From 2bdaa812a43d810db9bc6587badb4a58b58299a2 Mon Sep 17 00:00:00 2001
From: Carlos Martinez <c.martinez@esciencecenter.nl>
Date: Tue, 31 Mar 2015 16:20:41 +0200
Subject: [PATCH] Fix SettingWithCopyWarning

---
 ... the most with groupby and aggregate.ipynb |  127 +-
 ...s and scraping Canadian weather data.ipynb | 4270 ++++++++---------
 ... 9 - Loading data from SQL databases.ipynb |  183 +-
 3 files changed, 2222 insertions(+), 2358 deletions(-)

diff --git a/cookbook/Chapter 4 - Find out on which weekday people bike the most with groupby and aggregate.ipynb b/cookbook/Chapter 4 - Find out on which weekday people bike the most with groupby and aggregate.ipynb
index f59e35b1f..6792fe714 100644
--- a/cookbook/Chapter 4 - Find out on which weekday people bike the most with groupby and aggregate.ipynb	
+++ b/cookbook/Chapter 4 - Find out on which weekday people bike the most with groupby and aggregate.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 1,
    "metadata": {
     "collapsed": false
    },
@@ -46,7 +46,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 2,
    "metadata": {
     "collapsed": false
    },
@@ -54,10 +54,10 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fece0de6050>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f082e34dad0>"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1160,7 +1160,7 @@
        "jhBCCCGEEELiCE3iCCGEEEIIISSO0CSOEEIIIYQQQuLI/w9RfarSpacS1QAAAABJRU5ErkJggg==\n"
       ],
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fece0d66dd0>"
+       "<matplotlib.figure.Figure at 0x7f084c534910>"
       ]
      },
      "metadata": {},
@@ -1183,18 +1183,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 3,
    "metadata": {
     "collapsed": false
    },
    "outputs": [],
    "source": [
-    "berri_bikes = bikes[['Berri 1']]"
+    "berri_bikes = bikes[['Berri 1']].copy()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 4,
    "metadata": {
     "collapsed": false
    },
@@ -1249,7 +1249,7 @@
        "2012-01-05      197"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1267,7 +1267,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 5,
    "metadata": {
     "collapsed": false
    },
@@ -1280,7 +1280,7 @@
        "Length: 310, Freq: None, Timezone: None"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1300,7 +1300,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 6,
    "metadata": {
     "collapsed": false
    },
@@ -1329,7 +1329,7 @@
        "        2,  3,  4,  5], dtype=int32)"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1347,7 +1347,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 7,
    "metadata": {
     "collapsed": false
    },
@@ -1371,7 +1371,7 @@
        "       4, 5, 6, 0, 1, 2, 3, 4, 5, 6, 0], dtype=int32)"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1391,7 +1391,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 8,
    "metadata": {
     "collapsed": false
    },
@@ -1453,7 +1453,7 @@
        "2012-01-05      197        3"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1483,7 +1483,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 9,
    "metadata": {
     "collapsed": false
    },
@@ -1548,7 +1548,7 @@
        "6          99310"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1567,7 +1567,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 10,
    "metadata": {
     "collapsed": false
    },
@@ -1627,7 +1627,7 @@
        "Sunday       99310"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1639,7 +1639,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 11,
    "metadata": {
     "collapsed": false
    },
@@ -1647,10 +1647,10 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fece0ad2fd0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f082df35490>"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1972,7 +1972,7 @@
        "AAAAAElFTkSuQmCC\n"
       ],
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fece0d02590>"
+       "<matplotlib.figure.Figure at 0x7f084c53eb50>"
       ]
      },
      "metadata": {},
@@ -2008,30 +2008,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 12,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/usr/local/lib/python2.7/dist-packages/pandas/core/indexing.py:245: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
-      "  self.obj[key] = np.nan\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fece0d6fc50>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f082dd7f790>"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -2353,7 +2341,7 @@
        "AAAAAElFTkSuQmCC\n"
       ],
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fece0d3a9d0>"
+       "<matplotlib.figure.Figure at 0x7f082dd74150>"
       ]
      },
      "metadata": {},
@@ -2366,7 +2354,7 @@
     "                    parse_dates=['Date'], dayfirst=True, \n",
     "                    index_col='Date')\n",
     "# Add the weekday column\n",
-    "berri_bikes = bikes[['Berri 1']]\n",
+    "berri_bikes = bikes[['Berri 1']].copy()\n",
     "berri_bikes.loc[:,'weekday'] = berri_bikes.index.weekday\n",
     "\n",
     "# Add up the number of cyclists by weekday, and plot!\n",
@@ -2374,59 +2362,11 @@
     "weekday_counts.index = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n",
     "weekday_counts.plot(kind='bar')"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<style>\n",
-    "    @font-face {\n",
-    "        font-family: \"Computer Modern\";\n",
-    "        src: url('http://mirrors.ctan.org/fonts/cm-unicode/fonts/otf/cmunss.otf');\n",
-    "    }\n",
-    "    div.cell{\n",
-    "        width:800px;\n",
-    "        margin-left:16% !important;\n",
-    "        margin-right:auto;\n",
-    "    }\n",
-    "    h1 {\n",
-    "        font-family: Helvetica, serif;\n",
-    "    }\n",
-    "    h4{\n",
-    "        margin-top:12px;\n",
-    "        margin-bottom: 3px;\n",
-    "       }\n",
-    "    div.text_cell_render{\n",
-    "        font-family: Computer Modern, \"Helvetica Neue\", Arial, Helvetica, Geneva, sans-serif;\n",
-    "        line-height: 145%;\n",
-    "        font-size: 130%;\n",
-    "        width:800px;\n",
-    "        margin-left:auto;\n",
-    "        margin-right:auto;\n",
-    "    }\n",
-    "    .CodeMirror{\n",
-    "            font-family: \"Source Code Pro\", source-code-pro,Consolas, monospace;\n",
-    "    }\n",
-    "    .text_cell_render h5 {\n",
-    "        font-weight: 300;\n",
-    "        font-size: 22pt;\n",
-    "        color: #4057A1;\n",
-    "        font-style: italic;\n",
-    "        margin-bottom: .5em;\n",
-    "        margin-top: 0.5em;\n",
-    "        display: block;\n",
-    "    }\n",
-    "    \n",
-    "    .warning{\n",
-    "        color: rgb( 240, 20, 20 )\n",
-    "        }  "
-   ]
   }
  ],
  "metadata": {
   "kernelspec": {
    "display_name": "Python 2",
-   "language": "python",
    "name": "python2"
   },
   "language_info": {
@@ -2439,9 +2379,10 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
+   "version": "2.7.8"
+  },
+  "signature": "sha256:fc65c5245eb0b7b16ea28251f067cbbe64e7da1b9340f0f03fc786c53807a96c"
  },
  "nbformat": 4,
  "nbformat_minor": 0
-}
+}
\ No newline at end of file
