diff --git a/02_end_to_end_machine_learning_project.ipynb b/02_end_to_end_machine_learning_project.ipynb
index 5332815..9b85078 100644
--- a/02_end_to_end_machine_learning_project.ipynb
+++ b/02_end_to_end_machine_learning_project.ipynb
@@ -92,7 +92,7 @@
     "\n",
     "DOWNLOAD_ROOT = \"https://raw.githubusercontent.com/ageron/handson-ml/master/\"\n",
     "HOUSING_PATH = os.path.join(\"datasets\", \"housing\")\n",
-    "HOUSING_URL = DOWNLOAD_ROOT + HOUSING_PATH + \"/housing.tgz\"\n",
+    "HOUSING_URL = DOWNLOAD_ROOT + \"datasets/housing/housing.tgz\"\n",
     "\n",
     "def fetch_housing_data(housing_url=HOUSING_URL, housing_path=HOUSING_PATH):\n",
     "    if not os.path.isdir(housing_path):\n",