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..28db9f3f7 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\""
    ]
   },
   {
@@ -1479,7 +1479,7 @@
    "outputs": [],
    "source": [
     "url = url_template.format(month=3, year=2012)\n",
-    "weather_mar2012 = pd.read_csv(url, skiprows=15, index_col='Date/Time', parse_dates=True, encoding='latin1', header=True)"
+    "weather_mar2012 = pd.read_csv(url, skiprows=15, index_col='Date/Time', parse_dates=True, encoding='latin1')"
    ]
   },
   {
@@ -4854,7 +4854,7 @@
     "    if month == 1:\n",
     "        year += 1\n",
     "    url = url_template.format(year=year, month=month)\n",
-    "    weather_data = pd.read_csv(url, skiprows=15, index_col='Date/Time', parse_dates=True, header=True)\n",
+    "    weather_data = pd.read_csv(url, skiprows=15, index_col='Date/Time', parse_dates=True)\n",
     "    weather_data = weather_data.dropna(axis=1)\n",
     "    weather_data.columns = [col.replace('\\xb0', '') for col in weather_data.columns]\n",
     "    weather_data = weather_data.drop(['Year', 'Day', 'Month', 'Time', 'Data Quality'], axis=1)\n",