FeatureEngineering.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns\n",
    "import scipy.stats\n",
    "import sklearn\n",
    "from pandas.tseries.holiday import USFederalHolidayCalendar as calendar\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.7/site-packages/IPython/core/interactiveshell.py:3063: DtypeWarning: Columns (4) have mixed types.Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    }
   ],
   "source": [
    "crashfp ='/Users/jacksonpeoples/Desktop/Springboard/CapstoneTwo/Data/crash_cleaned.csv'\n",
    "hourlyfp ='/Users/jacksonpeoples/Desktop/Springboard/CapstoneTwo/Data/hourly_crash_cleaned.csv'\n",
    "crash = pd.read_csv(crashfp)\n",
    "hourly = pd.read_csv(hourlyfp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 93503 entries, 0 to 93502\n",
      "Data columns (total 22 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   utc_unix    93503 non-null  int64  \n",
      " 1   dt_iso      93503 non-null  object \n",
      " 2   timezone    93503 non-null  int64  \n",
      " 3   city_name   93503 non-null  object \n",
      " 4   lat         93503 non-null  float64\n",
      " 5   lon         93503 non-null  float64\n",
      " 6   temp        93503 non-null  float64\n",
      " 7   feels_like  93503 non-null  float64\n",
      " 8   temp_min    93503 non-null  float64\n",
      " 9   temp_max    93503 non-null  float64\n",
      " 10  pressure    93503 non-null  int64  \n",
      " 11  humidity    93503 non-null  int64  \n",
      " 12  wind_speed  93503 non-null  float64\n",
      " 13  wind_deg    93503 non-null  int64  \n",
      " 14  rain_1h     93503 non-null  float64\n",
      " 15  rain_3h     93503 non-null  float64\n",
      " 16  snow_1h     93503 non-null  float64\n",
      " 17  snow_3h     93503 non-null  float64\n",
      " 18  clouds_all  93503 non-null  int64  \n",
      " 19  count       93503 non-null  float64\n",
      " 20  LocalTime   93503 non-null  object \n",
      " 21  Weekday     93503 non-null  object \n",
      "dtypes: float64(12), int64(6), object(4)\n",
      "memory usage: 15.7+ MB\n"
     ]
    }
   ],
   "source": [
    "hourly.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly['LocalTime'] = pd.to_datetime(hourly['LocalTime'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2012-11-04 01:00:00', '2013-11-03 01:00:00',\n",
       "               '2014-11-02 01:00:00', '2010-11-07 01:00:00',\n",
       "               '2017-11-05 01:00:00', '2015-11-01 01:00:00',\n",
       "               '2019-11-03 01:00:00', '2011-11-06 01:00:00',\n",
       "               '2016-11-06 01:00:00', '2018-11-04 01:00:00'],\n",
       "              dtype='datetime64[ns]', freq=None)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly['LocalTime'].value_counts().head(10).index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "double_dates = list(hourly['LocalTime'].value_counts().head(10).index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "filt=(hourly['LocalTime'].isin(double_dates))&(hourly['count']==0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly_clean = hourly[~filt]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly = hourly.set_index('LocalTime')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 93503 entries, 2010-01-01 00:00:00 to 2020-08-31 23:00:00\n",
      "Data columns (total 21 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   utc_unix    93503 non-null  int64  \n",
      " 1   dt_iso      93503 non-null  object \n",
      " 2   timezone    93503 non-null  int64  \n",
      " 3   city_name   93503 non-null  object \n",
      " 4   lat         93503 non-null  float64\n",
      " 5   lon         93503 non-null  float64\n",
      " 6   temp        93503 non-null  float64\n",
      " 7   feels_like  93503 non-null  float64\n",
      " 8   temp_min    93503 non-null  float64\n",
      " 9   temp_max    93503 non-null  float64\n",
      " 10  pressure    93503 non-null  int64  \n",
      " 11  humidity    93503 non-null  int64  \n",
      " 12  wind_speed  93503 non-null  float64\n",
      " 13  wind_deg    93503 non-null  int64  \n",
      " 14  rain_1h     93503 non-null  float64\n",
      " 15  rain_3h     93503 non-null  float64\n",
      " 16  snow_1h     93503 non-null  float64\n",
      " 17  snow_3h     93503 non-null  float64\n",
      " 18  clouds_all  93503 non-null  int64  \n",
      " 19  count       93503 non-null  float64\n",
      " 20  Weekday     93503 non-null  object \n",
      "dtypes: float64(12), int64(6), object(3)\n",
      "memory usage: 15.7+ MB\n"
     ]
    }
   ],
   "source": [
    "hourly.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
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       "      <td>Austin</td>\n",
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       "      <td>-97.743061</td>\n",
       "      <td>42.49</td>\n",
       "      <td>35.33</td>\n",
       "      <td>41.0</td>\n",
       "      <td>44.49</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
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       "      <td>-97.743061</td>\n",
       "      <td>42.53</td>\n",
       "      <td>36.01</td>\n",
       "      <td>41.0</td>\n",
       "      <td>44.75</td>\n",
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       "      <td>5.82</td>\n",
       "      <td>340</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Friday</td>\n",
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       "    <tr>\n",
       "      <th>2010-01-01 02:00:00</th>\n",
       "      <td>1262332800</td>\n",
       "      <td>2010-01-01 08:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>40.69</td>\n",
       "      <td>31.86</td>\n",
       "      <td>39.2</td>\n",
       "      <td>43.77</td>\n",
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       "      <td>69</td>\n",
       "      <td>9.17</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>6.0</td>\n",
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       "    <tr>\n",
       "      <th>2010-01-01 03:00:00</th>\n",
       "      <td>1262336400</td>\n",
       "      <td>2010-01-01 09:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>38.52</td>\n",
       "      <td>31.28</td>\n",
       "      <td>37.4</td>\n",
       "      <td>40.90</td>\n",
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       "      <td>69</td>\n",
       "      <td>5.82</td>\n",
       "      <td>330</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
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       "      <td>27.30</td>\n",
       "      <td>35.6</td>\n",
       "      <td>37.21</td>\n",
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       "      <td>75</td>\n",
       "      <td>8.93</td>\n",
       "      <td>350</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1</td>\n",
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      "text/plain": [
       "                       utc_unix                         dt_iso  timezone  \\\n",
       "LocalTime                                                                  \n",
       "2010-01-01 00:00:00  1262325600  2010-01-01 06:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 01:00:00  1262329200  2010-01-01 07:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 02:00:00  1262332800  2010-01-01 08:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 03:00:00  1262336400  2010-01-01 09:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 04:00:00  1262340000  2010-01-01 10:00:00 +0000 UTC    -21600   \n",
       "\n",
       "                    city_name        lat        lon   temp  feels_like  \\\n",
       "LocalTime                                                                \n",
       "2010-01-01 00:00:00    Austin  30.267153 -97.743061  42.49       35.33   \n",
       "2010-01-01 01:00:00    Austin  30.267153 -97.743061  42.53       36.01   \n",
       "2010-01-01 02:00:00    Austin  30.267153 -97.743061  40.69       31.86   \n",
       "2010-01-01 03:00:00    Austin  30.267153 -97.743061  38.52       31.28   \n",
       "2010-01-01 04:00:00    Austin  30.267153 -97.743061  36.30       27.30   \n",
       "\n",
       "                     temp_min  temp_max  ...  humidity  wind_speed  wind_deg  \\\n",
       "LocalTime                                ...                                   \n",
       "2010-01-01 00:00:00      41.0     44.49  ...        72        6.93       330   \n",
       "2010-01-01 01:00:00      41.0     44.75  ...        72        5.82       340   \n",
       "2010-01-01 02:00:00      39.2     43.77  ...        69        9.17       320   \n",
       "2010-01-01 03:00:00      37.4     40.90  ...        69        5.82       330   \n",
       "2010-01-01 04:00:00      35.6     37.21  ...        75        8.93       350   \n",
       "\n",
       "                     rain_1h  rain_3h  snow_1h  snow_3h  clouds_all  count  \\\n",
       "LocalTime                                                                    \n",
       "2010-01-01 00:00:00      0.0      0.0      0.0      0.0          90    1.0   \n",
       "2010-01-01 01:00:00      0.0      0.0      0.0      0.0          90    4.0   \n",
       "2010-01-01 02:00:00      0.0      0.0      0.0      0.0           1    6.0   \n",
       "2010-01-01 03:00:00      0.0      0.0      0.0      0.0           1    1.0   \n",
       "2010-01-01 04:00:00      0.0      0.0      0.0      0.0           1    3.0   \n",
       "\n",
       "                     Weekday  \n",
       "LocalTime                     \n",
       "2010-01-01 00:00:00   Friday  \n",
       "2010-01-01 01:00:00   Friday  \n",
       "2010-01-01 02:00:00   Friday  \n",
       "2010-01-01 03:00:00   Friday  \n",
       "2010-01-01 04:00:00   Friday  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>2010-01-01 00:00:00</th>\n",
       "      <td>1262325600</td>\n",
       "      <td>2010-01-01 06:00:00 +0000 UTC</td>\n",
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       "      <td>1.0</td>\n",
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       "      <th>2010-01-01 01:00:00</th>\n",
       "      <td>1262329200</td>\n",
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       "      <td>5.82</td>\n",
       "      <td>340</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 02:00:00</th>\n",
       "      <td>1262332800</td>\n",
       "      <td>2010-01-01 08:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>40.69</td>\n",
       "      <td>31.86</td>\n",
       "      <td>39.20</td>\n",
       "      <td>43.77</td>\n",
       "      <td>...</td>\n",
       "      <td>69</td>\n",
       "      <td>9.17</td>\n",
       "      <td>320</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 03:00:00</th>\n",
       "      <td>1262336400</td>\n",
       "      <td>2010-01-01 09:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>38.52</td>\n",
       "      <td>31.28</td>\n",
       "      <td>37.40</td>\n",
       "      <td>40.90</td>\n",
       "      <td>...</td>\n",
       "      <td>69</td>\n",
       "      <td>5.82</td>\n",
       "      <td>330</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 04:00:00</th>\n",
       "      <td>1262340000</td>\n",
       "      <td>2010-01-01 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>36.30</td>\n",
       "      <td>27.30</td>\n",
       "      <td>35.60</td>\n",
       "      <td>37.21</td>\n",
       "      <td>...</td>\n",
       "      <td>75</td>\n",
       "      <td>8.93</td>\n",
       "      <td>350</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Friday</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>2020-01-01 19:00:00</th>\n",
       "      <td>1577926800</td>\n",
       "      <td>2020-01-02 01:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>53.67</td>\n",
       "      <td>48.99</td>\n",
       "      <td>52.00</td>\n",
       "      <td>55.40</td>\n",
       "      <td>...</td>\n",
       "      <td>62</td>\n",
       "      <td>4.70</td>\n",
       "      <td>290</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-01 20:00:00</th>\n",
       "      <td>1577930400</td>\n",
       "      <td>2020-01-02 02:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>53.53</td>\n",
       "      <td>48.88</td>\n",
       "      <td>52.00</td>\n",
       "      <td>55.40</td>\n",
       "      <td>...</td>\n",
       "      <td>66</td>\n",
       "      <td>5.17</td>\n",
       "      <td>170</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-01 21:00:00</th>\n",
       "      <td>1577934000</td>\n",
       "      <td>2020-01-02 03:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>53.42</td>\n",
       "      <td>46.92</td>\n",
       "      <td>52.00</td>\n",
       "      <td>55.40</td>\n",
       "      <td>...</td>\n",
       "      <td>71</td>\n",
       "      <td>9.17</td>\n",
       "      <td>150</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-01 22:00:00</th>\n",
       "      <td>1577937600</td>\n",
       "      <td>2020-01-02 04:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>52.47</td>\n",
       "      <td>48.45</td>\n",
       "      <td>51.01</td>\n",
       "      <td>54.00</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-01 23:00:00</th>\n",
       "      <td>1577941200</td>\n",
       "      <td>2020-01-02 05:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>52.27</td>\n",
       "      <td>48.83</td>\n",
       "      <td>51.01</td>\n",
       "      <td>54.00</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>4.70</td>\n",
       "      <td>230</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>264 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       utc_unix                         dt_iso  timezone  \\\n",
       "LocalTime                                                                  \n",
       "2010-01-01 00:00:00  1262325600  2010-01-01 06:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 01:00:00  1262329200  2010-01-01 07:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 02:00:00  1262332800  2010-01-01 08:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 03:00:00  1262336400  2010-01-01 09:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 04:00:00  1262340000  2010-01-01 10:00:00 +0000 UTC    -21600   \n",
       "...                         ...                            ...       ...   \n",
       "2020-01-01 19:00:00  1577926800  2020-01-02 01:00:00 +0000 UTC    -21600   \n",
       "2020-01-01 20:00:00  1577930400  2020-01-02 02:00:00 +0000 UTC    -21600   \n",
       "2020-01-01 21:00:00  1577934000  2020-01-02 03:00:00 +0000 UTC    -21600   \n",
       "2020-01-01 22:00:00  1577937600  2020-01-02 04:00:00 +0000 UTC    -21600   \n",
       "2020-01-01 23:00:00  1577941200  2020-01-02 05:00:00 +0000 UTC    -21600   \n",
       "\n",
       "                    city_name        lat        lon   temp  feels_like  \\\n",
       "LocalTime                                                                \n",
       "2010-01-01 00:00:00    Austin  30.267153 -97.743061  42.49       35.33   \n",
       "2010-01-01 01:00:00    Austin  30.267153 -97.743061  42.53       36.01   \n",
       "2010-01-01 02:00:00    Austin  30.267153 -97.743061  40.69       31.86   \n",
       "2010-01-01 03:00:00    Austin  30.267153 -97.743061  38.52       31.28   \n",
       "2010-01-01 04:00:00    Austin  30.267153 -97.743061  36.30       27.30   \n",
       "...                       ...        ...        ...    ...         ...   \n",
       "2020-01-01 19:00:00    Austin  30.267153 -97.743061  53.67       48.99   \n",
       "2020-01-01 20:00:00    Austin  30.267153 -97.743061  53.53       48.88   \n",
       "2020-01-01 21:00:00    Austin  30.267153 -97.743061  53.42       46.92   \n",
       "2020-01-01 22:00:00    Austin  30.267153 -97.743061  52.47       48.45   \n",
       "2020-01-01 23:00:00    Austin  30.267153 -97.743061  52.27       48.83   \n",
       "\n",
       "                     temp_min  temp_max  ...  humidity  wind_speed  wind_deg  \\\n",
       "LocalTime                                ...                                   \n",
       "2010-01-01 00:00:00     41.00     44.49  ...        72        6.93       330   \n",
       "2010-01-01 01:00:00     41.00     44.75  ...        72        5.82       340   \n",
       "2010-01-01 02:00:00     39.20     43.77  ...        69        9.17       320   \n",
       "2010-01-01 03:00:00     37.40     40.90  ...        69        5.82       330   \n",
       "2010-01-01 04:00:00     35.60     37.21  ...        75        8.93       350   \n",
       "...                       ...       ...  ...       ...         ...       ...   \n",
       "2020-01-01 19:00:00     52.00     55.40  ...        62        4.70       290   \n",
       "2020-01-01 20:00:00     52.00     55.40  ...        66        5.17       170   \n",
       "2020-01-01 21:00:00     52.00     55.40  ...        71        9.17       150   \n",
       "2020-01-01 22:00:00     51.01     54.00  ...        81        5.82         0   \n",
       "2020-01-01 23:00:00     51.01     54.00  ...        81        4.70       230   \n",
       "\n",
       "                     rain_1h  rain_3h  snow_1h  snow_3h  clouds_all  count  \\\n",
       "LocalTime                                                                    \n",
       "2010-01-01 00:00:00      0.0      0.0      0.0      0.0          90    1.0   \n",
       "2010-01-01 01:00:00      0.0      0.0      0.0      0.0          90    4.0   \n",
       "2010-01-01 02:00:00      0.0      0.0      0.0      0.0           1    6.0   \n",
       "2010-01-01 03:00:00      0.0      0.0      0.0      0.0           1    1.0   \n",
       "2010-01-01 04:00:00      0.0      0.0      0.0      0.0           1    3.0   \n",
       "...                      ...      ...      ...      ...         ...    ...   \n",
       "2020-01-01 19:00:00      0.0      0.0      0.0      0.0          90    1.0   \n",
       "2020-01-01 20:00:00      0.0      0.0      0.0      0.0          90    0.0   \n",
       "2020-01-01 21:00:00      0.0      0.0      0.0      0.0          90    0.0   \n",
       "2020-01-01 22:00:00      0.0      0.0      0.0      0.0          40    0.0   \n",
       "2020-01-01 23:00:00      0.0      0.0      0.0      0.0          90    0.0   \n",
       "\n",
       "                       Weekday  \n",
       "LocalTime                       \n",
       "2010-01-01 00:00:00     Friday  \n",
       "2010-01-01 01:00:00     Friday  \n",
       "2010-01-01 02:00:00     Friday  \n",
       "2010-01-01 03:00:00     Friday  \n",
       "2010-01-01 04:00:00     Friday  \n",
       "...                        ...  \n",
       "2020-01-01 19:00:00  Wednesday  \n",
       "2020-01-01 20:00:00  Wednesday  \n",
       "2020-01-01 21:00:00  Wednesday  \n",
       "2020-01-01 22:00:00  Wednesday  \n",
       "2020-01-01 23:00:00  Wednesday  \n",
       "\n",
       "[264 rows x 21 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly[hourly.index.strftime('%m-%d')=='01-01']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "z = hourly.index[3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'010103'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z.strftime('%m%d%H')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.6363636363636362"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(hourly['count'][hourly.index.strftime('%m%d%H')==z.strftime('%m%d%H')])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly['OneWeek'] = hourly['count'].shift(7*24)\n",
    "hourly['TwoWeek'] = hourly['count'].shift(7*24*2)\n",
    "hourly['ThreeWeek'] = hourly['count'].shift(7*24*3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>utc_unix</th>\n",
       "      <th>dt_iso</th>\n",
       "      <th>timezone</th>\n",
       "      <th>city_name</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>temp</th>\n",
       "      <th>feels_like</th>\n",
       "      <th>temp_min</th>\n",
       "      <th>temp_max</th>\n",
       "      <th>...</th>\n",
       "      <th>rain_1h</th>\n",
       "      <th>rain_3h</th>\n",
       "      <th>snow_1h</th>\n",
       "      <th>snow_3h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>count</th>\n",
       "      <th>Weekday</th>\n",
       "      <th>OneWeek</th>\n",
       "      <th>TwoWeek</th>\n",
       "      <th>ThreeWeek</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LocalTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01 04:00:00</th>\n",
       "      <td>1262340000</td>\n",
       "      <td>2010-01-01 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>36.30</td>\n",
       "      <td>27.30</td>\n",
       "      <td>35.60</td>\n",
       "      <td>37.21</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-08 04:00:00</th>\n",
       "      <td>1262944800</td>\n",
       "      <td>2010-01-08 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>24.67</td>\n",
       "      <td>13.41</td>\n",
       "      <td>23.87</td>\n",
       "      <td>24.98</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-15 04:00:00</th>\n",
       "      <td>1263549600</td>\n",
       "      <td>2010-01-15 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>52.52</td>\n",
       "      <td>50.04</td>\n",
       "      <td>51.52</td>\n",
       "      <td>53.06</td>\n",
       "      <td>...</td>\n",
       "      <td>2.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-22 04:00:00</th>\n",
       "      <td>1264154400</td>\n",
       "      <td>2010-01-22 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>48.76</td>\n",
       "      <td>42.91</td>\n",
       "      <td>46.23</td>\n",
       "      <td>50.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-29 04:00:00</th>\n",
       "      <td>1264759200</td>\n",
       "      <td>2010-01-29 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>48.43</td>\n",
       "      <td>40.44</td>\n",
       "      <td>46.40</td>\n",
       "      <td>53.61</td>\n",
       "      <td>...</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-05 04:00:00</th>\n",
       "      <td>1265364000</td>\n",
       "      <td>2010-02-05 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>46.45</td>\n",
       "      <td>43.23</td>\n",
       "      <td>45.58</td>\n",
       "      <td>46.94</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-12 04:00:00</th>\n",
       "      <td>1265968800</td>\n",
       "      <td>2010-02-12 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>35.71</td>\n",
       "      <td>28.85</td>\n",
       "      <td>35.35</td>\n",
       "      <td>36.08</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-19 04:00:00</th>\n",
       "      <td>1266573600</td>\n",
       "      <td>2010-02-19 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>50.00</td>\n",
       "      <td>44.06</td>\n",
       "      <td>49.61</td>\n",
       "      <td>50.52</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-26 04:00:00</th>\n",
       "      <td>1267178400</td>\n",
       "      <td>2010-02-26 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>46.80</td>\n",
       "      <td>43.11</td>\n",
       "      <td>46.40</td>\n",
       "      <td>47.61</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-05 04:00:00</th>\n",
       "      <td>1267783200</td>\n",
       "      <td>2010-03-05 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>48.85</td>\n",
       "      <td>45.75</td>\n",
       "      <td>47.91</td>\n",
       "      <td>50.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-12 04:00:00</th>\n",
       "      <td>1268388000</td>\n",
       "      <td>2010-03-12 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>47.10</td>\n",
       "      <td>41.50</td>\n",
       "      <td>44.81</td>\n",
       "      <td>48.02</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-19 04:00:00</th>\n",
       "      <td>1268989200</td>\n",
       "      <td>2010-03-19 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>50.76</td>\n",
       "      <td>47.80</td>\n",
       "      <td>48.20</td>\n",
       "      <td>53.06</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-26 04:00:00</th>\n",
       "      <td>1269594000</td>\n",
       "      <td>2010-03-26 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>45.41</td>\n",
       "      <td>40.60</td>\n",
       "      <td>42.08</td>\n",
       "      <td>48.20</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-02 04:00:00</th>\n",
       "      <td>1270198800</td>\n",
       "      <td>2010-04-02 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>68.40</td>\n",
       "      <td>66.85</td>\n",
       "      <td>67.97</td>\n",
       "      <td>69.08</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-09 04:00:00</th>\n",
       "      <td>1270803600</td>\n",
       "      <td>2010-04-09 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>44.56</td>\n",
       "      <td>38.66</td>\n",
       "      <td>42.05</td>\n",
       "      <td>46.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-16 04:00:00</th>\n",
       "      <td>1271408400</td>\n",
       "      <td>2010-04-16 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>64.87</td>\n",
       "      <td>66.33</td>\n",
       "      <td>64.04</td>\n",
       "      <td>66.97</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-23 04:00:00</th>\n",
       "      <td>1272013200</td>\n",
       "      <td>2010-04-23 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>69.33</td>\n",
       "      <td>72.14</td>\n",
       "      <td>68.00</td>\n",
       "      <td>70.82</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-30 04:00:00</th>\n",
       "      <td>1272618000</td>\n",
       "      <td>2010-04-30 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>73.60</td>\n",
       "      <td>72.70</td>\n",
       "      <td>72.48</td>\n",
       "      <td>73.94</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-07 04:00:00</th>\n",
       "      <td>1273222800</td>\n",
       "      <td>2010-05-07 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>71.35</td>\n",
       "      <td>72.97</td>\n",
       "      <td>70.43</td>\n",
       "      <td>71.96</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-14 04:00:00</th>\n",
       "      <td>1273827600</td>\n",
       "      <td>2010-05-14 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>74.84</td>\n",
       "      <td>77.77</td>\n",
       "      <td>71.73</td>\n",
       "      <td>75.92</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-21 04:00:00</th>\n",
       "      <td>1274432400</td>\n",
       "      <td>2010-05-21 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>75.31</td>\n",
       "      <td>79.83</td>\n",
       "      <td>74.60</td>\n",
       "      <td>75.92</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-28 04:00:00</th>\n",
       "      <td>1275037200</td>\n",
       "      <td>2010-05-28 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>72.00</td>\n",
       "      <td>75.76</td>\n",
       "      <td>69.98</td>\n",
       "      <td>73.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-06-04 04:00:00</th>\n",
       "      <td>1275642000</td>\n",
       "      <td>2010-06-04 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>67.96</td>\n",
       "      <td>70.81</td>\n",
       "      <td>66.92</td>\n",
       "      <td>69.08</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-06-11 04:00:00</th>\n",
       "      <td>1276246800</td>\n",
       "      <td>2010-06-11 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>78.94</td>\n",
       "      <td>81.16</td>\n",
       "      <td>78.33</td>\n",
       "      <td>80.04</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-06-18 04:00:00</th>\n",
       "      <td>1276851600</td>\n",
       "      <td>2010-06-18 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>77.88</td>\n",
       "      <td>84.22</td>\n",
       "      <td>76.91</td>\n",
       "      <td>78.98</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-06-25 04:00:00</th>\n",
       "      <td>1277456400</td>\n",
       "      <td>2010-06-25 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>76.93</td>\n",
       "      <td>83.37</td>\n",
       "      <td>75.20</td>\n",
       "      <td>78.45</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-02 04:00:00</th>\n",
       "      <td>1278061200</td>\n",
       "      <td>2010-07-02 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>77.41</td>\n",
       "      <td>85.26</td>\n",
       "      <td>76.83</td>\n",
       "      <td>78.08</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-09 04:00:00</th>\n",
       "      <td>1278666000</td>\n",
       "      <td>2010-07-09 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>75.78</td>\n",
       "      <td>81.81</td>\n",
       "      <td>75.02</td>\n",
       "      <td>77.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-16 04:00:00</th>\n",
       "      <td>1279270800</td>\n",
       "      <td>2010-07-16 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>78.15</td>\n",
       "      <td>86.02</td>\n",
       "      <td>77.89</td>\n",
       "      <td>78.83</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-23 04:00:00</th>\n",
       "      <td>1279875600</td>\n",
       "      <td>2010-07-23 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>77.63</td>\n",
       "      <td>85.12</td>\n",
       "      <td>75.92</td>\n",
       "      <td>80.07</td>\n",
       "      <td>...</td>\n",
       "      <td>5.95</td>\n",
       "      <td>10.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-30 04:00:00</th>\n",
       "      <td>1280480400</td>\n",
       "      <td>2010-07-30 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>77.09</td>\n",
       "      <td>84.74</td>\n",
       "      <td>76.93</td>\n",
       "      <td>77.73</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-06 04:00:00</th>\n",
       "      <td>1281085200</td>\n",
       "      <td>2010-08-06 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>80.35</td>\n",
       "      <td>87.80</td>\n",
       "      <td>80.06</td>\n",
       "      <td>81.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-13 04:00:00</th>\n",
       "      <td>1281690000</td>\n",
       "      <td>2010-08-13 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>78.69</td>\n",
       "      <td>82.96</td>\n",
       "      <td>77.00</td>\n",
       "      <td>81.19</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-20 04:00:00</th>\n",
       "      <td>1282294800</td>\n",
       "      <td>2010-08-20 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>80.26</td>\n",
       "      <td>87.31</td>\n",
       "      <td>80.06</td>\n",
       "      <td>80.85</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-27 04:00:00</th>\n",
       "      <td>1282899600</td>\n",
       "      <td>2010-08-27 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>74.84</td>\n",
       "      <td>74.28</td>\n",
       "      <td>71.96</td>\n",
       "      <td>77.43</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-09-03 04:00:00</th>\n",
       "      <td>1283504400</td>\n",
       "      <td>2010-09-03 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>76.55</td>\n",
       "      <td>83.86</td>\n",
       "      <td>75.20</td>\n",
       "      <td>78.65</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-09-10 04:00:00</th>\n",
       "      <td>1284109200</td>\n",
       "      <td>2010-09-10 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>77.09</td>\n",
       "      <td>84.94</td>\n",
       "      <td>76.79</td>\n",
       "      <td>78.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-09-17 04:00:00</th>\n",
       "      <td>1284714000</td>\n",
       "      <td>2010-09-17 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>74.26</td>\n",
       "      <td>79.57</td>\n",
       "      <td>73.04</td>\n",
       "      <td>75.94</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-09-24 04:00:00</th>\n",
       "      <td>1285318800</td>\n",
       "      <td>2010-09-24 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>75.36</td>\n",
       "      <td>82.04</td>\n",
       "      <td>74.88</td>\n",
       "      <td>75.92</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-10-01 04:00:00</th>\n",
       "      <td>1285923600</td>\n",
       "      <td>2010-10-01 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>66.81</td>\n",
       "      <td>66.47</td>\n",
       "      <td>64.94</td>\n",
       "      <td>68.28</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-10-08 04:00:00</th>\n",
       "      <td>1286528400</td>\n",
       "      <td>2010-10-08 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>55.90</td>\n",
       "      <td>52.48</td>\n",
       "      <td>55.04</td>\n",
       "      <td>57.69</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-10-15 04:00:00</th>\n",
       "      <td>1287133200</td>\n",
       "      <td>2010-10-15 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>50.20</td>\n",
       "      <td>46.76</td>\n",
       "      <td>44.06</td>\n",
       "      <td>55.94</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-10-22 04:00:00</th>\n",
       "      <td>1287738000</td>\n",
       "      <td>2010-10-22 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>68.72</td>\n",
       "      <td>69.48</td>\n",
       "      <td>66.20</td>\n",
       "      <td>72.02</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-10-29 04:00:00</th>\n",
       "      <td>1288342800</td>\n",
       "      <td>2010-10-29 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>50.40</td>\n",
       "      <td>43.81</td>\n",
       "      <td>48.38</td>\n",
       "      <td>51.98</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-11-05 04:00:00</th>\n",
       "      <td>1288947600</td>\n",
       "      <td>2010-11-05 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>42.66</td>\n",
       "      <td>35.22</td>\n",
       "      <td>39.92</td>\n",
       "      <td>44.60</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-11-12 04:00:00</th>\n",
       "      <td>1289556000</td>\n",
       "      <td>2010-11-12 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>68.97</td>\n",
       "      <td>69.84</td>\n",
       "      <td>68.00</td>\n",
       "      <td>69.80</td>\n",
       "      <td>...</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-11-19 04:00:00</th>\n",
       "      <td>1290160800</td>\n",
       "      <td>2010-11-19 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>36.43</td>\n",
       "      <td>30.63</td>\n",
       "      <td>30.92</td>\n",
       "      <td>41.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-11-26 04:00:00</th>\n",
       "      <td>1290765600</td>\n",
       "      <td>2010-11-26 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>41.20</td>\n",
       "      <td>32.49</td>\n",
       "      <td>39.92</td>\n",
       "      <td>42.98</td>\n",
       "      <td>...</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-12-03 04:00:00</th>\n",
       "      <td>1291370400</td>\n",
       "      <td>2010-12-03 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>47.21</td>\n",
       "      <td>41.49</td>\n",
       "      <td>45.81</td>\n",
       "      <td>48.92</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-12-10 04:00:00</th>\n",
       "      <td>1291975200</td>\n",
       "      <td>2010-12-10 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>44.96</td>\n",
       "      <td>39.24</td>\n",
       "      <td>42.77</td>\n",
       "      <td>48.02</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       utc_unix                         dt_iso  timezone  \\\n",
       "LocalTime                                                                  \n",
       "2010-01-01 04:00:00  1262340000  2010-01-01 10:00:00 +0000 UTC    -21600   \n",
       "2010-01-08 04:00:00  1262944800  2010-01-08 10:00:00 +0000 UTC    -21600   \n",
       "2010-01-15 04:00:00  1263549600  2010-01-15 10:00:00 +0000 UTC    -21600   \n",
       "2010-01-22 04:00:00  1264154400  2010-01-22 10:00:00 +0000 UTC    -21600   \n",
       "2010-01-29 04:00:00  1264759200  2010-01-29 10:00:00 +0000 UTC    -21600   \n",
       "2010-02-05 04:00:00  1265364000  2010-02-05 10:00:00 +0000 UTC    -21600   \n",
       "2010-02-12 04:00:00  1265968800  2010-02-12 10:00:00 +0000 UTC    -21600   \n",
       "2010-02-19 04:00:00  1266573600  2010-02-19 10:00:00 +0000 UTC    -21600   \n",
       "2010-02-26 04:00:00  1267178400  2010-02-26 10:00:00 +0000 UTC    -21600   \n",
       "2010-03-05 04:00:00  1267783200  2010-03-05 10:00:00 +0000 UTC    -21600   \n",
       "2010-03-12 04:00:00  1268388000  2010-03-12 10:00:00 +0000 UTC    -21600   \n",
       "2010-03-19 04:00:00  1268989200  2010-03-19 09:00:00 +0000 UTC    -18000   \n",
       "2010-03-26 04:00:00  1269594000  2010-03-26 09:00:00 +0000 UTC    -18000   \n",
       "2010-04-02 04:00:00  1270198800  2010-04-02 09:00:00 +0000 UTC    -18000   \n",
       "2010-04-09 04:00:00  1270803600  2010-04-09 09:00:00 +0000 UTC    -18000   \n",
       "2010-04-16 04:00:00  1271408400  2010-04-16 09:00:00 +0000 UTC    -18000   \n",
       "2010-04-23 04:00:00  1272013200  2010-04-23 09:00:00 +0000 UTC    -18000   \n",
       "2010-04-30 04:00:00  1272618000  2010-04-30 09:00:00 +0000 UTC    -18000   \n",
       "2010-05-07 04:00:00  1273222800  2010-05-07 09:00:00 +0000 UTC    -18000   \n",
       "2010-05-14 04:00:00  1273827600  2010-05-14 09:00:00 +0000 UTC    -18000   \n",
       "2010-05-21 04:00:00  1274432400  2010-05-21 09:00:00 +0000 UTC    -18000   \n",
       "2010-05-28 04:00:00  1275037200  2010-05-28 09:00:00 +0000 UTC    -18000   \n",
       "2010-06-04 04:00:00  1275642000  2010-06-04 09:00:00 +0000 UTC    -18000   \n",
       "2010-06-11 04:00:00  1276246800  2010-06-11 09:00:00 +0000 UTC    -18000   \n",
       "2010-06-18 04:00:00  1276851600  2010-06-18 09:00:00 +0000 UTC    -18000   \n",
       "2010-06-25 04:00:00  1277456400  2010-06-25 09:00:00 +0000 UTC    -18000   \n",
       "2010-07-02 04:00:00  1278061200  2010-07-02 09:00:00 +0000 UTC    -18000   \n",
       "2010-07-09 04:00:00  1278666000  2010-07-09 09:00:00 +0000 UTC    -18000   \n",
       "2010-07-16 04:00:00  1279270800  2010-07-16 09:00:00 +0000 UTC    -18000   \n",
       "2010-07-23 04:00:00  1279875600  2010-07-23 09:00:00 +0000 UTC    -18000   \n",
       "2010-07-30 04:00:00  1280480400  2010-07-30 09:00:00 +0000 UTC    -18000   \n",
       "2010-08-06 04:00:00  1281085200  2010-08-06 09:00:00 +0000 UTC    -18000   \n",
       "2010-08-13 04:00:00  1281690000  2010-08-13 09:00:00 +0000 UTC    -18000   \n",
       "2010-08-20 04:00:00  1282294800  2010-08-20 09:00:00 +0000 UTC    -18000   \n",
       "2010-08-27 04:00:00  1282899600  2010-08-27 09:00:00 +0000 UTC    -18000   \n",
       "2010-09-03 04:00:00  1283504400  2010-09-03 09:00:00 +0000 UTC    -18000   \n",
       "2010-09-10 04:00:00  1284109200  2010-09-10 09:00:00 +0000 UTC    -18000   \n",
       "2010-09-17 04:00:00  1284714000  2010-09-17 09:00:00 +0000 UTC    -18000   \n",
       "2010-09-24 04:00:00  1285318800  2010-09-24 09:00:00 +0000 UTC    -18000   \n",
       "2010-10-01 04:00:00  1285923600  2010-10-01 09:00:00 +0000 UTC    -18000   \n",
       "2010-10-08 04:00:00  1286528400  2010-10-08 09:00:00 +0000 UTC    -18000   \n",
       "2010-10-15 04:00:00  1287133200  2010-10-15 09:00:00 +0000 UTC    -18000   \n",
       "2010-10-22 04:00:00  1287738000  2010-10-22 09:00:00 +0000 UTC    -18000   \n",
       "2010-10-29 04:00:00  1288342800  2010-10-29 09:00:00 +0000 UTC    -18000   \n",
       "2010-11-05 04:00:00  1288947600  2010-11-05 09:00:00 +0000 UTC    -18000   \n",
       "2010-11-12 04:00:00  1289556000  2010-11-12 10:00:00 +0000 UTC    -21600   \n",
       "2010-11-19 04:00:00  1290160800  2010-11-19 10:00:00 +0000 UTC    -21600   \n",
       "2010-11-26 04:00:00  1290765600  2010-11-26 10:00:00 +0000 UTC    -21600   \n",
       "2010-12-03 04:00:00  1291370400  2010-12-03 10:00:00 +0000 UTC    -21600   \n",
       "2010-12-10 04:00:00  1291975200  2010-12-10 10:00:00 +0000 UTC    -21600   \n",
       "\n",
       "                    city_name        lat        lon   temp  feels_like  \\\n",
       "LocalTime                                                                \n",
       "2010-01-01 04:00:00    Austin  30.267153 -97.743061  36.30       27.30   \n",
       "2010-01-08 04:00:00    Austin  30.267153 -97.743061  24.67       13.41   \n",
       "2010-01-15 04:00:00    Austin  30.267153 -97.743061  52.52       50.04   \n",
       "2010-01-22 04:00:00    Austin  30.267153 -97.743061  48.76       42.91   \n",
       "2010-01-29 04:00:00    Austin  30.267153 -97.743061  48.43       40.44   \n",
       "2010-02-05 04:00:00    Austin  30.267153 -97.743061  46.45       43.23   \n",
       "2010-02-12 04:00:00    Austin  30.267153 -97.743061  35.71       28.85   \n",
       "2010-02-19 04:00:00    Austin  30.267153 -97.743061  50.00       44.06   \n",
       "2010-02-26 04:00:00    Austin  30.267153 -97.743061  46.80       43.11   \n",
       "2010-03-05 04:00:00    Austin  30.267153 -97.743061  48.85       45.75   \n",
       "2010-03-12 04:00:00    Austin  30.267153 -97.743061  47.10       41.50   \n",
       "2010-03-19 04:00:00    Austin  30.267153 -97.743061  50.76       47.80   \n",
       "2010-03-26 04:00:00    Austin  30.267153 -97.743061  45.41       40.60   \n",
       "2010-04-02 04:00:00    Austin  30.267153 -97.743061  68.40       66.85   \n",
       "2010-04-09 04:00:00    Austin  30.267153 -97.743061  44.56       38.66   \n",
       "2010-04-16 04:00:00    Austin  30.267153 -97.743061  64.87       66.33   \n",
       "2010-04-23 04:00:00    Austin  30.267153 -97.743061  69.33       72.14   \n",
       "2010-04-30 04:00:00    Austin  30.267153 -97.743061  73.60       72.70   \n",
       "2010-05-07 04:00:00    Austin  30.267153 -97.743061  71.35       72.97   \n",
       "2010-05-14 04:00:00    Austin  30.267153 -97.743061  74.84       77.77   \n",
       "2010-05-21 04:00:00    Austin  30.267153 -97.743061  75.31       79.83   \n",
       "2010-05-28 04:00:00    Austin  30.267153 -97.743061  72.00       75.76   \n",
       "2010-06-04 04:00:00    Austin  30.267153 -97.743061  67.96       70.81   \n",
       "2010-06-11 04:00:00    Austin  30.267153 -97.743061  78.94       81.16   \n",
       "2010-06-18 04:00:00    Austin  30.267153 -97.743061  77.88       84.22   \n",
       "2010-06-25 04:00:00    Austin  30.267153 -97.743061  76.93       83.37   \n",
       "2010-07-02 04:00:00    Austin  30.267153 -97.743061  77.41       85.26   \n",
       "2010-07-09 04:00:00    Austin  30.267153 -97.743061  75.78       81.81   \n",
       "2010-07-16 04:00:00    Austin  30.267153 -97.743061  78.15       86.02   \n",
       "2010-07-23 04:00:00    Austin  30.267153 -97.743061  77.63       85.12   \n",
       "2010-07-30 04:00:00    Austin  30.267153 -97.743061  77.09       84.74   \n",
       "2010-08-06 04:00:00    Austin  30.267153 -97.743061  80.35       87.80   \n",
       "2010-08-13 04:00:00    Austin  30.267153 -97.743061  78.69       82.96   \n",
       "2010-08-20 04:00:00    Austin  30.267153 -97.743061  80.26       87.31   \n",
       "2010-08-27 04:00:00    Austin  30.267153 -97.743061  74.84       74.28   \n",
       "2010-09-03 04:00:00    Austin  30.267153 -97.743061  76.55       83.86   \n",
       "2010-09-10 04:00:00    Austin  30.267153 -97.743061  77.09       84.94   \n",
       "2010-09-17 04:00:00    Austin  30.267153 -97.743061  74.26       79.57   \n",
       "2010-09-24 04:00:00    Austin  30.267153 -97.743061  75.36       82.04   \n",
       "2010-10-01 04:00:00    Austin  30.267153 -97.743061  66.81       66.47   \n",
       "2010-10-08 04:00:00    Austin  30.267153 -97.743061  55.90       52.48   \n",
       "2010-10-15 04:00:00    Austin  30.267153 -97.743061  50.20       46.76   \n",
       "2010-10-22 04:00:00    Austin  30.267153 -97.743061  68.72       69.48   \n",
