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 823043a23..20499fc12 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	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 111,
    "metadata": {
     "collapsed": false
    },
@@ -11,9 +11,10 @@
     "%matplotlib inline\n",
     "import pandas as pd\n",
     "import matplotlib.pyplot as plt\n",
+    "import matplotlib\n",
     "import numpy as np\n",
     "\n",
-    "pd.set_option('display.mpl_style', 'default')\n",
+    "matplotlib.style.use('ggplot')\n",
     "plt.rcParams['figure.figsize'] = (15, 3)\n",
     "plt.rcParams['font.family'] = 'sans-serif'"
    ]
@@ -38,1391 +39,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 112,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
+      "image/png": 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S2FKZIQMWpGoF6BznW8lYiICjybZ49t/ytevq9wp5/zxYNKaTqAgBoRKktBsDJx68C+I3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\n3WFXmWWzDdgB79OWVACsvpD7eiPmiyy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wfnCjnLSYfaZTNy1wvVnpAjNlJ12vCWiwwLWC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\neHh4EB4e/kQyHzx4Q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       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fbac6cffb90>"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
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-       "8+Hs7Iz+/ftj8ODBSEpKwoABAxrVR4VCUeuKpbXfaFQqlVi1ahUOHjyIhQsXQq/Xw8fHB9OnT2/U\n",
-       "tomIyP4oREO+miQiIqIGW7ZsGT744AP4+PjI3RUiIiKrOMWUiIioGRkMBowYMYKDQyIiei7wCiIR\n",
-       "EREREREB4BVEIiIiIiIieoIDRCIiIiIiIgLAASIRERERERE9wQEiERERERERAeAAkYiIiIiIiJ7g\n",
-       "AJGIiIiIiIgAAP8PaL5abGAXO5sAAAAASUVORK5CYII=\n"
-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fbac6cff790>"
+       "<matplotlib.figure.Figure at 0x11a183518>"
       ]
      },
      "metadata": {},
@@ -1430,8 +56,10 @@
     }
    ],
    "source": [
-    "weather_2012_final = pd.read_csv('../data/weather_2012.csv', index_col='Date/Time')\n",
-    "weather_2012_final['Temp (C)'].plot(figsize=(15, 6))"
+    "fig,ax = plt.subplots(1,1)\n",
+    "weather_2012_final = pd.read_csv('../data/weather_2012.csv', index_col='Date/Time',\n",
+    "                                parse_dates=True)\n",
+    "out=ax.plot('Temp (C)',data = weather_2012_final)"
    ]
   },
   {
@@ -1454,13 +82,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 113,
    "metadata": {
     "collapsed": false
    },
    "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/climateData/bulkdata_e.html?\"\n",
+    "                \"format=csv&stationID=5415&Year={year}&Month={month}\"\n",
+    "                \"&timeframe=1&submit=Download+Data\")"
    ]
   },
   {
@@ -1472,14 +102,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 114,
    "metadata": {
     "collapsed": false
    },
    "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',\n",
+    "                   parse_dates=True,encoding='latin1')"
    ]
   },
   {
@@ -1488,20 +119,25 @@
    "source": [
     "This is super great! We can just use the same `read_csv` function as before, and just give it a URL as a filename. Awesome.\n",
     "\n",
-    "There are 16 rows of metadata at the top of this CSV, but pandas knows CSVs are weird, so there's a `skiprows` options. We parse the dates again, and set 'Date/Time' to be the index column. Here's the resulting dataframe."
+    "There are 16 rows of metadata at the top of this CSV, but pandas knows CSVs are weird, so there's a `skiprows` options. We parse the dates again, and set 'Date/Time' to be the index column. Here's the resulting dataframe.\n",
+    "\n",
+    "Note that there's an issue with the  symbol -- that is probably due to incorrect\n",
+    "encoding of the &nbsp character on the Environment Canada website \n",
+    "(http://stackoverflow.com/questions/1461907/html-encoding-issues-%C3%82-character-showing-up-instead-of-nbsp)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 115,
    "metadata": {
-    "collapsed": false
+    "collapsed": false,
+    "scrolled": true
    },
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+       "<div>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
@@ -1523,1504 +159,160 @@
        "      <th>Stn Press (kPa)</th>\n",
        "      <th>Stn Press Flag</th>\n",
        "      <th>Hmdx</th>\n",
-       "      <th>Hmdx Flag</th>\n",
-       "      <th>Wind Chill</th>\n",
-       "      <th>Wind Chill Flag</th>\n",
-       "      <th>Weather</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Date/Time</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 00:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 00:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-5.5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-9.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 72</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  4.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.97</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-13</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 01:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 01:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-5.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-8.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 79</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  2.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.87</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-13</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 02:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 02:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-5.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-8.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 80</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  4.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.80</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-13</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 03:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 03:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-4.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 79</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  4.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.69</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-12</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 04:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 04:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-5.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 83</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  1.6</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.62</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-14</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 05:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 05:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-5.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 82</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  2.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.58</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-14</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 06:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 06:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-5.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 82</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  4.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.57</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-14</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 07:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 07:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-4.9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 83</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  1.6</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.59</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-13</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 08:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 08:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-5.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 83</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  1.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.59</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-13</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 09:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 09:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-4.9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 82</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  1.6</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.60</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-13</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 10:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 10:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-4.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 82</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  1.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.62</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-13</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 11:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 11:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-4.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-6.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 83</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  1.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.66</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-12</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 12:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 12:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-4.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-6.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 83</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  1.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.66</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-12</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 13:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 13:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-4.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-6.9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 82</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  1.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.65</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-12</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 14:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 14:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-3.9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-6.6</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 81</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  1.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.67</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-11</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 15:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 15:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-3.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-6.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 80</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  1.6</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.71</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-10</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 16:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 16:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-2.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-5.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 80</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  2.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.74</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> -8</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 17:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 17:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-2.9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-5.9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 80</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  4.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.80</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> -9</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 18:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 18:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-3.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 80</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  4.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.87</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> -9</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 19:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 19:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-3.6</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-6.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 81</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  3.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.93</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> -9</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 20:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 20:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-3.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-6.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 81</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  4.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.95</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-10</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 21:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 21:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-3.9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-6.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 81</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  6.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.98</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-10</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 22:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 22:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-4.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-6.9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 82</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  2.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.00</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-11</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-01 23:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  1</td>\n",
-       "      <td> 23:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-4.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.1</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 81</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  4.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.04</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-11</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-02 00:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  2</td>\n",