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 de02fea0c..823043a23 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	
@@ -46,7 +46,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f3425356fd0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fbac6cffb90>"
       ]
      },
      "execution_count": 2,
@@ -471,965 +471,958 @@
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       ],
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f344c768250>"
+       "<matplotlib.figure.Figure at 0x7fbac6cff790>"
       ]
      },
      "metadata": {},
@@ -1563,723 +1556,723 @@
        "  <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>NaN</td>\n",
        "      <td>-9.7</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>72</td>\n",
+       "      <td> 72</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  4.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.97</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",
+       "      <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> 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> 79</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  2.4</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2.4</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>Snow</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> 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> 80</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  4.8</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>4.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.80</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",
+       "      <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> 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> 79</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  4.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.69</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",
+       "      <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> 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> 83</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  1.6</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.62</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",
+       "      <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> 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> 82</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  2.4</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.58</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",
+       "      <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> 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> 82</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  4.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.57</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",
+       "      <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> 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> 83</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  1.6</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.59</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",
+       "      <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> 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> 83</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  1.2</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.59</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",
+       "      <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> 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> 82</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  1.6</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.60</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",
+       "      <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> 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> 82</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  1.2</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.62</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",
+       "      <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> 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> 83</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  1.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.66</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",
+       "      <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> 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> 83</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  1.2</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.66</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",
+       "      <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> 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> 82</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  1.2</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.65</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",
+       "      <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> 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> 81</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  1.2</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.67</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",
+       "      <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> 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> 80</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  1.6</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.71</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",
+       "      <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> 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> 80</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  2.4</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.74</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",
+       "      <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> 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> 80</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  4.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.80</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",
+       "      <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> 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> 80</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  4.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>4.0</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>-9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Snow</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> 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> 81</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  3.2</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>3.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.93</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",
+       "      <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> 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> 81</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  4.8</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>4.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.95</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",
