sam_nb_COPY.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "\n",
    "import json\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "\n",
    "import statsmodels.api as sm\n",
    "from statsmodels.formula.api import ols\n",
    "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-2-bfe0fbbbf64a>, line 6)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-2-bfe0fbbbf64a>\"\u001b[0;36m, line \u001b[0;32m6\u001b[0m\n\u001b[0;31m    df['Something'] = soup.find(class_=highTemp swip)\u001b[0m\n\u001b[0m                                                   ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "# BSBSBS\n",
    "# # code for sydney\n",
    "# dates = [] # empty list for now, will have dates of \n",
    "# for x in dates:\n",
    "#     page = requests.get(f'https://darksky.net/details/-33.8686,151.2094/{x}/us12/en') # 1999-5-4\n",
    "#     soup = BeautifulSoup(page.content, 'html.parser')\n",
    "#     df['Something'] = soup.find(class_=highTemp swip)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(142193, 23)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('ausraindata.csv')\n",
    "df = df.rename({'MinTemp':'TempLow', 'MaxTemp':'TempHigh'}, axis=1)\n",
    "df = df.drop('RISK_MM', axis=1)\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date                 0\n",
       "Location             0\n",
       "TempLow            637\n",
       "TempHigh           322\n",
       "Rainfall          1406\n",
       "Evaporation      60843\n",
       "Sunshine         67816\n",
       "WindGustDir       9330\n",
       "WindGustSpeed     9270\n",
       "WindDir9am       10013\n",
       "WindDir3pm        3778\n",
       "WindSpeed9am      1348\n",
       "WindSpeed3pm      2630\n",
       "Humidity9am       1774\n",
       "Humidity3pm       3610\n",
       "Pressure9am      14014\n",
       "Pressure3pm      13981\n",
       "Cloud9am         53657\n",
       "Cloud3pm         57094\n",
       "Temp9am            904\n",
       "Temp3pm           2726\n",
       "RainToday         1406\n",
       "RainTomorrow         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Feature to turn yes and no values into 1 and 0 values\n",
    "def trans_bools(df, col):\n",
    "    df[col] = np.where(df[col]=='Yes', 1, 0)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to apply all features to data\n",
    "def apply_features(df):\n",
    "    for col in ['RainToday', 'RainTomorrow']:\n",
    "        df = trans_bools(df, col)\n",
    "    return df\n",
    "\n",
    "df = apply_features(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Location</th>\n",
       "      <th>TempLow</th>\n",
       "      <th>TempHigh</th>\n",
       "      <th>Rainfall</th>\n",
       "      <th>Evaporation</th>\n",
       "      <th>Sunshine</th>\n",
       "      <th>WindGustDir</th>\n",
       "      <th>WindGustSpeed</th>\n",
       "      <th>WindDir9am</th>\n",
       "      <th>...</th>\n",
       "      <th>Humidity9am</th>\n",
       "      <th>Humidity3pm</th>\n",
       "      <th>Pressure9am</th>\n",
       "      <th>Pressure3pm</th>\n",
       "      <th>Cloud9am</th>\n",
       "      <th>Cloud3pm</th>\n",
       "      <th>Temp9am</th>\n",
       "      <th>Temp3pm</th>\n",
       "      <th>RainToday</th>\n",
       "      <th>RainTomorrow</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2008-12-01</td>\n",
       "      <td>Albury</td>\n",
       "      <td>13.4</td>\n",
       "      <td>22.9</td>\n",
       "      <td>0.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>W</td>\n",
       "      <td>44.0</td>\n",
       "      <td>W</td>\n",
       "      <td>...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1007.7</td>\n",
       "      <td>1007.1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.9</td>\n",
       "      <td>21.8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2008-12-02</td>\n",
       "      <td>Albury</td>\n",
       "      <td>7.4</td>\n",
       "      <td>25.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WNW</td>\n",
       "      <td>44.0</td>\n",
       "      <td>NNW</td>\n",
       "      <td>...</td>\n",
       "      <td>44.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1010.6</td>\n",
       "      <td>1007.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.2</td>\n",
       "      <td>24.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2008-12-03</td>\n",
       "      <td>Albury</td>\n",
       "      <td>12.9</td>\n",
       "      <td>25.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WSW</td>\n",
       "      <td>46.0</td>\n",
       "      <td>W</td>\n",
       "      <td>...</td>\n",
       "      <td>38.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1007.6</td>\n",
       "      <td>1008.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>23.2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>2008-12-04</td>\n",
       "      <td>Albury</td>\n",
       "      <td>9.2</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NE</td>\n",
       "      <td>24.0</td>\n",
       "      <td>SE</td>\n",
       "      <td>...</td>\n",
       "      <td>45.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1017.6</td>\n",
       "      <td>1012.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.1</td>\n",
       "      <td>26.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>2008-12-05</td>\n",
       "      <td>Albury</td>\n",
       "      <td>17.5</td>\n",
       "      <td>32.3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>W</td>\n",
       "      <td>41.0</td>\n",
       "      <td>ENE</td>\n",
       "      <td>...</td>\n",
       "      <td>82.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1010.8</td>\n",
       "      <td>1006.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>29.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date Location  TempLow  TempHigh  Rainfall  Evaporation  Sunshine  \\\n",
       "0  2008-12-01   Albury     13.4      22.9       0.6          NaN       NaN   \n",
       "1  2008-12-02   Albury      7.4      25.1       0.0          NaN       NaN   \n",
       "2  2008-12-03   Albury     12.9      25.7       0.0          NaN       NaN   \n",
       "3  2008-12-04   Albury      9.2      28.0       0.0          NaN       NaN   \n",
       "4  2008-12-05   Albury     17.5      32.3       1.0          NaN       NaN   \n",
       "\n",
       "  WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  Humidity3pm  \\\n",
       "0           W           44.0          W  ...        71.0         22.0   \n",
       "1         WNW           44.0        NNW  ...        44.0         25.0   \n",
       "2         WSW           46.0          W  ...        38.0         30.0   \n",
       "3          NE           24.0         SE  ...        45.0         16.0   \n",
       "4           W           41.0        ENE  ...        82.0         33.0   \n",
       "\n",
       "   Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  Temp3pm  RainToday  \\\n",
       "0       1007.7       1007.1       8.0       NaN     16.9     21.8          0   \n",
       "1       1010.6       1007.8       NaN       NaN     17.2     24.3          0   \n",
       "2       1007.6       1008.7       NaN       2.0     21.0     23.2          0   \n",
       "3       1017.6       1012.8       NaN       NaN     18.1     26.5          0   \n",
       "4       1010.8       1006.0       7.0       8.0     17.8     29.7          0   \n",
       "\n",
       "   RainTomorrow  \n",
       "0             0  \n",
       "1             0  \n",
       "2             0  \n",
       "3             0  \n",
       "4             0  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fill categorical NA values with the value from previous day\n",
    "df['WindGustDir'].fillna(method = 'bfill', inplace=True)\n",
    "df['WindDir9am'].fillna(method = 'bfill', inplace=True)\n",
    "df['WindDir3pm'].fillna(method = 'bfill', inplace=True)\n",
    "df['RainToday'].fillna(method = 'bfill', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Location</th>\n",
       "      <th>TempLow</th>\n",
       "      <th>TempHigh</th>\n",
       "      <th>Rainfall</th>\n",
       "      <th>Evaporation</th>\n",
       "      <th>Sunshine</th>\n",
       "      <th>WindGustDir</th>\n",
       "      <th>WindGustSpeed</th>\n",
       "      <th>WindDir9am</th>\n",
       "      <th>...</th>\n",
       "      <th>Humidity9am</th>\n",
       "      <th>Humidity3pm</th>\n",
       "      <th>Pressure9am</th>\n",
       "      <th>Pressure3pm</th>\n",
       "      <th>Cloud9am</th>\n",
       "      <th>Cloud3pm</th>\n",
       "      <th>Temp9am</th>\n",
       "      <th>Temp3pm</th>\n",
       "      <th>RainToday</th>\n",
       "      <th>RainTomorrow</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2008-12-01</td>\n",
       "      <td>Albury</td>\n",
       "      <td>13.4</td>\n",
       "      <td>22.9</td>\n",
       "      <td>0.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>W</td>\n",
       "      <td>44.0</td>\n",
       "      <td>W</td>\n",
       "      <td>...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1007.7</td>\n",
       "      <td>1007.1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.9</td>\n",
       "      <td>21.8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2008-12-02</td>\n",
       "      <td>Albury</td>\n",
       "      <td>7.4</td>\n",
       "      <td>25.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WNW</td>\n",
       "      <td>44.0</td>\n",
       "      <td>NNW</td>\n",
       "      <td>...</td>\n",
       "      <td>44.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1010.6</td>\n",
       "      <td>1007.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.2</td>\n",
       "      <td>24.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2008-12-03</td>\n",
       "      <td>Albury</td>\n",
       "      <td>12.9</td>\n",
       "      <td>25.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WSW</td>\n",
       "      <td>46.0</td>\n",
       "      <td>W</td>\n",
       "      <td>...</td>\n",
       "      <td>38.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1007.6</td>\n",
       "      <td>1008.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>23.2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2008-12-04</td>\n",
       "      <td>Albury</td>\n",
       "      <td>9.2</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NE</td>\n",
       "      <td>24.0</td>\n",
       "      <td>SE</td>\n",
       "      <td>...</td>\n",
       "      <td>45.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1017.6</td>\n",
       "      <td>1012.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.1</td>\n",
       "      <td>26.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2008-12-05</td>\n",
       "      <td>Albury</td>\n",
       "      <td>17.5</td>\n",
       "      <td>32.3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>W</td>\n",
       "      <td>41.0</td>\n",
       "      <td>ENE</td>\n",
       "      <td>...</td>\n",
       "      <td>82.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1010.8</td>\n",
       "      <td>1006.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>29.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date Location  TempLow  TempHigh  Rainfall  Evaporation  Sunshine  \\\n",
       "0  2008-12-01   Albury     13.4      22.9       0.6          NaN       NaN   \n",
       "1  2008-12-02   Albury      7.4      25.1       0.0          NaN       NaN   \n",
       "2  2008-12-03   Albury     12.9      25.7       0.0          NaN       NaN   \n",
       "3  2008-12-04   Albury      9.2      28.0       0.0          NaN       NaN   \n",
       "4  2008-12-05   Albury     17.5      32.3       1.0          NaN       NaN   \n",
       "\n",
       "  WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  Humidity3pm  \\\n",
       "0           W           44.0          W  ...        71.0         22.0   \n",
       "1         WNW           44.0        NNW  ...        44.0         25.0   \n",
       "2         WSW           46.0          W  ...        38.0         30.0   \n",
       "3          NE           24.0         SE  ...        45.0         16.0   \n",
       "4           W           41.0        ENE  ...        82.0         33.0   \n",
       "\n",
       "   Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  Temp3pm  RainToday  \\\n",
       "0       1007.7       1007.1       8.0       NaN     16.9     21.8          0   \n",
       "1       1010.6       1007.8       NaN       NaN     17.2     24.3          0   \n",
       "2       1007.6       1008.7       NaN       2.0     21.0     23.2          0   \n",
       "3       1017.6       1012.8       NaN       NaN     18.1     26.5          0   \n",
       "4       1010.8       1006.0       7.0       8.0     17.8     29.7          0   \n",
       "\n",
       "   RainTomorrow  \n",
       "0             0  \n",
       "1             0  \n",
       "2             0  \n",
       "3             0  \n",
       "4             0  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "60843"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Evaporation.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(142193, 23)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to plot each feature vs target variable\n",
    "def pplot_features(df, features):\n",
    "    pp_rows = [features[i:i+4] for i in range(0, len(features), 4)]\n",
    "    for row in pp_rows:\n",
    "        pp = sns.pairplot(data=df, x_vars=row, y_vars='RainTomorrow', kind='reg', height=3)\n",
    "    return plt.show()\n",
    "\n",
    "features = df.drop(['RainTomorrow', 'Date', 'Location', 'WindGustDir',\n",
    "                    'WindDir9am', 'WindDir3pm'], axis=1).keys()\n",
    "\n",
    "pplot_features(df, features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.WindGustDir.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# attempt at setting up np.select to simplify wind directions\n",
    "coords_conditions = [['SSE', 'ESE'], ['SSW', 'WSW'], ['WNW', 'NNW'], ['ENE', 'NNE']]\n",
    "\n",
    "coords_choices = ['SE', 'SW', 'NW', 'NE']\n",
    "\n",
    "df['WindGustDir'] = np.select(coords_conditions, coords_choices, df['WindGustDir'])\n",
    "df['WindDir9am'] = np.select(coords_conditions, coords_choices, df['WindDir9am'])\n",
    "df['WindDir3pm'] = np.select(coords_conditions, coords_choices, df['WindDir3pm'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1406"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Rainfall.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.RainTomorrow.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Date', 'Location', 'TempLow', 'TempHigh', 'Rainfall', 'Evaporation',\n",
       "       'Sunshine', 'WindGustDir', 'WindGustSpeed', 'WindDir9am', 'WindDir3pm',\n",
       "       'WindSpeed9am', 'WindSpeed3pm', 'Humidity9am', 'Humidity3pm',\n",
       "       'Pressure9am', 'Pressure3pm', 'Cloud9am', 'Cloud3pm', 'Temp9am',\n",
       "       'Temp3pm', 'RainToday', 'RainTomorrow'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>      <td>RainTomorrow</td>   <th>  R-squared:         </th> <td>   0.365</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.364</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   547.1</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Tue, 26 May 2020</td> <th>  Prob (F-statistic):</th>  <td>  0.00</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>14:08:44</td>     <th>  Log-Likelihood:    </th> <td> -17953.</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td> 58090</td>      <th>  AIC:               </th> <td>3.603e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td> 58028</td>      <th>  BIC:               </th> <td>3.659e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>    61</td>      <th>                     </th>     <td> </td>    \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>    \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "           <td></td>             <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>          <td>    8.3875</td> <td>    0.288</td> <td>   29.140</td> <td> 0.000</td> <td>    7.823</td> <td>    8.952</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindGustDir[T.ENE]</th> <td>   -0.0105</td> <td>    0.007</td> <td>   -1.435</td> <td> 0.151</td> <td>   -0.025</td> <td>    0.004</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindGustDir[T.ESE]</th> <td>    0.0197</td> <td>    0.008</td> <td>    2.572</td> <td> 0.010</td> <td>    0.005</td> <td>    0.035</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindGustDir[T.N]</th>   <td>   -0.0310</td> <td>    0.008</td> <td>   -3.677</td> <td> 0.000</td> <td>   -0.048</td> <td>   -0.014</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindGustDir[T.NE]</th>  <td>   -0.0062</td> <td>    0.008</td> <td>   -0.761</td> <td> 0.447</td> <td>   -0.022</td> <td>    0.010</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindGustDir[T.NNE]</th> <td>   -0.0095</td> <td>    0.009</td> <td>   -1.053</td> <td> 0.292</td> <td>   -0.027</td> <td>    0.008</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindGustDir[T.NNW]</th> <td>   -0.0087</td> <td>    0.010</td> <td>   -0.911</td> <td> 0.362</td> <td>   -0.027</td> <td>    0.010</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindGustDir[T.NW]</th>  <td>    0.0006</td> <td>    0.009</td> <td>    0.068</td> <td> 0.946</td> <td>   -0.018</td> <td>    0.019</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindGustDir[T.S]</th>   <td>    0.0204</td> <td>    0.008</td> <td>    2.466</td> <td> 0.014</td> <td>    0.004</td> <td>    0.037</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindGustDir[T.SE]</th>  <td>    0.0273</td> <td>    0.008</td> <td>    3.535</td> <td> 0.000</td> <td>    0.012</td> <td>    0.042</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindGustDir[T.SSE]</th> <td>    0.0331</td> <td>    0.008</td> <td>    3.998</td> <td> 0.000</td> <td>    0.017</td> <td>    0.049</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindGustDir[T.SSW]</th> <td>    0.0200</td> <td>    0.008</td> <td>    2.439</td> <td> 0.015</td> <td>    0.004</td> <td>    0.036</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindGustDir[T.SW]</th>  <td>    0.0178</td> <td>    0.008</td> <td>    2.163</td> <td> 0.031</td> <td>    0.002</td> <td>    0.034</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindGustDir[T.W]</th>   <td>    0.0090</td> <td>    0.008</td> <td>    1.069</td> <td> 0.285</td> <td>   -0.008</td> <td>    0.026</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindGustDir[T.WNW]</th> <td>    0.0109</td> <td>    0.009</td> <td>    1.204</td> <td> 0.228</td> <td>   -0.007</td> <td>    0.029</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindGustDir[T.WSW]</th> <td>    0.0194</td> <td>    0.008</td> <td>    2.297</td> <td> 0.022</td> <td>    0.003</td> <td>    0.036</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir9am[T.ENE]</th>  <td>    0.0164</td> <td>    0.007</td> <td>    2.291</td> <td> 0.022</td> <td>    0.002</td> <td>    0.030</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir9am[T.ESE]</th>  <td>   -0.0156</td> <td>    0.007</td> <td>   -2.079</td> <td> 0.038</td> <td>   -0.030</td> <td>   -0.001</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir9am[T.N]</th>    <td>   -0.0015</td> <td>    0.007</td> <td>   -0.204</td> <td> 0.838</td> <td>   -0.016</td> <td>    0.013</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir9am[T.NE]</th>   <td>    0.0208</td> <td>    0.008</td> <td>    2.723</td> <td> 0.006</td> <td>    0.006</td> <td>    0.036</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir9am[T.NNE]</th>  <td>    0.0328</td> <td>    0.008</td> <td>    4.168</td> <td> 0.000</td> <td>    0.017</td> <td>    0.048</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir9am[T.NNW]</th>  <td>   -0.0280</td> <td>    0.008</td> <td>   -3.397</td> <td> 0.001</td> <td>   -0.044</td> <td>   -0.012</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir9am[T.NW]</th>   <td>   -0.0227</td> <td>    0.008</td> <td>   -2.734</td> <td> 0.006</td> <td>   -0.039</td> <td>   -0.006</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir9am[T.S]</th>    <td>   -0.0323</td> <td>    0.008</td> <td>   -4.127</td> <td> 0.000</td> <td>   -0.048</td> <td>   -0.017</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir9am[T.SE]</th>   <td>   -0.0304</td> <td>    0.007</td> <td>   -4.111</td> <td> 0.000</td> <td>   -0.045</td> <td>   -0.016</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir9am[T.SSE]</th>  <td>   -0.0285</td> <td>    0.008</td> <td>   -3.787</td> <td> 0.000</td> <td>   -0.043</td> <td>   -0.014</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir9am[T.SSW]</th>  <td>   -0.0250</td> <td>    0.008</td> <td>   -3.048</td> <td> 0.002</td> <td>   -0.041</td> <td>   -0.009</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir9am[T.SW]</th>   <td>   -0.0005</td> <td>    0.008</td> <td>   -0.062</td> <td> 0.951</td> <td>   -0.016</td> <td>    0.015</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir9am[T.W]</th>    <td>   -0.0020</td> <td>    0.008</td> <td>   -0.253</td> <td> 0.800</td> <td>   -0.017</td> <td>    0.013</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir9am[T.WNW]</th>  <td>   -0.0172</td> <td>    0.008</td> <td>   -2.080</td> <td> 0.038</td> <td>   -0.033</td> <td>   -0.001</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir9am[T.WSW]</th>  <td>    0.0002</td> <td>    0.008</td> <td>    0.026</td> <td> 0.979</td> <td>   -0.016</td> <td>    0.016</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir3pm[T.ENE]</th>  <td>   -0.0103</td> <td>    0.008</td> <td>   -1.339</td> <td> 0.181</td> <td>   -0.025</td> <td>    0.005</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir3pm[T.ESE]</th>  <td>    0.0060</td> <td>    0.008</td> <td>    0.777</td> <td> 0.437</td> <td>   -0.009</td> <td>    0.021</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir3pm[T.N]</th>    <td>    0.0237</td> <td>    0.009</td> <td>    2.716</td> <td> 0.007</td> <td>    0.007</td> <td>    0.041</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir3pm[T.NE]</th>   <td>   -0.0090</td> <td>    0.008</td> <td>   -1.095</td> <td> 0.274</td> <td>   -0.025</td> <td>    0.007</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir3pm[T.NNE]</th>  <td>    0.0203</td> <td>    0.009</td> <td>    2.214</td> <td> 0.027</td> <td>    0.002</td> <td>    0.038</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir3pm[T.NNW]</th>  <td>    0.0327</td> <td>    0.009</td> <td>    3.574</td> <td> 0.000</td> <td>    0.015</td> <td>    0.051</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir3pm[T.NW]</th>   <td>    0.0420</td> <td>    0.009</td> <td>    4.556</td> <td> 0.000</td> <td>    0.024</td> <td>    0.060</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir3pm[T.S]</th>    <td>    0.0016</td> <td>    0.008</td> <td>    0.196</td> <td> 0.845</td> <td>   -0.015</td> <td>    0.018</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir3pm[T.SE]</th>   <td>    0.0190</td> <td>    0.008</td> <td>    2.435</td> <td> 0.015</td> <td>    0.004</td> <td>    0.034</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir3pm[T.SSE]</th>  <td>    0.0066</td> <td>    0.008</td> <td>    0.788</td> <td> 0.431</td> <td>   -0.010</td> <td>    0.023</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir3pm[T.SSW]</th>  <td>    0.0042</td> <td>    0.009</td> <td>    0.488</td> <td> 0.626</td> <td>   -0.013</td> <td>    0.021</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir3pm[T.SW]</th>   <td>   -0.0061</td> <td>    0.008</td> <td>   -0.722</td> <td> 0.471</td> <td>   -0.023</td> <td>    0.010</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir3pm[T.W]</th>    <td>    0.0256</td> <td>    0.009</td> <td>    2.998</td> <td> 0.003</td> <td>    0.009</td> <td>    0.042</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir3pm[T.WNW]</th>  <td>    0.0490</td> <td>    0.009</td> <td>    5.524</td> <td> 0.000</td> <td>    0.032</td> <td>    0.066</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindDir3pm[T.WSW]</th>  <td>    0.0049</td> <td>    0.008</td> <td>    0.583</td> <td> 0.560</td> <td>   -0.012</td> <td>    0.022</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>TempLow</th>            <td>   -0.0074</td> <td>    0.001</td> <td>  -10.325</td> <td> 0.000</td> <td>   -0.009</td> <td>   -0.006</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>TempHigh</th>           <td>    0.0101</td> <td>    0.001</td> <td>    7.414</td> <td> 0.000</td> <td>    0.007</td> <td>    0.013</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Rainfall</th>           <td>    0.0047</td> <td>    0.000</td> <td>   22.173</td> <td> 0.000</td> <td>    0.004</td> <td>    0.005</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Evaporation</th>        <td>    0.0014</td> <td>    0.001</td> <td>    2.530</td> <td> 0.011</td> <td>    0.000</td> <td>    0.003</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Sunshine</th>           <td>   -0.0269</td> <td>    0.001</td> <td>  -40.251</td> <td> 0.000</td> <td>   -0.028</td> <td>   -0.026</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindGustSpeed</th>      <td>    0.0081</td> <td>    0.000</td> <td>   46.082</td> <td> 0.000</td> <td>    0.008</td> <td>    0.008</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindSpeed9am</th>       <td>   -0.0003</td> <td>    0.000</td> <td>   -1.524</td> <td> 0.127</td> <td>   -0.001</td> <td> 9.71e-05</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>WindSpeed3pm</th>       <td>   -0.0051</td> <td>    0.000</td> <td>  -21.521</td> <td> 0.000</td> <td>   -0.006</td> <td>   -0.005</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Humidity9am</th>        <td>   -0.0006</td> <td>    0.000</td> <td>   -3.597</td> <td> 0.000</td> <td>   -0.001</td> <td>   -0.000</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Humidity3pm</th>        <td>    0.0085</td> <td>    0.000</td> <td>   47.979</td> <td> 0.000</td> <td>    0.008</td> <td>    0.009</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Pressure9am</th>        <td>    0.0167</td> <td>    0.001</td> <td>   17.011</td> <td> 0.000</td> <td>    0.015</td> <td>    0.019</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Pressure3pm</th>        <td>   -0.0253</td> <td>    0.001</td> <td>  -25.739</td> <td> 0.000</td> <td>   -0.027</td> <td>   -0.023</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Cloud9am</th>           <td>   -0.0060</td> <td>    0.001</td> <td>   -8.154</td> <td> 0.000</td> <td>   -0.007</td> <td>   -0.005</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Cloud3pm</th>           <td>    0.0046</td> <td>    0.001</td> <td>    5.861</td> <td> 0.000</td> <td>    0.003</td> <td>    0.006</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Temp9am</th>            <td>-8.097e-05</td> <td>    0.001</td> <td>   -0.078</td> <td> 0.938</td> <td>   -0.002</td> <td>    0.002</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Temp3pm</th>            <td>   -0.0027</td> <td>    0.002</td> <td>   -1.754</td> <td> 0.080</td> <td>   -0.006</td> <td>    0.000</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>5271.028</td> <th>  Durbin-Watson:     </th> <td>   1.801</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th>  <td> 0.000</td>  <th>  Jarque-Bera (JB):  </th> <td>6855.900</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>           <td> 0.798</td>  <th>  Prob(JB):          </th> <td>    0.00</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>       <td> 3.536</td>  <th>  Cond. No.          </th> <td>3.03e+05</td>\n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 3.03e+05. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:           RainTomorrow   R-squared:                       0.365\n",
       "Model:                            OLS   Adj. R-squared:                  0.364\n",
       "Method:                 Least Squares   F-statistic:                     547.1\n",
       "Date:                Tue, 26 May 2020   Prob (F-statistic):               0.00\n",
       "Time:                        14:08:44   Log-Likelihood:                -17953.\n",
       "No. Observations:               58090   AIC:                         3.603e+04\n",
       "Df Residuals:                   58028   BIC:                         3.659e+04\n",
       "Df Model:                          61                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "======================================================================================\n",
       "                         coef    std err          t      P>|t|      [0.025      0.975]\n",
       "--------------------------------------------------------------------------------------\n",
       "Intercept              8.3875      0.288     29.140      0.000       7.823       8.952\n",
       "WindGustDir[T.ENE]    -0.0105      0.007     -1.435      0.151      -0.025       0.004\n",
       "WindGustDir[T.ESE]     0.0197      0.008      2.572      0.010       0.005       0.035\n",
       "WindGustDir[T.N]      -0.0310      0.008     -3.677      0.000      -0.048      -0.014\n",
       "WindGustDir[T.NE]     -0.0062      0.008     -0.761      0.447      -0.022       0.010\n",
       "WindGustDir[T.NNE]    -0.0095      0.009     -1.053      0.292      -0.027       0.008\n",
       "WindGustDir[T.NNW]    -0.0087      0.010     -0.911      0.362      -0.027       0.010\n",