-       "      <td> 00:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-4.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 83</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  3.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.04</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-12</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-02 01:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  2</td>\n",
-       "      <td> 01:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-5.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 82</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  4.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.09</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-12</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-02 02:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  2</td>\n",
-       "      <td> 02:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-5.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 82</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  6.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.11</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-12</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-02 03:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  2</td>\n",
-       "      <td> 03:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-5.5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 83</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  4.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.15</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-12</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-02 04:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  2</td>\n",
-       "      <td> 04:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-5.6</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-8.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 82</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  6.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.15</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-13</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-02 05:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td>  2</td>\n",
-       "      <td> 05:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-5.5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-8.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 81</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 12.9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.15</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-12</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-30 18:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 30</td>\n",
-       "      <td> 18:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 3.9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 42</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 24.1</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.26</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> Mostly Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-30 19:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 30</td>\n",
-       "      <td> 19:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 3.1</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-6.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 49</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.29</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> Mostly Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-30 20:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 30</td>\n",
-       "      <td> 20:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 3.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-8.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 43</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.30</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> Mostly Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-30 21:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 30</td>\n",
-       "      <td> 21:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 1.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-9.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 45</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.32</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>        Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-30 22:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 30</td>\n",
-       "      <td> 22:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 0.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-8.1</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 53</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.30</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> Mostly Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-30 23:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 30</td>\n",
-       "      <td> 23:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 1.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 51</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.34</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  Mainly Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-31 00:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 00:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 1.5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-8.6</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 47</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.33</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> Mostly Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-31 01:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 01:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 1.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-9.6</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 44</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.31</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> Mostly Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-31 02:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 02:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 1.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-9.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 44</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.29</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>        Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-31 03:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 03:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 0.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-8.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 49</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.30</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>        Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-31 04:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 04:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-0.9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-8.5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 56</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.32</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> -5</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>        Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-31 05:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 05:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-0.6</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-9.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 52</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.30</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> -5</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>        Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-31 06:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 06:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-0.5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-9.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 52</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 48.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.32</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> -5</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>        Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-31 07:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 07:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td>-0.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-9.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 51</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 48.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.32</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> -5</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>        Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-31 08:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 08:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 0.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-8.5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 50</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 48.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.33</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>        Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-31 09:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 09:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 1.5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 50</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 48.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.34</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> Mostly Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-31 10:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 10:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 2.9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-8.1</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 44</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 48.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.30</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  Mainly Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-31 11:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 11:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 4.6</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-9.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 35</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 48.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.24</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>         Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-31 12:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 12:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 6.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.1</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 37</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 48.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.16</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>         Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-31 13:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 13:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 6.5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-9.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 30</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 48.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.08</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>         Clear</td>\n",
+       "      <th>Hmdx Flag</th>\n",
+       "      <th>Wind Chill</th>\n",
+       "      <th>Wind Chill Flag</th>\n",
+       "      <th>Weather</th>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2012-03-31 14:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 14:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 7.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-8.5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 31</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 48.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 101.01</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  Mainly Clear</td>\n",
+       "      <th>Date/Time</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2012-03-31 15:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 15:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 7.7</td>\n",
+       "      <th>2012-03-01 00:00:00</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>00:00</td>\n",
+       "      <td></td>\n",
+       "      <td>-5.5</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>-8.6</td>\n",
+       "      <td>-9.7</td>\n",
        "      <td>NaN</td>\n",
-       "      <td> 30</td>\n",
+       "      <td>72</td>\n",
        "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 48.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.94</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  Mainly Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-31 16:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 16:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 8.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.7</td>\n",
        "      <td>NaN</td>\n",
-       "      <td> 31</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 48.3</td>\n",
+       "      <td>4.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td> 100.89</td>\n",
+       "      <td>100.97</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>-13</td>\n",
        "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  Mainly Clear</td>\n",
+       "      <td>Snow</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2012-03-31 17:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 17:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 7.9</td>\n",
+       "      <th>2012-03-01 01:00:00</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>01:00</td>\n",
+       "      <td></td>\n",
+       "      <td>-5.7</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>-8.1</td>\n",
+       "      <td>-8.7</td>\n",
        "      <td>NaN</td>\n",
-       "      <td> 31</td>\n",
+       "      <td>79</td>\n",
        "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 48.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.88</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>2.4</td>\n",
        "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  Mainly Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-31 18:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 18:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 7.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-8.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 33</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 48.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.87</td>\n",
+       "      <td>100.87</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>-13</td>\n",
        "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>  Mainly Clear</td>\n",
+       "      <td>Snow</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2012-03-31 19:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 19:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 5.9</td>\n",
+       "      <th>2012-03-01 02:00:00</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>02:00</td>\n",
+       "      <td></td>\n",
+       "      <td>-5.4</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>-8.0</td>\n",
