
+  $ npm install react-plotly.js plotly.js
+  ```
+
+!!!Note
+    When using TypeScript, you’ll need to install the type definitions for Plotly.js as well.
+
+    ```bash
+    $ npm install --dev @types/react-plotly.js
+    ```
+
+## Declaring the element {data-source="gui:doc/extension/example_library/example_library.py#L69"}
+
+To create a chart element, you need to define the element in your extension library.
+
+```python title="example_library.py"
+from taipy.gui.extension import Element, ElementLibrary, ElementProperty, PropertyType
+
+class ExampleLibrary(ElementLibrary):
+    def __init__(self) -> None:
+        # Initialize the set of visual elements for this extension library
+        self.elements = {
+            "dashboard": Element(
+                "data",
+                {
+                    "data": ElementProperty(PropertyType.dict),
+                    "layout": ElementProperty(PropertyType.dict),
+                },
+            )
+        }
+```
+
+The detailed explanation of the code is as follows:
+
+- The *dashboard* element includes two properties: *data* and *layout*.
+- The *data* property has the type `PropertyType.dict`, meaning it holds a dictionary of data.
+- The *layout* property has the type `PropertyType.dict`, meaning it holds a dictionary of layout properties.
+
+## Creating the React component {data-source="gui:doc/extension/example_library/front-end/src/Dashboard.tsx"}
+
+The React component for the *dashboard* element is defined as follows:
+
+```tsx title="Dashboard.tsx"
+import React, { useMemo } from "react";
+import { useDynamicJsonProperty, } from "taipy-gui";
+
+import Plot from "react-plotly.js";
+import { Data, Layout } from "plotly.js";
+
+interface DashboardProps {
+    data?: string;
+    defaultData?: string;
+    layout?: string;
+    defaultLayout?: string;
+}
+
+const Dashboard = (props: DashboardProps) => {
+    const value = useDynamicJsonProperty(props.data, props.defaultData || "", {} as Partial<Data>);
+    const dashboardLayout = useDynamicJsonProperty(props.layout, props.defaultLayout || "", {} as Partial<Layout>);
+
+    const data = useMemo(() => {
+        if (Array.isArray(value)) {
+            return value as Data[];
+        }
+        return [] as Data[];
+    }, [value]);
+
+    const baseLayout = useMemo(() => {
+        const layout = {
+            ...dashboardLayout,
+        };
+        return layout as Partial<Layout>;
+    }, [dashboardLayout]);
+
+    return (
+        <div>
+            <Plot data={data} layout={baseLayout} />
+        </div>
+    );
+};
+
+export default Dashboard;
+```
+
+The detailed explanation of the code is as follows:
+
+- The **Dashboard** component accepts two props: *data* and *layout*.
+- The [`useDynamicJsonProperty()`](../../../refmans/reference_guiext/functions/useDynamicJsonProperty.md) hook is used to handle dynamic properties. It accepts the following arguments:
+
+    - *data*: The dynamic property that holds the data for the chart.
+    - *defaultData*: The default value for the data property.
+    - *layout*: The dynamic property that holds the layout properties for the chart.
+    - *defaultLayout*: The default value for the layout property.
+
+- The **Plot** component utilizes the [`react-plotly.js`](https://github.com/plotly/react-plotly.js) library to render the chart. It accepts two props:
+
+    - *data*: An array of data objects to define the chart's datasets.
+    - *layout*: An object specifying the layout properties of the chart.
+
+For more information on how to use `react-plotly.js`, refer to the official documentation [here](https://github.com/plotly/react-plotly.js).
+
+
+
+## Exporting the React component {data-source="gui:doc/extension/example_library/front-end/src/index.ts"}
+
+When the component is entirely defined, it must be exported by the library's JavaScript bundle.
+This is done by adding the export directive in the file *<project dir>/<package dir>front-end/src/index.ts*.
+
+```ts title="index.ts"
+import Dashboard from "./Dashboard";
+
+export { Dashboard };
+```
+
+## Configuring the webpack configuration {data-source="gui:doc/extension/example_library/front-end/webpack.config.js#L39"}
+
+To bundle the React component, you must configure the webpack configuration file.
+Since Plotly.js is a JavaScript library, you need to include JavaScript in the webpack’s resolve.extensions setting.
+
+```js title="webpack.config.js"
+module.exports = {
+    // ...
+    resolve: {
+        extensions: [".ts", ".tsx", ".js"],
+    },
+    // ...
+};
+```
+
+After configuring the webpack file, you can build the library as mentioned in the [Building the front-end module](dynamic_element/index.md) section.
+
+## Using the element {data-source="gui:doc/extension/example_library/dashboard.py"}
+
+To use the *dashboard* element in a Python script, you can follow the example below:
+
+```python title="dashboard.py"
+trace1 = {
+    "x": [1, 2, 3, 4, 4, 4, 8, 9, 10],
+    "type": "box",
+    "name": "Set 1"
+}
+
+trace2 = {
+    "x": [2, 3, 3, 3, 3, 5, 6, 6, 7],
+    "type": "box",
+    "name": "Set 2"
+}
+
+data = [trace1, trace2]
+
+layout = {
+    "title": {
+        "text": "Horizontal Box Plot"
+    }
+}
+
+page = """
+<|{data}|dashboard|layout={layout}|>
+"""
+```
+
+In this example, we define two traces and a layout for a horizontal box plot.
+When you run the script, the *dashboard* element will display like this:
+
+<figure>
+    <img src="../dashboard.png" alt="Horizontal Box Plot">
+    <figcaption>Horizontal Box Plot</figcaption>
+</figure>
+
+
+
diff --git a/docs/userman/gui/extension/dashboard.png b/docs/userman/gui/extension/dashboard.png
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diff --git a/docs/userman/gui/extension/index.md b/docs/userman/gui/extension/index.md
index 8967c9866..32e6769a8 100644
--- a/docs/userman/gui/extension/index.md
+++ b/docs/userman/gui/extension/index.md
@@ -232,5 +232,6 @@ make your way from one example to the next.
 - [Using scalar properties](dynamic_element/scalar_props.md)
 - [Using List of Values](list_of_values.md)
 - [Using tabular data](tabular_data.md)
+- [Using charts](chart.md)
 - [Accessing assets](accessing_assets.md)
 - [Packaging an element library](extension_packaging.md)
diff --git a/mkdocs.yml_template b/mkdocs.yml_template
index f458b6d15..3c2f477dc 100644
--- a/mkdocs.yml_template
+++ b/mkdocs.yml_template
@@ -102,6 +102,7 @@ nav:
           - "Scalar properties": userman/gui/extension/dynamic_element/scalar_props.md
         - "List of Values Elements": userman/gui/extension/list_of_values.md
         - "Tabular Elements": userman/gui/extension/tabular_data.md
+        - "Chart Elements": userman/gui/extension/chart.md
         - "Accessing assets": userman/gui/extension/accessing_assets.md
         - "Packaging extensions": userman/gui/extension/extension_packaging.md