       "WindGustDir[T.NW]      0.0006      0.009      0.068      0.946      -0.018       0.019\n",
       "WindGustDir[T.S]       0.0204      0.008      2.466      0.014       0.004       0.037\n",
       "WindGustDir[T.SE]      0.0273      0.008      3.535      0.000       0.012       0.042\n",
       "WindGustDir[T.SSE]     0.0331      0.008      3.998      0.000       0.017       0.049\n",
       "WindGustDir[T.SSW]     0.0200      0.008      2.439      0.015       0.004       0.036\n",
       "WindGustDir[T.SW]      0.0178      0.008      2.163      0.031       0.002       0.034\n",
       "WindGustDir[T.W]       0.0090      0.008      1.069      0.285      -0.008       0.026\n",
       "WindGustDir[T.WNW]     0.0109      0.009      1.204      0.228      -0.007       0.029\n",
       "WindGustDir[T.WSW]     0.0194      0.008      2.297      0.022       0.003       0.036\n",
       "WindDir9am[T.ENE]      0.0164      0.007      2.291      0.022       0.002       0.030\n",
       "WindDir9am[T.ESE]     -0.0156      0.007     -2.079      0.038      -0.030      -0.001\n",
       "WindDir9am[T.N]       -0.0015      0.007     -0.204      0.838      -0.016       0.013\n",
       "WindDir9am[T.NE]       0.0208      0.008      2.723      0.006       0.006       0.036\n",
       "WindDir9am[T.NNE]      0.0328      0.008      4.168      0.000       0.017       0.048\n",
       "WindDir9am[T.NNW]     -0.0280      0.008     -3.397      0.001      -0.044      -0.012\n",
       "WindDir9am[T.NW]      -0.0227      0.008     -2.734      0.006      -0.039      -0.006\n",
       "WindDir9am[T.S]       -0.0323      0.008     -4.127      0.000      -0.048      -0.017\n",
       "WindDir9am[T.SE]      -0.0304      0.007     -4.111      0.000      -0.045      -0.016\n",
       "WindDir9am[T.SSE]     -0.0285      0.008     -3.787      0.000      -0.043      -0.014\n",
       "WindDir9am[T.SSW]     -0.0250      0.008     -3.048      0.002      -0.041      -0.009\n",
       "WindDir9am[T.SW]      -0.0005      0.008     -0.062      0.951      -0.016       0.015\n",
       "WindDir9am[T.W]       -0.0020      0.008     -0.253      0.800      -0.017       0.013\n",
       "WindDir9am[T.WNW]     -0.0172      0.008     -2.080      0.038      -0.033      -0.001\n",
       "WindDir9am[T.WSW]      0.0002      0.008      0.026      0.979      -0.016       0.016\n",
       "WindDir3pm[T.ENE]     -0.0103      0.008     -1.339      0.181      -0.025       0.005\n",
       "WindDir3pm[T.ESE]      0.0060      0.008      0.777      0.437      -0.009       0.021\n",
       "WindDir3pm[T.N]        0.0237      0.009      2.716      0.007       0.007       0.041\n",
       "WindDir3pm[T.NE]      -0.0090      0.008     -1.095      0.274      -0.025       0.007\n",
       "WindDir3pm[T.NNE]      0.0203      0.009      2.214      0.027       0.002       0.038\n",
       "WindDir3pm[T.NNW]      0.0327      0.009      3.574      0.000       0.015       0.051\n",
       "WindDir3pm[T.NW]       0.0420      0.009      4.556      0.000       0.024       0.060\n",
       "WindDir3pm[T.S]        0.0016      0.008      0.196      0.845      -0.015       0.018\n",
       "WindDir3pm[T.SE]       0.0190      0.008      2.435      0.015       0.004       0.034\n",
       "WindDir3pm[T.SSE]      0.0066      0.008      0.788      0.431      -0.010       0.023\n",
       "WindDir3pm[T.SSW]      0.0042      0.009      0.488      0.626      -0.013       0.021\n",
       "WindDir3pm[T.SW]      -0.0061      0.008     -0.722      0.471      -0.023       0.010\n",
       "WindDir3pm[T.W]        0.0256      0.009      2.998      0.003       0.009       0.042\n",
       "WindDir3pm[T.WNW]      0.0490      0.009      5.524      0.000       0.032       0.066\n",
       "WindDir3pm[T.WSW]      0.0049      0.008      0.583      0.560      -0.012       0.022\n",
       "TempLow               -0.0074      0.001    -10.325      0.000      -0.009      -0.006\n",
       "TempHigh               0.0101      0.001      7.414      0.000       0.007       0.013\n",
       "Rainfall               0.0047      0.000     22.173      0.000       0.004       0.005\n",
       "Evaporation            0.0014      0.001      2.530      0.011       0.000       0.003\n",
       "Sunshine              -0.0269      0.001    -40.251      0.000      -0.028      -0.026\n",
       "WindGustSpeed          0.0081      0.000     46.082      0.000       0.008       0.008\n",
       "WindSpeed9am          -0.0003      0.000     -1.524      0.127      -0.001    9.71e-05\n",
       "WindSpeed3pm          -0.0051      0.000    -21.521      0.000      -0.006      -0.005\n",
       "Humidity9am           -0.0006      0.000     -3.597      0.000      -0.001      -0.000\n",
       "Humidity3pm            0.0085      0.000     47.979      0.000       0.008       0.009\n",
       "Pressure9am            0.0167      0.001     17.011      0.000       0.015       0.019\n",
       "Pressure3pm           -0.0253      0.001    -25.739      0.000      -0.027      -0.023\n",
       "Cloud9am              -0.0060      0.001     -8.154      0.000      -0.007      -0.005\n",
       "Cloud3pm               0.0046      0.001      5.861      0.000       0.003       0.006\n",
       "Temp9am            -8.097e-05      0.001     -0.078      0.938      -0.002       0.002\n",
       "Temp3pm               -0.0027      0.002     -1.754      0.080      -0.006       0.000\n",
       "==============================================================================\n",
       "Omnibus:                     5271.028   Durbin-Watson:                   1.801\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):             6855.900\n",
       "Skew:                           0.798   Prob(JB):                         0.00\n",
       "Kurtosis:                       3.536   Cond. No.                     3.03e+05\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "[2] The condition number is large, 3.03e+05. This might indicate that there are\n",
       "strong multicollinearity or other numerical problems.\n",
       "\"\"\""
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# attempt at setting up ols to view relationship between features and target\n",
    "everything_ols = ols(formula='RainTomorrow~TempLow+TempHigh+Rainfall+Evaporation+Sunshine+WindGustDir+WindGustSpeed+WindDir9am+WindDir3pm+WindSpeed9am+WindSpeed3pm+Humidity9am+Humidity3pm+Pressure9am+Pressure3pm+Cloud9am+Cloud3pm+Temp9am+Temp3pm',\n",
    "              data=df).fit()\n",
    "everything_ols.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2007-11-01'"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Date.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2017-06-25'"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Date.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         1007.1\n",
       "1         1007.8\n",
       "2         1008.7\n",
       "3         1012.8\n",
       "4         1006.0\n",
       "           ...  \n",
       "142188    1021.2\n",
       "142189    1020.3\n",
       "142190    1019.1\n",
       "142191    1016.8\n",
       "142192    1016.5\n",
       "Name: Pressure3pm, Length: 142193, dtype: float64"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Pressure3pm."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Date', 'Location', 'TempLow', 'TempHigh', 'Rainfall', 'Evaporation',\n",
       "       'Sunshine', 'WindGustDir', 'WindGustSpeed', 'WindDir9am', 'WindDir3pm',\n",
       "       'WindSpeed9am', 'WindSpeed3pm', 'Humidity9am', 'Humidity3pm',\n",
       "       'Pressure9am', 'Pressure3pm', 'Cloud9am', 'Cloud3pm', 'Temp9am',\n",
       "       'Temp3pm', 'RainToday', 'RainTomorrow'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set up a list of df of each town\n",
    "list_town_dfs = []\n",
    "for location, df_location in df.groupby('Location'):\n",
    "    list_town_dfs.append(df_location)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         Albury\n",
       "1         Albury\n",
       "2         Albury\n",
       "3         Albury\n",
       "4         Albury\n",
       "           ...  \n",
       "142188     Uluru\n",
       "142189     Uluru\n",
       "142190     Uluru\n",
       "142191     Uluru\n",
       "142192     Uluru\n",
       "Name: Location, Length: 142193, dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Location"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[             Date  Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 93856  2008-07-01  Adelaide      8.8      15.7       5.0          1.6   \n",
       " 93857  2008-07-02  Adelaide     12.7      15.8       0.8          1.4   \n",
       " 93858  2008-07-03  Adelaide      6.2      15.1       0.0          1.8   \n",
       " 93859  2008-07-04  Adelaide      5.3      15.9       0.0          1.4   \n",
       " 93860  2008-07-06  Adelaide     11.3      15.7       NaN          NaN   \n",
       " ...           ...       ...      ...       ...       ...          ...   \n",
       " 96941  2017-06-20  Adelaide      4.9      19.1       0.0          NaN   \n",
       " 96942  2017-06-21  Adelaide      4.5      19.2       0.0          NaN   \n",
       " 96943  2017-06-22  Adelaide      4.6      19.5       0.0          NaN   \n",
       " 96944  2017-06-23  Adelaide      5.4      18.5       0.0          NaN   \n",
       " 96945  2017-06-24  Adelaide      5.0      17.3       0.0          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 93856       2.6          NW           48.0         SW  ...        92.0   \n",
       " 93857       7.8          SW           35.0        SSW  ...        75.0   \n",
       " 93858       2.1           W           20.0        NNE  ...        81.0   \n",
       " 93859       8.0         NNE           30.0        NNE  ...        71.0   \n",
       " 93860       1.5         NNW           52.0        NNE  ...        62.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 96941       NaN           N           19.0         NE  ...        82.0   \n",
       " 96942       NaN         WSW           17.0        NaN  ...        80.0   \n",
       " 96943       NaN           N           22.0        NaN  ...        76.0   \n",
       " 96944       NaN         NNW           19.0        ENE  ...        58.0   \n",
       " 96945       NaN           W           17.0        NaN  ...        83.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 93856         67.0       1017.4       1017.7       NaN       NaN     13.5   \n",
       " 93857         52.0       1022.4       1022.6       NaN       NaN     13.7   \n",
       " 93858         56.0       1027.8       1026.5       NaN       NaN      9.3   \n",
       " 93859         46.0       1028.7       1025.6       NaN       NaN     10.2   \n",
       " 93860         62.0       1019.5       1016.2       NaN       NaN     13.0   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 96941         37.0       1028.4       1026.5       NaN       NaN     10.4   \n",
       " 96942         52.0       1029.5       1026.9       NaN       NaN     10.0   \n",
       " 96943         29.0       1026.9       1022.3       NaN       NaN      9.6   \n",
       " 96944         44.0       1020.0       1017.7       NaN       NaN     11.7   \n",
       " 96945         54.0       1020.7       1018.5       NaN       NaN      9.6   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 93856     14.9        Yes            No  \n",
       " 93857     15.5         No            No  \n",
       " 93858     13.9         No            No  \n",
       " 93859     15.3         No            No  \n",
       " 93860     14.4        NaN           Yes  \n",
       " ...        ...        ...           ...  \n",
       " 96941     18.4         No            No  \n",
       " 96942     17.8         No            No  \n",
       " 96943     18.9         No            No  \n",
       " 96944     17.1         No            No  \n",
       " 96945     16.7         No            No  \n",
       " \n",
       " [3090 rows x 23 columns],\n",
       "               Date Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 105968  2008-12-01   Albany     13.3      18.5       0.0          3.8   \n",
       " 105969  2008-12-02   Albany     14.7      21.0       0.0          5.4   \n",
       " 105970  2008-12-03   Albany     16.5      24.0       0.2          4.8   \n",
       " 105971  2008-12-04   Albany     14.1      20.6       7.8          7.0   \n",
       " 105972  2008-12-05   Albany     13.0      17.8       0.0          3.6   \n",
       " ...            ...      ...      ...       ...       ...          ...   \n",
       " 108979  2017-06-21   Albany      NaN      19.5       NaN          NaN   \n",
       " 108980  2017-06-22   Albany      NaN      18.2      20.2          NaN   \n",
       " 108981  2017-06-23   Albany      NaN      15.6       6.2          NaN   \n",
       " 108982  2017-06-24   Albany      NaN      14.5       1.2          NaN   \n",
       " 108983  2017-06-25   Albany      9.1      15.0       0.4          NaN   \n",
       " \n",
       "         Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 105968       8.9         NaN            NaN        NNW  ...        82.0   \n",
       " 105969       9.1         NaN            NaN         NE  ...        64.0   \n",
       " 105970      10.0         NaN            NaN        ENE  ...        36.0   \n",
       " 105971       7.2         NaN            NaN          N  ...        69.0   \n",
       " 105972       4.9         NaN            NaN         SW  ...        73.0   \n",
       " ...          ...         ...            ...        ...  ...         ...   \n",
       " 108979       NaN         NaN            NaN        NaN  ...         NaN   \n",
       " 108980       NaN         NaN            NaN         SE  ...        92.0   \n",
       " 108981       NaN         NaN            NaN         SE  ...        74.0   \n",
       " 108982       NaN         NaN            NaN         SE  ...        67.0   \n",
       " 108983       NaN         NaN            NaN          W  ...        97.0   \n",
       " \n",
       "         Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 105968         63.0       1017.9       1015.2       7.0       5.0     15.2   \n",
       " 105969         71.0       1012.8       1009.3       2.0       6.0     17.8   \n",
       " 105970         73.0        999.8        998.7       7.0       7.0     20.0   \n",
       " 105971         81.0       1006.7       1008.5       5.0       7.0     19.8   \n",
       " 105972         63.0       1015.3       1016.3       3.0       5.0     16.0   \n",
       " ...             ...          ...          ...       ...       ...      ...   \n",
       " 108979          NaN       1016.6       1012.3       NaN       NaN      NaN   \n",
       " 108980          NaN       1014.9       1015.8       7.0       NaN     14.2   \n",
       " 108981          NaN       1025.5       1025.5       7.0       NaN     14.4   \n",
       " 108982          NaN       1028.4       1026.6       7.0       NaN     13.3   \n",
       " 108983          NaN       1029.0       1026.9       3.0       NaN     10.9   \n",
       " \n",
       "         Temp3pm  RainToday  RainTomorrow  \n",
       " 105968     17.9         No            No  \n",
       " 105969     19.1         No            No  \n",
       " 105970     21.0         No           Yes  \n",
       " 105971     18.0        Yes            No  \n",
       " 105972     17.0         No            No  \n",
       " ...         ...        ...           ...  \n",
       " 108979      NaN        NaN           Yes  \n",
       " 108980      NaN        Yes           Yes  \n",
       " 108981      NaN        Yes           Yes  \n",
       " 108982      NaN        Yes            No  \n",
       " 108983      NaN         No            No  \n",
       " \n",
       " [3016 rows x 23 columns],\n",
       "             Date Location  TempLow  TempHigh  Rainfall  Evaporation  Sunshine  \\\n",
       " 0     2008-12-01   Albury     13.4      22.9       0.6          NaN       NaN   \n",
       " 1     2008-12-02   Albury      7.4      25.1       0.0          NaN       NaN   \n",
       " 2     2008-12-03   Albury     12.9      25.7       0.0          NaN       NaN   \n",
       " 3     2008-12-04   Albury      9.2      28.0       0.0          NaN       NaN   \n",
       " 4     2008-12-05   Albury     17.5      32.3       1.0          NaN       NaN   \n",
       " ...          ...      ...      ...       ...       ...          ...       ...   \n",
       " 3006  2017-06-21   Albury      1.2      15.2       0.4          NaN       NaN   \n",
       " 3007  2017-06-22   Albury      0.8      13.4       0.0          NaN       NaN   \n",
       " 3008  2017-06-23   Albury      1.1      11.9       0.0          NaN       NaN   \n",
       " 3009  2017-06-24   Albury      1.1      14.1       0.2          NaN       NaN   \n",
       " 3010  2017-06-25   Albury      3.9      10.9       0.0          NaN       NaN   \n",
       " \n",
       "      WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  Humidity3pm  \\\n",
       " 0              W           44.0          W  ...        71.0         22.0   \n",
       " 1            WNW           44.0        NNW  ...        44.0         25.0   \n",
       " 2            WSW           46.0          W  ...        38.0         30.0   \n",
       " 3             NE           24.0         SE  ...        45.0         16.0   \n",
       " 4              W           41.0        ENE  ...        82.0         33.0   \n",
       " ...          ...            ...        ...  ...         ...          ...   \n",
       " 3006         ENE           15.0        NaN  ...       100.0         62.0   \n",
       " 3007           W           17.0          S  ...       100.0         66.0   \n",
       " 3008          SE           44.0        SSE  ...       100.0         81.0   \n",
       " 3009         WSW           28.0         SW  ...       100.0         49.0   \n",
       " 3010         NNW           28.0          S  ...        88.0         82.0   \n",
       " \n",
       "       Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  Temp3pm  \\\n",
       " 0          1007.7       1007.1       8.0       NaN     16.9     21.8   \n",
       " 1          1010.6       1007.8       NaN       NaN     17.2     24.3   \n",
       " 2          1007.6       1008.7       NaN       2.0     21.0     23.2   \n",
       " 3          1017.6       1012.8       NaN       NaN     18.1     26.5   \n",
       " 4          1010.8       1006.0       7.0       8.0     17.8     29.7   \n",
       " ...           ...          ...       ...       ...      ...      ...   \n",
       " 3006       1029.4       1026.7       8.0       NaN      2.9     14.3   \n",
       " 3007       1029.4       1025.9       8.0       1.0      3.6     13.3   \n",
       " 3008       1022.3       1017.7       8.0       1.0      2.7     10.2   \n",
       " 3009       1018.8       1017.2       7.0       6.0      3.9     13.1   \n",
       " 3010       1020.5       1018.8       7.0       8.0      6.4      8.8   \n",
       " \n",
       "       RainToday  RainTomorrow  \n",
       " 0            No            No  \n",
       " 1            No            No  \n",
       " 2            No            No  \n",
       " 3            No            No  \n",
       " 4            No            No  \n",
       " ...         ...           ...  \n",
       " 3006         No            No  \n",
       " 3007         No            No  \n",
       " 3008         No            No  \n",
       " 3009         No            No  \n",
       " 3010         No           Yes  \n",
       " \n",
       " [3011 rows x 23 columns],\n",
       "               Date      Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 132890  2008-12-01  AliceSprings     19.6      37.6       0.0         11.2   \n",
       " 132891  2008-12-02  AliceSprings     21.0      39.1       1.2          9.0   \n",
       " 132892  2008-12-03  AliceSprings     22.9      40.9       0.0         11.6   \n",
       " 132893  2008-12-04  AliceSprings     24.7      40.5       0.0         16.0   \n",
       " 132894  2008-12-05  AliceSprings     23.4      32.4       0.2         12.2   \n",
       " ...            ...           ...      ...       ...       ...          ...   \n",
       " 135916  2017-06-20  AliceSprings      0.7      21.3       0.0          NaN   \n",
       " 135917  2017-06-21  AliceSprings      1.6      23.1       0.0          NaN   \n",
       " 135918  2017-06-22  AliceSprings      2.9      25.6       0.0          NaN   \n",
       " 135919  2017-06-23  AliceSprings      4.1      27.8       0.0          NaN   \n",
       " 135920  2017-06-24  AliceSprings      5.0      27.9       0.0          NaN   \n",
       " \n",
       "         Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 132890       9.8         WNW           87.0        NNE  ...        17.0   \n",
       " 132891      12.2         NNW           41.0        NNW  ...        18.0   \n",
       " 132892      12.6         NNW           48.0        ENE  ...        17.0   \n",
       " 132893       7.8         WNW           72.0        SSW  ...        29.0   \n",
       " 132894       4.1         SSW           46.0          S  ...        58.0   \n",
       " ...          ...         ...            ...        ...  ...         ...   \n",
       " 135916       NaN           E           31.0        WNW  ...        54.0   \n",
       " 135917       NaN         ESE           30.0        NaN  ...        50.0   \n",
       " 135918       NaN           E           26.0        NaN  ...        53.0   \n",
       " 135919       NaN           N           19.0         NE  ...        45.0   \n",
       " 135920       NaN         SSE           20.0        NaN  ...        35.0   \n",
       " \n",
       "         Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 132890         16.0       1010.5       1005.8       0.0       3.0     30.4   \n",
       " 132891         13.0       1009.3       1004.6       2.0       5.0     32.5   \n",
       " 132892         11.0       1006.3       1003.4       0.0       3.0     35.0   \n",
       " 132893         24.0       1008.7       1006.9       3.0       6.0     32.3   \n",
       " 132894         43.0       1014.0       1010.7       7.0       6.0     26.8   \n",
       " ...             ...          ...          ...       ...       ...      ...   \n",
       " 135916         25.0       1024.6       1020.9       NaN       NaN      9.2   \n",
       " 135917         26.0       1024.9       1020.5       NaN       NaN     11.3   \n",
       " 135918         23.0       1023.9       1019.4       NaN       NaN     11.6   \n",
       " 135919         18.0       1021.4       1017.3       NaN       NaN     15.1   \n",
       " 135920         16.0       1019.2       1016.4       NaN       NaN     15.4   \n",
       " \n",
       "         Temp3pm  RainToday  RainTomorrow  \n",
       " 132890     37.2         No           Yes  \n",
       " 132891     38.2        Yes            No  \n",
       " 132892     40.4         No            No  \n",
       " 132893     36.5         No            No  \n",
       " 132894     31.1         No           Yes  \n",
       " ...         ...        ...           ...  \n",
       " 135916     20.7         No            No  \n",
       " 135917     22.8         No            No  \n",
       " 135918     25.1         No            No  \n",
       " 135919     27.2         No            No  \n",
       " 135920     27.1         No            No  \n",
       " \n",
       " [3031 rows x 23 columns],\n",
       "             Date       Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 3011  2009-01-01  BadgerysCreek     13.3      34.2       0.0          NaN   \n",
       " 3012  2009-01-02  BadgerysCreek     14.7      26.1       0.0          NaN   \n",
       " 3013  2009-01-03  BadgerysCreek     13.6      22.3       0.0          NaN   \n",
       " 3014  2009-01-04  BadgerysCreek     17.7      31.2       0.0          NaN   \n",
       " 3015  2009-01-05  BadgerysCreek     15.5      38.8       0.0          NaN   \n",
       " ...          ...            ...      ...       ...       ...          ...   \n",
       " 5934  2017-06-21  BadgerysCreek      4.1      19.0       0.2          NaN   \n",
       " 5935  2017-06-22  BadgerysCreek      6.8      18.3       0.0          NaN   \n",
       " 5936  2017-06-23  BadgerysCreek      3.8      16.8       0.2          NaN   \n",
       " 5937  2017-06-24  BadgerysCreek      2.7      18.8       0.0          NaN   \n",
       " 5938  2017-06-25  BadgerysCreek      0.8      18.6       0.2          NaN   \n",
       " \n",
       "       Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 3011       NaN           W           61.0        NNE  ...        67.0   \n",
       " 3012       NaN          SE           46.0         SE  ...        59.0   \n",
       " 3013       NaN         NNE           30.0        ESE  ...        57.0   \n",
       " 3014       NaN          NE           39.0        NNE  ...        62.0   \n",
       " 3015       NaN          SW           50.0        NNE  ...        67.0   \n",
       " ...        ...         ...            ...        ...  ...         ...   \n",
       " 5934       NaN         SSE           26.0         SW  ...        99.0   \n",
       " 5935       NaN          SW           17.0         SW  ...        92.0   \n",
       " 5936       NaN          SW           17.0        NaN  ...       100.0   \n",
       " 5937       NaN         SSW           24.0         NW  ...        96.0   \n",
       " 5938       NaN         WSW           31.0        NaN  ...        99.0   \n",
       " \n",
       "       Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 3011          NaN       1005.6          NaN       NaN       NaN     21.0   \n",
       " 3012         54.0       1012.9       1013.5       NaN       NaN     20.7   \n",
       " 3013         51.0       1021.9       1019.2       NaN       NaN     17.9   \n",
       " 3014         43.0       1018.7       1013.6       NaN       NaN     22.0   \n",
       " 3015         19.0       1013.2       1007.6       NaN       NaN     22.7   \n",
       " ...           ...          ...          ...       ...       ...      ...   \n",
       " 5934         61.0       1026.5       1025.7       NaN       NaN      8.5   \n",
       " 5935         55.0       1028.8       1024.6       NaN       NaN     10.7   \n",
       " 5936         64.0       1021.0       1015.1       NaN       NaN      6.8   \n",
       " 5937         40.0       1017.7       1015.4       NaN       NaN      8.6   \n",
       " 5938         40.0       1018.8       1015.5       NaN       NaN      6.9   \n",
       " \n",
       "       Temp3pm  RainToday  RainTomorrow  \n",
       " 3011      NaN         No            No  \n",
       " 3012     22.2         No            No  \n",
       " 3013     21.7         No            No  \n",
       " 3014     30.6         No            No  \n",
       " 3015     37.6         No            No  \n",
       " ...       ...        ...           ...  \n",
       " 5934     16.4         No            No  \n",
       " 5935     17.9         No            No  \n",
       " 5936     16.0         No            No  \n",
       " 5937     18.5         No            No  \n",
       " 5938     17.8         No            No  \n",
       " \n",
       " [2928 rows x 23 columns],\n",
       "              Date  Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 53674  2008-12-01  Ballarat      5.8      17.6       3.2          NaN   \n",
       " 53675  2008-12-02  Ballarat      4.3      19.5       0.4          NaN   \n",
       " 53676  2008-12-03  Ballarat      9.5      18.8       0.6          NaN   \n",
       " 53677  2008-12-04  Ballarat      6.7      21.8       0.2          NaN   \n",
       " 53678  2008-12-05  Ballarat     13.3      25.6       1.2          NaN   \n",
       " ...           ...       ...      ...       ...       ...          ...   \n",
       " 56697  2017-06-21  Ballarat      4.9      11.2       0.4          NaN   \n",
       " 56698  2017-06-22  Ballarat      3.9      10.6       0.2          NaN   \n",
       " 56699  2017-06-23  Ballarat      4.8       9.0       0.0          NaN   \n",
       " 56700  2017-06-24  Ballarat      4.0       8.5       1.4          NaN   \n",
       " 56701  2017-06-25  Ballarat      2.4      10.6       0.2          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 53674       NaN           W           52.0          W  ...        71.0   \n",
       " 53675       NaN         WNW           44.0        WNW  ...        66.0   \n",
       " 53676       NaN           W           43.0        WSW  ...        82.0   \n",
       " 53677       NaN         NNE           39.0        ENE  ...        60.0   \n",
       " 53678       NaN          NW           61.0        NNW  ...        74.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 56697       NaN         SSE           26.0        SSW  ...       100.0   \n",
       " 56698       NaN           N           30.0        NNE  ...        98.0   \n",
       " 56699       NaN           N           46.0          N  ...       100.0   \n",
       " 56700       NaN         SSW           30.0        WSW  ...       100.0   \n",
       " 56701       NaN         WNW           39.0          N  ...       100.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 53674         37.0       1008.2       1007.5       6.0       NaN     10.4   \n",
       " 53675         47.0       1009.3       1007.3       6.0       8.0     12.5   \n",
