pandas Cookbook Practice Chapter 5.ipynb

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   "metadata": {},
   "source": [
    "#Chapter 5"
   ]
  },
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   "execution_count": 11,
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   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# fix the unicode encoding error\n",
    "import sys\n",
    "reload(sys)\n",
    "sys.setdefaultencoding('utf-8')\n",
    "\n",
    "pd.set_option('display.mpl_style', 'default')\n",
    "plt.rcParams['figure.figsize'] = (15, 3)\n",
    "plt.rcParams['font.family'] = 'sans-serif'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Download weather data from website - .read_csv\n",
    "Canadian weather data found [here](http://climate.weather.gc.ca/index_e.html).  \n",
    "Get hourly data automatically."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
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   "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\"\n",
    "url = url_template.format(month=3, year=2012) # specify the month and year we want\n",
    "weather_mar2012 = pd.read_csv(url, skiprows=15, index_col='Date/Time', parse_dates=True, encoding='latin1', header=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
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       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>Time</th>\n",
       "      <th>Data Quality</th>\n",
       "      <th>Temp (Â°C)</th>\n",
       "      <th>Temp Flag</th>\n",
       "      <th>Dew Point Temp (Â°C)</th>\n",
       "      <th>Dew Point Temp Flag</th>\n",
       "      <th>Rel Hum (%)</th>\n",
       "      <th>...</th>\n",
       "      <th>Wind Spd Flag</th>\n",
       "      <th>Visibility (km)</th>\n",
       "      <th>Visibility Flag</th>\n",
       "      <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",
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       "      <th>2012-03-01 14:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>2012-03-01 16:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
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       "      <td> 100.74</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> -8</td>\n",
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       "      <th>2012-03-01 17:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2012-03-01 18:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td> NaN</td>\n",
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       "      <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",
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       "    <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",
       "    </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",
       "    </tr>\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",
       "      <td>NaN</td>\n",
       "      <td>-8.6</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> 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>NaN</td>\n",
       "      <td> 100.89</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 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",
       "      <td>NaN</td>\n",
       "      <td>-8.1</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> 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>  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>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 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",
       "      <td>NaN</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 36</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>NaN</td>\n",
       "      <td> 100.85</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 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",
       "      <td>NaN</td>\n",
       "      <td>-6.3</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> 100.86</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 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>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 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",
       "      <td>NaN</td>\n",
       "      <td>-6.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 54</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.79</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",
       "  </tbody>\n",
       "</table>\n",
       "<p>744 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Year  Month  Day   Time Data Quality  Temp (Â°C)  \\\n",
       "Date/Time                                                               \n",
       "2012-03-01 00:00:00  2012      3    1  00:00                     -5.5   \n",
       "2012-03-01 01:00:00  2012      3    1  01:00                     -5.7   \n",
       "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 (Â°C)  Dew Point Temp Flag  \\\n",
       "Date/Time                                                                   \n",
       "2012-03-01 00:00:00        NaN                  -9.7                  NaN   \n",
       "2012-03-01 01:00:00        NaN                  -8.7                  NaN   \n",
       "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",
       "\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",
       "\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",
       "\n",
       "[744 rows x 24 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather_mar2012"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fix column indexes by hand to avoid strange symbols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([u'Year', u'Month', u'Day', u'Time', u'Data Quality', u'Temp (Â°C)', u'Temp Flag', u'Dew Point Temp (Â°C)', u'Dew Point Temp Flag', u'Rel Hum (%)', u'Rel Hum Flag', u'Wind Dir (10s deg)', u'Wind Dir Flag', u'Wind Spd (km/h)', u'Wind Spd Flag', u'Visibility (km)', u'Visibility Flag', u'Stn Press (kPa)', u'Stn Press Flag', u'Hmdx', u'Hmdx Flag', u'Wind Chill', u'Wind Chill Flag', u'Weather'], dtype='object')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather_mar2012.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "weather_mar2012.columns = [u'Year', u'Month', u'Day', u'Time', u'Data Quality', u'Temp (C)', u'Temp Flag', \n",
    "                           u'Dew Point Temp (C)', u'Dew Point Temp Flag', u'Rel Hum (%)', u'Rel Hum Flag', \n",
    "                           u'Wind Dir (10s deg)', u'Wind Dir Flag', u'Wind Spd (km/h)', u'Wind Spd Flag', \n",
    "                           u'Visibility (km)', u'Visibility Flag', u'Stn Press (kPa)', u'Stn Press Flag', \n",
    "                           u'Hmdx', u'Hmdx Flag', u'Wind Chill', u'Wind Chill Flag', u'Weather']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Drop columns that contain NA.**  \n",
    "    `axis=0`: drop rows, `axis=1`: drop columns.  \n",
    "    `how='any'` drops rows/columns if any value is Null. `how='all'` drops rows/columns if all values are Null. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>Time</th>\n",
       "      <th>Data Quality</th>\n",
       "      <th>Temp (C)</th>\n",
       "      <th>Dew Point Temp (C)</th>\n",
       "      <th>Rel Hum (%)</th>\n",
       "      <th>Wind Spd (km/h)</th>\n",
       "      <th>Visibility (km)</th>\n",
       "      <th>Stn Press (kPa)</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",
       "    </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>-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",
       "    </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>-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",
