diff --git a/chapters/en/events/3.mdx b/chapters/en/events/3.mdx
index d74b9c206..2f7e69063 100644
--- a/chapters/en/events/3.mdx
+++ b/chapters/en/events/3.mdx
@@ -6,4 +6,4 @@ You can find all the demos that the community created under the [`Gradio-Blocks`
 
 **Natural language to SQL**
 
-<iframe src="https://huggingface.co/spaces/Curranj/Words_To_SQL" frameBorder="0" height="640" title="Gradio app" class="container p-0 flex-grow space-iframe" allow="accelerometer; ambient-light-sensor; autoplay; battery; camera; document-domain; encrypted-media; fullscreen; geolocation; gyroscope; layout-animations; legacy-image-formats; magnetometer; microphone; midi; oversized-images; payment; picture-in-picture; publickey-credentials-get; sync-xhr; usb; vr ; wake-lock; xr-spatial-tracking" sandbox="allow-forms allow-modals allow-popups allow-popups-to-escape-sandbox allow-same-origin allow-scripts allow-downloads"></iframe>
+<iframe src="https://curranj-words-to-sql.hf.space" frameBorder="0" height="640" title="Gradio app" class="container p-0 flex-grow space-iframe" allow="accelerometer; ambient-light-sensor; autoplay; battery; camera; document-domain; encrypted-media; fullscreen; geolocation; gyroscope; layout-animations; legacy-image-formats; magnetometer; microphone; midi; oversized-images; payment; picture-in-picture; publickey-credentials-get; sync-xhr; usb; vr ; wake-lock; xr-spatial-tracking" sandbox="allow-forms allow-modals allow-popups allow-popups-to-escape-sandbox allow-same-origin allow-scripts allow-downloads"></iframe>