+       "      <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> 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> 81</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  6.4</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>6.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.98</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",
+       "      <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> 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> 82</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  2.4</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>101.00</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",
+       "      <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> 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> 81</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  4.8</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>4.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>101.04</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",
+       "      <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> 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> 83</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  3.2</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>3.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>101.04</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",
+       "      <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> 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> 82</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  4.8</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>4.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>101.09</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",
+       "      <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> 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> 82</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  6.4</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>6.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>101.11</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",
+       "      <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> 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> 83</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  4.8</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>4.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>101.15</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",
+       "      <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> 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> 82</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>  6.4</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>6.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>101.15</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",
+       "      <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> 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> 81</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 12.9</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>12.9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>101.15</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",
+       "      <td> NaN</td>\n",
+       "      <td>          Snow</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -2307,723 +2300,723 @@
        "    </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> 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> 42</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 24.1</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> 101.26</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Mostly Cloudy</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> 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> 49</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 25.0</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> 101.29</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Mostly Cloudy</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> 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> 43</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 25.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>25.0</td>\n",
+       "      <td> 101.30</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",
+       "      <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> 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> 45</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 25.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>101.32</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",
+       "      <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> 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> 53</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 25.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>101.30</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",
+       "      <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> 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> 51</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 25.0</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> 101.34</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Mainly Clear</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> 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> 47</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 25.0</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> 101.33</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Mostly Cloudy</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> 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> 44</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 25.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>25.0</td>\n",
+       "      <td> 101.31</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",
+       "      <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> 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> 44</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 25.0</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> 101.29</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Cloudy</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> 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> 49</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 25.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>25.0</td>\n",
+       "      <td> 101.30</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",
+       "      <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> 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> 56</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 25.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>101.32</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",
+       "      <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> 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> 52</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 25.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>101.30</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",