       "    </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>-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",
       "    </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>-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",
       "    </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>-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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Year  Month  Day   Time Data Quality  Temp (C)  \\\n",
       "Date/Time                                                             \n",
       "2012-03-01 00:00:00  2012      3    1  00:00                   -5.5   \n",
       "2012-03-01 01:00:00  2012      3    1  01:00                   -5.7   \n",
       "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",
       "\n",
       "                     Dew Point Temp (C)  Rel Hum (%)  Wind Spd (km/h)  \\\n",
       "Date/Time                                                               \n",
       "2012-03-01 00:00:00                -9.7           72               24   \n",
       "2012-03-01 01:00:00                -8.7           79               26   \n",
       "2012-03-01 02:00:00                -8.3           80               28   \n",
       "2012-03-01 03:00:00                -7.7           79               28   \n",
       "2012-03-01 04:00:00                -7.8           83               35   \n",
       "\n",
       "                     Visibility (km)  Stn Press (kPa) Weather  \n",
       "Date/Time                                                      \n",
       "2012-03-01 00:00:00              4.0           100.97    Snow  \n",
       "2012-03-01 01:00:00              2.4           100.87    Snow  \n",
       "2012-03-01 02:00:00              4.8           100.80    Snow  \n",
       "2012-03-01 03:00:00              4.0           100.69    Snow  \n",
       "2012-03-01 04:00:00              1.6           100.62    Snow  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather_mar2012 = weather_mar2012.dropna(axis=1, how='any')\n",
    "weather_mar2012[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Drop columns by label**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Temp (C)</th>\n",
       "      <th>Dew Point Temp (C)</th>\n",
       "      <th>Rel Hum (%)</th>\n",
       "      <th>Wind Spd (km/h)</th>\n",
       "      <th>Visibility (km)</th>\n",
       "      <th>Stn Press (kPa)</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-03-01 00:00:00</th>\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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Temp (C)  Dew Point Temp (C)  Rel Hum (%)  \\\n",
       "Date/Time                                                        \n",
       "2012-03-01 00:00:00      -5.5                -9.7           72   \n",
       "2012-03-01 01:00:00      -5.7                -8.7           79   \n",
       "2012-03-01 02:00:00      -5.4                -8.3           80   \n",
       "2012-03-01 03:00:00      -4.7                -7.7           79   \n",
       "2012-03-01 04:00:00      -5.4                -7.8           83   \n",
       "\n",
       "                     Wind Spd (km/h)  Visibility (km)  Stn Press (kPa) Weather  \n",
       "Date/Time                                                                       \n",
       "2012-03-01 00:00:00               24              4.0           100.97    Snow  \n",
       "2012-03-01 01:00:00               26              2.4           100.87    Snow  \n",
       "2012-03-01 02:00:00               28              4.8           100.80    Snow  \n",
       "2012-03-01 03:00:00               28              4.0           100.69    Snow  \n",
       "2012-03-01 04:00:00               35              1.6           100.62    Snow  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather_mar2012 = weather_mar2012.drop(['Year', 'Month', 'Day', 'Time', 'Data Quality'], axis=1)\n",
    "weather_mar2012[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Plotting by hour of the day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd3da9e8>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcf82a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "temperatures = weather_mar2012[[u'Temp (C)']].copy()\n",
    "temperatures.loc[:,'Hour'] = temperatures.index.hour\n",
    "temperatures.groupby('Hour').agg(np.median).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Getting more data - a year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def download_weather_month(year, month):\n",
    "#     if month == 1:\n",
    "#         year += 1\n",
    "#     bug of the website has been fixe so not necessary\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 = weather_data.dropna(axis=1)\n",
    "    weather_data.columns = [col.replace('\\xb0', '') for col in weather_data.columns]\n",
    "    weather_data = weather_data.drop(['Year', 'Day', 'Month', 'Time', 'Data Quality'], axis=1)\n",
    "    return weather_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Store the 12 monthly dataframes in a list, then merge them by row."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8784, 7)"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "year = 2012\n",
    "data_by_month = [download_weather_month(year, i) for i in range(1, 13)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8784, 7)"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather_2012 = pd.concat(data_by_month) # by default axis=0\n",
    "weather_2012.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Export  - .to_csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "weather_2012.to_csv('data/weather_2012.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## For a big picture of the whole year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xf7b0940>"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0xeb856d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp_2012 = weather_2012[[u'Temp (C)']].copy()\n",
    "temp_2012.loc[:,'Hour'] = temp_2012.index.hour\n",
    "high = temp_2012.groupby('Hour').agg(np.max)\n",
    "low = temp_2012.groupby('Hour').agg(np.min)\n",
    "mean = temp_2012.groupby('Hour').agg(np.mean)\n",
    "median = temp_2012.groupby('Hour').agg(np.median)\n",
    "year_temp_stat = pd.concat([high, low, mean, median], axis=1,keys=['High', 'Low', 'Mean', 'Median'])\n",
    "year_temp_stat.plot(figsize=(15,5), title=\"Annual Stats of Temperature at Different Hours in 2012\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It seems the annual mean and median temperature at different hours are really close."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Summary\n",
    "+ `str = \"random string {var1} more string {var2} even more string\"`  \n",
    "  `str.format(var1=aaa, var2=bbb)`  \n",
    "+ `pd.read_csv(url, skiprows, header)`  \n",
    "+ `pd.columns = ['index1', 'index2', ...]`  \n",
    "+ `pd.dropna(axis= , how= )`  \n",
    "+ `pd.drop([keys], axis=)`  \n",
    "+ `weather_data.columns = [col.replace('\\xb0', '') for col in weather_data.columns]` replace strings  \n",
    "+ `data_by_month = [download_weather_month(year, i) for i in range(1, 13)]` download data for a year  \n",
    "+ `temp_2012 = weather_2012[[u'Temp (C)']].copy()` double brakets for dataframe!  "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.9"
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 },
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 "nbformat_minor": 0
}