       " 53676         42.0       1009.5       1011.5       4.0       8.0     11.2   \n",
       " 53677         33.0       1016.2       1012.6       4.0       NaN     14.4   \n",
       " 53678         40.0       1006.6       1005.5       6.0       1.0     18.3   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 56697         96.0       1029.3       1028.4       8.0       8.0      7.9   \n",
       " 56698         91.0       1028.3       1025.3       8.0       8.0      7.5   \n",
       " 56699         98.0       1019.3       1014.8       8.0       8.0      5.1   \n",
       " 56700         71.0       1019.3       1017.8       3.0       8.0      4.9   \n",
       " 56701         84.0       1017.5       1015.8       6.0       8.0      5.1   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 53674     15.7        Yes            No  \n",
       " 53675     17.6         No            No  \n",
       " 53676     16.5         No            No  \n",
       " 53677     20.6         No           Yes  \n",
       " 53678     24.3        Yes            No  \n",
       " ...        ...        ...           ...  \n",
       " 56697     10.2         No            No  \n",
       " 56698     10.0         No            No  \n",
       " 56699      8.6         No           Yes  \n",
       " 56700      7.4        Yes            No  \n",
       " 56701      9.9         No           Yes  \n",
       " \n",
       " [3028 rows x 23 columns],\n",
       "              Date Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 56702  2008-12-01  Bendigo      9.1      21.7       0.0          7.4   \n",
       " 56703  2008-12-02  Bendigo      6.2      23.0       0.0          8.8   \n",
       " 56704  2008-12-03  Bendigo     10.8      23.7       0.0          6.2   \n",
       " 56705  2008-12-04  Bendigo      8.2      24.6       0.0          5.8   \n",
       " 56706  2008-12-05  Bendigo     15.1      30.3       0.2          5.8   \n",
       " ...           ...      ...      ...       ...       ...          ...   \n",
       " 59731  2017-06-21  Bendigo      0.1      14.4       0.0          NaN   \n",
       " 59732  2017-06-22  Bendigo      5.1      12.8       0.2          NaN   \n",
       " 59733  2017-06-23  Bendigo     -0.2      12.1       0.0          NaN   \n",
       " 59734  2017-06-24  Bendigo      1.4      11.9       0.0          NaN   \n",
       " 59735  2017-06-25  Bendigo      4.7      13.1       0.0          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 56702       NaN           W           44.0        WNW  ...        47.0   \n",
       " 56703       NaN           W           48.0        WNW  ...        49.0   \n",
       " 56704       NaN         WSW           44.0         SW  ...        49.0   \n",
       " 56705       NaN         NNE           41.0         SE  ...        50.0   \n",
       " 56706       NaN          NW           54.0         NW  ...        68.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 59731       NaN           S           15.0         SE  ...        99.0   \n",
       " 59732       NaN           N           19.0        SSE  ...        84.0   \n",
       " 59733       NaN           N           20.0        ESE  ...        99.0   \n",
       " 59734       NaN          SW           28.0         SW  ...        93.0   \n",
       " 59735       NaN         WNW           33.0        NNW  ...        75.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 56702         23.0       1009.1       1007.5       2.0       5.0     14.0   \n",
       " 56703         29.0       1010.4       1007.8       1.0       5.0     15.2   \n",
       " 56704         23.0       1009.4       1010.7       5.0       3.0     17.1   \n",
       " 56705         22.0       1017.0       1012.5       2.0       8.0     16.1   \n",
       " 56706         29.0       1008.0       1005.0       7.0       1.0     21.3   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 59731         75.0       1028.9       1027.4       NaN       8.0      5.2   \n",
       " 59732         59.0       1028.5       1025.5       8.0       8.0      8.6   \n",
       " 59733         80.0       1020.4       1015.7       7.0       1.0      2.9   \n",
       " 59734         50.0       1019.0       1017.7       7.0       7.0      7.5   \n",
       " 59735         65.0       1018.5       1016.4       8.0       8.0      7.6   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 56702     19.4         No            No  \n",
       " 56703     21.2         No            No  \n",
       " 56704     21.8         No            No  \n",
       " 56705     23.6         No            No  \n",
       " 56706     29.2         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 59731     12.9         No            No  \n",
       " 59732     12.6         No            No  \n",
       " 59733     10.4         No            No  \n",
       " 59734     10.0         No            No  \n",
       " 59735     12.1         No            No  \n",
       " \n",
       " [3034 rows x 23 columns],\n",
       "              Date  Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 81694  2008-07-01  Brisbane     10.3      25.2       0.0          1.4   \n",
       " 81695  2008-07-02  Brisbane      8.1      22.9       0.0          2.0   \n",
       " 81696  2008-07-03  Brisbane      9.7      22.4       0.0          5.8   \n",
       " 81697  2008-07-04  Brisbane     11.8      20.0       0.8          1.8   \n",
       " 81698  2008-07-05  Brisbane     12.3      16.7       0.0          2.0   \n",
       " ...           ...       ...      ...       ...       ...          ...   \n",
       " 84850  2017-06-21  Brisbane     12.2      23.4       0.0          4.0   \n",
       " 84851  2017-06-22  Brisbane     13.7      22.7       0.0          3.4   \n",
       " 84852  2017-06-23  Brisbane     10.3      23.7       0.0          3.2   \n",
       " 84853  2017-06-24  Brisbane     10.4      24.5       0.0          3.4   \n",
       " 84854  2017-06-25  Brisbane     11.0      24.2       0.0          2.2   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 81694       9.5         WNW           26.0        SSW  ...        81.0   \n",
       " 81695       9.8           W           30.0          W  ...        41.0   \n",
       " 81696       9.4           E           22.0         SW  ...        55.0   \n",
       " 81697       1.1          SW           24.0         SW  ...        76.0   \n",
       " 81698       0.3           S           37.0          S  ...        81.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 84850       9.2         WSW           20.0         SW  ...        61.0   \n",
       " 84851       7.2          SE           20.0         SW  ...        62.0   \n",
       " 84852       9.4           W           24.0         SW  ...        71.0   \n",
       " 84853       8.9           S           17.0          S  ...        75.0   \n",
       " 84854       9.8         ENE           20.0        SSW  ...        68.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 81694         37.0       1019.6       1014.8       0.0       1.0     14.9   \n",
       " 81695         30.0       1018.8       1015.0       0.0       0.0     16.2   \n",
       " 81696         52.0       1021.4       1019.1       1.0       4.0     15.4   \n",
       " 81697         53.0       1023.5       1021.7       7.0       7.0     14.1   \n",
       " 81698         89.0       1027.3       1026.2       7.0       8.0     16.1   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 84850         44.0       1023.4       1021.3       1.0       4.0     17.2   \n",
       " 84851         55.0       1026.0       1022.4       2.0       3.0     17.8   \n",
       " 84852         37.0       1023.3       1018.4       1.0       3.0     15.2   \n",
       " 84853         33.0       1018.6       1015.4       7.0       5.0     14.3   \n",
       " 84854         53.0       1020.5       1017.3       6.0       3.0     15.9   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 81694     24.6         No            No  \n",
       " 81695     22.4         No            No  \n",
       " 81696     21.3         No            No  \n",
       " 81697     19.6         No            No  \n",
       " 81698     15.0         No           Yes  \n",
       " ...        ...        ...           ...  \n",
       " 84850     23.3         No            No  \n",
       " 84851     20.5         No            No  \n",
       " 84852     23.1         No            No  \n",
       " 84853     24.0         No            No  \n",
       " 84854     22.6         No            No  \n",
       " \n",
       " [3161 rows x 23 columns],\n",
       "              Date Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 84855  2008-12-01   Cairns     25.2      32.3       0.4          4.0   \n",
       " 84856  2008-12-02   Cairns     24.2      32.3       8.4          6.6   \n",
       " 84857  2008-12-03   Cairns     23.9      32.8       0.6          5.6   \n",
       " 84858  2008-12-04   Cairns     22.2      33.6       0.0          9.6   \n",
       " 84859  2008-12-05   Cairns     23.2      33.5       0.0         11.6   \n",
       " ...           ...      ...      ...       ...       ...          ...   \n",
       " 87838  2017-06-21   Cairns     19.9      26.1       0.4          NaN   \n",
       " 87839  2017-06-22   Cairns     19.7      27.4       0.2          NaN   \n",
       " 87840  2017-06-23   Cairns     19.7      27.3       1.0          NaN   \n",
       " 87841  2017-06-24   Cairns     19.3      25.6       1.2          NaN   \n",
       " 87842  2017-06-25   Cairns     19.1      27.3       5.2          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 84855       6.4          NE           31.0          E  ...        62.0   \n",
       " 84856       5.3          NE           35.0          S  ...        75.0   \n",
       " 84857      11.3         SSE           31.0        SSE  ...        69.0   \n",
       " 84858      12.3          SE           39.0        SSE  ...        60.0   \n",
       " 84859      11.8          SE           43.0        SSE  ...        64.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 87838       NaN          SE           48.0          S  ...        93.0   \n",
       " 87839       NaN          SE           46.0        SSE  ...        62.0   \n",
       " 87840       NaN          SE           39.0          S  ...        81.0   \n",
       " 87841       NaN           E           41.0          S  ...        85.0   \n",
       " 87842       NaN          SE           41.0        SSE  ...        80.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 84855         66.0       1011.3       1008.1       5.0       7.0     31.2   \n",
       " 84856         62.0       1011.9       1008.0       7.0       7.0     29.0   \n",
       " 84857         42.0       1012.2       1009.9       7.0       5.0     29.1   \n",
       " 84858         31.0       1013.3       1010.9       2.0       1.0     29.6   \n",
       " 84859         56.0       1013.8       1011.0       4.0       2.0     29.7   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 87838         78.0       1019.3       1016.3       8.0       8.0     20.8   \n",
       " 87839         61.0       1020.0       1016.7       NaN       8.0     23.0   \n",
       " 87840         55.0       1018.9       1015.3       8.0       8.0     21.2   \n",
       " 87841         81.0       1016.2       1014.6       5.0       8.0     21.5   \n",
       " 87842         64.0       1017.0       1014.5       4.0       2.0     21.8   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 84855     30.7         No           Yes  \n",
       " 84856     31.1        Yes            No  \n",
       " 84857     31.6         No            No  \n",
       " 84858     32.5         No            No  \n",
       " 84859     32.2         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 87838     23.4         No            No  \n",
       " 87839     25.2         No            No  \n",
       " 87840     25.7         No           Yes  \n",
       " 87841     22.1        Yes           Yes  \n",
       " 87842     25.4        Yes            No  \n",
       " \n",
       " [2988 rows x 23 columns],\n",
       "              Date  Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 44351  2007-11-01  Canberra      8.0      24.3       0.0          3.4   \n",
       " 44352  2007-11-02  Canberra     14.0      26.9       3.6          4.4   \n",
       " 44353  2007-11-03  Canberra     13.7      23.4       3.6          5.8   \n",
       " 44354  2007-11-04  Canberra     13.3      15.5      39.8          7.2   \n",
       " 44355  2007-11-05  Canberra      7.6      16.1       2.8          5.6   \n",
       " ...           ...       ...      ...       ...       ...          ...   \n",
       " 47764  2017-06-21  Canberra     -2.4      14.7       0.2          NaN   \n",
       " 47765  2017-06-22  Canberra     -0.4      13.9       0.0          NaN   \n",
       " 47766  2017-06-23  Canberra     -2.9      13.3       0.4          NaN   \n",
       " 47767  2017-06-24  Canberra      0.1      14.4       0.0          NaN   \n",
       " 47768  2017-06-25  Canberra     -4.3      14.5       0.0          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 44351       6.3          NW           30.0         SW  ...        68.0   \n",
       " 44352       9.7         ENE           39.0          E  ...        80.0   \n",
       " 44353       3.3          NW           85.0          N  ...        82.0   \n",
       " 44354       9.1          NW           54.0        WNW  ...        62.0   \n",
       " 44355      10.6         SSE           50.0        SSE  ...        68.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 47764       NaN         WSW           15.0          S  ...        99.0   \n",
       " 47765       NaN          NW           37.0        NNW  ...        99.0   \n",
       " 47766       NaN         NNW           35.0          N  ...        99.0   \n",
       " 47767       NaN          NW           48.0          N  ...        68.0   \n",
       " 47768       NaN         WNW           54.0         SE  ...        81.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 44351         29.0       1019.7       1015.0       7.0       7.0     14.4   \n",
       " 44352         36.0       1012.4       1008.4       5.0       3.0     17.5   \n",
       " 44353         69.0       1009.5       1007.2       8.0       7.0     15.4   \n",
       " 44354         56.0       1005.5       1007.0       2.0       7.0     13.5   \n",
       " 44355         49.0       1018.3       1018.5       7.0       7.0     11.1   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 47764         50.0       1029.2       1026.5       2.0       NaN      0.1   \n",
       " 47765         56.0       1029.9       1025.6       7.0       NaN      4.0   \n",
       " 47766         54.0       1022.2       1016.6       8.0       NaN      0.1   \n",
       " 47767         45.0       1017.5       1016.2       NaN       NaN      9.1   \n",
       " 47768         49.0       1018.9       1016.5       NaN       NaN      2.3   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 44351     23.6         No           Yes  \n",
       " 44352     25.7        Yes           Yes  \n",
       " 44353     20.2        Yes           Yes  \n",
       " 44354     14.1        Yes           Yes  \n",
       " 44355     15.4        Yes            No  \n",
       " ...        ...        ...           ...  \n",
       " 47764     14.5         No            No  \n",
       " 47765     13.3         No            No  \n",
       " 47766     12.4         No            No  \n",
       " 47767     13.0         No            No  \n",
       " 47768     12.0         No            No  \n",
       " \n",
       " [3418 rows x 23 columns],\n",
       "             Date Location  TempLow  TempHigh  Rainfall  Evaporation  Sunshine  \\\n",
       " 5939  2009-01-01    Cobar     17.9      35.2       0.0         12.0      12.3   \n",
       " 5940  2009-01-02    Cobar     18.4      28.9       0.0         14.8      13.0   \n",
       " 5941  2009-01-03    Cobar     15.5      34.1       0.0         12.6      13.3   \n",
       " 5942  2009-01-04    Cobar     19.4      37.6       0.0         10.8      10.6   \n",
       " 5943  2009-01-05    Cobar     21.9      38.4       0.0         11.4      12.2   \n",
       " ...          ...      ...      ...       ...       ...          ...       ...   \n",
       " 8922  2017-06-21    Cobar      5.8      19.1       0.0          NaN       NaN   \n",
       " 8923  2017-06-22    Cobar      2.8      19.2       0.0          NaN       NaN   \n",
       " 8924  2017-06-23    Cobar      6.9      20.0       0.0          NaN       NaN   \n",
       " 8925  2017-06-24    Cobar      8.3      16.2       0.0          NaN       NaN   \n",
       " 8926  2017-06-25    Cobar      9.1      22.0       0.0          NaN       NaN   \n",
       " \n",
       "      WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  Humidity3pm  \\\n",
       " 5939         SSW           48.0        ENE  ...        20.0         13.0   \n",
       " 5940           S           37.0        SSE  ...        30.0          8.0   \n",
       " 5941          SE           30.0        NaN  ...         NaN          7.0   \n",
       " 5942         NNE           46.0        NNE  ...        42.0         22.0   \n",
       " 5943         WNW           31.0        WNW  ...        37.0         22.0   \n",
       " ...          ...            ...        ...  ...         ...          ...   \n",
       " 8922          SE           24.0         SE  ...        71.0         34.0   \n",
       " 8923          NE           20.0          E  ...        72.0         29.0   \n",
       " 8924           W           33.0          N  ...        59.0         29.0   \n",
       " 8925         WSW           20.0          W  ...        47.0         49.0   \n",
       " 8926           W           28.0         NE  ...        62.0         33.0   \n",
       " \n",
       "       Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  Temp3pm  \\\n",
       " 5939       1006.3       1004.4       2.0       5.0     26.6     33.4   \n",
       " 5940       1012.9       1012.1       1.0       1.0     20.3     27.0   \n",
       " 5941          NaN       1011.6       NaN       1.0      NaN     32.7   \n",
       " 5942       1012.3       1009.2       1.0       6.0     28.7     34.9   \n",
       " 5943       1012.7       1009.1       1.0       5.0     29.1     35.6   \n",
       " ...           ...          ...       ...       ...      ...      ...   \n",
       " 8922       1027.6       1025.3       NaN       NaN     11.2     19.1   \n",
       " 8923       1027.2       1024.1       NaN       2.0      9.6     18.8   \n",
       " 8924       1022.2       1019.0       6.0       8.0     11.1     18.6   \n",
       " 8925       1020.2       1018.5       NaN       7.0     14.2     14.5   \n",
       " 8926       1020.2       1017.4       1.0       3.0     13.0     20.8   \n",
       " \n",
       "       RainToday  RainTomorrow  \n",
       " 5939         No            No  \n",
       " 5940         No            No  \n",
       " 5941         No            No  \n",
       " 5942         No            No  \n",
       " 5943         No            No  \n",
       " ...         ...           ...  \n",
       " 8922         No            No  \n",
       " 8923         No            No  \n",
       " 8924         No            No  \n",
       " 8925         No            No  \n",
       " 8926         No            No  \n",
       " \n",
       " [2988 rows x 23 columns],\n",
       "              Date      Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 8927   2009-01-01  CoffsHarbour     16.1      31.4       0.0          7.4   \n",
       " 8928   2009-01-02  CoffsHarbour     22.8      24.7       0.0          8.0   \n",
       " 8929   2009-01-03  CoffsHarbour     20.0      24.1       4.6          3.4   \n",
       " 8930   2009-01-04  CoffsHarbour     14.8      25.0       0.8          3.0   \n",
       " 8931   2009-01-05  CoffsHarbour     15.5      27.3       0.0          6.6   \n",
       " ...           ...           ...      ...       ...       ...          ...   \n",
       " 11875  2017-06-21  CoffsHarbour     14.5      21.4       0.0          NaN   \n",
       " 11876  2017-06-22  CoffsHarbour     14.1      21.4       0.0          NaN   \n",
       " 11877  2017-06-23  CoffsHarbour      8.3      20.0       0.0          NaN   \n",
       " 11878  2017-06-24  CoffsHarbour     10.9      20.6       0.0          NaN   \n",
       " 11879  2017-06-25  CoffsHarbour      8.5      19.3       0.0          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 8927       11.4         NNE           54.0          N  ...        51.0   \n",
       " 8928        0.2         SSW           56.0        SSW  ...        68.0   \n",
       " 8929        0.2          SE           35.0         SE  ...        70.0   \n",
       " 8930       12.6           E           24.0        SSE  ...        62.0   \n",
       " 8931       13.1          NE           41.0         NW  ...        54.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 11875       NaN           S           39.0        WSW  ...        67.0   \n",
       " 11876       NaN           S           30.0        WSW  ...        59.0   \n",
       " 11877       NaN         SSE           20.0        NNW  ...        80.0   \n",
       " 11878       NaN          SW           26.0         SW  ...        59.0   \n",
       " 11879       NaN          NW           17.0        WSW  ...        83.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 8927          58.0       1005.9       1002.3       1.0       5.0     26.5   \n",
       " 8928          67.0       1010.9       1011.4       7.0       7.0     23.4   \n",
       " 8929          59.0       1019.3       1018.8       8.0       7.0     21.7   \n",
       " 8930          45.0       1019.5       1017.0       5.0       2.0     22.5   \n",
       " 8931          62.0       1015.7       1012.7       1.0       6.0     24.6   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 11875         59.0       1023.8       1022.6       NaN       7.0     17.6   \n",
       " 11876         58.0       1026.3       1023.4       1.0       NaN     18.5   \n",
       " 11877         62.0       1022.7       1017.6       NaN       NaN     15.1   \n",
       " 11878         51.0       1017.8       1015.7       7.0       1.0     16.4   \n",
       " 11879         61.0       1020.2       1017.0       7.0       8.0     13.3   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 8927      28.4         No            No  \n",
       " 8928      24.4         No           Yes  \n",
       " 8929      23.7        Yes            No  \n",
       " 8930      24.8         No            No  \n",
       " 8931      26.1         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 11875     20.2         No            No  \n",
       " 11876     20.4         No            No  \n",
       " 11877     19.5         No            No  \n",
       " 11878     20.0         No            No  \n",
       " 11879     18.2         No            No  \n",
       " \n",
       " [2953 rows x 23 columns],\n",
       "              Date  Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 78751  2009-03-05  Dartmoor      NaN      21.7       NaN          3.0   \n",
       " 78752  2009-03-06  Dartmoor      8.2      17.6       0.8          3.0   \n",
       " 78753  2009-03-07  Dartmoor     10.1      19.9       0.8          1.2   \n",
       " 78754  2009-03-08  Dartmoor      8.8      20.5       0.2          3.6   \n",
       " 78755  2009-03-09  Dartmoor      8.0      23.9       0.0          4.0   \n",
       " ...           ...       ...      ...       ...       ...          ...   \n",
       " 81689  2017-06-21  Dartmoor      8.9      13.1       0.8          NaN   \n",
       " 81690  2017-06-22  Dartmoor      7.5      15.1       0.0          NaN   \n",
       " 81691  2017-06-23  Dartmoor      5.6      14.2       0.0          NaN   \n",
       " 81692  2017-06-24  Dartmoor      6.2      11.8       3.0          NaN   \n",
       " 81693  2017-06-25  Dartmoor      5.9      13.4       0.2          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 78751       7.8          SW           48.0        NaN  ...         NaN   \n",
       " 78752       0.0           W           26.0        NaN  ...        86.0   \n",
       " 78753       5.8         SSW           41.0        WNW  ...        98.0   \n",
       " 78754       7.4          SE           41.0         SE  ...        68.0   \n",
       " 78755      11.2         SSE           39.0         SE  ...        82.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 81689       NaN         SSE           26.0         SW  ...        99.0   \n",
       " 81690       NaN          NW           26.0        ENE  ...        97.0   \n",
       " 81691       NaN         NNW           26.0          N  ...        86.0   \n",
       " 81692       NaN           W           20.0         NW  ...        96.0   \n",
       " 81693       NaN          NW           31.0        NNW  ...        98.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 78751          NaN          NaN          NaN       NaN       NaN      NaN   \n",
       " 78752         68.0       1018.2       1016.7       NaN       NaN     12.7   \n",
       " 78753         52.0       1017.8       1018.1       NaN       NaN     12.8   \n",
       " 78754         54.0       1021.9       1020.9       NaN       NaN     14.1   \n",
       " 78755         47.0       1021.7       1019.1       NaN       NaN     13.0   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 81689         89.0       1029.0       1028.3       NaN       NaN     10.2   \n",
       " 81690         72.0       1026.8       1022.9       NaN       NaN      8.9   \n",
       " 81691         87.0       1016.7       1014.2       NaN       NaN      7.3   \n",
       " 81692         70.0       1019.8       1017.8       NaN       NaN      6.9   \n",
       " 81693         89.0       1016.4       1015.6       NaN       NaN      8.6   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 78751      NaN        NaN            No  \n",
       " 78752     16.7         No            No  \n",
       " 78753     18.0         No            No  \n",
       " 78754     19.8         No            No  \n",
       " 78755     23.0         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 81689     11.3         No            No  \n",
       " 81690     14.8         No            No  \n",
       " 81691     12.6         No           Yes  \n",
       " 81692     10.9        Yes            No  \n",
       " 81693     12.3         No           Yes  \n",
       " \n",
       " [2943 rows x 23 columns],\n",
       "               Date Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 135921  2008-07-01   Darwin     20.0      33.1       0.0          4.4   \n",
       " 135922  2008-07-02   Darwin     19.4      32.4       0.0          6.0   \n",
       " 135923  2008-07-03   Darwin     18.2      31.8       0.0          8.0   \n",
       " 135924  2008-07-04   Darwin     17.3      30.7       0.0          7.0   \n",
       " 135925  2008-07-05   Darwin     15.5      30.8       0.0          7.0   \n",
       " ...            ...      ...      ...       ...       ...          ...   \n",
       " 139108  2017-06-20   Darwin     19.3      33.4       0.0          6.0   \n",
       " 139109  2017-06-21   Darwin     21.2      32.6       0.0          7.6   \n",
       " 139110  2017-06-22   Darwin     20.7      32.8       0.0          5.6   \n",
       " 139111  2017-06-23   Darwin     19.5      31.8       0.0          6.2   \n",
       " 139112  2017-06-24   Darwin     20.2      31.7       0.0          5.6   \n",
       " \n",
       "         Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 135921      11.0           E           41.0        ENE  ...        81.0   \n",
       " 135922      10.4         ENE           50.0         SE  ...        81.0   \n",
       " 135923      11.0           E           46.0        ESE  ...        38.0   \n",
       " 135924      10.4           E           44.0         SE  ...        55.0   \n",
       " 135925      10.8         ESE           46.0          E  ...        37.0   \n",
       " ...          ...         ...            ...        ...  ...         ...   \n",
       " 139108      11.0         ENE           35.0         SE  ...        63.0   \n",
       " 139109       8.6           E           37.0         SE  ...        56.0   \n",
       " 139110      11.0           E           33.0          E  ...        46.0   \n",
       " 139111      10.6         ESE           26.0         SE  ...        62.0   \n",
       " 139112      10.7         ENE           30.0        ENE  ...        73.0   \n",
       " \n",
       "         Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 135921         32.0       1016.0       1012.1       1.0       2.0     25.4   \n",
       " 135922         17.0       1016.8       1012.4       1.0       1.0     24.3   \n",
       " 135923         24.0       1017.2       1013.0       0.0       1.0     24.3   \n",
       " 135924         16.0       1017.3       1013.6       2.0       6.0     21.3   \n",
       " 135925         16.0       1016.3       1012.6       1.0       1.0     22.2   \n",
       " ...             ...          ...          ...       ...       ...      ...   \n",
       " 139108         32.0       1013.9       1010.5       0.0       1.0     24.5   \n",