+       "      <td>-8.3</td>\n",
        "      <td>NaN</td>\n",
-       "      <td> 36</td>\n",
+       "      <td>80</td>\n",
        "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.88</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>         Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-31 20:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 20:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 4.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-7.2</td>\n",
        "      <td>NaN</td>\n",
-       "      <td> 43</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 25.0</td>\n",
+       "      <td>4.8</td>\n",
        "      <td>NaN</td>\n",
-       "      <td> 100.85</td>\n",
+       "      <td>100.80</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>-13</td>\n",
        "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>         Clear</td>\n",
+       "      <td>Snow</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2012-03-31 21:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 21:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 2.6</td>\n",
+       "      <th>2012-03-01 03:00:00</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>03:00</td>\n",
+       "      <td></td>\n",
+       "      <td>-4.7</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>-6.3</td>\n",
+       "      <td>-7.7</td>\n",
        "      <td>NaN</td>\n",
-       "      <td> 52</td>\n",
+       "      <td>79</td>\n",
        "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.86</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>4.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>         Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-03-31 22:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 22:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 2.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-6.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 50</td>\n",
-       "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td> 100.82</td>\n",
+       "      <td>100.69</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>-12</td>\n",
        "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>         Clear</td>\n",
+       "      <td>Snow</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2012-03-31 23:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 31</td>\n",
-       "      <td> 23:00</td>\n",
-       "      <td>  </td>\n",
-       "      <td> 1.5</td>\n",
+       "      <th>2012-03-01 04:00:00</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>04:00</td>\n",
+       "      <td></td>\n",
+       "      <td>-5.4</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>-6.9</td>\n",
+       "      <td>-7.8</td>\n",
        "      <td>NaN</td>\n",
-       "      <td> 54</td>\n",
+       "      <td>83</td>\n",
        "      <td>...</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td> 25.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td> 100.79</td>\n",
+       "      <td>1.6</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>100.62</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td> NaN</td>\n",
-       "      <td>         Clear</td>\n",
+       "      <td>-14</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Snow</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>744 rows × 24 columns</p>\n",
+       "<p>5 rows × 24 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -3031,62 +323,6 @@
        "2012-03-01 02:00:00  2012      3    1  02:00                     -5.4   \n",
        "2012-03-01 03:00:00  2012      3    1  03:00                     -4.7   \n",
        "2012-03-01 04:00:00  2012      3    1  04:00                     -5.4   \n",
-       "2012-03-01 05:00:00  2012      3    1  05:00                     -5.3   \n",
-       "2012-03-01 06:00:00  2012      3    1  06:00                     -5.2   \n",
-       "2012-03-01 07:00:00  2012      3    1  07:00                     -4.9   \n",
-       "2012-03-01 08:00:00  2012      3    1  08:00                     -5.0   \n",
-       "2012-03-01 09:00:00  2012      3    1  09:00                     -4.9   \n",
-       "2012-03-01 10:00:00  2012      3    1  10:00                     -4.7   \n",
-       "2012-03-01 11:00:00  2012      3    1  11:00                     -4.4   \n",
-       "2012-03-01 12:00:00  2012      3    1  12:00                     -4.3   \n",
-       "2012-03-01 13:00:00  2012      3    1  13:00                     -4.3   \n",
-       "2012-03-01 14:00:00  2012      3    1  14:00                     -3.9   \n",
-       "2012-03-01 15:00:00  2012      3    1  15:00                     -3.3   \n",
-       "2012-03-01 16:00:00  2012      3    1  16:00                     -2.7   \n",
-       "2012-03-01 17:00:00  2012      3    1  17:00                     -2.9   \n",
-       "2012-03-01 18:00:00  2012      3    1  18:00                     -3.0   \n",
-       "2012-03-01 19:00:00  2012      3    1  19:00                     -3.6   \n",
-       "2012-03-01 20:00:00  2012      3    1  20:00                     -3.7   \n",
-       "2012-03-01 21:00:00  2012      3    1  21:00                     -3.9   \n",
-       "2012-03-01 22:00:00  2012      3    1  22:00                     -4.3   \n",
-       "2012-03-01 23:00:00  2012      3    1  23:00                     -4.3   \n",
-       "2012-03-02 00:00:00  2012      3    2  00:00                     -4.8   \n",
-       "2012-03-02 01:00:00  2012      3    2  01:00                     -5.3   \n",
-       "2012-03-02 02:00:00  2012      3    2  02:00                     -5.2   \n",
-       "2012-03-02 03:00:00  2012      3    2  03:00                     -5.5   \n",
-       "2012-03-02 04:00:00  2012      3    2  04:00                     -5.6   \n",
-       "2012-03-02 05:00:00  2012      3    2  05:00                     -5.5   \n",
-       "...                   ...    ...  ...    ...          ...         ...   \n",
-       "2012-03-30 18:00:00  2012      3   30  18:00                      3.9   \n",
-       "2012-03-30 19:00:00  2012      3   30  19:00                      3.1   \n",
-       "2012-03-30 20:00:00  2012      3   30  20:00                      3.0   \n",
-       "2012-03-30 21:00:00  2012      3   30  21:00                      1.7   \n",
-       "2012-03-30 22:00:00  2012      3   30  22:00                      0.4   \n",
-       "2012-03-30 23:00:00  2012      3   30  23:00                      1.4   \n",
-       "2012-03-31 00:00:00  2012      3   31  00:00                      1.5   \n",
-       "2012-03-31 01:00:00  2012      3   31  01:00                      1.3   \n",
-       "2012-03-31 02:00:00  2012      3   31  02:00                      1.3   \n",
-       "2012-03-31 03:00:00  2012      3   31  03:00                      0.7   \n",
-       "2012-03-31 04:00:00  2012      3   31  04:00                     -0.9   \n",
-       "2012-03-31 05:00:00  2012      3   31  05:00                     -0.6   \n",
-       "2012-03-31 06:00:00  2012      3   31  06:00                     -0.5   \n",
-       "2012-03-31 07:00:00  2012      3   31  07:00                     -0.3   \n",
-       "2012-03-31 08:00:00  2012      3   31  08:00                      0.7   \n",
-       "2012-03-31 09:00:00  2012      3   31  09:00                      1.5   \n",
-       "2012-03-31 10:00:00  2012      3   31  10:00                      2.9   \n",
-       "2012-03-31 11:00:00  2012      3   31  11:00                      4.6   \n",
-       "2012-03-31 12:00:00  2012      3   31  12:00                      6.4   \n",
-       "2012-03-31 13:00:00  2012      3   31  13:00                      6.5   \n",
-       "2012-03-31 14:00:00  2012      3   31  14:00                      7.7   \n",
-       "2012-03-31 15:00:00  2012      3   31  15:00                      7.7   \n",
-       "2012-03-31 16:00:00  2012      3   31  16:00                      8.4   \n",
-       "2012-03-31 17:00:00  2012      3   31  17:00                      7.9   \n",
-       "2012-03-31 18:00:00  2012      3   31  18:00                      7.0   \n",
-       "2012-03-31 19:00:00  2012      3   31  19:00                      5.9   \n",
-       "2012-03-31 20:00:00  2012      3   31  20:00                      4.4   \n",
-       "2012-03-31 21:00:00  2012      3   31  21:00                      2.6   \n",
-       "2012-03-31 22:00:00  2012      3   31  22:00                      2.7   \n",
-       "2012-03-31 23:00:00  2012      3   31  23:00                      1.5   \n",
        "\n",
        "                     Temp Flag  Dew Point Temp (°C)  Dew Point Temp Flag  \\\n",
        "Date/Time                                                                   \n",
@@ -3095,329 +331,59 @@
        "2012-03-01 02:00:00        NaN                  -8.3                  NaN   \n",
        "2012-03-01 03:00:00        NaN                  -7.7                  NaN   \n",
        "2012-03-01 04:00:00        NaN                  -7.8                  NaN   \n",
-       "2012-03-01 05:00:00        NaN                  -7.9                  NaN   \n",
-       "2012-03-01 06:00:00        NaN                  -7.8                  NaN   \n",
-       "2012-03-01 07:00:00        NaN                  -7.4                  NaN   \n",
-       "2012-03-01 08:00:00        NaN                  -7.5                  NaN   \n",
-       "2012-03-01 09:00:00        NaN                  -7.5                  NaN   \n",
-       "2012-03-01 10:00:00        NaN                  -7.3                  NaN   \n",
-       "2012-03-01 11:00:00        NaN                  -6.8                  NaN   \n",
-       "2012-03-01 12:00:00        NaN                  -6.8                  NaN   \n",
-       "2012-03-01 13:00:00        NaN                  -6.9                  NaN   \n",
-       "2012-03-01 14:00:00        NaN                  -6.6                  NaN   \n",
-       "2012-03-01 15:00:00        NaN                  -6.2                  NaN   \n",
-       "2012-03-01 16:00:00        NaN                  -5.7                  NaN   \n",
-       "2012-03-01 17:00:00        NaN                  -5.9                  NaN   \n",
-       "2012-03-01 18:00:00        NaN                  -6.0                  NaN   \n",
-       "2012-03-01 19:00:00        NaN                  -6.4                  NaN   \n",
-       "2012-03-01 20:00:00        NaN                  -6.4                  NaN   \n",
-       "2012-03-01 21:00:00        NaN                  -6.7                  NaN   \n",
-       "2012-03-01 22:00:00        NaN                  -6.9                  NaN   \n",
-       "2012-03-01 23:00:00        NaN                  -7.1                  NaN   \n",
-       "2012-03-02 00:00:00        NaN                  -7.3                  NaN   \n",
-       "2012-03-02 01:00:00        NaN                  -7.9                  NaN   \n",
-       "2012-03-02 02:00:00        NaN                  -7.8                  NaN   \n",
-       "2012-03-02 03:00:00        NaN                  -7.9                  NaN   \n",
-       "2012-03-02 04:00:00        NaN                  -8.2                  NaN   \n",
-       "2012-03-02 05:00:00        NaN                  -8.3                  NaN   \n",
-       "...                        ...                   ...                  ...   \n",
-       "2012-03-30 18:00:00        NaN                  -7.9                  NaN   \n",
-       "2012-03-30 19:00:00        NaN                  -6.7                  NaN   \n",
-       "2012-03-30 20:00:00        NaN                  -8.4                  NaN   \n",
-       "2012-03-30 21:00:00        NaN                  -9.0                  NaN   \n",
-       "2012-03-30 22:00:00        NaN                  -8.1                  NaN   \n",
-       "2012-03-30 23:00:00        NaN                  -7.7                  NaN   \n",
-       "2012-03-31 00:00:00        NaN                  -8.6                  NaN   \n",
-       "2012-03-31 01:00:00        NaN                  -9.6                  NaN   \n",
-       "2012-03-31 02:00:00        NaN                  -9.7                  NaN   \n",
-       "2012-03-31 03:00:00        NaN                  -8.8                  NaN   \n",
-       "2012-03-31 04:00:00        NaN                  -8.5                  NaN   \n",
-       "2012-03-31 05:00:00        NaN                  -9.2                  NaN   \n",
-       "2012-03-31 06:00:00        NaN                  -9.2                  NaN   \n",
-       "2012-03-31 07:00:00        NaN                  -9.2                  NaN   \n",
-       "2012-03-31 08:00:00        NaN                  -8.5                  NaN   \n",
-       "2012-03-31 09:00:00        NaN                  -7.8                  NaN   \n",
-       "2012-03-31 10:00:00        NaN                  -8.1                  NaN   \n",
-       "2012-03-31 11:00:00        NaN                  -9.7                  NaN   \n",
-       "2012-03-31 12:00:00        NaN                  -7.1                  NaN   \n",
-       "2012-03-31 13:00:00        NaN                  -9.7                  NaN   \n",
-       "2012-03-31 14:00:00        NaN                  -8.5                  NaN   \n",
-       "2012-03-31 15:00:00        NaN                  -8.6                  NaN   \n",
-       "2012-03-31 16:00:00        NaN                  -7.7                  NaN   \n",
-       "2012-03-31 17:00:00        NaN                  -8.1                  NaN   \n",
-       "2012-03-31 18:00:00        NaN                  -8.2                  NaN   \n",
-       "2012-03-31 19:00:00        NaN                  -8.0                  NaN   \n",
-       "2012-03-31 20:00:00        NaN                  -7.2                  NaN   \n",
-       "2012-03-31 21:00:00        NaN                  -6.3                  NaN   \n",
-       "2012-03-31 22:00:00        NaN                  -6.7                  NaN   \n",
-       "2012-03-31 23:00:00        NaN                  -6.9                  NaN   \n",
        "\n",
-       "                     Rel Hum (%)      ...        Wind Spd Flag  \\\n",
-       "Date/Time                             ...                        \n",
-       "2012-03-01 00:00:00           72      ...                  NaN   \n",
-       "2012-03-01 01:00:00           79      ...                  NaN   \n",
-       "2012-03-01 02:00:00           80      ...                  NaN   \n",
-       "2012-03-01 03:00:00           79      ...                  NaN   \n",
-       "2012-03-01 04:00:00           83      ...                  NaN   \n",
-       "2012-03-01 05:00:00           82      ...                  NaN   \n",
-       "2012-03-01 06:00:00           82      ...                  NaN   \n",
-       "2012-03-01 07:00:00           83      ...                  NaN   \n",
-       "2012-03-01 08:00:00           83      ...                  NaN   \n",
-       "2012-03-01 09:00:00           82      ...                  NaN   \n",
-       "2012-03-01 10:00:00           82      ...                  NaN   \n",
-       "2012-03-01 11:00:00           83      ...                  NaN   \n",
-       "2012-03-01 12:00:00           83      ...                  NaN   \n",
-       "2012-03-01 13:00:00           82      ...                  NaN   \n",