       "2010-10-29 04:00:00    Austin  30.267153 -97.743061  50.40       43.81   \n",
       "2010-11-05 04:00:00    Austin  30.267153 -97.743061  42.66       35.22   \n",
       "2010-11-12 04:00:00    Austin  30.267153 -97.743061  68.97       69.84   \n",
       "2010-11-19 04:00:00    Austin  30.267153 -97.743061  36.43       30.63   \n",
       "2010-11-26 04:00:00    Austin  30.267153 -97.743061  41.20       32.49   \n",
       "2010-12-03 04:00:00    Austin  30.267153 -97.743061  47.21       41.49   \n",
       "2010-12-10 04:00:00    Austin  30.267153 -97.743061  44.96       39.24   \n",
       "\n",
       "                     temp_min  temp_max  ...  rain_1h  rain_3h  snow_1h  \\\n",
       "LocalTime                                ...                              \n",
       "2010-01-01 04:00:00     35.60     37.21  ...     0.00     0.00      0.0   \n",
       "2010-01-08 04:00:00     23.87     24.98  ...     0.00     0.00      0.0   \n",
       "2010-01-15 04:00:00     51.52     53.06  ...     2.21     0.00      0.0   \n",
       "2010-01-22 04:00:00     46.23     50.00  ...     0.00     0.00      0.0   \n",
       "2010-01-29 04:00:00     46.40     53.61  ...     0.50     0.00      0.0   \n",
       "2010-02-05 04:00:00     45.58     46.94  ...     0.00     0.00      0.0   \n",
       "2010-02-12 04:00:00     35.35     36.08  ...     0.00     0.00      0.0   \n",
       "2010-02-19 04:00:00     49.61     50.52  ...     0.00     0.00      0.0   \n",
       "2010-02-26 04:00:00     46.40     47.61  ...     0.00     0.00      0.0   \n",
       "2010-03-05 04:00:00     47.91     50.00  ...     0.00     0.00      0.0   \n",
       "2010-03-12 04:00:00     44.81     48.02  ...     0.00     0.00      0.0   \n",
       "2010-03-19 04:00:00     48.20     53.06  ...     0.00     0.00      0.0   \n",
       "2010-03-26 04:00:00     42.08     48.20  ...     0.00     0.00      0.0   \n",
       "2010-04-02 04:00:00     67.97     69.08  ...     0.00     0.00      0.0   \n",
       "2010-04-09 04:00:00     42.05     46.40  ...     0.00     0.00      0.0   \n",
       "2010-04-16 04:00:00     64.04     66.97  ...     0.00     0.00      0.0   \n",
       "2010-04-23 04:00:00     68.00     70.82  ...     0.00     0.00      0.0   \n",
       "2010-04-30 04:00:00     72.48     73.94  ...     0.00     0.00      0.0   \n",
       "2010-05-07 04:00:00     70.43     71.96  ...     0.00     0.00      0.0   \n",
       "2010-05-14 04:00:00     71.73     75.92  ...     0.00     0.00      0.0   \n",
       "2010-05-21 04:00:00     74.60     75.92  ...     0.00     0.00      0.0   \n",
       "2010-05-28 04:00:00     69.98     73.40  ...     0.00     0.00      0.0   \n",
       "2010-06-04 04:00:00     66.92     69.08  ...     0.00     0.00      0.0   \n",
       "2010-06-11 04:00:00     78.33     80.04  ...     0.00     0.00      0.0   \n",
       "2010-06-18 04:00:00     76.91     78.98  ...     0.00     0.00      0.0   \n",
       "2010-06-25 04:00:00     75.20     78.45  ...     0.00     0.00      0.0   \n",
       "2010-07-02 04:00:00     76.83     78.08  ...     0.00     0.00      0.0   \n",
       "2010-07-09 04:00:00     75.02     77.00  ...     0.00     0.00      0.0   \n",
       "2010-07-16 04:00:00     77.89     78.83  ...     0.00     0.00      0.0   \n",
       "2010-07-23 04:00:00     75.92     80.07  ...     5.95    10.05      0.0   \n",
       "2010-07-30 04:00:00     76.93     77.73  ...     0.00     0.00      0.0   \n",
       "2010-08-06 04:00:00     80.06     81.40  ...     0.00     0.00      0.0   \n",
       "2010-08-13 04:00:00     77.00     81.19  ...     0.00     0.00      0.0   \n",
       "2010-08-20 04:00:00     80.06     80.85  ...     0.00     0.00      0.0   \n",
       "2010-08-27 04:00:00     71.96     77.43  ...     0.00     0.00      0.0   \n",
       "2010-09-03 04:00:00     75.20     78.65  ...     0.00     0.50      0.0   \n",
       "2010-09-10 04:00:00     76.79     78.00  ...     0.00     0.00      0.0   \n",
       "2010-09-17 04:00:00     73.04     75.94  ...     0.00     0.00      0.0   \n",
       "2010-09-24 04:00:00     74.88     75.92  ...     0.00     0.00      0.0   \n",
       "2010-10-01 04:00:00     64.94     68.28  ...     0.00     0.00      0.0   \n",
       "2010-10-08 04:00:00     55.04     57.69  ...     0.00     0.00      0.0   \n",
       "2010-10-15 04:00:00     44.06     55.94  ...     0.00     0.00      0.0   \n",
       "2010-10-22 04:00:00     66.20     72.02  ...     0.00     0.00      0.0   \n",
       "2010-10-29 04:00:00     48.38     51.98  ...     0.00     0.00      0.0   \n",
       "2010-11-05 04:00:00     39.92     44.60  ...     0.00     0.00      0.0   \n",
       "2010-11-12 04:00:00     68.00     69.80  ...     0.50     0.00      0.0   \n",
       "2010-11-19 04:00:00     30.92     41.00  ...     0.00     0.00      0.0   \n",
       "2010-11-26 04:00:00     39.92     42.98  ...     0.50     0.00      0.0   \n",
       "2010-12-03 04:00:00     45.81     48.92  ...     0.00     0.00      0.0   \n",
       "2010-12-10 04:00:00     42.77     48.02  ...     0.00     0.00      0.0   \n",
       "\n",
       "                     snow_3h  clouds_all  count  Weekday  OneWeek  TwoWeek  \\\n",
       "LocalTime                                                                    \n",
       "2010-01-01 04:00:00      0.0           1    3.0   Friday      NaN      NaN   \n",
       "2010-01-08 04:00:00      0.0           1    1.0   Friday      3.0      NaN   \n",
       "2010-01-15 04:00:00      0.0          90    0.0   Friday      1.0      3.0   \n",
       "2010-01-22 04:00:00      0.0           1    0.0   Friday      0.0      1.0   \n",
       "2010-01-29 04:00:00      0.0          90    1.0   Friday      0.0      0.0   \n",
       "2010-02-05 04:00:00      0.0          90    0.0   Friday      1.0      0.0   \n",
       "2010-02-12 04:00:00      0.0          40    0.0   Friday      0.0      1.0   \n",
       "2010-02-19 04:00:00      0.0          90    0.0   Friday      0.0      0.0   \n",
       "2010-02-26 04:00:00      0.0          75    0.0   Friday      0.0      0.0   \n",
       "2010-03-05 04:00:00      0.0           1    1.0   Friday      0.0      0.0   \n",
       "2010-03-12 04:00:00      0.0           1    0.0   Friday      1.0      0.0   \n",
       "2010-03-19 04:00:00      0.0          90    0.0   Friday      0.0      1.0   \n",
       "2010-03-26 04:00:00      0.0           1    0.0   Friday      0.0      0.0   \n",
       "2010-04-02 04:00:00      0.0          90    0.0   Friday      0.0      0.0   \n",
       "2010-04-09 04:00:00      0.0           1    1.0   Friday      0.0      0.0   \n",
       "2010-04-16 04:00:00      0.0          90    1.0   Friday      1.0      0.0   \n",
       "2010-04-23 04:00:00      0.0          90    1.0   Friday      1.0      1.0   \n",
       "2010-04-30 04:00:00      0.0          90    0.0   Friday      1.0      1.0   \n",
       "2010-05-07 04:00:00      0.0          75    0.0   Friday      0.0      1.0   \n",
       "2010-05-14 04:00:00      0.0          90    0.0   Friday      0.0      0.0   \n",
       "2010-05-21 04:00:00      0.0          90    0.0   Friday      0.0      0.0   \n",
       "2010-05-28 04:00:00      0.0           1    0.0   Friday      0.0      0.0   \n",
       "2010-06-04 04:00:00      0.0           1    0.0   Friday      0.0      0.0   \n",
       "2010-06-11 04:00:00      0.0          75    0.0   Friday      0.0      0.0   \n",
       "2010-06-18 04:00:00      0.0          90    0.0   Friday      0.0      0.0   \n",
       "2010-06-25 04:00:00      0.0          75    0.0   Friday      0.0      0.0   \n",
       "2010-07-02 04:00:00      0.0          90    1.0   Friday      0.0      0.0   \n",
       "2010-07-09 04:00:00      0.0          90    1.0   Friday      1.0      0.0   \n",
       "2010-07-16 04:00:00      0.0           1    0.0   Friday      1.0      1.0   \n",
       "2010-07-23 04:00:00      0.0          90    1.0   Friday      0.0      1.0   \n",
       "2010-07-30 04:00:00      0.0          75    0.0   Friday      1.0      0.0   \n",
       "2010-08-06 04:00:00      0.0           1    0.0   Friday      0.0      1.0   \n",
       "2010-08-13 04:00:00      0.0           1    1.0   Friday      0.0      0.0   \n",
       "2010-08-20 04:00:00      0.0          90    0.0   Friday      1.0      0.0   \n",
       "2010-08-27 04:00:00      0.0           1    1.0   Friday      0.0      1.0   \n",
       "2010-09-03 04:00:00      0.0          75    1.0   Friday      1.0      0.0   \n",
       "2010-09-10 04:00:00      0.0          90    1.0   Friday      1.0      1.0   \n",
       "2010-09-17 04:00:00      0.0           1    0.0   Friday      1.0      1.0   \n",
       "2010-09-24 04:00:00      0.0          90    4.0   Friday      0.0      1.0   \n",
       "2010-10-01 04:00:00      0.0           1    2.0   Friday      4.0      0.0   \n",
       "2010-10-08 04:00:00      0.0           1    1.0   Friday      2.0      4.0   \n",
       "2010-10-15 04:00:00      0.0           1    0.0   Friday      1.0      2.0   \n",
       "2010-10-22 04:00:00      0.0          40    0.0   Friday      0.0      1.0   \n",
       "2010-10-29 04:00:00      0.0           1    0.0   Friday      0.0      0.0   \n",
       "2010-11-05 04:00:00      0.0           1    1.0   Friday      0.0      0.0   \n",
       "2010-11-12 04:00:00      0.0          90    2.0   Friday      0.0      2.0   \n",
       "2010-11-19 04:00:00      0.0           1    0.0   Friday      2.0      0.0   \n",
       "2010-11-26 04:00:00      0.0          90    1.0   Friday      0.0      2.0   \n",
       "2010-12-03 04:00:00      0.0           1    0.0   Friday      1.0      0.0   \n",
       "2010-12-10 04:00:00      0.0           1    0.0   Friday      0.0      1.0   \n",
       "\n",
       "                     ThreeWeek  \n",
       "LocalTime                       \n",
       "2010-01-01 04:00:00        NaN  \n",
       "2010-01-08 04:00:00        NaN  \n",
       "2010-01-15 04:00:00        NaN  \n",
       "2010-01-22 04:00:00        3.0  \n",
       "2010-01-29 04:00:00        1.0  \n",
       "2010-02-05 04:00:00        0.0  \n",
       "2010-02-12 04:00:00        0.0  \n",
       "2010-02-19 04:00:00        1.0  \n",
       "2010-02-26 04:00:00        0.0  \n",
       "2010-03-05 04:00:00        0.0  \n",
       "2010-03-12 04:00:00        0.0  \n",
       "2010-03-19 04:00:00        1.0  \n",
       "2010-03-26 04:00:00        1.0  \n",
       "2010-04-02 04:00:00        0.0  \n",
       "2010-04-09 04:00:00        0.0  \n",
       "2010-04-16 04:00:00        0.0  \n",
       "2010-04-23 04:00:00        0.0  \n",
       "2010-04-30 04:00:00        1.0  \n",
       "2010-05-07 04:00:00        1.0  \n",
       "2010-05-14 04:00:00        1.0  \n",
       "2010-05-21 04:00:00        0.0  \n",
       "2010-05-28 04:00:00        0.0  \n",
       "2010-06-04 04:00:00        0.0  \n",
       "2010-06-11 04:00:00        0.0  \n",
       "2010-06-18 04:00:00        0.0  \n",
       "2010-06-25 04:00:00        0.0  \n",
       "2010-07-02 04:00:00        0.0  \n",
       "2010-07-09 04:00:00        0.0  \n",
       "2010-07-16 04:00:00        0.0  \n",
       "2010-07-23 04:00:00        1.0  \n",
       "2010-07-30 04:00:00        1.0  \n",
       "2010-08-06 04:00:00        0.0  \n",
       "2010-08-13 04:00:00        1.0  \n",
       "2010-08-20 04:00:00        0.0  \n",
       "2010-08-27 04:00:00        0.0  \n",
       "2010-09-03 04:00:00        1.0  \n",
       "2010-09-10 04:00:00        0.0  \n",
       "2010-09-17 04:00:00        1.0  \n",
       "2010-09-24 04:00:00        1.0  \n",
       "2010-10-01 04:00:00        1.0  \n",
       "2010-10-08 04:00:00        0.0  \n",
       "2010-10-15 04:00:00        4.0  \n",
       "2010-10-22 04:00:00        2.0  \n",
       "2010-10-29 04:00:00        1.0  \n",
       "2010-11-05 04:00:00        0.0  \n",
       "2010-11-12 04:00:00        0.0  \n",
       "2010-11-19 04:00:00        2.0  \n",
       "2010-11-26 04:00:00        0.0  \n",
       "2010-12-03 04:00:00        2.0  \n",
       "2010-12-10 04:00:00        0.0  \n",
       "\n",
       "[50 rows x 24 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly[(hourly.index.weekday==4)&(hourly.index.hour==4)].head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly['OneWeek'] = hourly['OneWeek'].fillna(hourly['count'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly['TwoWeek'] = hourly.apply(lambda row: (row['OneWeek'] + row['count'])/2 if \n",
    "                                 np.isnan(row['TwoWeek']) else row['TwoWeek'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly['ThreeWeek'] = hourly.apply(lambda row: (row['OneWeek'] + row['count'] + row['TwoWeek'])/3 if \n",
    "                                 np.isnan(row['ThreeWeek']) else row['ThreeWeek'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>utc_unix</th>\n",
       "      <th>dt_iso</th>\n",
       "      <th>timezone</th>\n",
       "      <th>city_name</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>temp</th>\n",
       "      <th>feels_like</th>\n",
       "      <th>temp_min</th>\n",
       "      <th>temp_max</th>\n",
       "      <th>...</th>\n",
       "      <th>rain_1h</th>\n",
       "      <th>rain_3h</th>\n",
       "      <th>snow_1h</th>\n",
       "      <th>snow_3h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>count</th>\n",
       "      <th>Weekday</th>\n",
       "      <th>OneWeek</th>\n",
       "      <th>TwoWeek</th>\n",
       "      <th>ThreeWeek</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LocalTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01 04:00:00</th>\n",
       "      <td>1262340000</td>\n",
       "      <td>2010-01-01 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>36.30</td>\n",
       "      <td>27.30</td>\n",
       "      <td>35.60</td>\n",
       "      <td>37.21</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-08 04:00:00</th>\n",
       "      <td>1262944800</td>\n",
       "      <td>2010-01-08 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>24.67</td>\n",
       "      <td>13.41</td>\n",
       "      <td>23.87</td>\n",
       "      <td>24.98</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-15 04:00:00</th>\n",
       "      <td>1263549600</td>\n",
       "      <td>2010-01-15 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>52.52</td>\n",
       "      <td>50.04</td>\n",
       "      <td>51.52</td>\n",
       "      <td>53.06</td>\n",
       "      <td>...</td>\n",
       "      <td>2.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-22 04:00:00</th>\n",
       "      <td>1264154400</td>\n",
       "      <td>2010-01-22 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>48.76</td>\n",
       "      <td>42.91</td>\n",
       "      <td>46.23</td>\n",
       "      <td>50.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-29 04:00:00</th>\n",
       "      <td>1264759200</td>\n",
       "      <td>2010-01-29 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>48.43</td>\n",
       "      <td>40.44</td>\n",
       "      <td>46.40</td>\n",
       "      <td>53.61</td>\n",
       "      <td>...</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-05 04:00:00</th>\n",
       "      <td>1265364000</td>\n",
       "      <td>2010-02-05 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>46.45</td>\n",
       "      <td>43.23</td>\n",
       "      <td>45.58</td>\n",
       "      <td>46.94</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-12 04:00:00</th>\n",
       "      <td>1265968800</td>\n",
       "      <td>2010-02-12 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>35.71</td>\n",
       "      <td>28.85</td>\n",
       "      <td>35.35</td>\n",
       "      <td>36.08</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-19 04:00:00</th>\n",
       "      <td>1266573600</td>\n",
       "      <td>2010-02-19 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>50.00</td>\n",
       "      <td>44.06</td>\n",
       "      <td>49.61</td>\n",
       "      <td>50.52</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-26 04:00:00</th>\n",
       "      <td>1267178400</td>\n",
       "      <td>2010-02-26 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>46.80</td>\n",
       "      <td>43.11</td>\n",
       "      <td>46.40</td>\n",
       "      <td>47.61</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-05 04:00:00</th>\n",
       "      <td>1267783200</td>\n",
       "      <td>2010-03-05 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>48.85</td>\n",
       "      <td>45.75</td>\n",
       "      <td>47.91</td>\n",
       "      <td>50.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-12 04:00:00</th>\n",
       "      <td>1268388000</td>\n",
       "      <td>2010-03-12 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>47.10</td>\n",
       "      <td>41.50</td>\n",
       "      <td>44.81</td>\n",
       "      <td>48.02</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-19 04:00:00</th>\n",
       "      <td>1268989200</td>\n",
       "      <td>2010-03-19 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>50.76</td>\n",
       "      <td>47.80</td>\n",
       "      <td>48.20</td>\n",
       "      <td>53.06</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-26 04:00:00</th>\n",
       "      <td>1269594000</td>\n",
       "      <td>2010-03-26 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>45.41</td>\n",
       "      <td>40.60</td>\n",
       "      <td>42.08</td>\n",
       "      <td>48.20</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-02 04:00:00</th>\n",
       "      <td>1270198800</td>\n",
       "      <td>2010-04-02 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>68.40</td>\n",
       "      <td>66.85</td>\n",
       "      <td>67.97</td>\n",
       "      <td>69.08</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-09 04:00:00</th>\n",
       "      <td>1270803600</td>\n",
       "      <td>2010-04-09 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>44.56</td>\n",
       "      <td>38.66</td>\n",
       "      <td>42.05</td>\n",
       "      <td>46.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-16 04:00:00</th>\n",
       "      <td>1271408400</td>\n",
       "      <td>2010-04-16 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>64.87</td>\n",
       "      <td>66.33</td>\n",
       "      <td>64.04</td>\n",
       "      <td>66.97</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-23 04:00:00</th>\n",
       "      <td>1272013200</td>\n",
       "      <td>2010-04-23 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>69.33</td>\n",
       "      <td>72.14</td>\n",
       "      <td>68.00</td>\n",
       "      <td>70.82</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-30 04:00:00</th>\n",
       "      <td>1272618000</td>\n",
       "      <td>2010-04-30 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>73.60</td>\n",
       "      <td>72.70</td>\n",
       "      <td>72.48</td>\n",
       "      <td>73.94</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-07 04:00:00</th>\n",
       "      <td>1273222800</td>\n",
       "      <td>2010-05-07 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>71.35</td>\n",
       "      <td>72.97</td>\n",
       "      <td>70.43</td>\n",
       "      <td>71.96</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-14 04:00:00</th>\n",
       "      <td>1273827600</td>\n",
       "      <td>2010-05-14 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>74.84</td>\n",
       "      <td>77.77</td>\n",
       "      <td>71.73</td>\n",
       "      <td>75.92</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-21 04:00:00</th>\n",
       "      <td>1274432400</td>\n",
       "      <td>2010-05-21 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>75.31</td>\n",
       "      <td>79.83</td>\n",
       "      <td>74.60</td>\n",
       "      <td>75.92</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-28 04:00:00</th>\n",
       "      <td>1275037200</td>\n",
       "      <td>2010-05-28 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>72.00</td>\n",
       "      <td>75.76</td>\n",
       "      <td>69.98</td>\n",
       "      <td>73.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-06-04 04:00:00</th>\n",
       "      <td>1275642000</td>\n",
       "      <td>2010-06-04 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>67.96</td>\n",
       "      <td>70.81</td>\n",
       "      <td>66.92</td>\n",
       "      <td>69.08</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-06-11 04:00:00</th>\n",
       "      <td>1276246800</td>\n",
       "      <td>2010-06-11 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>78.94</td>\n",
       "      <td>81.16</td>\n",
       "      <td>78.33</td>\n",
       "      <td>80.04</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-06-18 04:00:00</th>\n",
       "      <td>1276851600</td>\n",
       "      <td>2010-06-18 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>77.88</td>\n",
       "      <td>84.22</td>\n",
       "      <td>76.91</td>\n",
       "      <td>78.98</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-06-25 04:00:00</th>\n",
       "      <td>1277456400</td>\n",
       "      <td>2010-06-25 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>76.93</td>\n",
       "      <td>83.37</td>\n",
       "      <td>75.20</td>\n",
       "      <td>78.45</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-02 04:00:00</th>\n",
       "      <td>1278061200</td>\n",
       "      <td>2010-07-02 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>77.41</td>\n",
       "      <td>85.26</td>\n",
       "      <td>76.83</td>\n",
       "      <td>78.08</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-09 04:00:00</th>\n",
       "      <td>1278666000</td>\n",
       "      <td>2010-07-09 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>75.78</td>\n",
       "      <td>81.81</td>\n",
       "      <td>75.02</td>\n",
       "      <td>77.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-16 04:00:00</th>\n",
       "      <td>1279270800</td>\n",
       "      <td>2010-07-16 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>78.15</td>\n",
       "      <td>86.02</td>\n",
       "      <td>77.89</td>\n",
       "      <td>78.83</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-23 04:00:00</th>\n",
       "      <td>1279875600</td>\n",
       "      <td>2010-07-23 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>77.63</td>\n",
       "      <td>85.12</td>\n",
       "      <td>75.92</td>\n",
       "      <td>80.07</td>\n",
       "      <td>...</td>\n",
       "      <td>5.95</td>\n",
       "      <td>10.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-30 04:00:00</th>\n",
       "      <td>1280480400</td>\n",
       "      <td>2010-07-30 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>77.09</td>\n",
       "      <td>84.74</td>\n",
       "      <td>76.93</td>\n",
       "      <td>77.73</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-06 04:00:00</th>\n",
       "      <td>1281085200</td>\n",
       "      <td>2010-08-06 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>80.35</td>\n",
       "      <td>87.80</td>\n",
       "      <td>80.06</td>\n",
       "      <td>81.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-13 04:00:00</th>\n",
       "      <td>1281690000</td>\n",
       "      <td>2010-08-13 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>78.69</td>\n",
       "      <td>82.96</td>\n",
       "      <td>77.00</td>\n",
       "      <td>81.19</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-20 04:00:00</th>\n",
       "      <td>1282294800</td>\n",
       "      <td>2010-08-20 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>80.26</td>\n",
       "      <td>87.31</td>\n",
       "      <td>80.06</td>\n",
       "      <td>80.85</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-27 04:00:00</th>\n",
       "      <td>1282899600</td>\n",
       "      <td>2010-08-27 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>74.84</td>\n",
       "      <td>74.28</td>\n",
       "      <td>71.96</td>\n",
       "      <td>77.43</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-09-03 04:00:00</th>\n",
       "      <td>1283504400</td>\n",
       "      <td>2010-09-03 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>76.55</td>\n",
       "      <td>83.86</td>\n",
       "      <td>75.20</td>\n",
       "      <td>78.65</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-09-10 04:00:00</th>\n",
       "      <td>1284109200</td>\n",
       "      <td>2010-09-10 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>77.09</td>\n",
       "      <td>84.94</td>\n",
       "      <td>76.79</td>\n",
       "      <td>78.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-09-17 04:00:00</th>\n",
       "      <td>1284714000</td>\n",
       "      <td>2010-09-17 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>74.26</td>\n",
       "      <td>79.57</td>\n",
       "      <td>73.04</td>\n",
       "      <td>75.94</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-09-24 04:00:00</th>\n",
       "      <td>1285318800</td>\n",
       "      <td>2010-09-24 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>75.36</td>\n",
       "      <td>82.04</td>\n",
       "      <td>74.88</td>\n",
       "      <td>75.92</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-10-01 04:00:00</th>\n",
       "      <td>1285923600</td>\n",
       "      <td>2010-10-01 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>66.81</td>\n",
       "      <td>66.47</td>\n",
       "      <td>64.94</td>\n",
       "      <td>68.28</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-10-08 04:00:00</th>\n",
       "      <td>1286528400</td>\n",
       "      <td>2010-10-08 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>55.90</td>\n",
       "      <td>52.48</td>\n",
       "      <td>55.04</td>\n",
       "      <td>57.69</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-10-15 04:00:00</th>\n",
       "      <td>1287133200</td>\n",
       "      <td>2010-10-15 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>50.20</td>\n",
       "      <td>46.76</td>\n",
       "      <td>44.06</td>\n",
       "      <td>55.94</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-10-22 04:00:00</th>\n",
       "      <td>1287738000</td>\n",
       "      <td>2010-10-22 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>68.72</td>\n",
       "      <td>69.48</td>\n",
       "      <td>66.20</td>\n",
       "      <td>72.02</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-10-29 04:00:00</th>\n",
       "      <td>1288342800</td>\n",
       "      <td>2010-10-29 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>50.40</td>\n",
       "      <td>43.81</td>\n",
       "      <td>48.38</td>\n",
       "      <td>51.98</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-11-05 04:00:00</th>\n",
       "      <td>1288947600</td>\n",
       "      <td>2010-11-05 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>42.66</td>\n",
       "      <td>35.22</td>\n",
       "      <td>39.92</td>\n",
       "      <td>44.60</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-11-12 04:00:00</th>\n",
       "      <td>1289556000</td>\n",
       "      <td>2010-11-12 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>68.97</td>\n",
       "      <td>69.84</td>\n",
       "      <td>68.00</td>\n",
       "      <td>69.80</td>\n",
       "      <td>...</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-11-19 04:00:00</th>\n",
       "      <td>1290160800</td>\n",
       "      <td>2010-11-19 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>36.43</td>\n",
       "      <td>30.63</td>\n",
       "      <td>30.92</td>\n",
       "      <td>41.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-11-26 04:00:00</th>\n",
       "      <td>1290765600</td>\n",
       "      <td>2010-11-26 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>41.20</td>\n",
       "      <td>32.49</td>\n",
       "      <td>39.92</td>\n",
       "      <td>42.98</td>\n",
       "      <td>...</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-12-03 04:00:00</th>\n",
       "      <td>1291370400</td>\n",
       "      <td>2010-12-03 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>47.21</td>\n",
       "      <td>41.49</td>\n",
       "      <td>45.81</td>\n",
       "      <td>48.92</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-12-10 04:00:00</th>\n",
       "      <td>1291975200</td>\n",
       "      <td>2010-12-10 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>44.96</td>\n",
       "      <td>39.24</td>\n",
       "      <td>42.77</td>\n",
       "      <td>48.02</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       utc_unix                         dt_iso  timezone  \\\n",
       "LocalTime                                                                  \n",
       "2010-01-01 04:00:00  1262340000  2010-01-01 10:00:00 +0000 UTC    -21600   \n",
       "2010-01-08 04:00:00  1262944800  2010-01-08 10:00:00 +0000 UTC    -21600   \n",
       "2010-01-15 04:00:00  1263549600  2010-01-15 10:00:00 +0000 UTC    -21600   \n",
       "2010-01-22 04:00:00  1264154400  2010-01-22 10:00:00 +0000 UTC    -21600   \n",
       "2010-01-29 04:00:00  1264759200  2010-01-29 10:00:00 +0000 UTC    -21600   \n",
       "2010-02-05 04:00:00  1265364000  2010-02-05 10:00:00 +0000 UTC    -21600   \n",
       "2010-02-12 04:00:00  1265968800  2010-02-12 10:00:00 +0000 UTC    -21600   \n",
       "2010-02-19 04:00:00  1266573600  2010-02-19 10:00:00 +0000 UTC    -21600   \n",
       "2010-02-26 04:00:00  1267178400  2010-02-26 10:00:00 +0000 UTC    -21600   \n",
       "2010-03-05 04:00:00  1267783200  2010-03-05 10:00:00 +0000 UTC    -21600   \n",
       "2010-03-12 04:00:00  1268388000  2010-03-12 10:00:00 +0000 UTC    -21600   \n",
       "2010-03-19 04:00:00  1268989200  2010-03-19 09:00:00 +0000 UTC    -18000   \n",
       "2010-03-26 04:00:00  1269594000  2010-03-26 09:00:00 +0000 UTC    -18000   \n",
       "2010-04-02 04:00:00  1270198800  2010-04-02 09:00:00 +0000 UTC    -18000   \n",
       "2010-04-09 04:00:00  1270803600  2010-04-09 09:00:00 +0000 UTC    -18000   \n",
       "2010-04-16 04:00:00  1271408400  2010-04-16 09:00:00 +0000 UTC    -18000   \n",
       "2010-04-23 04:00:00  1272013200  2010-04-23 09:00:00 +0000 UTC    -18000   \n",
       "2010-04-30 04:00:00  1272618000  2010-04-30 09:00:00 +0000 UTC    -18000   \n",
       "2010-05-07 04:00:00  1273222800  2010-05-07 09:00:00 +0000 UTC    -18000   \n",
       "2010-05-14 04:00:00  1273827600  2010-05-14 09:00:00 +0000 UTC    -18000   \n",
       "2010-05-21 04:00:00  1274432400  2010-05-21 09:00:00 +0000 UTC    -18000   \n",
       "2010-05-28 04:00:00  1275037200  2010-05-28 09:00:00 +0000 UTC    -18000   \n",
       "2010-06-04 04:00:00  1275642000  2010-06-04 09:00:00 +0000 UTC    -18000   \n",
       "2010-06-11 04:00:00  1276246800  2010-06-11 09:00:00 +0000 UTC    -18000   \n",
       "2010-06-18 04:00:00  1276851600  2010-06-18 09:00:00 +0000 UTC    -18000   \n",
       "2010-06-25 04:00:00  1277456400  2010-06-25 09:00:00 +0000 UTC    -18000   \n",
       "2010-07-02 04:00:00  1278061200  2010-07-02 09:00:00 +0000 UTC    -18000   \n",
       "2010-07-09 04:00:00  1278666000  2010-07-09 09:00:00 +0000 UTC    -18000   \n",
       "2010-07-16 04:00:00  1279270800  2010-07-16 09:00:00 +0000 UTC    -18000   \n",
       "2010-07-23 04:00:00  1279875600  2010-07-23 09:00:00 +0000 UTC    -18000   \n",
       "2010-07-30 04:00:00  1280480400  2010-07-30 09:00:00 +0000 UTC    -18000   \n",
       "2010-08-06 04:00:00  1281085200  2010-08-06 09:00:00 +0000 UTC    -18000   \n",
       "2010-08-13 04:00:00  1281690000  2010-08-13 09:00:00 +0000 UTC    -18000   \n",
       "2010-08-20 04:00:00  1282294800  2010-08-20 09:00:00 +0000 UTC    -18000   \n",
       "2010-08-27 04:00:00  1282899600  2010-08-27 09:00:00 +0000 UTC    -18000   \n",
       "2010-09-03 04:00:00  1283504400  2010-09-03 09:00:00 +0000 UTC    -18000   \n",
       "2010-09-10 04:00:00  1284109200  2010-09-10 09:00:00 +0000 UTC    -18000   \n",
       "2010-09-17 04:00:00  1284714000  2010-09-17 09:00:00 +0000 UTC    -18000   \n",
       "2010-09-24 04:00:00  1285318800  2010-09-24 09:00:00 +0000 UTC    -18000   \n",
       "2010-10-01 04:00:00  1285923600  2010-10-01 09:00:00 +0000 UTC    -18000   \n",
       "2010-10-08 04:00:00  1286528400  2010-10-08 09:00:00 +0000 UTC    -18000   \n",
       "2010-10-15 04:00:00  1287133200  2010-10-15 09:00:00 +0000 UTC    -18000   \n",
       "2010-10-22 04:00:00  1287738000  2010-10-22 09:00:00 +0000 UTC    -18000   \n",
       "2010-10-29 04:00:00  1288342800  2010-10-29 09:00:00 +0000 UTC    -18000   \n",
       "2010-11-05 04:00:00  1288947600  2010-11-05 09:00:00 +0000 UTC    -18000   \n",
       "2010-11-12 04:00:00  1289556000  2010-11-12 10:00:00 +0000 UTC    -21600   \n",
       "2010-11-19 04:00:00  1290160800  2010-11-19 10:00:00 +0000 UTC    -21600   \n",
       "2010-11-26 04:00:00  1290765600  2010-11-26 10:00:00 +0000 UTC    -21600   \n",
       "2010-12-03 04:00:00  1291370400  2010-12-03 10:00:00 +0000 UTC    -21600   \n",
       "2010-12-10 04:00:00  1291975200  2010-12-10 10:00:00 +0000 UTC    -21600   \n",
       "\n",
       "                    city_name        lat        lon   temp  feels_like  \\\n",
       "LocalTime                                                                \n",
       "2010-01-01 04:00:00    Austin  30.267153 -97.743061  36.30       27.30   \n",
       "2010-01-08 04:00:00    Austin  30.267153 -97.743061  24.67       13.41   \n",
       "2010-01-15 04:00:00    Austin  30.267153 -97.743061  52.52       50.04   \n",
       "2010-01-22 04:00:00    Austin  30.267153 -97.743061  48.76       42.91   \n",
       "2010-01-29 04:00:00    Austin  30.267153 -97.743061  48.43       40.44   \n",
       "2010-02-05 04:00:00    Austin  30.267153 -97.743061  46.45       43.23   \n",
       "2010-02-12 04:00:00    Austin  30.267153 -97.743061  35.71       28.85   \n",
       "2010-02-19 04:00:00    Austin  30.267153 -97.743061  50.00       44.06   \n",
       "2010-02-26 04:00:00    Austin  30.267153 -97.743061  46.80       43.11   \n",
       "2010-03-05 04:00:00    Austin  30.267153 -97.743061  48.85       45.75   \n",
       "2010-03-12 04:00:00    Austin  30.267153 -97.743061  47.10       41.50   \n",
       "2010-03-19 04:00:00    Austin  30.267153 -97.743061  50.76       47.80   \n",
       "2010-03-26 04:00:00    Austin  30.267153 -97.743061  45.41       40.60   \n",
       "2010-04-02 04:00:00    Austin  30.267153 -97.743061  68.40       66.85   \n",
       "2010-04-09 04:00:00    Austin  30.267153 -97.743061  44.56       38.66   \n",
       "2010-04-16 04:00:00    Austin  30.267153 -97.743061  64.87       66.33   \n",
       "2010-04-23 04:00:00    Austin  30.267153 -97.743061  69.33       72.14   \n",
       "2010-04-30 04:00:00    Austin  30.267153 -97.743061  73.60       72.70   \n",
       "2010-05-07 04:00:00    Austin  30.267153 -97.743061  71.35       72.97   \n",
       "2010-05-14 04:00:00    Austin  30.267153 -97.743061  74.84       77.77   \n",
       "2010-05-21 04:00:00    Austin  30.267153 -97.743061  75.31       79.83   \n",
       "2010-05-28 04:00:00    Austin  30.267153 -97.743061  72.00       75.76   \n",
       "2010-06-04 04:00:00    Austin  30.267153 -97.743061  67.96       70.81   \n",
       "2010-06-11 04:00:00    Austin  30.267153 -97.743061  78.94       81.16   \n",
       "2010-06-18 04:00:00    Austin  30.267153 -97.743061  77.88       84.22   \n",
       "2010-06-25 04:00:00    Austin  30.267153 -97.743061  76.93       83.37   \n",
       "2010-07-02 04:00:00    Austin  30.267153 -97.743061  77.41       85.26   \n",
       "2010-07-09 04:00:00    Austin  30.267153 -97.743061  75.78       81.81   \n",
       "2010-07-16 04:00:00    Austin  30.267153 -97.743061  78.15       86.02   \n",
       "2010-07-23 04:00:00    Austin  30.267153 -97.743061  77.63       85.12   \n",
       "2010-07-30 04:00:00    Austin  30.267153 -97.743061  77.09       84.74   \n",
       "2010-08-06 04:00:00    Austin  30.267153 -97.743061  80.35       87.80   \n",
       "2010-08-13 04:00:00    Austin  30.267153 -97.743061  78.69       82.96   \n",
       "2010-08-20 04:00:00    Austin  30.267153 -97.743061  80.26       87.31   \n",
       "2010-08-27 04:00:00    Austin  30.267153 -97.743061  74.84       74.28   \n",
       "2010-09-03 04:00:00    Austin  30.267153 -97.743061  76.55       83.86   \n",
       "2010-09-10 04:00:00    Austin  30.267153 -97.743061  77.09       84.94   \n",
       "2010-09-17 04:00:00    Austin  30.267153 -97.743061  74.26       79.57   \n",
       "2010-09-24 04:00:00    Austin  30.267153 -97.743061  75.36       82.04   \n",
       "2010-10-01 04:00:00    Austin  30.267153 -97.743061  66.81       66.47   \n",
       "2010-10-08 04:00:00    Austin  30.267153 -97.743061  55.90       52.48   \n",
       "2010-10-15 04:00:00    Austin  30.267153 -97.743061  50.20       46.76   \n",
       "2010-10-22 04:00:00    Austin  30.267153 -97.743061  68.72       69.48   \n",
       "2010-10-29 04:00:00    Austin  30.267153 -97.743061  50.40       43.81   \n",
       "2010-11-05 04:00:00    Austin  30.267153 -97.743061  42.66       35.22   \n",
       "2010-11-12 04:00:00    Austin  30.267153 -97.743061  68.97       69.84   \n",
       "2010-11-19 04:00:00    Austin  30.267153 -97.743061  36.43       30.63   \n",
       "2010-11-26 04:00:00    Austin  30.267153 -97.743061  41.20       32.49   \n",
       "2010-12-03 04:00:00    Austin  30.267153 -97.743061  47.21       41.49   \n",
       "2010-12-10 04:00:00    Austin  30.267153 -97.743061  44.96       39.24   \n",
       "\n",
       "                     temp_min  temp_max  ...  rain_1h  rain_3h  snow_1h  \\\n",
       "LocalTime                                ...                              \n",
       "2010-01-01 04:00:00     35.60     37.21  ...     0.00     0.00      0.0   \n",
       "2010-01-08 04:00:00     23.87     24.98  ...     0.00     0.00      0.0   \n",
       "2010-01-15 04:00:00     51.52     53.06  ...     2.21     0.00      0.0   \n",
       "2010-01-22 04:00:00     46.23     50.00  ...     0.00     0.00      0.0   \n",
       "2010-01-29 04:00:00     46.40     53.61  ...     0.50     0.00      0.0   \n",
       "2010-02-05 04:00:00     45.58     46.94  ...     0.00     0.00      0.0   \n",
       "2010-02-12 04:00:00     35.35     36.08  ...     0.00     0.00      0.0   \n",
       "2010-02-19 04:00:00     49.61     50.52  ...     0.00     0.00      0.0   \n",
       "2010-02-26 04:00:00     46.40     47.61  ...     0.00     0.00      0.0   \n",
       "2010-03-05 04:00:00     47.91     50.00  ...     0.00     0.00      0.0   \n",
       "2010-03-12 04:00:00     44.81     48.02  ...     0.00     0.00      0.0   \n",
       "2010-03-19 04:00:00     48.20     53.06  ...     0.00     0.00      0.0   \n",
       "2010-03-26 04:00:00     42.08     48.20  ...     0.00     0.00      0.0   \n",
       "2010-04-02 04:00:00     67.97     69.08  ...     0.00     0.00      0.0   \n",
       "2010-04-09 04:00:00     42.05     46.40  ...     0.00     0.00      0.0   \n",
       "2010-04-16 04:00:00     64.04     66.97  ...     0.00     0.00      0.0   \n",
       "2010-04-23 04:00:00     68.00     70.82  ...     0.00     0.00      0.0   \n",
       "2010-04-30 04:00:00     72.48     73.94  ...     0.00     0.00      0.0   \n",
       "2010-05-07 04:00:00     70.43     71.96  ...     0.00     0.00      0.0   \n",
       "2010-05-14 04:00:00     71.73     75.92  ...     0.00     0.00      0.0   \n",
       "2010-05-21 04:00:00     74.60     75.92  ...     0.00     0.00      0.0   \n",
       "2010-05-28 04:00:00     69.98     73.40  ...     0.00     0.00      0.0   \n",
       "2010-06-04 04:00:00     66.92     69.08  ...     0.00     0.00      0.0   \n",
       "2010-06-11 04:00:00     78.33     80.04  ...     0.00     0.00      0.0   \n",
       "2010-06-18 04:00:00     76.91     78.98  ...     0.00     0.00      0.0   \n",
       "2010-06-25 04:00:00     75.20     78.45  ...     0.00     0.00      0.0   \n",
       "2010-07-02 04:00:00     76.83     78.08  ...     0.00     0.00      0.0   \n",
       "2010-07-09 04:00:00     75.02     77.00  ...     0.00     0.00      0.0   \n",
       "2010-07-16 04:00:00     77.89     78.83  ...     0.00     0.00      0.0   \n",
       "2010-07-23 04:00:00     75.92     80.07  ...     5.95    10.05      0.0   \n",
       "2010-07-30 04:00:00     76.93     77.73  ...     0.00     0.00      0.0   \n",
       "2010-08-06 04:00:00     80.06     81.40  ...     0.00     0.00      0.0   \n",
       "2010-08-13 04:00:00     77.00     81.19  ...     0.00     0.00      0.0   \n",
       "2010-08-20 04:00:00     80.06     80.85  ...     0.00     0.00      0.0   \n",
       "2010-08-27 04:00:00     71.96     77.43  ...     0.00     0.00      0.0   \n",
       "2010-09-03 04:00:00     75.20     78.65  ...     0.00     0.50      0.0   \n",
       "2010-09-10 04:00:00     76.79     78.00  ...     0.00     0.00      0.0   \n",
       "2010-09-17 04:00:00     73.04     75.94  ...     0.00     0.00      0.0   \n",
       "2010-09-24 04:00:00     74.88     75.92  ...     0.00     0.00      0.0   \n",
       "2010-10-01 04:00:00     64.94     68.28  ...     0.00     0.00      0.0   \n",
       "2010-10-08 04:00:00     55.04     57.69  ...     0.00     0.00      0.0   \n",
       "2010-10-15 04:00:00     44.06     55.94  ...     0.00     0.00      0.0   \n",
       "2010-10-22 04:00:00     66.20     72.02  ...     0.00     0.00      0.0   \n",
       "2010-10-29 04:00:00     48.38     51.98  ...     0.00     0.00      0.0   \n",
       "2010-11-05 04:00:00     39.92     44.60  ...     0.00     0.00      0.0   \n",
       "2010-11-12 04:00:00     68.00     69.80  ...     0.50     0.00      0.0   \n",
       "2010-11-19 04:00:00     30.92     41.00  ...     0.00     0.00      0.0   \n",
       "2010-11-26 04:00:00     39.92     42.98  ...     0.50     0.00      0.0   \n",
       "2010-12-03 04:00:00     45.81     48.92  ...     0.00     0.00      0.0   \n",
       "2010-12-10 04:00:00     42.77     48.02  ...     0.00     0.00      0.0   \n",
       "\n",
       "                     snow_3h  clouds_all  count  Weekday  OneWeek  TwoWeek  \\\n",
       "LocalTime                                                                    \n",
       "2010-01-01 04:00:00      0.0           1    3.0   Friday      3.0      3.0   \n",
       "2010-01-08 04:00:00      0.0           1    1.0   Friday      3.0      2.0   \n",
       "2010-01-15 04:00:00      0.0          90    0.0   Friday      1.0      3.0   \n",
       "2010-01-22 04:00:00      0.0           1    0.0   Friday      0.0      1.0   \n",
       "2010-01-29 04:00:00      0.0          90    1.0   Friday      0.0      0.0   \n",
       "2010-02-05 04:00:00      0.0          90    0.0   Friday      1.0      0.0   \n",
       "2010-02-12 04:00:00      0.0          40    0.0   Friday      0.0      1.0   \n",
       "2010-02-19 04:00:00      0.0          90    0.0   Friday      0.0      0.0   \n",
       "2010-02-26 04:00:00      0.0          75    0.0   Friday      0.0      0.0   \n",
       "2010-03-05 04:00:00      0.0           1    1.0   Friday      0.0      0.0   \n",
       "2010-03-12 04:00:00      0.0           1    0.0   Friday      1.0      0.0   \n",
       "2010-03-19 04:00:00      0.0          90    0.0   Friday      0.0      1.0   \n",
       "2010-03-26 04:00:00      0.0           1    0.0   Friday      0.0      0.0   \n",
       "2010-04-02 04:00:00      0.0          90    0.0   Friday      0.0      0.0   \n",
       "2010-04-09 04:00:00      0.0           1    1.0   Friday      0.0      0.0   \n",
       "2010-04-16 04:00:00      0.0          90    1.0   Friday      1.0      0.0   \n",
       "2010-04-23 04:00:00      0.0          90    1.0   Friday      1.0      1.0   \n",
       "2010-04-30 04:00:00      0.0          90    0.0   Friday      1.0      1.0   \n",