       " 139109         28.0       1014.6       1011.2       7.0       0.0     24.8   \n",
       " 139110         23.0       1015.3       1011.8       0.0       0.0     24.8   \n",
       " 139111         58.0       1014.9       1010.7       1.0       1.0     24.8   \n",
       " 139112         32.0       1013.9       1009.7       6.0       5.0     25.4   \n",
       " \n",
       "         Temp3pm  RainToday  RainTomorrow  \n",
       " 135921     32.3         No            No  \n",
       " 135922     31.9         No            No  \n",
       " 135923     31.2         No            No  \n",
       " 135924     29.8         No            No  \n",
       " 135925     29.6         No            No  \n",
       " ...         ...        ...           ...  \n",
       " 139108     32.3         No            No  \n",
       " 139109     32.0         No            No  \n",
       " 139110     32.1         No            No  \n",
       " 139111     29.2         No            No  \n",
       " 139112     31.0         No            No  \n",
       " \n",
       " [3192 rows x 23 columns],\n",
       "              Date   Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 87843  2008-12-01  GoldCoast     17.0      30.4       0.0          NaN   \n",
       " 87844  2008-12-02  GoldCoast     19.0      29.7       0.0          NaN   \n",
       " 87845  2008-12-03  GoldCoast     21.3      28.6       0.0          NaN   \n",
       " 87846  2008-12-04  GoldCoast     20.9      28.7       0.8          NaN   \n",
       " 87847  2008-12-05  GoldCoast     19.7      29.5       0.2          NaN   \n",
       " ...           ...        ...      ...       ...       ...          ...   \n",
       " 90818  2017-06-21  GoldCoast     14.2      22.7       0.0          NaN   \n",
       " 90819  2017-06-22  GoldCoast     13.7      22.5       0.0          NaN   \n",
       " 90820  2017-06-23  GoldCoast     13.0      22.7       0.0          NaN   \n",
       " 90821  2017-06-24  GoldCoast     11.8      24.3       0.0          NaN   \n",
       " 90822  2017-06-25  GoldCoast     12.9      22.4       0.0          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 87843       NaN         NNW           31.0        NNW  ...        52.0   \n",
       " 87844       NaN         NNE           37.0        NNW  ...        55.0   \n",
       " 87845       NaN         NNE           52.0          N  ...        61.0   \n",
       " 87846       NaN          SE           52.0        ENE  ...        65.0   \n",
       " 87847       NaN          NW           43.0          E  ...        67.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 90818       NaN         SSE           35.0        SSW  ...        66.0   \n",
       " 90819       NaN         SSE           39.0        SSW  ...        66.0   \n",
       " 90820       NaN         NNE           24.0         SW  ...        66.0   \n",
       " 90821       NaN          SE           31.0        WNW  ...        65.0   \n",
       " 90822       NaN         NNE           26.0          W  ...        66.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 87843         61.0       1013.5       1010.7       NaN       NaN     26.2   \n",
       " 87844         70.0       1013.1       1010.2       NaN       NaN     27.8   \n",
       " 87845         74.0       1013.4       1009.8       NaN       NaN     27.8   \n",
       " 87846         75.0       1014.7       1014.5       NaN       NaN     27.5   \n",
       " 87847         83.0       1017.5       1015.2       NaN       NaN     26.0   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 90818         69.0       1022.6       1021.2       NaN       NaN     19.0   \n",
       " 90819         51.0       1025.6       1022.7       NaN       NaN     18.3   \n",
       " 90820         49.0       1022.7       1018.1       NaN       NaN     18.2   \n",
       " 90821         52.0       1018.1       1015.4       NaN       NaN     17.1   \n",
       " 90822         64.0       1020.2       1017.3       NaN       NaN     18.2   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 87843     28.5         No            No  \n",
       " 87844     26.2         No            No  \n",
       " 87845     24.6         No            No  \n",
       " 87846     23.6         No            No  \n",
       " 87847     23.8         No           Yes  \n",
       " ...        ...        ...           ...  \n",
       " 90818     20.3         No            No  \n",
       " 90819     21.4         No            No  \n",
       " 90820     22.3         No            No  \n",
       " 90821     22.4         No            No  \n",
       " 90822     21.7         No            No  \n",
       " \n",
       " [2980 rows x 23 columns],\n",
       "               Date Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 126674  2008-07-01   Hobart      4.6      12.2       3.0          3.4   \n",
       " 126675  2008-07-02   Hobart      5.1      10.8      16.2          3.6   \n",
       " 126676  2008-07-03   Hobart      5.5      12.4       3.0          2.0   \n",
       " 126677  2008-07-04   Hobart      0.9      10.4       1.0          0.2   \n",
       " 126678  2008-07-05   Hobart      0.5      10.0       0.0          1.4   \n",
       " ...            ...      ...      ...       ...       ...          ...   \n",
       " 129857  2017-06-21   Hobart      7.4      12.1       2.6          3.4   \n",
       " 129858  2017-06-22   Hobart      0.6      10.2       0.0          0.6   \n",
       " 129859  2017-06-23   Hobart      2.6      15.1       0.0          1.2   \n",
       " 129860  2017-06-24   Hobart      3.2      10.9       2.2          2.8   \n",
       " 129861  2017-06-25   Hobart      5.7      12.6       0.0          2.2   \n",
       " \n",
       "         Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 126674       6.0         WSW           81.0        NNE  ...        72.0   \n",
       " 126675       3.2           W           83.0         NW  ...        78.0   \n",
       " 126676       4.3          SW          100.0        WNW  ...        55.0   \n",
       " 126677       8.3         NNW           28.0         NW  ...        76.0   \n",
       " 126678       8.1         NNW           28.0        NNW  ...        79.0   \n",
       " ...          ...         ...            ...        ...  ...         ...   \n",
       " 129857       4.6           W           59.0        SSW  ...        61.0   \n",
       " 129858       7.2          NW           44.0         NW  ...        84.0   \n",
       " 129859       5.4          NW           72.0          N  ...        67.0   \n",
       " 129860       5.4          NW           46.0         NW  ...        63.0   \n",
       " 129861       NaN          NW           50.0        NNW  ...        75.0   \n",
       " \n",
       "         Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 126674         42.0        988.3        992.3       6.0       5.0      6.5   \n",
       " 126675         60.0        991.7       1002.5       8.0       6.0      6.0   \n",
       " 126676         53.0       1008.7       1015.1       4.0       1.0     10.1   \n",
       " 126677         54.0       1028.9       1028.1       1.0       1.0      3.2   \n",
       " 126678         53.0       1028.2       1025.4       1.0       7.0      2.9   \n",
       " ...             ...          ...          ...       ...       ...      ...   \n",
       " 129857         42.0       1024.8       1026.4       6.0       3.0      8.0   \n",
       " 129858         48.0       1025.9       1020.7       2.0       7.0      2.6   \n",
       " 129859         64.0       1006.2        999.4       4.0       7.0      9.3   \n",
       " 129860         52.0       1010.2       1009.5       4.0       7.0      6.2   \n",
       " 129861         67.0       1003.8       1002.2       7.0       3.0      6.4   \n",
       " \n",
       "         Temp3pm  RainToday  RainTomorrow  \n",
       " 126674     12.1        Yes           Yes  \n",
       " 126675      8.5        Yes           Yes  \n",
       " 126676      9.3        Yes            No  \n",
       " 126677      9.6         No            No  \n",
       " 126678      9.7         No            No  \n",
       " ...         ...        ...           ...  \n",
       " 129857     10.9        Yes            No  \n",
       " 129858      9.5         No            No  \n",
       " 129859     11.3         No           Yes  \n",
       " 129860      9.5        Yes            No  \n",
       " 129861      9.9         No            No  \n",
       " \n",
       " [3188 rows x 23 columns],\n",
       "               Date   Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 139113  2013-03-01  Katherine     24.7      34.6       0.0          4.0   \n",
       " 139114  2013-03-02  Katherine     25.2      31.1       0.8          6.4   \n",
       " 139115  2013-03-03  Katherine     25.4      35.9       0.0          3.8   \n",
       " 139116  2013-03-04  Katherine     21.6      33.0      81.0          NaN   \n",
       " 139117  2013-03-05  Katherine     24.9       NaN       0.0          4.0   \n",
       " ...            ...        ...      ...       ...       ...          ...   \n",
       " 140667  2017-06-19  Katherine     12.4      32.0       0.0          6.4   \n",
       " 140668  2017-06-20  Katherine     15.0      32.0       0.0          9.6   \n",
       " 140669  2017-06-21  Katherine     15.4      31.5       0.0          3.6   \n",
       " 140670  2017-06-22  Katherine     12.2      31.5       0.0          4.0   \n",
       " 140671  2017-06-23  Katherine     14.9      31.5       0.0          6.4   \n",
       " \n",
       "         Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 139113       NaN         WNW           43.0         NW  ...        74.0   \n",
       " 139114       NaN         WNW           26.0        WNW  ...        88.0   \n",
       " 139115       NaN           S           48.0        WSW  ...        82.0   \n",
       " 139116       NaN           W           37.0         NW  ...        95.0   \n",
       " 139117       NaN          NW           30.0        WNW  ...        89.0   \n",
       " ...          ...         ...            ...        ...  ...         ...   \n",
       " 140667       NaN          SE           41.0         SE  ...        56.0   \n",
       " 140668       NaN           E           35.0         SE  ...        47.0   \n",
       " 140669       NaN         ESE           43.0        ESE  ...        70.0   \n",
       " 140670       NaN         ESE           37.0         SE  ...        45.0   \n",
       " 140671       NaN         ESE           41.0         SE  ...        74.0   \n",
       " \n",
       "         Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 139113         49.0       1008.5       1005.0       7.0       3.0     28.7   \n",
       " 139114         77.0       1008.6       1004.1       8.0       8.0     27.0   \n",
       " 139115         55.0       1004.1        999.6       6.0       6.0     29.2   \n",
       " 139116         64.0       1005.1       1002.0       8.0       5.0     25.1   \n",
       " 139117         61.0       1007.1       1003.8       7.0       3.0     26.9   \n",
       " ...             ...          ...          ...       ...       ...      ...   \n",
       " 140667          NaN       1016.6       1012.3       0.0       NaN     20.3   \n",
       " 140668          NaN       1015.9       1012.1       0.0       NaN     21.8   \n",
       " 140669          NaN       1016.6       1012.7       0.0       NaN     21.6   \n",
       " 140670          NaN       1017.1       1012.8       0.0       NaN     19.9   \n",
       " 140671          NaN       1016.1       1011.8       0.0       NaN     22.8   \n",
       " \n",
       "         Temp3pm  RainToday  RainTomorrow  \n",
       " 139113     34.1         No            No  \n",
       " 139114     29.0         No            No  \n",
       " 139115     35.1         No           Yes  \n",
       " 139116     31.2        Yes            No  \n",
       " 139117     33.6         No            No  \n",
       " ...         ...        ...           ...  \n",
       " 140667      NaN         No            No  \n",
       " 140668      NaN         No            No  \n",
       " 140669      NaN         No            No  \n",
       " 140670      NaN         No            No  \n",
       " 140671      NaN         No            No  \n",
       " \n",
       " [1559 rows x 23 columns],\n",
       "               Date    Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 129862  2008-12-01  Launceston      9.5      17.9       3.4         15.2   \n",
       " 129863  2008-12-02  Launceston      9.4      18.3       4.0          6.0   \n",
       " 129864  2008-12-03  Launceston      9.1      18.4       1.0          5.8   \n",
       " 129865  2008-12-04  Launceston      2.2      19.4       0.0          6.8   \n",
       " 129866  2008-12-05  Launceston      9.6      19.8       4.6          5.6   \n",
       " ...            ...         ...      ...       ...       ...          ...   \n",
       " 132885  2017-06-21  Launceston      1.7      12.6       3.0          NaN   \n",
       " 132886  2017-06-22  Launceston      1.5      11.1       0.0          NaN   \n",
       " 132887  2017-06-23  Launceston      4.7      12.8       5.4          NaN   \n",
       " 132888  2017-06-24  Launceston     -0.5      11.4       8.6          NaN   \n",
       " 132889  2017-06-25  Launceston      1.8      12.8       0.0          NaN   \n",
       " \n",
       "         Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 129862       NaN         WNW           57.0        WNW  ...        53.0   \n",
       " 129863       NaN         WNW           46.0         NW  ...        60.0   \n",
       " 129864       NaN         WSW           50.0         NW  ...        62.0   \n",
       " 129865       NaN          NW           39.0          N  ...        56.0   \n",
       " 129866       NaN         NNW           39.0         SE  ...        91.0   \n",
       " ...          ...         ...            ...        ...  ...         ...   \n",
       " 132885       NaN         NNW           26.0        ESE  ...        93.0   \n",
       " 132886       NaN          NW           20.0          E  ...        84.0   \n",
       " 132887       NaN         WNW           48.0        NNW  ...        90.0   \n",
       " 132888       NaN          NW           28.0         SW  ...        96.0   \n",
       " 132889       NaN          NW           50.0        NNW  ...        84.0   \n",
       " \n",
       "         Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 129862         61.0       1000.6       1000.7       NaN       NaN     12.9   \n",
       " 129863         46.0       1001.4       1000.5       NaN       NaN     14.6   \n",
       " 129864         37.0       1002.4       1004.2       NaN       NaN     13.7   \n",
       " 129865         41.0       1017.8       1014.6       NaN       NaN     10.8   \n",
       " 129866         89.0       1008.7       1004.2       NaN       NaN     11.2   \n",
       " ...             ...          ...          ...       ...       ...      ...   \n",
       " 132885         44.0          NaN          NaN       NaN       NaN      4.6   \n",
       " 132886         67.0          NaN          NaN       8.0       8.0      4.7   \n",
       " 132887         83.0          NaN          NaN       7.0       8.0     10.1   \n",
       " 132888         58.0          NaN          NaN       1.0       7.0      1.9   \n",
       " 132889         73.0          NaN          NaN       8.0       8.0      9.4   \n",
       " \n",
       "         Temp3pm  RainToday  RainTomorrow  \n",
       " 129862     14.1        Yes           Yes  \n",
       " 129863     17.3        Yes            No  \n",
       " 129864     16.5         No            No  \n",
       " 129865     18.1         No           Yes  \n",
       " 129866     15.9        Yes            No  \n",
       " ...         ...        ...           ...  \n",
       " 132885     12.0        Yes            No  \n",
       " 132886     10.0         No           Yes  \n",
       " 132887     12.4        Yes           Yes  \n",
       " 132888     11.0        Yes            No  \n",
       " 132889     12.4         No            No  \n",
       " \n",
       " [3028 rows x 23 columns],\n",
       "              Date   Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 65745  2008-07-01  Melbourne      9.5      15.4       2.0          2.8   \n",
       " 65746  2008-07-02  Melbourne     11.0      14.5       0.6          5.2   \n",
       " 65747  2008-07-03  Melbourne      8.4      14.1       1.4          2.0   \n",
       " 65748  2008-07-04  Melbourne      9.1      14.5       0.6          1.8   \n",
       " 65749  2008-07-05  Melbourne      4.3      15.5       0.0          0.8   \n",
       " ...           ...        ...      ...       ...       ...          ...   \n",
       " 68175  2017-06-21  Melbourne      7.8      13.5       0.6          0.6   \n",
       " 68176  2017-06-22  Melbourne      6.7      14.1       0.2          0.6   \n",
       " 68177  2017-06-23  Melbourne      7.4      14.9       0.0          1.6   \n",
       " 68178  2017-06-24  Melbourne      8.3      12.3       1.4          1.8   \n",
       " 68179  2017-06-25  Melbourne      8.6      14.3       0.0          2.8   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 65745       7.0           W           63.0          W  ...        60.0   \n",
       " 65746       4.0           W           63.0          W  ...        66.0   \n",
       " 65747       0.8           W           39.0          W  ...        72.0   \n",
       " 65748       4.2           E           19.0        NNW  ...        87.0   \n",
       " 65749       8.4           N           52.0          N  ...        81.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 68175       0.0         NNW           24.0          W  ...       100.0   \n",
       " 68176       0.0           N           24.0        NNE  ...        93.0   \n",
       " 68177       6.0         NNW           44.0          N  ...        77.0   \n",
       " 68178       5.6          SW           30.0        WNW  ...        75.0   \n",
       " 68179       3.8          NW           35.0          N  ...        67.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 65745         38.0       1006.8       1010.3       1.0       7.0     11.0   \n",
       " 65746         52.0       1013.4       1016.2       7.0       4.0     11.8   \n",
       " 65747         58.0       1024.8       1024.3       7.0       7.0     10.6   \n",
       " 65748         49.0       1030.2       1029.0       7.0       6.0     10.2   \n",
       " 65749         52.0       1028.9       1024.9       2.0       5.0      5.5   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 68175         80.0       1028.8       1028.4       7.0       7.0     11.2   \n",
       " 68176         56.0       1028.2       1024.8       7.0       7.0      7.5   \n",
       " 68177         63.0       1018.8       1013.8       1.0       7.0      9.1   \n",
       " 68178         63.0       1018.7       1017.4       2.0       7.0      9.6   \n",
       " 68179         56.0       1017.4       1015.0       7.0       7.0      9.3   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 65745     14.6        Yes            No  \n",
       " 65746     13.7         No           Yes  \n",
       " 65747     13.9        Yes            No  \n",
       " 65748     13.1         No            No  \n",
       " 65749     14.6         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 68175     12.7         No            No  \n",
       " 68176     13.5         No            No  \n",
       " 68177     12.5         No           Yes  \n",
       " 68178     11.2        Yes            No  \n",
       " 68179     13.4         No           Yes  \n",
       " \n",
       " [2435 rows x 23 columns],\n",
       "              Date          Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 62736  2009-01-01  MelbourneAirport     11.2      19.9       0.0          5.6   \n",
       " 62737  2009-01-02  MelbourneAirport      7.8      17.8       1.2          7.2   \n",
       " 62738  2009-01-03  MelbourneAirport      6.3      21.1       0.0          6.2   \n",
       " 62739  2009-01-04  MelbourneAirport      8.1      29.2       0.0          6.4   \n",
       " 62740  2009-01-05  MelbourneAirport      9.7      29.0       0.0          7.4   \n",
       " ...           ...               ...      ...       ...       ...          ...   \n",
       " 65740  2017-06-21  MelbourneAirport      7.7      13.2       0.2          0.6   \n",
       " 65741  2017-06-22  MelbourneAirport      2.4      13.0       0.0          0.6   \n",
       " 65742  2017-06-23  MelbourneAirport      5.5      13.2       0.0          1.6   \n",
       " 65743  2017-06-24  MelbourneAirport      5.7      12.6       1.2          1.8   \n",
       " 65744  2017-06-25  MelbourneAirport      5.5      13.9       0.0          2.8   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 62736       8.8          SW           69.0          W  ...        55.0   \n",
       " 62737      12.9         SSE           56.0         SW  ...        50.0   \n",
       " 62738      10.5         SSE           31.0          E  ...        51.0   \n",
       " 62739      12.5         SSE           35.0         NE  ...        67.0   \n",
       " 62740      12.3          SE           33.0         SW  ...        51.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 65740       0.0           N           37.0          W  ...        97.0   \n",
       " 65741       0.0           N           39.0          N  ...        78.0   \n",
       " 65742       6.0           N           57.0        NNW  ...        68.0   \n",
       " 65743       5.6          SW           33.0          W  ...        80.0   \n",
       " 65744       3.8         NNW           44.0          N  ...        72.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 62736         37.0       1005.1       1006.4       7.0       7.0     15.9   \n",
       " 62737         43.0       1018.0       1019.3       6.0       7.0     12.5   \n",
       " 62738         35.0       1020.8       1017.6       1.0       7.0     13.4   \n",
       " 62739         23.0       1016.2       1012.8       5.0       4.0     16.0   \n",
       " 62740         31.0       1011.9       1010.3       6.0       2.0     19.4   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 65740         78.0       1029.1       1028.6       7.0       7.0     10.1   \n",
       " 65741         60.0       1028.6       1025.0       7.0       7.0      7.4   \n",
       " 65742         66.0       1018.7       1014.0       1.0       7.0      9.6   \n",
       " 65743         50.0       1018.9       1017.5       2.0       7.0      8.0   \n",
       " 65744         58.0       1017.8       1015.5       7.0       7.0      8.1   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 62736     18.1         No           Yes  \n",
       " 62737     15.8        Yes            No  \n",
       " 62738     19.6         No            No  \n",
       " 62739     28.2         No            No  \n",
       " 62740     27.1         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 65740     11.8         No            No  \n",
       " 65741     12.9         No            No  \n",
       " 65742     11.2         No           Yes  \n",
       " 65743     11.2        Yes            No  \n",
       " 65744     12.2         No            No  \n",
       " \n",
       " [3009 rows x 23 columns],\n",
       "              Date Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 68180  2009-01-01  Mildura     13.8      27.4       0.0          9.6   \n",
       " 68181  2009-01-02  Mildura      8.9      24.8       0.0         12.4   \n",
       " 68182  2009-01-03  Mildura     10.6      28.6       0.0          9.2   \n",
       " 68183  2009-01-04  Mildura     13.2      34.5       0.0          8.8   \n",
       " 68184  2009-01-05  Mildura     16.5      37.3       0.0         10.4   \n",
       " ...           ...      ...      ...       ...       ...          ...   \n",
       " 71182  2017-06-21  Mildura     -0.4      18.3       0.0          0.6   \n",
       " 71183  2017-06-22  Mildura     -0.5      16.7       0.0          1.4   \n",
       " 71184  2017-06-23  Mildura      2.2      19.6       0.0          1.6   \n",
       " 71185  2017-06-24  Mildura      2.9      18.2       0.0          2.8   \n",
       " 71186  2017-06-25  Mildura      5.6      18.4       0.0          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 68180      12.6         SSW           56.0         SW  ...        51.0   \n",
       " 68181      13.3           S           39.0        SSE  ...        39.0   \n",
       " 68182      13.6         ESE           30.0          E  ...        39.0   \n",
       " 68183      13.5         NNW           26.0          E  ...        24.0   \n",
       " 68184      13.4         WSW           37.0        SSE  ...        37.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 71182       8.1         ESE           15.0        NaN  ...        99.0   \n",
       " 71183       7.0         NNE           24.0         SE  ...        99.0   \n",
       " 71184       5.9         WNW           28.0          N  ...        87.0   \n",
       " 71185       8.3         SSW           15.0        NaN  ...        93.0   \n",
       " 71186       NaN          SW           31.0        NaN  ...        87.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 68180         24.0       1009.8       1008.5       6.0       1.0     19.2   \n",
       " 68181         21.0       1019.8       1017.7       0.0       NaN     14.1   \n",
       " 68182         18.0       1019.2       1016.0       0.0       1.0     17.0   \n",
       " 68183          9.0       1014.2       1012.1       2.0       2.0     24.1   \n",
       " 68184          7.0       1013.7       1010.8       1.0       1.0     23.7   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 71182         46.0       1029.6       1027.5       0.0       NaN      4.5   \n",
       " 71183         51.0       1028.2       1024.4       7.0       1.0      3.8   \n",
       " 71184         34.0       1020.6       1017.1       6.0       5.0      7.4   \n",
       " 71185         52.0       1020.8       1018.3       0.0       NaN      7.4   \n",
       " 71186         45.0       1019.8       1018.4       0.0       4.0      7.9   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 68180     26.0         No            No  \n",
       " 68181     23.3         No            No  \n",
       " 68182     27.1         No            No  \n",
       " 68183     32.8         No            No  \n",
       " 68184     35.6         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 71182     17.8         No            No  \n",
       " 71183     16.1         No            No  \n",
       " 71184     19.4         No            No  \n",
       " 71185     16.6         No            No  \n",
       " 71186     17.8         No            No  \n",
       " \n",
       " [3007 rows x 23 columns],\n",
       "              Date Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 11880  2009-01-01    Moree     16.4      38.7       0.0         12.2   \n",
       " 11881  2009-01-02    Moree     22.3      30.3       0.0         11.2   \n",
       " 11882  2009-01-03    Moree     21.2      33.3       0.0          6.2   \n",
       " 11883  2009-01-04    Moree     16.4      33.5       0.0         11.2   \n",
       " 11884  2009-01-05    Moree     19.2      34.5       0.0         12.6   \n",
       " ...           ...      ...      ...       ...       ...          ...   \n",
       " 14729  2017-06-21    Moree      4.6      20.4       0.0          NaN   \n",
       " 14730  2017-06-22    Moree      6.5      21.5       0.0          NaN   \n",
       " 14731  2017-06-23    Moree      6.2      22.5       0.0          NaN   \n",
       " 14732  2017-06-24    Moree      4.8      21.3       0.0          NaN   \n",
       " 14733  2017-06-25    Moree      6.7      22.2       0.0          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 11880       9.3          NW           54.0          N  ...        27.0   \n",
       " 11881       3.0         NNE           30.0        NNE  ...        68.0   \n",
       " 11882      11.7         ENE           46.0        ENE  ...        57.0   \n",
       " 11883      13.3         ENE           39.0         NE  ...        51.0   \n",
       " 11884      13.4          SE           35.0        ENE  ...        44.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 14729       NaN         SSW           28.0          E  ...        73.0   \n",
       " 14730       NaN           E           31.0         NE  ...        65.0   \n",
       " 14731       NaN           E           31.0        ENE  ...        71.0   \n",
       " 14732       NaN         SSW           28.0        ENE  ...        72.0   \n",
       " 14733       NaN           W           19.0          E  ...        73.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 11880         11.0       1005.5       1003.3       6.0       8.0     28.9   \n",
       " 11881         40.0       1009.5       1009.0       6.0       7.0     25.2   \n",
       " 11882         31.0       1014.9       1012.2       6.0       5.0     24.5   \n",
       " 11883         28.0       1016.9       1012.2       1.0       3.0     22.9   \n",
