diff --git a/README.md b/README.md
index 664cb10..d2b8d78 100644
--- a/README.md
+++ b/README.md
@@ -2,8 +2,7 @@
[](https://coveralls.io/github/raphael-group/paste3?branch=main)
[](https://raphael-group.github.io/paste3/)
-
-
+https://github.com/user-attachments/assets/977c05c0-4c45-4d21-9302-dfe23800937e
# Paste 3
@@ -81,7 +80,7 @@ Your own datasets can be used if they're in the .h5ad format, with each file den
slice. With the default parameters, alignment should take a couple of minutes, though
you have the option of changing these to suit your needs.
-
+
If you intend to use PASTE3 programmatically in your Python code, follow along
the [Getting Started](https://raphael-group.github.io/paste3/notebooks/paste_tutorial.html)