-       "2012-03-01 14:00:00           81      ...                  NaN   \n",
-       "2012-03-01 15:00:00           80      ...                  NaN   \n",
-       "2012-03-01 16:00:00           80      ...                  NaN   \n",
-       "2012-03-01 17:00:00           80      ...                  NaN   \n",
-       "2012-03-01 18:00:00           80      ...                  NaN   \n",
-       "2012-03-01 19:00:00           81      ...                  NaN   \n",
-       "2012-03-01 20:00:00           81      ...                  NaN   \n",
-       "2012-03-01 21:00:00           81      ...                  NaN   \n",
-       "2012-03-01 22:00:00           82      ...                  NaN   \n",
-       "2012-03-01 23:00:00           81      ...                  NaN   \n",
-       "2012-03-02 00:00:00           83      ...                  NaN   \n",
-       "2012-03-02 01:00:00           82      ...                  NaN   \n",
-       "2012-03-02 02:00:00           82      ...                  NaN   \n",
-       "2012-03-02 03:00:00           83      ...                  NaN   \n",
-       "2012-03-02 04:00:00           82      ...                  NaN   \n",
-       "2012-03-02 05:00:00           81      ...                  NaN   \n",
-       "...                          ...      ...                  ...   \n",
-       "2012-03-30 18:00:00           42      ...                  NaN   \n",
-       "2012-03-30 19:00:00           49      ...                  NaN   \n",
-       "2012-03-30 20:00:00           43      ...                  NaN   \n",
-       "2012-03-30 21:00:00           45      ...                  NaN   \n",
-       "2012-03-30 22:00:00           53      ...                  NaN   \n",
-       "2012-03-30 23:00:00           51      ...                  NaN   \n",
-       "2012-03-31 00:00:00           47      ...                  NaN   \n",
-       "2012-03-31 01:00:00           44      ...                  NaN   \n",
-       "2012-03-31 02:00:00           44      ...                  NaN   \n",
-       "2012-03-31 03:00:00           49      ...                  NaN   \n",
-       "2012-03-31 04:00:00           56      ...                  NaN   \n",
-       "2012-03-31 05:00:00           52      ...                  NaN   \n",
-       "2012-03-31 06:00:00           52      ...                  NaN   \n",
-       "2012-03-31 07:00:00           51      ...                  NaN   \n",
-       "2012-03-31 08:00:00           50      ...                  NaN   \n",
-       "2012-03-31 09:00:00           50      ...                  NaN   \n",
-       "2012-03-31 10:00:00           44      ...                  NaN   \n",
-       "2012-03-31 11:00:00           35      ...                  NaN   \n",
-       "2012-03-31 12:00:00           37      ...                  NaN   \n",
-       "2012-03-31 13:00:00           30      ...                  NaN   \n",
-       "2012-03-31 14:00:00           31      ...                  NaN   \n",
-       "2012-03-31 15:00:00           30      ...                  NaN   \n",
-       "2012-03-31 16:00:00           31      ...                  NaN   \n",
-       "2012-03-31 17:00:00           31      ...                  NaN   \n",
-       "2012-03-31 18:00:00           33      ...                  NaN   \n",
-       "2012-03-31 19:00:00           36      ...                  NaN   \n",
-       "2012-03-31 20:00:00           43      ...                  NaN   \n",
-       "2012-03-31 21:00:00           52      ...                  NaN   \n",
-       "2012-03-31 22:00:00           50      ...                  NaN   \n",
-       "2012-03-31 23:00:00           54      ...                  NaN   \n",
-       "\n",
-       "                     Visibility (km)  Visibility Flag  Stn Press (kPa)  \\\n",
-       "Date/Time                                                                \n",
-       "2012-03-01 00:00:00              4.0              NaN           100.97   \n",
-       "2012-03-01 01:00:00              2.4              NaN           100.87   \n",
-       "2012-03-01 02:00:00              4.8              NaN           100.80   \n",
-       "2012-03-01 03:00:00              4.0              NaN           100.69   \n",
-       "2012-03-01 04:00:00              1.6              NaN           100.62   \n",
-       "2012-03-01 05:00:00              2.4              NaN           100.58   \n",
-       "2012-03-01 06:00:00              4.0              NaN           100.57   \n",
-       "2012-03-01 07:00:00              1.6              NaN           100.59   \n",
-       "2012-03-01 08:00:00              1.2              NaN           100.59   \n",
-       "2012-03-01 09:00:00              1.6              NaN           100.60   \n",
-       "2012-03-01 10:00:00              1.2              NaN           100.62   \n",
-       "2012-03-01 11:00:00              1.0              NaN           100.66   \n",
-       "2012-03-01 12:00:00              1.2              NaN           100.66   \n",
-       "2012-03-01 13:00:00              1.2              NaN           100.65   \n",
-       "2012-03-01 14:00:00              1.2              NaN           100.67   \n",
-       "2012-03-01 15:00:00              1.6              NaN           100.71   \n",
-       "2012-03-01 16:00:00              2.4              NaN           100.74   \n",
-       "2012-03-01 17:00:00              4.0              NaN           100.80   \n",
-       "2012-03-01 18:00:00              4.0              NaN           100.87   \n",
-       "2012-03-01 19:00:00              3.2              NaN           100.93   \n",
-       "2012-03-01 20:00:00              4.8              NaN           100.95   \n",
-       "2012-03-01 21:00:00              6.4              NaN           100.98   \n",
-       "2012-03-01 22:00:00              2.4              NaN           101.00   \n",
-       "2012-03-01 23:00:00              4.8              NaN           101.04   \n",
-       "2012-03-02 00:00:00              3.2              NaN           101.04   \n",
-       "2012-03-02 01:00:00              4.8              NaN           101.09   \n",
-       "2012-03-02 02:00:00              6.4              NaN           101.11   \n",
-       "2012-03-02 03:00:00              4.8              NaN           101.15   \n",
-       "2012-03-02 04:00:00              6.4              NaN           101.15   \n",
-       "2012-03-02 05:00:00             12.9              NaN           101.15   \n",
-       "...                              ...              ...              ...   \n",
-       "2012-03-30 18:00:00             24.1              NaN           101.26   \n",
-       "2012-03-30 19:00:00             25.0              NaN           101.29   \n",
-       "2012-03-30 20:00:00             25.0              NaN           101.30   \n",
-       "2012-03-30 21:00:00             25.0              NaN           101.32   \n",
-       "2012-03-30 22:00:00             25.0              NaN           101.30   \n",
-       "2012-03-30 23:00:00             25.0              NaN           101.34   \n",
-       "2012-03-31 00:00:00             25.0              NaN           101.33   \n",
-       "2012-03-31 01:00:00             25.0              NaN           101.31   \n",
-       "2012-03-31 02:00:00             25.0              NaN           101.29   \n",
-       "2012-03-31 03:00:00             25.0              NaN           101.30   \n",
-       "2012-03-31 04:00:00             25.0              NaN           101.32   \n",
-       "2012-03-31 05:00:00             25.0              NaN           101.30   \n",
-       "2012-03-31 06:00:00             48.3              NaN           101.32   \n",
-       "2012-03-31 07:00:00             48.3              NaN           101.32   \n",
-       "2012-03-31 08:00:00             48.3              NaN           101.33   \n",
-       "2012-03-31 09:00:00             48.3              NaN           101.34   \n",
-       "2012-03-31 10:00:00             48.3              NaN           101.30   \n",
-       "2012-03-31 11:00:00             48.3              NaN           101.24   \n",
-       "2012-03-31 12:00:00             48.3              NaN           101.16   \n",
-       "2012-03-31 13:00:00             48.3              NaN           101.08   \n",
-       "2012-03-31 14:00:00             48.3              NaN           101.01   \n",
-       "2012-03-31 15:00:00             48.3              NaN           100.94   \n",
-       "2012-03-31 16:00:00             48.3              NaN           100.89   \n",
-       "2012-03-31 17:00:00             48.3              NaN           100.88   \n",
-       "2012-03-31 18:00:00             48.3              NaN           100.87   \n",
-       "2012-03-31 19:00:00             25.0              NaN           100.88   \n",
-       "2012-03-31 20:00:00             25.0              NaN           100.85   \n",
-       "2012-03-31 21:00:00             25.0              NaN           100.86   \n",
-       "2012-03-31 22:00:00             25.0              NaN           100.82   \n",
-       "2012-03-31 23:00:00             25.0              NaN           100.79   \n",
+       "                     Rel Hum (%)   ...     Wind Spd Flag  Visibility (km)  \\\n",
+       "Date/Time                          ...                                      \n",
+       "2012-03-01 00:00:00           72   ...               NaN              4.0   \n",
+       "2012-03-01 01:00:00           79   ...               NaN              2.4   \n",
+       "2012-03-01 02:00:00           80   ...               NaN              4.8   \n",
+       "2012-03-01 03:00:00           79   ...               NaN              4.0   \n",
+       "2012-03-01 04:00:00           83   ...               NaN              1.6   \n",
        "\n",
-       "                    Stn Press Flag  Hmdx  Hmdx Flag  Wind Chill  \\\n",
-       "Date/Time                                                         \n",
-       "2012-03-01 00:00:00            NaN   NaN        NaN         -13   \n",
-       "2012-03-01 01:00:00            NaN   NaN        NaN         -13   \n",
-       "2012-03-01 02:00:00            NaN   NaN        NaN         -13   \n",
-       "2012-03-01 03:00:00            NaN   NaN        NaN         -12   \n",
-       "2012-03-01 04:00:00            NaN   NaN        NaN         -14   \n",
-       "2012-03-01 05:00:00            NaN   NaN        NaN         -14   \n",
-       "2012-03-01 06:00:00            NaN   NaN        NaN         -14   \n",
-       "2012-03-01 07:00:00            NaN   NaN        NaN         -13   \n",
-       "2012-03-01 08:00:00            NaN   NaN        NaN         -13   \n",
-       "2012-03-01 09:00:00            NaN   NaN        NaN         -13   \n",
-       "2012-03-01 10:00:00            NaN   NaN        NaN         -13   \n",
-       "2012-03-01 11:00:00            NaN   NaN        NaN         -12   \n",
-       "2012-03-01 12:00:00            NaN   NaN        NaN         -12   \n",
-       "2012-03-01 13:00:00            NaN   NaN        NaN         -12   \n",
-       "2012-03-01 14:00:00            NaN   NaN        NaN         -11   \n",
-       "2012-03-01 15:00:00            NaN   NaN        NaN         -10   \n",
-       "2012-03-01 16:00:00            NaN   NaN        NaN          -8   \n",
-       "2012-03-01 17:00:00            NaN   NaN        NaN          -9   \n",
-       "2012-03-01 18:00:00            NaN   NaN        NaN          -9   \n",
-       "2012-03-01 19:00:00            NaN   NaN        NaN          -9   \n",
-       "2012-03-01 20:00:00            NaN   NaN        NaN         -10   \n",
-       "2012-03-01 21:00:00            NaN   NaN        NaN         -10   \n",
-       "2012-03-01 22:00:00            NaN   NaN        NaN         -11   \n",
-       "2012-03-01 23:00:00            NaN   NaN        NaN         -11   \n",
-       "2012-03-02 00:00:00            NaN   NaN        NaN         -12   \n",
-       "2012-03-02 01:00:00            NaN   NaN        NaN         -12   \n",
-       "2012-03-02 02:00:00            NaN   NaN        NaN         -12   \n",
-       "2012-03-02 03:00:00            NaN   NaN        NaN         -12   \n",
-       "2012-03-02 04:00:00            NaN   NaN        NaN         -13   \n",
-       "2012-03-02 05:00:00            NaN   NaN        NaN         -12   \n",
-       "...                            ...   ...        ...         ...   \n",
-       "2012-03-30 18:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-30 19:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-30 20:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-30 21:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-30 22:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-30 23:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 00:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 01:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 02:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 03:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 04:00:00            NaN   NaN        NaN          -5   \n",
-       "2012-03-31 05:00:00            NaN   NaN        NaN          -5   \n",
-       "2012-03-31 06:00:00            NaN   NaN        NaN          -5   \n",
-       "2012-03-31 07:00:00            NaN   NaN        NaN          -5   \n",
-       "2012-03-31 08:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 09:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 10:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 11:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 12:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 13:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 14:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 15:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 16:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 17:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 18:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 19:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 20:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 21:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 22:00:00            NaN   NaN        NaN         NaN   \n",
-       "2012-03-31 23:00:00            NaN   NaN        NaN         NaN   \n",
+       "                     Visibility Flag  Stn Press (kPa) Stn Press Flag  Hmdx  \\\n",
+       "Date/Time                                                                    \n",
+       "2012-03-01 00:00:00              NaN           100.97            NaN   NaN   \n",
+       "2012-03-01 01:00:00              NaN           100.87            NaN   NaN   \n",
+       "2012-03-01 02:00:00              NaN           100.80            NaN   NaN   \n",
+       "2012-03-01 03:00:00              NaN           100.69            NaN   NaN   \n",
+       "2012-03-01 04:00:00              NaN           100.62            NaN   NaN   \n",
        "\n",
-       "                     Wind Chill Flag        Weather  \n",
-       "Date/Time                                            \n",
-       "2012-03-01 00:00:00              NaN           Snow  \n",
-       "2012-03-01 01:00:00              NaN           Snow  \n",
-       "2012-03-01 02:00:00              NaN           Snow  \n",