       " 11884         22.0       1015.1       1010.6       1.0       6.0     24.2   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 14729         40.0       1025.7       1022.8       NaN       NaN     11.9   \n",
       " 14730         37.0       1027.6       1023.8       NaN       NaN     12.8   \n",
       " 14731         30.0       1023.6       1018.7       NaN       NaN     13.4   \n",
       " 14732         30.0       1020.1       1017.5       NaN       3.0     11.3   \n",
       " 14733         31.0       1021.0       1017.7       5.0       NaN     11.4   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 11880     37.4         No            No  \n",
       " 11881     29.4         No            No  \n",
       " 11882     32.7         No            No  \n",
       " 11883     31.9         No            No  \n",
       " 11884     32.9         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 14729     20.1         No            No  \n",
       " 14730     21.2         No            No  \n",
       " 14731     21.9         No            No  \n",
       " 14732     21.0         No            No  \n",
       " 14733     21.7         No            No  \n",
       " \n",
       " [2854 rows x 23 columns],\n",
       "              Date      Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 96946  2008-12-01  MountGambier      6.6      18.7       4.0          5.0   \n",
       " 96947  2008-12-02  MountGambier      8.9      18.1       0.0          5.4   \n",
       " 96948  2008-12-03  MountGambier     10.1      19.3       1.0          3.2   \n",
       " 96949  2008-12-04  MountGambier      5.9      21.2       0.0          4.4   \n",
       " 96950  2008-12-05  MountGambier     13.6      19.3      12.8          3.8   \n",
       " ...           ...           ...      ...       ...       ...          ...   \n",
       " 99971  2017-06-20  MountGambier      6.2      16.3       0.0          NaN   \n",
       " 99972  2017-06-21  MountGambier      8.7      13.2       2.0          NaN   \n",
       " 99973  2017-06-22  MountGambier      7.0      15.7       0.0          NaN   \n",
       " 99974  2017-06-23  MountGambier      5.4      16.2       0.0          NaN   \n",
       " 99975  2017-06-24  MountGambier      4.8      12.3       2.2          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 96946      10.6         WNW           61.0        WNW  ...        73.0   \n",
       " 96947       3.6           W           50.0         NW  ...        74.0   \n",
       " 96948      12.0         WSW           43.0        WSW  ...        73.0   \n",
       " 96949       1.6         NNE           50.0        ENE  ...        69.0   \n",
       " 96950       1.8         WNW           63.0         NW  ...        86.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 99971       NaN           N           41.0          N  ...        89.0   \n",
       " 99972       NaN           S           20.0        NaN  ...        98.0   \n",
       " 99973       NaN           N           31.0          N  ...        92.0   \n",
       " 99974       NaN           N           37.0        NNW  ...        90.0   \n",
       " 99975       NaN           W           28.0        NNW  ...        93.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 96946         39.0       1009.4       1008.9       3.0       3.0     13.4   \n",
       " 96947         49.0       1009.8       1008.9       8.0       8.0     14.4   \n",
       " 96948         47.0       1011.9       1013.9       5.0       6.0     13.6   \n",
       " 96949         39.0       1014.8       1009.5       8.0       8.0     13.7   \n",
       " 96950         65.0       1005.7       1006.9       8.0       7.0     16.1   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 99971         70.0       1026.3       1024.1       NaN       NaN      8.7   \n",
       " 99972         82.0       1029.2       1028.3       NaN       8.0     11.1   \n",
       " 99973         67.0       1027.0       1022.4       8.0       NaN     10.0   \n",
       " 99974         70.0       1017.0       1014.4       8.0       4.0      6.4   \n",
       " 99975         70.0       1020.0       1018.0       5.0       8.0      8.2   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 96946     17.8        Yes            No  \n",
       " 96947     16.2         No            No  \n",
       " 96948     18.2         No            No  \n",
       " 96949     20.5         No           Yes  \n",
       " 96950     18.7        Yes            No  \n",
       " ...        ...        ...           ...  \n",
       " 99971     15.5         No           Yes  \n",
       " 99972     12.0        Yes            No  \n",
       " 99973     14.9         No            No  \n",
       " 99974     14.9         No           Yes  \n",
       " 99975     11.5        Yes            No  \n",
       " \n",
       " [3030 rows x 23 columns],\n",
       "              Date     Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 50767  2008-12-01  MountGinini      5.2      13.0       0.4          NaN   \n",
       " 50768  2008-12-02  MountGinini      3.0      15.0       0.4          NaN   \n",
       " 50769  2008-12-03  MountGinini      6.0      15.0       0.0          NaN   \n",
       " 50770  2008-12-04  MountGinini      2.0      15.0       0.0          NaN   \n",
       " 50771  2008-12-05  MountGinini      8.0      17.8       3.0          NaN   \n",
       " ...           ...          ...      ...       ...       ...          ...   \n",
       " 53669  2017-06-21  MountGinini      2.8       9.3       0.0          NaN   \n",
       " 53670  2017-06-22  MountGinini     -1.7       5.4       0.0          NaN   \n",
       " 53671  2017-06-23  MountGinini     -1.3       4.5       0.0          NaN   \n",
       " 53672  2017-06-24  MountGinini     -1.6       4.1       0.0          NaN   \n",
       " 53673  2017-06-25  MountGinini     -5.3       1.9       0.0          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 50767       NaN         NaN            NaN        NaN  ...         NaN   \n",
       " 50768       NaN         NaN            NaN          W  ...        66.0   \n",
       " 50769       NaN         NaN            NaN          W  ...        58.0   \n",
       " 50770       NaN         NaN            NaN        NNE  ...        82.0   \n",
       " 50771       NaN         NaN            NaN        NaN  ...         NaN   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 53669       NaN         SSW           33.0        ESE  ...        22.0   \n",
       " 53670       NaN         WNW           35.0         NW  ...        94.0   \n",
       " 53671       NaN           W           69.0          W  ...        35.0   \n",
       " 53672       NaN         WSW           65.0        WSW  ...        96.0   \n",
       " 53673       NaN         WSW           70.0         SW  ...        96.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 50767          NaN          NaN          NaN       NaN       NaN      NaN   \n",
       " 50768         51.0          NaN          NaN       NaN       NaN      7.1   \n",
       " 50769         50.0          NaN          NaN       NaN       NaN      9.8   \n",
       " 50770         52.0          NaN          NaN       NaN       NaN      6.9   \n",
       " 50771          NaN          NaN          NaN       NaN       NaN      NaN   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 53669         52.0          NaN          NaN       NaN       NaN      6.3   \n",
       " 53670         56.0          NaN          NaN       NaN       NaN      1.4   \n",
       " 53671         63.0          NaN          NaN       NaN       NaN      1.0   \n",
       " 53672         72.0          NaN          NaN       NaN       NaN     -0.5   \n",
       " 53673         94.0          NaN          NaN       NaN       NaN     -3.2   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 50767      NaN         No            No  \n",
       " 50768     14.2         No            No  \n",
       " 50769     14.2         No            No  \n",
       " 50770     13.4         No           Yes  \n",
       " 50771      NaN        Yes            No  \n",
       " ...        ...        ...           ...  \n",
       " 53669      6.9         No            No  \n",
       " 53670      3.5         No            No  \n",
       " 53671      2.7         No            No  \n",
       " 53672      1.4         No            No  \n",
       " 53673      0.4         No            No  \n",
       " \n",
       " [2907 rows x 23 columns],\n",
       "              Date   Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 14734  2008-12-01  Newcastle     13.2       NaN       0.0          NaN   \n",
       " 14735  2008-12-02  Newcastle      NaN      32.2       0.0          NaN   \n",
       " 14736  2008-12-03  Newcastle     16.2      32.2       0.0          NaN   \n",
       " 14737  2008-12-04  Newcastle     19.2      24.0       0.0          NaN   \n",
       " 14738  2008-12-05  Newcastle     18.8      30.2       0.0          NaN   \n",
       " ...           ...        ...      ...       ...       ...          ...   \n",
       " 17684  2017-06-20  Newcastle     13.5      19.8       0.6          NaN   \n",
       " 17685  2017-06-21  Newcastle      7.8      19.2       0.0          NaN   \n",
       " 17686  2017-06-22  Newcastle      9.2      19.2       0.2          NaN   \n",
       " 17687  2017-06-23  Newcastle      7.8      17.4       0.0          NaN   \n",
       " 17688  2017-06-24  Newcastle      9.4      19.9       0.0          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 14734       NaN         NaN            NaN         NW  ...        50.0   \n",
       " 14735       NaN         NaN            NaN        NaN  ...         NaN   \n",
       " 14736       NaN         NaN            NaN          N  ...        74.0   \n",
       " 14737       NaN         NaN            NaN         SE  ...        66.0   \n",
       " 14738       NaN         NaN            NaN         NE  ...        85.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 17684       NaN         NaN            NaN         SW  ...        87.0   \n",
       " 17685       NaN         NaN            NaN         SW  ...        95.0   \n",
       " 17686       NaN         NaN            NaN        NaN  ...        88.0   \n",
       " 17687       NaN         NaN            NaN         SW  ...        93.0   \n",
       " 17688       NaN         NaN            NaN         NW  ...        61.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 14734         24.0          NaN          NaN       3.0       4.0     21.8   \n",
       " 14735         59.0          NaN          NaN       NaN       0.0      NaN   \n",
       " 14736         26.0          NaN          NaN       4.0       4.0     22.2   \n",
       " 14737         61.0          NaN          NaN       7.0       5.0     20.4   \n",
       " 14738          NaN          NaN          NaN       8.0       NaN     20.0   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 17684          NaN          NaN          NaN       6.0       NaN     16.0   \n",
       " 17685          NaN          NaN          NaN       0.0       NaN     11.9   \n",
       " 17686          NaN          NaN          NaN       6.0       NaN     13.7   \n",
       " 17687          NaN          NaN          NaN       4.0       NaN     10.0   \n",
       " 17688          NaN          NaN          NaN       5.0       NaN     13.0   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 14734     30.6         No            No  \n",
       " 14735     25.4         No            No  \n",
       " 14736     32.0         No            No  \n",
       " 14737     23.0         No            No  \n",
       " 14738      NaN         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 17684      NaN         No            No  \n",
       " 17685      NaN         No            No  \n",
       " 17686      NaN         No            No  \n",
       " 17687      NaN         No            No  \n",
       " 17688      NaN         No            No  \n",
       " \n",
       " [2955 rows x 23 columns],\n",
       "              Date Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 71187  2013-03-01     Nhil      9.8      27.4       0.2          NaN   \n",
       " 71188  2013-03-02     Nhil     12.6      30.1       0.0          NaN   \n",
       " 71189  2013-03-03     Nhil     13.7      30.6       0.0          NaN   \n",
       " 71190  2013-03-04     Nhil     16.9      32.4       0.0          NaN   \n",
       " 71191  2013-03-05     Nhil     18.9      34.2       0.0          NaN   \n",
       " ...           ...      ...      ...       ...       ...          ...   \n",
       " 72751  2017-06-21     Nhil      4.1      13.1       0.0          NaN   \n",
       " 72752  2017-06-22     Nhil      7.3      16.2       0.0          NaN   \n",
       " 72753  2017-06-23     Nhil      4.4      16.9       0.0          NaN   \n",
       " 72754  2017-06-24     Nhil      4.9      13.0       0.2          NaN   \n",
       " 72755  2017-06-25     Nhil      4.7      14.3       0.0          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 71187       NaN          SE           54.0        SSE  ...        62.0   \n",
       " 71188       NaN         ESE           46.0        ESE  ...        60.0   \n",
       " 71189       NaN         ENE           50.0        ENE  ...        51.0   \n",
       " 71190       NaN         ENE           48.0        ENE  ...        52.0   \n",
       " 71191       NaN          SE           54.0        ENE  ...        48.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 72751       NaN           E           15.0        NaN  ...        98.0   \n",
       " 72752       NaN           N           24.0          N  ...        97.0   \n",
       " 72753       NaN         WNW           33.0          N  ...        89.0   \n",
       " 72754       NaN           W           19.0        NNW  ...        98.0   \n",
       " 72755       NaN         WNW           41.0        WNW  ...        90.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 71187         27.0       1021.2       1019.3       NaN       NaN     14.3   \n",
       " 71188         22.0       1022.7       1019.9       NaN       NaN     16.0   \n",
       " 71189         26.0       1021.0       1017.8       NaN       NaN     18.9   \n",
       " 71190         23.0       1018.9       1015.9       NaN       NaN     21.0   \n",
       " 71191         25.0       1016.9       1014.5       NaN       NaN     22.3   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 72751         85.0       1028.8       1028.1       NaN       NaN      8.5   \n",
       " 72752         56.0       1027.9       1024.0       NaN       NaN      7.6   \n",
       " 72753         47.0       1018.8       1015.9       NaN       NaN      5.3   \n",
       " 72754         61.0       1020.2       1018.5       NaN       NaN      7.1   \n",
       " 72755         61.0       1018.6       1017.3       NaN       NaN      7.4   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 71187     25.3         No            No  \n",
       " 71188     27.6         No            No  \n",
       " 71189     29.4         No            No  \n",
       " 71190     32.0         No            No  \n",
       " 71191     32.6         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 72751     12.1         No            No  \n",
       " 72752     15.1         No            No  \n",
       " 72753     16.2         No            No  \n",
       " 72754     12.3         No            No  \n",
       " 72755     14.0         No            No  \n",
       " \n",
       " [1569 rows x 23 columns],\n",
       "              Date   Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 17689  2009-01-01  NorahHead     17.9      28.1       0.0          NaN   \n",
       " 17690  2009-01-02  NorahHead     19.1      23.8       0.0          NaN   \n",
       " 17691  2009-01-03  NorahHead     17.1      23.0       0.0          NaN   \n",
       " 17692  2009-01-04  NorahHead     19.7      25.0       0.0          NaN   \n",
       " 17693  2009-01-05  NorahHead     18.5      25.9       0.0          NaN   \n",
       " ...           ...        ...      ...       ...       ...          ...   \n",
       " 20613  2017-06-21  NorahHead     10.7      18.2       1.6          NaN   \n",
       " 20614  2017-06-22  NorahHead     11.7      17.7       0.0          NaN   \n",
       " 20615  2017-06-23  NorahHead     10.5      18.8       0.4          NaN   \n",
       " 20616  2017-06-24  NorahHead     11.0      18.8       0.0          NaN   \n",
       " 20617  2017-06-25  NorahHead     10.4      19.1       0.0          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 17689       NaN         SSW           63.0         NW  ...        69.0   \n",
       " 17690       NaN           S           69.0        SSE  ...        62.0   \n",
       " 17691       NaN         NNE           52.0          E  ...        61.0   \n",
       " 17692       NaN          NE           61.0        NNE  ...        70.0   \n",
       " 17693       NaN         NNE           48.0        NNE  ...        73.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 20613       NaN           S           44.0          W  ...        83.0   \n",
       " 20614       NaN           S           22.0        WSW  ...        89.0   \n",
       " 20615       NaN         NNW           20.0         NW  ...        92.0   \n",
       " 20616       NaN         WNW           24.0        WSW  ...        52.0   \n",
       " 20617       NaN         WNW           26.0          W  ...        62.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 17689         69.0       1005.3       1001.7       NaN       NaN     23.7   \n",
       " 17690         62.0       1012.5       1012.8       NaN       NaN     22.6   \n",
       " 17691         62.0       1021.1       1019.1       NaN       NaN     20.0   \n",
       " 17692         68.0       1018.4       1015.2       NaN       NaN     22.8   \n",
       " 17693         73.0       1013.4       1009.0       NaN       NaN     22.8   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 20613         74.0       1025.3       1024.6       NaN       NaN     12.2   \n",
       " 20614         70.0       1027.8       1024.3       NaN       NaN     13.2   \n",
       " 20615         73.0       1020.9       1015.2       NaN       NaN     13.5   \n",
       " 20616         48.0       1017.5       1015.5       NaN       NaN     14.7   \n",
       " 20617         45.0       1018.5       1015.4       NaN       NaN     13.8   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 17689     25.9         No            No  \n",
       " 17690     23.0         No            No  \n",
       " 17691     22.1         No            No  \n",
       " 17692     23.7         No            No  \n",
       " 17693     23.7         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 20613     17.3        Yes            No  \n",
       " 20614     16.7         No            No  \n",
       " 20615     16.3         No            No  \n",
       " 20616     17.8         No            No  \n",
       " 20617     18.4         No            No  \n",
       " \n",
       " [2929 rows x 23 columns],\n",
       "              Date       Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 20618  2009-01-01  NorfolkIsland     20.4      25.8       0.0          6.0   \n",
       " 20619  2009-01-02  NorfolkIsland     20.9      26.7       0.2          8.0   \n",
       " 20620  2009-01-03  NorfolkIsland     22.3      26.3       0.0          3.2   \n",
       " 20621  2009-01-04  NorfolkIsland     21.6      22.2       1.2          2.8   \n",
       " 20622  2009-01-05  NorfolkIsland     20.4      23.5       2.6          2.2   \n",
       " ...           ...            ...      ...       ...       ...          ...   \n",
       " 23577  2017-06-21  NorfolkIsland     17.1      21.4      12.4          NaN   \n",
       " 23578  2017-06-22  NorfolkIsland     17.5      20.5       1.4          NaN   \n",
       " 23579  2017-06-23  NorfolkIsland     17.1      19.8       2.2          NaN   \n",
       " 23580  2017-06-24  NorfolkIsland     14.5      19.3       0.2          NaN   \n",
       " 23581  2017-06-25  NorfolkIsland     14.8      20.1       3.8          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 20618      12.4         NNW           31.0        NNW  ...        84.0   \n",
       " 20619      10.3           N           31.0        NNE  ...        79.0   \n",
       " 20620       2.0           E           35.0        ENE  ...        87.0   \n",
       " 20621       0.0         ESE           41.0        ESE  ...        92.0   \n",
       " 20622       2.9         ESE           52.0        ESE  ...        86.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 23577       NaN           W           39.0        WNW  ...        94.0   \n",
       " 23578       NaN           S           52.0        WSW  ...        88.0   \n",
       " 23579       NaN         SSW           56.0        SSW  ...        74.0   \n",
       " 23580       NaN          SW           44.0         SW  ...        72.0   \n",
       " 23581       NaN         SSW           46.0         SW  ...        85.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 20618         71.0       1014.5       1013.6       3.0       1.0     23.3   \n",
       " 20619         77.0       1016.3       1015.5       2.0       5.0     25.0   \n",
       " 20620         90.0       1014.6       1014.3       7.0       7.0     24.7   \n",
       " 20621         95.0       1016.0       1015.3       8.0       8.0     22.1   \n",
       " 20622         86.0       1015.3       1013.7       7.0       7.0     21.8   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 23577         85.0       1009.7       1007.2       5.0       6.0     19.6   \n",
       " 23578         92.0       1008.2       1005.8       8.0       8.0     19.7   \n",
       " 23579         72.0       1013.1       1011.8       8.0       5.0     18.3   \n",
       " 23580         67.0       1015.4       1012.9       7.0       2.0     17.2   \n",
       " 23581         69.0       1015.1       1014.2       7.0       2.0     18.1   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 20618     24.7         No            No  \n",
       " 20619     25.1         No            No  \n",
       " 20620     23.8         No           Yes  \n",
       " 20621     21.2        Yes           Yes  \n",
       " 20622     21.6        Yes            No  \n",
       " ...        ...        ...           ...  \n",
       " 23577     20.1        Yes           Yes  \n",
       " 23578     19.4        Yes           Yes  \n",
       " 23579     17.9        Yes            No  \n",
       " 23580     18.0         No           Yes  \n",
       " 23581     19.4        Yes            No  \n",
       " \n",
       " [2964 rows x 23 columns],\n",
       "               Date   Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 99976   2009-01-01  Nuriootpa     13.3      22.7       0.0          NaN   \n",
       " 99977   2009-01-02  Nuriootpa      7.0      22.4       0.0          8.0   \n",
       " 99978   2009-01-03  Nuriootpa     10.5      28.9       0.0          8.0   \n",
       " 99979   2009-01-04  Nuriootpa      9.8      33.1       0.0          8.0   \n",
       " 99980   2009-01-05  Nuriootpa     12.5      32.6       0.0         11.2   \n",
       " ...            ...        ...      ...       ...       ...          ...   \n",
       " 102973  2017-06-20  Nuriootpa      0.0      17.5       0.2          1.5   \n",
       " 102974  2017-06-21  Nuriootpa     -1.2      17.9       0.0          2.2   \n",
       " 102975  2017-06-22  Nuriootpa      2.2      18.3       0.0          1.2   \n",
       " 102976  2017-06-23  Nuriootpa      0.8      18.2       0.0          2.3   \n",
       " 102977  2017-06-24  Nuriootpa     -0.3      16.5       0.0          2.4   \n",
       " \n",
       "         Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 99976       12.2         WSW           61.0         SW  ...        66.0   \n",
       " 99977       12.8          SE           41.0        ESE  ...        47.0   \n",
       " 99978       12.9          SE           41.0        ENE  ...        35.0   \n",
       " 99979       11.7         WSW           37.0        ENE  ...        23.0   \n",
       " 99980       13.3           W           35.0        ESE  ...        26.0   \n",
       " ...          ...         ...            ...        ...  ...         ...   \n",
       " 102973       9.3           W           28.0         NE  ...        82.0   \n",
       " 102974       9.1          NE           20.0        NNE  ...        80.0   \n",
       " 102975       8.7         NNE           24.0        ENE  ...        68.0   \n",
       " 102976       5.9         WNW           33.0        NaN  ...        77.0   \n",
       " 102977       6.4          NE           20.0        NNE  ...        87.0   \n",
       " \n",
       "         Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 99976          37.0       1010.4       1011.4       7.0       2.0     16.7   \n",
       " 99977          25.0       1020.1       1017.8       3.0       2.0     13.7   \n",
       " 99978          13.0       1018.0       1014.5       4.0       5.0     16.8   \n",
       " 99979           7.0       1014.1       1011.8       6.0       5.0     23.5   \n",
       " 99980          12.0       1015.0       1012.4       0.0       1.0     22.0   \n",
       " ...             ...          ...          ...       ...       ...      ...   \n",
       " 102973         35.0       1028.4       1026.5       1.0       NaN      8.3   \n",
       " 102974         37.0       1029.4       1026.8       0.0       NaN      7.3   \n",
       " 102975         29.0       1027.1       1022.1       2.0       NaN      9.9   \n",
       " 102976         42.0       1020.0       1017.6       3.0       NaN      5.4   \n",
       " 102977         59.0       1020.6       1018.1       2.0       NaN      8.8   \n",
       " \n",
       "         Temp3pm  RainToday  RainTomorrow  \n",
       " 99976      21.1         No            No  \n",
       " 99977      20.8         No            No  \n",
       " 99978      26.4         No            No  \n",
       " 99979      32.8         No            No  \n",
       " 99980      31.0         No            No  \n",
       " ...         ...        ...           ...  \n",
       " 102973     17.1         No            No  \n",
       " 102974     17.0         No            No  \n",
       " 102975     17.7         No            No  \n",
       " 102976     16.6         No            No  \n",
       " 102977     15.3         No            No  \n",
       " \n",
       " [3002 rows x 23 columns],\n",
       "               Date    Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 111936  2009-01-01  PearceRAAF     18.8      38.4       0.0          NaN   \n",
       " 111937  2009-01-02  PearceRAAF     22.0      39.1       0.0          NaN   \n",
       " 111938  2009-01-03  PearceRAAF     15.9      35.6       0.0          NaN   \n",
       " 111939  2009-01-04  PearceRAAF      NaN      37.0       0.0          NaN   \n",
       " 111940  2009-01-05  PearceRAAF     21.8      38.6       0.0          NaN   \n",
       " ...            ...         ...      ...       ...       ...          ...   \n",
       " 114693  2017-06-21  PearceRAAF      NaN      20.6       NaN          NaN   \n",
       " 114694  2017-06-22  PearceRAAF     13.0      18.8      28.8          NaN   \n",
       " 114695  2017-06-23  PearceRAAF     13.0      19.3       1.4          NaN   \n",
       " 114696  2017-06-24  PearceRAAF     11.6      18.2       0.0          NaN   \n",
       " 114697  2017-06-25  PearceRAAF      5.4      16.6       0.0          NaN   \n",
       " \n",
       "         Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 111936      13.1           E           50.0        ESE  ...        46.0   \n",
       " 111937      13.2           E           52.0         NW  ...        38.0   \n",
       " 111938      12.7         NaN            NaN          S  ...        58.0   \n",
       " 111939      13.3          SE           43.0         SE  ...        45.0   \n",
       " 111940      13.2           E           59.0        ESE  ...        35.0   \n",
       " ...          ...         ...            ...        ...  ...         ...   \n",
       " 114693       7.5          NW           43.0          N  ...        77.0   \n",
       " 114694       0.0         NNE           54.0         NW  ...        88.0   \n",
       " 114695       6.5         ESE           50.0          E  ...        78.0   \n",
       " 114696       9.3           E           48.0         SE  ...        69.0   \n",
       " 114697       7.9           E           35.0        ESE  ...        82.0   \n",
       " \n",
       "         Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 111936         20.0       1010.4       1007.2       NaN       NaN     23.1   \n",
       " 111937         23.0       1008.3       1007.4       NaN       NaN     27.1   \n",
       " 111938         29.0       1012.1       1010.2       NaN       NaN     24.0   \n",
       " 111939         19.0       1016.6       1012.6       NaN       NaN     22.7   \n",
       " 111940         15.0       1014.1       1010.1       NaN       NaN     26.8   \n",
       " ...             ...          ...          ...       ...       ...      ...   \n",
       " 114693         50.0       1017.4       1014.0       1.0       1.0     15.6   \n",
