update doc

app/src/content/chapters/components.mdx

@@ -213,7 +213,6 @@ They exist in the `app/src/content/embeds` folder.
 
 For researchers who want to stay in **Python** while targeting **D3**, the [d3blocks](https://github.com/d3blocks/d3blocks) library lets you create interactive D3 charts with only a few lines of code. In **2025**, **D3** often provides more flexibility and a more web‑native rendering than **Plotly** for custom visualizations.
 
-<Note>You can refer to a chart by creating a link to it <a href="#real-world-examples">here</a>. All you need to do is put the id="real-world-examples" in the HtmlEmbed. <a href="#neural-network-mnist-like">Fig 1</a></Note>
 
 <HtmlEmbed src="d3-line-example.html" title="This is a chart title" desc="Some chart description" />
 
@@ -226,6 +225,8 @@ For researchers who want to stay in **Python** while targeting **D3**, the [d3bl
 | `align`     | No       | Aligns the title/description text. One of `left` (default), `center`, `right`.                  
 | `id`        | No       | Adds an `id` to the outer figure for deep-linking and cross-references.                        
 
+<Note>You can refer to a chart by creating a link to it `<a href="#neural-network-mnist-like">like his</a>`. All you need to do is to give him a name like that `<HtmlEmbed id="neural-network-mnist-like"/>`. <a href="#neural-network-mnist-like">Fig 1</a></Note>
+
 <Accordion title="Code example">
 ```mdx
 import HtmlEmbed from '../components/HtmlEmbed.astro'