+       "      <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> 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> 52</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 48.3</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> 101.32</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>-5</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Cloudy</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> 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> 51</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 48.3</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> 101.32</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>-5</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Cloudy</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> 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> 50</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 48.3</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>48.3</td>\n",
+       "      <td> 101.33</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",
+       "      <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> 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> 50</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 48.3</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>48.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>101.34</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",
+       "      <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> 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> 44</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 48.3</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>48.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>101.30</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",
+       "      <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> 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> 35</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 48.3</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> 101.24</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Clear</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> 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> 37</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 48.3</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> 101.16</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Clear</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> 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> 30</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 48.3</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>48.3</td>\n",
+       "      <td> 101.08</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",
+       "      <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> 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> 31</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 48.3</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>48.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>101.01</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",
+       "      <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> 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> 30</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 48.3</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>48.3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.94</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",
+       "      <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> 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> 31</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 48.3</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> 100.89</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Mainly Clear</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> 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> 31</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 48.3</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> 100.88</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Mainly Clear</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> 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> 33</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 48.3</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>48.3</td>\n",
+       "      <td> 100.87</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",
+       "      <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> 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> 36</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 25.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.88</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",
+       "      <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> 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> 43</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 25.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.85</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",
+       "      <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> 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> 52</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 25.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.86</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",
+       "      <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> 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> 50</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 25.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>100.82</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",
+       "      <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> 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> 54</td>\n",
        "      <td>...</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td> 25.0</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> 100.79</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>Clear</td>\n",
+       "      <td> NaN</td>\n",
+       "      <td>         Clear</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -3444,7 +3437,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f34250c11d0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fbac690cd50>"
       ]
      },
      "execution_count": 6,
@@ -4098,7 +4091,7 @@
        "LAAAAABJRU5ErkJggg==\n"
       ],
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f3424f2b850>"
+       "<matplotlib.figure.Figure at 0x7fbac690c5d0>"
       ]
      },
      "metadata": {},
@@ -4195,78 +4188,78 @@
        "  <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",
@@ -4356,51 +4349,51 @@
        "      <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",
+       "      <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",
+       "      <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",
@@ -4533,28 +4526,10 @@
       "[744 rows x 1 columns]>\n"
      ]
     },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/usr/local/lib/python2.7/dist-packages/pandas/core/indexing.py:244: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
-      "  self.obj[key] = _infer_fill_value(value)\n",