       "2010-05-07 04:00:00      0.0          75    0.0   Friday      0.0      1.0   \n",
       "2010-05-14 04:00:00      0.0          90    0.0   Friday      0.0      0.0   \n",
       "2010-05-21 04:00:00      0.0          90    0.0   Friday      0.0      0.0   \n",
       "2010-05-28 04:00:00      0.0           1    0.0   Friday      0.0      0.0   \n",
       "2010-06-04 04:00:00      0.0           1    0.0   Friday      0.0      0.0   \n",
       "2010-06-11 04:00:00      0.0          75    0.0   Friday      0.0      0.0   \n",
       "2010-06-18 04:00:00      0.0          90    0.0   Friday      0.0      0.0   \n",
       "2010-06-25 04:00:00      0.0          75    0.0   Friday      0.0      0.0   \n",
       "2010-07-02 04:00:00      0.0          90    1.0   Friday      0.0      0.0   \n",
       "2010-07-09 04:00:00      0.0          90    1.0   Friday      1.0      0.0   \n",
       "2010-07-16 04:00:00      0.0           1    0.0   Friday      1.0      1.0   \n",
       "2010-07-23 04:00:00      0.0          90    1.0   Friday      0.0      1.0   \n",
       "2010-07-30 04:00:00      0.0          75    0.0   Friday      1.0      0.0   \n",
       "2010-08-06 04:00:00      0.0           1    0.0   Friday      0.0      1.0   \n",
       "2010-08-13 04:00:00      0.0           1    1.0   Friday      0.0      0.0   \n",
       "2010-08-20 04:00:00      0.0          90    0.0   Friday      1.0      0.0   \n",
       "2010-08-27 04:00:00      0.0           1    1.0   Friday      0.0      1.0   \n",
       "2010-09-03 04:00:00      0.0          75    1.0   Friday      1.0      0.0   \n",
       "2010-09-10 04:00:00      0.0          90    1.0   Friday      1.0      1.0   \n",
       "2010-09-17 04:00:00      0.0           1    0.0   Friday      1.0      1.0   \n",
       "2010-09-24 04:00:00      0.0          90    4.0   Friday      0.0      1.0   \n",
       "2010-10-01 04:00:00      0.0           1    2.0   Friday      4.0      0.0   \n",
       "2010-10-08 04:00:00      0.0           1    1.0   Friday      2.0      4.0   \n",
       "2010-10-15 04:00:00      0.0           1    0.0   Friday      1.0      2.0   \n",
       "2010-10-22 04:00:00      0.0          40    0.0   Friday      0.0      1.0   \n",
       "2010-10-29 04:00:00      0.0           1    0.0   Friday      0.0      0.0   \n",
       "2010-11-05 04:00:00      0.0           1    1.0   Friday      0.0      0.0   \n",
       "2010-11-12 04:00:00      0.0          90    2.0   Friday      0.0      2.0   \n",
       "2010-11-19 04:00:00      0.0           1    0.0   Friday      2.0      0.0   \n",
       "2010-11-26 04:00:00      0.0          90    1.0   Friday      0.0      2.0   \n",
       "2010-12-03 04:00:00      0.0           1    0.0   Friday      1.0      0.0   \n",
       "2010-12-10 04:00:00      0.0           1    0.0   Friday      0.0      1.0   \n",
       "\n",
       "                     ThreeWeek  \n",
       "LocalTime                       \n",
       "2010-01-01 04:00:00   3.000000  \n",
       "2010-01-08 04:00:00   2.000000  \n",
       "2010-01-15 04:00:00   1.333333  \n",
       "2010-01-22 04:00:00   3.000000  \n",
       "2010-01-29 04:00:00   1.000000  \n",
       "2010-02-05 04:00:00   0.000000  \n",
       "2010-02-12 04:00:00   0.000000  \n",
       "2010-02-19 04:00:00   1.000000  \n",
       "2010-02-26 04:00:00   0.000000  \n",
       "2010-03-05 04:00:00   0.000000  \n",
       "2010-03-12 04:00:00   0.000000  \n",
       "2010-03-19 04:00:00   1.000000  \n",
       "2010-03-26 04:00:00   1.000000  \n",
       "2010-04-02 04:00:00   0.000000  \n",
       "2010-04-09 04:00:00   0.000000  \n",
       "2010-04-16 04:00:00   0.000000  \n",
       "2010-04-23 04:00:00   0.000000  \n",
       "2010-04-30 04:00:00   1.000000  \n",
       "2010-05-07 04:00:00   1.000000  \n",
       "2010-05-14 04:00:00   1.000000  \n",
       "2010-05-21 04:00:00   0.000000  \n",
       "2010-05-28 04:00:00   0.000000  \n",
       "2010-06-04 04:00:00   0.000000  \n",
       "2010-06-11 04:00:00   0.000000  \n",
       "2010-06-18 04:00:00   0.000000  \n",
       "2010-06-25 04:00:00   0.000000  \n",
       "2010-07-02 04:00:00   0.000000  \n",
       "2010-07-09 04:00:00   0.000000  \n",
       "2010-07-16 04:00:00   0.000000  \n",
       "2010-07-23 04:00:00   1.000000  \n",
       "2010-07-30 04:00:00   1.000000  \n",
       "2010-08-06 04:00:00   0.000000  \n",
       "2010-08-13 04:00:00   1.000000  \n",
       "2010-08-20 04:00:00   0.000000  \n",
       "2010-08-27 04:00:00   0.000000  \n",
       "2010-09-03 04:00:00   1.000000  \n",
       "2010-09-10 04:00:00   0.000000  \n",
       "2010-09-17 04:00:00   1.000000  \n",
       "2010-09-24 04:00:00   1.000000  \n",
       "2010-10-01 04:00:00   1.000000  \n",
       "2010-10-08 04:00:00   0.000000  \n",
       "2010-10-15 04:00:00   4.000000  \n",
       "2010-10-22 04:00:00   2.000000  \n",
       "2010-10-29 04:00:00   1.000000  \n",
       "2010-11-05 04:00:00   0.000000  \n",
       "2010-11-12 04:00:00   0.000000  \n",
       "2010-11-19 04:00:00   2.000000  \n",
       "2010-11-26 04:00:00   0.000000  \n",
       "2010-12-03 04:00:00   2.000000  \n",
       "2010-12-10 04:00:00   0.000000  \n",
       "\n",
       "[50 rows x 24 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly[(hourly.index.weekday==4)&(hourly.index.hour==4)].head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def datehour(row):\n",
    "    dh = row.index.strftime('%m%d%H')\n",
    "    return np.mean(hourly['count'][hourly.index.strftime('%m%d%H')==dh])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.6363636363636362"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(hourly['count'][hourly.index.strftime('%m%d%H')==z.strftime('%m%d%H')])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly['dhid'] = hourly.apply(lambda row: row.name.strftime('%m%d%H'), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "avg_series = hourly.groupby('dhid')['count'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "index = pd.RangeIndex(0, len(avg_series))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "avg_df = pd.DataFrame(avg_series, columns=['dhid','count'], index=index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly_new = hourly.reset_index().merge(avg_series, on='dhid', how='left').set_index('LocalTime')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='count_x', ylabel='count_y'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hourly_new.plot.scatter('count_x','count_y')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly_new['RollingAvg'] = hourly_new.apply(lambda row: (row['OneWeek'] + row['TwoWeek'] + row['ThreeWeek'])/3, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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>utc_unix</th>\n",
       "      <th>dt_iso</th>\n",
       "      <th>timezone</th>\n",
       "      <th>city_name</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>temp</th>\n",
       "      <th>feels_like</th>\n",
       "      <th>temp_min</th>\n",
       "      <th>temp_max</th>\n",
       "      <th>...</th>\n",
       "      <th>snow_3h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>count_x</th>\n",
       "      <th>Weekday</th>\n",
       "      <th>OneWeek</th>\n",
       "      <th>TwoWeek</th>\n",
       "      <th>ThreeWeek</th>\n",
       "      <th>dhid</th>\n",
       "      <th>count_y</th>\n",
       "      <th>RollingAvg</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LocalTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01 00:00:00</th>\n",
       "      <td>1262325600</td>\n",
       "      <td>2010-01-01 06:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>42.49</td>\n",
       "      <td>35.33</td>\n",
       "      <td>41.00</td>\n",
       "      <td>44.49</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010100</td>\n",
       "      <td>2.090909</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 01:00:00</th>\n",
       "      <td>1262329200</td>\n",
       "      <td>2010-01-01 07:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>42.53</td>\n",
       "      <td>36.01</td>\n",
       "      <td>41.00</td>\n",
       "      <td>44.75</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>010101</td>\n",
       "      <td>2.818182</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 02:00:00</th>\n",
       "      <td>1262332800</td>\n",
       "      <td>2010-01-01 08:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>40.69</td>\n",
       "      <td>31.86</td>\n",
       "      <td>39.20</td>\n",
       "      <td>43.77</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>010102</td>\n",
       "      <td>4.363636</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 03:00:00</th>\n",
       "      <td>1262336400</td>\n",
       "      <td>2010-01-01 09:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>38.52</td>\n",
       "      <td>31.28</td>\n",
       "      <td>37.40</td>\n",
       "      <td>40.90</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010103</td>\n",
       "      <td>3.636364</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 04:00:00</th>\n",
       "      <td>1262340000</td>\n",
       "      <td>2010-01-01 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>36.30</td>\n",
       "      <td>27.30</td>\n",
       "      <td>35.60</td>\n",
       "      <td>37.21</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>010104</td>\n",
       "      <td>1.909091</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 05:00:00</th>\n",
       "      <td>1262343600</td>\n",
       "      <td>2010-01-01 11:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>36.32</td>\n",
       "      <td>28.45</td>\n",
       "      <td>35.60</td>\n",
       "      <td>37.04</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>010105</td>\n",
       "      <td>1.454545</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 06:00:00</th>\n",
       "      <td>1262347200</td>\n",
       "      <td>2010-01-01 12:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>35.89</td>\n",
       "      <td>26.83</td>\n",
       "      <td>35.29</td>\n",
       "      <td>36.36</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010106</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 07:00:00</th>\n",
       "      <td>1262350800</td>\n",
       "      <td>2010-01-01 13:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>35.26</td>\n",
       "      <td>25.36</td>\n",
       "      <td>33.80</td>\n",
       "      <td>35.96</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010107</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 08:00:00</th>\n",
       "      <td>1262354400</td>\n",
       "      <td>2010-01-01 14:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>35.37</td>\n",
       "      <td>26.87</td>\n",
       "      <td>35.06</td>\n",
       "      <td>36.09</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010108</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 09:00:00</th>\n",
       "      <td>1262358000</td>\n",
       "      <td>2010-01-01 15:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>40.15</td>\n",
       "      <td>32.11</td>\n",
       "      <td>38.80</td>\n",
       "      <td>41.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010109</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 10:00:00</th>\n",
       "      <td>1262361600</td>\n",
       "      <td>2010-01-01 16:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>44.67</td>\n",
       "      <td>37.06</td>\n",
       "      <td>43.60</td>\n",
       "      <td>44.96</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010110</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 11:00:00</th>\n",
       "      <td>1262365200</td>\n",
       "      <td>2010-01-01 17:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>48.25</td>\n",
       "      <td>39.88</td>\n",
       "      <td>47.35</td>\n",
       "      <td>48.92</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010111</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 12:00:00</th>\n",
       "      <td>1262368800</td>\n",
       "      <td>2010-01-01 18:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>50.25</td>\n",
       "      <td>41.63</td>\n",
       "      <td>46.40</td>\n",
       "      <td>51.98</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>010112</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 13:00:00</th>\n",
       "      <td>1262372400</td>\n",
       "      <td>2010-01-01 19:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>51.64</td>\n",
       "      <td>44.04</td>\n",
       "      <td>50.00</td>\n",
       "      <td>53.06</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010113</td>\n",
       "      <td>1.181818</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 14:00:00</th>\n",
       "      <td>1262376000</td>\n",
       "      <td>2010-01-01 20:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>53.33</td>\n",
       "      <td>45.88</td>\n",
       "      <td>52.54</td>\n",
       "      <td>53.96</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010114</td>\n",
       "      <td>1.181818</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 15:00:00</th>\n",
       "      <td>1262379600</td>\n",
       "      <td>2010-01-01 21:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>54.03</td>\n",
       "      <td>47.39</td>\n",
       "      <td>53.84</td>\n",
       "      <td>54.55</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010115</td>\n",
       "      <td>1.909091</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 16:00:00</th>\n",
       "      <td>1262383200</td>\n",
       "      <td>2010-01-01 22:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>52.63</td>\n",
       "      <td>44.47</td>\n",
       "      <td>51.06</td>\n",
       "      <td>53.96</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>010116</td>\n",
       "      <td>2.363636</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 17:00:00</th>\n",
       "      <td>1262386800</td>\n",
       "      <td>2010-01-01 23:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>52.09</td>\n",
       "      <td>45.91</td>\n",
       "      <td>50.00</td>\n",
       "      <td>53.96</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010117</td>\n",
       "      <td>1.181818</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 18:00:00</th>\n",
       "      <td>1262390400</td>\n",
       "      <td>2010-01-02 00:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>48.11</td>\n",
       "      <td>40.28</td>\n",
       "      <td>46.04</td>\n",
       "      <td>51.32</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010118</td>\n",
       "      <td>1.363636</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 19:00:00</th>\n",
       "      <td>1262394000</td>\n",
       "      <td>2010-01-02 01:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>43.81</td>\n",
       "      <td>36.39</td>\n",
       "      <td>39.02</td>\n",
       "      <td>48.20</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010119</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 20:00:00</th>\n",
       "      <td>1262397600</td>\n",
       "      <td>2010-01-02 02:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>43.05</td>\n",
       "      <td>35.58</td>\n",
       "      <td>42.08</td>\n",
       "      <td>44.60</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010120</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 21:00:00</th>\n",
       "      <td>1262401200</td>\n",
       "      <td>2010-01-02 03:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>40.12</td>\n",
       "      <td>32.04</td>\n",
       "      <td>37.91</td>\n",
       "      <td>41.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010121</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 22:00:00</th>\n",
       "      <td>1262404800</td>\n",
       "      <td>2010-01-02 04:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>38.82</td>\n",
       "      <td>30.97</td>\n",
       "      <td>37.63</td>\n",
       "      <td>39.20</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>010122</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 23:00:00</th>\n",
       "      <td>1262408400</td>\n",
       "      <td>2010-01-02 05:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>36.70</td>\n",
       "      <td>28.96</td>\n",
       "      <td>34.13</td>\n",
       "      <td>37.94</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>010123</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 00:00:00</th>\n",
       "      <td>1262412000</td>\n",
       "      <td>2010-01-02 06:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>35.83</td>\n",
       "      <td>28.22</td>\n",
       "      <td>33.71</td>\n",
       "      <td>37.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010200</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 01:00:00</th>\n",
       "      <td>1262415600</td>\n",
       "      <td>2010-01-02 07:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>34.56</td>\n",
       "      <td>27.59</td>\n",
       "      <td>32.70</td>\n",
       "      <td>37.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010201</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 02:00:00</th>\n",
       "      <td>1262419200</td>\n",
       "      <td>2010-01-02 08:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>34.52</td>\n",
       "      <td>28.35</td>\n",
       "      <td>32.43</td>\n",
       "      <td>35.60</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010202</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 03:00:00</th>\n",
       "      <td>1262422800</td>\n",
       "      <td>2010-01-02 09:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>33.89</td>\n",
       "      <td>28.47</td>\n",
       "      <td>31.79</td>\n",
       "      <td>35.81</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010203</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 04:00:00</th>\n",
       "      <td>1262426400</td>\n",
       "      <td>2010-01-02 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>31.62</td>\n",
       "      <td>25.63</td>\n",
       "      <td>26.96</td>\n",
       "      <td>35.60</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010204</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 05:00:00</th>\n",
       "      <td>1262430000</td>\n",
       "      <td>2010-01-02 11:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>30.33</td>\n",
       "      <td>24.06</td>\n",
       "      <td>26.06</td>\n",
       "      <td>34.85</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010205</td>\n",
       "      <td>0.909091</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 06:00:00</th>\n",
       "      <td>1262433600</td>\n",
       "      <td>2010-01-02 12:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>30.97</td>\n",
       "      <td>24.04</td>\n",
       "      <td>29.23</td>\n",
       "      <td>34.76</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010206</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 07:00:00</th>\n",
       "      <td>1262437200</td>\n",
       "      <td>2010-01-02 13:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>29.50</td>\n",
       "      <td>22.24</td>\n",
       "      <td>26.96</td>\n",
       "      <td>34.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010207</td>\n",
       "      <td>1.272727</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 08:00:00</th>\n",
       "      <td>1262440800</td>\n",
       "      <td>2010-01-02 14:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>31.32</td>\n",
       "      <td>24.30</td>\n",
       "      <td>30.67</td>\n",
       "      <td>32.41</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010208</td>\n",
       "      <td>1.454545</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 09:00:00</th>\n",
       "      <td>1262444400</td>\n",
       "      <td>2010-01-02 15:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>35.31</td>\n",
       "      <td>29.79</td>\n",
       "      <td>33.08</td>\n",
       "      <td>38.96</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010209</td>\n",
       "      <td>1.818182</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 10:00:00</th>\n",
       "      <td>1262448000</td>\n",
       "      <td>2010-01-02 16:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>41.56</td>\n",
       "      <td>36.41</td>\n",
       "      <td>39.20</td>\n",
       "      <td>43.92</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010210</td>\n",
       "      <td>1.363636</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 11:00:00</th>\n",
       "      <td>1262451600</td>\n",
       "      <td>2010-01-02 17:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>46.47</td>\n",
       "      <td>40.35</td>\n",
       "      <td>44.60</td>\n",
       "      <td>48.63</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010211</td>\n",
       "      <td>2.090909</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 12:00:00</th>\n",
       "      <td>1262455200</td>\n",
       "      <td>2010-01-02 18:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>50.18</td>\n",
       "      <td>41.74</td>\n",
       "      <td>50.00</td>\n",
       "      <td>51.26</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>010212</td>\n",
       "      <td>1.727273</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 13:00:00</th>\n",
       "      <td>1262458800</td>\n",
       "      <td>2010-01-02 19:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>51.57</td>\n",
       "      <td>44.83</td>\n",
       "      <td>50.99</td>\n",
       "      <td>52.24</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010213</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 14:00:00</th>\n",
       "      <td>1262462400</td>\n",
       "      <td>2010-01-02 20:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>53.47</td>\n",
       "      <td>46.47</td>\n",
       "      <td>52.95</td>\n",
       "      <td>54.10</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010214</td>\n",
       "      <td>2.181818</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 15:00:00</th>\n",
       "      <td>1262466000</td>\n",
       "      <td>2010-01-02 21:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>54.59</td>\n",
       "      <td>47.01</td>\n",
       "      <td>53.60</td>\n",
       "      <td>55.10</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>010215</td>\n",
       "      <td>2.272727</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 16:00:00</th>\n",
       "      <td>1262469600</td>\n",
       "      <td>2010-01-02 22:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>53.92</td>\n",
       "      <td>44.51</td>\n",
       "      <td>51.12</td>\n",
       "      <td>55.04</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010216</td>\n",
       "      <td>2.272727</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 17:00:00</th>\n",
       "      <td>1262473200</td>\n",
       "      <td>2010-01-02 23:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>51.42</td>\n",
       "      <td>43.39</td>\n",
       "      <td>49.76</td>\n",
       "      <td>51.98</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010217</td>\n",
       "      <td>3.545455</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 18:00:00</th>\n",
       "      <td>1262476800</td>\n",
       "      <td>2010-01-03 00:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>49.05</td>\n",
       "      <td>42.37</td>\n",
       "      <td>47.27</td>\n",
       "      <td>50.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010218</td>\n",
       "      <td>3.363636</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 19:00:00</th>\n",
       "      <td>1262480400</td>\n",
       "      <td>2010-01-03 01:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>45.43</td>\n",
       "      <td>38.89</td>\n",
       "      <td>44.06</td>\n",
       "      <td>46.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>010219</td>\n",
       "      <td>1.818182</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 20:00:00</th>\n",
       "      <td>1262484000</td>\n",
       "      <td>2010-01-03 02:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>45.77</td>\n",
       "      <td>39.97</td>\n",
       "      <td>43.88</td>\n",
       "      <td>48.02</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010220</td>\n",
       "      <td>1.363636</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 21:00:00</th>\n",
       "      <td>1262487600</td>\n",
       "      <td>2010-01-03 03:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>40.48</td>\n",
       "      <td>33.58</td>\n",
       "      <td>39.02</td>\n",
       "      <td>42.14</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010221</td>\n",
       "      <td>1.363636</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 22:00:00</th>\n",
       "      <td>1262491200</td>\n",
       "      <td>2010-01-03 04:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>40.66</td>\n",
       "      <td>34.38</td>\n",
       "      <td>39.92</td>\n",
       "      <td>42.32</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010222</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 23:00:00</th>\n",
       "      <td>1262494800</td>\n",
       "      <td>2010-01-03 05:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>40.96</td>\n",
       "      <td>34.61</td>\n",
       "      <td>39.17</td>\n",
       "      <td>42.98</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010223</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-03 00:00:00</th>\n",
       "      <td>1262498400</td>\n",
       "      <td>2010-01-03 06:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>41.45</td>\n",
       "      <td>35.60</td>\n",
       "      <td>39.04</td>\n",
       "      <td>42.98</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010300</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-03 01:00:00</th>\n",
       "      <td>1262502000</td>\n",
       "      <td>2010-01-03 07:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>41.34</td>\n",
       "      <td>35.64</td>\n",
       "      <td>40.21</td>\n",
       "      <td>42.08</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010301</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       utc_unix                         dt_iso  timezone  \\\n",
       "LocalTime                                                                  \n",
       "2010-01-01 00:00:00  1262325600  2010-01-01 06:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 01:00:00  1262329200  2010-01-01 07:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 02:00:00  1262332800  2010-01-01 08:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 03:00:00  1262336400  2010-01-01 09:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 04:00:00  1262340000  2010-01-01 10:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 05:00:00  1262343600  2010-01-01 11:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 06:00:00  1262347200  2010-01-01 12:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 07:00:00  1262350800  2010-01-01 13:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 08:00:00  1262354400  2010-01-01 14:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 09:00:00  1262358000  2010-01-01 15:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 10:00:00  1262361600  2010-01-01 16:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 11:00:00  1262365200  2010-01-01 17:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 12:00:00  1262368800  2010-01-01 18:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 13:00:00  1262372400  2010-01-01 19:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 14:00:00  1262376000  2010-01-01 20:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 15:00:00  1262379600  2010-01-01 21:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 16:00:00  1262383200  2010-01-01 22:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 17:00:00  1262386800  2010-01-01 23:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 18:00:00  1262390400  2010-01-02 00:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 19:00:00  1262394000  2010-01-02 01:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 20:00:00  1262397600  2010-01-02 02:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 21:00:00  1262401200  2010-01-02 03:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 22:00:00  1262404800  2010-01-02 04:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 23:00:00  1262408400  2010-01-02 05:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 00:00:00  1262412000  2010-01-02 06:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 01:00:00  1262415600  2010-01-02 07:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 02:00:00  1262419200  2010-01-02 08:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 03:00:00  1262422800  2010-01-02 09:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 04:00:00  1262426400  2010-01-02 10:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 05:00:00  1262430000  2010-01-02 11:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 06:00:00  1262433600  2010-01-02 12:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 07:00:00  1262437200  2010-01-02 13:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 08:00:00  1262440800  2010-01-02 14:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 09:00:00  1262444400  2010-01-02 15:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 10:00:00  1262448000  2010-01-02 16:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 11:00:00  1262451600  2010-01-02 17:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 12:00:00  1262455200  2010-01-02 18:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 13:00:00  1262458800  2010-01-02 19:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 14:00:00  1262462400  2010-01-02 20:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 15:00:00  1262466000  2010-01-02 21:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 16:00:00  1262469600  2010-01-02 22:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 17:00:00  1262473200  2010-01-02 23:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 18:00:00  1262476800  2010-01-03 00:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 19:00:00  1262480400  2010-01-03 01:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 20:00:00  1262484000  2010-01-03 02:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 21:00:00  1262487600  2010-01-03 03:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 22:00:00  1262491200  2010-01-03 04:00:00 +0000 UTC    -21600   \n",
       "2010-01-02 23:00:00  1262494800  2010-01-03 05:00:00 +0000 UTC    -21600   \n",
       "2010-01-03 00:00:00  1262498400  2010-01-03 06:00:00 +0000 UTC    -21600   \n",
       "2010-01-03 01:00:00  1262502000  2010-01-03 07:00:00 +0000 UTC    -21600   \n",
       "\n",
       "                    city_name        lat        lon   temp  feels_like  \\\n",
       "LocalTime                                                                \n",
       "2010-01-01 00:00:00    Austin  30.267153 -97.743061  42.49       35.33   \n",
       "2010-01-01 01:00:00    Austin  30.267153 -97.743061  42.53       36.01   \n",
       "2010-01-01 02:00:00    Austin  30.267153 -97.743061  40.69       31.86   \n",
       "2010-01-01 03:00:00    Austin  30.267153 -97.743061  38.52       31.28   \n",
       "2010-01-01 04:00:00    Austin  30.267153 -97.743061  36.30       27.30   \n",
       "2010-01-01 05:00:00    Austin  30.267153 -97.743061  36.32       28.45   \n",
       "2010-01-01 06:00:00    Austin  30.267153 -97.743061  35.89       26.83   \n",
       "2010-01-01 07:00:00    Austin  30.267153 -97.743061  35.26       25.36   \n",
       "2010-01-01 08:00:00    Austin  30.267153 -97.743061  35.37       26.87   \n",
       "2010-01-01 09:00:00    Austin  30.267153 -97.743061  40.15       32.11   \n",
       "2010-01-01 10:00:00    Austin  30.267153 -97.743061  44.67       37.06   \n",
       "2010-01-01 11:00:00    Austin  30.267153 -97.743061  48.25       39.88   \n",
       "2010-01-01 12:00:00    Austin  30.267153 -97.743061  50.25       41.63   \n",
       "2010-01-01 13:00:00    Austin  30.267153 -97.743061  51.64       44.04   \n",
       "2010-01-01 14:00:00    Austin  30.267153 -97.743061  53.33       45.88   \n",
       "2010-01-01 15:00:00    Austin  30.267153 -97.743061  54.03       47.39   \n",
       "2010-01-01 16:00:00    Austin  30.267153 -97.743061  52.63       44.47   \n",
       "2010-01-01 17:00:00    Austin  30.267153 -97.743061  52.09       45.91   \n",
       "2010-01-01 18:00:00    Austin  30.267153 -97.743061  48.11       40.28   \n",
       "2010-01-01 19:00:00    Austin  30.267153 -97.743061  43.81       36.39   \n",
       "2010-01-01 20:00:00    Austin  30.267153 -97.743061  43.05       35.58   \n",
       "2010-01-01 21:00:00    Austin  30.267153 -97.743061  40.12       32.04   \n",
       "2010-01-01 22:00:00    Austin  30.267153 -97.743061  38.82       30.97   \n",
       "2010-01-01 23:00:00    Austin  30.267153 -97.743061  36.70       28.96   \n",
       "2010-01-02 00:00:00    Austin  30.267153 -97.743061  35.83       28.22   \n",
       "2010-01-02 01:00:00    Austin  30.267153 -97.743061  34.56       27.59   \n",
       "2010-01-02 02:00:00    Austin  30.267153 -97.743061  34.52       28.35   \n",
       "2010-01-02 03:00:00    Austin  30.267153 -97.743061  33.89       28.47   \n",
       "2010-01-02 04:00:00    Austin  30.267153 -97.743061  31.62       25.63   \n",
       "2010-01-02 05:00:00    Austin  30.267153 -97.743061  30.33       24.06   \n",
       "2010-01-02 06:00:00    Austin  30.267153 -97.743061  30.97       24.04   \n",
       "2010-01-02 07:00:00    Austin  30.267153 -97.743061  29.50       22.24   \n",
       "2010-01-02 08:00:00    Austin  30.267153 -97.743061  31.32       24.30   \n",
       "2010-01-02 09:00:00    Austin  30.267153 -97.743061  35.31       29.79   \n",
       "2010-01-02 10:00:00    Austin  30.267153 -97.743061  41.56       36.41   \n",
       "2010-01-02 11:00:00    Austin  30.267153 -97.743061  46.47       40.35   \n",
       "2010-01-02 12:00:00    Austin  30.267153 -97.743061  50.18       41.74   \n",
       "2010-01-02 13:00:00    Austin  30.267153 -97.743061  51.57       44.83   \n",
       "2010-01-02 14:00:00    Austin  30.267153 -97.743061  53.47       46.47   \n",
       "2010-01-02 15:00:00    Austin  30.267153 -97.743061  54.59       47.01   \n",
       "2010-01-02 16:00:00    Austin  30.267153 -97.743061  53.92       44.51   \n",
       "2010-01-02 17:00:00    Austin  30.267153 -97.743061  51.42       43.39   \n",
       "2010-01-02 18:00:00    Austin  30.267153 -97.743061  49.05       42.37   \n",
       "2010-01-02 19:00:00    Austin  30.267153 -97.743061  45.43       38.89   \n",
       "2010-01-02 20:00:00    Austin  30.267153 -97.743061  45.77       39.97   \n",
       "2010-01-02 21:00:00    Austin  30.267153 -97.743061  40.48       33.58   \n",
       "2010-01-02 22:00:00    Austin  30.267153 -97.743061  40.66       34.38   \n",
       "2010-01-02 23:00:00    Austin  30.267153 -97.743061  40.96       34.61   \n",
       "2010-01-03 00:00:00    Austin  30.267153 -97.743061  41.45       35.60   \n",
       "2010-01-03 01:00:00    Austin  30.267153 -97.743061  41.34       35.64   \n",
       "\n",
       "                     temp_min  temp_max  ...  snow_3h  clouds_all  count_x  \\\n",
       "LocalTime                                ...                                 \n",
       "2010-01-01 00:00:00     41.00     44.49  ...      0.0          90      1.0   \n",
       "2010-01-01 01:00:00     41.00     44.75  ...      0.0          90      4.0   \n",
       "2010-01-01 02:00:00     39.20     43.77  ...      0.0           1      6.0   \n",
       "2010-01-01 03:00:00     37.40     40.90  ...      0.0           1      1.0   \n",
       "2010-01-01 04:00:00     35.60     37.21  ...      0.0           1      3.0   \n",
       "2010-01-01 05:00:00     35.60     37.04  ...      0.0           1      2.0   \n",
       "2010-01-01 06:00:00     35.29     36.36  ...      0.0           1      0.0   \n",
       "2010-01-01 07:00:00     33.80     35.96  ...      0.0           1      0.0   \n",
       "2010-01-01 08:00:00     35.06     36.09  ...      0.0           1      0.0   \n",
       "2010-01-01 09:00:00     38.80     41.00  ...      0.0           1      0.0   \n",
       "2010-01-01 10:00:00     43.60     44.96  ...      0.0           1      0.0   \n",
       "2010-01-01 11:00:00     47.35     48.92  ...      0.0           1      0.0   \n",
       "2010-01-01 12:00:00     46.40     51.98  ...      0.0           1      2.0   \n",
       "2010-01-01 13:00:00     50.00     53.06  ...      0.0           1      0.0   \n",
       "2010-01-01 14:00:00     52.54     53.96  ...      0.0           1      0.0   \n",
       "2010-01-01 15:00:00     53.84     54.55  ...      0.0           1      0.0   \n",
       "2010-01-01 16:00:00     51.06     53.96  ...      0.0           1      2.0   \n",
       "2010-01-01 17:00:00     50.00     53.96  ...      0.0           1      0.0   \n",
       "2010-01-01 18:00:00     46.04     51.32  ...      0.0           1      0.0   \n",
       "2010-01-01 19:00:00     39.02     48.20  ...      0.0           1      0.0   \n",
       "2010-01-01 20:00:00     42.08     44.60  ...      0.0           1      0.0   \n",
       "2010-01-01 21:00:00     37.91     41.00  ...      0.0           1      1.0   \n",
       "2010-01-01 22:00:00     37.63     39.20  ...      0.0           1      2.0   \n",
       "2010-01-01 23:00:00     34.13     37.94  ...      0.0           1      2.0   \n",
       "2010-01-02 00:00:00     33.71     37.40  ...      0.0           1      0.0   \n",
       "2010-01-02 01:00:00     32.70     37.40  ...      0.0           1      0.0   \n",
       "2010-01-02 02:00:00     32.43     35.60  ...      0.0           1      1.0   \n",
       "2010-01-02 03:00:00     31.79     35.81  ...      0.0           1      1.0   \n",
       "2010-01-02 04:00:00     26.96     35.60  ...      0.0           1      1.0   \n",
       "2010-01-02 05:00:00     26.06     34.85  ...      0.0           1      0.0   \n",
       "2010-01-02 06:00:00     29.23     34.76  ...      0.0           1      0.0   \n",
       "2010-01-02 07:00:00     26.96     34.00  ...      0.0           1      0.0   \n",
       "2010-01-02 08:00:00     30.67     32.41  ...      0.0           1      0.0   \n",
       "2010-01-02 09:00:00     33.08     38.96  ...      0.0           1      0.0   \n",
       "2010-01-02 10:00:00     39.20     43.92  ...      0.0           1      1.0   \n",
       "2010-01-02 11:00:00     44.60     48.63  ...      0.0           1      1.0   \n",
       "2010-01-02 12:00:00     50.00     51.26  ...      0.0           1      2.0   \n",
       "2010-01-02 13:00:00     50.99     52.24  ...      0.0           1      0.0   \n",
       "2010-01-02 14:00:00     52.95     54.10  ...      0.0           1      1.0   \n",
       "2010-01-02 15:00:00     53.60     55.10  ...      0.0           1      2.0   \n",
       "2010-01-02 16:00:00     51.12     55.04  ...      0.0           1      1.0   \n",
       "2010-01-02 17:00:00     49.76     51.98  ...      0.0           1      1.0   \n",
       "2010-01-02 18:00:00     47.27     50.00  ...      0.0           1      0.0   \n",
       "2010-01-02 19:00:00     44.06     46.40  ...      0.0          75      4.0   \n",
       "2010-01-02 20:00:00     43.88     48.02  ...      0.0           1      0.0   \n",
       "2010-01-02 21:00:00     39.02     42.14  ...      0.0          40      0.0   \n",
       "2010-01-02 22:00:00     39.92     42.32  ...      0.0          40      0.0   \n",
       "2010-01-02 23:00:00     39.17     42.98  ...      0.0          75      0.0   \n",
       "2010-01-03 00:00:00     39.04     42.98  ...      0.0           1      0.0   \n",
       "2010-01-03 01:00:00     40.21     42.08  ...      0.0          75      0.0   \n",
       "\n",
       "                      Weekday  OneWeek  TwoWeek  ThreeWeek    dhid   count_y  \\\n",
       "LocalTime                                                                      \n",
       "2010-01-01 00:00:00    Friday      1.0      1.0        1.0  010100  2.090909   \n",
       "2010-01-01 01:00:00    Friday      4.0      4.0        4.0  010101  2.818182   \n",
       "2010-01-01 02:00:00    Friday      6.0      6.0        6.0  010102  4.363636   \n",
       "2010-01-01 03:00:00    Friday      1.0      1.0        1.0  010103  3.636364   \n",
       "2010-01-01 04:00:00    Friday      3.0      3.0        3.0  010104  1.909091   \n",
       "2010-01-01 05:00:00    Friday      2.0      2.0        2.0  010105  1.454545   \n",
       "2010-01-01 06:00:00    Friday      0.0      0.0        0.0  010106  0.636364   \n",
       "2010-01-01 07:00:00    Friday      0.0      0.0        0.0  010107  1.000000   \n",
       "2010-01-01 08:00:00    Friday      0.0      0.0        0.0  010108  0.454545   \n",
       "2010-01-01 09:00:00    Friday      0.0      0.0        0.0  010109  0.727273   \n",
       "2010-01-01 10:00:00    Friday      0.0      0.0        0.0  010110  0.545455   \n",
       "2010-01-01 11:00:00    Friday      0.0      0.0        0.0  010111  0.545455   \n",
       "2010-01-01 12:00:00    Friday      2.0      2.0        2.0  010112  0.818182   \n",
       "2010-01-01 13:00:00    Friday      0.0      0.0        0.0  010113  1.181818   \n",
       "2010-01-01 14:00:00    Friday      0.0      0.0        0.0  010114  1.181818   \n",
       "2010-01-01 15:00:00    Friday      0.0      0.0        0.0  010115  1.909091   \n",
       "2010-01-01 16:00:00    Friday      2.0      2.0        2.0  010116  2.363636   \n",
       "2010-01-01 17:00:00    Friday      0.0      0.0        0.0  010117  1.181818   \n",
       "2010-01-01 18:00:00    Friday      0.0      0.0        0.0  010118  1.363636   \n",
       "2010-01-01 19:00:00    Friday      0.0      0.0        0.0  010119  1.000000   \n",
       "2010-01-01 20:00:00    Friday      0.0      0.0        0.0  010120  0.636364   \n",
       "2010-01-01 21:00:00    Friday      1.0      1.0        1.0  010121  0.636364   \n",
       "2010-01-01 22:00:00    Friday      2.0      2.0        2.0  010122  1.000000   \n",
       "2010-01-01 23:00:00    Friday      2.0      2.0        2.0  010123  0.818182   \n",
       "2010-01-02 00:00:00  Saturday      0.0      0.0        0.0  010200  0.636364   \n",
       "2010-01-02 01:00:00  Saturday      0.0      0.0        0.0  010201  0.363636   \n",
       "2010-01-02 02:00:00  Saturday      1.0      1.0        1.0  010202  0.818182   \n",
       "2010-01-02 03:00:00  Saturday      1.0      1.0        1.0  010203  0.727273   \n",
       "2010-01-02 04:00:00  Saturday      1.0      1.0        1.0  010204  0.454545   \n",
       "2010-01-02 05:00:00  Saturday      0.0      0.0        0.0  010205  0.909091   \n",
       "2010-01-02 06:00:00  Saturday      0.0      0.0        0.0  010206  0.636364   \n",
       "2010-01-02 07:00:00  Saturday      0.0      0.0        0.0  010207  1.272727   \n",
       "2010-01-02 08:00:00  Saturday      0.0      0.0        0.0  010208  1.454545   \n",
       "2010-01-02 09:00:00  Saturday      0.0      0.0        0.0  010209  1.818182   \n",
       "2010-01-02 10:00:00  Saturday      1.0      1.0        1.0  010210  1.363636   \n",
       "2010-01-02 11:00:00  Saturday      1.0      1.0        1.0  010211  2.090909   \n",
       "2010-01-02 12:00:00  Saturday      2.0      2.0        2.0  010212  1.727273   \n",
       "2010-01-02 13:00:00  Saturday      0.0      0.0        0.0  010213  2.000000   \n",
       "2010-01-02 14:00:00  Saturday      1.0      1.0        1.0  010214  2.181818   \n",
       "2010-01-02 15:00:00  Saturday      2.0      2.0        2.0  010215  2.272727   \n",
