diff --git a/README.md b/README.md
index a03e8e6..20905ed 100644
--- a/README.md
+++ b/README.md
@@ -84,6 +84,10 @@ Many thanks to NanoBit and Caseus, makers of [Axolotl](https://github.com/OpenAc
 We are welcoming sponsors or collaborators to help us build these models to the scale they deserve. Please reach out via our socials:
 http://Alignmentlab.ai https://discord.gg/n9hXaBPWxx
 
+Want to visualize our full dataset? Check out our [Nomic Atlas Map](https://atlas.nomic.ai/map/c1b88b47-2d9b-47e0-9002-b80766792582/2560fd25-52fe-42f1-a58f-ff5eccc890d2).
+  [<img src="https://huggingface.co/Open-Orca/OpenOrca-Preview1-13B/resolve/main/OpenOrca%20Nomic%20Atlas.png" alt="Atlas Nomic Dataset Map" width="400" height="400" />](https://atlas.nomic.ai/map/c1b88b47-2d9b-47e0-9002-b80766792582/2560fd25-52fe-42f1-a58f-ff5eccc890d2)
+
+
 <a name="supported-tasks-and-leaderboards"></a>
 
 Supported Tasks and Leaderboards