-      "/usr/local/lib/python2.7/dist-packages/pandas/core/indexing.py:486: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
-      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f3424eaefd0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fbac6876b10>"
       ]
      },
      "execution_count": 10,
@@ -4828,7 +4803,7 @@
        "RBHGxoyIiIiIiCjC2JgRERERERFF2P8HnahJd/NvNvMAAAAASUVORK5CYII=\n"
       ],
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f3424e2eed0>"
+       "<matplotlib.figure.Figure at 0x7fbac67dfa90>"
       ]
      },
      "metadata": {},
@@ -4836,7 +4811,7 @@
     }
    ],
    "source": [
-    "temperatures = weather_mar2012[[u'Temp (C)']]\n",
+    "temperatures = weather_mar2012[[u'Temp (C)']].copy()\n",
     "print(temperatures.head)\n",
     "temperatures.loc[:,'Hour'] = weather_mar2012.index.hour\n",
     "temperatures.groupby('Hour').aggregate(np.median).plot()"
@@ -4931,52 +4906,52 @@
        "    <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
        "  </tbody>\n",
        "</table>\n",
@@ -5079,303 +5054,303 @@
        "  <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",
+       "      <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",
+       "      <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",
+       "      <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> -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",
+       "      <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> -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",
+       "      <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> -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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
@@ -5391,301 +5366,301 @@
        "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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> -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",
+       "      <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> -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",
+       "      <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> -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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
+       "      <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",
        "    </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",
+       "      <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",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -5929,59 +5904,11 @@
    "source": [
     "And we're done!"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<style>\n",
-    "    @font-face {\n",
-    "        font-family: \"Computer Modern\";\n",
-    "        src: url('http://mirrors.ctan.org/fonts/cm-unicode/fonts/otf/cmunss.otf');\n",
-    "    }\n",
-    "    div.cell{\n",
-    "        width:800px;\n",
-    "        margin-left:16% !important;\n",
-    "        margin-right:auto;\n",
-    "    }\n",
-    "    h1 {\n",
-    "        font-family: Helvetica, serif;\n",
-    "    }\n",
-    "    h4{\n",
-    "        margin-top:12px;\n",
-    "        margin-bottom: 3px;\n",
-    "       }\n",
-    "    div.text_cell_render{\n",
-    "        font-family: Computer Modern, \"Helvetica Neue\", Arial, Helvetica, Geneva, sans-serif;\n",
-    "        line-height: 145%;\n",
-    "        font-size: 130%;\n",
-    "        width:800px;\n",
-    "        margin-left:auto;\n",
-    "        margin-right:auto;\n",
-    "    }\n",
-    "    .CodeMirror{\n",
-    "            font-family: \"Source Code Pro\", source-code-pro,Consolas, monospace;\n",
-    "    }\n",
-    "    .text_cell_render h5 {\n",
-    "        font-weight: 300;\n",
-    "        font-size: 22pt;\n",
-    "        color: #4057A1;\n",
-    "        font-style: italic;\n",
-    "        margin-bottom: .5em;\n",
-    "        margin-top: 0.5em;\n",
-    "        display: block;\n",
-    "    }\n",
-    "    \n",
-    "    .warning{\n",
-    "        color: rgb( 240, 20, 20 )\n",
-    "        }  "
-   ]
   }
  ],
  "metadata": {
   "kernelspec": {
    "display_name": "Python 2",
-   "language": "python",
    "name": "python2"
   },
   "language_info": {
@@ -5994,9 +5921,10 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
+   "version": "2.7.8"
+  },
+  "signature": "sha256:b30cddcdda4ccce9aaafa59c0e24cbf9e66ca9362289410aeba3df769257302e"
  },
  "nbformat": 4,
  "nbformat_minor": 0
-}
+}
\ No newline at end of file
diff --git a/cookbook/Chapter 9 - Loading data from SQL databases.ipynb b/cookbook/Chapter 9 - Loading data from SQL databases.ipynb
index 05069a840..c09e04cbc 100644
--- a/cookbook/Chapter 9 - Loading data from SQL databases.ipynb	
+++ b/cookbook/Chapter 9 - Loading data from SQL databases.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 1,
    "metadata": {
     "collapsed": false
    },
@@ -34,7 +34,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 2,
    "metadata": {
     "collapsed": false
    },
@@ -82,7 +82,7 @@
        "2   3  2012-01-01 02:00:00  -1.8"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -104,7 +104,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 3,
    "metadata": {
     "collapsed": false
    },
@@ -154,7 +154,7 @@
        "3   2012-01-01 02:00:00  -1.8"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -173,7 +173,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 4,
    "metadata": {
     "collapsed": false
    },
@@ -223,7 +223,7 @@
        "3  2012-01-01 02:00:00  -1.8"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -252,11 +252,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 5,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/lib64/python2.7/site-packages/pandas/io/sql.py:1309: UserWarning: The spaces in these column names will not be changed. In pandas versions < 0.14, spaces were converted to underscores.\n",
+      "  warnings.warn(_SAFE_NAMES_WARNING)\n"
+     ]
+    }
+   ],
    "source": [
     "weather_df = pd.read_csv('../data/weather_2012.csv')\n",
     "con = sqlite3.connect(\"../data/test_db.sqlite\")\n",
@@ -273,7 +282,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 6,
    "metadata": {
     "collapsed": false
    },
@@ -301,38 +310,38 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td> 0</td>\n",
-       "      <td> 2013-01-01 00:00:00</td>\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",
+       "      <td> 2012-01-01 00:00:00</td>\n",
+       "      <td>-1.8</td>\n",
+       "      <td>-3.9</td>\n",
+       "      <td> 86</td>\n",
+       "      <td> 4</td>\n",
+       "      <td> 8</td>\n",
+       "      <td> 101.24</td>\n",
+       "      <td>                  Fog</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td> 1</td>\n",
-       "      <td> 2013-01-01 01:00:00</td>\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",
+       "      <td> 2012-01-01 01:00:00</td>\n",
+       "      <td>-1.8</td>\n",
+       "      <td>-3.7</td>\n",
+       "      <td> 87</td>\n",
+       "      <td> 4</td>\n",
+       "      <td> 8</td>\n",
+       "      <td> 101.24</td>\n",
+       "      <td>                  Fog</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td> 2</td>\n",