       "2010-01-02 16:00:00  Saturday      1.0      1.0        1.0  010216  2.272727   \n",
       "2010-01-02 17:00:00  Saturday      1.0      1.0        1.0  010217  3.545455   \n",
       "2010-01-02 18:00:00  Saturday      0.0      0.0        0.0  010218  3.363636   \n",
       "2010-01-02 19:00:00  Saturday      4.0      4.0        4.0  010219  1.818182   \n",
       "2010-01-02 20:00:00  Saturday      0.0      0.0        0.0  010220  1.363636   \n",
       "2010-01-02 21:00:00  Saturday      0.0      0.0        0.0  010221  1.363636   \n",
       "2010-01-02 22:00:00  Saturday      0.0      0.0        0.0  010222  0.727273   \n",
       "2010-01-02 23:00:00  Saturday      0.0      0.0        0.0  010223  0.818182   \n",
       "2010-01-03 00:00:00    Sunday      0.0      0.0        0.0  010300  0.272727   \n",
       "2010-01-03 01:00:00    Sunday      0.0      0.0        0.0  010301  0.636364   \n",
       "\n",
       "                     RollingAvg  \n",
       "LocalTime                        \n",
       "2010-01-01 00:00:00         1.0  \n",
       "2010-01-01 01:00:00         4.0  \n",
       "2010-01-01 02:00:00         6.0  \n",
       "2010-01-01 03:00:00         1.0  \n",
       "2010-01-01 04:00:00         3.0  \n",
       "2010-01-01 05:00:00         2.0  \n",
       "2010-01-01 06:00:00         0.0  \n",
       "2010-01-01 07:00:00         0.0  \n",
       "2010-01-01 08:00:00         0.0  \n",
       "2010-01-01 09:00:00         0.0  \n",
       "2010-01-01 10:00:00         0.0  \n",
       "2010-01-01 11:00:00         0.0  \n",
       "2010-01-01 12:00:00         2.0  \n",
       "2010-01-01 13:00:00         0.0  \n",
       "2010-01-01 14:00:00         0.0  \n",
       "2010-01-01 15:00:00         0.0  \n",
       "2010-01-01 16:00:00         2.0  \n",
       "2010-01-01 17:00:00         0.0  \n",
       "2010-01-01 18:00:00         0.0  \n",
       "2010-01-01 19:00:00         0.0  \n",
       "2010-01-01 20:00:00         0.0  \n",
       "2010-01-01 21:00:00         1.0  \n",
       "2010-01-01 22:00:00         2.0  \n",
       "2010-01-01 23:00:00         2.0  \n",
       "2010-01-02 00:00:00         0.0  \n",
       "2010-01-02 01:00:00         0.0  \n",
       "2010-01-02 02:00:00         1.0  \n",
       "2010-01-02 03:00:00         1.0  \n",
       "2010-01-02 04:00:00         1.0  \n",
       "2010-01-02 05:00:00         0.0  \n",
       "2010-01-02 06:00:00         0.0  \n",
       "2010-01-02 07:00:00         0.0  \n",
       "2010-01-02 08:00:00         0.0  \n",
       "2010-01-02 09:00:00         0.0  \n",
       "2010-01-02 10:00:00         1.0  \n",
       "2010-01-02 11:00:00         1.0  \n",
       "2010-01-02 12:00:00         2.0  \n",
       "2010-01-02 13:00:00         0.0  \n",
       "2010-01-02 14:00:00         1.0  \n",
       "2010-01-02 15:00:00         2.0  \n",
       "2010-01-02 16:00:00         1.0  \n",
       "2010-01-02 17:00:00         1.0  \n",
       "2010-01-02 18:00:00         0.0  \n",
       "2010-01-02 19:00:00         4.0  \n",
       "2010-01-02 20:00:00         0.0  \n",
       "2010-01-02 21:00:00         0.0  \n",
       "2010-01-02 22:00:00         0.0  \n",
       "2010-01-02 23:00:00         0.0  \n",
       "2010-01-03 00:00:00         0.0  \n",
       "2010-01-03 01:00:00         0.0  \n",
       "\n",
       "[50 rows x 27 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly_new.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='count_x', ylabel='RollingAvg'>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hourly_new['2015'].plot.scatter('count_x','RollingAvg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "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>utc_unix</th>\n",
       "      <th>dt_iso</th>\n",
       "      <th>timezone</th>\n",
       "      <th>city_name</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>temp</th>\n",
       "      <th>feels_like</th>\n",
       "      <th>temp_min</th>\n",
       "      <th>temp_max</th>\n",
       "      <th>...</th>\n",
       "      <th>snow_3h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>count_x</th>\n",
       "      <th>Weekday</th>\n",
       "      <th>OneWeek</th>\n",
       "      <th>TwoWeek</th>\n",
       "      <th>ThreeWeek</th>\n",
       "      <th>dhid</th>\n",
       "      <th>count_y</th>\n",
       "      <th>RollingAvg</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LocalTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-08-29 22:00:00</th>\n",
       "      <td>1598756400</td>\n",
       "      <td>2020-08-30 03:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>89.17</td>\n",
       "      <td>89.44</td>\n",
       "      <td>86.00</td>\n",
       "      <td>91.99</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>082922</td>\n",
       "      <td>1.363636</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-29 23:00:00</th>\n",
       "      <td>1598760000</td>\n",
       "      <td>2020-08-30 04:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>87.19</td>\n",
       "      <td>89.73</td>\n",
       "      <td>84.99</td>\n",
       "      <td>89.01</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>082923</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 00:00:00</th>\n",
       "      <td>1598763600</td>\n",
       "      <td>2020-08-30 05:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>85.14</td>\n",
       "      <td>86.88</td>\n",
       "      <td>82.99</td>\n",
       "      <td>86.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083000</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 01:00:00</th>\n",
       "      <td>1598767200</td>\n",
       "      <td>2020-08-30 06:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>83.28</td>\n",
       "      <td>88.00</td>\n",
       "      <td>81.71</td>\n",
       "      <td>84.99</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>083001</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>1.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 02:00:00</th>\n",
       "      <td>1598770800</td>\n",
       "      <td>2020-08-30 07:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>81.64</td>\n",
       "      <td>84.97</td>\n",
       "      <td>80.01</td>\n",
       "      <td>83.15</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083002</td>\n",
       "      <td>0.909091</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 03:00:00</th>\n",
       "      <td>1598774400</td>\n",
       "      <td>2020-08-30 08:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>80.33</td>\n",
       "      <td>86.59</td>\n",
       "      <td>78.80</td>\n",
       "      <td>82.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083003</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 04:00:00</th>\n",
       "      <td>1598778000</td>\n",
       "      <td>2020-08-30 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>79.48</td>\n",
       "      <td>84.88</td>\n",
       "      <td>78.01</td>\n",
       "      <td>81.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083004</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 05:00:00</th>\n",
       "      <td>1598781600</td>\n",
       "      <td>2020-08-30 10:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>79.03</td>\n",
       "      <td>85.59</td>\n",
       "      <td>77.00</td>\n",
       "      <td>81.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083005</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 06:00:00</th>\n",
       "      <td>1598785200</td>\n",
       "      <td>2020-08-30 11:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>78.39</td>\n",
       "      <td>86.58</td>\n",
       "      <td>77.00</td>\n",
       "      <td>80.01</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>083006</td>\n",
       "      <td>1.272727</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 07:00:00</th>\n",
       "      <td>1598788800</td>\n",
       "      <td>2020-08-30 12:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>77.72</td>\n",
       "      <td>82.62</td>\n",
       "      <td>75.99</td>\n",
       "      <td>79.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>083007</td>\n",
       "      <td>2.181818</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 08:00:00</th>\n",
       "      <td>1598792400</td>\n",
       "      <td>2020-08-30 13:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>77.40</td>\n",
       "      <td>85.35</td>\n",
       "      <td>75.20</td>\n",
       "      <td>79.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083008</td>\n",
       "      <td>1.545455</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 09:00:00</th>\n",
       "      <td>1598796000</td>\n",
       "      <td>2020-08-30 14:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>79.83</td>\n",
       "      <td>85.96</td>\n",
       "      <td>77.00</td>\n",
       "      <td>82.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>083009</td>\n",
       "      <td>1.454545</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 10:00:00</th>\n",
       "      <td>1598799600</td>\n",
       "      <td>2020-08-30 15:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>83.48</td>\n",
       "      <td>88.30</td>\n",
       "      <td>81.00</td>\n",
       "      <td>86.64</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>083010</td>\n",
       "      <td>1.181818</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 11:00:00</th>\n",
       "      <td>1598803200</td>\n",
       "      <td>2020-08-30 16:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>87.46</td>\n",
       "      <td>89.98</td>\n",
       "      <td>84.99</td>\n",
       "      <td>90.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>083011</td>\n",
       "      <td>1.909091</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 12:00:00</th>\n",
       "      <td>1598806800</td>\n",
       "      <td>2020-08-30 17:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>91.35</td>\n",
       "      <td>96.82</td>\n",
       "      <td>89.01</td>\n",
       "      <td>95.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>083012</td>\n",
       "      <td>1.636364</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 13:00:00</th>\n",
       "      <td>1598810400</td>\n",
       "      <td>2020-08-30 18:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>94.48</td>\n",
       "      <td>99.79</td>\n",
       "      <td>93.00</td>\n",
       "      <td>97.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>083013</td>\n",
       "      <td>1.909091</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 14:00:00</th>\n",
       "      <td>1598814000</td>\n",
       "      <td>2020-08-30 19:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>96.51</td>\n",
       "      <td>97.66</td>\n",
       "      <td>93.99</td>\n",
       "      <td>99.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>083014</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 15:00:00</th>\n",
       "      <td>1598817600</td>\n",
       "      <td>2020-08-30 20:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>98.04</td>\n",
       "      <td>101.73</td>\n",
       "      <td>95.00</td>\n",
       "      <td>100.99</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>083015</td>\n",
       "      <td>2.636364</td>\n",
       "      <td>3.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 16:00:00</th>\n",
       "      <td>1598821200</td>\n",
       "      <td>2020-08-30 21:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>98.38</td>\n",
       "      <td>97.66</td>\n",
       "      <td>96.01</td>\n",
       "      <td>100.99</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>083016</td>\n",
       "      <td>3.454545</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 17:00:00</th>\n",
       "      <td>1598824800</td>\n",
       "      <td>2020-08-30 22:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>98.98</td>\n",
       "      <td>100.78</td>\n",
       "      <td>96.01</td>\n",
       "      <td>102.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>083017</td>\n",
       "      <td>3.181818</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 18:00:00</th>\n",
       "      <td>1598828400</td>\n",
       "      <td>2020-08-30 23:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>97.99</td>\n",
       "      <td>98.19</td>\n",
       "      <td>95.00</td>\n",
       "      <td>100.99</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>083018</td>\n",
       "      <td>4.090909</td>\n",
       "      <td>1.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 19:00:00</th>\n",
       "      <td>1598832000</td>\n",
       "      <td>2020-08-31 00:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>95.95</td>\n",
       "      <td>97.12</td>\n",
       "      <td>93.99</td>\n",
       "      <td>98.60</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083019</td>\n",
       "      <td>1.090909</td>\n",
       "      <td>2.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 20:00:00</th>\n",
       "      <td>1598835600</td>\n",
       "      <td>2020-08-31 01:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>93.60</td>\n",
       "      <td>93.33</td>\n",
       "      <td>91.00</td>\n",
       "      <td>96.80</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>083020</td>\n",
       "      <td>2.090909</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 21:00:00</th>\n",
       "      <td>1598839200</td>\n",
       "      <td>2020-08-31 02:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>91.11</td>\n",
       "      <td>94.12</td>\n",
       "      <td>86.98</td>\n",
       "      <td>93.99</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083021</td>\n",
       "      <td>1.272727</td>\n",
       "      <td>1.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 22:00:00</th>\n",
       "      <td>1598842800</td>\n",
       "      <td>2020-08-31 03:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>88.45</td>\n",
       "      <td>90.37</td>\n",
       "      <td>86.00</td>\n",
       "      <td>90.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>083022</td>\n",
       "      <td>1.636364</td>\n",
       "      <td>1.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 23:00:00</th>\n",
       "      <td>1598846400</td>\n",
       "      <td>2020-08-31 04:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>86.32</td>\n",
       "      <td>90.57</td>\n",
       "      <td>84.20</td>\n",
       "      <td>88.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083023</td>\n",
       "      <td>1.454545</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 00:00:00</th>\n",
       "      <td>1598850000</td>\n",
       "      <td>2020-08-31 05:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>84.20</td>\n",
       "      <td>89.38</td>\n",
       "      <td>82.00</td>\n",
       "      <td>86.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>083100</td>\n",
       "      <td>1.181818</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 01:00:00</th>\n",
       "      <td>1598853600</td>\n",
       "      <td>2020-08-31 06:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>82.72</td>\n",
       "      <td>86.81</td>\n",
       "      <td>81.00</td>\n",
       "      <td>84.20</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083101</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 02:00:00</th>\n",
       "      <td>1598857200</td>\n",
       "      <td>2020-08-31 07:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>81.75</td>\n",
       "      <td>86.32</td>\n",
       "      <td>80.01</td>\n",
       "      <td>82.99</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>083102</td>\n",
       "      <td>1.181818</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 03:00:00</th>\n",
       "      <td>1598860800</td>\n",
       "      <td>2020-08-31 08:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>81.37</td>\n",
       "      <td>84.24</td>\n",
       "      <td>80.01</td>\n",
       "      <td>82.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>083103</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 04:00:00</th>\n",
       "      <td>1598864400</td>\n",
       "      <td>2020-08-31 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>81.34</td>\n",
       "      <td>87.10</td>\n",
       "      <td>80.01</td>\n",
       "      <td>82.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>083104</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 05:00:00</th>\n",
       "      <td>1598868000</td>\n",
       "      <td>2020-08-31 10:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>81.36</td>\n",
       "      <td>87.13</td>\n",
       "      <td>80.01</td>\n",
       "      <td>82.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083105</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 06:00:00</th>\n",
       "      <td>1598871600</td>\n",
       "      <td>2020-08-31 11:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>81.16</td>\n",
       "      <td>88.09</td>\n",
       "      <td>79.65</td>\n",
       "      <td>82.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>083106</td>\n",
       "      <td>1.090909</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 07:00:00</th>\n",
       "      <td>1598875200</td>\n",
       "      <td>2020-08-31 12:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>80.74</td>\n",
       "      <td>86.81</td>\n",
       "      <td>79.00</td>\n",
       "      <td>82.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083107</td>\n",
       "      <td>1.727273</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 08:00:00</th>\n",
       "      <td>1598878800</td>\n",
       "      <td>2020-08-31 13:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>80.85</td>\n",
       "      <td>86.97</td>\n",
       "      <td>79.00</td>\n",
       "      <td>82.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>083108</td>\n",
       "      <td>2.181818</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 09:00:00</th>\n",
       "      <td>1598882400</td>\n",
       "      <td>2020-08-31 14:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>82.26</td>\n",
       "      <td>88.90</td>\n",
       "      <td>81.00</td>\n",
       "      <td>84.20</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>083109</td>\n",
       "      <td>1.272727</td>\n",
       "      <td>1.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 10:00:00</th>\n",
       "      <td>1598886000</td>\n",
       "      <td>2020-08-31 15:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>84.11</td>\n",
       "      <td>86.79</td>\n",
       "      <td>82.00</td>\n",
       "      <td>86.99</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>083110</td>\n",
       "      <td>1.454545</td>\n",
       "      <td>1.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 11:00:00</th>\n",
       "      <td>1598889600</td>\n",
       "      <td>2020-08-31 16:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>87.87</td>\n",
       "      <td>92.03</td>\n",
       "      <td>84.99</td>\n",
       "      <td>90.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083111</td>\n",
       "      <td>1.363636</td>\n",
       "      <td>1.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 12:00:00</th>\n",
       "      <td>1598893200</td>\n",
       "      <td>2020-08-31 17:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>91.31</td>\n",
       "      <td>95.02</td>\n",
       "      <td>88.00</td>\n",
       "      <td>93.99</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>083112</td>\n",
       "      <td>2.090909</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 13:00:00</th>\n",
       "      <td>1598896800</td>\n",
       "      <td>2020-08-31 18:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>94.23</td>\n",
       "      <td>96.49</td>\n",
       "      <td>91.00</td>\n",
       "      <td>97.10</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>083113</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 14:00:00</th>\n",
       "      <td>1598900400</td>\n",
       "      <td>2020-08-31 19:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>96.35</td>\n",
       "      <td>97.29</td>\n",
       "      <td>93.00</td>\n",
       "      <td>99.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083114</td>\n",
       "      <td>2.727273</td>\n",
       "      <td>1.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 15:00:00</th>\n",
       "      <td>1598904000</td>\n",
       "      <td>2020-08-31 20:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>97.56</td>\n",
       "      <td>97.95</td>\n",
       "      <td>95.00</td>\n",
       "      <td>100.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>083115</td>\n",
       "      <td>2.727273</td>\n",
       "      <td>1.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 16:00:00</th>\n",
       "      <td>1598907600</td>\n",
       "      <td>2020-08-31 21:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>98.60</td>\n",
       "      <td>97.92</td>\n",
       "      <td>96.01</td>\n",
       "      <td>100.99</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083116</td>\n",
       "      <td>3.181818</td>\n",
       "      <td>1.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 17:00:00</th>\n",
       "      <td>1598911200</td>\n",
       "      <td>2020-08-31 22:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>98.35</td>\n",
       "      <td>98.69</td>\n",
       "      <td>96.01</td>\n",
       "      <td>100.99</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>083117</td>\n",
       "      <td>3.545455</td>\n",
       "      <td>2.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 18:00:00</th>\n",
       "      <td>1598914800</td>\n",
       "      <td>2020-08-31 23:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>97.52</td>\n",
       "      <td>100.35</td>\n",
       "      <td>95.00</td>\n",
       "      <td>100.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>083118</td>\n",
       "      <td>3.454545</td>\n",
       "      <td>2.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 19:00:00</th>\n",
       "      <td>1598918400</td>\n",
       "      <td>2020-09-01 00:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>94.98</td>\n",
       "      <td>94.60</td>\n",
       "      <td>92.24</td>\n",
       "      <td>97.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>083119</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 20:00:00</th>\n",
       "      <td>1598922000</td>\n",
       "      <td>2020-09-01 01:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>91.92</td>\n",
       "      <td>94.39</td>\n",
       "      <td>90.00</td>\n",
       "      <td>93.99</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083120</td>\n",
       "      <td>1.545455</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 21:00:00</th>\n",
       "      <td>1598925600</td>\n",
       "      <td>2020-09-01 02:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>89.51</td>\n",
       "      <td>93.00</td>\n",
       "      <td>87.01</td>\n",
       "      <td>91.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>083121</td>\n",
       "      <td>1.727273</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 22:00:00</th>\n",
       "      <td>1598929200</td>\n",
       "      <td>2020-09-01 03:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>87.31</td>\n",
       "      <td>92.28</td>\n",
       "      <td>84.99</td>\n",
       "      <td>89.60</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>083122</td>\n",
       "      <td>1.727273</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 23:00:00</th>\n",
       "      <td>1598932800</td>\n",
       "      <td>2020-09-01 04:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>85.37</td>\n",
       "      <td>89.96</td>\n",
       "      <td>83.65</td>\n",
       "      <td>87.01</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083123</td>\n",
       "      <td>1.454545</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       utc_unix                         dt_iso  timezone  \\\n",
       "LocalTime                                                                  \n",
       "2020-08-29 22:00:00  1598756400  2020-08-30 03:00:00 +0000 UTC    -18000   \n",
       "2020-08-29 23:00:00  1598760000  2020-08-30 04:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 00:00:00  1598763600  2020-08-30 05:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 01:00:00  1598767200  2020-08-30 06:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 02:00:00  1598770800  2020-08-30 07:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 03:00:00  1598774400  2020-08-30 08:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 04:00:00  1598778000  2020-08-30 09:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 05:00:00  1598781600  2020-08-30 10:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 06:00:00  1598785200  2020-08-30 11:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 07:00:00  1598788800  2020-08-30 12:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 08:00:00  1598792400  2020-08-30 13:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 09:00:00  1598796000  2020-08-30 14:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 10:00:00  1598799600  2020-08-30 15:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 11:00:00  1598803200  2020-08-30 16:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 12:00:00  1598806800  2020-08-30 17:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 13:00:00  1598810400  2020-08-30 18:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 14:00:00  1598814000  2020-08-30 19:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 15:00:00  1598817600  2020-08-30 20:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 16:00:00  1598821200  2020-08-30 21:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 17:00:00  1598824800  2020-08-30 22:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 18:00:00  1598828400  2020-08-30 23:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 19:00:00  1598832000  2020-08-31 00:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 20:00:00  1598835600  2020-08-31 01:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 21:00:00  1598839200  2020-08-31 02:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 22:00:00  1598842800  2020-08-31 03:00:00 +0000 UTC    -18000   \n",
       "2020-08-30 23:00:00  1598846400  2020-08-31 04:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 00:00:00  1598850000  2020-08-31 05:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 01:00:00  1598853600  2020-08-31 06:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 02:00:00  1598857200  2020-08-31 07:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 03:00:00  1598860800  2020-08-31 08:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 04:00:00  1598864400  2020-08-31 09:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 05:00:00  1598868000  2020-08-31 10:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 06:00:00  1598871600  2020-08-31 11:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 07:00:00  1598875200  2020-08-31 12:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 08:00:00  1598878800  2020-08-31 13:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 09:00:00  1598882400  2020-08-31 14:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 10:00:00  1598886000  2020-08-31 15:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 11:00:00  1598889600  2020-08-31 16:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 12:00:00  1598893200  2020-08-31 17:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 13:00:00  1598896800  2020-08-31 18:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 14:00:00  1598900400  2020-08-31 19:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 15:00:00  1598904000  2020-08-31 20:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 16:00:00  1598907600  2020-08-31 21:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 17:00:00  1598911200  2020-08-31 22:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 18:00:00  1598914800  2020-08-31 23:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 19:00:00  1598918400  2020-09-01 00:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 20:00:00  1598922000  2020-09-01 01:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 21:00:00  1598925600  2020-09-01 02:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 22:00:00  1598929200  2020-09-01 03:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 23:00:00  1598932800  2020-09-01 04:00:00 +0000 UTC    -18000   \n",
       "\n",
       "                    city_name        lat        lon   temp  feels_like  \\\n",
       "LocalTime                                                                \n",
       "2020-08-29 22:00:00    Austin  30.267153 -97.743061  89.17       89.44   \n",
       "2020-08-29 23:00:00    Austin  30.267153 -97.743061  87.19       89.73   \n",
       "2020-08-30 00:00:00    Austin  30.267153 -97.743061  85.14       86.88   \n",
       "2020-08-30 01:00:00    Austin  30.267153 -97.743061  83.28       88.00   \n",
       "2020-08-30 02:00:00    Austin  30.267153 -97.743061  81.64       84.97   \n",
       "2020-08-30 03:00:00    Austin  30.267153 -97.743061  80.33       86.59   \n",
       "2020-08-30 04:00:00    Austin  30.267153 -97.743061  79.48       84.88   \n",
       "2020-08-30 05:00:00    Austin  30.267153 -97.743061  79.03       85.59   \n",
       "2020-08-30 06:00:00    Austin  30.267153 -97.743061  78.39       86.58   \n",
       "2020-08-30 07:00:00    Austin  30.267153 -97.743061  77.72       82.62   \n",
       "2020-08-30 08:00:00    Austin  30.267153 -97.743061  77.40       85.35   \n",
       "2020-08-30 09:00:00    Austin  30.267153 -97.743061  79.83       85.96   \n",
       "2020-08-30 10:00:00    Austin  30.267153 -97.743061  83.48       88.30   \n",
       "2020-08-30 11:00:00    Austin  30.267153 -97.743061  87.46       89.98   \n",
       "2020-08-30 12:00:00    Austin  30.267153 -97.743061  91.35       96.82   \n",
       "2020-08-30 13:00:00    Austin  30.267153 -97.743061  94.48       99.79   \n",
       "2020-08-30 14:00:00    Austin  30.267153 -97.743061  96.51       97.66   \n",
       "2020-08-30 15:00:00    Austin  30.267153 -97.743061  98.04      101.73   \n",
       "2020-08-30 16:00:00    Austin  30.267153 -97.743061  98.38       97.66   \n",
       "2020-08-30 17:00:00    Austin  30.267153 -97.743061  98.98      100.78   \n",
       "2020-08-30 18:00:00    Austin  30.267153 -97.743061  97.99       98.19   \n",
       "2020-08-30 19:00:00    Austin  30.267153 -97.743061  95.95       97.12   \n",
       "2020-08-30 20:00:00    Austin  30.267153 -97.743061  93.60       93.33   \n",
       "2020-08-30 21:00:00    Austin  30.267153 -97.743061  91.11       94.12   \n",
       "2020-08-30 22:00:00    Austin  30.267153 -97.743061  88.45       90.37   \n",
       "2020-08-30 23:00:00    Austin  30.267153 -97.743061  86.32       90.57   \n",
       "2020-08-31 00:00:00    Austin  30.267153 -97.743061  84.20       89.38   \n",
       "2020-08-31 01:00:00    Austin  30.267153 -97.743061  82.72       86.81   \n",
       "2020-08-31 02:00:00    Austin  30.267153 -97.743061  81.75       86.32   \n",
       "2020-08-31 03:00:00    Austin  30.267153 -97.743061  81.37       84.24   \n",
       "2020-08-31 04:00:00    Austin  30.267153 -97.743061  81.34       87.10   \n",
       "2020-08-31 05:00:00    Austin  30.267153 -97.743061  81.36       87.13   \n",
       "2020-08-31 06:00:00    Austin  30.267153 -97.743061  81.16       88.09   \n",
       "2020-08-31 07:00:00    Austin  30.267153 -97.743061  80.74       86.81   \n",
       "2020-08-31 08:00:00    Austin  30.267153 -97.743061  80.85       86.97   \n",
       "2020-08-31 09:00:00    Austin  30.267153 -97.743061  82.26       88.90   \n",
       "2020-08-31 10:00:00    Austin  30.267153 -97.743061  84.11       86.79   \n",
       "2020-08-31 11:00:00    Austin  30.267153 -97.743061  87.87       92.03   \n",
       "2020-08-31 12:00:00    Austin  30.267153 -97.743061  91.31       95.02   \n",
       "2020-08-31 13:00:00    Austin  30.267153 -97.743061  94.23       96.49   \n",
       "2020-08-31 14:00:00    Austin  30.267153 -97.743061  96.35       97.29   \n",
       "2020-08-31 15:00:00    Austin  30.267153 -97.743061  97.56       97.95   \n",
       "2020-08-31 16:00:00    Austin  30.267153 -97.743061  98.60       97.92   \n",
       "2020-08-31 17:00:00    Austin  30.267153 -97.743061  98.35       98.69   \n",
       "2020-08-31 18:00:00    Austin  30.267153 -97.743061  97.52      100.35   \n",
       "2020-08-31 19:00:00    Austin  30.267153 -97.743061  94.98       94.60   \n",
       "2020-08-31 20:00:00    Austin  30.267153 -97.743061  91.92       94.39   \n",
       "2020-08-31 21:00:00    Austin  30.267153 -97.743061  89.51       93.00   \n",
       "2020-08-31 22:00:00    Austin  30.267153 -97.743061  87.31       92.28   \n",
       "2020-08-31 23:00:00    Austin  30.267153 -97.743061  85.37       89.96   \n",
       "\n",
       "                     temp_min  temp_max  ...  snow_3h  clouds_all  count_x  \\\n",
       "LocalTime                                ...                                 \n",
       "2020-08-29 22:00:00     86.00     91.99  ...      0.0           1      2.0   \n",
       "2020-08-29 23:00:00     84.99     89.01  ...      0.0          20      3.0   \n",
       "2020-08-30 00:00:00     82.99     86.00  ...      0.0           1      2.0   \n",
       "2020-08-30 01:00:00     81.71     84.99  ...      0.0           1      1.0   \n",
       "2020-08-30 02:00:00     80.01     83.15  ...      0.0           1      0.0   \n",
       "2020-08-30 03:00:00     78.80     82.00  ...      0.0           1      3.0   \n",
       "2020-08-30 04:00:00     78.01     81.00  ...      0.0           1      2.0   \n",
       "2020-08-30 05:00:00     77.00     81.00  ...      0.0          75      2.0   \n",
       "2020-08-30 06:00:00     77.00     80.01  ...      0.0          20      1.0   \n",
       "2020-08-30 07:00:00     75.99     79.00  ...      0.0          20      1.0   \n",
       "2020-08-30 08:00:00     75.20     79.00  ...      0.0          75      2.0   \n",
       "2020-08-30 09:00:00     77.00     82.40  ...      0.0          90      1.0   \n",
       "2020-08-30 10:00:00     81.00     86.64  ...      0.0          75      2.0   \n",
       "2020-08-30 11:00:00     84.99     90.00  ...      0.0          40      2.0   \n",
       "2020-08-30 12:00:00     89.01     95.00  ...      0.0           1      1.0   \n",
       "2020-08-30 13:00:00     93.00     97.00  ...      0.0           1      1.0   \n",
       "2020-08-30 14:00:00     93.99     99.00  ...      0.0           1      2.0   \n",
       "2020-08-30 15:00:00     95.00    100.99  ...      0.0           0      0.0   \n",
       "2020-08-30 16:00:00     96.01    100.99  ...      0.0          40      3.0   \n",
       "2020-08-30 17:00:00     96.01    102.00  ...      0.0           1      1.0   \n",
       "2020-08-30 18:00:00     95.00    100.99  ...      0.0           1      7.0   \n",
       "2020-08-30 19:00:00     93.99     98.60  ...      0.0           0      1.0   \n",
       "2020-08-30 20:00:00     91.00     96.80  ...      0.0           0      2.0   \n",
       "2020-08-30 21:00:00     86.98     93.99  ...      0.0           1      0.0   \n",
       "2020-08-30 22:00:00     86.00     90.00  ...      0.0           1      2.0   \n",
       "2020-08-30 23:00:00     84.20     88.00  ...      0.0           1      3.0   \n",
       "2020-08-31 00:00:00     82.00     86.00  ...      0.0           1      0.0   \n",
       "2020-08-31 01:00:00     81.00     84.20  ...      0.0           1      2.0   \n",
       "2020-08-31 02:00:00     80.01     82.99  ...      0.0          20      0.0   \n",
       "2020-08-31 03:00:00     80.01     82.40  ...      0.0          75      1.0   \n",
       "2020-08-31 04:00:00     80.01     82.40  ...      0.0          90      0.0   \n",
       "2020-08-31 05:00:00     80.01     82.40  ...      0.0          90      1.0   \n",
       "2020-08-31 06:00:00     79.65     82.40  ...      0.0          75      0.0   \n",
       "2020-08-31 07:00:00     79.00     82.40  ...      0.0          75      1.0   \n",
       "2020-08-31 08:00:00     79.00     82.40  ...      0.0          75      2.0   \n",
       "2020-08-31 09:00:00     81.00     84.20  ...      0.0          90      1.0   \n",
       "2020-08-31 10:00:00     82.00     86.99  ...      0.0          75      0.0   \n",
       "2020-08-31 11:00:00     84.99     90.00  ...      0.0          40      0.0   \n",
       "2020-08-31 12:00:00     88.00     93.99  ...      0.0          20      0.0   \n",
       "2020-08-31 13:00:00     91.00     97.10  ...      0.0          75      0.0   \n",
       "2020-08-31 14:00:00     93.00     99.00  ...      0.0          40      1.0   \n",
       "2020-08-31 15:00:00     95.00    100.40  ...      0.0          40      4.0   \n",
       "2020-08-31 16:00:00     96.01    100.99  ...      0.0          75      2.0   \n",
       "2020-08-31 17:00:00     96.01    100.99  ...      0.0          40      2.0   \n",
       "2020-08-31 18:00:00     95.00    100.40  ...      0.0          20      2.0   \n",
       "2020-08-31 19:00:00     92.24     97.00  ...      0.0           0      1.0   \n",
       "2020-08-31 20:00:00     90.00     93.99  ...      0.0           0      1.0   \n",
       "2020-08-31 21:00:00     87.01     91.40  ...      0.0           1      0.0   \n",
       "2020-08-31 22:00:00     84.99     89.60  ...      0.0           1      1.0   \n",
       "2020-08-31 23:00:00     83.65     87.01  ...      0.0          40      1.0   \n",
       "\n",
       "                      Weekday  OneWeek  TwoWeek  ThreeWeek    dhid   count_y  \\\n",
       "LocalTime                                                                      \n",
       "2020-08-29 22:00:00  Saturday      3.0      2.0        4.0  082922  1.363636   \n",
       "2020-08-29 23:00:00  Saturday      0.0      1.0        1.0  082923  0.818182   \n",
       "2020-08-30 00:00:00    Sunday      2.0      0.0        1.0  083000  0.818182   \n",
       "2020-08-30 01:00:00    Sunday      1.0      1.0        2.0  083001  0.454545   \n",
       "2020-08-30 02:00:00    Sunday      0.0      0.0        1.0  083002  0.909091   \n",
       "2020-08-30 03:00:00    Sunday      0.0      1.0        1.0  083003  0.636364   \n",
       "2020-08-30 04:00:00    Sunday      0.0      0.0        1.0  083004  0.636364   \n",
       "2020-08-30 05:00:00    Sunday      2.0      0.0        1.0  083005  0.727273   \n",
       "2020-08-30 06:00:00    Sunday      0.0      1.0        0.0  083006  1.272727   \n",
       "2020-08-30 07:00:00    Sunday      1.0      1.0        0.0  083007  2.181818   \n",
       "2020-08-30 08:00:00    Sunday      0.0      1.0        1.0  083008  1.545455   \n",
       "2020-08-30 09:00:00    Sunday      2.0      0.0        0.0  083009  1.454545   \n",
       "2020-08-30 10:00:00    Sunday      1.0      1.0        0.0  083010  1.181818   \n",
       "2020-08-30 11:00:00    Sunday      0.0      1.0        0.0  083011  1.909091   \n",
       "2020-08-30 12:00:00    Sunday      0.0      0.0        2.0  083012  1.636364   \n",
       "2020-08-30 13:00:00    Sunday      0.0      1.0        0.0  083013  1.909091   \n",
       "2020-08-30 14:00:00    Sunday      1.0      0.0        0.0  083014  3.000000   \n",
       "2020-08-30 15:00:00    Sunday      5.0      2.0        3.0  083015  2.636364   \n",
       "2020-08-30 16:00:00    Sunday      1.0      1.0        0.0  083016  3.454545   \n",
       "2020-08-30 17:00:00    Sunday      2.0      0.0        0.0  083017  3.181818   \n",
       "2020-08-30 18:00:00    Sunday      2.0      2.0        0.0  083018  4.090909   \n",
       "2020-08-30 19:00:00    Sunday      4.0      2.0        1.0  083019  1.090909   \n",
       "2020-08-30 20:00:00    Sunday      3.0      0.0        0.0  083020  2.090909   \n",
       "2020-08-30 21:00:00    Sunday      2.0      2.0        1.0  083021  1.272727   \n",
       "2020-08-30 22:00:00    Sunday      0.0      1.0        4.0  083022  1.636364   \n",
       "2020-08-30 23:00:00    Sunday      0.0      2.0        1.0  083023  1.454545   \n",
       "2020-08-31 00:00:00    Monday      0.0      1.0        2.0  083100  1.181818   \n",
       "2020-08-31 01:00:00    Monday      0.0      0.0        1.0  083101  0.818182   \n",
       "2020-08-31 02:00:00    Monday      0.0      1.0        0.0  083102  1.181818   \n",
       "2020-08-31 03:00:00    Monday      0.0      1.0        2.0  083103  0.545455   \n",
       "2020-08-31 04:00:00    Monday      1.0      0.0        0.0  083104  0.454545   \n",
       "2020-08-31 05:00:00    Monday      0.0      0.0        1.0  083105  0.454545   \n",
       "2020-08-31 06:00:00    Monday      2.0      2.0        2.0  083106  1.090909   \n",
       "2020-08-31 07:00:00    Monday      0.0      0.0        1.0  083107  1.727273   \n",
       "2020-08-31 08:00:00    Monday      2.0      1.0        0.0  083108  2.181818   \n",
       "2020-08-31 09:00:00    Monday      1.0      1.0        2.0  083109  1.272727   \n",
       "2020-08-31 10:00:00    Monday      2.0      1.0        2.0  083110  1.454545   \n",
       "2020-08-31 11:00:00    Monday      2.0      1.0        1.0  083111  1.363636   \n",
       "2020-08-31 12:00:00    Monday      0.0      1.0        2.0  083112  2.090909   \n",
       "2020-08-31 13:00:00    Monday      2.0      1.0        4.0  083113  2.000000   \n",
       "2020-08-31 14:00:00    Monday      2.0      1.0        1.0  083114  2.727273   \n",
       "2020-08-31 15:00:00    Monday      1.0      1.0        3.0  083115  2.727273   \n",
       "2020-08-31 16:00:00    Monday      2.0      2.0        1.0  083116  3.181818   \n",
       "2020-08-31 17:00:00    Monday      3.0      2.0        3.0  083117  3.545455   \n",
       "2020-08-31 18:00:00    Monday      3.0      1.0        3.0  083118  3.454545   \n",
       "2020-08-31 19:00:00    Monday      0.0      0.0        3.0  083119  2.000000   \n",
       "2020-08-31 20:00:00    Monday      0.0      0.0        1.0  083120  1.545455   \n",
       "2020-08-31 21:00:00    Monday      0.0      2.0        0.0  083121  1.727273   \n",
       "2020-08-31 22:00:00    Monday      0.0      0.0        3.0  083122  1.727273   \n",
       "2020-08-31 23:00:00    Monday      0.0      2.0        1.0  083123  1.454545   \n",
       "\n",
       "                     RollingAvg  \n",
       "LocalTime                        \n",
       "2020-08-29 22:00:00    3.000000  \n",
       "2020-08-29 23:00:00    0.666667  \n",
       "2020-08-30 00:00:00    1.000000  \n",
       "2020-08-30 01:00:00    1.333333  \n",
       "2020-08-30 02:00:00    0.333333  \n",
       "2020-08-30 03:00:00    0.666667  \n",
       "2020-08-30 04:00:00    0.333333  \n",
       "2020-08-30 05:00:00    1.000000  \n",
       "2020-08-30 06:00:00    0.333333  \n",
       "2020-08-30 07:00:00    0.666667  \n",
       "2020-08-30 08:00:00    0.666667  \n",
       "2020-08-30 09:00:00    0.666667  \n",
       "2020-08-30 10:00:00    0.666667  \n",
       "2020-08-30 11:00:00    0.333333  \n",
       "2020-08-30 12:00:00    0.666667  \n",
       "2020-08-30 13:00:00    0.333333  \n",
       "2020-08-30 14:00:00    0.333333  \n",
       "2020-08-30 15:00:00    3.333333  \n",
       "2020-08-30 16:00:00    0.666667  \n",
       "2020-08-30 17:00:00    0.666667  \n",
       "2020-08-30 18:00:00    1.333333  \n",
       "2020-08-30 19:00:00    2.333333  \n",
       "2020-08-30 20:00:00    1.000000  \n",
       "2020-08-30 21:00:00    1.666667  \n",
       "2020-08-30 22:00:00    1.666667  \n",
       "2020-08-30 23:00:00    1.000000  \n",
       "2020-08-31 00:00:00    1.000000  \n",
       "2020-08-31 01:00:00    0.333333  \n",
       "2020-08-31 02:00:00    0.333333  \n",
       "2020-08-31 03:00:00    1.000000  \n",
