diff --git a/notebooks/membership_inference_anonymization_adult.ipynb b/notebooks/membership_inference_anonymization_adult.ipynb
index 961a739..c2c7e74 100644
--- a/notebooks/membership_inference_anonymization_adult.ipynb
+++ b/notebooks/membership_inference_anonymization_adult.ipynb
@@ -15,7 +15,7 @@
     "\n",
     "We will demonstrate running inference attacks both on a vanilla model, and then on an anonymized version of the model. We will run a black-box membership inference attack using ART's inference module (https://github.com/Trusted-AI/adversarial-robustness-toolbox/tree/main/art/attacks/inference). \n",
     "\n",
-    "This will be demonstarted using the Adult dataset (original dataset can be found here: https://archive.ics.uci.edu/ml/datasets/nursery). \n",
+    "This will be demonstarted using the Adult dataset (original dataset can be found here: https://archive.ics.uci.edu/ml/datasets/adult). \n",
     "\n",
     "For simplicity, we used only the numerical features in the dataset."
    ]