-       "      <td> 2013-01-01 02:00:00</td>\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",
+       "      <td> 2012-01-01 02:00:00</td>\n",
+       "      <td>-1.8</td>\n",
+       "      <td>-3.4</td>\n",
+       "      <td> 89</td>\n",
+       "      <td> 7</td>\n",
+       "      <td> 4</td>\n",
+       "      <td> 101.26</td>\n",
+       "      <td> Freezing Drizzle,Fog</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -340,17 +349,17 @@
       ],
       "text/plain": [
        "   index            Date/Time  Temp (C)  Dew Point Temp (C)  Rel Hum (%)  \\\n",
-       "0      0  2013-01-01 00:00:00      -1.0                -1.7           95   \n",
-       "1      1  2013-01-01 01:00:00      -2.0                -5.1           79   \n",
-       "2      2  2013-01-01 02:00:00      -2.7                -6.0           78   \n",
+       "0      0  2012-01-01 00:00:00      -1.8                -3.9           86   \n",
+       "1      1  2012-01-01 01:00:00      -1.8                -3.7           87   \n",
+       "2      2  2012-01-01 02:00:00      -1.8                -3.4           89   \n",
        "\n",
-       "   Wind Spd (km/h)  Visibility (km)  Stn Press (kPa)       Weather  \n",
-       "0               35              6.4            99.89          Snow  \n",
-       "1               35             16.1            99.93  Mainly Clear  \n",
-       "2               28             19.3           100.08          Snow  "
+       "   Wind Spd (km/h)  Visibility (km)  Stn Press (kPa)               Weather  \n",
+       "0                4                8           101.24                   Fog  \n",
+       "1                4                8           101.24                   Fog  \n",
+       "2                7                4           101.26  Freezing Drizzle,Fog  "
       ]
      },
-     "execution_count": 11,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -370,7 +379,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 7,
    "metadata": {
     "collapsed": false
    },
@@ -397,38 +406,38 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td> 3</td>\n",
-       "      <td> 2013-01-01 03:00:00</td>\n",
-       "      <td> -5.6</td>\n",
-       "      <td>-11.7</td>\n",
-       "      <td> 62</td>\n",
-       "      <td> 30</td>\n",
+       "      <td>  67</td>\n",
+       "      <td> 2012-01-03 19:00:00</td>\n",
+       "      <td>-16.9</td>\n",
+       "      <td>-24.8</td>\n",
+       "      <td> 50</td>\n",
+       "      <td> 24</td>\n",
        "      <td> 25</td>\n",
-       "      <td> 100.21</td>\n",
+       "      <td> 101.74</td>\n",
        "      <td> Clear</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td> 5</td>\n",
-       "      <td> 2013-01-01 05:00:00</td>\n",
-       "      <td> -9.7</td>\n",
-       "      <td>-14.8</td>\n",
-       "      <td> 66</td>\n",
-       "      <td> 33</td>\n",
+       "      <td> 114</td>\n",
+       "      <td> 2012-01-05 18:00:00</td>\n",
+       "      <td> -7.1</td>\n",
+       "      <td>-14.4</td>\n",
+       "      <td> 56</td>\n",
+       "      <td> 11</td>\n",
        "      <td> 25</td>\n",
-       "      <td> 100.47</td>\n",
+       "      <td> 100.71</td>\n",
        "      <td> Clear</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td> 6</td>\n",
-       "      <td> 2013-01-01 06:00:00</td>\n",
-       "      <td>-11.1</td>\n",
-       "      <td>-17.0</td>\n",
-       "      <td> 62</td>\n",
-       "      <td> 30</td>\n",
+       "      <td> 115</td>\n",
+       "      <td> 2012-01-05 19:00:00</td>\n",
+       "      <td> -9.2</td>\n",
+       "      <td>-15.4</td>\n",
+       "      <td> 61</td>\n",
+       "      <td>  7</td>\n",
        "      <td> 25</td>\n",
-       "      <td> 100.65</td>\n",
+       "      <td> 100.80</td>\n",
        "      <td> Clear</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -437,17 +446,17 @@
       ],
       "text/plain": [
        "   index            Date/Time  Temp (C)  Dew Point Temp (C)  Rel Hum (%)  \\\n",
-       "0      3  2013-01-01 03:00:00      -5.6               -11.7           62   \n",
-       "1      5  2013-01-01 05:00:00      -9.7               -14.8           66   \n",
-       "2      6  2013-01-01 06:00:00     -11.1               -17.0           62   \n",
+       "0     67  2012-01-03 19:00:00     -16.9               -24.8           50   \n",
+       "1    114  2012-01-05 18:00:00      -7.1               -14.4           56   \n",
+       "2    115  2012-01-05 19:00:00      -9.2               -15.4           61   \n",
        "\n",
        "   Wind Spd (km/h)  Visibility (km)  Stn Press (kPa) Weather  \n",
-       "0               30               25           100.21   Clear  \n",
-       "1               33               25           100.47   Clear  \n",
-       "2               30               25           100.65   Clear  "
+       "0               24               25           101.74   Clear  \n",
+       "1               11               25           100.71   Clear  \n",
+       "2                7               25           100.80   Clear  "
       ]
      },
-     "execution_count": 12,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -478,28 +487,16 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "To connect to a MySQL database:"
+    "To connect to a MySQL database:\n",
+    "\n",
+    "*Note: For these to work, you will need a working MySQL / PostgreSQL database, with the correct localhost, database name, etc.*"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 13,
+   "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "ename": "ImportError",
-     "evalue": "No module named MySQLdb",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mImportError\u001b[0m                               Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-13-6e6ee0b87c02>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mMySQLdb\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mcon\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mMySQLdb\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconnect\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhost\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"localhost\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdb\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"test\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mImportError\u001b[0m: No module named MySQLdb"
-     ]
-    }
-   ],
    "source": [
     "import MySQLdb\n",
     "con = MySQLdb.connect(host=\"localhost\", db=\"test\")"
@@ -513,12 +510,10 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
    "source": [
     "import psycopg2\n",
     "con = psycopg2.connect(host=\"localhost\")"
@@ -575,7 +570,6 @@
  "metadata": {
   "kernelspec": {
    "display_name": "Python 2",
-   "language": "python",
    "name": "python2"
   },
   "language_info": {
@@ -588,9 +582,10 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
+   "version": "2.7.8"
+  },
+  "signature": "sha256:358c6afeae83edbf449270614551dff12e927538bc48c2d47da9a6a737f6ad31"
  },
  "nbformat": 4,
  "nbformat_minor": 0
-}
+}
\ No newline at end of file