       "2020-08-31 04:00:00    0.333333  \n",
       "2020-08-31 05:00:00    0.333333  \n",
       "2020-08-31 06:00:00    2.000000  \n",
       "2020-08-31 07:00:00    0.333333  \n",
       "2020-08-31 08:00:00    1.000000  \n",
       "2020-08-31 09:00:00    1.333333  \n",
       "2020-08-31 10:00:00    1.666667  \n",
       "2020-08-31 11:00:00    1.333333  \n",
       "2020-08-31 12:00:00    1.000000  \n",
       "2020-08-31 13:00:00    2.333333  \n",
       "2020-08-31 14:00:00    1.333333  \n",
       "2020-08-31 15:00:00    1.666667  \n",
       "2020-08-31 16:00:00    1.666667  \n",
       "2020-08-31 17:00:00    2.666667  \n",
       "2020-08-31 18:00:00    2.333333  \n",
       "2020-08-31 19:00:00    1.000000  \n",
       "2020-08-31 20:00:00    0.333333  \n",
       "2020-08-31 21:00:00    0.666667  \n",
       "2020-08-31 22:00:00    1.000000  \n",
       "2020-08-31 23:00:00    1.000000  \n",
       "\n",
       "[50 rows x 27 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly_new.tail(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly_new['is_raining'] = np.where(hourly_new['rain_1h'] > 0, 1, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='count_x', ylabel='count_y'>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DglqtDilF0fORUF2Z++K8ce6SFkqPHj2CmrKnUqnQ0NCAqKgoV4qgTqdr102z3r17e+Tlq1Qq9OvXj2lPKQWlFCaTCZWVlUhMTITVanVNDko4HA6PfQX59+eaqqoqjBkzBpRSqNVqLFiwADt37hQ69gKfhPqihkXnnLJk/PLLL9BoNOjatSuqq6tx/PjxoJ4/OjraI88dYFe6Ar87U9b3Z8uoUaO8UjN5E1pxcTE+/vhjxMXFIS0tDUlJScjLy2NuwlZXV3v1ZrXb7Th27FhwbqAVLF68GC+//DKOHj2KnJwcrF27Fg8//HC7jUcQGkjZMp2xWUend+65ubnIyMhAWFgYDAYD4uPj27yJgz8rAXlBksPhCNr13XVrpPPzxnTq1Cncf//9aGpqgslkQlVVFWbOnMlsLXj69GnF40ePHm39oM+SpKQkXHnllQgLC0NERATGjBmDuXPnttt4BKGD6KEaolRUVHisilUqFXr06OHlADsTgf4yHj9+3GtTuL6+njnhKIVrrFYrkpKSArpuMBk9erRH6mF4eHjQZZQFnRPh3EMUpVJmo9HY7i3Y5GGZYKZOysMpvkI+6enpGD9+PIqKimC1WpGVlYU+ffowNWTi4+O9tHYiIyPRo0ePsxv4WaBSqVzqgkBz5XBNTU27jUcQGgSgLRNydHrnPmLECOzZswdGoxF1dXUwGo04fvx4u/7AJIEud/Lz84N2frkWNksLRiIjIwOrV69GcnIytFotRowYgezsbGacPjo6WvF4e67cMzMzcfr0aTQ0NKC+vh5VVVWuNoMCAY/O6tw7fbYMIQSTJ0/GkSNH0NjYiJ49e7Z7E4ewsDCvmHswszrUarWXM/eV7uWeg63RaLiZMoCybHF7EhkZiZSUFBw+fBgOhwMDBw5sVwliQeggUiFDHJ7q4tkizxEPNGfcVzaL/JytyUnnvcfpdHr9Xyjmvbd3CqogNAm133N/6ZxTVgfAZrMx/08pRMLKTAGa0wzlOJ1Opj2vC5QSBw4c8BqT0+lUDB8JBJ0JqSlNZ5QfCM1RdyBYTpyXG6sU0uA1o3bXi5fseauNQDeLzWaz14Rgs9kCniQEglBExNwFiijN6pRSOJ1Ov2d8Sim3ubS0qvY39ON0OlFeXu4qe7fb7TCZTMyN0JSUFI9USKfTicrKSiQnJ3PHHEgoilKKLVu2QK/Xw2w2Y8CAAcxOT+cK96bnNpvNVV0sOL8IVeftC7FyP0vUajUKCws92uxJzpGHPAzC69EqPxellBvGOXDgABISElyrDo1Gg/DwcKZ9YmKix/8TQpCUlMSdPJTugVc7sHnzZmRkZCAzMxMTJkyAVqtlNh0/F2RlZeH2229HdXU1rFYrtmzZghtvvLHdxiNoPzrryl0497NEKt5xlx8wm80+JQ7kYRZeGCc+Pt7LnrUKB4A+ffp4XcvXilR+ft5TR0lJidd7AHasn1KK8ePHu4qMtFotIiIikJOTo2h/Lti8eTO++uorxMXFISwsDJdccgnWr1/fbuMRtA+dOebe5mEZQogaQBaAYkrpFW19PSVak70SSAhEnuniK69c6Xo8HA4HysrKYDKZXI46MTGROSFYLBbU1dVh3759AJonh/T0dJ9j8PczYu0z8DaR5X8gbbEaKi4uxr///W9YrVZce+21SEtLY9rGx8dDp9N5jJm37wGcfVaUoGPSWX+G52JKegjAkXNwHUWkUIF72MQfx+tu7/5VTnh4OGpraz3sDAYDd2V96NAhj4pUs9mMvLw8pn1eXh4SEhKQmpqKvn37Ijk5GUeOsD/SM2fOwGg0Yty4cbjwwguRmpqKX375hWlvNptRVlbmysoxmUzYvn07075nz56ue3X/ygr9EEKwfft21z07HA7YbLagVrSeOnUKw4YNw9NPP41FixZh7Nix2LFjB9N+zpw5GDhwIAwGg0uPZtkydkN7p9OJzZs3o7GxERaLBUajUaz0OwkiLNMKCCE9AVwOgC8mfg6QqzYqpRcCv1ePyu1Zq1KTyYS4uDgve95K+frrr8fjjz+OrKwsbNq0CTNmzMBnn33GtJecoPsvmuRglTAajYiNjUVERATUajX0ej0GDhzItH/uueeQmZmJ7777Dnv37sUHH3yAadOmobS0VNH+4MGDHvcqfZWOKzFp0iTs2rULubm52LNnDyorK4Pa+u+ll15CXV0dbDYbHA4HjEYjFi5cyLQPCwvD9u3bsXTpUvzjH//Ajh078Ic//IFpv3v3blx55ZWYO3cuHn/8ccyaNQtXX301qqurg3YPgvahszr3tg7LvAHgMQDMUkFCyHwA84FmHXJ/sFqt2LBhA4xGIyZPnszNumCFLhobG73K9AF2tRrreGVlpWKZO+8XoqGhAe+88w7eeecd17ERI0Yw7XU6nVdM3FcMXf7/8n6e7lRVVaGoqAjXXXedx/GioiLFRhMsHRxfoaupU6e6jlFKkZubyxxToFRXV3vl/tfW1nLfExYWhptvvtmv89fV1UGtVmPNmjWuY3q9Hg0NDYiNjQ14vIKOQSg7b1+02cqdEHIFgHJKaTbPjlK6jFKaQSnN6Natm8/zms1mjB07FnPmzMHdd9+NwYMHu2LLSsj/6CmlqKurU3TsAFxt6eTZL6yVuzQhBZI5cvXVV3vkouv1eg/HJ6esrMxLaIy1qpbO516AZDabuavqW265xeuYRqPBqFGjFO1HjhzpEd6SvrImWZVK5Uo1dIdXJFVXV+ehGd/U1OSlIe/OrFmzvP5IL7nkEqZ9oGRkZHgsFNRqNZKSkrhPUILQoLOu3NsyLDMJwFWEkJMAVgKYRgj599me9L333kNeXh4aGxtdIlF33nkn0/6XX37xcCJSaiCrwvP06dNQqVQeIQeVSoWioiJFe0kWV6l8n8WLL76IW2+9FTExMUhKSsL777+P4cOHM+1jY2O9nDtvtTh69GgcOHAAZ86cQW1tLbKzszF69GimfVhYmJfkLyGE+RlJG7vysAxPj0ar1Xp9Rjxhr6FDh2Lp0qWoqqpCSUkJHnroIVx//fVM+0OHDnmdn7cvESixsbHYvHkzhg4diqioKEycOBGbN28O2UYOgt8R2TIBQil9AsATAEAImQLgUUqp9xIxQE6dOuW1gjtz5gzT3mQyeemSS5ugSg4y0LBMdXU14uPj0dDQgKNHj6J79+7o2bMnN688MjISS5cuxdKlS13HiouLmfY6nc7j+iqVilnwBDSvuseNG4fCwkKUlpZizJgx3PEUFxcjIiLC4+lEpVKhtrYWSk9TjY2NisdZfWNZEx3vHkpLS/HnP/8Zf/7zn13H5Cme7hQUFMDpdGLw4MHQarU4cuQIs6lIaxk+fDg2btyI06dPo1+/foiJiQnq+QXtQ6iuzH0RclPSRRdd5FHwo9PpMHHiRKZ9SkqKhz2lFFVVVcyVL8vhsGLc3bp1w86dO9G7d29MmzYNAwcOxDPPPMNNC2xsbPRaifNK/U+ePOllX1hYyLS32WzYtm0bunfvjqSkJNTX1+PUqVNM+9GjR3uNNy4uDvHx8Yr2LHkD1h+Ju+CZO7zQldxxEkIwePBgpv2ll16KTZs2ISsrC9u2bcPBgwdxxRXBzbz95z//iZSUFFx88cXo1asXfvjhh6CeX3Du8SckE6rO/5w4d0rp5mDluF9zzTV4+OGHodFooNFokJmZieXLlzPte/Xq5bHqJYSgW7duzNVkTU0NXnvtNVdMmVKKN954g5sVcdVVV6G2thb19fWwWCxYsmQJVq5cybRXqkblbQrHxMS4HDylFCUlJVwVyfXr12PkyJGIiIhAVFQU4uPjuc1ACCEeaYmEEEybNo05QSUmJuLYsWMeMffy8nKkpqYyr6EEbwJ8+OGHER0djcjISERGRiI1NZUblpk/fz4mTpwIg8GALl26oF+/fnjppZcCGg+P/Px8LFy4EBaLBfX19TAajbj22ms9GoQIQhPh3DsIhBAsXrwYJpMJtbW1+PXXX5mbo4CyeiIhhLlSNplMeOGFF6BSqTBjxgyoVCo899xzTPvCwkLFMnpe3rpGo/HKfuH9AvXs2RNxcXH47rvv8O233yI8PJzrSCMiIjwmELVazc1Eys3N9ZA4oJRi5cqVzH2GQ4cOoXfv3h4xd4PBgE2bNinaK2njAMpdsiT+/Oc/Iy8vD0uXLsVHH32E/fv3czdIVSqVx9OVVqv1KaMcCEePHlV8epOqdVlQStHQ0BDUBuiC4CKcewdDq9Vy0/sklDa8KKVeG4gSffr0wVNPPQWn04nvv/8eTqcTzz77LFJSUhTtExISFNvR8fTj3bNxpPHwtGKA5urJ2bNn4w9/+IPP1DuNRuMR8nA4HNz4s9Fo9PoFVqlUzM/XaDR67UHodDpm3jovRZKFRqNBjx49MHfuXFx77bWuFXl7MXDgQMX74z1xSZNgbGwsoqKisHbt2rYcoqCVdNYN1dAcdQDIHZRUMs7aYNTpdHj00Uc9Zu2HH36YGWfW6XT47rvvEB0djaioKISHh+PPf/4zrr76auaYlBw5bwVos9lgsVhc47FYLNyQRv/+/bFv3z6YzWZXyzleXnzv3r09niakphes1NS+fft6TY5ardZnWEa+euU9cTkcDq8JkFf129b069cP//jHPxAeHo6oqCgYDAZ8/fXXzN8Lh8OBSy65BEVFRbDb7WhsbMQNN9zA3SsRnHtEzD2EUdqYA8CMobP+WFnHi4qKMH78eBQWFmLjxo3Iy8vD4sWLuU8VUVFRXmEZpWIhicLCQo/JKDw8nJvn7nA4MGnSJJSXl6O4uNgVg2ZRVlaGn376CePGjUNycjKuuuoqfP7558xNWFZxEO+e5X8kvv5glCbf9k47XLBgAU6cOIEff/wRhYWFmDlzJtO2tLTUaxLXaDTcmgxB+yCcewdCvqLjxTNZMgOs4yzHxTouTR5RUVHIzMxkFjW5Y7VaAwrL5OXleYQwnE4njh49yrSXVvV9+vTBkCFDEBERwbxfoHnl3q9fP2zfvh1FRUX4+uuvkZyczHy6qampwenTp3HBBRega9euGDVqFA4fPsy9B/nn4Y9Y2sKFCxEfH4+kpCR8+OGHXPtzRWJiIsaOHeszNBYbG+sVdrLb7e3aRFygjHDuHYSffvoJTU1NHk79o48+YtrLHZT0HlaaX6CKhywddnluvTvHjh3zOsaTCM7IyPBa9QbS5FuqsmURGRnplQKq0WgU9xKA5s/uoosuwo4dO1BXV4f9+/dj8uTJKCsrY16jpqbGy6HzxMyeffZZryKm//3vf0x7oFnHft68ebjpppvw888/c22BwCecQIiIiMDbb7+NiIgIREZGwmAw4JZbbkFGRkbQriEIDsK5dxC++eYbdOvWDS+88ALeeecdjB49Gn/729+Y9nKnJv2gWKtM1oqMFR+uqalRPM6Lcaenp3s561mzZjHtu3fv7mXPi1fL/4/40KKx2WzQ6XRwOBywWq1wOp1Qq9UoLy9XtC8rK0N5eblrAqOUwm63M0NdTqcTXbp08bgHi8XC1Zb58ssvPTaFTSYTvvrqK6b9gQMHMHHiRHzyySf48ssvceWVV3Ing8rKSlRUVLgmPkpp0FUe7777buzcuRP//Oc/sX79eo+iNUHHobM695BrsxceHo6mpiY8++yzrmMDBgxg2rPitKxSedYPknUe1nHeKlC++y45Ux7u2uG+Vpg8GQAlpFi5Wq12jYOnVR4XF+f1ZOJwOJgbsIQ0NzCRb8LyulXJJyiVSsUNhbz++useufwmkwnPPfccs5Dpq6++wqOPPorbbrsNSUlJ+Prrr3Hq1CmfWUuBMmzYMAwbNiyo5xQED0lepDMScnc1f/58xMTEuJQSIyIi8Je//IVpz0rPY+VAByo/AHjG/aWvhw4dYtrLK1QJIcjPz2fanzx50q9jEqynCRasLBTWJDFgwADccccdrknBYDBg6tSp3JCD+z1TShEeHs7Vc7/ooos8vnc6nZg2bRrTXkmEjCcpbLPZ4HQ6sXTpUjz77LM4dOgQd19C0HkRqZAdhEGDBmHr1q145JFHsGDBAnz++ef44x//yLRn/WBYf/is/HfWZFBTU6MoosXLyY6MjPRaFfM22rp27eoVlunevTvTvq6ujvl/SvD6typx7NgxvPvuu1ixYgWeeOIJvPPOO1i1ahVX4iAxMdHrM7rmmmuY9uvWrfM69t133zHt77jjDq9K5Ntvv51pf9VVV3n8rPV6PW699VamvaDzEqywDCFkBiEkjxBynBDyOMPmBkLIYUJIDiHk86DeiIyQC8sAzStH99JyXpiCFe5g/cAC3VRjZZQEc3NO6Vy88wcaIwx0rDabDYQQXH/99S5JAF+btkrX5IWPlCZlXsVpVlYWtFqtawWvVquRnc1Wm+7bty+2bt2Khx9+GBUVFZg9ezYWLVrk9/gFnYNgxdRJczvRdwFcCqAIwG5CyGpK6WE3mwFoFlOcRCmtIYSwV2hBIORW7pJjCcReCZYKo7TqlYdZWKthKT9dbs/THjcajV72vArS6upqr9RJnhKmUg48z4GzYt+Bhil4E+mOHTtcMXGbzYaamhquXs99993n8URhMBhw4403Mu23bNniEZqx2+3cVoFAsy79pk2bcOjQIbz44otBlSsQhA5BWrmPBXCcUnqCUmpFs8z5bJnN3QDepZTWAAClVDljIUiEnHPXarUBrTRZWSKssIb0By4PIbD+8CXNGbk9r4mDwWDwsufFn1NTU3H8+HFUVVWhuroax48f524iK23g8X5BWWmhrGyZQPcrgObGGQsXLsT69evxySefYPz48fj000+Z9n/605+wcuVKXHHFFbjxxhuxZcsWjB07lmmfkJDg8RSl0WgCFjITnJ/4GXOPJ4Rkub3my06TDMB9hVbUcsydgQAGEkK2EUJ2EEJmtN1dhWhYJhBYTo21Kg10Q9VisShWZgayCiSEcLNlzGazhzOPjY2F1WplTlxRUVF+Xxv4PaSya9cuNDU1ITY2FsOGDWPuPzgcDmzbtg0WiwUHDhxA//790a9fP+bTjdPphMVi8dCw12q1ivn+7mO68sorceWVV7qO8fYSbr31Vhw5cgQ5OTkghCAuLg7PP/88976bmprw1Vdfobq6GlOmTOG2OhR0XvxcmVdSSs+2SEEDYACAKQB6AthCCBlGKa3ljE1pY6oOwEFfK/+Qc+6EEK+VO++HY7FYFKUDeCvxqKgoVyqgdC2j0ajoNKXVoty+srKSWY5vNpsRERHhkdrY0NDA3IStqqqCXq/3sK+qqmKKVp08edJrZc9Ltzxy5AiampowbNgwV5eqX375hdlUOz8/H9dcc41HuiQhBG+++aaitj4hBMnJyaioqHCFqzQaDXfTOTc3F2lpaR73/OOPP3r1eZUICwvD1q1bceDAAVitVowcORI7duxgnr+pqQkTJkzA0aNHYbfboVKp8Pnnn3ObZAs6H0HMYy8G4N5arGfLMXeKAOyklNoAFBBCjqLZ2e/mnPcuABMASJKrUwBkA+hLCHmeUsp8/A25sAwQ2IYhq/kGa+UuxbLlYRNWTFyK6cvteS3k3B27BE9dUClswqoeBZQzdXghk/z8fKSlpSEyMhLh4eHQ6/WYOHEiU8zs4MGDcDgccDqdcDgccDgcsNvt2Lt3L/MaO3fuxB133IGUlBRkZmZi/fr1XD0dJYniQYMGMe3tdrurcnfChAkICwvjFnp98cUXOHr0KIxGI5qammA2mzF/vvxJW3A+EKSY+24AAwghfQkhOgA3AVgts/kWzc4ZhJB4NIdpTvg4rwbAEErptZTSawGkAaAAxgH4q683dmoCDcuwdNtZzS6qq6u5TsQflJ5G3JH3H/UVxgm0iKmxsdGrKEly3ErY7Xao1WqP/9doNNzMoW7duuG9995zHTObzUy9eKD5iUh+z7wG6jqdzuNpTKVSccNTlZWVsNlsyMzMRGxsLLKzs/0qYDpy5AgKCgqQlpbGlIEWhBbBWLlTSu2EkAUAfgCgBrCcUppDCHkeQBaldHXL/11GCDkMwAHgL5RS72YQnvSilLrrepS3HKsmhLClYeHHyp0Q8hohJN2X3blCSQud5xjlxS2SLatwR2pG7Z7NQillOnCW2iIvW6a8vNyjg4/ZbOZ2SlLKlmEJmQHAiROeiwFfaYoGg8HDMdrtdpSWljLb2k2ZMsXL8dvtduYGpkqlQk5Ojsc9aLVa7j3YbDave+b9EconI6fTydwQlu5h5cqV+Pnnn7Fy5Urk5+fj7rvvZtoDwKJFizBmzBjMnTsXaWlp+OKLL7j2gtAgWHnulNJ1lNKBlNJ+lNIXW4490+LYQZt5hFKaRikdRillt2v7nc2EkP8RQuYRQuYB+K7lmAFALe+N/oRljgBYRgjZSQj5EyGk/US1Ebh07BtvvIGff/7Zw2HffvvtKCgoULSXJg/3MAtv8mCFLnjjuv7667F27VpYrVY0NDTgqaeewtNPP820P3LkiF/HJOQrXOKjxDouLg5Hjx5FWVkZ7HY7jh8/DrVazRQzO3nypFfhk8FgYBaGUUq99HFsNhu3QXZdXZ3Xz5nnrJVi/ePGjWPaZ2Rk4IorrkBkZCS6du2KqKgovPHGG0z73NxcvPLKKzCbzairq4PZbMadd97JnZQFHR/pKdjXqx25H8BHAEa2vD4BcD+l1Egpncp7o8+wDKX0XwD+RQgZBOAOAAcIIdsAfEApVe6r1oEoKSnB7NmzMWnSJMyaNQsvv/wyKioqcPvtt6N///5e9lar1csRqlQqxfJ2gK3+yMuWOXr0qFc/0Dlz5jDtlfTfeTor/nSocic5ORn9+/dHY2MjTp06hdTUVGi1WmaKpNK9ORwO7j3HxsZi8+bNSEpKQkNDA/R6PVdjfv/+/ejevbvrD8tqtWLfvn1MnRZ5qMqfknGtVouamhrU1taiV69e3PEXFBRAp9N5PHGp1WqUlZWJlMsQJ0gbqm0CbV5Z/qflFRB+bai2VF8NbnlVAtgP4BFCiD+PFUFFHobxlfOelpaG8vJyfP/993jwwQdx5swZ/O9//8PUqcqTHitcwwrLSPns8nE0NDQwxzRixAiPNEODwcCN39bU1HgoJJrNZm6zjqamJo9VtN1u58aTBwwYgA8//BDdunXDiBEjkJiYiN27dzMblEyaNMnr8wgPD2emEhJCsH37dowdOxYDBw7EqFGjkJyczI2Jd+/e3cNBa7Vabu1Aa3jmmWeQkJCAoUOHIjU1lavvk56e7vVkotFokJwsT2UWhBrBCsu00diuIYQcI4TUEULqCSENhBC/1O38ibm/DiAXwCwAf6eUjqGUvkIpvRLAqLMbeuCsWLHC69j+/fuZ9vPnz3dlp0g/pOnTpzNDCKz0PJYjYuVeV1RUMMf06aefYtCgQYiIiIBOp8PcuXPxwgsvMO03b96Mn3/+GRaLBRaLBTt37sSqVauY9gsWLMC7776LpqYmGI1GFBQUcEW99u7diwcffNBlX11djVmzZnlMKO6YzWaveLmUMaMEpRQTJkxwhXJUKhU0Gg1XXG3UqFFeTytTpkxh2gfKjz/+iCVLlsBqtcJkMqG4uBjXXnst0753795Yvny5K5soOjoaa9eu5YaWBKFBR3buAP4B4CpKaTSlNIpS2oVS6lchiz/ZMgcAPEUpVQoujiWEpFNKcwIZ7dngnkXhdDqhUqm4aYRypBg6K0+c5cRZxwsKCjBixAivXwDeqrRbt27Yv38/iouLodfrERcXx30C2b59OxYvXuxazZaWlmL06NFM+/LycixcuBAvvPACIiMjcebMGe75Dx06BK1W6xFyaGxsxIEDBzB+/Hgve0nz3R1KKTMUopR5QynlxtDd89vlx4LBvn37PCZ4p9OJw4cPc94B3HTTTbjqqqtQVlaG5ORkrka+IDToAM7bF2WUUvYGGwefK3dK6QqGYweltA4Au4a8DaipqcHXX3/tSt/bunUrd3ORlSXCkh9grcRZYY0hQ4YoHve10UYIQa9evVyOned8+/btizNnzqC0tBRnzpxBVVUVV34gPb05uam2thZFRUVwOp3c5tJRUVFeq261Wq24JwE0t++bOnWqK2wTHh6OAQMGMOPharUab731luszsVqtaGxs5H5Gx44dw4033oiwsDAYDAY899xzHpPP2ZKamurlnP0Jsej1evTt21c49k5EB1+5ZxFCviSEzGkJ0VxDlKtWvQhGnvs5vfPu3btj1qxZrk3DjIwMbNu2jWl/5swZj4IiXzF66TFbXnHKKsWXVqvyVD1em71AWbhwIRISElznj4mJwT/+8Q+mvTwVEmBPTkCzLsv999+Pd999F1qtFjabDV988QVzJa7RaLBq1Sq8+uqr2LlzJ4YOHYonn3ySuekMABdccAEeeeQRXH755Thz5gx2796NDz74gGk/aNAgEELgdDphs9nwwgsv4M033+SmTwbC1VdfjS+//BLr1q2DRqMBpRRffvllUM4tCC06uF57FAATgMvcjlEA//X1xmA49+Bp2/qBXq/3yAaJiIjgdrqR66RLDjsnJwfDhw/3spc2CuWpkFIjbDk5OTmKYRlfq8BA0jn79evnZc87/549e7yO8fLc9Xo9XnnlFcybNw9FRUUYOnQokpKSsH//fsWsHIfDAYPBgKeeesp1jFLKnACBZuc+aNAg7N27F2PHjsX8+fP9boAifR+oTj0PlUqFL7/8Env27EFVVRVGjx7NzA4SdG46cliGUnpHa9/bZlMWISScELKLELKfNAvTB0Usu6mpySuEwPujZ0n+sgp0WCtu1nHWeXhFTHL8KcSSOzrWfQHNeevyX1jeL7CUApieno7p06cjOTkZlFJmAxGlzWhKKXflbjabceTIEaSnpyM8PNxnfBsAHn/8cRw/fhw5OTm45pprfP4RrlixArm5uThx4gQ+/PBDn/rypEWu4LLLLhOO/TxFqgHpaJ2YCCGPtXx9mxDylvzlzzmCsXJn9TJrAjCNUtpICNEC+JUQsp5SylZz8oPJkyd75DNTStGnTx+mvdFoRHh4uFeYhRUzPXHiBIYMGeJlf/r0acUYtHRuuT3PuUs27s5K2hxW4vDhw8jMzPQ4dvToUcUnDwB46623cNlll3kcY6V+Ar9/Fu73QAi721NERAQcDgfUarXHPZeVlTE3kvfu3YuMjAzo9XokJyejsbERv/76Ky644AJF+5ycHPTp08f1lPbpp58yNfgB4PPPP8cNN9zgsu/evTtWrFiBu+66i/kegQDosCt3aSMxq7Un8CcV8ifeMUqpdzoFXKW2klCLtuV11iEc+QqLEMLd3JLCCu5hFgDMlaO0USm3Z00gUrcfuT1PB0WpypZXBTdgwAAve14B0LZt27x+YXmiXpJDlt8Dq0I1Ly/P5djd74ely+NwOFyOXUKlUnFrAdLS0jzCb3q9nruJHBkZ6WEfGRmpmOkjEMjpiBuqlNI1LV8/Vnr5cw6mc28Jq8SiWaQ+hhAS2/JKgbcIPescakLIPjSL3fxIKd2pYDOftAjg83LDWwsr3MEq0GHZs46zJpZAW87xkOusAPwuSXq93qvakpePzQo5sX6plZ4weKEltVrtFUaSawT5wpdtU1OT132w8vQlTp48idtuuw3Tp0/H+++/H9TWiILQoKOGZdzGN5AQsowQsoEQ8rP08ue9vFHfg2bd4MEtX6XXdwDe8efklFIHpXQkmrWNxxJChirYLKOUZlBKM3irXQlptScX9mIhZYm42wPN6YVKSBOM3J418UibuXJ7XgVpY2Ojlz1LowbwjnFTSrlhnylTpiA6Otrl4PV6PbdISnKC8s+U9XSQlpaGH3/80ZXKaDKZkJ2dzZ1A1q5d67JvampCTU0N9+lj7969XuPhpbx2794dRqPR5eCNRqNi1pCEVCvw2WefYcOGDXj00Ue5+j6CzktHXLm78TWAvQCeAvAXt5dPmM6dUvompbQvgEcppamU0r4trxGUUr+cu9u5atEsNn/WbaWkClJ5SICFlN8tDzmw9NmVzg+wi5KysrIU7Xn7AO567tJX3gZpYmKiV1iGFQ8Hmieu/fv3Y+HChbj77rvxzTffcGPP0sap/DNlTWjLli3D1VdfjUceeQTLly/H008/jenTp3NVEhcsWIBbbrkFH3zwAV555RVMmDAB3377LdO+oaHB9fRDCIHNZuOmvF500UXYv38/vvjiC6xcuRIbN27k9lz95ptvYDabXdcwGo148803mfaCzksHd+52Suk/KaW7KKXZ0sufN/ojHPY2IWQigBR3e0rpJ7z3EUK6AbBRSmsJIRFo7gr+ij+DOhewwiaBttkL1qN8MB/99Ho9mpqaMGNG81zKExnjwZJokPLC6+rqUF5ejpqaGjgcDuY9OBwOVFdX49tvv3U5dJ1Ox90gTU5O9tiHCAsL4+5jAMCFF16ICy+80Mdd/T4m+c8ukFCaoPPQQTdUJdYQQu4DsArNSSoAAEopu7t8Cz6dOyHkUwD9AOxDs8A80LwxynXuABIBfEyaRcdUAL6ilP7P1/V8IW9H556pooTRaERkZKRXNgtrZX369GkMHjzYy76oqEixE1BmZqZitkxRUZFiNyHg92YX7mPmbQpLrf8ke0opTCYTU/2xoKAAMTExGD9+PHQ6HSwWC7Zu3YrJkycr2peXlysWerFkHe6880707t0bM2bMcDXtmD9/PrNJiFqtRrdu3TxCVTabjdncA2jWC0pKSnLtjTQ2NjI3bFvD1VdfjaeffhpWqxWUUuj1evzxj38M2vkFoUMHd+7zWr66h2IoAJ9SpP4sFzMATKKU3kcpfaDl9aCvN1FKD1BKR1FKh1NKh1JK+d2K/UTu0Hw9NklxYHkYhBUTlxya3J7VEk7KKJHb84qMwsLCvMbMW5UqhYTkeuru5ObmIiYmBuHh4VCpVNDr9UwpAaVrS2NjxfWLioowa9Ys18parVZj3LhxXMlcpc/700/ZyhWvvvoqtmzZArvdDpvNhg8++AC7du1i2gdKr169sGPHDsyaNQuZmZl48sknsWTJkqCdXxAa+BOSaU/n7xYOd3/5pTHtT577IQAJANg7fucQlUoV0IfNChWwdE1YVZas4ywHGMgY/bGVx9x9hYMIIVi9ejXq6+tx4YUXclsBsp4aLBaL4iQSqMaL0n4CpZR7nsrKSsyYMQMRERGw2Wyw2+249dZbA7quL4YMGYL//e+sHyYFIU47N+NQhBAyjVL6M2HoyFBKfcoP+LNyjwdwmBDyAyFktfQKdLDBwmw2B6TnXlXl2aLQV8hBKRsHYFfB9uzZE/X19R7jcDqdqK72GRLzGBNPi6aqqsrrnmtqapj2drsdkydPxs0334x7770X6enpWLduHdfefXPRarWiurqamS7KEiFjTXRKjT9UKhXXWc+YMQN6vR5msxl2ux0RERG44oormPYCQWvpoCv3i1q+Xqnw8usPwZ+V+3OtGVlbwYvTKqFU9CSVyvNWpe5hFl5pvd1u92rm3NTUhBMnTnBL2uX7BLwNVaWVNcvxAs09V3NycjzyvJ955hlmt6elS5fiyy+/xPvvv4/k5GTs2rULd911F7KyshSvU1BQgG7durnCS9LkdOLECYwcOVLxGvJJWKfTYehQr8xYF/feey/CwsLwySefQKfTYdGiRUw5BIGgtbR32IUFpfTZlq+t1pbxJ1vml9aevC2Q/zB8hShYP7gzZ84oioGxwhcs4bDy8nKvjVan0+lTW0Z+DzzcUycle94GbGlpqVfIg6edXlVVhYMHD3rIGYSFheHIkSOKTzgqlQphYWGorKxEfn4++vTpg4SEBKaAm9Pp9FJzpC2a+ixSU1Px4osvYs6cOQgPD8eQIUNw5swZpr1A0Fo6uCokCCGXA0gH4FrZ+rOH6Y/8QANpbu9UTwixEEIcxM82T22BPIXNV1hG7uQke9YTQGFhoeLxU6dOKR7X6XQoKSnxGEdYWJjP9EP5PfDS8IqLi73sedW848aN8/qF5a2Sp0+f7hEWIoQgPj6eqV0zaNAgfPvtt0hJScGMGTOQmpqKpUuXMsM1KpXKawJ0OBzM8wPNk++QIUMwdepUjBs3DpdddllQUxUppV5VviIV8vykg4ZlpLG9D+BGAA+gWV79egDsIho3/GnW0YU2t3eKAhAB4FoA77V+uGdHoLOsvGpS+kGxQiasWDzreP/+/b2KjALtDgXw9d8fffRR1NXVuVIuTSYT7rvvPqb9d9995/U58SaDzMxMfPbZZ4iMjIRarUafPn3www8/MFsOFhYW4pZbboHJZEJdXR0sFgseeeQRbrtD+cpdpVKhoKCAaT937lycPn0aDQ0NMBqN+O2337gVpJRSbNq0CQ0NDTCZTK5MGxZbt271yOO3Wq3YudNLHUNwHtCRnTuAiZTS2wDUUEoXAZgAYKA/bwzIU9JmvgUwPeAhBgmlsAwP1mTAKvdnrbhZYZmjR496XUOlUnFj4oB3WIaXRnjq1CnExMSgd+/e6NevHyIjI5Gbm8u0Lykpgc1mg0ajceWe8+QNiouLMX36dNTX16Ourg4nTpxAVFQUM6PoyJEjXves0+mY5f5Op9MrFZIQgoMHDzLHdODAAQ/nbDabsXXrVqb9tm3bMHbsWHTp0gV6vR5jxozh2u/cuRN/+tOfUFtbC7vdjt9++w1XX301017QOSEdXFsGgBTfNRFCkgDY0FxD5BN/wjLXuL2uI4S87HbBc45cS8ZXWIb1qM2KWbOyUFjHWT94XzF3+T3w5Afi4+ORn5+PwsJC5Ofno7i4mCtvkJycjGeffdbV7Do7OxsjRoxg2h89etS1wWswGFzyBgcOHFC0Lysr8/pcrVYrV8slJSXF43uNRsN9ulGatHnaNWq12qMGwmAwMIvIgGZ9nP/+97+IiYmBVqvFtGnTmBO4oHPTwZ37GkJIVwCvAtgD4CSAz/15oz+jdk/BmQ6gAcDs1owyGARa7i9fsUrvZ4VlWCmMrM2/nj17Ko6Lt3JXmnB48rd///vf0bdvX9dTS2JiIt544w2m/W233Ya//vWv0Ol00Gq1GDZsGFc3xWq1eo1Xp9MxC7HS0tKwYsUK6PV6dOnSBeHh4ViyZAlzM1qlUuHtt99GVFQUwsLCoNFocPvtt3Odu1I18PTp7AdGq9XqMUE6nU7uZzpr1izccccdCA8PR5cuXRAfH49vvvmGaS/onHTkIiZCiArAT5TSWkrpN2iOtQ+mlD7jz/v9ibnf4fa6m1L6IqWUnXrRxsiLmHx98PJwh2TPcuKs1Z585SlRVFSkOA7eKlPpHljCZEBz5ojc3l0uQI7RaPS4vlar5WqhSw1H3PFVZLR582ZERUUhOTkZ8fHxWLduHVNpk1KK0tJS2Gw2WK1WaDQabN68mfv0sXTpUuj1emi1WoSFhaF79+7429/+xrQfNGgQamtrYTKZYLFYXE1aWBBC8PbbbyMvLw9btmzBqVOnkJaWxrQXdF46qnOnlDoBvOv2fROl1O9ek/5oy/QE8DaASS2HtgJ4iFJaFOBYg4LkhKQP3NdKnrWpxoqtV1RUKDrOyspK1yrdHaXVqpT37atHqPs9WK1WZqiorq7OS1umsbGRKUEgFf64n6+mpoY5gTQ1NXn9AhNCmM7RaDTiX//6F2w2myuWXllZiYyMDEV7Qggeeugh12RhsViQn5+PH3/8ETNnzlR8T2ZmJvbv34+1a9ciLCwMN9xwAzcDKSEhAVVVVcjKygKlFKmpqcwWiO707t2bG74RdH46Yp67Gz8RQq4F8F8aYNjCn7DMCgCrASS1vNa0HGsXJIldd3iP3/KMD+nzYcXQy8rKPOykrywtGins4/65E0KYXYwA5SYSvHtQmkB4ee59+vTxkEuglKJHjx5Me6UURl7VbF1dndekabFYmKErp9PpJfplsViQk5PDHBPQnIn00EMP4U9/+pNfypZxcXGYPHkyLrroIu6TjUAgQUhzFzRfr3bkHjRruje1pKM3+JuK7o9z70YpXUEptbe8PgLgu6tGGyFv/ixtArKQO3dfK37pXO4Vqu7H5UjpfPLZn9eIQq/Xe90DT5+9S5cuXvasnHLAO4RECOGGiZQ2EgkhzAmQtdIJ9DgvLCMQnCs6algGcKWiqyilupaU9C4taenS2NNZ7/XHuVcRQm4hzS3z1ISQWwCwSwvbGIvF4uWYeTniLCfOSj1khXFY2uY8WV9/kWcAKeG+CevL1mAwBFSQw1pxszadBw4c6CWkFhERwYxZS+lm7qhUKsUwl4TT6cTNN98MvV6PqKgovPrqq7xbEAhaTUd27n7AlFb1x7nfCeAGAKVoVoa8DsDtQRlWK1Cr1a7+m9KL93jPEgJjIT3Oy+1ZjkjajJTbK4WPJJT6h7I6QwHNISH5LxhPTuDXX39FcXExzGYzHA4HTCYT/v3vfzPtpVCUO5RSZqho/PjxuPvuu11PMwaDAZdddhnmzp2raK9UgatUIerO3Llz8fnnn8NsNqOhoQGPPfYYli5dyrQXCFpLiDt35uD8EQ57HsA8SmkNAJDmptn/h2anf84ZNGgQampqUF1d7co6YYlVAcpt9iilrt6qcqSiH7k9azOytLQUgwYN8rLnhVmUZIt5aYFKoSieKNmaNWuwfPly3HrrrYiOjsb333+P/Px8pgqjkiAXIYSpMX/y5Em89dZbuPjii7Fv3z4MGDAAc+bMQWFhIbNhR1xcnMcTQkREBHfDedWqVV7HXnvtNdxzzz3M9wgEgaL0VBliMFer/jj34ZJjB5rbOxFCRgVlWK3E4XCgd+/eUKlUXOlbHqxy/EDz6Hll/YEQqK6Jr3E2Njbirbfecn3PawaSnJwMh8PhEaqilDI3MZ1OJxwOB06dOoVjx45Bp9PBarVyN4WXLl2KOXPmwOl0QqVSYdiwYRg/fjzT3mAweITCCCHMiUMgOBs6+Mq81fgzZakIIa4dt5aVuz+TQptQUlKC+Ph4aLVaaDQaxMfHe+mWuCPls8vDJqwCHamyVG7Pyvm+6KKLFMMyPOerZM9rIVdaWupV0crK3gGA4cOHQ6/Xu1Yker0ef/kLu2F6UVER1Gq115hYE6fBYMBNN92EJ598El988QVefPFFXHzxxcwxEULw/vvvu1ryOZ1OnDp1CuvXr2eOSf6UQSnFwoULmfYCQWvp4BWqvlDeDIR/zv01ANsJIS8QQl4A8BuAfwRrZIEirSbdwyC8LkNSJog8+2Xv3r2K9lJut9yelfNdVlbmEZeTvipVWEoo2fNW1r169UJxcTGamprQ1NSEM2fOcNv4DR48GNnZ2Zg3bx6uuuoqLFu2jOsYpacG9zERQpgSu5s3b8a6detcKZ1msxkHDx5kpn86nU5s3LjRNXE6HA6Ulpbil1/YatKbN2/2Ovbbb78x7QWC1iCFZYLh3AkhMwgheYSQ44SQxzl21xJCKCFEuTDE03YSIcTQ8u9bCCFLCCGuNDNKKfPx1x89908IIVkAprUcuoZSetjX+zoKrEeuUaOUI0uBpvOxsmgCQYrTs6CUemzoJicnc+2joqKQmpqK5cuXu441NTUx0yFra2vhcDiwa9cuWK1WdO3aFcOHD2fm97KyXwJ9vOXtSyg1Rwm0vZ9A4A/BCMsQQtRoria9FEARgN2EkNVyX0kI6QLgIQD+SpD+E8AIQsgIAAsB/AvAJ/i9UxMTv6YkSulhSuk7La92dezyAiBfWuhSezx5yIHVMFrKvJHbHzt2TNF+zJgxivY8R6TUNo8XZjGZTF72rM5QQPNTgNy+srKSaQ8Ae/bswfDhwzFx4kQMGDAAGzZsYG5UT58+Hampqa50SLVajS5dujCbdahUKsWJglWdCgB33323RwWuXq/Hbbfdxr0HgaA1BClbZiyA45TSE5RSK4CVUNbgegHAK/BffNHeUpk6G8A7lNJ3AShrccvo0MEkJeQhGF+73VKWizwMUlxcrGg/cOBARXuWbkpeXp6iPU/XRF6UBPBj7pJSo4SvoqSDBw96bUbyVvpdu3ZFWloaIiMjodPpYDAYMG3aNBw5ckTRfv369VizZg1mz56Nvn374tJLL8WGDRuYErusaleeUNcjjzyC559/HoMGDcLw4cOxcuVKTJkyhWkvELQWP517PCEky+01X3aaZADu+cxFLcfcrzMaQC9K6doAhtdACHkCwC0A1pJmMTGtj/cAaMeN0dYSaN4py5bl7OTFOb6OS5SUlOD06dOIjIzEkCFDuGNUEjPzpf8eCJRSr/GyGm9I9vKnH6fTyZxACgsLkZCQgK+//tp1zGQyMTdgWZ81r/iMEIK7774b6enpCAsLwwUXXMC0FQjOBj/9SSWl1GeMnHMNFYAlCLxG6EYAcwHcRSktJYT0RrP8r09CbuUuLwDylRIo10n3VZR08uRJDzvpK6v93qBBg5CdnY2oqCgMGjQIffr0wa+//uoKBymhFJbh9Qe12+1e9rwCIJ1O5xG2sVgsOHyYHU2LiYnxkFeglMJisTBDVzfffDN+++03mEwm1NfXw2g0YufOnZg6daqivUqlwrx581zVplLR06OPPsocU0FBAfr3748bb7wRs2fPxtixY5nNQwSC1kKCpy1TDMBd0KhnyzGJLgCGAthMCDkJYDyA1b42VSmlpZTSJZTSrS3fF1JKP/FnQCHn3APd/GBJ/m7cuFHRXspCkYdZWEVGP/30E/r37w+DwYDo6GgYDAaMGjUK+fn5zDHJdWoopdzQ0kMPPYSioiJXCmVFRQXuvJNdQzZkyBBkZ2ejpqYGFosF+/fvR3o6U4ICffr08bg+adGuOXr0KHP8kydPRklJCXJycnD69GlMnDiRuUkNAO+99x5yc3OxYsUKrFu3Dv/5z3+YtgAwf/58VFVVob6+Hg0NDcjNzcX//d//cd8jELSGIMXcdwMYQAjpSwjRAbgJzYKLAABKaR2lNJ5SmkIpTQGwA8BVlFLFUnZCyK8tX917WAckHNZmYRlCSC807+r2QHMV1TJKKbtjhP/n9Yo/81bvkm1NTQ0qKirQp08f6HQ6prNjqS2ywjJSswc5SsqP7u9xOp04efIkDAYDEhISEBcXx7Q/evQoevfujczMTGg0Gmzfvt21katEZGQkLrjgAlRWVqKsrAxjxozhrj5Y0sG8TCC1Wo1+/fq5BNIopcxrOJ1OqNVq9OrVyyXvYDKZmJo2AJCfn+8RKrJYLMzJRiA4G4KRLUMptRNCFgD4AYAawHJKaQ4h5HkAWZTS1fwzeJ3vgpavfm2eKtGWK3c7gIWU0jQ0P4LcTwg5624IcpEtX2EZh8OBJUuWICEhAWPGjEFycjL27dvHXImzHv1ZxydNmoSamhqPcYSHh3Nz70+cOIH09HQMHz4cKSkpmDdvHjPsAwBTpkxBZWUldu7ciW3btqGurg6XXXYZ076hoQFbtmxBVFQU4uPjXfsBLFj/xwrLsCpXWcqZKpUKP/zwg8tZSxMBb9N59OjRHn90arUaEydOZNoLBK0hmHnulNJ1lNKBlNJ+lNIXW449o+TYKaVTWKv2YNFmzp1SWkIp3dPy7wYARyDbPT4X7NmzB8888wysVisaGxtRVVWFK664gmnP6mXKi3HLV91qtVpRr0XigQceQH5+PkwmE5qamvDNN99w9d8fe+wxxMbGup5aunTpgueff55pf/DgQYwZMwZhYWEwGAxITEzk7gEoxft5KaasX3bWEwAAjyclQggcDgeGDx/OtFfabA1GTYFAICdIYZkOxzmJuRNCUgCMgv+J+7xzeYVleBw6dMjLpqysjBkTZ+mXsI5Lla7ya/CyU/bt2+cxWRiNRmRnZzPttVqt1z3zwiyUUg9Hq9FouNrpStrwhBDs2bOH+R75/fJ+DpRSpKSkeMX1eRPO/v37PZ6GHA4Hdu/ezbQXCFqLcO6thBASCeAbAH+mlHptBBBC5ku5o/6IcAUallFqmuHesk4Oq/iIFUNnxeJ5RUz9+vXzcHQREREYMmQI014pQ8jXPoP7eJ1OJ7dIipVjL+X8KyG/vq/xyGWFHQ4HN/1z0KBBHhNYREQEd1NYIGgtwrm3AkKIFs2O/TNK6X+VbCilyyilGZTSDJ6+ipt9QGNIS0vDnXfeiYiICERHRyMyMhL/+c9/kJqaqmh/6NAhxeOsVMKhQ4cqjovXBm/58uWIj493pQWOHz8e1157LdNeaYXL27DNzc3FoUOHYDQaUVdXh9raWm4qZEVFBZqamjzSP48cOcLUu2lsbITZbPa4Z7vdzs0Qqq6uRn19Perq6mA0GrF3715kZmYy7ZctW4aEhARERUUhMjISI0aMEMJhgqDjj2MXzl0Gaf5EPgRwhFK6JFjnlWuY+PrgIyMj8eabbyIrKwvffPMN8vPzMXXqVFd7PDmsFTTruJTBIR8Hb7Nw4MCBOH78OL777jts2rQJGzdu5Oqzy580CCHc+LZKpUJmZiYKCwtx4sQJqNVqZg460LwvYbVaPdI/+/fvj19//ZVp73A4PMZkNBq5YZyhQ4fCbrfjxIkTKC4uxoUXXsj92fXq1Qt5eXlYs2YNNm7ciF9//ZX7mQoEraWzOve2rFCdBOBWAAcJIftajv2NUrrubE4qrRb9/cBtNpurBZzUBo5Syoz31tfXK6Yl1tXVKWaJFBUVYcCAAcxxsujSpYurnN7pdMJmszFX+01NTR679k6nE1arlensGhsbYbFYPCakgoICZt9VViMSVpw+KSkJtbW1yM/PR+/evVFaWgqNRsNN5wSas2z8aXQtIeXTCwRtSag6b1+0ZbbMr5RSQikdTikd2fI6K8cOePf7ZOmWSEjxZPeQA6WUKYqlZA+A2Yhi2rRpivasTk+Atz47IYSp4wIAr7zyCqqqqtDY2OgKtSxevJhpHxUVheLiYjQ2NsJkMsFoNOKHH35g2qenp6OhocGVKWQymbBhwwavRtsSffv2hUajQVpaGmJjYzFw4ED06NEDY8eOZV5DIOiodNaVe8hVqMpXmb4yR6TVrnvIgRCCffv2KdoPHjzYy979uBwpli23Z62SgWapW3mYhSd/++OPP2Lw4MF44IEH8OCDD2LIkCFYs2YN037ixIno1asXDhw4gKysLJSVlWHevHlM+/Xr1yMzMxPffPMNdu3ahXfffRfXXnsttm3bpmh/6NAhREVFuZ40pCrgXbt2Ma8hEHRUOqtzDznhsEDb0bHsCwoKFFfvdrtdMQOG9XRQUlKiGI/nhWWkik13W14efUREBG6++Wb87W9/g0qlQkJCAlM+AWiO94eHh3sU/fDGU1tbi7KyMsyZM8fjOGvTtqqqyqsZiVqt5qY2ngu2b9+Ol156CU1NTbjvvvswe7aS4qpA8Duh7Lx9EXIrd3n4w1daoHtVpLv91VdfrWgvFRPJr8MKm1x88cWK9lJ7PyXchcCkrzwJ32XLluHNN99EQkICunfvjsWLF+Pf//43014eEpKEwFhMmTIFiYmJ+Prrr5GdnY0lS5ZAr9fjoouU+wFITw5SUZHdbseBAwe43aHsdjuee+45jBkzBpdffjlyc3OZtq1h9+7duOSSS7BmzRps2LABc+fOxVdffRXUawg6J5115R5yzl3KjZaHWVgoCYERQphFQ5JapDzMwtJzl1rFye15m4vh4eFe9ryK1n79+nmFcVjSAEDzRFReXu6ayJxOJ4qKirjj2b17N2bPno3Ro0fjnnvuwddff81UqnQ4HLj44os9xjR06FBuBs/999+PV199FXv27MH69esxbtw4pqZ+a3j77bc9njRMJhNeeumloJ1f0HkRzr2TwSqgYf0gA82vDyaBXttisYBSiieeeAL33HMPNm3axM1SsVqt0Ov1rnCUXq/HJZdcwixuUqvViImJcdlrNBp06dKFmb1DKcVHH33kcr6UUthsNu6+QaAofUbt+TMThA7CuXcQpIwOf8MyUnjE32wWqZJSbs+qnk1ISFC054VllMbMi1eXlJR4VajW1tYy7Q8ePIjRo0fj9ddfxwcffICrrroKjz32GNM+MTHR6xeYEMJMhZTuWY6k+KiEXI/G10Z4oNx3331ebfl4evECARBc4bCORsiNWsrM8DcsExMT42UPsJUQe/TooWgvHZdTUlKiaO+rHF8+Zl5IQ65gSQjhqk7+97//RWVlpSsmbjab8cknbH3/qqoq1NbWuhp8SM03WBOgFPJxx+l04sSJE4r2hBA8+OCDrntUq9XQ6/XMfY/WMGHCBKxbtw6XXnopLrzwQixfvhy33HJL0M4v6Lx01pV7yGXLBPphE0LgdDqxYcMGlJSUYOzYsUhPT2fmZAeq5x6oPWuMvHsK9J579erlNXnxdFx69OgBg8GAHTt2wGAwoLGxEZMmTUJeXp7iJqnFYoHZbPaQ+DUajdym3S+//DJSUlKwevVqJCUlYdGiRdyq3NZw0UUXMTeBBYLzjZBz7kaj0aNhtJQJwnJeFosFN910EzZt2uTaXPzwww9d1aFy8vLyMGrUKFBKQcjvjUDy8vIwevRoL3spP12ylzh69ChzAnE6nR4yClJ3JdamqtlsRkREhIe92WxmrvYvv/xy7NmzxxXjjoiI4KYF9u/fH7GxsR6O0el0MiUXkpOTUV9fD71e7/qMtFqtokibBCEE9957L+69916mjUDQHoTqytwXIReWka+ICSFczZF169Zh06ZNrupOs9mMu+66i5nDLTkoeZiF5bikFEb5L4gkdaCEXB8HYId9AOV4PE91MikpCZ988gn69++P7t27Y+7cufjTn/7EtO/Vq5diGIkVE9doNOjatavHZ6TT6bgyxwJBR0WEZToIGo0moA9bakadmpqKhIQEHDlyBPX19cymHKzVMKvLECt/PNCwDG/TRlohu9vzwiz79+9HUlIS1qxZA5PJBJ1Oh+uvv56Zq9/U1ASdTueSFvb1C+1wOGCxWLzCMjqdToh7CUKOUHXevgi5lbvRaAxIz33o0KFYtGgRDh48iLVr1+LkyZO44YYbvBpnS7A2Wll54jU1NbBarV5j4mnLmEwmr0YUvCKj/Px8r/OfOnWKaX/BBRdg5MiR6NWrF/r164eEhARuW759+/Zh8eLF6NGjB0aPHo24uDhs3LiRmZFz8uRJrycHlUrlalwiEIQKIlumA8HqiMRi3LhxeOihh6DX69G1a1dERUXh008/ZcrZsjReWNrmarVasVMSqwAI8HbWDoeDq8tSXFzs5dx5PVdjY2Mxbtw4GAwGREdHIzY2lhvrLikpwcsvv4zKykocOHAAtbW1uPbaa5m/1OHh4Zg1axZOnz4Nh8OByspKXHfddcwJUyDoyHTWsEzIOXf5h+3rg1epVF6xY5VKxcyqYIUVWPIAdXV1imPghScSEhI8HCevsQfQLA/gbq9SqTBp0iSmvc1m8wgvqVQqrjRAU1MTNBoNwsPDXZoxVquV+TSRnJyMPn36YMiQIejduzdSUlLQ0NCguOEsEHR0hHPvIATaZo8lHMZ6AmBtVLIcXUZGhuI1eBueJ0+e9Ij5G41G5h6ANFb5PbP2AIDme3bfMLbb7dwwztChQ7F48WKYTCYcOXIEdrsd119/PVdCYeXKlaioqMDJkydRXV2NTZs2BbUoSSA4VwjnHqKwen2yYugsdUaWKuTx48dx6tQp12YkpRQFBQXcnqivvfYaCgsL0dDQALPZjLVr12L9+vVMe6fTGdDTyuHDh7Fp0yaYzWY0NDSgvLwcr7/+OtM+PT0dCxYscP0iq1QqfPLJJ1xnrVarERERAa1WC51O5/PpQyAQnFtCLkiqFJbhrd7lDkqyZ8XQWel8rJVyVFQU+vbtC7PZjPLyckRGRqJv377cMf3yyy8YPHgwBgwYAKPRiMLCQm41pdVq9cqOYUkTA8CxY8ewYcMGJCYmQqVSYffu3Vi9ejXz/AACmjwEgs5CKK/MfRFyzl3eZs9XWEZeXCTBynO32WyKK1abzaa4YShNBnq93tW5yJfeTXJyMsrLy12pieHh4V4SA+40NDR4KElKhVss5z5y5Ei8+uqrrrj74MGDfbbAk39OrM9NIOhshGo2jC9C7q4CVfqTx7Kl97MyO6RwjVwIjNVQW2r7Jx/XsWPHmGN64YUXEBUVhaioKHTp0gWDBw/GI488wrSPj4/3WlnzsobmzJnjsQGs1+vxhz/8gWlfUlKC3Nxc16REKcVnn30mVBUF5wWdNeYecit3eXWnr7CMPBYs2bPiyVLM3b36kreKlcS5AhECmzlzJrZv346ffvoJERERuOmmm7j2gf5yaTQar9UIL36+fft2zJs3D9dffz3S09Oxfv16bN26FTNnzvS54hcIQp1Qdd6+CDnnLg/L+GOvZLt3716mpK0SrEc3qbmHHMnpsxgyZIhr01XSvGE5YIvF4hWWsVqtzPTMwsJCDBgwwOMYb4KKjo6G2WzGihUrXMdUKhU3I0cg6AyE8srcFyEXlpFnrfiKb0spifIwy4QJExTt3RtKuH9lNa7o0qULmpqavOzljbzdkVfZAkBOTg7T3t3pSnz88cdMeyWdGt4vsEaj8RqPL0kEgUDQsQm5v155rNzXzCuFO+RCYFKsXI5UxCO3Hzx4sKJ9fn4+wsLCvOx5crbuqpYSvXv3ZtqPHj3aKxQ1btw4pn2gVbwVFRVeq3SNRtPuDa8FgnOBkB/oZLA6K7GKnljHlfLffT1NBHJ+AIot8ngKjLxzKZGZmemV39+jR4+g660LBIJzR8g5dymW7W+bPXk2i/SVJT+wY8cO7Nu3zxWeMZlM2L9/P37++WdF+2HDhrl6lkrnJ4Rg3759zDE5HA6v8fCePtauXQuj0ej63mQyYdWqVUz7H374wePclFJXxygl5I5cejLorLFIgcCdzpotE3LOXcp+cQ+D8D58adUrD5v88ssvivYOhwPTpk3DSy+9hG+//RYvv/wypk2bxtzs3Lhxo8dmpz+/CGq12sue1zbv73//O6ZMmYJPP/0Un3/+OaZPn45FixYx7U+fPg2r1epxDV62zKZNmzwUICmlWLVqlceEIhB0Vjqrc2/TbBlCyHIAVwAop5QObctrccageJxVoWqxWGCz2bB48WLXscjISKa2DK+hBY/Dhw9j7dq1MBgMmDNnDte5azQaZGVl4bbbbnMdi46OZtpHR0d7xQl5+vJKmT2EEK7ejUDQGQhl5+2Ltl65fwRgRjBPKI8N+wrLlJaWuuykryaTidkpqUePHkhOTnY5Q61Wi4SEBGba5NSpUz3GIH0tKytjjmndunXIzMzEk08+iUcffRTDhg3D0aNHmfZKBU4LFixg2k+aNMlj0qGUIj8/n2k/efJkhIWFuSaEsLAwTJo0iTvhCAQCTwghMwgheYSQ44SQxxX+/xFCyGFCyAFCyE+EEP9zsVtBmzp3SukWANXBPKeSVgxv5q2srHTZSV/1ej0zrKHT6bB161bMnj0bAwYMwJVXXolff/2VeY3a2lqPMUhfx48fzxzTQw89BJPJBJvNBrPZjIqKCrz00ktM+wULFuC9995DUlISEhIS8Morr+CZZ55h2p88edJjNU4IYfZnBYCYmBjs3LkTl1xyCQYOHIibb74Za9asYdoLBJ2JYGTLEELUAN4FMBNAGoA5hBD5CnIvgAxK6XAA/wHwjyDfigftXsRECJkPYD7ATwd0sw/oMYpV6DNjhvIDhV6vR7du3fD111+7jlFKUV2tPEeVl5crhkh4YRl5zrzVauWmHWo0Gtx4440u6d/LLruMG0N3Op1eYRhf6ZGpqamujViBQBAwYwEcp5SeAABCyEoAswEclgwopZvc7HcAYKsFBoF231CllC6jlGZQSjNYcXB3JGldt/dz7eUCYVI1KCtPXAqnyMMsUnhHzsCBAz2yXyRYRU8AMHbsWI9mHhEREZg8eTLTfu/evcjMzMT999+PBQsWICMjA7t372bay1MYKaU4efIk014gOJ/xc0M1nhCS5faaLztNMgD3Hp1FLcdY3AWArfMdBNrduQdKoJsfw4cP93C80g+LFeOWJAHkYZb09HRFe4vFgvHjx6O2thaUUtjtdjz11FNYuXIlc0zvvfceLrzwQkRERCAmJgb33nsvpkyZwrRftmwZioqK0NDQgIaGBpSVlWHJkiVM+2HDhnl8TwjB0KHtsp8tEHR4/HTuldIitOW17CyudwuADACvBuselGj3sEygyMMyvoTDlMI4hBAvfXQJpYIhgJ2quG/fPuzduxeJiYno27cvKioqYLFY8Ne//pU5psTERGzYsMHjGG9lXVBQAKvVij59+kClUuHkyZM4ceIE0x7w3psQXZIEAm+CmC1TDKCX2/c9W47Jr3cJgCcBXEQpbQrGhVm06cqdEPIFgO0ABhFCigghd53tOQNts6ekRQOAqXZYXOz18wAAZsPrzMxMzJw5E0VFRdi5cyeKiorw8MMPIzU1lTkmJRni+vp6pv348eOxadMmHD58GAcPHsSOHTtw4YUXMu0FAsE5ZzeAAYSQvoQQHYCbAHh0yCGEjAKwFMBVlNLyth5Qm67cKaVz2vL8/qC0aqeUMiV2WRuhrONqtRqrVq3y2MDkZbIAzc033PVoKKVMrRuguU/r+PHjXXH6ESNGcO0FAoH/BEM7hlJqJ4QsAPADADWA5ZTSHELI8wCyKKWr0RyGiQTwdcvffiGl9KqzvjiDTh+WYf3gSkpKFLsfde/eXdGetdl7/Phx9OvXz+OYksqiHPd7UKlU3GrQXr16eWzAhoWFBSRXLBAI2ASriIlSug7AOtmxZ9z+fUlQLuQnIbehGmhYhiWixao4dS/D9+e4P+mbcgoKCjzGbbfbudkv9fX1HuNtampy5e8LBAKBEiHp3ANB7tyl9/ft21fRnpXyyKo41el0iqmQ33//PXNMvXr18vherVZ7Zbi4M3LkSJw6dcqVLVNcXOySJhYIBGdHZ9WWCTnnrtRmj4eS/jvwe69UOaxG1awKz61bt3oIgUnI2/u5k5CQ4HUPV1xxBdM+NjYWqampKCwsxKlTp5CcnKzYkEMgEASGP45dOPdzRKBa6Szb06dPKx5nFR+xjvfv31/xeFNTYFlOvjZ1NBoN0tPTMXToUOh0OtG8WiAIEsK5dxBYYRYWcsVDyZ4V1pBXpvrSW5dW0PJxZGRkMMektG/A67m6fv16V2Wu9Fq9ejXTXiAQ+I9w7h0EeQjE1wcv15aR7BsaGhTtpawYeYUqq7hJKiaSj4PXxUgp44fXjPqtt95Cv379sHTpUnzwwQcYOnQoXn75Zaa9QCDwn87q3EMuFdKfzkVyeyXbXbt2KaYTms1mxRZ2rOP+6OG0dowSUVFRKCwsxL333us6dumll571dQUCQecl5Fbukp67v232JLVFeZhl4MCBivaHDx9WtM/JyVG01+v1itevqalhjkkeWiKEMJ8kAODpp5/2aKqt1+s9mokIBILW01lX7iHn3KVKUPewCe/DlzRh5GEW1gYpSziM1dzD4XBg69atHpOBxWLB5s2b/b0lUEq5RUxDhw5FdnY2/vrXv+Ivf/kLduzYgbFjx/p9foFAoExnzpYJubBMR8Q9Z176RWAJkwHKm8C8DVWg+UmD19BDIBC0jlB13r4IuZW72WwG4H9YRqnNHuBdSCQhpTDK7VmpjYQQ9OzZ0+MXJCwsjKkXDzSHiuTn5/U4FQgEbUdnXbmHnHOXNFb8DctIqYryMMvOnTsV7SsqKhTteT1RlcTJeJK8sbGxXudnFU8JBAJBawg55x7oTMqyHT58uOJxuRyvhLwxt4TRaPTaILXb7Th16hRzTPInDUIIU+tGIBC0LWLl3kGwWCwBCYfJddIle14bPHc76SvLucfGxmLfvn0eztlisTCzcQDgwIEDXvfA06IRCASCQAk5584qSmIhz02X7N0ldJWQh014nYz69++PPXv2oLy8HHl5eSgsLMSIESOY9tdddx12794Nh8MBq9WKV155BVu3buWORyAQBB+RLdOBCFZYRj5JSLAqUXnFStHR0Zg4cSIAth68O/Pnz8fUqVNdzbv1ej1+++03n+8TCATBJ1Sdty9Czrk7nU4PZUhfYRm73e6RiSLZswS/WCmJwYyJ/+Uvf4Fer8dHH32ELl264MUXX+Su9AUCgSBQQs65B0pjYyNiYmJc3xPS3LkpJycH6enpXvaslXcwJXYJIViwYAEWLFgQtHMKBILW0VlX7iEXcw9Uz53VK5W1Qpc31JZgbagKBAJBRyTknLu861Gg2TISo0aNCuq4BAJBaNJZN1RDzrkH2qlc7vx9TQZqtRpVVVUe2ulVVVVB6ZAuEAg6HsK5dxCUtNB5sFInCwoKFO2LiooQFxeHxsZGVFZWorGxEXFxcSguLj7LkQsEAsG5I+Q2VOV67oF2YpJg9UQ1GAyglKJLly6uHHmn0+kzL14gEIQeobwy90XIrdx9VZbKOXLkiMf3lFKYzWavxtkSgwcPxoYNG2Cz2WC322Gz2bBhwwbFzBqBQCDoqITcyt29aQXwe2ojj8bGRtcqnBACnU6HgoICZq77jBkzsH37dtTU1CAmJgYzZswI3g0IBALBOaBNnTshZAaANwGoAfyLUnrWjT8dDodXOiSPhIQExXOkpKRw3zdhwoTWDE8gEIQYIiwTIIQQNYB3AcwEkAZgDiFEuZ1RAFRVVXl8L3U+YtGnTx/U19ejsbERNpsNJpMJpaWlzLCMQCA4vxDZMoEzFsBxSukJSqkVwEoAs8/2pO7VpkDzD4a32RkeHo6YmBg4nU5UV1fD6XQqNsYWCASCzkRbLl+TAZx2+74IgFd7IkLIfADzAaB3795tMhCpSjUqKqpNzi8QCEKXUF2Z+6Lds2UopcsopRmU0gye8qJETU2N9D7X19ra2rYcokAgEIQcbenciwG4Nyrt2XLsrEhMTERpaakrVbGystIrVCMQCAT+ImLugbMbwABCSF9CiA7ATQBWB+PEiYmJ0Ol00Gg0XJ11gUAgOF9ps5g7pdROCFkA4Ac0p0Iup5TmtNX1BAKBIFBCeWXuizbNB6SUrgOwri2vIRAIBGdDZ3Xu7b6hKhAIBILgI5y7QCA4rwnWhiohZAYhJI8QcpwQ8rjC/4cRQr5s+f+dhJCUYN+LO8K5CwQCwVniZ0X+XQBqKKX9AbwO4JW2HJNw7gKB4LwmSCt3fyryZwP4uOXf/wFwMWnDgH+HEljJzs6uJIScCuAt8QAq22o8HRRxz+cH4p59c9Y6ItnZ2T8QQuL9MA0nhGS5fb+MUrrM7Xt/KvJdNi3ZhHUA4tBGP+cO5dwppQElrRNCsiilGW01no6IuOfzA3HP5wZKaafV8xZhGYFAIDh7/KnId9kQQjQAogFUoY0Qzl0gEAjOHn8q8lcDmNfy7+sA/Ex9dRo6CzpUWKYVLPNt0ukQ93x+IO45hGBV5BNCngeQRSldDeBDAJ8SQo4DqEbzBNBmkDacOAQCgUDQToiwjEAgEHRChHMXCASCTohw7gKBQNAJEc5dIBAIOiHCuQsEAkEnRDh3gUAg6IQI5y4QCASdkP8HSvy0DT2iWhIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hourly_new.plot.scatter('count_x','count_y',c='is_raining')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly_new['is_pandemic'] = np.where(hourly_new.index.strftime('%m%d%Y') > '03152020', 1, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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>utc_unix</th>\n",
       "      <th>dt_iso</th>\n",
       "      <th>timezone</th>\n",
       "      <th>city_name</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>temp</th>\n",
       "      <th>feels_like</th>\n",
       "      <th>temp_min</th>\n",
       "      <th>temp_max</th>\n",
       "      <th>...</th>\n",
       "      <th>count_x</th>\n",
       "      <th>Weekday</th>\n",
       "      <th>OneWeek</th>\n",
       "      <th>TwoWeek</th>\n",
       "      <th>ThreeWeek</th>\n",
       "      <th>dhid</th>\n",
       "      <th>count_y</th>\n",
       "      <th>RollingAvg</th>\n",
       "      <th>is_raining</th>\n",
       "      <th>is_pandemic</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LocalTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-03-16 00:00:00</th>\n",
       "      <td>1268715600</td>\n",
       "      <td>2010-03-16 05:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>55.94</td>\n",
       "      <td>52.00</td>\n",
       "      <td>55.04</td>\n",
       "      <td>58.29</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>031600</td>\n",
       "      <td>1.090909</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-16 01:00:00</th>\n",
       "      <td>1268719200</td>\n",
       "      <td>2010-03-16 06:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>54.66</td>\n",
       "      <td>48.69</td>\n",
       "      <td>53.60</td>\n",
       "      <td>58.49</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>031601</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-16 02:00:00</th>\n",
       "      <td>1268722800</td>\n",
       "      <td>2010-03-16 07:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>54.36</td>\n",
       "      <td>52.12</td>\n",
       "      <td>53.60</td>\n",
       "      <td>57.49</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>031602</td>\n",
       "      <td>1.909091</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-16 03:00:00</th>\n",
       "      <td>1268726400</td>\n",
       "      <td>2010-03-16 08:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>53.92</td>\n",
       "      <td>50.31</td>\n",
       "      <td>53.06</td>\n",
       "      <td>56.27</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>031603</td>\n",
       "      <td>0.909091</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-16 04:00:00</th>\n",
       "      <td>1268730000</td>\n",
       "      <td>2010-03-16 09:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>53.98</td>\n",
       "      <td>51.64</td>\n",
       "      <td>53.06</td>\n",
       "      <td>56.05</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>031604</td>\n",
       "      <td>1.090909</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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>2020-08-31 19:00:00</th>\n",
       "      <td>1598918400</td>\n",
       "      <td>2020-09-01 00:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>94.98</td>\n",
       "      <td>94.60</td>\n",
       "      <td>92.24</td>\n",
       "      <td>97.00</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>083119</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 20:00:00</th>\n",
       "      <td>1598922000</td>\n",
       "      <td>2020-09-01 01:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>91.92</td>\n",
       "      <td>94.39</td>\n",
       "      <td>90.00</td>\n",
       "      <td>93.99</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083120</td>\n",
       "      <td>1.545455</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 21:00:00</th>\n",
       "      <td>1598925600</td>\n",
       "      <td>2020-09-01 02:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>89.51</td>\n",
       "      <td>93.00</td>\n",
       "      <td>87.01</td>\n",
       "      <td>91.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>083121</td>\n",
       "      <td>1.727273</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 22:00:00</th>\n",
       "      <td>1598929200</td>\n",
       "      <td>2020-09-01 03:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>87.31</td>\n",
       "      <td>92.28</td>\n",
       "      <td>84.99</td>\n",
       "      <td>89.60</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>083122</td>\n",
       "      <td>1.727273</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 23:00:00</th>\n",
       "      <td>1598932800</td>\n",
       "      <td>2020-09-01 04:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>85.37</td>\n",
       "      <td>89.96</td>\n",
       "      <td>83.65</td>\n",
       "      <td>87.01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083123</td>\n",
       "      <td>1.454545</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>73906 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       utc_unix                         dt_iso  timezone  \\\n",
       "LocalTime                                                                  \n",
       "2010-03-16 00:00:00  1268715600  2010-03-16 05:00:00 +0000 UTC    -18000   \n",
       "2010-03-16 01:00:00  1268719200  2010-03-16 06:00:00 +0000 UTC    -18000   \n",
       "2010-03-16 02:00:00  1268722800  2010-03-16 07:00:00 +0000 UTC    -18000   \n",
       "2010-03-16 03:00:00  1268726400  2010-03-16 08:00:00 +0000 UTC    -18000   \n",
       "2010-03-16 04:00:00  1268730000  2010-03-16 09:00:00 +0000 UTC    -18000   \n",
       "...                         ...                            ...       ...   \n",
       "2020-08-31 19:00:00  1598918400  2020-09-01 00:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 20:00:00  1598922000  2020-09-01 01:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 21:00:00  1598925600  2020-09-01 02:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 22:00:00  1598929200  2020-09-01 03:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 23:00:00  1598932800  2020-09-01 04:00:00 +0000 UTC    -18000   \n",
       "\n",
       "                    city_name        lat        lon   temp  feels_like  \\\n",
       "LocalTime                                                                \n",
       "2010-03-16 00:00:00    Austin  30.267153 -97.743061  55.94       52.00   \n",
       "2010-03-16 01:00:00    Austin  30.267153 -97.743061  54.66       48.69   \n",
       "2010-03-16 02:00:00    Austin  30.267153 -97.743061  54.36       52.12   \n",
       "2010-03-16 03:00:00    Austin  30.267153 -97.743061  53.92       50.31   \n",
       "2010-03-16 04:00:00    Austin  30.267153 -97.743061  53.98       51.64   \n",
       "...                       ...        ...        ...    ...         ...   \n",
       "2020-08-31 19:00:00    Austin  30.267153 -97.743061  94.98       94.60   \n",
       "2020-08-31 20:00:00    Austin  30.267153 -97.743061  91.92       94.39   \n",
       "2020-08-31 21:00:00    Austin  30.267153 -97.743061  89.51       93.00   \n",
       "2020-08-31 22:00:00    Austin  30.267153 -97.743061  87.31       92.28   \n",
       "2020-08-31 23:00:00    Austin  30.267153 -97.743061  85.37       89.96   \n",
       "\n",
       "                     temp_min  temp_max  ...  count_x  Weekday  OneWeek  \\\n",
       "LocalTime                                ...                              \n",
       "2010-03-16 00:00:00     55.04     58.29  ...      0.0  Tuesday      1.0   \n",
       "2010-03-16 01:00:00     53.60     58.49  ...      2.0  Tuesday      0.0   \n",
       "2010-03-16 02:00:00     53.60     57.49  ...      0.0  Tuesday      1.0   \n",
       "2010-03-16 03:00:00     53.06     56.27  ...      0.0  Tuesday      0.0   \n",
       "2010-03-16 04:00:00     53.06     56.05  ...      0.0  Tuesday      1.0   \n",
       "...                       ...       ...  ...      ...      ...      ...   \n",
       "2020-08-31 19:00:00     92.24     97.00  ...      1.0   Monday      0.0   \n",
       "2020-08-31 20:00:00     90.00     93.99  ...      1.0   Monday      0.0   \n",
       "2020-08-31 21:00:00     87.01     91.40  ...      0.0   Monday      0.0   \n",
       "2020-08-31 22:00:00     84.99     89.60  ...      1.0   Monday      0.0   \n",
       "2020-08-31 23:00:00     83.65     87.01  ...      1.0   Monday      0.0   \n",
       "\n",
       "                     TwoWeek  ThreeWeek    dhid   count_y  RollingAvg  \\\n",
       "LocalTime                                                               \n",
       "2010-03-16 00:00:00      0.0        1.0  031600  1.090909    0.666667   \n",
       "2010-03-16 01:00:00      0.0        0.0  031601  0.636364    0.000000   \n",
       "2010-03-16 02:00:00      0.0        1.0  031602  1.909091    0.666667   \n",
       "2010-03-16 03:00:00      1.0        2.0  031603  0.909091    1.000000   \n",
       "2010-03-16 04:00:00      0.0        0.0  031604  1.090909    0.333333   \n",
       "...                      ...        ...     ...       ...         ...   \n",
       "2020-08-31 19:00:00      0.0        3.0  083119  2.000000    1.000000   \n",
       "2020-08-31 20:00:00      0.0        1.0  083120  1.545455    0.333333   \n",
       "2020-08-31 21:00:00      2.0        0.0  083121  1.727273    0.666667   \n",
       "2020-08-31 22:00:00      0.0        3.0  083122  1.727273    1.000000   \n",
       "2020-08-31 23:00:00      2.0        1.0  083123  1.454545    1.000000   \n",
       "\n",
       "                     is_raining  is_pandemic  \n",
       "LocalTime                                     \n",
       "2010-03-16 00:00:00           1            1  \n",
       "2010-03-16 01:00:00           1            1  \n",
       "2010-03-16 02:00:00           1            1  \n",
       "2010-03-16 03:00:00           0            1  \n",
       "2010-03-16 04:00:00           0            1  \n",
       "...                         ...          ...  \n",
       "2020-08-31 19:00:00           1            1  \n",
       "2020-08-31 20:00:00           1            1  \n",
       "2020-08-31 21:00:00           0            1  \n",
       "2020-08-31 22:00:00           0            1  \n",
       "2020-08-31 23:00:00           0            1  \n",
       "\n",
       "[73906 rows x 29 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly_new[hourly_new['is_pandemic']==1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LocalTime\n",
       "2010-03-16    90\n",
       "2011-03-16     1\n",
       "2012-03-16    89\n",
       "2013-03-16     1\n",
       "2014-03-16     1\n",
       "2015-03-16    20\n",
       "2016-03-16     1\n",
       "2017-03-16    75\n",
       "2018-03-16    90\n",
       "2019-03-16     1\n",
       "2020-03-16    75\n",
       "Name: clouds_all, dtype: int64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly_new[hourly['dhid']=='031600']['clouds_all']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['utc_unix', 'dt_iso', 'timezone', 'city_name', 'lat', 'lon', 'temp',\n",
       "       'feels_like', 'temp_min', 'temp_max', 'pressure', 'humidity',\n",
       "       'wind_speed', 'wind_deg', 'rain_1h', 'rain_3h', 'snow_1h', 'snow_3h',\n",
       "       'clouds_all', 'count_x', 'Weekday', 'OneWeek', 'TwoWeek', 'ThreeWeek',\n",
       "       'dhid', 'count_y', 'RollingAvg', 'is_raining', 'is_pandemic'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly_new.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "dropcols = ['utc_unix', 'dt_iso', 'timezone', 'city_name', 'lat', 'lon','feels_like', 'temp_min', \n",
    "            'temp_max', 'pressure', 'humidity', 'wind_deg', 'rain_3h', 'snow_3h']\n",
    "hourly_new.drop(dropcols, axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly_new['is_snowing'] = np.where(hourly_new['snow_1h'] > 0, 1, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2.12, 1.7303699105193304)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly_new['count_x'][hourly_new['is_snowing']==1].mean(),hourly_new['count_x'][hourly_new['is_snowing']==0].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1.6788893360272716, 1.730682437996642)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "std=np.std(hourly_new['count_x'])\n",
    "mean=np.mean(hourly_new['count_x'])\n",
    "std, mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "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>temp</th>\n",
       "      <th>wind_speed</th>\n",
       "      <th>rain_1h</th>\n",
       "      <th>snow_1h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>count_x</th>\n",
       "      <th>Weekday</th>\n",
       "      <th>OneWeek</th>\n",
       "      <th>TwoWeek</th>\n",
       "      <th>ThreeWeek</th>\n",
       "      <th>dhid</th>\n",
       "      <th>count_y</th>\n",
       "      <th>RollingAvg</th>\n",
       "      <th>is_raining</th>\n",
       "      <th>is_pandemic</th>\n",
       "      <th>is_snowing</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LocalTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-13 18:00:00</th>\n",
       "      <td>54.41</td>\n",
       "      <td>7.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>011318</td>\n",
       "      <td>4.090909</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-15 19:00:00</th>\n",
       "      <td>47.16</td>\n",
       "      <td>14.99</td>\n",
       "      <td>3.30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>011519</td>\n",
       "      <td>2.909091</td>\n",