-       "2012-03-01 03:00:00              NaN           Snow  \n",
-       "2012-03-01 04:00:00              NaN           Snow  \n",
-       "2012-03-01 05:00:00              NaN           Snow  \n",
-       "2012-03-01 06:00:00              NaN           Snow  \n",
-       "2012-03-01 07:00:00              NaN           Snow  \n",
-       "2012-03-01 08:00:00              NaN           Snow  \n",
-       "2012-03-01 09:00:00              NaN           Snow  \n",
-       "2012-03-01 10:00:00              NaN           Snow  \n",
-       "2012-03-01 11:00:00              NaN           Snow  \n",
-       "2012-03-01 12:00:00              NaN           Snow  \n",
-       "2012-03-01 13:00:00              NaN           Snow  \n",
-       "2012-03-01 14:00:00              NaN           Snow  \n",
-       "2012-03-01 15:00:00              NaN           Snow  \n",
-       "2012-03-01 16:00:00              NaN           Snow  \n",
-       "2012-03-01 17:00:00              NaN           Snow  \n",
-       "2012-03-01 18:00:00              NaN           Snow  \n",
-       "2012-03-01 19:00:00              NaN           Snow  \n",
-       "2012-03-01 20:00:00              NaN           Snow  \n",
-       "2012-03-01 21:00:00              NaN           Snow  \n",
-       "2012-03-01 22:00:00              NaN           Snow  \n",
-       "2012-03-01 23:00:00              NaN           Snow  \n",
-       "2012-03-02 00:00:00              NaN           Snow  \n",
-       "2012-03-02 01:00:00              NaN           Snow  \n",
-       "2012-03-02 02:00:00              NaN           Snow  \n",
-       "2012-03-02 03:00:00              NaN           Snow  \n",
-       "2012-03-02 04:00:00              NaN           Snow  \n",
-       "2012-03-02 05:00:00              NaN           Snow  \n",
-       "...                              ...            ...  \n",
-       "2012-03-30 18:00:00              NaN  Mostly Cloudy  \n",
-       "2012-03-30 19:00:00              NaN  Mostly Cloudy  \n",
-       "2012-03-30 20:00:00              NaN  Mostly Cloudy  \n",
-       "2012-03-30 21:00:00              NaN         Cloudy  \n",
-       "2012-03-30 22:00:00              NaN  Mostly Cloudy  \n",
-       "2012-03-30 23:00:00              NaN   Mainly Clear  \n",
-       "2012-03-31 00:00:00              NaN  Mostly Cloudy  \n",
-       "2012-03-31 01:00:00              NaN  Mostly Cloudy  \n",
-       "2012-03-31 02:00:00              NaN         Cloudy  \n",
-       "2012-03-31 03:00:00              NaN         Cloudy  \n",
-       "2012-03-31 04:00:00              NaN         Cloudy  \n",
-       "2012-03-31 05:00:00              NaN         Cloudy  \n",
-       "2012-03-31 06:00:00              NaN         Cloudy  \n",
-       "2012-03-31 07:00:00              NaN         Cloudy  \n",
-       "2012-03-31 08:00:00              NaN         Cloudy  \n",
-       "2012-03-31 09:00:00              NaN  Mostly Cloudy  \n",
-       "2012-03-31 10:00:00              NaN   Mainly Clear  \n",
-       "2012-03-31 11:00:00              NaN          Clear  \n",
-       "2012-03-31 12:00:00              NaN          Clear  \n",
-       "2012-03-31 13:00:00              NaN          Clear  \n",
-       "2012-03-31 14:00:00              NaN   Mainly Clear  \n",
-       "2012-03-31 15:00:00              NaN   Mainly Clear  \n",
-       "2012-03-31 16:00:00              NaN   Mainly Clear  \n",
-       "2012-03-31 17:00:00              NaN   Mainly Clear  \n",
-       "2012-03-31 18:00:00              NaN   Mainly Clear  \n",
-       "2012-03-31 19:00:00              NaN          Clear  \n",
-       "2012-03-31 20:00:00              NaN          Clear  \n",
-       "2012-03-31 21:00:00              NaN          Clear  \n",
-       "2012-03-31 22:00:00              NaN          Clear  \n",
-       "2012-03-31 23:00:00              NaN          Clear  \n",
+       "                     Hmdx Flag  Wind Chill  Wind Chill Flag  Weather  \n",
+       "Date/Time                                                             \n",
+       "2012-03-01 00:00:00        NaN         -13              NaN     Snow  \n",
+       "2012-03-01 01:00:00        NaN         -13              NaN     Snow  \n",
+       "2012-03-01 02:00:00        NaN         -13              NaN     Snow  \n",
+       "2012-03-01 03:00:00        NaN         -12              NaN     Snow  \n",
+       "2012-03-01 04:00:00        NaN         -14              NaN     Snow  \n",
        "\n",
-       "[744 rows x 24 columns]"
+       "[5 rows x 24 columns]"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 115,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "weather_mar2012"
+    "weather_mar2012.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Get rid of the bogus characters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "weather_mar2012.columns = [col.replace('°', '') for col in weather_mar2012.columns]"
    ]
   },
   {
@@ -3429,7 +395,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 117,
    "metadata": {
     "collapsed": false
    },
@@ -3437,661 +403,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fbac690cd50>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x11a10b860>"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 117,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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TvoCOEqEAXtmFSsVZ7JSC+r9fufV9i03B1dPDyJB7XxmDyBZ094ucA+mMn2Fo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\neM7lelNf+rpuv13RtNPWiuz2So4kzu0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ZGtgI+eF3tT8+KxxN/c9yGYhjyDtuhrr550Df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\n+fj0008xffp0cByH119/HR0dHXjssccStrHnmjVr8Morr6CoqAgtLS3Yu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sszzzwjTfeU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\nwagAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fbac690c5d0>"
+       "<matplotlib.figure.Figure at 0x11a183518>"
       ]
      },
      "metadata": {},
@@ -4099,7 +422,7 @@
     }
    ],
    "source": [
-    "weather_mar2012[u\"Temp (\\xc2\\xb0C)\"].plot(figsize=(15, 5))"
+    "weather_mar2012[u\"Temp (C)\"].plot(figsize=(15, 5))"
    ]
   },
   {
@@ -4108,26 +431,24 @@
    "source": [
     "Notice how it goes up to 25° C in the middle there? That was a big deal. It was March, and people were wearing shorts outside. \n",
     "\n",
-    "And I was out of town and I missed it. Still sad, humans.\n",
-    "\n",
-    "I had to write `'\\xb0'` for that degree character °. Let's fix up the columns. We're going to just print them out, copy, and fix them up by hand."
+    "And I was out of town and I missed it. Still sad, humans.\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 118,
    "metadata": {
     "collapsed": false
    },
    "outputs": [],
    "source": [
-    "weather_mar2012.columns = [\n",
-    "    u'Year', u'Month', u'Day', u'Time', u'Data Quality', u'Temp (C)', \n",
-    "    u'Temp Flag', u'Dew Point Temp (C)', u'Dew Point Temp Flag', \n",
-    "    u'Rel Hum (%)', u'Rel Hum Flag', u'Wind Dir (10s deg)', u'Wind Dir Flag', \n",
-    "    u'Wind Spd (km/h)', u'Wind Spd Flag', u'Visibility (km)', u'Visibility Flag',\n",
-    "    u'Stn Press (kPa)', u'Stn Press Flag', u'Hmdx', u'Hmdx Flag', u'Wind Chill', \n",
-    "    u'Wind Chill Flag', u'Weather']"
+    "# weather_mar2012.columns = [\n",
+    "#     u'Year', u'Month', u'Day', u'Time', u'Data Quality', u'Temp (C)', \n",
+    "#     u'Temp Flag', u'Dew Point Temp (C)', u'Dew Point Temp Flag', \n",
+    "#     u'Rel Hum (%)', u'Rel Hum Flag', u'Wind Dir (10s deg)', u'Wind Dir Flag', \n",
+    "#     u'Wind Spd (km/h)', u'Wind Spd Flag', u'Visibility (km)', u'Visibility Flag',\n",
+    "#     u'Stn Press (kPa)', u'Stn Press Flag', u'Hmdx', u'Hmdx Flag', u'Wind Chill', \n",
+    "#     u'Wind Chill Flag', u'Weather']"
    ]
   },
   {
@@ -4143,7 +464,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 119,
    "metadata": {
     "collapsed": false
    },
@@ -4151,7 +472,7 @@
     {
      "data": {
       "text/html": [
-       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+       "<div>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
@@ -4188,78 +509,78 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2012-03-01 00:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 1</td>\n",
-       "      <td> 00:00</td>\n",
-       "      <td>  </td>\n",
+       "      <td>2012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>00:00</td>\n",
+       "      <td></td>\n",
        "      <td>-5.5</td>\n",
        "      <td>-9.7</td>\n",
-       "      <td> 72</td>\n",
-       "      <td> 24</td>\n",
-       "      <td> 4.0</td>\n",
-       "      <td> 100.97</td>\n",
-       "      <td> Snow</td>\n",
+       "      <td>72</td>\n",
+       "      <td>24</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>100.97</td>\n",
+       "      <td>Snow</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-03-01 01:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 1</td>\n",
-       "      <td> 01:00</td>\n",
-       "      <td>  </td>\n",
+       "      <td>2012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>01:00</td>\n",
+       "      <td></td>\n",
        "      <td>-5.7</td>\n",
        "      <td>-8.7</td>\n",
-       "      <td> 79</td>\n",
-       "      <td> 26</td>\n",
-       "      <td> 2.4</td>\n",
-       "      <td> 100.87</td>\n",
-       "      <td> Snow</td>\n",
+       "      <td>79</td>\n",
+       "      <td>26</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>100.87</td>\n",
+       "      <td>Snow</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-03-01 02:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 1</td>\n",
-       "      <td> 02:00</td>\n",
-       "      <td>  </td>\n",
+       "      <td>2012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>02:00</td>\n",
+       "      <td></td>\n",
        "      <td>-5.4</td>\n",
        "      <td>-8.3</td>\n",
-       "      <td> 80</td>\n",
-       "      <td> 28</td>\n",
-       "      <td> 4.8</td>\n",
-       "      <td> 100.80</td>\n",
-       "      <td> Snow</td>\n",
+       "      <td>80</td>\n",
+       "      <td>28</td>\n",
+       "      <td>4.8</td>\n",
+       "      <td>100.80</td>\n",
+       "      <td>Snow</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-03-01 03:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 1</td>\n",
-       "      <td> 03:00</td>\n",
-       "      <td>  </td>\n",
+       "      <td>2012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>03:00</td>\n",
+       "      <td></td>\n",
        "      <td>-4.7</td>\n",
        "      <td>-7.7</td>\n",
-       "      <td> 79</td>\n",
-       "      <td> 28</td>\n",
-       "      <td> 4.0</td>\n",
-       "      <td> 100.69</td>\n",
-       "      <td> Snow</td>\n",
+       "      <td>79</td>\n",
+       "      <td>28</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>100.69</td>\n",
+       "      <td>Snow</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-03-01 04:00:00</th>\n",
-       "      <td> 2012</td>\n",
-       "      <td> 3</td>\n",
-       "      <td> 1</td>\n",
-       "      <td> 04:00</td>\n",
-       "      <td>  </td>\n",
+       "      <td>2012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>04:00</td>\n",
+       "      <td></td>\n",
        "      <td>-5.4</td>\n",
        "      <td>-7.8</td>\n",
-       "      <td> 83</td>\n",
-       "      <td> 35</td>\n",
-       "      <td> 1.6</td>\n",
-       "      <td> 100.62</td>\n",
-       "      <td> Snow</td>\n",
+       "      <td>83</td>\n",
+       "      <td>35</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>100.62</td>\n",
+       "      <td>Snow</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -4291,7 +612,7 @@
        "2012-03-01 04:00:00              1.6           100.62    Snow  "
       ]
      },
-     "execution_count": 8,
+     "execution_count": 119,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4312,7 +633,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 120,
    "metadata": {
     "collapsed": false
    },
@@ -4320,7 +641,7 @@
     {
      "data": {
       "text/html": [
-       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
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        "    <tr style=\"text-align: right;\">\n",
@@ -4349,51 +670,51 @@
        "      <th>2012-03-01 00:00:00</th>\n",
        "      <td>-5.5</td>\n",
        "      <td>-9.7</td>\n",
-       "      <td> 72</td>\n",
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-       "      <td> 4.0</td>\n",
-       "      <td> 100.97</td>\n",
-       "      <td> Snow</td>\n",
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+       "      <td>24</td>\n",
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+       "      <td>100.97</td>\n",
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        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-03-01 01:00:00</th>\n",
        "      <td>-5.7</td>\n",
        "      <td>-8.7</td>\n",
-       "      <td> 79</td>\n",
-       "      <td> 26</td>\n",
-       "      <td> 2.4</td>\n",
-       "      <td> 100.87</td>\n",
-       "      <td> Snow</td>\n",
+       "      <td>79</td>\n",
+       "      <td>26</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>100.87</td>\n",
+       "      <td>Snow</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-03-01 02:00:00</th>\n",
        "      <td>-5.4</td>\n",
        "      <td>-8.3</td>\n",
-       "      <td> 80</td>\n",
-       "      <td> 28</td>\n",
-       "      <td> 4.8</td>\n",
-       "      <td> 100.80</td>\n",
-       "      <td> Snow</td>\n",
+       "      <td>80</td>\n",
+       "      <td>28</td>\n",
+       "      <td>4.8</td>\n",
+       "      <td>100.80</td>\n",
+       "      <td>Snow</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-03-01 03:00:00</th>\n",
        "      <td>-4.7</td>\n",
        "      <td>-7.7</td>\n",
-       "      <td> 79</td>\n",
-       "      <td> 28</td>\n",
-       "      <td> 4.0</td>\n",
-       "      <td> 100.69</td>\n",
-       "      <td> Snow</td>\n",
+       "      <td>79</td>\n",
+       "      <td>28</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>100.69</td>\n",
+       "      <td>Snow</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-03-01 04:00:00</th>\n",
        "      <td>-5.4</td>\n",
        "      <td>-7.8</td>\n",
-       "      <td> 83</td>\n",
-       "      <td> 35</td>\n",
-       "      <td> 1.6</td>\n",
-       "      <td> 100.62</td>\n",
-       "      <td> Snow</td>\n",
+       "      <td>83</td>\n",
+       "      <td>35</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>100.62</td>\n",
+       "      <td>Snow</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -4417,13 +738,14 @@
        "2012-03-01 04:00:00               35              1.6           100.62    Snow  "
       ]
      },
-     "execution_count": 9,
+     "execution_count": 120,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "weather_mar2012 = weather_mar2012.drop(['Year', 'Month', 'Day', 'Time', 'Data Quality'], axis=1)\n",
+    "weather_mar2012 = weather_mar2012.drop(['Year', 'Month', 'Day', 'Time', 'Data Quality'],\n",
