diff --git a/README.md b/README.md
index 749cd751..19c4e35d 100644
--- a/README.md
+++ b/README.md
@@ -56,9 +56,8 @@ if __name__ == "__main__":
 
 ```
 
-### Chart Output
-
 ![Bitcoin YTD](https://github.com/shroominic/codeinterpreter-api/blob/main/examples/assets/bitcoin_chart.png?raw=true)
+Bitcoin YTD Chart Output
 
 ## Dataset Analysis
 
@@ -93,9 +92,8 @@ if __name__ == "__main__":
     asyncio.run(main())
 ```
 
-### Iris Output
-
 ![Iris Dataset Analysis](https://github.com/shroominic/codeinterpreter-api/blob/main/examples/assets/iris_analysis.png?raw=true)
+Iris Dataset Analysis Output
 
 ## Production