       "      <td>0.888889</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-21 17:00:00</th>\n",
       "      <td>73.74</td>\n",
       "      <td>3.36</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>012117</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-23 16:00:00</th>\n",
       "      <td>62.60</td>\n",
       "      <td>12.75</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>012316</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-29 16:00:00</th>\n",
       "      <td>40.84</td>\n",
       "      <td>10.29</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>012916</td>\n",
       "      <td>3.909091</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-25 15:00:00</th>\n",
       "      <td>86.76</td>\n",
       "      <td>6.93</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>072515</td>\n",
       "      <td>2.818182</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-25 16:00:00</th>\n",
       "      <td>89.22</td>\n",
       "      <td>11.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>072516</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-31 17:00:00</th>\n",
       "      <td>76.48</td>\n",
       "      <td>5.82</td>\n",
       "      <td>4.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>073117</td>\n",
       "      <td>3.363636</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-21 16:00:00</th>\n",
       "      <td>99.07</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>082116</td>\n",
       "      <td>3.363636</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-30 18:00:00</th>\n",
       "      <td>97.99</td>\n",
       "      <td>6.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>083018</td>\n",
       "      <td>4.090909</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1427 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      temp  wind_speed  rain_1h  snow_1h  clouds_all  count_x  \\\n",
       "LocalTime                                                                       \n",
       "2010-01-13 18:00:00  54.41        7.20     0.00      0.0          90      7.0   \n",
       "2010-01-15 19:00:00  47.16       14.99     3.30      0.0          90      8.0   \n",
       "2010-01-21 17:00:00  73.74        3.36     0.00      0.0           1      7.0   \n",
       "2010-01-23 16:00:00  62.60       12.75     0.00      0.0          40      7.0   \n",
       "2010-01-29 16:00:00  40.84       10.29     0.00      0.0          90      7.0   \n",
       "...                    ...         ...      ...      ...         ...      ...   \n",
       "2020-07-25 15:00:00  86.76        6.93     0.25      0.0           1      9.0   \n",
       "2020-07-25 16:00:00  89.22       11.41     0.00      0.0           1      8.0   \n",
       "2020-07-31 17:00:00  76.48        5.82     4.70      0.0          75      7.0   \n",
       "2020-08-21 16:00:00  99.07        5.82     0.00      0.0           1      7.0   \n",
       "2020-08-30 18:00:00  97.99        6.93     0.00      0.0           1      7.0   \n",
       "\n",
       "                       Weekday  OneWeek  TwoWeek  ThreeWeek    dhid   count_y  \\\n",
       "LocalTime                                                                       \n",
       "2010-01-13 18:00:00  Wednesday      1.0      4.0   4.000000  011318  4.090909   \n",
       "2010-01-15 19:00:00     Friday      0.0      0.0   2.666667  011519  2.909091   \n",
       "2010-01-21 17:00:00   Thursday      1.0      4.0   4.000000  012117  3.000000   \n",
       "2010-01-23 16:00:00   Saturday      1.0      0.0   1.000000  012316  4.000000   \n",
       "2010-01-29 16:00:00     Friday      2.0      2.0   0.000000  012916  3.909091   \n",
       "...                        ...      ...      ...        ...     ...       ...   \n",
       "2020-07-25 15:00:00   Saturday      2.0      0.0   5.000000  072515  2.818182   \n",
       "2020-07-25 16:00:00   Saturday      3.0      2.0   1.000000  072516  4.000000   \n",
       "2020-07-31 17:00:00     Friday      2.0      1.0   4.000000  073117  3.363636   \n",
       "2020-08-21 16:00:00     Friday      2.0      4.0   3.000000  082116  3.363636   \n",
       "2020-08-30 18:00:00     Sunday      2.0      2.0   0.000000  083018  4.090909   \n",
       "\n",
       "                     RollingAvg  is_raining  is_pandemic  is_snowing  \n",
       "LocalTime                                                             \n",
       "2010-01-13 18:00:00    3.000000           0            0           0  \n",
       "2010-01-15 19:00:00    0.888889           1            0           0  \n",
       "2010-01-21 17:00:00    3.000000           0            0           0  \n",
       "2010-01-23 16:00:00    0.666667           0            0           0  \n",
       "2010-01-29 16:00:00    1.333333           0            0           0  \n",
       "...                         ...         ...          ...         ...  \n",
       "2020-07-25 15:00:00    2.333333           1            1           0  \n",
       "2020-07-25 16:00:00    2.000000           0            1           0  \n",
       "2020-07-31 17:00:00    2.333333           1            1           0  \n",
       "2020-08-21 16:00:00    3.000000           0            1           0  \n",
       "2020-08-30 18:00:00    1.333333           0            1           0  \n",
       "\n",
       "[1427 rows x 16 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly_new[hourly_new['count_x'] > mean+(std*3)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "daily_series = hourly_new['count_x'].resample('D').sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(11.48924782145758, 41.53593429158111)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.std(daily_series), np.mean(daily_series)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LocalTime\n",
       "2010-02-24    8.0\n",
       "2011-09-05    5.0\n",
       "2017-12-25    9.0\n",
       "Name: count_x, dtype: float64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily_series[daily_series < 10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12-25    9\n",
       "12-26    4\n",
       "07-06    4\n",
       "01-02    3\n",
       "07-04    3\n",
       "        ..\n",
       "07-02    1\n",
       "05-02    1\n",
       "03-10    1\n",
       "05-14    1\n",
       "02-27    1\n",
       "Name: LocalTime, Length: 178, dtype: int64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily_series[daily_series < 25].index.strftime('%m-%d').value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(29.636363636363637, 41.56962676962677)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(daily_series[daily_series.index.strftime('%m-%d')=='07-04']), np.mean(daily_series[daily_series.index.strftime('%m-%d')!='07-04'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16.7\n",
      "41.599845599588264\n"
     ]
    }
   ],
   "source": [
    "print(np.mean(daily_series[daily_series.index.strftime('%m-%d')=='12-25']))\n",
    "print(np.mean(daily_series[daily_series.index.strftime('%m-%d')!='12-25']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "28.3\n",
      "41.569994853319606\n"
     ]
    }
   ],
   "source": [
    "print(np.mean(daily_series[daily_series.index.strftime('%m-%d')=='12-26']))\n",
    "print(np.mean(daily_series[daily_series.index.strftime('%m-%d')!='12-26']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "cal = calendar()\n",
    "holidays = cal.holidays(start=hourly_new.index.min(), end=hourly_new.index.max(), return_name=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2010-01-01                 New Years Day\n",
       "2010-01-18    Martin Luther King Jr. Day\n",
       "2010-02-15                Presidents Day\n",
       "2010-05-31                  Memorial Day\n",
       "2010-07-05                      July 4th\n",
       "2010-09-06                     Labor Day\n",
       "2010-10-11                  Columbus Day\n",
       "2010-11-11                  Veterans Day\n",
       "2010-11-25                  Thanksgiving\n",
       "2010-12-24                     Christmas\n",
       "2010-12-31                 New Years Day\n",
       "2011-01-17    Martin Luther King Jr. Day\n",
       "2011-02-21                Presidents Day\n",
       "2011-05-30                  Memorial Day\n",
       "2011-07-04                      July 4th\n",
       "2011-09-05                     Labor Day\n",
       "2011-10-10                  Columbus Day\n",
       "2011-11-11                  Veterans Day\n",
       "2011-11-24                  Thanksgiving\n",
       "2011-12-26                     Christmas\n",
       "dtype: object"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "holidays.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "dr = pd.date_range(start='2015-01-01', end='2015-12-31')\n",
    "dfg = pd.DataFrame()\n",
    "dfg['Date'] = dr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          Date  Holiday\n",
      "0   2015-01-01     True\n",
      "1   2015-01-02    False\n",
      "2   2015-01-03    False\n",
      "3   2015-01-04    False\n",
      "4   2015-01-05    False\n",
      "..         ...      ...\n",
      "360 2015-12-27    False\n",
      "361 2015-12-28    False\n",
      "362 2015-12-29    False\n",
      "363 2015-12-30    False\n",
      "364 2015-12-31    False\n",
      "\n",
      "[365 rows x 2 columns]\n"
     ]
    }
   ],
   "source": [
    "dfg['Holiday'] = dfg['Date'].isin(holidays.index)\n",
    "print(dfg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly_new['fed_holiday']=np.where(hourly_new.index.isin(holidays), 1, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "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>temp</th>\n",
       "      <th>wind_speed</th>\n",
       "      <th>rain_1h</th>\n",
       "      <th>snow_1h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>count_x</th>\n",
       "      <th>Weekday</th>\n",
       "      <th>OneWeek</th>\n",
       "      <th>TwoWeek</th>\n",
       "      <th>ThreeWeek</th>\n",
       "      <th>dhid</th>\n",
       "      <th>count_y</th>\n",
       "      <th>RollingAvg</th>\n",
       "      <th>is_raining</th>\n",
       "      <th>is_pandemic</th>\n",
       "      <th>is_snowing</th>\n",
       "      <th>fed_holiday</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LocalTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [temp, wind_speed, rain_1h, snow_1h, clouds_all, count_x, Weekday, OneWeek, TwoWeek, ThreeWeek, dhid, count_y, RollingAvg, is_raining, is_pandemic, is_snowing, fed_holiday]\n",
       "Index: []"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly_new[hourly_new['fed_holiday']==1].head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "nan"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(hourly_new['count_x'][hourly_new['fed_holiday']==1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "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>utc_unix</th>\n",
       "      <th>dt_iso</th>\n",
       "      <th>timezone</th>\n",
       "      <th>city_name</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>temp</th>\n",
       "      <th>feels_like</th>\n",
       "      <th>temp_min</th>\n",
       "      <th>temp_max</th>\n",
       "      <th>...</th>\n",
       "      <th>snow_1h</th>\n",
       "      <th>snow_3h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>count_x</th>\n",
       "      <th>Weekday</th>\n",
       "      <th>OneWeek</th>\n",
       "      <th>TwoWeek</th>\n",
       "      <th>ThreeWeek</th>\n",
       "      <th>dhid</th>\n",
       "      <th>count_y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LocalTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01 00:00:00</th>\n",
       "      <td>1262325600</td>\n",
       "      <td>2010-01-01 06:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>42.49</td>\n",
       "      <td>35.33</td>\n",
       "      <td>41.00</td>\n",
       "      <td>44.49</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010100</td>\n",
       "      <td>2.090909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 01:00:00</th>\n",
       "      <td>1262329200</td>\n",
       "      <td>2010-01-01 07:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>42.53</td>\n",
       "      <td>36.01</td>\n",
       "      <td>41.00</td>\n",
       "      <td>44.75</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>010101</td>\n",
       "      <td>2.818182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 02:00:00</th>\n",
       "      <td>1262332800</td>\n",
       "      <td>2010-01-01 08:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>40.69</td>\n",
       "      <td>31.86</td>\n",
       "      <td>39.20</td>\n",
       "      <td>43.77</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>010102</td>\n",
       "      <td>4.363636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 03:00:00</th>\n",
       "      <td>1262336400</td>\n",
       "      <td>2010-01-01 09:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>38.52</td>\n",
       "      <td>31.28</td>\n",
       "      <td>37.40</td>\n",
       "      <td>40.90</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010103</td>\n",
       "      <td>3.636364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 04:00:00</th>\n",
       "      <td>1262340000</td>\n",
       "      <td>2010-01-01 10:00:00 +0000 UTC</td>\n",
       "      <td>-21600</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>36.30</td>\n",
       "      <td>27.30</td>\n",
       "      <td>35.60</td>\n",
       "      <td>37.21</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>010104</td>\n",
       "      <td>1.909091</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 19:00:00</th>\n",
       "      <td>1598918400</td>\n",
       "      <td>2020-09-01 00:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>94.98</td>\n",
       "      <td>94.60</td>\n",
       "      <td>92.24</td>\n",
       "      <td>97.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>083119</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 20:00:00</th>\n",
       "      <td>1598922000</td>\n",
       "      <td>2020-09-01 01:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>91.92</td>\n",
       "      <td>94.39</td>\n",
       "      <td>90.00</td>\n",
       "      <td>93.99</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083120</td>\n",
       "      <td>1.545455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 21:00:00</th>\n",
       "      <td>1598925600</td>\n",
       "      <td>2020-09-01 02:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>89.51</td>\n",
       "      <td>93.00</td>\n",
       "      <td>87.01</td>\n",
       "      <td>91.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>083121</td>\n",
       "      <td>1.727273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 22:00:00</th>\n",
       "      <td>1598929200</td>\n",
       "      <td>2020-09-01 03:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>87.31</td>\n",
       "      <td>92.28</td>\n",
       "      <td>84.99</td>\n",
       "      <td>89.60</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>083122</td>\n",
       "      <td>1.727273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 23:00:00</th>\n",
       "      <td>1598932800</td>\n",
       "      <td>2020-09-01 04:00:00 +0000 UTC</td>\n",
       "      <td>-18000</td>\n",
       "      <td>Austin</td>\n",
       "      <td>30.267153</td>\n",
       "      <td>-97.743061</td>\n",
       "      <td>85.37</td>\n",
       "      <td>89.96</td>\n",
       "      <td>83.65</td>\n",
       "      <td>87.01</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083123</td>\n",
       "      <td>1.454545</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>93503 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       utc_unix                         dt_iso  timezone  \\\n",
       "LocalTime                                                                  \n",
       "2010-01-01 00:00:00  1262325600  2010-01-01 06:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 01:00:00  1262329200  2010-01-01 07:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 02:00:00  1262332800  2010-01-01 08:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 03:00:00  1262336400  2010-01-01 09:00:00 +0000 UTC    -21600   \n",
       "2010-01-01 04:00:00  1262340000  2010-01-01 10:00:00 +0000 UTC    -21600   \n",
       "...                         ...                            ...       ...   \n",
       "2020-08-31 19:00:00  1598918400  2020-09-01 00:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 20:00:00  1598922000  2020-09-01 01:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 21:00:00  1598925600  2020-09-01 02:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 22:00:00  1598929200  2020-09-01 03:00:00 +0000 UTC    -18000   \n",
       "2020-08-31 23:00:00  1598932800  2020-09-01 04:00:00 +0000 UTC    -18000   \n",
       "\n",
       "                    city_name        lat        lon   temp  feels_like  \\\n",
       "LocalTime                                                                \n",
       "2010-01-01 00:00:00    Austin  30.267153 -97.743061  42.49       35.33   \n",
       "2010-01-01 01:00:00    Austin  30.267153 -97.743061  42.53       36.01   \n",
       "2010-01-01 02:00:00    Austin  30.267153 -97.743061  40.69       31.86   \n",
       "2010-01-01 03:00:00    Austin  30.267153 -97.743061  38.52       31.28   \n",
       "2010-01-01 04:00:00    Austin  30.267153 -97.743061  36.30       27.30   \n",
       "...                       ...        ...        ...    ...         ...   \n",
       "2020-08-31 19:00:00    Austin  30.267153 -97.743061  94.98       94.60   \n",
       "2020-08-31 20:00:00    Austin  30.267153 -97.743061  91.92       94.39   \n",
       "2020-08-31 21:00:00    Austin  30.267153 -97.743061  89.51       93.00   \n",
       "2020-08-31 22:00:00    Austin  30.267153 -97.743061  87.31       92.28   \n",
       "2020-08-31 23:00:00    Austin  30.267153 -97.743061  85.37       89.96   \n",
       "\n",
       "                     temp_min  temp_max  ...  snow_1h  snow_3h  clouds_all  \\\n",
       "LocalTime                                ...                                 \n",
       "2010-01-01 00:00:00     41.00     44.49  ...      0.0      0.0          90   \n",
       "2010-01-01 01:00:00     41.00     44.75  ...      0.0      0.0          90   \n",
       "2010-01-01 02:00:00     39.20     43.77  ...      0.0      0.0           1   \n",
       "2010-01-01 03:00:00     37.40     40.90  ...      0.0      0.0           1   \n",
       "2010-01-01 04:00:00     35.60     37.21  ...      0.0      0.0           1   \n",
       "...                       ...       ...  ...      ...      ...         ...   \n",
       "2020-08-31 19:00:00     92.24     97.00  ...      0.0      0.0           0   \n",
       "2020-08-31 20:00:00     90.00     93.99  ...      0.0      0.0           0   \n",
       "2020-08-31 21:00:00     87.01     91.40  ...      0.0      0.0           1   \n",
       "2020-08-31 22:00:00     84.99     89.60  ...      0.0      0.0           1   \n",
       "2020-08-31 23:00:00     83.65     87.01  ...      0.0      0.0          40   \n",
       "\n",
       "                     count_x  Weekday  OneWeek  TwoWeek  ThreeWeek    dhid  \\\n",
       "LocalTime                                                                    \n",
       "2010-01-01 00:00:00      1.0   Friday      1.0      1.0        1.0  010100   \n",
       "2010-01-01 01:00:00      4.0   Friday      4.0      4.0        4.0  010101   \n",
       "2010-01-01 02:00:00      6.0   Friday      6.0      6.0        6.0  010102   \n",
       "2010-01-01 03:00:00      1.0   Friday      1.0      1.0        1.0  010103   \n",
       "2010-01-01 04:00:00      3.0   Friday      3.0      3.0        3.0  010104   \n",
       "...                      ...      ...      ...      ...        ...     ...   \n",
       "2020-08-31 19:00:00      1.0   Monday      0.0      0.0        3.0  083119   \n",
       "2020-08-31 20:00:00      1.0   Monday      0.0      0.0        1.0  083120   \n",
       "2020-08-31 21:00:00      0.0   Monday      0.0      2.0        0.0  083121   \n",
       "2020-08-31 22:00:00      1.0   Monday      0.0      0.0        3.0  083122   \n",
       "2020-08-31 23:00:00      1.0   Monday      0.0      2.0        1.0  083123   \n",
       "\n",
       "                      count_y  \n",
       "LocalTime                      \n",
       "2010-01-01 00:00:00  2.090909  \n",
       "2010-01-01 01:00:00  2.818182  \n",
       "2010-01-01 02:00:00  4.363636  \n",
       "2010-01-01 03:00:00  3.636364  \n",
       "2010-01-01 04:00:00  1.909091  \n",
       "...                       ...  \n",
       "2020-08-31 19:00:00  2.000000  \n",
       "2020-08-31 20:00:00  1.545455  \n",
       "2020-08-31 21:00:00  1.727273  \n",
       "2020-08-31 22:00:00  1.727273  \n",
       "2020-08-31 23:00:00  1.454545  \n",
       "\n",
       "[93503 rows x 26 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly.reset_index().merge(avg_series, on='dhid', how='left').set_index('LocalTime')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly_new['Date'] = hourly_new.apply(lambda row: row.name.strftime('%Y-%m-%d'), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2010-01-01                 New Years Day\n",
       "2010-01-18    Martin Luther King Jr. Day\n",
       "2010-02-15                Presidents Day\n",
       "2010-05-31                  Memorial Day\n",
       "2010-07-05                      July 4th\n",
       "                         ...            \n",
       "2020-01-01                 New Years Day\n",
       "2020-01-20    Martin Luther King Jr. Day\n",
       "2020-02-17                Presidents Day\n",
       "2020-05-25                  Memorial Day\n",
       "2020-07-03                      July 4th\n",
       "Length: 105, dtype: object"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "holidays"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "tomerge = pd.DataFrame()\n",
    "tomerge['Holiday'] = holidays.values\n",
    "tomerge['Date'] = holidays.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 105 entries, 0 to 104\n",
      "Data columns (total 2 columns):\n",
      " #   Column   Non-Null Count  Dtype         \n",
      "---  ------   --------------  -----         \n",
      " 0   Holiday  105 non-null    object        \n",
      " 1   Date     105 non-null    datetime64[ns]\n",
      "dtypes: datetime64[ns](1), object(1)\n",
      "memory usage: 1.8+ KB\n"
     ]
    }
   ],
   "source": [
    "tomerge.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 93503 entries, 2010-01-01 00:00:00 to 2020-08-31 23:00:00\n",
      "Data columns (total 18 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   temp         93503 non-null  float64\n",
      " 1   wind_speed   93503 non-null  float64\n",
      " 2   rain_1h      93503 non-null  float64\n",
      " 3   snow_1h      93503 non-null  float64\n",
      " 4   clouds_all   93503 non-null  int64  \n",
      " 5   count_x      93503 non-null  float64\n",
      " 6   Weekday      93503 non-null  object \n",
      " 7   OneWeek      93503 non-null  float64\n",
      " 8   TwoWeek      93503 non-null  float64\n",
      " 9   ThreeWeek    93503 non-null  float64\n",
      " 10  dhid         93503 non-null  object \n",
      " 11  count_y      93503 non-null  float64\n",
      " 12  RollingAvg   93503 non-null  float64\n",
      " 13  is_raining   93503 non-null  int64  \n",
      " 14  is_pandemic  93503 non-null  int64  \n",
      " 15  is_snowing   93503 non-null  int64  \n",
      " 16  fed_holiday  93503 non-null  int64  \n",
      " 17  Date         93503 non-null  object \n",
      "dtypes: float64(10), int64(5), object(3)\n",
      "memory usage: 13.6+ MB\n"
     ]
    }
   ],
   "source": [
    "hourly_new.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "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>temp</th>\n",
       "      <th>wind_speed</th>\n",
       "      <th>rain_1h</th>\n",
       "      <th>snow_1h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>count_x</th>\n",
       "      <th>Weekday</th>\n",
       "      <th>OneWeek</th>\n",
       "      <th>TwoWeek</th>\n",
       "      <th>ThreeWeek</th>\n",
       "      <th>dhid</th>\n",
       "      <th>count_y</th>\n",
       "      <th>RollingAvg</th>\n",
       "      <th>is_raining</th>\n",
       "      <th>is_pandemic</th>\n",
       "      <th>is_snowing</th>\n",
       "      <th>fed_holiday</th>\n",
       "      <th>Date</th>\n",
       "      <th>Holiday</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LocalTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01 00:00:00</th>\n",
       "      <td>42.49</td>\n",
       "      <td>6.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010100</td>\n",
       "      <td>2.090909</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 01:00:00</th>\n",
       "      <td>42.53</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>010101</td>\n",
       "      <td>2.818182</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 02:00:00</th>\n",
       "      <td>40.69</td>\n",
       "      <td>9.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>010102</td>\n",
       "      <td>4.363636</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 03:00:00</th>\n",
       "      <td>38.52</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010103</td>\n",
       "      <td>3.636364</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 04:00:00</th>\n",
       "      <td>36.30</td>\n",
       "      <td>8.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>010104</td>\n",
       "      <td>1.909091</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 19:00:00</th>\n",
       "      <td>94.98</td>\n",
       "      <td>13.87</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>083119</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 20:00:00</th>\n",
       "      <td>91.92</td>\n",
       "      <td>9.17</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083120</td>\n",
       "      <td>1.545455</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 21:00:00</th>\n",
       "      <td>89.51</td>\n",
       "      <td>6.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>083121</td>\n",
       "      <td>1.727273</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 22:00:00</th>\n",
       "      <td>87.31</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>083122</td>\n",
       "      <td>1.727273</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 23:00:00</th>\n",
       "      <td>85.37</td>\n",
       "      <td>11.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>083123</td>\n",
       "      <td>1.454545</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>93503 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      temp  wind_speed  rain_1h  snow_1h  clouds_all  count_x  \\\n",
       "LocalTime                                                                       \n",
       "2010-01-01 00:00:00  42.49        6.93     0.00      0.0          90      1.0   \n",
       "2010-01-01 01:00:00  42.53        5.82     0.00      0.0          90      4.0   \n",
       "2010-01-01 02:00:00  40.69        9.17     0.00      0.0           1      6.0   \n",
       "2010-01-01 03:00:00  38.52        5.82     0.00      0.0           1      1.0   \n",
       "2010-01-01 04:00:00  36.30        8.93     0.00      0.0           1      3.0   \n",
       "...                    ...         ...      ...      ...         ...      ...   \n",
       "2020-08-31 19:00:00  94.98       13.87     0.33      0.0           0      1.0   \n",
       "2020-08-31 20:00:00  91.92        9.17     0.33      0.0           0      1.0   \n",
       "2020-08-31 21:00:00  89.51        6.93     0.00      0.0           1      0.0   \n",
       "2020-08-31 22:00:00  87.31        5.82     0.00      0.0           1      1.0   \n",
       "2020-08-31 23:00:00  85.37       11.41     0.00      0.0          40      1.0   \n",
       "\n",
       "                    Weekday  OneWeek  TwoWeek  ThreeWeek    dhid   count_y  \\\n",
       "LocalTime                                                                    \n",
       "2010-01-01 00:00:00  Friday      1.0      1.0        1.0  010100  2.090909   \n",
       "2010-01-01 01:00:00  Friday      4.0      4.0        4.0  010101  2.818182   \n",
       "2010-01-01 02:00:00  Friday      6.0      6.0        6.0  010102  4.363636   \n",
       "2010-01-01 03:00:00  Friday      1.0      1.0        1.0  010103  3.636364   \n",
       "2010-01-01 04:00:00  Friday      3.0      3.0        3.0  010104  1.909091   \n",
       "...                     ...      ...      ...        ...     ...       ...   \n",
       "2020-08-31 19:00:00  Monday      0.0      0.0        3.0  083119  2.000000   \n",
       "2020-08-31 20:00:00  Monday      0.0      0.0        1.0  083120  1.545455   \n",
       "2020-08-31 21:00:00  Monday      0.0      2.0        0.0  083121  1.727273   \n",
       "2020-08-31 22:00:00  Monday      0.0      0.0        3.0  083122  1.727273   \n",
       "2020-08-31 23:00:00  Monday      0.0      2.0        1.0  083123  1.454545   \n",
       "\n",
       "                     RollingAvg  is_raining  is_pandemic  is_snowing  \\\n",
       "LocalTime                                                              \n",
       "2010-01-01 00:00:00    1.000000           0            0           0   \n",
       "2010-01-01 01:00:00    4.000000           0            0           0   \n",
       "2010-01-01 02:00:00    6.000000           0            0           0   \n",
       "2010-01-01 03:00:00    1.000000           0            0           0   \n",
       "2010-01-01 04:00:00    3.000000           0            0           0   \n",
       "...                         ...         ...          ...         ...   \n",
       "2020-08-31 19:00:00    1.000000           1            1           0   \n",
       "2020-08-31 20:00:00    0.333333           1            1           0   \n",
       "2020-08-31 21:00:00    0.666667           0            1           0   \n",
       "2020-08-31 22:00:00    1.000000           0            1           0   \n",
       "2020-08-31 23:00:00    1.000000           0            1           0   \n",
       "\n",
       "                     fed_holiday       Date        Holiday  \n",
       "LocalTime                                                   \n",
       "2010-01-01 00:00:00            0 2010-01-01  New Years Day  \n",
       "2010-01-01 01:00:00            0 2010-01-01  New Years Day  \n",
       "2010-01-01 02:00:00            0 2010-01-01  New Years Day  \n",
       "2010-01-01 03:00:00            0 2010-01-01  New Years Day  \n",
       "2010-01-01 04:00:00            0 2010-01-01  New Years Day  \n",
       "...                          ...        ...            ...  \n",
       "2020-08-31 19:00:00            0 2020-08-31            NaN  \n",
       "2020-08-31 20:00:00            0 2020-08-31            NaN  \n",
       "2020-08-31 21:00:00            0 2020-08-31            NaN  \n",
       "2020-08-31 22:00:00            0 2020-08-31            NaN  \n",
       "2020-08-31 23:00:00            0 2020-08-31            NaN  \n",
       "\n",
       "[93503 rows x 19 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly_new['Date'] = pd.to_datetime(hourly_new['Date'])\n",
    "hourly_new.reset_index().merge(tomerge, on='Date', how='left').set_index('LocalTime')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly_new = hourly_new.reset_index().merge(tomerge, on='Date', how='left').set_index('LocalTime')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly_new.drop('fed_holiday', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly_new['Holiday']=hourly_new['Holiday'].fillna('None')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "# hourly_new['is_pandemic'] = np.where(hourly_new.index.strftime('%m%d%Y') > '03152020', 1, 0)\n",
    "hourly_new['Holiday'] = np.where(hourly_new.index.strftime('%m-%d')=='12-25', 'Christmas Day', hourly_new['Holiday'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly_new['Holiday'] = hourly_new['Holiday'].replace('Christmas','Christmas Holiday')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "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>temp</th>\n",
       "      <th>wind_speed</th>\n",
       "      <th>rain_1h</th>\n",
       "      <th>snow_1h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>count_x</th>\n",
       "      <th>Weekday</th>\n",
       "      <th>OneWeek</th>\n",
       "      <th>TwoWeek</th>\n",
       "      <th>ThreeWeek</th>\n",
       "      <th>dhid</th>\n",
       "      <th>count_y</th>\n",
       "      <th>RollingAvg</th>\n",
       "      <th>is_raining</th>\n",
       "      <th>is_pandemic</th>\n",
       "      <th>is_snowing</th>\n",
       "      <th>Date</th>\n",
       "      <th>Holiday</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LocalTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01 00:00:00</th>\n",
       "      <td>42.49</td>\n",
       "      <td>6.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010100</td>\n",
       "      <td>2.090909</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 01:00:00</th>\n",
       "      <td>42.53</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>010101</td>\n",
       "      <td>2.818182</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 02:00:00</th>\n",
       "      <td>40.69</td>\n",
       "      <td>9.17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>010102</td>\n",
       "      <td>4.363636</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 03:00:00</th>\n",
       "      <td>38.52</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010103</td>\n",
       "      <td>3.636364</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 04:00:00</th>\n",
       "      <td>36.30</td>\n",
       "      <td>8.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>010104</td>\n",
       "      <td>1.909091</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 05:00:00</th>\n",
       "      <td>36.32</td>\n",
       "      <td>6.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>010105</td>\n",
       "      <td>1.454545</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 06:00:00</th>\n",
       "      <td>35.89</td>\n",
       "      <td>9.17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010106</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 07:00:00</th>\n",
       "      <td>35.26</td>\n",
       "      <td>10.29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010107</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 08:00:00</th>\n",
       "      <td>35.37</td>\n",
       "      <td>8.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010108</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 09:00:00</th>\n",
       "      <td>40.15</td>\n",
       "      <td>6.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010109</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 10:00:00</th>\n",
       "      <td>44.67</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010110</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 11:00:00</th>\n",
       "      <td>48.25</td>\n",
       "      <td>6.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010111</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 12:00:00</th>\n",
       "      <td>50.25</td>\n",
       "      <td>6.58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>010112</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 13:00:00</th>\n",
       "      <td>51.64</td>\n",
       "      <td>4.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010113</td>\n",
       "      <td>1.181818</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 14:00:00</th>\n",
       "      <td>53.33</td>\n",
       "      <td>4.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010114</td>\n",
       "      <td>1.181818</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 15:00:00</th>\n",
       "      <td>54.03</td>\n",
       "      <td>3.36</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010115</td>\n",
       "      <td>1.909091</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 16:00:00</th>\n",
       "      <td>52.63</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>010116</td>\n",
       "      <td>2.363636</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 17:00:00</th>\n",
       "      <td>52.09</td>\n",
       "      <td>2.08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010117</td>\n",
       "      <td>1.181818</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 18:00:00</th>\n",
       "      <td>48.11</td>\n",
       "      <td>5.46</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010118</td>\n",
       "      <td>1.363636</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 19:00:00</th>\n",
       "      <td>43.81</td>\n",
       "      <td>5.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010119</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 20:00:00</th>\n",
       "      <td>43.05</td>\n",
       "      <td>5.86</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010120</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 21:00:00</th>\n",
       "      <td>40.12</td>\n",
       "      <td>6.53</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010121</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 22:00:00</th>\n",
       "      <td>38.82</td>\n",
       "      <td>6.31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>010122</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 23:00:00</th>\n",
       "      <td>36.70</td>\n",
       "      <td>6.15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>010123</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 00:00:00</th>\n",
       "      <td>35.83</td>\n",
       "      <td>6.15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010200</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 01:00:00</th>\n",
       "      <td>34.56</td>\n",
       "      <td>5.37</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010201</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 02:00:00</th>\n",
       "      <td>34.52</td>\n",
       "      <td>3.74</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010202</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 03:00:00</th>\n",
       "      <td>33.89</td>\n",
       "      <td>2.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010203</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 04:00:00</th>\n",
       "      <td>31.62</td>\n",
       "      <td>3.24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010204</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 05:00:00</th>\n",
       "      <td>30.33</td>\n",
       "      <td>3.44</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010205</td>\n",
       "      <td>0.909091</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 06:00:00</th>\n",
       "      <td>30.97</td>\n",
       "      <td>4.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010206</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 07:00:00</th>\n",
       "      <td>29.50</td>\n",
       "      <td>5.44</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010207</td>\n",
       "      <td>1.272727</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 08:00:00</th>\n",
       "      <td>31.32</td>\n",
       "      <td>5.19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010208</td>\n",
       "      <td>1.454545</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 09:00:00</th>\n",
       "      <td>35.31</td>\n",
       "      <td>3.49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010209</td>\n",
       "      <td>1.818182</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 10:00:00</th>\n",
       "      <td>41.56</td>\n",
       "      <td>3.13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010210</td>\n",
       "      <td>1.363636</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 11:00:00</th>\n",
       "      <td>46.47</td>\n",
       "      <td>4.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010211</td>\n",
       "      <td>2.090909</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 12:00:00</th>\n",
       "      <td>50.18</td>\n",
       "      <td>8.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>010212</td>\n",
       "      <td>1.727273</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 13:00:00</th>\n",
       "      <td>51.57</td>\n",
       "      <td>4.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010213</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 14:00:00</th>\n",
       "      <td>53.47</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010214</td>\n",
       "      <td>2.181818</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 15:00:00</th>\n",
       "      <td>54.59</td>\n",
       "      <td>6.64</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>010215</td>\n",
       "      <td>2.272727</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 16:00:00</th>\n",
       "      <td>53.92</td>\n",
       "      <td>9.17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010216</td>\n",
       "      <td>2.272727</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 17:00:00</th>\n",
       "      <td>51.42</td>\n",
       "      <td>6.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>010217</td>\n",
       "      <td>3.545455</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 18:00:00</th>\n",
       "      <td>49.05</td>\n",
       "      <td>4.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010218</td>\n",
       "      <td>3.363636</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 19:00:00</th>\n",
       "      <td>45.43</td>\n",
       "      <td>5.57</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>010219</td>\n",
       "      <td>1.818182</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 20:00:00</th>\n",
       "      <td>45.77</td>\n",
       "      <td>3.36</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010220</td>\n",
       "      <td>1.363636</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 21:00:00</th>\n",
       "      <td>40.48</td>\n",
       "      <td>6.22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010221</td>\n",
       "      <td>1.363636</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 22:00:00</th>\n",
       "      <td>40.66</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010222</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 23:00:00</th>\n",
       "      <td>40.96</td>\n",
       "      <td>5.19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010223</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-02</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-03 00:00:00</th>\n",
       "      <td>41.45</td>\n",
       "      <td>4.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010300</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-03 01:00:00</th>\n",
       "      <td>41.34</td>\n",
       "      <td>4.61</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>010301</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-03</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      temp  wind_speed  rain_1h  snow_1h  clouds_all  count_x  \\\n",
       "LocalTime                                                                       \n",
       "2010-01-01 00:00:00  42.49        6.93      0.0      0.0          90      1.0   \n",
       "2010-01-01 01:00:00  42.53        5.82      0.0      0.0          90      4.0   \n",
       "2010-01-01 02:00:00  40.69        9.17      0.0      0.0           1      6.0   \n",
       "2010-01-01 03:00:00  38.52        5.82      0.0      0.0           1      1.0   \n",
       "2010-01-01 04:00:00  36.30        8.93      0.0      0.0           1      3.0   \n",
       "2010-01-01 05:00:00  36.32        6.93      0.0      0.0           1      2.0   \n",