+    "                                       axis=1)\n",
     "weather_mar2012[:5]"
    ]
   },
@@ -4450,7 +772,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 121,
    "metadata": {
     "collapsed": false
    },
@@ -4459,351 +781,30 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "<bound method DataFrame.head of                      Temp (C)\n",
+      "                     Temp (C)\n",
       "Date/Time                    \n",
       "2012-03-01 00:00:00      -5.5\n",
       "2012-03-01 01:00:00      -5.7\n",
       "2012-03-01 02:00:00      -5.4\n",
       "2012-03-01 03:00:00      -4.7\n",
-      "2012-03-01 04:00:00      -5.4\n",
-      "2012-03-01 05:00:00      -5.3\n",
-      "2012-03-01 06:00:00      -5.2\n",
-      "2012-03-01 07:00:00      -4.9\n",
-      "2012-03-01 08:00:00      -5.0\n",
-      "2012-03-01 09:00:00      -4.9\n",
-      "2012-03-01 10:00:00      -4.7\n",
-      "2012-03-01 11:00:00      -4.4\n",
-      "2012-03-01 12:00:00      -4.3\n",
-      "2012-03-01 13:00:00      -4.3\n",
-      "2012-03-01 14:00:00      -3.9\n",
-      "2012-03-01 15:00:00      -3.3\n",
-      "2012-03-01 16:00:00      -2.7\n",
-      "2012-03-01 17:00:00      -2.9\n",
-      "2012-03-01 18:00:00      -3.0\n",
-      "2012-03-01 19:00:00      -3.6\n",
-      "2012-03-01 20:00:00      -3.7\n",
-      "2012-03-01 21:00:00      -3.9\n",
-      "2012-03-01 22:00:00      -4.3\n",
-      "2012-03-01 23:00:00      -4.3\n",
-      "2012-03-02 00:00:00      -4.8\n",
-      "2012-03-02 01:00:00      -5.3\n",
-      "2012-03-02 02:00:00      -5.2\n",
-      "2012-03-02 03:00:00      -5.5\n",
-      "2012-03-02 04:00:00      -5.6\n",
-      "2012-03-02 05:00:00      -5.5\n",
-      "...                       ...\n",
-      "2012-03-30 18:00:00       3.9\n",
-      "2012-03-30 19:00:00       3.1\n",
-      "2012-03-30 20:00:00       3.0\n",
-      "2012-03-30 21:00:00       1.7\n",
-      "2012-03-30 22:00:00       0.4\n",
-      "2012-03-30 23:00:00       1.4\n",
-      "2012-03-31 00:00:00       1.5\n",
-      "2012-03-31 01:00:00       1.3\n",
-      "2012-03-31 02:00:00       1.3\n",
-      "2012-03-31 03:00:00       0.7\n",
-      "2012-03-31 04:00:00      -0.9\n",
-      "2012-03-31 05:00:00      -0.6\n",
-      "2012-03-31 06:00:00      -0.5\n",
-      "2012-03-31 07:00:00      -0.3\n",
-      "2012-03-31 08:00:00       0.7\n",
-      "2012-03-31 09:00:00       1.5\n",
-      "2012-03-31 10:00:00       2.9\n",
-      "2012-03-31 11:00:00       4.6\n",
-      "2012-03-31 12:00:00       6.4\n",
-      "2012-03-31 13:00:00       6.5\n",
-      "2012-03-31 14:00:00       7.7\n",
-      "2012-03-31 15:00:00       7.7\n",
-      "2012-03-31 16:00:00       8.4\n",
-      "2012-03-31 17:00:00       7.9\n",
-      "2012-03-31 18:00:00       7.0\n",
-      "2012-03-31 19:00:00       5.9\n",
-      "2012-03-31 20:00:00       4.4\n",
-      "2012-03-31 21:00:00       2.6\n",
-      "2012-03-31 22:00:00       2.7\n",
-      "2012-03-31 23:00:00       1.5\n",
-      "\n",
-      "[744 rows x 1 columns]>\n"
+      "2012-03-01 04:00:00      -5.4\n"
      ]
     },
     {
      "data": {
       "text/plain": [
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       ]
      },
-     "execution_count": 10,
+     "execution_count": 121,
      "metadata": {},
      "output_type": "execute_result"
     },
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Ytxq7bD529TLo3scp2rJHYjp0DOh7tUUtPp5fRETaBnuoCvvBHOzctzDZo/Dc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\niFGhJiIiIiIiEmJUqImIiIiIiISY/w/2/JUyRdApVQAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fbac67dfa90>"
+       "<matplotlib.figure.Figure at 0x11b54e518>"
       ]
      },
      "metadata": {},
@@ -4812,7 +813,7 @@
    ],
    "source": [
     "temperatures = weather_mar2012[[u'Temp (C)']].copy()\n",
-    "print(temperatures.head)\n",
+    "print(temperatures.head())\n",
     "temperatures.loc[:,'Hour'] = weather_mar2012.index.hour\n",
     "temperatures.groupby('Hour').aggregate(np.median).plot()"
    ]
@@ -4844,19 +845,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 122,
    "metadata": {
     "collapsed": false
    },
    "outputs": [],
    "source": [
     "def download_weather_month(year, month):\n",
-    "    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",
+    "                              encoding='latin1') \n",
     "    weather_data = weather_data.dropna(axis=1)\n",
-    "    weather_data.columns = [col.replace('\\xb0', '') for col in weather_data.columns]\n",
+    "    weather_data.columns = [col.replace('°', '') for col in weather_data.columns]\n",
     "    weather_data = weather_data.drop(['Year', 'Day', 'Month', 'Time', 'Data Quality'], axis=1)\n",
     "    return weather_data"
    ]
@@ -4870,7 +870,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 123,
    "metadata": {
     "collapsed": false
    },
@@ -4878,7 +878,7 @@
     {
      "data": {
       "text/html": [
-       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+       "<div>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
@@ -4904,54 +904,54 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2013-01-01 00:00:00</th>\n",
-       "      <td>-1.0</td>\n",
-       "      <td> -1.7</td>\n",
-       "      <td> 95</td>\n",
-       "      <td> 35</td>\n",
-       "      <td>  6.4</td>\n",
-       "      <td>  99.89</td>\n",
-       "      <td>         Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 01:00:00</th>\n",
-       "      <td>-2.0</td>\n",
-       "      <td> -5.1</td>\n",
-       "      <td> 79</td>\n",
-       "      <td> 35</td>\n",
-       "      <td> 16.1</td>\n",
-       "      <td>  99.93</td>\n",
-       "      <td> Mainly Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 02:00:00</th>\n",
-       "      <td>-2.7</td>\n",
-       "      <td> -6.0</td>\n",
-       "      <td> 78</td>\n",
-       "      <td> 28</td>\n",
-       "      <td> 19.3</td>\n",
-       "      <td> 100.08</td>\n",
-       "      <td>         Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 03:00:00</th>\n",
-       "      <td>-5.6</td>\n",
-       "      <td>-11.7</td>\n",
-       "      <td> 62</td>\n",
-       "      <td> 30</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 100.21</td>\n",
-       "      <td>        Clear</td>\n",
+       "      <th>2012-01-01 00:00:00</th>\n",
+       "      <td>-1.8</td>\n",
+       "      <td>-3.9</td>\n",
+       "      <td>86</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>101.24</td>\n",
+       "      <td>Fog</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2013-01-01 04:00:00</th>\n",
-       "      <td>-7.7</td>\n",
-       "      <td>-12.6</td>\n",
-       "      <td> 68</td>\n",
-       "      <td> 35</td>\n",
-       "      <td> 19.3</td>\n",
-       "      <td> 100.32</td>\n",
-       "      <td> Mainly Clear</td>\n",
+       "      <th>2012-01-01 01:00:00</th>\n",
+       "      <td>-1.8</td>\n",
+       "      <td>-3.7</td>\n",
+       "      <td>87</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>101.24</td>\n",
+       "      <td>Fog</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2012-01-01 02:00:00</th>\n",
+       "      <td>-1.8</td>\n",
+       "      <td>-3.4</td>\n",
+       "      <td>89</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>101.26</td>\n",
+       "      <td>Freezing Drizzle,Fog</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2012-01-01 03:00:00</th>\n",
+       "      <td>-1.5</td>\n",
+       "      <td>-3.2</td>\n",
+       "      <td>88</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>101.27</td>\n",
+       "      <td>Freezing Drizzle,Fog</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2012-01-01 04:00:00</th>\n",
+       "      <td>-1.5</td>\n",
+       "      <td>-3.3</td>\n",
+       "      <td>88</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4.8</td>\n",
+       "      <td>101.23</td>\n",
+       "      <td>Fog</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -4960,30 +960,30 @@
       "text/plain": [
        "                     Temp (C)  Dew Point Temp (C)  Rel Hum (%)  \\\n",
        "Date/Time                                                        \n",
-       "2013-01-01 00:00:00      -1.0                -1.7           95   \n",
-       "2013-01-01 01:00:00      -2.0                -5.1           79   \n",
-       "2013-01-01 02:00:00      -2.7                -6.0           78   \n",
-       "2013-01-01 03:00:00      -5.6               -11.7           62   \n",
-       "2013-01-01 04:00:00      -7.7               -12.6           68   \n",
+       "2012-01-01 00:00:00      -1.8                -3.9           86   \n",
+       "2012-01-01 01:00:00      -1.8                -3.7           87   \n",
+       "2012-01-01 02:00:00      -1.8                -3.4           89   \n",
+       "2012-01-01 03:00:00      -1.5                -3.2           88   \n",
+       "2012-01-01 04:00:00      -1.5                -3.3           88   \n",
        "\n",
        "                     Wind Spd (km/h)  Visibility (km)  Stn Press (kPa)  \\\n",
        "Date/Time                                                                \n",
-       "2013-01-01 00:00:00               35              6.4            99.89   \n",
-       "2013-01-01 01:00:00               35             16.1            99.93   \n",
-       "2013-01-01 02:00:00               28             19.3           100.08   \n",
-       "2013-01-01 03:00:00               30             25.0           100.21   \n",
-       "2013-01-01 04:00:00               35             19.3           100.32   \n",
+       "2012-01-01 00:00:00                4              8.0           101.24   \n",
+       "2012-01-01 01:00:00                4              8.0           101.24   \n",
+       "2012-01-01 02:00:00                7              4.0           101.26   \n",
+       "2012-01-01 03:00:00                6              4.0           101.27   \n",
+       "2012-01-01 04:00:00                7              4.8           101.23   \n",
        "\n",
-       "                          Weather  \n",
-       "Date/Time                          \n",
-       "2013-01-01 00:00:00          Snow  \n",
-       "2013-01-01 01:00:00  Mainly Clear  \n",
-       "2013-01-01 02:00:00          Snow  \n",
-       "2013-01-01 03:00:00         Clear  \n",
-       "2013-01-01 04:00:00  Mainly Clear  "
+       "                                  Weather  \n",
+       "Date/Time                                  \n",
+       "2012-01-01 00:00:00                   Fog  \n",
+       "2012-01-01 01:00:00                   Fog  \n",
+       "2012-01-01 02:00:00  Freezing Drizzle,Fog  \n",
+       "2012-01-01 03:00:00  Freezing Drizzle,Fog  \n",
+       "2012-01-01 04:00:00                   Fog  "
       ]
      },
-     "execution_count": 12,
+     "execution_count": 123,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5001,7 +1001,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 124,
    "metadata": {
     "collapsed": false
    },
@@ -5019,7 +1019,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 125,
    "metadata": {
     "collapsed": false
    },
@@ -5027,7 +1027,7 @@
     {
      "data": {
       "text/html": [
-       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+       "<div>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
@@ -5053,824 +1053,93 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2013-01-01 00:00:00</th>\n",
-       "      <td> -1.0</td>\n",
-       "      <td> -1.7</td>\n",
-       "      <td> 95</td>\n",
-       "      <td> 35</td>\n",
-       "      <td>  6.4</td>\n",
-       "      <td>  99.89</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 01:00:00</th>\n",
-       "      <td> -2.0</td>\n",
-       "      <td> -5.1</td>\n",
-       "      <td> 79</td>\n",
-       "      <td> 35</td>\n",
-       "      <td> 16.1</td>\n",
-       "      <td>  99.93</td>\n",
-       "      <td>  Mainly Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 02:00:00</th>\n",
-       "      <td> -2.7</td>\n",
-       "      <td> -6.0</td>\n",
-       "      <td> 78</td>\n",
-       "      <td> 28</td>\n",
-       "      <td> 19.3</td>\n",
-       "      <td> 100.08</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 03:00:00</th>\n",
-       "      <td> -5.6</td>\n",
-       "      <td>-11.7</td>\n",
-       "      <td> 62</td>\n",
-       "      <td> 30</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 100.21</td>\n",
-       "      <td>         Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 04:00:00</th>\n",
-       "      <td> -7.7</td>\n",
-       "      <td>-12.6</td>\n",
-       "      <td> 68</td>\n",
-       "      <td> 35</td>\n",
-       "      <td> 19.3</td>\n",
-       "      <td> 100.32</td>\n",
-       "      <td>  Mainly Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 05:00:00</th>\n",
-       "      <td> -9.7</td>\n",
-       "      <td>-14.8</td>\n",
-       "      <td> 66</td>\n",
-       "      <td> 33</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 100.47</td>\n",
-       "      <td>         Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 06:00:00</th>\n",
-       "      <td>-11.1</td>\n",
-       "      <td>-17.0</td>\n",
-       "      <td> 62</td>\n",
-       "      <td> 30</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 100.65</td>\n",
-       "      <td>         Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 07:00:00</th>\n",
-       "      <td>-12.2</td>\n",
-       "      <td>-17.2</td>\n",
-       "      <td> 66</td>\n",
-       "      <td> 20</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 100.78</td>\n",
-       "      <td>         Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 08:00:00</th>\n",
-       "      <td>-13.0</td>\n",
-       "      <td>-17.7</td>\n",
-       "      <td> 68</td>\n",
-       "      <td> 13</td>\n",
-       "      <td> 24.1</td>\n",
-       "      <td> 100.87</td>\n",
-       "      <td>         Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 09:00:00</th>\n",
-       "      <td>-13.0</td>\n",
-       "      <td>-17.3</td>\n",
-       "      <td> 70</td>\n",
-       "      <td> 20</td>\n",
-       "      <td> 24.1</td>\n",
-       "      <td> 100.86</td>\n",
-       "      <td>         Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 10:00:00</th>\n",
-       "      <td>-12.6</td>\n",
-       "      <td>-17.8</td>\n",
-       "      <td> 65</td>\n",
-       "      <td> 19</td>\n",
-       "      <td> 24.1</td>\n",
-       "      <td> 100.90</td>\n",
-       "      <td>         Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 11:00:00</th>\n",
-       "      <td>-12.2</td>\n",
-       "      <td>-17.6</td>\n",
-       "      <td> 64</td>\n",
-       "      <td> 22</td>\n",
-       "      <td> 24.1</td>\n",
-       "      <td> 100.88</td>\n",
-       "      <td>  Mainly Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 12:00:00</th>\n",
-       "      <td>-11.8</td>\n",
-       "      <td>-17.2</td>\n",
-       "      <td> 64</td>\n",
-       "      <td> 26</td>\n",
-       "      <td> 24.1</td>\n",
-       "      <td> 100.87</td>\n",
-       "      <td>  Mainly Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 13:00:00</th>\n",
-       "      <td>-11.3</td>\n",
