diff --git a/cookbook/Chapter 5 - Combining dataframes and scraping Canadian weather data.ipynb b/cookbook/Chapter 5 - Combining dataframes and scraping Canadian weather data.ipynb
index 277658ff3..f376fcffd 100644
--- a/cookbook/Chapter 5 - Combining dataframes and scraping Canadian weather data.ipynb	
+++ b/cookbook/Chapter 5 - Combining dataframes and scraping Canadian weather data.ipynb	
@@ -1460,7 +1460,7 @@
    },
    "outputs": [],
    "source": [
-    "url_template = \"http://climate.weather.gc.ca/climateData/bulkdata_e.html?format=csv&stationID=5415&Year={year}&Month={month}&timeframe=1&submit=Download+Data\""
+    "url_template = \"http://climate.weather.gc.ca/climate_data/bulk_data_e.html?format=csv&stationID=5415&Year={year}&Month={month}&timeframe=1&submit=Download+Data\""
    ]
   },
   {
@@ -4134,7 +4134,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "You'll notice in the summary above that there are a few columns which are are either entirely empty or only have a few values in them. Let's get rid of all of those with `dropna`.\n",
+    "You'll notice in the summary above that there are a few columns which are either entirely empty or only have a few values in them. Let's get rid of all of those with `dropna`.\n",
     "\n",
     "The argument `axis=1` to `dropna` means \"drop columns\", not rows\", and `how='any'` means \"drop the column if any value is null\". \n",
     "\n",