       "2010-01-01 06:00:00  35.89        9.17      0.0      0.0           1      0.0   \n",
       "2010-01-01 07:00:00  35.26       10.29      0.0      0.0           1      0.0   \n",
       "2010-01-01 08:00:00  35.37        8.05      0.0      0.0           1      0.0   \n",
       "2010-01-01 09:00:00  40.15        6.93      0.0      0.0           1      0.0   \n",
       "2010-01-01 10:00:00  44.67        5.82      0.0      0.0           1      0.0   \n",
       "2010-01-01 11:00:00  48.25        6.93      0.0      0.0           1      0.0   \n",
       "2010-01-01 12:00:00  50.25        6.58      0.0      0.0           1      2.0   \n",
       "2010-01-01 13:00:00  51.64        4.70      0.0      0.0           1      0.0   \n",
       "2010-01-01 14:00:00  53.33        4.70      0.0      0.0           1      0.0   \n",
       "2010-01-01 15:00:00  54.03        3.36      0.0      0.0           1      0.0   \n",
       "2010-01-01 16:00:00  52.63        5.82      0.0      0.0           1      2.0   \n",
       "2010-01-01 17:00:00  52.09        2.08      0.0      0.0           1      0.0   \n",
       "2010-01-01 18:00:00  48.11        5.46      0.0      0.0           1      0.0   \n",
       "2010-01-01 19:00:00  43.81        5.50      0.0      0.0           1      0.0   \n",
       "2010-01-01 20:00:00  43.05        5.86      0.0      0.0           1      0.0   \n",
       "2010-01-01 21:00:00  40.12        6.53      0.0      0.0           1      1.0   \n",
       "2010-01-01 22:00:00  38.82        6.31      0.0      0.0           1      2.0   \n",
       "2010-01-01 23:00:00  36.70        6.15      0.0      0.0           1      2.0   \n",
       "2010-01-02 00:00:00  35.83        6.15      0.0      0.0           1      0.0   \n",
       "2010-01-02 01:00:00  34.56        5.37      0.0      0.0           1      0.0   \n",
       "2010-01-02 02:00:00  34.52        3.74      0.0      0.0           1      1.0   \n",
       "2010-01-02 03:00:00  33.89        2.75      0.0      0.0           1      1.0   \n",
       "2010-01-02 04:00:00  31.62        3.24      0.0      0.0           1      1.0   \n",
       "2010-01-02 05:00:00  30.33        3.44      0.0      0.0           1      0.0   \n",
       "2010-01-02 06:00:00  30.97        4.97      0.0      0.0           1      0.0   \n",
       "2010-01-02 07:00:00  29.50        5.44      0.0      0.0           1      0.0   \n",
       "2010-01-02 08:00:00  31.32        5.19      0.0      0.0           1      0.0   \n",
       "2010-01-02 09:00:00  35.31        3.49      0.0      0.0           1      0.0   \n",
       "2010-01-02 10:00:00  41.56        3.13      0.0      0.0           1      1.0   \n",
       "2010-01-02 11:00:00  46.47        4.07      0.0      0.0           1      1.0   \n",
       "2010-01-02 12:00:00  50.18        8.05      0.0      0.0           1      2.0   \n",
       "2010-01-02 13:00:00  51.57        4.92      0.0      0.0           1      0.0   \n",
       "2010-01-02 14:00:00  53.47        5.82      0.0      0.0           1      1.0   \n",
       "2010-01-02 15:00:00  54.59        6.64      0.0      0.0           1      2.0   \n",
       "2010-01-02 16:00:00  53.92        9.17      0.0      0.0           1      1.0   \n",
       "2010-01-02 17:00:00  51.42        6.93      0.0      0.0           1      1.0   \n",
       "2010-01-02 18:00:00  49.05        4.70      0.0      0.0           1      0.0   \n",
       "2010-01-02 19:00:00  45.43        5.57      0.0      0.0          75      4.0   \n",
       "2010-01-02 20:00:00  45.77        3.36      0.0      0.0           1      0.0   \n",
       "2010-01-02 21:00:00  40.48        6.22      0.0      0.0          40      0.0   \n",
       "2010-01-02 22:00:00  40.66        5.82      0.0      0.0          40      0.0   \n",
       "2010-01-02 23:00:00  40.96        5.19      0.0      0.0          75      0.0   \n",
       "2010-01-03 00:00:00  41.45        4.70      0.0      0.0           1      0.0   \n",
       "2010-01-03 01:00:00  41.34        4.61      0.0      0.0          75      0.0   \n",
       "\n",
       "                      Weekday  OneWeek  TwoWeek  ThreeWeek    dhid   count_y  \\\n",
       "LocalTime                                                                      \n",
       "2010-01-01 00:00:00    Friday      1.0      1.0        1.0  010100  2.090909   \n",
       "2010-01-01 01:00:00    Friday      4.0      4.0        4.0  010101  2.818182   \n",
       "2010-01-01 02:00:00    Friday      6.0      6.0        6.0  010102  4.363636   \n",
       "2010-01-01 03:00:00    Friday      1.0      1.0        1.0  010103  3.636364   \n",
       "2010-01-01 04:00:00    Friday      3.0      3.0        3.0  010104  1.909091   \n",
       "2010-01-01 05:00:00    Friday      2.0      2.0        2.0  010105  1.454545   \n",
       "2010-01-01 06:00:00    Friday      0.0      0.0        0.0  010106  0.636364   \n",
       "2010-01-01 07:00:00    Friday      0.0      0.0        0.0  010107  1.000000   \n",
       "2010-01-01 08:00:00    Friday      0.0      0.0        0.0  010108  0.454545   \n",
       "2010-01-01 09:00:00    Friday      0.0      0.0        0.0  010109  0.727273   \n",
       "2010-01-01 10:00:00    Friday      0.0      0.0        0.0  010110  0.545455   \n",
       "2010-01-01 11:00:00    Friday      0.0      0.0        0.0  010111  0.545455   \n",
       "2010-01-01 12:00:00    Friday      2.0      2.0        2.0  010112  0.818182   \n",
       "2010-01-01 13:00:00    Friday      0.0      0.0        0.0  010113  1.181818   \n",
       "2010-01-01 14:00:00    Friday      0.0      0.0        0.0  010114  1.181818   \n",
       "2010-01-01 15:00:00    Friday      0.0      0.0        0.0  010115  1.909091   \n",
       "2010-01-01 16:00:00    Friday      2.0      2.0        2.0  010116  2.363636   \n",
       "2010-01-01 17:00:00    Friday      0.0      0.0        0.0  010117  1.181818   \n",
       "2010-01-01 18:00:00    Friday      0.0      0.0        0.0  010118  1.363636   \n",
       "2010-01-01 19:00:00    Friday      0.0      0.0        0.0  010119  1.000000   \n",
       "2010-01-01 20:00:00    Friday      0.0      0.0        0.0  010120  0.636364   \n",
       "2010-01-01 21:00:00    Friday      1.0      1.0        1.0  010121  0.636364   \n",
       "2010-01-01 22:00:00    Friday      2.0      2.0        2.0  010122  1.000000   \n",
       "2010-01-01 23:00:00    Friday      2.0      2.0        2.0  010123  0.818182   \n",
       "2010-01-02 00:00:00  Saturday      0.0      0.0        0.0  010200  0.636364   \n",
       "2010-01-02 01:00:00  Saturday      0.0      0.0        0.0  010201  0.363636   \n",
       "2010-01-02 02:00:00  Saturday      1.0      1.0        1.0  010202  0.818182   \n",
       "2010-01-02 03:00:00  Saturday      1.0      1.0        1.0  010203  0.727273   \n",
       "2010-01-02 04:00:00  Saturday      1.0      1.0        1.0  010204  0.454545   \n",
       "2010-01-02 05:00:00  Saturday      0.0      0.0        0.0  010205  0.909091   \n",
       "2010-01-02 06:00:00  Saturday      0.0      0.0        0.0  010206  0.636364   \n",
       "2010-01-02 07:00:00  Saturday      0.0      0.0        0.0  010207  1.272727   \n",
       "2010-01-02 08:00:00  Saturday      0.0      0.0        0.0  010208  1.454545   \n",
       "2010-01-02 09:00:00  Saturday      0.0      0.0        0.0  010209  1.818182   \n",
       "2010-01-02 10:00:00  Saturday      1.0      1.0        1.0  010210  1.363636   \n",
       "2010-01-02 11:00:00  Saturday      1.0      1.0        1.0  010211  2.090909   \n",
       "2010-01-02 12:00:00  Saturday      2.0      2.0        2.0  010212  1.727273   \n",
       "2010-01-02 13:00:00  Saturday      0.0      0.0        0.0  010213  2.000000   \n",
       "2010-01-02 14:00:00  Saturday      1.0      1.0        1.0  010214  2.181818   \n",
       "2010-01-02 15:00:00  Saturday      2.0      2.0        2.0  010215  2.272727   \n",
       "2010-01-02 16:00:00  Saturday      1.0      1.0        1.0  010216  2.272727   \n",
       "2010-01-02 17:00:00  Saturday      1.0      1.0        1.0  010217  3.545455   \n",
       "2010-01-02 18:00:00  Saturday      0.0      0.0        0.0  010218  3.363636   \n",
       "2010-01-02 19:00:00  Saturday      4.0      4.0        4.0  010219  1.818182   \n",
       "2010-01-02 20:00:00  Saturday      0.0      0.0        0.0  010220  1.363636   \n",
       "2010-01-02 21:00:00  Saturday      0.0      0.0        0.0  010221  1.363636   \n",
       "2010-01-02 22:00:00  Saturday      0.0      0.0        0.0  010222  0.727273   \n",
       "2010-01-02 23:00:00  Saturday      0.0      0.0        0.0  010223  0.818182   \n",
       "2010-01-03 00:00:00    Sunday      0.0      0.0        0.0  010300  0.272727   \n",
       "2010-01-03 01:00:00    Sunday      0.0      0.0        0.0  010301  0.636364   \n",
       "\n",
       "                     RollingAvg  is_raining  is_pandemic  is_snowing  \\\n",
       "LocalTime                                                              \n",
       "2010-01-01 00:00:00         1.0           0            0           0   \n",
       "2010-01-01 01:00:00         4.0           0            0           0   \n",
       "2010-01-01 02:00:00         6.0           0            0           0   \n",
       "2010-01-01 03:00:00         1.0           0            0           0   \n",
       "2010-01-01 04:00:00         3.0           0            0           0   \n",
       "2010-01-01 05:00:00         2.0           0            0           0   \n",
       "2010-01-01 06:00:00         0.0           0            0           0   \n",
       "2010-01-01 07:00:00         0.0           0            0           0   \n",
       "2010-01-01 08:00:00         0.0           0            0           0   \n",
       "2010-01-01 09:00:00         0.0           0            0           0   \n",
       "2010-01-01 10:00:00         0.0           0            0           0   \n",
       "2010-01-01 11:00:00         0.0           0            0           0   \n",
       "2010-01-01 12:00:00         2.0           0            0           0   \n",
       "2010-01-01 13:00:00         0.0           0            0           0   \n",
       "2010-01-01 14:00:00         0.0           0            0           0   \n",
       "2010-01-01 15:00:00         0.0           0            0           0   \n",
       "2010-01-01 16:00:00         2.0           0            0           0   \n",
       "2010-01-01 17:00:00         0.0           0            0           0   \n",
       "2010-01-01 18:00:00         0.0           0            0           0   \n",
       "2010-01-01 19:00:00         0.0           0            0           0   \n",
       "2010-01-01 20:00:00         0.0           0            0           0   \n",
       "2010-01-01 21:00:00         1.0           0            0           0   \n",
       "2010-01-01 22:00:00         2.0           0            0           0   \n",
       "2010-01-01 23:00:00         2.0           0            0           0   \n",
       "2010-01-02 00:00:00         0.0           0            0           0   \n",
       "2010-01-02 01:00:00         0.0           0            0           0   \n",
       "2010-01-02 02:00:00         1.0           0            0           0   \n",
       "2010-01-02 03:00:00         1.0           0            0           0   \n",
       "2010-01-02 04:00:00         1.0           0            0           0   \n",
       "2010-01-02 05:00:00         0.0           0            0           0   \n",
       "2010-01-02 06:00:00         0.0           0            0           0   \n",
       "2010-01-02 07:00:00         0.0           0            0           0   \n",
       "2010-01-02 08:00:00         0.0           0            0           0   \n",
       "2010-01-02 09:00:00         0.0           0            0           0   \n",
       "2010-01-02 10:00:00         1.0           0            0           0   \n",
       "2010-01-02 11:00:00         1.0           0            0           0   \n",
       "2010-01-02 12:00:00         2.0           0            0           0   \n",
       "2010-01-02 13:00:00         0.0           0            0           0   \n",
       "2010-01-02 14:00:00         1.0           0            0           0   \n",
       "2010-01-02 15:00:00         2.0           0            0           0   \n",
       "2010-01-02 16:00:00         1.0           0            0           0   \n",
       "2010-01-02 17:00:00         1.0           0            0           0   \n",
       "2010-01-02 18:00:00         0.0           0            0           0   \n",
       "2010-01-02 19:00:00         4.0           0            0           0   \n",
       "2010-01-02 20:00:00         0.0           0            0           0   \n",
       "2010-01-02 21:00:00         0.0           0            0           0   \n",
       "2010-01-02 22:00:00         0.0           0            0           0   \n",
       "2010-01-02 23:00:00         0.0           0            0           0   \n",
       "2010-01-03 00:00:00         0.0           0            0           0   \n",
       "2010-01-03 01:00:00         0.0           0            0           0   \n",
       "\n",
       "                          Date        Holiday  \n",
       "LocalTime                                      \n",
       "2010-01-01 00:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 01:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 02:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 03:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 04:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 05:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 06:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 07:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 08:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 09:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 10:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 11:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 12:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 13:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 14:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 15:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 16:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 17:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 18:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 19:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 20:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 21:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 22:00:00 2010-01-01  New Years Day  \n",
       "2010-01-01 23:00:00 2010-01-01  New Years Day  \n",
       "2010-01-02 00:00:00 2010-01-02           None  \n",
       "2010-01-02 01:00:00 2010-01-02           None  \n",
       "2010-01-02 02:00:00 2010-01-02           None  \n",
       "2010-01-02 03:00:00 2010-01-02           None  \n",
       "2010-01-02 04:00:00 2010-01-02           None  \n",
       "2010-01-02 05:00:00 2010-01-02           None  \n",
       "2010-01-02 06:00:00 2010-01-02           None  \n",
       "2010-01-02 07:00:00 2010-01-02           None  \n",
       "2010-01-02 08:00:00 2010-01-02           None  \n",
       "2010-01-02 09:00:00 2010-01-02           None  \n",
       "2010-01-02 10:00:00 2010-01-02           None  \n",
       "2010-01-02 11:00:00 2010-01-02           None  \n",
       "2010-01-02 12:00:00 2010-01-02           None  \n",
       "2010-01-02 13:00:00 2010-01-02           None  \n",
       "2010-01-02 14:00:00 2010-01-02           None  \n",
       "2010-01-02 15:00:00 2010-01-02           None  \n",
       "2010-01-02 16:00:00 2010-01-02           None  \n",
       "2010-01-02 17:00:00 2010-01-02           None  \n",
       "2010-01-02 18:00:00 2010-01-02           None  \n",
       "2010-01-02 19:00:00 2010-01-02           None  \n",
       "2010-01-02 20:00:00 2010-01-02           None  \n",
       "2010-01-02 21:00:00 2010-01-02           None  \n",
       "2010-01-02 22:00:00 2010-01-02           None  \n",
       "2010-01-02 23:00:00 2010-01-02           None  \n",
       "2010-01-03 00:00:00 2010-01-03           None  \n",
       "2010-01-03 01:00:00 2010-01-03           None  "
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly_new.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "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>temp</th>\n",
       "      <th>wind_speed</th>\n",
       "      <th>rain_1h</th>\n",
       "      <th>snow_1h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>Count</th>\n",
       "      <th>Weekday</th>\n",
       "      <th>OneWeek</th>\n",
       "      <th>TwoWeek</th>\n",
       "      <th>ThreeWeek</th>\n",
       "      <th>TimeDateAvg</th>\n",
       "      <th>RollingAvg</th>\n",
       "      <th>is_raining</th>\n",
       "      <th>is_pandemic</th>\n",
       "      <th>is_snowing</th>\n",
       "      <th>Holiday</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LocalTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01 00:00:00</th>\n",
       "      <td>42.49</td>\n",
       "      <td>6.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.090909</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 01:00:00</th>\n",
       "      <td>42.53</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.818182</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 02:00:00</th>\n",
       "      <td>40.69</td>\n",
       "      <td>9.17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.363636</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 03:00:00</th>\n",
       "      <td>38.52</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.636364</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 04:00:00</th>\n",
       "      <td>36.30</td>\n",
       "      <td>8.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.909091</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 05:00:00</th>\n",
       "      <td>36.32</td>\n",
       "      <td>6.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.454545</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 06:00:00</th>\n",
       "      <td>35.89</td>\n",
       "      <td>9.17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 07:00:00</th>\n",
       "      <td>35.26</td>\n",
       "      <td>10.29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 08:00:00</th>\n",
       "      <td>35.37</td>\n",
       "      <td>8.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 09:00:00</th>\n",
       "      <td>40.15</td>\n",
       "      <td>6.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 10:00:00</th>\n",
       "      <td>44.67</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 11:00:00</th>\n",
       "      <td>48.25</td>\n",
       "      <td>6.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 12:00:00</th>\n",
       "      <td>50.25</td>\n",
       "      <td>6.58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 13:00:00</th>\n",
       "      <td>51.64</td>\n",
       "      <td>4.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.181818</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 14:00:00</th>\n",
       "      <td>53.33</td>\n",
       "      <td>4.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.181818</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 15:00:00</th>\n",
       "      <td>54.03</td>\n",
       "      <td>3.36</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.909091</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 16:00:00</th>\n",
       "      <td>52.63</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.363636</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 17:00:00</th>\n",
       "      <td>52.09</td>\n",
       "      <td>2.08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.181818</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 18:00:00</th>\n",
       "      <td>48.11</td>\n",
       "      <td>5.46</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.363636</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 19:00:00</th>\n",
       "      <td>43.81</td>\n",
       "      <td>5.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 20:00:00</th>\n",
       "      <td>43.05</td>\n",
       "      <td>5.86</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 21:00:00</th>\n",
       "      <td>40.12</td>\n",
       "      <td>6.53</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 22:00:00</th>\n",
       "      <td>38.82</td>\n",
       "      <td>6.31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01 23:00:00</th>\n",
       "      <td>36.70</td>\n",
       "      <td>6.15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>New Years Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 00:00:00</th>\n",
       "      <td>35.83</td>\n",
       "      <td>6.15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 01:00:00</th>\n",
       "      <td>34.56</td>\n",
       "      <td>5.37</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 02:00:00</th>\n",
       "      <td>34.52</td>\n",
       "      <td>3.74</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 03:00:00</th>\n",
       "      <td>33.89</td>\n",
       "      <td>2.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 04:00:00</th>\n",
       "      <td>31.62</td>\n",
       "      <td>3.24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 05:00:00</th>\n",
       "      <td>30.33</td>\n",
       "      <td>3.44</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.909091</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 06:00:00</th>\n",
       "      <td>30.97</td>\n",
       "      <td>4.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 07:00:00</th>\n",
       "      <td>29.50</td>\n",
       "      <td>5.44</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.272727</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 08:00:00</th>\n",
       "      <td>31.32</td>\n",
       "      <td>5.19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.454545</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 09:00:00</th>\n",
       "      <td>35.31</td>\n",
       "      <td>3.49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.818182</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 10:00:00</th>\n",
       "      <td>41.56</td>\n",
       "      <td>3.13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.363636</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 11:00:00</th>\n",
       "      <td>46.47</td>\n",
       "      <td>4.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.090909</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 12:00:00</th>\n",
       "      <td>50.18</td>\n",
       "      <td>8.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.727273</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 13:00:00</th>\n",
       "      <td>51.57</td>\n",
       "      <td>4.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 14:00:00</th>\n",
       "      <td>53.47</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.181818</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 15:00:00</th>\n",
       "      <td>54.59</td>\n",
       "      <td>6.64</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.272727</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 16:00:00</th>\n",
       "      <td>53.92</td>\n",
       "      <td>9.17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.272727</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 17:00:00</th>\n",
       "      <td>51.42</td>\n",
       "      <td>6.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.545455</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 18:00:00</th>\n",
       "      <td>49.05</td>\n",
       "      <td>4.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.363636</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 19:00:00</th>\n",
       "      <td>45.43</td>\n",
       "      <td>5.57</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.818182</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 20:00:00</th>\n",
       "      <td>45.77</td>\n",
       "      <td>3.36</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.363636</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 21:00:00</th>\n",
       "      <td>40.48</td>\n",
       "      <td>6.22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.363636</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 22:00:00</th>\n",
       "      <td>40.66</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02 23:00:00</th>\n",
       "      <td>40.96</td>\n",
       "      <td>5.19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-03 00:00:00</th>\n",
       "      <td>41.45</td>\n",
       "      <td>4.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-03 01:00:00</th>\n",
       "      <td>41.34</td>\n",
       "      <td>4.61</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      temp  wind_speed  rain_1h  snow_1h  clouds_all  Count  \\\n",
       "LocalTime                                                                     \n",
       "2010-01-01 00:00:00  42.49        6.93      0.0      0.0          90    1.0   \n",
       "2010-01-01 01:00:00  42.53        5.82      0.0      0.0          90    4.0   \n",
       "2010-01-01 02:00:00  40.69        9.17      0.0      0.0           1    6.0   \n",
       "2010-01-01 03:00:00  38.52        5.82      0.0      0.0           1    1.0   \n",
       "2010-01-01 04:00:00  36.30        8.93      0.0      0.0           1    3.0   \n",
       "2010-01-01 05:00:00  36.32        6.93      0.0      0.0           1    2.0   \n",
       "2010-01-01 06:00:00  35.89        9.17      0.0      0.0           1    0.0   \n",
       "2010-01-01 07:00:00  35.26       10.29      0.0      0.0           1    0.0   \n",
       "2010-01-01 08:00:00  35.37        8.05      0.0      0.0           1    0.0   \n",
       "2010-01-01 09:00:00  40.15        6.93      0.0      0.0           1    0.0   \n",
       "2010-01-01 10:00:00  44.67        5.82      0.0      0.0           1    0.0   \n",
       "2010-01-01 11:00:00  48.25        6.93      0.0      0.0           1    0.0   \n",
       "2010-01-01 12:00:00  50.25        6.58      0.0      0.0           1    2.0   \n",
       "2010-01-01 13:00:00  51.64        4.70      0.0      0.0           1    0.0   \n",
       "2010-01-01 14:00:00  53.33        4.70      0.0      0.0           1    0.0   \n",
       "2010-01-01 15:00:00  54.03        3.36      0.0      0.0           1    0.0   \n",
       "2010-01-01 16:00:00  52.63        5.82      0.0      0.0           1    2.0   \n",
       "2010-01-01 17:00:00  52.09        2.08      0.0      0.0           1    0.0   \n",
       "2010-01-01 18:00:00  48.11        5.46      0.0      0.0           1    0.0   \n",
       "2010-01-01 19:00:00  43.81        5.50      0.0      0.0           1    0.0   \n",
       "2010-01-01 20:00:00  43.05        5.86      0.0      0.0           1    0.0   \n",
       "2010-01-01 21:00:00  40.12        6.53      0.0      0.0           1    1.0   \n",
       "2010-01-01 22:00:00  38.82        6.31      0.0      0.0           1    2.0   \n",
       "2010-01-01 23:00:00  36.70        6.15      0.0      0.0           1    2.0   \n",
       "2010-01-02 00:00:00  35.83        6.15      0.0      0.0           1    0.0   \n",
       "2010-01-02 01:00:00  34.56        5.37      0.0      0.0           1    0.0   \n",
       "2010-01-02 02:00:00  34.52        3.74      0.0      0.0           1    1.0   \n",
       "2010-01-02 03:00:00  33.89        2.75      0.0      0.0           1    1.0   \n",
       "2010-01-02 04:00:00  31.62        3.24      0.0      0.0           1    1.0   \n",
       "2010-01-02 05:00:00  30.33        3.44      0.0      0.0           1    0.0   \n",
       "2010-01-02 06:00:00  30.97        4.97      0.0      0.0           1    0.0   \n",
       "2010-01-02 07:00:00  29.50        5.44      0.0      0.0           1    0.0   \n",
       "2010-01-02 08:00:00  31.32        5.19      0.0      0.0           1    0.0   \n",
       "2010-01-02 09:00:00  35.31        3.49      0.0      0.0           1    0.0   \n",
       "2010-01-02 10:00:00  41.56        3.13      0.0      0.0           1    1.0   \n",
       "2010-01-02 11:00:00  46.47        4.07      0.0      0.0           1    1.0   \n",
       "2010-01-02 12:00:00  50.18        8.05      0.0      0.0           1    2.0   \n",
       "2010-01-02 13:00:00  51.57        4.92      0.0      0.0           1    0.0   \n",
       "2010-01-02 14:00:00  53.47        5.82      0.0      0.0           1    1.0   \n",
       "2010-01-02 15:00:00  54.59        6.64      0.0      0.0           1    2.0   \n",
       "2010-01-02 16:00:00  53.92        9.17      0.0      0.0           1    1.0   \n",
       "2010-01-02 17:00:00  51.42        6.93      0.0      0.0           1    1.0   \n",
       "2010-01-02 18:00:00  49.05        4.70      0.0      0.0           1    0.0   \n",
       "2010-01-02 19:00:00  45.43        5.57      0.0      0.0          75    4.0   \n",
       "2010-01-02 20:00:00  45.77        3.36      0.0      0.0           1    0.0   \n",
       "2010-01-02 21:00:00  40.48        6.22      0.0      0.0          40    0.0   \n",
       "2010-01-02 22:00:00  40.66        5.82      0.0      0.0          40    0.0   \n",
       "2010-01-02 23:00:00  40.96        5.19      0.0      0.0          75    0.0   \n",
       "2010-01-03 00:00:00  41.45        4.70      0.0      0.0           1    0.0   \n",
       "2010-01-03 01:00:00  41.34        4.61      0.0      0.0          75    0.0   \n",
       "\n",
       "                      Weekday  OneWeek  TwoWeek  ThreeWeek  TimeDateAvg  \\\n",
       "LocalTime                                                                 \n",
       "2010-01-01 00:00:00    Friday      1.0      1.0        1.0     2.090909   \n",
       "2010-01-01 01:00:00    Friday      4.0      4.0        4.0     2.818182   \n",
       "2010-01-01 02:00:00    Friday      6.0      6.0        6.0     4.363636   \n",
       "2010-01-01 03:00:00    Friday      1.0      1.0        1.0     3.636364   \n",
       "2010-01-01 04:00:00    Friday      3.0      3.0        3.0     1.909091   \n",
       "2010-01-01 05:00:00    Friday      2.0      2.0        2.0     1.454545   \n",
       "2010-01-01 06:00:00    Friday      0.0      0.0        0.0     0.636364   \n",
       "2010-01-01 07:00:00    Friday      0.0      0.0        0.0     1.000000   \n",
       "2010-01-01 08:00:00    Friday      0.0      0.0        0.0     0.454545   \n",
       "2010-01-01 09:00:00    Friday      0.0      0.0        0.0     0.727273   \n",
       "2010-01-01 10:00:00    Friday      0.0      0.0        0.0     0.545455   \n",
       "2010-01-01 11:00:00    Friday      0.0      0.0        0.0     0.545455   \n",
       "2010-01-01 12:00:00    Friday      2.0      2.0        2.0     0.818182   \n",
       "2010-01-01 13:00:00    Friday      0.0      0.0        0.0     1.181818   \n",
       "2010-01-01 14:00:00    Friday      0.0      0.0        0.0     1.181818   \n",
       "2010-01-01 15:00:00    Friday      0.0      0.0        0.0     1.909091   \n",
       "2010-01-01 16:00:00    Friday      2.0      2.0        2.0     2.363636   \n",
       "2010-01-01 17:00:00    Friday      0.0      0.0        0.0     1.181818   \n",
       "2010-01-01 18:00:00    Friday      0.0      0.0        0.0     1.363636   \n",
       "2010-01-01 19:00:00    Friday      0.0      0.0        0.0     1.000000   \n",
       "2010-01-01 20:00:00    Friday      0.0      0.0        0.0     0.636364   \n",
       "2010-01-01 21:00:00    Friday      1.0      1.0        1.0     0.636364   \n",
       "2010-01-01 22:00:00    Friday      2.0      2.0        2.0     1.000000   \n",
       "2010-01-01 23:00:00    Friday      2.0      2.0        2.0     0.818182   \n",
       "2010-01-02 00:00:00  Saturday      0.0      0.0        0.0     0.636364   \n",
       "2010-01-02 01:00:00  Saturday      0.0      0.0        0.0     0.363636   \n",
       "2010-01-02 02:00:00  Saturday      1.0      1.0        1.0     0.818182   \n",
       "2010-01-02 03:00:00  Saturday      1.0      1.0        1.0     0.727273   \n",
       "2010-01-02 04:00:00  Saturday      1.0      1.0        1.0     0.454545   \n",
       "2010-01-02 05:00:00  Saturday      0.0      0.0        0.0     0.909091   \n",
       "2010-01-02 06:00:00  Saturday      0.0      0.0        0.0     0.636364   \n",
       "2010-01-02 07:00:00  Saturday      0.0      0.0        0.0     1.272727   \n",
       "2010-01-02 08:00:00  Saturday      0.0      0.0        0.0     1.454545   \n",
       "2010-01-02 09:00:00  Saturday      0.0      0.0        0.0     1.818182   \n",
       "2010-01-02 10:00:00  Saturday      1.0      1.0        1.0     1.363636   \n",
       "2010-01-02 11:00:00  Saturday      1.0      1.0        1.0     2.090909   \n",
       "2010-01-02 12:00:00  Saturday      2.0      2.0        2.0     1.727273   \n",
       "2010-01-02 13:00:00  Saturday      0.0      0.0        0.0     2.000000   \n",
       "2010-01-02 14:00:00  Saturday      1.0      1.0        1.0     2.181818   \n",
       "2010-01-02 15:00:00  Saturday      2.0      2.0        2.0     2.272727   \n",
       "2010-01-02 16:00:00  Saturday      1.0      1.0        1.0     2.272727   \n",
       "2010-01-02 17:00:00  Saturday      1.0      1.0        1.0     3.545455   \n",
       "2010-01-02 18:00:00  Saturday      0.0      0.0        0.0     3.363636   \n",
       "2010-01-02 19:00:00  Saturday      4.0      4.0        4.0     1.818182   \n",
       "2010-01-02 20:00:00  Saturday      0.0      0.0        0.0     1.363636   \n",
       "2010-01-02 21:00:00  Saturday      0.0      0.0        0.0     1.363636   \n",
       "2010-01-02 22:00:00  Saturday      0.0      0.0        0.0     0.727273   \n",
       "2010-01-02 23:00:00  Saturday      0.0      0.0        0.0     0.818182   \n",
       "2010-01-03 00:00:00    Sunday      0.0      0.0        0.0     0.272727   \n",
       "2010-01-03 01:00:00    Sunday      0.0      0.0        0.0     0.636364   \n",
       "\n",
       "                     RollingAvg  is_raining  is_pandemic  is_snowing  \\\n",
       "LocalTime                                                              \n",
       "2010-01-01 00:00:00         1.0           0            0           0   \n",
       "2010-01-01 01:00:00         4.0           0            0           0   \n",
       "2010-01-01 02:00:00         6.0           0            0           0   \n",
       "2010-01-01 03:00:00         1.0           0            0           0   \n",
       "2010-01-01 04:00:00         3.0           0            0           0   \n",
       "2010-01-01 05:00:00         2.0           0            0           0   \n",
       "2010-01-01 06:00:00         0.0           0            0           0   \n",
       "2010-01-01 07:00:00         0.0           0            0           0   \n",
       "2010-01-01 08:00:00         0.0           0            0           0   \n",
       "2010-01-01 09:00:00         0.0           0            0           0   \n",
       "2010-01-01 10:00:00         0.0           0            0           0   \n",
       "2010-01-01 11:00:00         0.0           0            0           0   \n",
       "2010-01-01 12:00:00         2.0           0            0           0   \n",
       "2010-01-01 13:00:00         0.0           0            0           0   \n",
       "2010-01-01 14:00:00         0.0           0            0           0   \n",
       "2010-01-01 15:00:00         0.0           0            0           0   \n",
       "2010-01-01 16:00:00         2.0           0            0           0   \n",
       "2010-01-01 17:00:00         0.0           0            0           0   \n",
       "2010-01-01 18:00:00         0.0           0            0           0   \n",
       "2010-01-01 19:00:00         0.0           0            0           0   \n",
       "2010-01-01 20:00:00         0.0           0            0           0   \n",
       "2010-01-01 21:00:00         1.0           0            0           0   \n",
       "2010-01-01 22:00:00         2.0           0            0           0   \n",
       "2010-01-01 23:00:00         2.0           0            0           0   \n",
       "2010-01-02 00:00:00         0.0           0            0           0   \n",
       "2010-01-02 01:00:00         0.0           0            0           0   \n",
       "2010-01-02 02:00:00         1.0           0            0           0   \n",
       "2010-01-02 03:00:00         1.0           0            0           0   \n",
       "2010-01-02 04:00:00         1.0           0            0           0   \n",
       "2010-01-02 05:00:00         0.0           0            0           0   \n",
       "2010-01-02 06:00:00         0.0           0            0           0   \n",
       "2010-01-02 07:00:00         0.0           0            0           0   \n",
       "2010-01-02 08:00:00         0.0           0            0           0   \n",
       "2010-01-02 09:00:00         0.0           0            0           0   \n",
       "2010-01-02 10:00:00         1.0           0            0           0   \n",
       "2010-01-02 11:00:00         1.0           0            0           0   \n",
       "2010-01-02 12:00:00         2.0           0            0           0   \n",
       "2010-01-02 13:00:00         0.0           0            0           0   \n",
       "2010-01-02 14:00:00         1.0           0            0           0   \n",
       "2010-01-02 15:00:00         2.0           0            0           0   \n",
       "2010-01-02 16:00:00         1.0           0            0           0   \n",
       "2010-01-02 17:00:00         1.0           0            0           0   \n",
       "2010-01-02 18:00:00         0.0           0            0           0   \n",
       "2010-01-02 19:00:00         4.0           0            0           0   \n",
       "2010-01-02 20:00:00         0.0           0            0           0   \n",
       "2010-01-02 21:00:00         0.0           0            0           0   \n",
       "2010-01-02 22:00:00         0.0           0            0           0   \n",
       "2010-01-02 23:00:00         0.0           0            0           0   \n",
       "2010-01-03 00:00:00         0.0           0            0           0   \n",
       "2010-01-03 01:00:00         0.0           0            0           0   \n",
       "\n",
       "                           Holiday  \n",
       "LocalTime                           \n",
       "2010-01-01 00:00:00  New Years Day  \n",
       "2010-01-01 01:00:00  New Years Day  \n",
       "2010-01-01 02:00:00  New Years Day  \n",
       "2010-01-01 03:00:00  New Years Day  \n",
       "2010-01-01 04:00:00  New Years Day  \n",
       "2010-01-01 05:00:00  New Years Day  \n",
       "2010-01-01 06:00:00  New Years Day  \n",
       "2010-01-01 07:00:00  New Years Day  \n",
       "2010-01-01 08:00:00  New Years Day  \n",
       "2010-01-01 09:00:00  New Years Day  \n",
       "2010-01-01 10:00:00  New Years Day  \n",
       "2010-01-01 11:00:00  New Years Day  \n",
       "2010-01-01 12:00:00  New Years Day  \n",
       "2010-01-01 13:00:00  New Years Day  \n",
       "2010-01-01 14:00:00  New Years Day  \n",
       "2010-01-01 15:00:00  New Years Day  \n",
       "2010-01-01 16:00:00  New Years Day  \n",
       "2010-01-01 17:00:00  New Years Day  \n",
       "2010-01-01 18:00:00  New Years Day  \n",
       "2010-01-01 19:00:00  New Years Day  \n",
       "2010-01-01 20:00:00  New Years Day  \n",
       "2010-01-01 21:00:00  New Years Day  \n",
       "2010-01-01 22:00:00  New Years Day  \n",
       "2010-01-01 23:00:00  New Years Day  \n",
       "2010-01-02 00:00:00           None  \n",
       "2010-01-02 01:00:00           None  \n",
       "2010-01-02 02:00:00           None  \n",
       "2010-01-02 03:00:00           None  \n",
       "2010-01-02 04:00:00           None  \n",
       "2010-01-02 05:00:00           None  \n",
       "2010-01-02 06:00:00           None  \n",
       "2010-01-02 07:00:00           None  \n",
       "2010-01-02 08:00:00           None  \n",
       "2010-01-02 09:00:00           None  \n",
       "2010-01-02 10:00:00           None  \n",
       "2010-01-02 11:00:00           None  \n",
       "2010-01-02 12:00:00           None  \n",
       "2010-01-02 13:00:00           None  \n",
       "2010-01-02 14:00:00           None  \n",
       "2010-01-02 15:00:00           None  \n",
       "2010-01-02 16:00:00           None  \n",
       "2010-01-02 17:00:00           None  \n",
       "2010-01-02 18:00:00           None  \n",
       "2010-01-02 19:00:00           None  \n",
       "2010-01-02 20:00:00           None  \n",
       "2010-01-02 21:00:00           None  \n",
       "2010-01-02 22:00:00           None  \n",
       "2010-01-02 23:00:00           None  \n",
       "2010-01-03 00:00:00           None  \n",
       "2010-01-03 01:00:00           None  "
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "colmap = {'count_x':'Count', 'count_y':'TimeDateAvg'}\n",
    "hourly_new=hourly_new.rename(colmap, axis=1)\n",
    "hourly_new=hourly_new.drop(['dhid','Date'], axis=1)\n",
    "hourly_new.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly_new = pd.get_dummies(hourly_new, columns=['Weekday','Holiday'],prefix=['',''], prefix_sep='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['temp', 'wind_speed', 'rain_1h', 'snow_1h', 'clouds_all', 'Count',\n",
       "       'OneWeek', 'TwoWeek', 'ThreeWeek', 'TimeDateAvg', 'RollingAvg',\n",
       "       'is_raining', 'is_pandemic', 'is_snowing', 'Friday', 'Monday',\n",
       "       'Saturday', 'Sunday', 'Thursday', 'Tuesday', 'Wednesday',\n",
       "       'Christmas Day', 'Christmas Holiday', 'Columbus Day', 'July 4th',\n",
       "       'Labor Day', 'Martin Luther King Jr. Day', 'Memorial Day',\n",
       "       'New Years Day', 'None', 'Presidents Day', 'Thanksgiving',\n",
       "       'Veterans Day'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly_new.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly_new = hourly_new.drop(columns=['Tuesday','None'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>temp</th>\n",
       "      <th>wind_speed</th>\n",
       "      <th>rain_1h</th>\n",
       "      <th>snow_1h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>Count</th>\n",
       "      <th>OneWeek</th>\n",
       "      <th>TwoWeek</th>\n",
       "      <th>ThreeWeek</th>\n",
       "      <th>TimeDateAvg</th>\n",
       "      <th>...</th>\n",
       "      <th>Christmas Holiday</th>\n",
       "      <th>Columbus Day</th>\n",
       "      <th>July 4th</th>\n",
       "      <th>Labor Day</th>\n",
       "      <th>Martin Luther King Jr. Day</th>\n",
       "      <th>Memorial Day</th>\n",
       "      <th>New Years Day</th>\n",
       "      <th>Presidents Day</th>\n",
       "      <th>Thanksgiving</th>\n",
       "      <th>Veterans Day</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LocalTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "    <tr>\n",
       "      <th>2010-01-01 00:00:00</th>\n",
       "      <td>42.49</td>\n",
       "      <td>6.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.090909</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2010-01-01 01:00:00</th>\n",
       "      <td>42.53</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2010-01-01 02:00:00</th>\n",
       "      <td>40.69</td>\n",
       "      <td>9.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>6.0</td>\n",
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       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
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       "    <tr>\n",
       "      <th>2010-01-01 03:00:00</th>\n",
       "      <td>38.52</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>3.636364</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2010-01-01 04:00:00</th>\n",
       "      <td>36.30</td>\n",
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       "      <td>0.00</td>\n",
