Update README.md

README.md

@@ -2620,10 +2620,6 @@ model-index:
 
 If you would like to finetune a model on more data, you can use this model as an initialization
 
-<a href="https://atlas.nomic.ai/map/nomic-text-embed-v1-5m-sample" target="_blank">
-    ![image/webp](https://cdn-uploads.huggingface.co/production/uploads/607997c83a565c15675055b3/pjhJhuNyRfPagRd_c_iUz.webp)
-</a>
-
 ## Hosted Inference API
 
 The easiest way to get started with Nomic Embed is through the Nomic Embedding API.
@@ -2644,6 +2640,12 @@ print(output)
 
 For more information, see the [API reference](https://docs.nomic.ai/reference/endpoints/nomic-embed-text)
 
+## Data Visualization
+Click the Nomic Atlas map below to visualize a 5M sample of our contrastive pretraining data!
+
+
+[![image/webp](https://cdn-uploads.huggingface.co/production/uploads/607997c83a565c15675055b3/pjhJhuNyRfPagRd_c_iUz.webp)](https://atlas.nomic.ai/map/nomic-text-embed-v1-5m-sample)
+
 
 ## Training Details