       " 114694         74.0       1007.4       1009.4       8.0       8.0     16.5   \n",
       " 114695         69.0       1018.4       1019.0       8.0       8.0     15.9   \n",
       " 114696         55.0       1025.6       1023.2       NaN       2.0     13.7   \n",
       " 114697         49.0       1028.4       1025.8       NaN       3.0     10.9   \n",
       " \n",
       "         Temp3pm  RainToday  RainTomorrow  \n",
       " 111936     35.6         No            No  \n",
       " 111937     36.0         No            No  \n",
       " 111938     34.8         No            No  \n",
       " 111939     35.2         No            No  \n",
       " 111940     37.3         No            No  \n",
       " ...         ...        ...           ...  \n",
       " 114693     19.0        NaN           Yes  \n",
       " 114694     17.9        Yes           Yes  \n",
       " 114695     18.0        Yes            No  \n",
       " 114696     16.4         No            No  \n",
       " 114697     15.4         No            No  \n",
       " \n",
       " [2762 rows x 23 columns],\n",
       "              Date Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 23582  2008-12-01  Penrith     15.2      32.6       0.0          NaN   \n",
       " 23583  2008-12-02  Penrith     15.0      31.7       0.0          NaN   \n",
       " 23584  2008-12-03  Penrith     15.9      33.4       0.0          NaN   \n",
       " 23585  2008-12-04  Penrith     17.2      24.8       0.0          NaN   \n",
       " 23586  2008-12-05  Penrith     17.8      32.2       0.0          NaN   \n",
       " ...           ...      ...      ...       ...       ...          ...   \n",
       " 26541  2017-06-21  Penrith      5.3      19.6       0.0          NaN   \n",
       " 26542  2017-06-22  Penrith      7.0      18.7       0.0          NaN   \n",
       " 26543  2017-06-23  Penrith      5.8      16.8       0.2          NaN   \n",
       " 26544  2017-06-24  Penrith      4.0      20.3       0.0          NaN   \n",
       " 26545  2017-06-25  Penrith      3.1      20.0       0.0          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 23582       NaN         WNW           59.0        NNE  ...        35.0   \n",
       " 23583       NaN         ENE           28.0        NNE  ...        64.0   \n",
       " 23584       NaN          NW           52.0          N  ...        63.0   \n",
       " 23585       NaN           E           35.0        SSE  ...        71.0   \n",
       " 23586       NaN         ENE           28.0         NE  ...        97.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 26541       NaN         SSW           24.0        NNE  ...        98.0   \n",
       " 26542       NaN           N           17.0        NaN  ...        83.0   \n",
       " 26543       NaN           N           19.0        NaN  ...        98.0   \n",
       " 26544       NaN           W           30.0        WNW  ...        98.0   \n",
       " 26545       NaN          SW           28.0         SE  ...        95.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 23582         23.0          NaN          NaN       NaN       NaN     24.4   \n",
       " 23583         38.0          NaN          NaN       NaN       NaN     20.4   \n",
       " 23584         16.0          NaN          NaN       NaN       NaN     21.0   \n",
       " 23585         55.0          NaN          NaN       NaN       NaN     19.5   \n",
       " 23586         48.0          NaN          NaN       NaN       NaN     19.8   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 26541         66.0          NaN          NaN       NaN       NaN      7.7   \n",
       " 26542         59.0          NaN          NaN       NaN       NaN     11.8   \n",
       " 26543         75.0          NaN          NaN       NaN       NaN      7.6   \n",
       " 26544         37.0          NaN          NaN       NaN       NaN      8.4   \n",
       " 26545         45.0          NaN          NaN       NaN       NaN      7.8   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 23582     31.3         No            No  \n",
       " 23583     30.1         No            No  \n",
       " 23584     31.4         No            No  \n",
       " 23585     22.7         No            No  \n",
       " 23586     29.6         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 26541     17.5         No            No  \n",
       " 26542     18.0         No            No  \n",
       " 26543     15.1         No            No  \n",
       " 26544     20.0         No            No  \n",
       " 26545     17.8         No            No  \n",
       " \n",
       " [2964 rows x 23 columns],\n",
       "               Date Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 117707  2008-07-01    Perth      2.7      18.8       0.0          0.8   \n",
       " 117708  2008-07-02    Perth      6.4      20.7       0.0          1.8   \n",
       " 117709  2008-07-03    Perth      6.5      19.9       0.4          2.2   \n",
       " 117710  2008-07-04    Perth      9.5      19.2       1.8          1.2   \n",
       " 117711  2008-07-05    Perth      9.5      16.4       1.8          1.4   \n",
       " ...            ...      ...      ...       ...       ...          ...   \n",
       " 120895  2017-06-21    Perth     10.3      19.9       0.2          1.8   \n",
       " 120896  2017-06-22    Perth     13.0      16.8      61.2          3.6   \n",
       " 120897  2017-06-23    Perth     13.3      18.9       0.4          1.8   \n",
       " 120898  2017-06-24    Perth     11.5      18.2       0.0          3.8   \n",
       " 120899  2017-06-25    Perth      6.3      17.0       0.0          1.6   \n",
       " \n",
       "         Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 117707       9.1         ENE           20.0        NaN  ...        97.0   \n",
       " 117708       7.0          NE           22.0        ESE  ...        80.0   \n",
       " 117709       7.3          NE           31.0        NaN  ...        84.0   \n",
       " 117710       4.7           W           26.0        NNE  ...        93.0   \n",
       " 117711       4.9         WSW           44.0          W  ...        69.0   \n",
       " ...          ...         ...            ...        ...  ...         ...   \n",
       " 120895       7.5          NW           37.0        NNE  ...        89.0   \n",
       " 120896       0.0         SSW           46.0          W  ...        90.0   \n",
       " 120897       6.5          SE           37.0         SE  ...        85.0   \n",
       " 120898       9.3          SE           30.0        ESE  ...        62.0   \n",
       " 120899       7.9           E           26.0         SE  ...        75.0   \n",
       " \n",
       "         Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 117707         53.0       1027.6       1024.5       2.0       3.0      8.5   \n",
       " 117708         39.0       1024.1       1019.0       0.0       6.0     11.1   \n",
       " 117709         71.0       1016.8       1015.6       1.0       3.0     12.1   \n",
       " 117710         73.0       1019.3       1018.4       6.0       6.0     13.2   \n",
       " 117711         57.0       1020.4       1022.1       7.0       5.0     15.9   \n",
       " ...             ...          ...          ...       ...       ...      ...   \n",
       " 120895         60.0       1017.1       1013.8       5.0       6.0     13.0   \n",
       " 120896         75.0       1005.6       1008.9       7.0       7.0     16.4   \n",
       " 120897         65.0       1019.2       1019.4       6.0       6.0     15.1   \n",
       " 120898         47.0       1025.9       1023.4       1.0       3.0     14.0   \n",
       " 120899         49.0       1028.6       1026.0       1.0       3.0     11.5   \n",
       " \n",
       "         Temp3pm  RainToday  RainTomorrow  \n",
       " 117707     18.1         No            No  \n",
       " 117708     19.7         No            No  \n",
       " 117709     17.7         No           Yes  \n",
       " 117710     17.7        Yes           Yes  \n",
       " 117711     16.0        Yes           Yes  \n",
       " ...         ...        ...           ...  \n",
       " 120895     18.5         No           Yes  \n",
       " 120896     15.6        Yes            No  \n",
       " 120897     18.0         No            No  \n",
       " 120898     17.6         No            No  \n",
       " 120899     15.6         No            No  \n",
       " \n",
       " [3193 rows x 23 columns],\n",
       "               Date      Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 114698  2009-01-01  PerthAirport     18.8      37.2       0.0         11.6   \n",
       " 114699  2009-01-02  PerthAirport     21.9      36.1       0.0         12.8   \n",
       " 114700  2009-01-03  PerthAirport     20.3      34.4       0.0         11.8   \n",
       " 114701  2009-01-04  PerthAirport     18.5      36.5       0.0         11.2   \n",
       " 114702  2009-01-05  PerthAirport     21.8      37.2       0.0         11.4   \n",
       " ...            ...           ...      ...       ...       ...          ...   \n",
       " 117702  2017-06-21  PerthAirport      9.9      20.7       0.0          1.8   \n",
       " 117703  2017-06-22  PerthAirport     12.6      16.6      37.8          3.6   \n",
       " 117704  2017-06-23  PerthAirport     13.4      19.2       0.0          1.8   \n",
       " 117705  2017-06-24  PerthAirport     11.0      18.4       0.0          3.8   \n",
       " 117706  2017-06-25  PerthAirport      4.9      16.8       0.0          1.6   \n",
       " \n",
       "         Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 114698      13.1           E           56.0          E  ...        48.0   \n",
       " 114699      13.2           E           59.0         NE  ...        39.0   \n",
       " 114700      12.7         SSW           44.0          S  ...        57.0   \n",
       " 114701      13.3          SE           39.0          E  ...        48.0   \n",
       " 114702      13.2           E           57.0          E  ...        38.0   \n",
       " ...          ...         ...            ...        ...  ...         ...   \n",
       " 117702       7.5          NW           46.0        NNE  ...        84.0   \n",
       " 117703       0.0           N           65.0        WNW  ...        90.0   \n",
       " 117704       6.5         ESE           54.0         SE  ...        80.0   \n",
       " 117705       9.3         ESE           44.0          E  ...        60.0   \n",
       " 117706       7.9           E           39.0          E  ...        69.0   \n",
       " \n",
       "         Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 114698         22.0       1011.0       1007.9       0.0       0.0     22.2   \n",
       " 114699         31.0       1008.7       1007.9       0.0       1.0     27.5   \n",
       " 114700         34.0       1012.8       1010.7       4.0       1.0     23.5   \n",
       " 114701         20.0       1017.1       1013.1       0.0       0.0     22.5   \n",
       " 114702         21.0       1014.7       1010.8       0.0       0.0     25.3   \n",
       " ...             ...          ...          ...       ...       ...      ...   \n",
       " 117702         49.0       1017.2       1013.8       5.0       6.0     13.8   \n",
       " 117703         75.0       1005.6       1008.7       7.0       7.0     16.2   \n",
       " 117704         60.0       1019.1       1019.5       6.0       6.0     15.5   \n",
       " 117705         45.0       1025.8       1023.5       1.0       3.0     13.7   \n",
       " 117706         44.0       1028.5       1026.0       1.0       3.0     12.0   \n",
       " \n",
       "         Temp3pm  RainToday  RainTomorrow  \n",
       " 114698     35.0         No            No  \n",
       " 114699     33.9         No            No  \n",
       " 114700     33.0         No            No  \n",
       " 114701     34.9         No            No  \n",
       " 114702     36.4         No            No  \n",
       " ...         ...        ...           ...  \n",
       " 117702     19.2         No           Yes  \n",
       " 117703     15.7        Yes            No  \n",
       " 117704     19.0         No            No  \n",
       " 117705     17.5         No            No  \n",
       " 117706     16.2         No            No  \n",
       " \n",
       " [3009 rows x 23 columns],\n",
       "              Date  Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 72756  2009-01-01  Portland     12.5      16.6       0.0          4.8   \n",
       " 72757  2009-01-02  Portland      8.6      15.2       1.6          4.8   \n",
       " 72758  2009-01-03  Portland      1.6      18.0       0.2          4.6   \n",
       " 72759  2009-01-04  Portland      4.8      20.1       0.0          4.8   \n",
       " 72760  2009-01-05  Portland      4.4      18.8       0.0          5.6   \n",
       " ...           ...       ...      ...       ...       ...          ...   \n",
       " 75747  2017-06-21  Portland     10.0      12.8       3.2          NaN   \n",
       " 75748  2017-06-22  Portland      7.3      15.2       0.0          NaN   \n",
       " 75749  2017-06-23  Portland      5.5      14.9       0.0          NaN   \n",
       " 75750  2017-06-24  Portland      5.0      11.8       2.6          NaN   \n",
       " 75751  2017-06-25  Portland      6.1      13.3       7.8          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 72756       6.5          SW           59.0         SW  ...        97.0   \n",
       " 72757      11.7         SSW           39.0         SW  ...        60.0   \n",
       " 72758      11.9           S           30.0         NE  ...        67.0   \n",
       " 72759      13.8           S           28.0          E  ...        73.0   \n",
       " 72760      13.6           W           46.0          W  ...        72.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 75747       NaN          SW           19.0        NaN  ...        85.0   \n",
       " 75748       NaN         NNW           28.0          N  ...        90.0   \n",
       " 75749       NaN           W           48.0        NNW  ...        83.0   \n",
       " 75750       NaN          SW           31.0          W  ...        75.0   \n",
       " 75751       NaN         WSW           57.0         NW  ...        92.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 72756         99.0       1006.7       1010.5       NaN       6.0     13.7   \n",
       " 72757         61.0       1020.0       1021.3       6.0       2.0     11.9   \n",
       " 72758         52.0       1020.4       1018.3       6.0       3.0     11.6   \n",
       " 72759         63.0       1016.4       1015.2       1.0       1.0     14.7   \n",
       " 72760         68.0       1014.0       1013.4       4.0       3.0     14.9   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 75747         61.0       1028.9       1028.4       8.0       8.0     10.7   \n",
       " 75748         67.0       1026.8       1022.6       8.0       NaN      8.5   \n",
       " 75749         58.0       1015.7       1013.1       6.0       1.0      8.3   \n",
       " 75750         85.0       1019.3       1017.7       NaN       6.0      8.0   \n",
       " 75751         83.0       1015.4       1015.1       8.0       8.0      8.2   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 72756     14.5         No           Yes  \n",
       " 72757     14.0        Yes            No  \n",
       " 72758     17.5         No            No  \n",
       " 72759     18.1         No            No  \n",
       " 72760     18.0         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 75747     12.4        Yes            No  \n",
       " 75748     14.6         No            No  \n",
       " 75749     14.5         No           Yes  \n",
       " 75750      9.5        Yes           Yes  \n",
       " 75751     10.6        Yes           Yes  \n",
       " \n",
       " [2996 rows x 23 columns],\n",
       "              Date  Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 26546  2009-01-01  Richmond     12.0      33.1       0.0          NaN   \n",
       " 26547  2009-01-02  Richmond     15.9      25.8       0.0         19.0   \n",
       " 26548  2009-01-03  Richmond     13.6      20.8       0.0          NaN   \n",
       " 26549  2009-01-04  Richmond     16.3      30.1       0.0          NaN   \n",
       " 26550  2009-01-05  Richmond     14.6      36.5       0.0         15.2   \n",
       " ...           ...       ...      ...       ...       ...          ...   \n",
       " 29492  2017-06-21  Richmond      5.3      19.1       0.2          NaN   \n",
       " 29493  2017-06-22  Richmond      4.5      18.1       0.0          NaN   \n",
       " 29494  2017-06-23  Richmond      4.3      17.7       0.0          NaN   \n",
       " 29495  2017-06-24  Richmond      2.5      19.8       0.0          NaN   \n",
       " 29496  2017-06-25  Richmond      2.7      20.0       0.2          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 26546       NaN           W           61.0        ENE  ...         NaN   \n",
       " 26547       NaN          SE           50.0        ENE  ...         NaN   \n",
       " 26548       NaN           E           24.0        SSW  ...         NaN   \n",
       " 26549       NaN          NE           33.0        ENE  ...         NaN   \n",
       " 26550       NaN           W           57.0        NNE  ...         NaN   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 29492       NaN          SW           24.0        NaN  ...        99.0   \n",
       " 29493       NaN          NE           19.0        NaN  ...        91.0   \n",
       " 29494       NaN         WNW           20.0          S  ...        99.0   \n",
       " 29495       NaN           W           26.0          W  ...        85.0   \n",
       " 29496       NaN           W           37.0        NaN  ...        88.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 26546          NaN       1005.5       1001.0       NaN       NaN     20.0   \n",
       " 26547          NaN       1012.6       1012.1       NaN       NaN     20.0   \n",
       " 26548          NaN       1021.9       1019.1       NaN       NaN     16.8   \n",
       " 26549          NaN       1018.7       1013.5       NaN       NaN     19.6   \n",
       " 26550          NaN       1013.1       1007.7       NaN       NaN     21.2   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 29492         67.0       1026.5       1025.3       8.0       8.0      6.6   \n",
       " 29493         60.0       1029.1       1024.2       NaN       NaN      9.9   \n",
       " 29494         71.0       1021.0       1014.9       5.0       NaN      7.0   \n",
       " 29495         39.0       1017.8       1015.2       NaN       NaN      9.6   \n",
       " 29496         35.0       1018.8       1015.2       NaN       NaN      9.6   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 26546     32.1         No            No  \n",
       " 26547     23.7         No            No  \n",
       " 26548     20.0         No            No  \n",
       " 26549     29.3         No            No  \n",
       " 26550     36.1         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 29492     17.8         No            No  \n",
       " 29493     17.7         No            No  \n",
       " 29494     16.5         No            No  \n",
       " 29495     19.3         No            No  \n",
       " 29496     19.4         No            No  \n",
       " \n",
       " [2951 rows x 23 columns],\n",
       "              Date Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 59736  2009-01-01     Sale     10.7      22.1       0.0         10.0   \n",
       " 59737  2009-01-02     Sale      8.0      18.9       0.0          NaN   \n",
       " 59738  2009-01-03     Sale      4.2      20.0       0.0          4.0   \n",
       " 59739  2009-01-04     Sale      6.7      24.3       0.0          5.0   \n",
       " 59740  2009-01-05     Sale      8.9      27.9       0.0          6.8   \n",
       " ...           ...      ...      ...       ...       ...          ...   \n",
       " 62731  2017-06-21     Sale      1.8      14.1       0.0          NaN   \n",
       " 62732  2017-06-22     Sale      8.2      13.9       0.0          NaN   \n",
       " 62733  2017-06-23     Sale      2.0      16.3       0.0          NaN   \n",
       " 62734  2017-06-24     Sale      6.0      12.8       1.4          NaN   \n",
       " 62735  2017-06-25     Sale      0.1      14.8       0.0          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 59736      11.5         WSW           76.0          W  ...        46.0   \n",
       " 59737      11.7           W           50.0          W  ...        61.0   \n",
       " 59738       9.1         ESE           33.0        WNW  ...        63.0   \n",
       " 59739      10.5         ESE           33.0        SSW  ...        70.0   \n",
       " 59740      10.8         ENE           37.0        WNW  ...        79.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 62731       NaN         NaN            NaN          W  ...        87.0   \n",
       " 62732       NaN         NaN            NaN          W  ...        90.0   \n",
       " 62733       NaN         NaN            NaN        WSW  ...        94.0   \n",
       " 62734       NaN         NaN            NaN        WSW  ...        92.0   \n",
       " 62735       NaN         NaN            NaN        WNW  ...        72.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 59736         62.0       1001.7       1003.4       4.0       6.0     18.4   \n",
       " 59737         36.0       1016.2       1017.3       3.0       6.0     12.5   \n",
       " 59738         43.0       1020.9       1018.0       1.0       6.0     12.9   \n",
       " 59739         47.0       1017.0       1013.4       3.0       5.0     16.4   \n",
       " 59740         52.0       1011.4       1008.9       6.0       1.0     15.9   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 62731         76.0       1028.3       1027.8       8.0       NaN     11.3   \n",
       " 62732         54.0       1028.4       1024.9       NaN       7.0      9.0   \n",
       " 62733         44.0       1018.5       1012.2       NaN       3.0      6.0   \n",
       " 62734         59.0       1017.9       1016.4       NaN       1.0      7.9   \n",
       " 62735         50.0       1016.3       1013.2       NaN       NaN      5.9   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 59736     16.7         No            No  \n",
       " 59737     16.7         No            No  \n",
       " 59738     18.8         No            No  \n",
       " 59739     23.2         No            No  \n",
       " 59740     25.5         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 62731     12.7         No            No  \n",
       " 62732     13.5         No            No  \n",
       " 62733     15.4         No           Yes  \n",
       " 62734     11.5        Yes            No  \n",
       " 62735     14.0         No            No  \n",
       " \n",
       " [3000 rows x 23 columns],\n",
       "               Date    Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 120900  2009-01-01  SalmonGums     14.8      31.8       0.4          NaN   \n",
       " 120901  2009-01-02  SalmonGums     14.7      37.6       0.0          NaN   \n",
       " 120902  2009-01-03  SalmonGums     15.8      32.0       0.0          NaN   \n",
       " 120903  2009-01-04  SalmonGums     17.0      30.8       0.0          NaN   \n",
       " 120904  2009-01-05  SalmonGums     11.0      35.9       0.0          NaN   \n",
       " ...            ...         ...      ...       ...       ...          ...   \n",
       " 123850  2017-06-21  SalmonGums     -0.2      22.5       0.0          NaN   \n",
       " 123851  2017-06-22  SalmonGums      7.3      17.8       5.2          NaN   \n",
       " 123852  2017-06-23  SalmonGums     10.3      16.9       2.2          NaN   \n",
       " 123853  2017-06-24  SalmonGums      4.9      15.9       0.2          NaN   \n",
       " 123854  2017-06-25  SalmonGums      4.7      12.6       0.0          NaN   \n",
       " \n",
       "         Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 120900       NaN           E           46.0        ESE  ...        62.0   \n",
       " 120901       NaN         NNE           43.0         NE  ...        58.0   \n",
       " 120902       NaN         SSW           54.0        SSW  ...        60.0   \n",
       " 120903       NaN           E           50.0         SE  ...        66.0   \n",
       " 120904       NaN         SSE           41.0         NE  ...        61.0   \n",
       " ...          ...         ...            ...        ...  ...         ...   \n",
       " 123850       NaN          NE           30.0         NE  ...        62.0   \n",
       " 123851       NaN          SW           31.0        ESE  ...        92.0   \n",
       " 123852       NaN          SE           35.0        SSE  ...        94.0   \n",
       " 123853       NaN         SSE           20.0          S  ...        91.0   \n",
       " 123854       NaN          SE           15.0        SSE  ...        94.0   \n",
       " \n",
       "         Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 120900         28.0          NaN          NaN       NaN       NaN     18.2   \n",
       " 120901         22.0          NaN          NaN       NaN       NaN     21.2   \n",
       " 120902         37.0          NaN          NaN       NaN       NaN     23.5   \n",
       " 120903         29.0          NaN          NaN       NaN       NaN     19.0   \n",
       " 120904         21.0          NaN          NaN       NaN       NaN     19.7   \n",
       " ...             ...          ...          ...       ...       ...      ...   \n",
       " 123850         27.0          NaN          NaN       NaN       NaN     12.8   \n",
       " 123851         65.0          NaN          NaN       NaN       NaN     11.2   \n",
       " 123852         82.0          NaN          NaN       NaN       NaN     12.7   \n",
       " 123853         54.0          NaN          NaN       NaN       NaN     11.5   \n",
       " 123854         60.0          NaN          NaN       NaN       NaN      9.6   \n",
       " \n",
       "         Temp3pm  RainToday  RainTomorrow  \n",
       " 120900     30.1         No            No  \n",
       " 120901     35.7         No            No  \n",
       " 120902     30.4         No            No  \n",
       " 120903     28.7         No            No  \n",
       " 120904     33.2         No            No  \n",
       " ...         ...        ...           ...  \n",
       " 123850     21.9         No           Yes  \n",
       " 123851     17.5        Yes           Yes  \n",
       " 123852     14.0        Yes            No  \n",
       " 123853     14.4         No            No  \n",
       " 123854     12.2         No            No  \n",
       " \n",
       " [2955 rows x 23 columns],\n",
       "              Date Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 29497  2008-02-01   Sydney     19.5      22.4      15.6          6.2   \n",
       " 29498  2008-02-02   Sydney     19.5      25.6       6.0          3.4   \n",
       " 29499  2008-02-03   Sydney     21.6      24.5       6.6          2.4   \n",
       " 29500  2008-02-04   Sydney     20.2      22.8      18.8          2.2   \n",
       " 29501  2008-02-05   Sydney     19.7      25.7      77.4          NaN   \n",
       " ...           ...      ...      ...       ...       ...          ...   \n",
       " 32829  2017-06-21   Sydney      8.6      19.6       0.0          2.0   \n",
       " 32830  2017-06-22   Sydney      9.3      19.2       0.0          2.0   \n",
       " 32831  2017-06-23   Sydney      9.4      17.7       0.0          2.4   \n",
       " 32832  2017-06-24   Sydney     10.1      19.3       0.0          1.4   \n",
       " 32833  2017-06-25   Sydney      7.6      19.3       0.0          3.4   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 29497       0.0         NaN            NaN          S  ...        92.0   \n",
       " 29498       2.7         NaN            NaN          W  ...        83.0   \n",
       " 29499       0.1         NaN            NaN        ESE  ...        88.0   \n",
       " 29500       0.0         NaN            NaN        NNE  ...        83.0   \n",
       " 29501       0.0         NaN            NaN        NNE  ...        88.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 32829       7.8         SSE           37.0          W  ...        73.0   \n",
       " 32830       9.2           W           30.0          W  ...        78.0   \n",
       " 32831       2.7           W           24.0        WNW  ...        85.0   \n",
       " 32832       9.3           W           43.0          W  ...        56.0   \n",
       " 32833       9.4           W           35.0          W  ...        73.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 29497         84.0       1017.6       1017.4       8.0       8.0     20.7   \n",
       " 29498         73.0       1017.9       1016.4       7.0       7.0     22.4   \n",
       " 29499         86.0       1016.7       1015.6       7.0       8.0     23.5   \n",
       " 29500         90.0       1014.2       1011.8       8.0       8.0     21.4   \n",
       " 29501         74.0       1008.3       1004.8       8.0       8.0     22.5   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 32829         52.0       1025.9       1025.3       2.0       2.0     10.5   \n",