-       "      <td>-17.4</td>\n",
-       "      <td> 61</td>\n",
-       "      <td> 26</td>\n",
-       "      <td> 24.1</td>\n",
-       "      <td> 100.83</td>\n",
-       "      <td>  Mainly Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 14:00:00</th>\n",
-       "      <td>-11.3</td>\n",
-       "      <td>-17.4</td>\n",
-       "      <td> 61</td>\n",
-       "      <td> 28</td>\n",
-       "      <td> 24.1</td>\n",
-       "      <td> 100.82</td>\n",
-       "      <td>  Mainly Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 15:00:00</th>\n",
-       "      <td>-11.4</td>\n",
-       "      <td>-17.6</td>\n",
-       "      <td> 60</td>\n",
-       "      <td> 30</td>\n",
-       "      <td> 24.1</td>\n",
-       "      <td> 100.85</td>\n",
-       "      <td>  Mainly Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 16:00:00</th>\n",
-       "      <td>-12.0</td>\n",
-       "      <td>-18.0</td>\n",
-       "      <td> 61</td>\n",
-       "      <td> 22</td>\n",
-       "      <td> 24.1</td>\n",
-       "      <td> 100.81</td>\n",
-       "      <td>  Mainly Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 17:00:00</th>\n",
-       "      <td>-13.0</td>\n",
-       "      <td>-18.4</td>\n",
-       "      <td> 64</td>\n",
-       "      <td> 19</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 100.90</td>\n",
-       "      <td>         Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 18:00:00</th>\n",
-       "      <td>-13.4</td>\n",
-       "      <td>-18.4</td>\n",
-       "      <td> 66</td>\n",
-       "      <td> 24</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 100.96</td>\n",
-       "      <td>         Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 19:00:00</th>\n",
-       "      <td>-14.1</td>\n",
-       "      <td>-18.7</td>\n",
-       "      <td> 68</td>\n",
-       "      <td> 20</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 101.02</td>\n",
-       "      <td>         Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 20:00:00</th>\n",
-       "      <td>-14.3</td>\n",
-       "      <td>-19.0</td>\n",
-       "      <td> 67</td>\n",
-       "      <td> 15</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 101.04</td>\n",
-       "      <td>         Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 21:00:00</th>\n",
-       "      <td>-14.8</td>\n",
-       "      <td>-19.5</td>\n",
-       "      <td> 67</td>\n",
-       "      <td> 15</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 100.98</td>\n",
-       "      <td>  Mainly Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 22:00:00</th>\n",
-       "      <td>-16.3</td>\n",
-       "      <td>-20.2</td>\n",
-       "      <td> 72</td>\n",
-       "      <td>  7</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 100.98</td>\n",
-       "      <td> Mostly Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-01 23:00:00</th>\n",
-       "      <td>-15.4</td>\n",
-       "      <td>-19.8</td>\n",
-       "      <td> 69</td>\n",
-       "      <td> 11</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 100.99</td>\n",
-       "      <td>        Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-02 00:00:00</th>\n",
-       "      <td>-14.0</td>\n",
-       "      <td>-18.4</td>\n",
-       "      <td> 69</td>\n",
-       "      <td> 11</td>\n",
-       "      <td> 19.3</td>\n",
-       "      <td> 100.96</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-02 01:00:00</th>\n",
-       "      <td>-14.1</td>\n",
-       "      <td>-18.3</td>\n",
-       "      <td> 70</td>\n",
-       "      <td> 11</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 100.91</td>\n",
-       "      <td> Mostly Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-02 02:00:00</th>\n",
-       "      <td>-14.3</td>\n",
-       "      <td>-18.3</td>\n",
-       "      <td> 72</td>\n",
-       "      <td> 13</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 100.94</td>\n",
-       "      <td>  Snow Showers</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-02 03:00:00</th>\n",
-       "      <td>-14.7</td>\n",
-       "      <td>-18.0</td>\n",
-       "      <td> 76</td>\n",
-       "      <td>  9</td>\n",
-       "      <td> 19.3</td>\n",
-       "      <td> 100.91</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-02 04:00:00</th>\n",
-       "      <td>-14.2</td>\n",
-       "      <td>-17.1</td>\n",
-       "      <td> 79</td>\n",
-       "      <td>  6</td>\n",
-       "      <td>  9.7</td>\n",
-       "      <td> 100.83</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2013-01-02 05:00:00</th>\n",
-       "      <td>-14.3</td>\n",
-       "      <td>-17.0</td>\n",
-       "      <td> 80</td>\n",
-       "      <td>  0</td>\n",
-       "      <td>  6.4</td>\n",
-       "      <td> 100.81</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-30 18:00:00</th>\n",
-       "      <td>-12.6</td>\n",
-       "      <td>-16.0</td>\n",
-       "      <td> 76</td>\n",
-       "      <td> 24</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 101.36</td>\n",
-       "      <td>  Mainly Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-30 19:00:00</th>\n",
-       "      <td>-13.4</td>\n",
-       "      <td>-16.5</td>\n",
-       "      <td> 77</td>\n",
-       "      <td> 26</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 101.47</td>\n",
-       "      <td>  Mainly Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-30 20:00:00</th>\n",
-       "      <td>-13.8</td>\n",
-       "      <td>-16.5</td>\n",
-       "      <td> 80</td>\n",
-       "      <td> 24</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 101.52</td>\n",
-       "      <td>         Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-30 21:00:00</th>\n",
-       "      <td>-13.8</td>\n",
-       "      <td>-16.5</td>\n",
-       "      <td> 80</td>\n",
-       "      <td> 20</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 101.50</td>\n",
-       "      <td>  Mainly Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-30 22:00:00</th>\n",
-       "      <td>-13.7</td>\n",
-       "      <td>-16.3</td>\n",
-       "      <td> 81</td>\n",
-       "      <td> 19</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 101.54</td>\n",
-       "      <td>  Mainly Clear</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-30 23:00:00</th>\n",
-       "      <td>-12.1</td>\n",
-       "      <td>-15.1</td>\n",
-       "      <td> 78</td>\n",
-       "      <td> 28</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 101.52</td>\n",
-       "      <td> Mostly Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 00:00:00</th>\n",
-       "      <td>-11.1</td>\n",
-       "      <td>-14.4</td>\n",
-       "      <td> 77</td>\n",
-       "      <td> 26</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 101.51</td>\n",
-       "      <td>        Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 01:00:00</th>\n",
-       "      <td>-10.7</td>\n",
-       "      <td>-14.0</td>\n",
-       "      <td> 77</td>\n",
-       "      <td> 15</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 101.50</td>\n",
-       "      <td>        Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 02:00:00</th>\n",
-       "      <td>-10.1</td>\n",
-       "      <td>-13.4</td>\n",
-       "      <td> 77</td>\n",
-       "      <td>  9</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 101.45</td>\n",
-       "      <td>        Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 03:00:00</th>\n",
-       "      <td>-11.8</td>\n",
-       "      <td>-14.4</td>\n",
-       "      <td> 81</td>\n",
-       "      <td>  6</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 101.42</td>\n",
-       "      <td> Mostly Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 04:00:00</th>\n",
-       "      <td>-10.5</td>\n",
-       "      <td>-12.8</td>\n",
-       "      <td> 83</td>\n",
-       "      <td> 11</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 101.34</td>\n",
-       "      <td>        Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 05:00:00</th>\n",
-       "      <td>-10.2</td>\n",
-       "      <td>-12.4</td>\n",
-       "      <td> 84</td>\n",
-       "      <td>  6</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 101.28</td>\n",
-       "      <td>        Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 06:00:00</th>\n",
-       "      <td> -9.7</td>\n",
-       "      <td>-11.7</td>\n",
-       "      <td> 85</td>\n",
-       "      <td>  4</td>\n",
-       "      <td> 25.0</td>\n",
-       "      <td> 101.23</td>\n",
-       "      <td>        Cloudy</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 07:00:00</th>\n",
-       "      <td> -9.3</td>\n",
-       "      <td>-11.3</td>\n",
-       "      <td> 85</td>\n",
-       "      <td>  0</td>\n",
-       "      <td> 19.3</td>\n",
-       "      <td> 101.19</td>\n",
-       "      <td>  Snow Showers</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 08:00:00</th>\n",
-       "      <td> -8.6</td>\n",
-       "      <td>-10.3</td>\n",
-       "      <td> 87</td>\n",
-       "      <td>  4</td>\n",
-       "      <td>  3.2</td>\n",
-       "      <td> 101.14</td>\n",
-       "      <td>  Snow Showers</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 09:00:00</th>\n",
-       "      <td> -8.1</td>\n",
-       "      <td> -9.6</td>\n",
-       "      <td> 89</td>\n",
-       "      <td>  4</td>\n",
-       "      <td>  2.4</td>\n",
-       "      <td> 101.09</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 10:00:00</th>\n",
-       "      <td> -7.4</td>\n",
-       "      <td> -8.9</td>\n",
-       "      <td> 89</td>\n",
-       "      <td>  4</td>\n",
-       "      <td>  6.4</td>\n",
-       "      <td> 101.05</td>\n",
-       "      <td>      Snow,Fog</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 11:00:00</th>\n",
-       "      <td> -6.7</td>\n",
-       "      <td> -7.9</td>\n",
-       "      <td> 91</td>\n",
-       "      <td>  9</td>\n",
-       "      <td>  9.7</td>\n",
-       "      <td> 100.93</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 12:00:00</th>\n",
-       "      <td> -5.8</td>\n",
-       "      <td> -7.5</td>\n",
-       "      <td> 88</td>\n",
-       "      <td>  4</td>\n",
-       "      <td> 12.9</td>\n",
-       "      <td> 100.78</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 13:00:00</th>\n",
-       "      <td> -4.6</td>\n",
-       "      <td> -6.6</td>\n",
-       "      <td> 86</td>\n",
-       "      <td>  4</td>\n",
-       "      <td> 12.9</td>\n",
-       "      <td> 100.63</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 14:00:00</th>\n",
-       "      <td> -3.4</td>\n",
-       "      <td> -5.7</td>\n",
-       "      <td> 84</td>\n",
-       "      <td>  6</td>\n",
-       "      <td> 11.3</td>\n",
-       "      <td> 100.57</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 15:00:00</th>\n",
-       "      <td> -2.3</td>\n",
-       "      <td> -4.6</td>\n",
-       "      <td> 84</td>\n",
-       "      <td>  9</td>\n",
-       "      <td>  9.7</td>\n",
-       "      <td> 100.47</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 16:00:00</th>\n",
-       "      <td> -1.4</td>\n",
-       "      <td> -4.0</td>\n",
-       "      <td> 82</td>\n",
-       "      <td> 13</td>\n",
-       "      <td> 12.9</td>\n",
-       "      <td> 100.40</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 17:00:00</th>\n",
-       "      <td> -1.1</td>\n",
-       "      <td> -3.3</td>\n",
-       "      <td> 85</td>\n",
-       "      <td> 19</td>\n",
-       "      <td>  9.7</td>\n",
-       "      <td> 100.30</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 18:00:00</th>\n",
-       "      <td> -1.3</td>\n",
-       "      <td> -3.1</td>\n",
-       "      <td> 88</td>\n",
-       "      <td> 17</td>\n",
-       "      <td>  9.7</td>\n",
-       "      <td> 100.19</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 19:00:00</th>\n",
-       "      <td>  0.1</td>\n",
-       "      <td> -2.7</td>\n",
-       "      <td> 81</td>\n",
-       "      <td> 30</td>\n",
-       "      <td>  9.7</td>\n",
-       "      <td> 100.13</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 20:00:00</th>\n",
-       "      <td>  0.2</td>\n",
-       "      <td> -2.4</td>\n",
-       "      <td> 83</td>\n",
-       "      <td> 24</td>\n",
-       "      <td>  9.7</td>\n",
-       "      <td> 100.03</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 21:00:00</th>\n",
-       "      <td> -0.5</td>\n",
-       "      <td> -1.5</td>\n",
-       "      <td> 93</td>\n",
-       "      <td> 28</td>\n",
-       "      <td>  4.8</td>\n",
-       "      <td>  99.95</td>\n",
-       "      <td>          Snow</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2012-12-31 22:00:00</th>\n",
-       "      <td> -0.2</td>\n",
-       "      <td> -1.8</td>\n",
-       "      <td> 89</td>\n",
-       "      <td> 28</td>\n",
-       "      <td>  9.7</td>\n",
-       "      <td>  99.91</td>\n",
-       "      <td>          Snow</td>\n",
+       "      <th>2012-01-01 00:00:00</th>\n",
+       "      <td>-1.8</td>\n",
+       "      <td>-3.9</td>\n",
+       "      <td>86</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>101.24</td>\n",
+       "      <td>Fog</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2012-12-31 23:00:00</th>\n",
-       "      <td>  0.0</td>\n",
-       "      <td> -2.1</td>\n",
-       "      <td> 86</td>\n",
-       "      <td> 30</td>\n",
-       "      <td> 11.3</td>\n",
-       "      <td>  99.89</td>\n",
-       "      <td>          Snow</td>\n",
+       "      <th>2012-01-01 01:00:00</th>\n",
+       "      <td>-1.8</td>\n",
+       "      <td>-3.7</td>\n",
+       "      <td>87</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>101.24</td>\n",
+       "      <td>Fog</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2012-01-01 02:00:00</th>\n",
+       "      <td>-1.8</td>\n",
+       "      <td>-3.4</td>\n",
+       "      <td>89</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>101.26</td>\n",
+       "      <td>Freezing Drizzle,Fog</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2012-01-01 03:00:00</th>\n",
+       "      <td>-1.5</td>\n",
+       "      <td>-3.2</td>\n",
+       "      <td>88</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>101.27</td>\n",
+       "      <td>Freezing Drizzle,Fog</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2012-01-01 04:00:00</th>\n",
+       "      <td>-1.5</td>\n",
+       "      <td>-3.3</td>\n",
+       "      <td>88</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4.8</td>\n",
+       "      <td>101.23</td>\n",
+       "      <td>Fog</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>8784 rows × 7 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                     Temp (C)  Dew Point Temp (C)  Rel Hum (%)  \\\n",
        "Date/Time                                                        \n",
-       "2013-01-01 00:00:00      -1.0                -1.7           95   \n",
-       "2013-01-01 01:00:00      -2.0                -5.1           79   \n",
-       "2013-01-01 02:00:00      -2.7                -6.0           78   \n",
