diff --git a/duckdb/README.md b/duckdb/README.md
index 6663e007c5..ce45122b2e 100644
--- a/duckdb/README.md
+++ b/duckdb/README.md
@@ -1,9 +1,9 @@
-These files will allow you to work along with the [Introducing DuckDB](https://realpython.com/introducing-duckdb/) tutorial.
+These files will allow you to work along with the [Introducing DuckDB](https://realpython.com/python-duckdb/) tutorial.
 
 The files are:
 
-Code Download.ipynb	- Contains the code you see in the tutorial.
-parties.json		- JSON file containing political party information.
-presidents.csv	    	- CSV file containing president information.
-presidents.parquet	- Parquet file containing president information.
+- `duckdb_code.ipynb`: Contains the code you see in the tutorial.
+- `parties.json`: JSON file containing political party information.
+- `presidents.csv`: CSV file containing president information.
+- `presidents.parquet`: Parquet file containing president information.
   
\ No newline at end of file
diff --git a/duckdb/Code Download.ipynb b/duckdb/duckdb_code.ipynb
similarity index 97%
rename from duckdb/Code Download.ipynb
rename to duckdb/duckdb_code.ipynb
index eb5d98c0ec..df7d41f469 100644
--- a/duckdb/Code Download.ipynb	
+++ b/duckdb/duckdb_code.ipynb
@@ -88,8 +88,10 @@
    "source": [
     "**This code won't work.**\n",
     "\n",
+    "```python\n",
     "with duckdb.connect(database=\"presidents.db\") as conn:\n",
-    "    conn.sql(\"SELECT * FROM presidents_relation\")\n"
+    "    conn.sql(\"SELECT * FROM presidents_relation\")\n",
+    "```"
    ]
   },
   {
@@ -343,10 +345,10 @@
     "    print(\n",
     "        conn.sql(\n",
     "            \"\"\"\n",
-    "        SELECT last_name, first_name\n",
-    "        FROM presidents\n",
-    "        WHERE sequence = 1\n",
-    "        \"\"\"\n",
+    "            SELECT last_name, first_name\n",
+    "            FROM presidents\n",
+    "            WHERE sequence = 1\n",
+    "            \"\"\"\n",
     "        )\n",
     "    )"
    ]
@@ -391,7 +393,9 @@
    "source": [
     "**Only run this code if you need to update your existing `short_name()` function**\n",
     "\n",
-    "duckdb.remove_function(\"short_name\")"
+    "```python\n",
+    "duckdb.remove_function(\"short_name\")\n",
+    "```"
    ]
   },
   {
@@ -450,7 +454,7 @@
     "import duckdb\n",
     "\n",
     "with duckdb.connect(\"presidents.db\") as conn:\n",
-    "    pandas_df = conn.sql(\n",
+    "    pandas_presidents = conn.sql(\n",
     "        \"\"\"\n",
     "        SELECT last_name, first_name\n",
     "        FROM presidents\n",
@@ -458,7 +462,7 @@
     "        \"\"\"\n",
     "    ).df()\n",
     "\n",
-    "pandas_df"
+    "pandas_presidents"
    ]
   },
   {