       " 32830         53.0       1028.5       1024.6       2.0       2.0     11.0   \n",
       " 32831         56.0       1020.8       1015.0       6.0       6.0     10.2   \n",
       " 32832         35.0       1017.3       1015.1       5.0       2.0     12.4   \n",
       " 32833         32.0       1018.6       1015.4       1.0       1.0      9.4   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 29497     20.9        Yes           Yes  \n",
       " 29498     24.8        Yes           Yes  \n",
       " 29499     23.0        Yes           Yes  \n",
       " 29500     20.9        Yes           Yes  \n",
       " 29501     25.5        Yes           Yes  \n",
       " ...        ...        ...           ...  \n",
       " 32829     17.9         No            No  \n",
       " 32830     18.7         No            No  \n",
       " 32831     17.3         No            No  \n",
       " 32832     19.0         No            No  \n",
       " 32833     18.8         No            No  \n",
       " \n",
       " [3337 rows x 23 columns],\n",
       "              Date       Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 32834  2009-01-01  SydneyAirport     17.7      35.1       0.0          9.8   \n",
       " 32835  2009-01-02  SydneyAirport     18.5      23.0       0.0         11.0   \n",
       " 32836  2009-01-03  SydneyAirport     16.9      23.2       0.0          9.0   \n",
       " 32837  2009-01-04  SydneyAirport     18.7      27.1       0.0          5.4   \n",
       " 32838  2009-01-05  SydneyAirport     20.2      31.6       0.0         10.0   \n",
       " ...           ...            ...      ...       ...       ...          ...   \n",
       " 35834  2017-06-21  SydneyAirport      8.6      18.6       0.2          2.0   \n",
       " 35835  2017-06-22  SydneyAirport      9.5      17.8       0.2          2.0   \n",
       " 35836  2017-06-23  SydneyAirport      8.7      19.4       0.0          2.4   \n",
       " 35837  2017-06-24  SydneyAirport      9.4      19.9       0.0          1.4   \n",
       " 35838  2017-06-25  SydneyAirport      6.8      19.5       0.0          3.4   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 32834      12.9           S           72.0         NW  ...        63.0   \n",
       " 32835       5.9           S           63.0        SSE  ...        63.0   \n",
       " 32836       0.5         NaN            NaN        ESE  ...        52.0   \n",
       " 32837      11.3          NE           65.0        NNE  ...        60.0   \n",
       " 32838      12.2         NNE           63.0        WNW  ...        58.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 35834       7.8         SSW           56.0        NNW  ...        69.0   \n",
       " 35835       9.2          SW           35.0        NNW  ...        74.0   \n",
       " 35836       2.7         NNW           30.0         NW  ...        83.0   \n",
       " 35837       9.3          SW           43.0        WNW  ...        61.0   \n",
       " 35838       9.4         WSW           46.0         NW  ...        67.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 32834         13.0       1005.3       1000.2       6.0       6.0     22.9   \n",
       " 32835         58.0       1012.9       1014.1       5.0       6.0     20.6   \n",
       " 32836         50.0       1021.8       1019.4       7.0       8.0     18.9   \n",
       " 32837         51.0       1018.5       1014.9       2.0       1.0     22.9   \n",
       " 32838         52.0       1013.2       1008.0       6.0       3.0     24.9   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 35834         67.0       1025.7       1025.3       2.0       2.0     13.3   \n",
       " 35835         70.0       1028.3       1024.6       2.0       2.0     14.3   \n",
       " 35836         57.0       1020.8       1014.7       6.0       6.0     10.9   \n",
       " 35837         41.0       1017.3       1015.2       5.0       2.0     12.9   \n",
       " 35838         42.0       1018.4       1015.2       1.0       1.0     11.9   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 32834     34.0         No            No  \n",
       " 32835     20.1         No            No  \n",
       " 32836     22.0         No            No  \n",
       " 32837     25.9         No            No  \n",
       " 32838     29.0         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 35834     17.7         No            No  \n",
       " 35835     16.8         No            No  \n",
       " 35836     18.2         No            No  \n",
       " 35837     19.3         No            No  \n",
       " 35838     17.9         No            No  \n",
       " \n",
       " [3005 rows x 23 columns],\n",
       "              Date    Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 90823  2008-12-01  Townsville     24.4      31.4      23.6          4.6   \n",
       " 90824  2008-12-02  Townsville     25.9      31.7       0.6          7.6   \n",
       " 90825  2008-12-03  Townsville     26.1      32.0       2.4         11.0   \n",
       " 90826  2008-12-04  Townsville     23.9      31.2       0.0          8.6   \n",
       " 90827  2008-12-05  Townsville     24.2      32.3       0.0          9.8   \n",
       " ...           ...         ...      ...       ...       ...          ...   \n",
       " 93851  2017-06-20  Townsville     12.6      26.8       0.0          NaN   \n",
       " 93852  2017-06-21  Townsville     15.5      26.7       0.0          NaN   \n",
       " 93853  2017-06-23  Townsville      NaN      25.9       NaN          NaN   \n",
       " 93854  2017-06-24  Townsville     14.3      25.6       0.0          NaN   \n",
       " 93855  2017-06-25  Townsville     16.5      25.8       0.0          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 90823      11.6         ENE           33.0         NE  ...        72.0   \n",
       " 90824      11.3         ENE           37.0          E  ...        72.0   \n",
       " 90825      12.5         ENE           33.0        ENE  ...        59.0   \n",
       " 90826      12.6          NE           41.0        ENE  ...        63.0   \n",
       " 90827      12.2         ENE           39.0        ESE  ...        65.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 93851       NaN          NE           33.0        NaN  ...        64.0   \n",
       " 93852       NaN          SE           44.0        SSE  ...        60.0   \n",
       " 93853       NaN         ESE           35.0        SSE  ...        61.0   \n",
       " 93854       NaN         ESE           37.0         SE  ...        71.0   \n",
       " 93855       NaN         ESE           31.0         SE  ...        61.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 90823         74.0       1011.9       1008.9       5.0       4.0     30.1   \n",
       " 90824         70.0       1012.4       1008.9       2.0       2.0     29.7   \n",
       " 90825         44.0       1013.5       1010.4       2.0       1.0     29.4   \n",
       " 90826         62.0       1014.2       1011.9       2.0       1.0     29.0   \n",
       " 90827         65.0       1015.1       1012.3       3.0       2.0     29.8   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 93851         54.0       1019.7       1016.7       NaN       NaN     20.1   \n",
       " 93852         50.0       1020.8       1017.7       NaN       NaN     21.8   \n",
       " 93853         51.0       1020.1       1016.4       NaN       8.0     21.0   \n",
       " 93854         51.0       1017.6       1015.6       8.0       8.0     21.7   \n",
       " 93855         53.0       1018.1       1015.7       8.0       8.0     22.4   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 90823     30.1        Yes            No  \n",
       " 90824     30.4         No           Yes  \n",
       " 90825     31.2        Yes            No  \n",
       " 90826     30.5         No            No  \n",
       " 90827     30.7         No           Yes  \n",
       " ...        ...        ...           ...  \n",
       " 93851     24.8         No            No  \n",
       " 93852     25.1         No            No  \n",
       " 93853     24.7        NaN            No  \n",
       " 93854     24.7         No            No  \n",
       " 93855     24.6         No            No  \n",
       " \n",
       " [3033 rows x 23 columns],\n",
       "              Date     Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 47769  2008-12-01  Tuggeranong     13.1      24.2       0.0          NaN   \n",
       " 47770  2008-12-02  Tuggeranong      5.7      24.2       0.0          NaN   \n",
       " 47771  2008-12-03  Tuggeranong      9.4      25.7       0.0          NaN   \n",
       " 47772  2008-12-04  Tuggeranong     11.6      24.8       0.0          NaN   \n",
       " 47773  2008-12-05  Tuggeranong     14.6      29.1       0.4          NaN   \n",
       " ...           ...          ...      ...       ...       ...          ...   \n",
       " 50762  2017-06-21  Tuggeranong     -1.2      15.1       0.4          NaN   \n",
       " 50763  2017-06-22  Tuggeranong     -0.4      14.0       0.0          NaN   \n",
       " 50764  2017-06-23  Tuggeranong     -3.5      13.4       0.0          NaN   \n",
       " 50765  2017-06-24  Tuggeranong      0.1      14.5       0.0          NaN   \n",
       " 50766  2017-06-25  Tuggeranong     -5.8      14.4       0.0          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 47769       NaN         WNW           61.0         NW  ...        36.0   \n",
       " 47770       NaN         WNW           48.0        NNW  ...        38.0   \n",
       " 47771       NaN         WNW           50.0        NNW  ...        35.0   \n",
       " 47772       NaN          NE           43.0        ENE  ...        59.0   \n",
       " 47773       NaN         WSW           35.0          E  ...        91.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 50762       NaN         WSW           15.0        NaN  ...       100.0   \n",
       " 50763       NaN           N           24.0        NaN  ...        83.0   \n",
       " 50764       NaN          NW           33.0         SW  ...       100.0   \n",
       " 50765       NaN          NW           35.0          N  ...        64.0   \n",
       " 50766       NaN           W           43.0        SSE  ...        86.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 47769         34.0       1005.6       1003.6       NaN       NaN     19.6   \n",
       " 47770         25.0       1008.8       1006.3       NaN       NaN     16.4   \n",
       " 47771         26.0       1005.7       1005.9       NaN       NaN     19.4   \n",
       " 47772         32.0       1017.7       1014.0       NaN       NaN     16.3   \n",
       " 47773         47.0       1011.7       1007.7       NaN       NaN     15.5   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 50762         38.0       1028.8       1026.3       NaN       NaN     -0.4   \n",
       " 50763         44.0       1029.5       1025.0       NaN       NaN      6.0   \n",
       " 50764         38.0       1022.0       1016.1       NaN       NaN      0.1   \n",
       " 50765         43.0       1017.1       1015.4       NaN       NaN      9.5   \n",
       " 50766         49.0       1018.5       1016.0       NaN       NaN     -0.5   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 47769     23.1         No            No  \n",
       " 47770     22.9         No            No  \n",
       " 47771     24.6         No            No  \n",
       " 47772     23.6         No            No  \n",
       " 47773     25.6         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 50762     14.7         No            No  \n",
       " 50763     13.1         No            No  \n",
       " 50764     12.9         No            No  \n",
       " 50765     13.1         No            No  \n",
       " 50766     11.3         No            No  \n",
       " \n",
       " [2998 rows x 23 columns],\n",
       "               Date Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 140672  2013-03-01    Uluru     19.7      30.0       0.8          NaN   \n",
       " 140673  2013-03-02    Uluru     21.6      33.1       0.0          NaN   \n",
       " 140674  2013-03-03    Uluru     21.3      36.1       0.0          NaN   \n",
       " 140675  2013-03-04    Uluru     22.9      37.7       0.0          NaN   \n",
       " 140676  2013-03-05    Uluru     24.0      39.0       0.0          NaN   \n",
       " ...            ...      ...      ...       ...       ...          ...   \n",
       " 142188  2017-06-20    Uluru      3.5      21.8       0.0          NaN   \n",
       " 142189  2017-06-21    Uluru      2.8      23.4       0.0          NaN   \n",
       " 142190  2017-06-22    Uluru      3.6      25.3       0.0          NaN   \n",
       " 142191  2017-06-23    Uluru      5.4      26.9       0.0          NaN   \n",
       " 142192  2017-06-24    Uluru      7.8      27.0       0.0          NaN   \n",
       " \n",
       "         Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 140672       NaN         ESE           48.0          E  ...        76.0   \n",
       " 140673       NaN           E           33.0          E  ...        44.0   \n",
       " 140674       NaN           E           33.0        ENE  ...        39.0   \n",
       " 140675       NaN         ENE           39.0          E  ...        35.0   \n",
       " 140676       NaN           S           39.0          E  ...        33.0   \n",
       " ...          ...         ...            ...        ...  ...         ...   \n",
       " 142188       NaN           E           31.0        ESE  ...        59.0   \n",
       " 142189       NaN           E           31.0         SE  ...        51.0   \n",
       " 142190       NaN         NNW           22.0         SE  ...        56.0   \n",
       " 142191       NaN           N           37.0         SE  ...        53.0   \n",
       " 142192       NaN          SE           28.0        SSE  ...        51.0   \n",
       " \n",
       "         Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 140672         54.0       1010.6       1007.5       NaN       NaN     21.7   \n",
       " 140673         33.0       1010.5       1006.5       NaN       NaN     24.6   \n",
       " 140674         27.0       1006.9       1002.7       NaN       NaN     27.6   \n",
       " 140675         22.0       1006.0       1002.1       NaN       NaN     28.7   \n",
       " 140676         21.0       1006.9       1003.5       NaN       NaN     29.9   \n",
       " ...             ...          ...          ...       ...       ...      ...   \n",
       " 142188         27.0       1024.7       1021.2       NaN       NaN      9.4   \n",
       " 142189         24.0       1024.6       1020.3       NaN       NaN     10.1   \n",
       " 142190         21.0       1023.5       1019.1       NaN       NaN     10.9   \n",
       " 142191         24.0       1021.0       1016.8       NaN       NaN     12.5   \n",
       " 142192         24.0       1019.4       1016.5       3.0       2.0     15.1   \n",
       " \n",
       "         Temp3pm  RainToday  RainTomorrow  \n",
       " 140672     28.4         No            No  \n",
       " 140673     31.3         No            No  \n",
       " 140674     34.5         No            No  \n",
       " 140675     35.4         No            No  \n",
       " 140676     37.3         No            No  \n",
       " ...         ...        ...           ...  \n",
       " 142188     20.9         No            No  \n",
       " 142189     22.4         No            No  \n",
       " 142190     24.5         No            No  \n",
       " 142191     26.1         No            No  \n",
       " 142192     26.0         No            No  \n",
       " \n",
       " [1521 rows x 23 columns],\n",
       "              Date    Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 35839  2009-01-01  WaggaWagga      9.9      28.4       0.0          9.8   \n",
       " 35840  2009-01-02  WaggaWagga      8.9      25.3       0.0         14.8   \n",
       " 35841  2009-01-03  WaggaWagga     11.0      30.7       0.0          9.8   \n",
       " 35842  2009-01-04  WaggaWagga     14.7      35.2       0.0          9.4   \n",
       " 35843  2009-01-05  WaggaWagga     11.8      36.5       0.0         11.6   \n",
       " ...           ...         ...      ...       ...       ...          ...   \n",
       " 38810  2017-06-21  WaggaWagga     -2.8      15.4       0.0          NaN   \n",
       " 38811  2017-06-22  WaggaWagga     -1.3      14.6       0.0          NaN   \n",
       " 38812  2017-06-23  WaggaWagga     -1.0      15.0       0.2          NaN   \n",
       " 38813  2017-06-24  WaggaWagga     -1.8      14.4       0.2          NaN   \n",
       " 38814  2017-06-25  WaggaWagga     -0.1      12.7       0.0          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 35839      13.5         WNW           59.0         NW  ...        37.0   \n",
       " 35840      13.7         WSW           48.0         SW  ...        37.0   \n",
       " 35841      13.7          NE           39.0        ENE  ...        43.0   \n",
       " 35842      12.1           N           39.0         NE  ...        46.0   \n",
       " 35843      13.4           W           43.0        NNE  ...        23.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 38810       NaN         WSW           19.0        NaN  ...         NaN   \n",
       " 38811       NaN           E           17.0          E  ...        84.0   \n",
       " 38812       NaN           E           20.0        ESE  ...        90.0   \n",
       " 38813       NaN           W           28.0         SW  ...         NaN   \n",
       " 38814       NaN         SSW           19.0        SSW  ...        92.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 35839         24.0       1005.2       1003.5       1.0       1.0     20.8   \n",
       " 35840         10.0       1013.9       1012.9       1.0       0.0     14.7   \n",
       " 35841         18.0       1017.8       1014.3       0.0       1.0     18.9   \n",
       " 35842         19.0       1014.8       1010.6       1.0       4.0     24.7   \n",
       " 35843          5.0       1013.1       1009.8       1.0       1.0     23.6   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 38810         55.0       1028.6       1026.5       5.0       NaN      0.4   \n",
       " 38811         55.0       1028.8       1025.5       NaN       6.0      4.6   \n",
       " 38812         54.0       1022.0       1017.0       NaN       NaN      3.2   \n",
       " 38813         57.0       1019.0       1017.4       7.0       8.0      0.2   \n",
       " 38814         54.0       1020.8       1018.5       8.0       8.0      4.0   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 35839     27.0         No            No  \n",
       " 35840     23.2         No            No  \n",
       " 35841     28.0         No            No  \n",
       " 35842     33.7         No            No  \n",
       " 35843     34.6         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 38810     14.6         No            No  \n",
       " 38811     13.9         No            No  \n",
       " 38812     14.4         No            No  \n",
       " 38813     12.4         No            No  \n",
       " 38814     10.7         No            No  \n",
       " \n",
       " [2976 rows x 23 columns],\n",
       "               Date Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 123855  2009-01-01  Walpole     15.7      24.5       0.0          NaN   \n",
       " 123856  2009-01-02  Walpole     13.2      25.7       0.0          NaN   \n",
       " 123857  2009-01-03  Walpole     17.1      21.8       0.0          NaN   \n",
       " 123858  2009-01-04  Walpole     12.9      24.9       0.0          NaN   \n",
       " 123859  2009-01-05  Walpole     14.3      24.5       0.0          NaN   \n",
       " ...            ...      ...      ...       ...       ...          ...   \n",
       " 126669  2017-06-21  Walpole     11.7      18.8       0.2          NaN   \n",
       " 126670  2017-06-22  Walpole     11.4      18.5       0.0          NaN   \n",
       " 126671  2017-06-23  Walpole     13.0      15.9      15.4          NaN   \n",
       " 126672  2017-06-24  Walpole     10.3      14.9       2.2          NaN   \n",
       " 126673  2017-06-25  Walpole      9.3      15.4       7.4          NaN   \n",
       " \n",
       "         Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 123855       NaN         ESE           44.0          E  ...        73.0   \n",
       " 123856       NaN           S           35.0          E  ...        78.0   \n",
       " 123857       NaN          SE           33.0        SSE  ...        73.0   \n",
       " 123858       NaN          SE           31.0        ESE  ...        74.0   \n",
       " 123859       NaN          SW           31.0         NE  ...        71.0   \n",
       " ...          ...         ...            ...        ...  ...         ...   \n",
       " 126669       NaN         NNE           35.0         NE  ...        81.0   \n",
       " 126670       NaN          SE           59.0        ENE  ...        73.0   \n",
       " 126671       NaN          SE           56.0         SE  ...        74.0   \n",
       " 126672       NaN          SE           30.0         NE  ...       100.0   \n",
       " 126673       NaN         SSW           20.0        WNW  ...       100.0   \n",
       " \n",
       "         Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 123855         66.0       1016.5       1014.0       NaN       NaN     18.0   \n",
       " 123856         71.0       1013.4       1011.1       NaN       NaN     20.0   \n",
       " 123857         66.0       1017.0       1016.6       NaN       NaN     19.1   \n",
       " 123858         53.0       1019.7       1017.4       NaN       NaN     19.8   \n",
       " 123859         75.0       1017.5       1015.5       NaN       NaN     20.4   \n",
       " ...             ...          ...          ...       ...       ...      ...   \n",
       " 126669         59.0       1014.8       1010.6       NaN       NaN     12.9   \n",
       " 126670         95.0       1014.2       1015.7       NaN       NaN     14.2   \n",
       " 126671         68.0       1025.3       1025.1       NaN       NaN     13.4   \n",
       " 126672         70.0       1028.3       1026.2       NaN       NaN     11.3   \n",
       " 126673         70.0       1028.7       1026.7       NaN       NaN      9.7   \n",
       " \n",
       "         Temp3pm  RainToday  RainTomorrow  \n",
       " 123855     23.1         No            No  \n",
       " 123856     24.7         No            No  \n",
       " 123857     20.7         No            No  \n",
       " 123858     23.9         No            No  \n",
       " 123859     22.4         No            No  \n",
       " ...         ...        ...           ...  \n",
       " 126669     18.2         No            No  \n",
       " 126670     13.9         No           Yes  \n",
       " 126671     14.2        Yes           Yes  \n",
       " 126672     13.6        Yes           Yes  \n",
       " 126673     14.6        Yes            No  \n",
       " \n",
       " [2819 rows x 23 columns],\n",
       "              Date  Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 75752  2009-01-01  Watsonia     13.9      20.0       0.0          5.6   \n",
       " 75753  2009-01-02  Watsonia      8.9      18.4       0.8          7.2   \n",
       " 75754  2009-01-03  Watsonia      5.2      21.4       0.0          6.2   \n",
       " 75755  2009-01-04  Watsonia      7.7      30.5       0.0          6.4   \n",
       " 75756  2009-01-05  Watsonia     10.6      29.9       0.0          7.4   \n",
       " ...           ...       ...      ...       ...       ...          ...   \n",
       " 78746  2017-06-21  Watsonia      5.2      13.6       0.0          0.6   \n",
       " 78747  2017-06-22  Watsonia      4.8      13.3       0.4          0.6   \n",
       " 78748  2017-06-23  Watsonia      5.6      13.1       0.0          1.6   \n",
       " 78749  2017-06-24  Watsonia      6.9      12.1       3.2          1.8   \n",
       " 78750  2017-06-25  Watsonia      7.9      13.0       0.0          2.8   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 75752       8.8         SSW           61.0          W  ...        56.0   \n",
       " 75753      12.9          SW           52.0         SW  ...        75.0   \n",
       " 75754      10.5         SSW           28.0         SE  ...        59.0   \n",
       " 75755      12.5         SSW           30.0        NNE  ...        73.0   \n",
       " 75756      12.3          SW           33.0        ENE  ...        66.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 78746       0.0           N           20.0        NaN  ...       100.0   \n",
       " 78747       0.0         NNW           24.0         NE  ...       100.0   \n",
       " 78748       6.0         NNW           52.0         NE  ...        85.0   \n",
       " 78749       5.6         SSW           24.0        WNW  ...        99.0   \n",
       " 78750       3.8         NNW           39.0          N  ...        68.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 75752         48.0       1004.8       1006.0       7.0       7.0     16.9   \n",
       " 75753         41.0       1017.8       1019.0       6.0       7.0     11.7   \n",
       " 75754         44.0       1020.7       1017.4       1.0       7.0     12.9   \n",
       " 75755         16.0       1016.4       1012.7       5.0       4.0     13.7   \n",
       " 75756         27.0       1011.5       1010.1       6.0       2.0     18.8   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 78746         83.0       1028.9       1028.5       7.0       7.0      9.8   \n",
       " 78747         63.0       1028.5       1025.1       7.0       7.0      5.6   \n",
       " 78748         67.0       1019.0       1014.0       1.0       7.0      8.8   \n",
       " 78749         61.0       1018.7       1017.3       2.0       7.0      7.9   \n",
       " 78750         69.0       1017.6       1015.3       7.0       7.0      9.0   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 75752     18.0         No            No  \n",
       " 75753     17.1         No            No  \n",
       " 75754     19.9         No            No  \n",
       " 75755     29.0         No            No  \n",
       " 75756     28.4         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 78746     12.7         No            No  \n",
       " 78747     12.4         No            No  \n",
       " 78748     11.6         No           Yes  \n",
       " 78749     11.0        Yes            No  \n",
       " 78750     11.7         No            No  \n",
       " \n",
       " [2999 rows x 23 columns],\n",
       "              Date     Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 38815  2009-01-01  Williamtown     15.2      34.0       0.0         11.6   \n",
       " 38816  2009-01-02  Williamtown     18.3      24.5       0.0          8.8   \n",
       " 38817  2009-01-03  Williamtown     16.8      23.5       0.4          8.4   \n",
       " 38818  2009-01-04  Williamtown     17.5      27.8       0.0          5.0   \n",
       " 38819  2009-01-05  Williamtown     14.8      36.0       0.0          8.6   \n",
       " ...           ...          ...      ...       ...       ...          ...   \n",
       " 41363  2017-06-21  Williamtown      9.2      19.0       0.2          NaN   \n",
       " 41364  2017-06-22  Williamtown     10.1      18.4       0.0          NaN   \n",
       " 41365  2017-06-23  Williamtown      6.8      16.7       0.2          NaN   \n",
       " 41366  2017-06-24  Williamtown      9.4      19.3       0.0          NaN   \n",
       " 41367  2017-06-25  Williamtown      6.8      19.6       0.0          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 38815       9.2          NW           41.0        WNW  ...        62.0   \n",
       " 38816       9.4           S           54.0          S  ...        61.0   \n",
       " 38817       0.4          NE           37.0        ESE  ...        60.0   \n",
       " 38818      12.0           E           50.0         NE  ...        60.0   \n",
       " 38819      11.9         ENE           37.0        NNW  ...        67.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 41363       NaN         WNW           30.0        WNW  ...       100.0   \n",
       " 41364       NaN         WNW           26.0        WNW  ...        82.0   \n",
       " 41365       NaN         WNW           26.0         NW  ...        95.0   \n",
       " 41366       NaN         WNW           48.0        WNW  ...        55.0   \n",
       " 41367       NaN          NW           43.0        WNW  ...        71.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 38815         36.0       1005.2       1001.5       3.0       6.0     23.7   \n",
       " 38816         57.0       1012.1       1011.7       3.0       2.0     21.6   \n",
       " 38817         58.0       1020.4       1018.4       7.0       7.0     20.1   \n",
       " 38818         51.0       1018.4       1014.6       1.0       1.0     22.7   \n",
       " 38819         39.0       1013.6       1008.7       2.0       3.0     22.5   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 41363         66.0       1025.2       1024.3       4.0       NaN     11.0   \n",
       " 41364         72.0       1027.7       1024.3       3.0       7.0     13.1   \n",
       " 41365         71.0       1021.8       1015.9       1.0       8.0      9.5   \n",