-       "2013-01-01 03:00:00      -5.6               -11.7           62   \n",
-       "2013-01-01 04:00:00      -7.7               -12.6           68   \n",
-       "2013-01-01 05:00:00      -9.7               -14.8           66   \n",
-       "2013-01-01 06:00:00     -11.1               -17.0           62   \n",
-       "2013-01-01 07:00:00     -12.2               -17.2           66   \n",
-       "2013-01-01 08:00:00     -13.0               -17.7           68   \n",
-       "2013-01-01 09:00:00     -13.0               -17.3           70   \n",
-       "2013-01-01 10:00:00     -12.6               -17.8           65   \n",
-       "2013-01-01 11:00:00     -12.2               -17.6           64   \n",
-       "2013-01-01 12:00:00     -11.8               -17.2           64   \n",
-       "2013-01-01 13:00:00     -11.3               -17.4           61   \n",
-       "2013-01-01 14:00:00     -11.3               -17.4           61   \n",
-       "2013-01-01 15:00:00     -11.4               -17.6           60   \n",
-       "2013-01-01 16:00:00     -12.0               -18.0           61   \n",
-       "2013-01-01 17:00:00     -13.0               -18.4           64   \n",
-       "2013-01-01 18:00:00     -13.4               -18.4           66   \n",
-       "2013-01-01 19:00:00     -14.1               -18.7           68   \n",
-       "2013-01-01 20:00:00     -14.3               -19.0           67   \n",
-       "2013-01-01 21:00:00     -14.8               -19.5           67   \n",
-       "2013-01-01 22:00:00     -16.3               -20.2           72   \n",
-       "2013-01-01 23:00:00     -15.4               -19.8           69   \n",
-       "2013-01-02 00:00:00     -14.0               -18.4           69   \n",
-       "2013-01-02 01:00:00     -14.1               -18.3           70   \n",
-       "2013-01-02 02:00:00     -14.3               -18.3           72   \n",
-       "2013-01-02 03:00:00     -14.7               -18.0           76   \n",
-       "2013-01-02 04:00:00     -14.2               -17.1           79   \n",
-       "2013-01-02 05:00:00     -14.3               -17.0           80   \n",
-       "...                       ...                 ...          ...   \n",
-       "2012-12-30 18:00:00     -12.6               -16.0           76   \n",
-       "2012-12-30 19:00:00     -13.4               -16.5           77   \n",
-       "2012-12-30 20:00:00     -13.8               -16.5           80   \n",
-       "2012-12-30 21:00:00     -13.8               -16.5           80   \n",
-       "2012-12-30 22:00:00     -13.7               -16.3           81   \n",
-       "2012-12-30 23:00:00     -12.1               -15.1           78   \n",
-       "2012-12-31 00:00:00     -11.1               -14.4           77   \n",
-       "2012-12-31 01:00:00     -10.7               -14.0           77   \n",
-       "2012-12-31 02:00:00     -10.1               -13.4           77   \n",
-       "2012-12-31 03:00:00     -11.8               -14.4           81   \n",
-       "2012-12-31 04:00:00     -10.5               -12.8           83   \n",
-       "2012-12-31 05:00:00     -10.2               -12.4           84   \n",
-       "2012-12-31 06:00:00      -9.7               -11.7           85   \n",
-       "2012-12-31 07:00:00      -9.3               -11.3           85   \n",
-       "2012-12-31 08:00:00      -8.6               -10.3           87   \n",
-       "2012-12-31 09:00:00      -8.1                -9.6           89   \n",
-       "2012-12-31 10:00:00      -7.4                -8.9           89   \n",
-       "2012-12-31 11:00:00      -6.7                -7.9           91   \n",
-       "2012-12-31 12:00:00      -5.8                -7.5           88   \n",
-       "2012-12-31 13:00:00      -4.6                -6.6           86   \n",
-       "2012-12-31 14:00:00      -3.4                -5.7           84   \n",
-       "2012-12-31 15:00:00      -2.3                -4.6           84   \n",
-       "2012-12-31 16:00:00      -1.4                -4.0           82   \n",
-       "2012-12-31 17:00:00      -1.1                -3.3           85   \n",
-       "2012-12-31 18:00:00      -1.3                -3.1           88   \n",
-       "2012-12-31 19:00:00       0.1                -2.7           81   \n",
-       "2012-12-31 20:00:00       0.2                -2.4           83   \n",
-       "2012-12-31 21:00:00      -0.5                -1.5           93   \n",
-       "2012-12-31 22:00:00      -0.2                -1.8           89   \n",
-       "2012-12-31 23:00:00       0.0                -2.1           86   \n",
+       "2012-01-01 00:00:00      -1.8                -3.9           86   \n",
+       "2012-01-01 01:00:00      -1.8                -3.7           87   \n",
+       "2012-01-01 02:00:00      -1.8                -3.4           89   \n",
+       "2012-01-01 03:00:00      -1.5                -3.2           88   \n",
+       "2012-01-01 04:00:00      -1.5                -3.3           88   \n",
        "\n",
        "                     Wind Spd (km/h)  Visibility (km)  Stn Press (kPa)  \\\n",
        "Date/Time                                                                \n",
-       "2013-01-01 00:00:00               35              6.4            99.89   \n",
-       "2013-01-01 01:00:00               35             16.1            99.93   \n",
-       "2013-01-01 02:00:00               28             19.3           100.08   \n",
-       "2013-01-01 03:00:00               30             25.0           100.21   \n",
-       "2013-01-01 04:00:00               35             19.3           100.32   \n",
-       "2013-01-01 05:00:00               33             25.0           100.47   \n",
-       "2013-01-01 06:00:00               30             25.0           100.65   \n",
-       "2013-01-01 07:00:00               20             25.0           100.78   \n",
-       "2013-01-01 08:00:00               13             24.1           100.87   \n",
-       "2013-01-01 09:00:00               20             24.1           100.86   \n",
-       "2013-01-01 10:00:00               19             24.1           100.90   \n",
-       "2013-01-01 11:00:00               22             24.1           100.88   \n",
-       "2013-01-01 12:00:00               26             24.1           100.87   \n",
-       "2013-01-01 13:00:00               26             24.1           100.83   \n",
-       "2013-01-01 14:00:00               28             24.1           100.82   \n",
-       "2013-01-01 15:00:00               30             24.1           100.85   \n",
-       "2013-01-01 16:00:00               22             24.1           100.81   \n",
-       "2013-01-01 17:00:00               19             25.0           100.90   \n",
-       "2013-01-01 18:00:00               24             25.0           100.96   \n",
-       "2013-01-01 19:00:00               20             25.0           101.02   \n",
-       "2013-01-01 20:00:00               15             25.0           101.04   \n",
-       "2013-01-01 21:00:00               15             25.0           100.98   \n",
-       "2013-01-01 22:00:00                7             25.0           100.98   \n",
-       "2013-01-01 23:00:00               11             25.0           100.99   \n",
-       "2013-01-02 00:00:00               11             19.3           100.96   \n",
-       "2013-01-02 01:00:00               11             25.0           100.91   \n",
-       "2013-01-02 02:00:00               13             25.0           100.94   \n",
-       "2013-01-02 03:00:00                9             19.3           100.91   \n",
-       "2013-01-02 04:00:00                6              9.7           100.83   \n",
-       "2013-01-02 05:00:00                0              6.4           100.81   \n",
-       "...                              ...              ...              ...   \n",
-       "2012-12-30 18:00:00               24             25.0           101.36   \n",
-       "2012-12-30 19:00:00               26             25.0           101.47   \n",
-       "2012-12-30 20:00:00               24             25.0           101.52   \n",
-       "2012-12-30 21:00:00               20             25.0           101.50   \n",
-       "2012-12-30 22:00:00               19             25.0           101.54   \n",
-       "2012-12-30 23:00:00               28             25.0           101.52   \n",
-       "2012-12-31 00:00:00               26             25.0           101.51   \n",
-       "2012-12-31 01:00:00               15             25.0           101.50   \n",
-       "2012-12-31 02:00:00                9             25.0           101.45   \n",
-       "2012-12-31 03:00:00                6             25.0           101.42   \n",
-       "2012-12-31 04:00:00               11             25.0           101.34   \n",
-       "2012-12-31 05:00:00                6             25.0           101.28   \n",
-       "2012-12-31 06:00:00                4             25.0           101.23   \n",
-       "2012-12-31 07:00:00                0             19.3           101.19   \n",
-       "2012-12-31 08:00:00                4              3.2           101.14   \n",
-       "2012-12-31 09:00:00                4              2.4           101.09   \n",
-       "2012-12-31 10:00:00                4              6.4           101.05   \n",
-       "2012-12-31 11:00:00                9              9.7           100.93   \n",
-       "2012-12-31 12:00:00                4             12.9           100.78   \n",
-       "2012-12-31 13:00:00                4             12.9           100.63   \n",
-       "2012-12-31 14:00:00                6             11.3           100.57   \n",
-       "2012-12-31 15:00:00                9              9.7           100.47   \n",
-       "2012-12-31 16:00:00               13             12.9           100.40   \n",
-       "2012-12-31 17:00:00               19              9.7           100.30   \n",
-       "2012-12-31 18:00:00               17              9.7           100.19   \n",
-       "2012-12-31 19:00:00               30              9.7           100.13   \n",
-       "2012-12-31 20:00:00               24              9.7           100.03   \n",
-       "2012-12-31 21:00:00               28              4.8            99.95   \n",
-       "2012-12-31 22:00:00               28              9.7            99.91   \n",
-       "2012-12-31 23:00:00               30             11.3            99.89   \n",
-       "\n",
-       "                           Weather  \n",
-       "Date/Time                           \n",
-       "2013-01-01 00:00:00           Snow  \n",
-       "2013-01-01 01:00:00   Mainly Clear  \n",
-       "2013-01-01 02:00:00           Snow  \n",
-       "2013-01-01 03:00:00          Clear  \n",
-       "2013-01-01 04:00:00   Mainly Clear  \n",
-       "2013-01-01 05:00:00          Clear  \n",
-       "2013-01-01 06:00:00          Clear  \n",
-       "2013-01-01 07:00:00          Clear  \n",
-       "2013-01-01 08:00:00          Clear  \n",
-       "2013-01-01 09:00:00          Clear  \n",
-       "2013-01-01 10:00:00          Clear  \n",
-       "2013-01-01 11:00:00   Mainly Clear  \n",
-       "2013-01-01 12:00:00   Mainly Clear  \n",
-       "2013-01-01 13:00:00   Mainly Clear  \n",
-       "2013-01-01 14:00:00   Mainly Clear  \n",
-       "2013-01-01 15:00:00   Mainly Clear  \n",
-       "2013-01-01 16:00:00   Mainly Clear  \n",
-       "2013-01-01 17:00:00          Clear  \n",
-       "2013-01-01 18:00:00          Clear  \n",
-       "2013-01-01 19:00:00          Clear  \n",
-       "2013-01-01 20:00:00          Clear  \n",
-       "2013-01-01 21:00:00   Mainly Clear  \n",
-       "2013-01-01 22:00:00  Mostly Cloudy  \n",
-       "2013-01-01 23:00:00         Cloudy  \n",
-       "2013-01-02 00:00:00           Snow  \n",
-       "2013-01-02 01:00:00  Mostly Cloudy  \n",
-       "2013-01-02 02:00:00   Snow Showers  \n",
-       "2013-01-02 03:00:00           Snow  \n",
-       "2013-01-02 04:00:00           Snow  \n",
-       "2013-01-02 05:00:00           Snow  \n",
-       "...                            ...  \n",
-       "2012-12-30 18:00:00   Mainly Clear  \n",
-       "2012-12-30 19:00:00   Mainly Clear  \n",
-       "2012-12-30 20:00:00          Clear  \n",
-       "2012-12-30 21:00:00   Mainly Clear  \n",
-       "2012-12-30 22:00:00   Mainly Clear  \n",
-       "2012-12-30 23:00:00  Mostly Cloudy  \n",
-       "2012-12-31 00:00:00         Cloudy  \n",
-       "2012-12-31 01:00:00         Cloudy  \n",
-       "2012-12-31 02:00:00         Cloudy  \n",
-       "2012-12-31 03:00:00  Mostly Cloudy  \n",
-       "2012-12-31 04:00:00         Cloudy  \n",
-       "2012-12-31 05:00:00         Cloudy  \n",
-       "2012-12-31 06:00:00         Cloudy  \n",
-       "2012-12-31 07:00:00   Snow Showers  \n",
-       "2012-12-31 08:00:00   Snow Showers  \n",
-       "2012-12-31 09:00:00           Snow  \n",
-       "2012-12-31 10:00:00       Snow,Fog  \n",
-       "2012-12-31 11:00:00           Snow  \n",
-       "2012-12-31 12:00:00           Snow  \n",
-       "2012-12-31 13:00:00           Snow  \n",
-       "2012-12-31 14:00:00           Snow  \n",
-       "2012-12-31 15:00:00           Snow  \n",
-       "2012-12-31 16:00:00           Snow  \n",
-       "2012-12-31 17:00:00           Snow  \n",
-       "2012-12-31 18:00:00           Snow  \n",
-       "2012-12-31 19:00:00           Snow  \n",
-       "2012-12-31 20:00:00           Snow  \n",
-       "2012-12-31 21:00:00           Snow  \n",
-       "2012-12-31 22:00:00           Snow  \n",
-       "2012-12-31 23:00:00           Snow  \n",
+       "2012-01-01 00:00:00                4              8.0           101.24   \n",
+       "2012-01-01 01:00:00                4              8.0           101.24   \n",
+       "2012-01-01 02:00:00                7              4.0           101.26   \n",
+       "2012-01-01 03:00:00                6              4.0           101.27   \n",
+       "2012-01-01 04:00:00                7              4.8           101.23   \n",
        "\n",
-       "[8784 rows x 7 columns]"
+       "                                  Weather  \n",
+       "Date/Time                                  \n",
+       "2012-01-01 00:00:00                   Fog  \n",
+       "2012-01-01 01:00:00                   Fog  \n",
+       "2012-01-01 02:00:00  Freezing Drizzle,Fog  \n",
+       "2012-01-01 03:00:00  Freezing Drizzle,Fog  \n",
+       "2012-01-01 04:00:00                   Fog  "
       ]
      },
-     "execution_count": 14,
+     "execution_count": 125,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "weather_2012 = pd.concat(data_by_month)\n",
-    "weather_2012"
+    "weather_2012.head()"
    ]
   },
   {
@@ -5889,7 +1158,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 126,
    "metadata": {
     "collapsed": false
    },
@@ -5908,23 +1177,23 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 2",
-   "name": "python2"
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
-    "version": 2
+    "version": 3
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.8"
-  },
-  "signature": "sha256:b30cddcdda4ccce9aaafa59c0e24cbf9e66ca9362289410aeba3df769257302e"
+   "pygments_lexer": "ipython3",
+   "version": "3.5.1"
+  }
  },
  "nbformat": 4,
  "nbformat_minor": 0
-}
\ No newline at end of file
+}