       " 41366         39.0       1017.7       1015.5       NaN       NaN     13.4   \n",
       " 41367         43.0       1019.1       1015.6       4.0       NaN     12.4   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 38815     28.7         No            No  \n",
       " 38816     23.4         No            No  \n",
       " 38817     21.7         No            No  \n",
       " 38818     26.4         No            No  \n",
       " 38819     33.8         No            No  \n",
       " ...        ...        ...           ...  \n",
       " 41363     18.5         No            No  \n",
       " 41364     17.0         No            No  \n",
       " 41365     15.9         No            No  \n",
       " 41366     18.8         No            No  \n",
       " 41367     19.4         No            No  \n",
       " \n",
       " [2553 rows x 23 columns],\n",
       "               Date     Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 108984  2009-01-01  Witchcliffe     11.9      28.3       0.0          NaN   \n",
       " 108985  2009-01-02  Witchcliffe     15.1      28.8       0.0          NaN   \n",
       " 108986  2009-01-03  Witchcliffe     16.6      24.7       0.0          NaN   \n",
       " 108987  2009-01-04  Witchcliffe     13.9      29.9       0.0          NaN   \n",
       " 108988  2009-01-05  Witchcliffe     15.6      30.1       0.0          NaN   \n",
       " ...            ...          ...      ...       ...       ...          ...   \n",
       " 111931  2017-06-21  Witchcliffe     12.2      16.9       5.0          NaN   \n",
       " 111932  2017-06-22  Witchcliffe     10.9      18.1      13.6          NaN   \n",
       " 111933  2017-06-23  Witchcliffe     11.3      16.3       7.0          NaN   \n",
       " 111934  2017-06-24  Witchcliffe      6.6      14.9       0.2          NaN   \n",
       " 111935  2017-06-25  Witchcliffe      8.5      15.5       0.0          NaN   \n",
       " \n",
       "         Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 108984       NaN         SSE           39.0        ESE  ...        66.0   \n",
       " 108985       NaN         SSE           50.0         SE  ...        65.0   \n",
       " 108986       NaN          SE           44.0         SE  ...        66.0   \n",
       " 108987       NaN         SSE           44.0         SE  ...        62.0   \n",
       " 108988       NaN         SSE           44.0         SE  ...        71.0   \n",
       " ...          ...         ...            ...        ...  ...         ...   \n",
       " 111931       NaN         NNE           59.0          N  ...        90.0   \n",
       " 111932       NaN         SSE           65.0         SE  ...        89.0   \n",
       " 111933       NaN          SE           56.0         SE  ...        78.0   \n",
       " 111934       NaN          SE           37.0         SE  ...        99.0   \n",
       " 111935       NaN         SSE           20.0        NaN  ...        99.0   \n",
       " \n",
       "         Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 108984         49.0       1015.0       1012.0       NaN       NaN     17.5   \n",
       " 108985         48.0       1012.4       1011.4       NaN       NaN     21.0   \n",
       " 108986         54.0       1016.9       1016.2       NaN       NaN     20.3   \n",
       " 108987         44.0       1020.1       1016.9       NaN       NaN     19.8   \n",
       " 108988         56.0       1017.5       1015.5       NaN       NaN     20.7   \n",
       " ...             ...          ...          ...       ...       ...      ...   \n",
       " 111931         95.0       1010.3       1006.5       NaN       NaN     14.3   \n",
       " 111932         76.0       1012.1       1013.5       NaN       NaN     11.3   \n",
       " 111933         60.0       1024.2       1023.9       NaN       NaN     14.2   \n",
       " 111934         81.0       1028.8       1026.2       NaN       NaN      9.9   \n",
       " 111935         72.0       1029.5       1027.5       NaN       NaN     10.4   \n",
       " \n",
       "         Temp3pm  RainToday  RainTomorrow  \n",
       " 108984     27.7         No            No  \n",
       " 108985     27.9         No            No  \n",
       " 108986     23.7         No            No  \n",
       " 108987     29.1         No            No  \n",
       " 108988     26.5         No            No  \n",
       " ...         ...        ...           ...  \n",
       " 111931     14.9        Yes           Yes  \n",
       " 111932     16.8        Yes           Yes  \n",
       " 111933     15.4        Yes            No  \n",
       " 111934     14.2         No            No  \n",
       " 111935     14.6         No            No  \n",
       " \n",
       " [2952 rows x 23 columns],\n",
       "              Date    Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 41368  2008-12-03  Wollongong      NaN      27.4       NaN          NaN   \n",
       " 41369  2008-12-04  Wollongong     15.7      21.5       0.4          NaN   \n",
       " 41370  2008-12-05  Wollongong     18.0      27.7       0.0          NaN   \n",
       " 41371  2008-12-06  Wollongong     18.6      32.5       0.2          NaN   \n",
       " 41372  2008-12-07  Wollongong     17.9      23.6       0.6          NaN   \n",
       " ...           ...         ...      ...       ...       ...          ...   \n",
       " 44346  2017-06-21  Wollongong      8.3      17.4       0.0          NaN   \n",
       " 44347  2017-06-22  Wollongong     11.1      17.0       0.0          NaN   \n",
       " 44348  2017-06-23  Wollongong      9.5      18.1       0.0          NaN   \n",
       " 44349  2017-06-24  Wollongong     12.3      18.9       0.0          NaN   \n",
       " 44350  2017-06-25  Wollongong      8.0      18.1       0.0          NaN   \n",
       " \n",
       "        Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 41368       NaN         SSE           70.0        NaN  ...         NaN   \n",
       " 41369       NaN          NE           39.0          E  ...        67.0   \n",
       " 41370       NaN         ENE           41.0        NNE  ...        79.0   \n",
       " 41371       NaN         SSE           44.0         SE  ...        57.0   \n",
       " 41372       NaN         SSE           50.0        WNW  ...        67.0   \n",
       " ...         ...         ...            ...        ...  ...         ...   \n",
       " 44346       NaN         SSW           44.0         SW  ...        62.0   \n",
       " 44347       NaN          SW           24.0         SW  ...        71.0   \n",
       " 44348       NaN          NW           30.0         NW  ...        68.0   \n",
       " 44349       NaN         WNW           56.0          W  ...        50.0   \n",
       " 44350       NaN         WSW           48.0          W  ...        51.0   \n",
       " \n",
       "        Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 41368         63.0       1007.8       1005.8       NaN       NaN      NaN   \n",
       " 41369         65.0       1020.3       1018.9       8.0       7.0     18.1   \n",
       " 41370         75.0       1014.3       1009.2       8.0       NaN     20.1   \n",
       " 41371         81.0       1006.0       1004.4       NaN       4.0     27.6   \n",
       " 41372         80.0       1007.2       1008.9       8.0       7.0     21.0   \n",
       " ...            ...          ...          ...       ...       ...      ...   \n",
       " 44346         62.0       1026.2       1026.0       3.0       NaN     14.6   \n",
       " 44347         61.0       1028.6       1024.5       NaN       NaN     14.3   \n",
       " 44348         54.0       1020.0       1013.9       8.0       8.0     13.6   \n",
       " 44349         38.0       1016.3       1015.1       NaN       NaN     14.1   \n",
       " 44350         35.0       1017.1       1014.9       NaN       NaN     11.8   \n",
       " \n",
       "        Temp3pm  RainToday  RainTomorrow  \n",
       " 41368     23.9        NaN            No  \n",
       " 41369     19.5         No            No  \n",
       " 41370     23.4         No            No  \n",
       " 41371     21.2         No            No  \n",
       " 41372     20.4         No           Yes  \n",
       " ...        ...        ...           ...  \n",
       " 44346     17.0         No            No  \n",
       " 44347     16.9         No            No  \n",
       " 44348     17.6         No            No  \n",
       " 44349     18.0         No            No  \n",
       " 44350     17.6         No            No  \n",
       " \n",
       " [2983 rows x 23 columns],\n",
       "               Date Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       " 102978  2009-01-01  Woomera     16.8      29.7       0.0          NaN   \n",
       " 102979  2009-01-02  Woomera     13.3      28.6       0.0          NaN   \n",
       " 102980  2009-01-03  Woomera     14.9      32.0       0.0          NaN   \n",
       " 102981  2009-01-04  Woomera     16.3      36.3       0.0         11.8   \n",
       " 102982  2009-01-05  Woomera     20.0      38.4       0.0         16.0   \n",
       " ...            ...      ...      ...       ...       ...          ...   \n",
       " 105963  2017-06-20  Woomera      5.6      19.7       0.0          2.2   \n",
       " 105964  2017-06-21  Woomera      5.8      19.9       0.0          2.0   \n",
       " 105965  2017-06-22  Woomera      7.8      19.0       0.0          1.4   \n",
       " 105966  2017-06-23  Woomera      8.0      22.5       0.0          4.0   \n",
       " 105967  2017-06-24  Woomera     11.5      20.9       0.0          4.0   \n",
       " \n",
       "         Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       " 102978       NaN           S           54.0          S  ...        56.0   \n",
       " 102979       NaN          SE           52.0        SSE  ...        46.0   \n",
       " 102980      12.8          SE           31.0          E  ...        14.0   \n",
       " 102981      14.2           E           43.0          E  ...        12.0   \n",
       " 102982       NaN         WNW           41.0         SE  ...        29.0   \n",
       " ...          ...         ...            ...        ...  ...         ...   \n",
       " 105963       0.0           N           20.0          E  ...        61.0   \n",
       " 105964       NaN         ENE           22.0        ESE  ...        52.0   \n",
       " 105965       NaN         NNE           31.0        ENE  ...        48.0   \n",
       " 105966       NaN         NNW           33.0          N  ...        57.0   \n",
       " 105967       NaN           W           33.0        WSW  ...        61.0   \n",
       " \n",
       "         Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       " 102978         18.0       1010.9       1010.1       NaN       NaN     18.9   \n",
       " 102979         13.0       1016.4       1014.4       NaN       0.0     16.5   \n",
       " 102980          6.0       1015.7       1012.3       0.0       0.0     22.4   \n",
       " 102981          2.0       1012.2       1010.5       0.0       1.0     25.7   \n",
       " 102982          5.0       1012.5       1009.5       0.0       0.0     25.6   \n",
       " ...             ...          ...          ...       ...       ...      ...   \n",
       " 105963         28.0       1028.1       1025.9       0.0       NaN     11.1   \n",
       " 105964         22.0       1027.9       1025.1       1.0       NaN     11.1   \n",
       " 105965         37.0       1025.8       1022.2       8.0       6.0     11.1   \n",
       " 105966         31.0       1021.0       1018.2       7.0       3.0     11.5   \n",
       " 105967         35.0       1019.5       1017.5       7.0       NaN     12.5   \n",
       " \n",
       "         Temp3pm  RainToday  RainTomorrow  \n",
       " 102978     27.5         No            No  \n",
       " 102979     26.3         No            No  \n",
       " 102980     29.9         No            No  \n",
       " 102981     34.9         No            No  \n",
       " 102982     37.1         No            No  \n",
       " ...         ...        ...           ...  \n",
       " 105963     19.2         No            No  \n",
       " 105964     19.1         No            No  \n",
       " 105965     18.0         No            No  \n",
       " 105966     21.5         No            No  \n",
       " 105967     20.7         No            No  \n",
       " \n",
       " [2990 rows x 23 columns]]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_town_dfs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# list of town names\n",
    "town_names = []\n",
    "for x in df.Location.unique():\n",
    "    town_names.append(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# alphabetized list\n",
    "town_names = sorted(town_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "town_names = [\n",
    "    \n",
    "'Adelaide',\n",
    " 'Albany',\n",
    " 'Albury',\n",
    " 'Alice Springs',\n",
    " 'Badgerys Creek',\n",
    " 'Ballarat',\n",
    " 'Bendigo',\n",
    " 'Brisbane',\n",
    " 'Cairns',\n",
    " 'Canberra',\n",
    " 'Cobar',\n",
    " 'Coffs Harbour',\n",
    " 'Dartmoor',\n",
    " 'Darwin',\n",
    " 'Gold Coast',\n",
    " 'Hobart',\n",
    " 'Katherine',\n",
    " 'Launceston',\n",
    " 'Melbourne',\n",
    " 'Melbourne Airport',\n",
    " 'Mildura',\n",
    " 'Moree',\n",
    " 'Mount Gambier',\n",
    " 'Mount Ginini',\n",
    " 'Newcastle',\n",
    " 'Nhil',\n",
    " 'Norah Head',\n",
    " 'Norfolk Island',\n",
    " 'Nuriootpa',\n",
    " 'Pearce RAAF',\n",
    " 'Penrith',\n",
    " 'Perth',\n",
    " 'Perth Airport',\n",
    " 'Portland',\n",
    " 'Richmond',\n",
    " 'Sale',\n",
    " 'Salmon Gums',\n",
    " 'Sydney',\n",
    " 'Sydney Airport',\n",
    " 'Townsville',\n",
    " 'Tuggeranong',\n",
    " 'Uluru',\n",
    " 'Wagga Wagga',\n",
    " 'Walpole',\n",
    " 'Watsonia',\n",
    " 'Williamtown',\n",
    " 'Witchcliffe',\n",
    " 'Wollongong',\n",
    " 'Woomera']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Adelaide',\n",
       " 'Albany',\n",
       " 'Albury',\n",
       " 'Alice Springs',\n",
       " 'Badgerys Creek',\n",
       " 'Ballarat',\n",
       " 'Bendigo',\n",
       " 'Brisbane',\n",
       " 'Cairns',\n",
       " 'Canberra',\n",
       " 'Cobar',\n",
       " 'Coffs Harbour',\n",
       " 'Dartmoor',\n",
       " 'Darwin',\n",
       " 'Gold Coast',\n",
       " 'Hobart',\n",
       " 'Katherine',\n",
       " 'Launceston',\n",
       " 'Melbourne',\n",
       " 'Melbourne Airport',\n",
       " 'Mildura',\n",
       " 'Moree',\n",
       " 'Mount Gambier',\n",
       " 'Mount Ginini',\n",
       " 'Newcastle',\n",
       " 'Nhil',\n",
       " 'Norah Head',\n",
       " 'Norfolk Island',\n",
       " 'Nuriootpa',\n",
       " 'Pearce RAAF',\n",
       " 'Penrith',\n",
       " 'Perth',\n",
       " 'Perth Airport',\n",
       " 'Portland',\n",
       " 'Richmond',\n",
       " 'Sale',\n",
       " 'Salmon Gums',\n",
       " 'Sydney',\n",
       " 'Sydney Airport',\n",
       " 'Townsville',\n",
       " 'Tuggeranong',\n",
       " 'Uluru',\n",
       " 'Wagga Wagga',\n",
       " 'Walpole',\n",
       " 'Watsonia',\n",
       " 'Williamtown',\n",
       " 'Witchcliffe',\n",
       " 'Wollongong',\n",
       " 'Woomera']"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "town_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dict where value is df of the town in the key\n",
    "df_per_town = dict(zip(town_names, list_town_dfs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Location</th>\n",
       "      <th>TempLow</th>\n",
       "      <th>TempHigh</th>\n",
       "      <th>Rainfall</th>\n",
       "      <th>Evaporation</th>\n",
       "      <th>Sunshine</th>\n",
       "      <th>WindGustDir</th>\n",
       "      <th>WindGustSpeed</th>\n",
       "      <th>WindDir9am</th>\n",
       "      <th>...</th>\n",
       "      <th>Humidity9am</th>\n",
       "      <th>Humidity3pm</th>\n",
       "      <th>Pressure9am</th>\n",
       "      <th>Pressure3pm</th>\n",
       "      <th>Cloud9am</th>\n",
       "      <th>Cloud3pm</th>\n",
       "      <th>Temp9am</th>\n",
       "      <th>Temp3pm</th>\n",
       "      <th>RainToday</th>\n",
       "      <th>RainTomorrow</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>93856</th>\n",
       "      <td>2008-07-01</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>8.8</td>\n",
       "      <td>15.7</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>NW</td>\n",
       "      <td>48.0</td>\n",
       "      <td>SW</td>\n",
       "      <td>...</td>\n",
       "      <td>92.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>1017.4</td>\n",
       "      <td>1017.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.5</td>\n",
       "      <td>14.9</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93857</th>\n",
       "      <td>2008-07-02</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>12.7</td>\n",
       "      <td>15.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>7.8</td>\n",
       "      <td>SW</td>\n",
       "      <td>35.0</td>\n",
       "      <td>SSW</td>\n",
       "      <td>...</td>\n",
       "      <td>75.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1022.4</td>\n",
       "      <td>1022.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.7</td>\n",
       "      <td>15.5</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93858</th>\n",
       "      <td>2008-07-03</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>6.2</td>\n",
       "      <td>15.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.1</td>\n",
       "      <td>W</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NNE</td>\n",
       "      <td>...</td>\n",
       "      <td>81.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>1027.8</td>\n",
       "      <td>1026.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.3</td>\n",
       "      <td>13.9</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93859</th>\n",
       "      <td>2008-07-04</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>5.3</td>\n",
       "      <td>15.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NNE</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NNE</td>\n",
       "      <td>...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1028.7</td>\n",
       "      <td>1025.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.2</td>\n",
       "      <td>15.3</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93860</th>\n",
       "      <td>2008-07-06</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>11.3</td>\n",
       "      <td>15.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NNW</td>\n",
       "      <td>52.0</td>\n",
       "      <td>NNE</td>\n",
       "      <td>...</td>\n",
       "      <td>62.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>1019.5</td>\n",
       "      <td>1016.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>14.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96941</th>\n",
       "      <td>2017-06-20</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>4.9</td>\n",
       "      <td>19.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>N</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NE</td>\n",
       "      <td>...</td>\n",
       "      <td>82.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1028.4</td>\n",
       "      <td>1026.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.4</td>\n",
       "      <td>18.4</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96942</th>\n",
       "      <td>2017-06-21</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>4.5</td>\n",
       "      <td>19.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WSW</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>80.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1029.5</td>\n",
       "      <td>1026.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96943</th>\n",
       "      <td>2017-06-22</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>4.6</td>\n",
       "      <td>19.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>N</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>76.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>1026.9</td>\n",
       "      <td>1022.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.6</td>\n",
       "      <td>18.9</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96944</th>\n",
       "      <td>2017-06-23</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>5.4</td>\n",
       "      <td>18.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NNW</td>\n",
       "      <td>19.0</td>\n",
       "      <td>ENE</td>\n",
       "      <td>...</td>\n",
       "      <td>58.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1020.0</td>\n",
       "      <td>1017.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.7</td>\n",
       "      <td>17.1</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96945</th>\n",
       "      <td>2017-06-24</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>5.0</td>\n",
       "      <td>17.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>W</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>83.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1020.7</td>\n",
       "      <td>1018.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.6</td>\n",
       "      <td>16.7</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3090 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             Date  Location  TempLow  TempHigh  Rainfall  Evaporation  \\\n",
       "93856  2008-07-01  Adelaide      8.8      15.7       5.0          1.6   \n",
       "93857  2008-07-02  Adelaide     12.7      15.8       0.8          1.4   \n",
       "93858  2008-07-03  Adelaide      6.2      15.1       0.0          1.8   \n",
       "93859  2008-07-04  Adelaide      5.3      15.9       0.0          1.4   \n",
       "93860  2008-07-06  Adelaide     11.3      15.7       NaN          NaN   \n",
       "...           ...       ...      ...       ...       ...          ...   \n",
       "96941  2017-06-20  Adelaide      4.9      19.1       0.0          NaN   \n",
       "96942  2017-06-21  Adelaide      4.5      19.2       0.0          NaN   \n",
       "96943  2017-06-22  Adelaide      4.6      19.5       0.0          NaN   \n",
       "96944  2017-06-23  Adelaide      5.4      18.5       0.0          NaN   \n",
       "96945  2017-06-24  Adelaide      5.0      17.3       0.0          NaN   \n",
       "\n",
       "       Sunshine WindGustDir  WindGustSpeed WindDir9am  ... Humidity9am  \\\n",
       "93856       2.6          NW           48.0         SW  ...        92.0   \n",
       "93857       7.8          SW           35.0        SSW  ...        75.0   \n",
       "93858       2.1           W           20.0        NNE  ...        81.0   \n",
       "93859       8.0         NNE           30.0        NNE  ...        71.0   \n",
       "93860       1.5         NNW           52.0        NNE  ...        62.0   \n",
       "...         ...         ...            ...        ...  ...         ...   \n",
       "96941       NaN           N           19.0         NE  ...        82.0   \n",
       "96942       NaN         WSW           17.0        NaN  ...        80.0   \n",
       "96943       NaN           N           22.0        NaN  ...        76.0   \n",
       "96944       NaN         NNW           19.0        ENE  ...        58.0   \n",
       "96945       NaN           W           17.0        NaN  ...        83.0   \n",
       "\n",
       "       Humidity3pm  Pressure9am  Pressure3pm  Cloud9am  Cloud3pm  Temp9am  \\\n",
       "93856         67.0       1017.4       1017.7       NaN       NaN     13.5   \n",
       "93857         52.0       1022.4       1022.6       NaN       NaN     13.7   \n",
       "93858         56.0       1027.8       1026.5       NaN       NaN      9.3   \n",
       "93859         46.0       1028.7       1025.6       NaN       NaN     10.2   \n",
       "93860         62.0       1019.5       1016.2       NaN       NaN     13.0   \n",
       "...            ...          ...          ...       ...       ...      ...   \n",
       "96941         37.0       1028.4       1026.5       NaN       NaN     10.4   \n",
       "96942         52.0       1029.5       1026.9       NaN       NaN     10.0   \n",
       "96943         29.0       1026.9       1022.3       NaN       NaN      9.6   \n",
       "96944         44.0       1020.0       1017.7       NaN       NaN     11.7   \n",
       "96945         54.0       1020.7       1018.5       NaN       NaN      9.6   \n",
       "\n",
       "       Temp3pm  RainToday  RainTomorrow  \n",
       "93856     14.9        Yes            No  \n",
       "93857     15.5         No            No  \n",
       "93858     13.9         No            No  \n",
       "93859     15.3         No            No  \n",
       "93860     14.4        NaN           Yes  \n",
       "...        ...        ...           ...  \n",
       "96941     18.4         No            No  \n",
       "96942     17.8         No            No  \n",
       "96943     18.9         No            No  \n",
       "96944     17.1         No            No  \n",
       "96945     16.7         No            No  \n",
       "\n",
       "[3090 rows x 23 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_per_town['Adelaide']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas\n",
    "import geopy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# for loop to create list of lat/long in same order as town_names list\n",
    "lat_lon = []\n",
    "locator = geopy.geocoders.Nominatim(user_agent='myGeoder')\n",
    "for town in town_names:\n",
    "    location = locator.geocode(str(town)+', Australia')\n",
    "    lat_lon.append((location.latitude, location.longitude))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(lat_lon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Adelaide',\n",
       " 'Albany',\n",
       " 'Albury',\n",
       " 'Alice Springs',\n",
       " 'Badgerys Creek',\n",
       " 'Ballarat',\n",
       " 'Bendigo',\n",
       " 'Brisbane',\n",
       " 'Cairns',\n",
       " 'Canberra',\n",
       " 'Cobar',\n",
       " 'Coffs Harbour',\n",
       " 'Dartmoor',\n",
       " 'Darwin',\n",
       " 'Gold Coast',\n",
       " 'Hobart',\n",
       " 'Katherine',\n",
       " 'Launceston',\n",
       " 'Melbourne',\n",
       " 'Melbourne Airport',\n",
       " 'Mildura',\n",
       " 'Moree',\n",
       " 'Mount Gambier',\n",
       " 'Mount Ginini',\n",
       " 'Newcastle',\n",
       " 'Nhil',\n",
       " 'Norah Head',\n",
       " 'Norfolk Island',\n",
       " 'Nuriootpa',\n",
       " 'Pearce RAAF',\n",
       " 'Penrith',\n",
       " 'Perth',\n",
       " 'Perth Airport',\n",
       " 'Portland',\n",
       " 'Richmond',\n",
       " 'Sale',\n",
       " 'Salmon Gums',\n",
       " 'Sydney',\n",
       " 'Sydney Airport',\n",
       " 'Townsville',\n",
       " 'Tuggeranong',\n",
       " 'Uluru',\n",
       " 'Wagga Wagga',\n",
       " 'Walpole',\n",
       " 'Watsonia',\n",
       " 'Williamtown',\n",
       " 'Witchcliffe',\n",
       " 'Wollongong',\n",
       " 'Woomera']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "town_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(-34.9281805, 138.5999312),\n",
       " (-35.0247822, 117.883608),\n",
       " (-36.0804766, 146.9162795),\n",
       " (-23.6983884, 133.8812885),\n",
       " (-35.8348792, 149.9957662),\n",
       " (-37.5622632, 143.8607215),\n",
       " (-36.7588767, 144.2825931),\n",
       " (-27.4689682, 153.0234991),\n",
       " (-16.9206657, 145.7721854),\n",
       " (-35.2975906, 149.1012676),\n",
       " (-31.4983333, 145.8344444),\n",
       " (-30.2962407, 153.1135293),\n",
       " (-37.9225444, 141.2766551),\n",
       " (-12.46044, 130.8410469),\n",
       " (-28.0023731, 153.4145987),\n",
       " (-42.8825088, 147.3281233),\n",
       " (-14.4642313, 132.2638568),\n",
       " (-41.4340813, 147.1373496),\n",
       " (-37.8142176, 144.9631608),\n",
       " (-37.667111000000006, 144.83348076679553),\n",
       " (-34.1847265, 142.1624972),\n",
       " (-29.4617202, 149.8407153),\n",
       " (-37.8246698, 140.7820067624113),\n",
       " (-35.5297196, 148.7726345),\n",
       " (-32.9272881, 151.7812534),\n",
       " (-35.4325283, 141.2833187),\n",
       " (-33.2816667, 151.5677778),\n",
       " (-29.0328038, 167.9483137),\n",
       " (-34.4693354, 138.9939006),\n",
       " (-31.6739604, 116.01754351808194),\n",
       " (-33.7510792, 150.6941684),\n",
       " (-31.9527121, 115.8604796),\n",
       " (-31.9431218, 115.9668059888865),\n",
       " (-38.363435, 141.6056055089348),\n",
       " (-37.80745, 144.99071757972087),\n",
       " (-38.106605, 147.06794525572298),\n",
       " (-32.9815347, 121.6439417),\n",
       " (-33.8548157, 151.2164539),\n",
       " (-33.9498935, 151.18196819346016),\n",
       " (-19.2569391, 146.8239537),\n",
       " (-35.4209771, 149.0921341),\n",
       " (-25.3455545, 131.03696147470208),\n",
       " (-35.115, 147.3677778),\n",
       " (-34.9776796, 116.7310063),\n",
       " (-37.7110022, 145.083635),\n",
       " (-32.815, 151.8427778),\n",
       " (-34.0263348, 115.1004768),\n",
       " (-34.4243941, 150.89385),\n",
       " (-31.1999142, 136.8253532)]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lat_lon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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