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       "    <tr>\n",
       "      <th>2020-08-31 19:00:00</th>\n",
       "      <td>94.98</td>\n",
       "      <td>13.87</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 20:00:00</th>\n",
       "      <td>91.92</td>\n",
       "      <td>9.17</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.545455</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 21:00:00</th>\n",
       "      <td>89.51</td>\n",
       "      <td>6.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.727273</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 22:00:00</th>\n",
       "      <td>87.31</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.727273</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-31 23:00:00</th>\n",
       "      <td>85.37</td>\n",
       "      <td>11.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.454545</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>93503 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      temp  wind_speed  rain_1h  snow_1h  clouds_all  Count  \\\n",
       "LocalTime                                                                     \n",
       "2010-01-01 00:00:00  42.49        6.93     0.00      0.0          90    1.0   \n",
       "2010-01-01 01:00:00  42.53        5.82     0.00      0.0          90    4.0   \n",
       "2010-01-01 02:00:00  40.69        9.17     0.00      0.0           1    6.0   \n",
       "2010-01-01 03:00:00  38.52        5.82     0.00      0.0           1    1.0   \n",
       "2010-01-01 04:00:00  36.30        8.93     0.00      0.0           1    3.0   \n",
       "...                    ...         ...      ...      ...         ...    ...   \n",
       "2020-08-31 19:00:00  94.98       13.87     0.33      0.0           0    1.0   \n",
       "2020-08-31 20:00:00  91.92        9.17     0.33      0.0           0    1.0   \n",
       "2020-08-31 21:00:00  89.51        6.93     0.00      0.0           1    0.0   \n",
       "2020-08-31 22:00:00  87.31        5.82     0.00      0.0           1    1.0   \n",
       "2020-08-31 23:00:00  85.37       11.41     0.00      0.0          40    1.0   \n",
       "\n",
       "                     OneWeek  TwoWeek  ThreeWeek  TimeDateAvg  ...  \\\n",
       "LocalTime                                                      ...   \n",
       "2010-01-01 00:00:00      1.0      1.0        1.0     2.090909  ...   \n",
       "2010-01-01 01:00:00      4.0      4.0        4.0     2.818182  ...   \n",
       "2010-01-01 02:00:00      6.0      6.0        6.0     4.363636  ...   \n",
       "2010-01-01 03:00:00      1.0      1.0        1.0     3.636364  ...   \n",
       "2010-01-01 04:00:00      3.0      3.0        3.0     1.909091  ...   \n",
       "...                      ...      ...        ...          ...  ...   \n",
       "2020-08-31 19:00:00      0.0      0.0        3.0     2.000000  ...   \n",
       "2020-08-31 20:00:00      0.0      0.0        1.0     1.545455  ...   \n",
       "2020-08-31 21:00:00      0.0      2.0        0.0     1.727273  ...   \n",
       "2020-08-31 22:00:00      0.0      0.0        3.0     1.727273  ...   \n",
       "2020-08-31 23:00:00      0.0      2.0        1.0     1.454545  ...   \n",
       "\n",
       "                     Christmas Holiday  Columbus Day  July 4th  Labor Day  \\\n",
       "LocalTime                                                                   \n",
       "2010-01-01 00:00:00                  0             0         0          0   \n",
       "2010-01-01 01:00:00                  0             0         0          0   \n",
       "2010-01-01 02:00:00                  0             0         0          0   \n",
       "2010-01-01 03:00:00                  0             0         0          0   \n",
       "2010-01-01 04:00:00                  0             0         0          0   \n",
       "...                                ...           ...       ...        ...   \n",
       "2020-08-31 19:00:00                  0             0         0          0   \n",
       "2020-08-31 20:00:00                  0             0         0          0   \n",
       "2020-08-31 21:00:00                  0             0         0          0   \n",
       "2020-08-31 22:00:00                  0             0         0          0   \n",
       "2020-08-31 23:00:00                  0             0         0          0   \n",
       "\n",
       "                     Martin Luther King Jr. Day  Memorial Day  New Years Day  \\\n",
       "LocalTime                                                                      \n",
       "2010-01-01 00:00:00                           0             0              1   \n",
       "2010-01-01 01:00:00                           0             0              1   \n",
       "2010-01-01 02:00:00                           0             0              1   \n",
       "2010-01-01 03:00:00                           0             0              1   \n",
       "2010-01-01 04:00:00                           0             0              1   \n",
       "...                                         ...           ...            ...   \n",
       "2020-08-31 19:00:00                           0             0              0   \n",
       "2020-08-31 20:00:00                           0             0              0   \n",
       "2020-08-31 21:00:00                           0             0              0   \n",
       "2020-08-31 22:00:00                           0             0              0   \n",
       "2020-08-31 23:00:00                           0             0              0   \n",
       "\n",
       "                     Presidents Day  Thanksgiving  Veterans Day  \n",
       "LocalTime                                                        \n",
       "2010-01-01 00:00:00               0             0             0  \n",
       "2010-01-01 01:00:00               0             0             0  \n",
       "2010-01-01 02:00:00               0             0             0  \n",
       "2010-01-01 03:00:00               0             0             0  \n",
       "2010-01-01 04:00:00               0             0             0  \n",
       "...                             ...           ...           ...  \n",
       "2020-08-31 19:00:00               0             0             0  \n",
       "2020-08-31 20:00:00               0             0             0  \n",
       "2020-08-31 21:00:00               0             0             0  \n",
       "2020-08-31 22:00:00               0             0             0  \n",
       "2020-08-31 23:00:00               0             0             0  \n",
       "\n",
       "[93503 rows x 31 columns]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>temp</th>\n",
       "      <th>wind_speed</th>\n",
       "      <th>rain_1h</th>\n",
       "      <th>snow_1h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>Count</th>\n",
       "      <th>OneWeek</th>\n",
       "      <th>TwoWeek</th>\n",
       "      <th>ThreeWeek</th>\n",
       "      <th>TimeDateAvg</th>\n",
       "      <th>...</th>\n",
       "      <th>Christmas Holiday</th>\n",
       "      <th>Columbus Day</th>\n",
       "      <th>July 4th</th>\n",
       "      <th>Labor Day</th>\n",
       "      <th>Martin Luther King Jr. Day</th>\n",
       "      <th>Memorial Day</th>\n",
       "      <th>New Years Day</th>\n",
       "      <th>Presidents Day</th>\n",
       "      <th>Thanksgiving</th>\n",
       "      <th>Veterans Day</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>temp</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.070601</td>\n",
       "      <td>-0.045688</td>\n",
       "      <td>-0.024519</td>\n",
       "      <td>-0.142435</td>\n",
       "      <td>0.130980</td>\n",
       "      <td>0.130501</td>\n",
       "      <td>0.130975</td>\n",
       "      <td>0.128136</td>\n",
       "      <td>0.242329</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.018296</td>\n",
       "      <td>0.011677</td>\n",
       "      <td>0.047477</td>\n",
       "      <td>0.044952</td>\n",
       "      <td>-0.047932</td>\n",
       "      <td>0.028081</td>\n",
       "      <td>-0.073335</td>\n",
       "      <td>-0.029549</td>\n",
       "      <td>-0.040013</td>\n",
       "      <td>-0.033377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wind_speed</th>\n",
       "      <td>0.070601</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.017651</td>\n",
       "      <td>-0.004770</td>\n",
       "      <td>0.085323</td>\n",
       "      <td>0.047503</td>\n",
       "      <td>0.049738</td>\n",
       "      <td>0.058142</td>\n",
       "      <td>0.052543</td>\n",
       "      <td>0.117480</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001445</td>\n",
       "      <td>-0.008868</td>\n",
       "      <td>-0.002916</td>\n",
       "      <td>-0.006412</td>\n",
       "      <td>-0.000461</td>\n",
       "      <td>0.011455</td>\n",
       "      <td>0.007798</td>\n",
       "      <td>0.022495</td>\n",
       "      <td>-0.019127</td>\n",
       "      <td>0.003759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rain_1h</th>\n",
       "      <td>-0.045688</td>\n",
       "      <td>0.017651</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.002943</td>\n",
       "      <td>0.088277</td>\n",
       "      <td>0.043166</td>\n",
       "      <td>-0.006000</td>\n",
       "      <td>-0.006126</td>\n",
       "      <td>0.005791</td>\n",
       "      <td>-0.002770</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.000442</td>\n",
       "      <td>0.001519</td>\n",
       "      <td>-0.002701</td>\n",
       "      <td>-0.001730</td>\n",
       "      <td>-0.001583</td>\n",
       "      <td>0.016740</td>\n",
       "      <td>0.039847</td>\n",
       "      <td>0.000482</td>\n",
       "      <td>-0.003250</td>\n",
       "      <td>-0.003585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>snow_1h</th>\n",
       "      <td>-0.024519</td>\n",
       "      <td>-0.004770</td>\n",
       "      <td>0.002943</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.004370</td>\n",
       "      <td>-0.003060</td>\n",
       "      <td>-0.005713</td>\n",
       "      <td>-0.002814</td>\n",
       "      <td>-0.000606</td>\n",
       "      <td>-0.008713</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.000320</td>\n",
       "      <td>-0.000584</td>\n",
       "      <td>-0.000613</td>\n",
       "      <td>-0.000584</td>\n",
       "      <td>-0.000613</td>\n",
       "      <td>-0.000613</td>\n",
       "      <td>-0.000613</td>\n",
       "      <td>-0.000613</td>\n",
       "      <td>-0.000584</td>\n",
       "      <td>0.000474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>clouds_all</th>\n",
       "      <td>-0.142435</td>\n",
       "      <td>0.085323</td>\n",
       "      <td>0.088277</td>\n",
       "      <td>-0.004370</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.019233</td>\n",
       "      <td>-0.020514</td>\n",
       "      <td>-0.023135</td>\n",
       "      <td>-0.019627</td>\n",
       "      <td>-0.054435</td>\n",
       "      <td>...</td>\n",
       "      <td>0.020727</td>\n",
       "      <td>0.006734</td>\n",
       "      <td>-0.009326</td>\n",
       "      <td>-0.014652</td>\n",
       "      <td>-0.001499</td>\n",
       "      <td>0.011532</td>\n",
       "      <td>0.019517</td>\n",
       "      <td>0.016756</td>\n",
       "      <td>0.001479</td>\n",
       "      <td>0.016958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Count</th>\n",
       "      <td>0.130980</td>\n",
       "      <td>0.047503</td>\n",
       "      <td>0.043166</td>\n",
       "      <td>-0.003060</td>\n",
       "      <td>-0.019233</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.296232</td>\n",
       "      <td>0.287280</td>\n",
       "      <td>0.286032</td>\n",
       "      <td>0.525287</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.000599</td>\n",
       "      <td>-0.001557</td>\n",
       "      <td>-0.014995</td>\n",
       "      <td>-0.019812</td>\n",
       "      <td>-0.012474</td>\n",
       "      <td>-0.012594</td>\n",
       "      <td>-0.012474</td>\n",
       "      <td>-0.006231</td>\n",
       "      <td>-0.021952</td>\n",
       "      <td>-0.005334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OneWeek</th>\n",
       "      <td>0.130501</td>\n",
       "      <td>0.049738</td>\n",
       "      <td>-0.006000</td>\n",
       "      <td>-0.005713</td>\n",
       "      <td>-0.020514</td>\n",
       "      <td>0.296232</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.296928</td>\n",
       "      <td>0.287806</td>\n",
       "      <td>0.381576</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004702</td>\n",
       "      <td>-0.001395</td>\n",
       "      <td>0.005811</td>\n",
       "      <td>-0.000891</td>\n",
       "      <td>-0.003552</td>\n",
       "      <td>-0.007033</td>\n",
       "      <td>-0.025278</td>\n",
       "      <td>0.000769</td>\n",
       "      <td>0.007165</td>\n",
       "      <td>0.002507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TwoWeek</th>\n",
       "      <td>0.130975</td>\n",
       "      <td>0.058142</td>\n",
       "      <td>-0.006126</td>\n",
       "      <td>-0.002814</td>\n",
       "      <td>-0.023135</td>\n",
       "      <td>0.287280</td>\n",
       "      <td>0.296928</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.297497</td>\n",
       "      <td>0.373579</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.004930</td>\n",
       "      <td>-0.001876</td>\n",
       "      <td>0.001994</td>\n",
       "      <td>0.005049</td>\n",
       "      <td>-0.010371</td>\n",
       "      <td>-0.004729</td>\n",
       "      <td>0.004155</td>\n",
       "      <td>-0.009051</td>\n",
       "      <td>-0.002505</td>\n",
       "      <td>0.005678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ThreeWeek</th>\n",
       "      <td>0.128136</td>\n",
       "      <td>0.052543</td>\n",
       "      <td>0.005791</td>\n",
       "      <td>-0.000606</td>\n",
       "      <td>-0.019627</td>\n",
       "      <td>0.286032</td>\n",
       "      <td>0.287806</td>\n",
       "      <td>0.297497</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.366403</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005643</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>0.006454</td>\n",
       "      <td>0.002044</td>\n",
       "      <td>-0.010996</td>\n",
       "      <td>-0.005673</td>\n",
       "      <td>-0.000990</td>\n",
       "      <td>-0.003872</td>\n",
       "      <td>0.012620</td>\n",
       "      <td>0.006451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TimeDateAvg</th>\n",
       "      <td>0.242329</td>\n",
       "      <td>0.117480</td>\n",
       "      <td>-0.002770</td>\n",
       "      <td>-0.008713</td>\n",
       "      <td>-0.054435</td>\n",
       "      <td>0.525287</td>\n",
       "      <td>0.381576</td>\n",
       "      <td>0.373579</td>\n",
       "      <td>0.366403</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.014344</td>\n",
       "      <td>0.006288</td>\n",
       "      <td>-0.023372</td>\n",
       "      <td>-0.004881</td>\n",
       "      <td>-0.005857</td>\n",
       "      <td>-0.006397</td>\n",
       "      <td>-0.015431</td>\n",
       "      <td>0.003098</td>\n",
       "      <td>-0.011568</td>\n",
       "      <td>-0.011855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RollingAvg</th>\n",
       "      <td>0.178495</td>\n",
       "      <td>0.073495</td>\n",
       "      <td>-0.002903</td>\n",
       "      <td>-0.004185</td>\n",
       "      <td>-0.028989</td>\n",
       "      <td>0.398368</td>\n",
       "      <td>0.726062</td>\n",
       "      <td>0.730460</td>\n",
       "      <td>0.726242</td>\n",
       "      <td>0.513825</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002480</td>\n",
       "      <td>-0.001485</td>\n",
       "      <td>0.006533</td>\n",
       "      <td>0.002841</td>\n",
       "      <td>-0.011416</td>\n",
       "      <td>-0.007987</td>\n",
       "      <td>-0.010132</td>\n",
       "      <td>-0.005567</td>\n",
       "      <td>0.007916</td>\n",
       "      <td>0.006705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_raining</th>\n",
       "      <td>-0.104296</td>\n",
       "      <td>0.019200</td>\n",
       "      <td>0.380690</td>\n",
       "      <td>0.004459</td>\n",
       "      <td>0.271455</td>\n",
       "      <td>0.114297</td>\n",
       "      <td>0.004021</td>\n",
       "      <td>0.001798</td>\n",
       "      <td>0.003022</td>\n",
       "      <td>0.022195</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006792</td>\n",
       "      <td>0.007259</td>\n",
       "      <td>-0.007453</td>\n",
       "      <td>-0.003905</td>\n",
       "      <td>-0.007453</td>\n",
       "      <td>0.014657</td>\n",
       "      <td>0.015476</td>\n",
       "      <td>0.000736</td>\n",
       "      <td>-0.001328</td>\n",
       "      <td>0.001248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_pandemic</th>\n",
       "      <td>0.491313</td>\n",
       "      <td>-0.051515</td>\n",
       "      <td>-0.018813</td>\n",
       "      <td>-0.021822</td>\n",
       "      <td>-0.079167</td>\n",
       "      <td>-0.003268</td>\n",
       "      <td>0.015541</td>\n",
       "      <td>0.019395</td>\n",
       "      <td>0.016863</td>\n",
       "      <td>-0.006222</td>\n",
       "      <td>...</td>\n",
       "      <td>0.014295</td>\n",
       "      <td>0.026122</td>\n",
       "      <td>0.027400</td>\n",
       "      <td>0.026122</td>\n",
       "      <td>-0.103335</td>\n",
       "      <td>0.027400</td>\n",
       "      <td>-0.091450</td>\n",
       "      <td>-0.103335</td>\n",
       "      <td>0.026122</td>\n",
       "      <td>0.026122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_snowing</th>\n",
       "      <td>-0.067186</td>\n",
       "      <td>0.011961</td>\n",
       "      <td>0.009309</td>\n",
       "      <td>0.406461</td>\n",
       "      <td>0.030375</td>\n",
       "      <td>0.006570</td>\n",
       "      <td>-0.003985</td>\n",
       "      <td>-0.003748</td>\n",
       "      <td>-0.005989</td>\n",
       "      <td>-0.007559</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.000787</td>\n",
       "      <td>-0.001437</td>\n",
       "      <td>-0.001508</td>\n",
       "      <td>-0.001437</td>\n",
       "      <td>-0.001508</td>\n",
       "      <td>-0.001508</td>\n",
       "      <td>-0.001508</td>\n",
       "      <td>-0.001508</td>\n",
       "      <td>-0.001437</td>\n",
       "      <td>0.020961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Friday</th>\n",
       "      <td>-0.000116</td>\n",
       "      <td>-0.003031</td>\n",
       "      <td>0.003186</td>\n",
       "      <td>0.007759</td>\n",
       "      <td>0.005835</td>\n",
       "      <td>0.068449</td>\n",
       "      <td>0.068561</td>\n",
       "      <td>0.068391</td>\n",
       "      <td>0.068106</td>\n",
       "      <td>0.002273</td>\n",
       "      <td>...</td>\n",
       "      <td>0.015097</td>\n",
       "      <td>-0.020719</td>\n",
       "      <td>0.019725</td>\n",
       "      <td>-0.020719</td>\n",
       "      <td>-0.021733</td>\n",
       "      <td>-0.021733</td>\n",
       "      <td>0.019725</td>\n",
       "      <td>-0.021733</td>\n",
       "      <td>-0.020719</td>\n",
       "      <td>0.022757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Monday</th>\n",
       "      <td>0.004809</td>\n",
       "      <td>-0.003570</td>\n",
       "      <td>-0.004644</td>\n",
       "      <td>-0.004291</td>\n",
       "      <td>-0.004112</td>\n",
       "      <td>-0.024345</td>\n",
       "      <td>-0.024128</td>\n",
       "      <td>-0.023837</td>\n",
       "      <td>-0.023642</td>\n",
       "      <td>-0.000117</td>\n",
       "      <td>...</td>\n",
       "      <td>0.041532</td>\n",
       "      <td>0.124202</td>\n",
       "      <td>0.019725</td>\n",
       "      <td>0.124202</td>\n",
       "      <td>0.130281</td>\n",
       "      <td>0.130281</td>\n",
       "      <td>0.019725</td>\n",
       "      <td>0.130281</td>\n",
       "      <td>-0.020719</td>\n",
       "      <td>0.037249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Saturday</th>\n",
       "      <td>0.000172</td>\n",
       "      <td>0.004100</td>\n",
       "      <td>-0.000506</td>\n",
       "      <td>0.008294</td>\n",
       "      <td>0.007158</td>\n",
       "      <td>-0.005310</td>\n",
       "      <td>-0.005641</td>\n",
       "      <td>-0.006067</td>\n",
       "      <td>-0.006166</td>\n",
       "      <td>-0.001076</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.011338</td>\n",
       "      <td>-0.020719</td>\n",
       "      <td>-0.021733</td>\n",
       "      <td>-0.020719</td>\n",
       "      <td>-0.021733</td>\n",
       "      <td>-0.021733</td>\n",
       "      <td>-0.021733</td>\n",
       "      <td>-0.021733</td>\n",
       "      <td>-0.020719</td>\n",
       "      <td>-0.020719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sunday</th>\n",
       "      <td>-0.000703</td>\n",
       "      <td>0.006272</td>\n",
       "      <td>0.010148</td>\n",
       "      <td>-0.004453</td>\n",
       "      <td>0.008196</td>\n",
       "      <td>-0.071941</td>\n",
       "      <td>-0.072154</td>\n",
       "      <td>-0.072161</td>\n",
       "      <td>-0.072480</td>\n",
       "      <td>-0.004027</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.011338</td>\n",
       "      <td>-0.020718</td>\n",
       "      <td>-0.021732</td>\n",
       "      <td>-0.020718</td>\n",
       "      <td>-0.021732</td>\n",
       "      <td>-0.021732</td>\n",
       "      <td>-0.021732</td>\n",
       "      <td>-0.021732</td>\n",
       "      <td>-0.020718</td>\n",
       "      <td>-0.020718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thursday</th>\n",
       "      <td>-0.001825</td>\n",
       "      <td>0.001005</td>\n",
       "      <td>-0.006555</td>\n",
       "      <td>-0.001010</td>\n",
       "      <td>-0.010354</td>\n",
       "      <td>0.020175</td>\n",
       "      <td>0.020239</td>\n",
       "      <td>0.020399</td>\n",
       "      <td>0.020752</td>\n",
       "      <td>0.000103</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.011326</td>\n",
       "      <td>-0.020697</td>\n",
       "      <td>0.005949</td>\n",
       "      <td>-0.020697</td>\n",
       "      <td>-0.021711</td>\n",
       "      <td>-0.021711</td>\n",
       "      <td>-0.007881</td>\n",
       "      <td>-0.021711</td>\n",
       "      <td>0.124332</td>\n",
       "      <td>-0.006195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wednesday</th>\n",
       "      <td>-0.002248</td>\n",
       "      <td>-0.000180</td>\n",
       "      <td>-0.001906</td>\n",
       "      <td>-0.003416</td>\n",
       "      <td>-0.003106</td>\n",
       "      <td>0.003693</td>\n",
       "      <td>0.003578</td>\n",
       "      <td>0.003635</td>\n",
       "      <td>0.003561</td>\n",
       "      <td>0.001136</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.011326</td>\n",
       "      <td>-0.020697</td>\n",
       "      <td>0.005949</td>\n",
       "      <td>-0.020697</td>\n",
       "      <td>-0.021711</td>\n",
       "      <td>-0.021711</td>\n",
       "      <td>0.005949</td>\n",
       "      <td>-0.021711</td>\n",
       "      <td>-0.020697</td>\n",
       "      <td>-0.006195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Christmas Day</th>\n",
       "      <td>-0.051523</td>\n",
       "      <td>0.015258</td>\n",
       "      <td>-0.004971</td>\n",
       "      <td>-0.000584</td>\n",
       "      <td>0.026243</td>\n",
       "      <td>-0.031268</td>\n",
       "      <td>-0.000640</td>\n",
       "      <td>0.002657</td>\n",
       "      <td>0.006325</td>\n",
       "      <td>-0.059526</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001408</td>\n",
       "      <td>-0.002573</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002573</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002573</td>\n",
       "      <td>-0.002573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Christmas Holiday</th>\n",
       "      <td>-0.018296</td>\n",
       "      <td>0.001445</td>\n",
       "      <td>-0.000442</td>\n",
       "      <td>-0.000320</td>\n",
       "      <td>0.020727</td>\n",
       "      <td>-0.000599</td>\n",
       "      <td>0.004702</td>\n",
       "      <td>-0.004930</td>\n",
       "      <td>0.005643</td>\n",
       "      <td>-0.014344</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.001408</td>\n",
       "      <td>-0.001477</td>\n",
       "      <td>-0.001408</td>\n",
       "      <td>-0.001477</td>\n",
       "      <td>-0.001477</td>\n",
       "      <td>-0.001477</td>\n",
       "      <td>-0.001477</td>\n",
       "      <td>-0.001408</td>\n",
       "      <td>-0.001408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Columbus Day</th>\n",
       "      <td>0.011677</td>\n",
       "      <td>-0.008868</td>\n",
       "      <td>0.001519</td>\n",
       "      <td>-0.000584</td>\n",
       "      <td>0.006734</td>\n",
       "      <td>-0.001557</td>\n",
       "      <td>-0.001395</td>\n",
       "      <td>-0.001876</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>0.006288</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001408</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002573</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002573</td>\n",
       "      <td>-0.002573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>July 4th</th>\n",
       "      <td>0.047477</td>\n",
       "      <td>-0.002916</td>\n",
       "      <td>-0.002701</td>\n",
       "      <td>-0.000613</td>\n",
       "      <td>-0.009326</td>\n",
       "      <td>-0.014995</td>\n",
       "      <td>0.005811</td>\n",
       "      <td>0.001994</td>\n",
       "      <td>0.006454</td>\n",
       "      <td>-0.023372</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001477</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Labor Day</th>\n",
       "      <td>0.044952</td>\n",
       "      <td>-0.006412</td>\n",
       "      <td>-0.001730</td>\n",
       "      <td>-0.000584</td>\n",
       "      <td>-0.014652</td>\n",
       "      <td>-0.019812</td>\n",
       "      <td>-0.000891</td>\n",
       "      <td>0.005049</td>\n",
       "      <td>0.002044</td>\n",
       "      <td>-0.004881</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001408</td>\n",
       "      <td>-0.002573</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002573</td>\n",
       "      <td>-0.002573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Martin Luther King Jr. Day</th>\n",
       "      <td>-0.047932</td>\n",
       "      <td>-0.000461</td>\n",
       "      <td>-0.001583</td>\n",
       "      <td>-0.000613</td>\n",
       "      <td>-0.001499</td>\n",
       "      <td>-0.012474</td>\n",
       "      <td>-0.003552</td>\n",
       "      <td>-0.010371</td>\n",
       "      <td>-0.010996</td>\n",
       "      <td>-0.005857</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001477</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Memorial Day</th>\n",
       "      <td>0.028081</td>\n",
       "      <td>0.011455</td>\n",
       "      <td>0.016740</td>\n",
       "      <td>-0.000613</td>\n",
       "      <td>0.011532</td>\n",
       "      <td>-0.012594</td>\n",
       "      <td>-0.007033</td>\n",
       "      <td>-0.004729</td>\n",
       "      <td>-0.005673</td>\n",
       "      <td>-0.006397</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001477</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Years Day</th>\n",
       "      <td>-0.073335</td>\n",
       "      <td>0.007798</td>\n",
       "      <td>0.039847</td>\n",
       "      <td>-0.000613</td>\n",
       "      <td>0.019517</td>\n",
       "      <td>-0.012474</td>\n",
       "      <td>-0.025278</td>\n",
       "      <td>0.004155</td>\n",
       "      <td>-0.000990</td>\n",
       "      <td>-0.015431</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001477</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Presidents Day</th>\n",
       "      <td>-0.029549</td>\n",
       "      <td>0.022495</td>\n",
       "      <td>0.000482</td>\n",
       "      <td>-0.000613</td>\n",
       "      <td>0.016756</td>\n",
       "      <td>-0.006231</td>\n",
       "      <td>0.000769</td>\n",
       "      <td>-0.009051</td>\n",
       "      <td>-0.003872</td>\n",
       "      <td>0.003098</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001477</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>-0.002831</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thanksgiving</th>\n",
       "      <td>-0.040013</td>\n",
       "      <td>-0.019127</td>\n",
       "      <td>-0.003250</td>\n",
       "      <td>-0.000584</td>\n",
       "      <td>0.001479</td>\n",
       "      <td>-0.021952</td>\n",
       "      <td>0.007165</td>\n",
       "      <td>-0.002505</td>\n",
       "      <td>0.012620</td>\n",
       "      <td>-0.011568</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001408</td>\n",
       "      <td>-0.002573</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002573</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.002573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Veterans Day</th>\n",
       "      <td>-0.033377</td>\n",
       "      <td>0.003759</td>\n",
       "      <td>-0.003585</td>\n",
       "      <td>0.000474</td>\n",
       "      <td>0.016958</td>\n",
       "      <td>-0.005334</td>\n",
       "      <td>0.002507</td>\n",
       "      <td>0.005678</td>\n",
       "      <td>0.006451</td>\n",
       "      <td>-0.011855</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001408</td>\n",
       "      <td>-0.002573</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002573</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002699</td>\n",
       "      <td>-0.002573</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>31 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                temp  wind_speed   rain_1h   snow_1h  \\\n",
       "temp                        1.000000    0.070601 -0.045688 -0.024519   \n",
       "wind_speed                  0.070601    1.000000  0.017651 -0.004770   \n",
       "rain_1h                    -0.045688    0.017651  1.000000  0.002943   \n",
       "snow_1h                    -0.024519   -0.004770  0.002943  1.000000   \n",
       "clouds_all                 -0.142435    0.085323  0.088277 -0.004370   \n",
       "Count                       0.130980    0.047503  0.043166 -0.003060   \n",
       "OneWeek                     0.130501    0.049738 -0.006000 -0.005713   \n",
       "TwoWeek                     0.130975    0.058142 -0.006126 -0.002814   \n",
       "ThreeWeek                   0.128136    0.052543  0.005791 -0.000606   \n",
       "TimeDateAvg                 0.242329    0.117480 -0.002770 -0.008713   \n",
       "RollingAvg                  0.178495    0.073495 -0.002903 -0.004185   \n",
       "is_raining                 -0.104296    0.019200  0.380690  0.004459   \n",
       "is_pandemic                 0.491313   -0.051515 -0.018813 -0.021822   \n",
       "is_snowing                 -0.067186    0.011961  0.009309  0.406461   \n",
       "Friday                     -0.000116   -0.003031  0.003186  0.007759   \n",
       "Monday                      0.004809   -0.003570 -0.004644 -0.004291   \n",
       "Saturday                    0.000172    0.004100 -0.000506  0.008294   \n",
       "Sunday                     -0.000703    0.006272  0.010148 -0.004453   \n",
       "Thursday                   -0.001825    0.001005 -0.006555 -0.001010   \n",
       "Wednesday                  -0.002248   -0.000180 -0.001906 -0.003416   \n",
       "Christmas Day              -0.051523    0.015258 -0.004971 -0.000584   \n",
       "Christmas Holiday          -0.018296    0.001445 -0.000442 -0.000320   \n",
       "Columbus Day                0.011677   -0.008868  0.001519 -0.000584   \n",
       "July 4th                    0.047477   -0.002916 -0.002701 -0.000613   \n",
       "Labor Day                   0.044952   -0.006412 -0.001730 -0.000584   \n",
       "Martin Luther King Jr. Day -0.047932   -0.000461 -0.001583 -0.000613   \n",
       "Memorial Day                0.028081    0.011455  0.016740 -0.000613   \n",
       "New Years Day              -0.073335    0.007798  0.039847 -0.000613   \n",
       "Presidents Day             -0.029549    0.022495  0.000482 -0.000613   \n",
       "Thanksgiving               -0.040013   -0.019127 -0.003250 -0.000584   \n",
       "Veterans Day               -0.033377    0.003759 -0.003585  0.000474   \n",
       "\n",
       "                            clouds_all     Count   OneWeek   TwoWeek  \\\n",
       "temp                         -0.142435  0.130980  0.130501  0.130975   \n",
       "wind_speed                    0.085323  0.047503  0.049738  0.058142   \n",
       "rain_1h                       0.088277  0.043166 -0.006000 -0.006126   \n",
       "snow_1h                      -0.004370 -0.003060 -0.005713 -0.002814   \n",
       "clouds_all                    1.000000 -0.019233 -0.020514 -0.023135   \n",
       "Count                        -0.019233  1.000000  0.296232  0.287280   \n",
       "OneWeek                      -0.020514  0.296232  1.000000  0.296928   \n",
       "TwoWeek                      -0.023135  0.287280  0.296928  1.000000   \n",
       "ThreeWeek                    -0.019627  0.286032  0.287806  0.297497   \n",
       "TimeDateAvg                  -0.054435  0.525287  0.381576  0.373579   \n",
       "RollingAvg                   -0.028989  0.398368  0.726062  0.730460   \n",
       "is_raining                    0.271455  0.114297  0.004021  0.001798   \n",
       "is_pandemic                  -0.079167 -0.003268  0.015541  0.019395   \n",
       "is_snowing                    0.030375  0.006570 -0.003985 -0.003748   \n",
       "Friday                        0.005835  0.068449  0.068561  0.068391   \n",
       "Monday                       -0.004112 -0.024345 -0.024128 -0.023837   \n",
       "Saturday                      0.007158 -0.005310 -0.005641 -0.006067   \n",
       "Sunday                        0.008196 -0.071941 -0.072154 -0.072161   \n",
       "Thursday                     -0.010354  0.020175  0.020239  0.020399   \n",
       "Wednesday                    -0.003106  0.003693  0.003578  0.003635   \n",
       "Christmas Day                 0.026243 -0.031268 -0.000640  0.002657   \n",
       "Christmas Holiday             0.020727 -0.000599  0.004702 -0.004930   \n",
       "Columbus Day                  0.006734 -0.001557 -0.001395 -0.001876   \n",
       "July 4th                     -0.009326 -0.014995  0.005811  0.001994   \n",
       "Labor Day                    -0.014652 -0.019812 -0.000891  0.005049   \n",
       "Martin Luther King Jr. Day   -0.001499 -0.012474 -0.003552 -0.010371   \n",
       "Memorial Day                  0.011532 -0.012594 -0.007033 -0.004729   \n",
       "New Years Day                 0.019517 -0.012474 -0.025278  0.004155   \n",
       "Presidents Day                0.016756 -0.006231  0.000769 -0.009051   \n",
       "Thanksgiving                  0.001479 -0.021952  0.007165 -0.002505   \n",
       "Veterans Day                  0.016958 -0.005334  0.002507  0.005678   \n",
       "\n",
       "                            ThreeWeek  TimeDateAvg  ...  Christmas Holiday  \\\n",
       "temp                         0.128136     0.242329  ...          -0.018296   \n",
       "wind_speed                   0.052543     0.117480  ...           0.001445   \n",
       "rain_1h                      0.005791    -0.002770  ...          -0.000442   \n",
       "snow_1h                     -0.000606    -0.008713  ...          -0.000320   \n",
       "clouds_all                  -0.019627    -0.054435  ...           0.020727   \n",
       "Count                        0.286032     0.525287  ...          -0.000599   \n",
       "OneWeek                      0.287806     0.381576  ...           0.004702   \n",
       "TwoWeek                      0.297497     0.373579  ...          -0.004930   \n",
       "ThreeWeek                    1.000000     0.366403  ...           0.005643   \n",
       "TimeDateAvg                  0.366403     1.000000  ...          -0.014344   \n",
       "RollingAvg                   0.726242     0.513825  ...           0.002480   \n",
       "is_raining                   0.003022     0.022195  ...           0.006792   \n",
       "is_pandemic                  0.016863    -0.006222  ...           0.014295   \n",
       "is_snowing                  -0.005989    -0.007559  ...          -0.000787   \n",
       "Friday                       0.068106     0.002273  ...           0.015097   \n",
       "Monday                      -0.023642    -0.000117  ...           0.041532   \n",
       "Saturday                    -0.006166    -0.001076  ...          -0.011338   \n",
       "Sunday                      -0.072480    -0.004027  ...          -0.011338   \n",
       "Thursday                     0.020752     0.000103  ...          -0.011326   \n",
       "Wednesday                    0.003561     0.001136  ...          -0.011326   \n",
       "Christmas Day                0.006325    -0.059526  ...          -0.001408   \n",
       "Christmas Holiday            0.005643    -0.014344  ...           1.000000   \n",
       "Columbus Day                 0.000029     0.006288  ...          -0.001408   \n",
       "July 4th                     0.006454    -0.023372  ...          -0.001477   \n",
       "Labor Day                    0.002044    -0.004881  ...          -0.001408   \n",
       "Martin Luther King Jr. Day  -0.010996    -0.005857  ...          -0.001477   \n",
       "Memorial Day                -0.005673    -0.006397  ...          -0.001477   \n",
       "New Years Day               -0.000990    -0.015431  ...          -0.001477   \n",
       "Presidents Day              -0.003872     0.003098  ...          -0.001477   \n",
       "Thanksgiving                 0.012620    -0.011568  ...          -0.001408   \n",
       "Veterans Day                 0.006451    -0.011855  ...          -0.001408   \n",
       "\n",
       "                            Columbus Day  July 4th  Labor Day  \\\n",
       "temp                            0.011677  0.047477   0.044952   \n",
       "wind_speed                     -0.008868 -0.002916  -0.006412   \n",
       "rain_1h                         0.001519 -0.002701  -0.001730   \n",
       "snow_1h                        -0.000584 -0.000613  -0.000584   \n",
       "clouds_all                      0.006734 -0.009326  -0.014652   \n",
       "Count                          -0.001557 -0.014995  -0.019812   \n",
       "OneWeek                        -0.001395  0.005811  -0.000891   \n",
       "TwoWeek                        -0.001876  0.001994   0.005049   \n",
       "ThreeWeek                       0.000029  0.006454   0.002044   \n",
       "TimeDateAvg                     0.006288 -0.023372  -0.004881   \n",
       "RollingAvg                     -0.001485  0.006533   0.002841   \n",
       "is_raining                      0.007259 -0.007453  -0.003905   \n",
       "is_pandemic                     0.026122  0.027400   0.026122   \n",
       "is_snowing                     -0.001437 -0.001508  -0.001437   \n",
       "Friday                         -0.020719  0.019725  -0.020719   \n",
       "Monday                          0.124202  0.019725   0.124202   \n",
       "Saturday                       -0.020719 -0.021733  -0.020719   \n",
       "Sunday                         -0.020718 -0.021732  -0.020718   \n",
       "Thursday                       -0.020697  0.005949  -0.020697   \n",
       "Wednesday                      -0.020697  0.005949  -0.020697   \n",
       "Christmas Day                  -0.002573 -0.002699  -0.002573   \n",
       "Christmas Holiday              -0.001408 -0.001477  -0.001408   \n",
       "Columbus Day                    1.000000 -0.002699  -0.002573   \n",
       "July 4th                       -0.002699  1.000000  -0.002699   \n",
       "Labor Day                      -0.002573 -0.002699   1.000000   \n",
       "Martin Luther King Jr. Day     -0.002699 -0.002831  -0.002699   \n",
       "Memorial Day                   -0.002699 -0.002831  -0.002699   \n",
       "New Years Day                  -0.002699 -0.002831  -0.002699   \n",
       "Presidents Day                 -0.002699 -0.002831  -0.002699   \n",
       "Thanksgiving                   -0.002573 -0.002699  -0.002573   \n",
       "Veterans Day                   -0.002573 -0.002699  -0.002573   \n",
       "\n",
       "                            Martin Luther King Jr. Day  Memorial Day  \\\n",
       "temp                                         -0.047932      0.028081   \n",
       "wind_speed                                   -0.000461      0.011455   \n",
       "rain_1h                                      -0.001583      0.016740   \n",
       "snow_1h                                      -0.000613     -0.000613   \n",
       "clouds_all                                   -0.001499      0.011532   \n",
       "Count                                        -0.012474     -0.012594   \n",
       "OneWeek                                      -0.003552     -0.007033   \n",
       "TwoWeek                                      -0.010371     -0.004729   \n",
       "ThreeWeek                                    -0.010996     -0.005673   \n",
       "TimeDateAvg                                  -0.005857     -0.006397   \n",
       "RollingAvg                                   -0.011416     -0.007987   \n",
       "is_raining                                   -0.007453      0.014657   \n",
       "is_pandemic                                  -0.103335      0.027400   \n",
       "is_snowing                                   -0.001508     -0.001508   \n",
       "Friday                                       -0.021733     -0.021733   \n",
       "Monday                                        0.130281      0.130281   \n",
       "Saturday                                     -0.021733     -0.021733   \n",
       "Sunday                                       -0.021732     -0.021732   \n",
       "Thursday                                     -0.021711     -0.021711   \n",
       "Wednesday                                    -0.021711     -0.021711   \n",
       "Christmas Day                                -0.002699     -0.002699   \n",
       "Christmas Holiday                            -0.001477     -0.001477   \n",
       "Columbus Day                                 -0.002699     -0.002699   \n",
       "July 4th                                     -0.002831     -0.002831   \n",
       "Labor Day                                    -0.002699     -0.002699   \n",
       "Martin Luther King Jr. Day                    1.000000     -0.002831   \n",
       "Memorial Day                                 -0.002831      1.000000   \n",
       "New Years Day                                -0.002831     -0.002831   \n",
       "Presidents Day                               -0.002831     -0.002831   \n",
       "Thanksgiving                                 -0.002699     -0.002699   \n",
       "Veterans Day                                 -0.002699     -0.002699   \n",
       "\n",
       "                            New Years Day  Presidents Day  Thanksgiving  \\\n",
       "temp                            -0.073335       -0.029549     -0.040013   \n",
       "wind_speed                       0.007798        0.022495     -0.019127   \n",
       "rain_1h                          0.039847        0.000482     -0.003250   \n",
       "snow_1h                         -0.000613       -0.000613     -0.000584   \n",
       "clouds_all                       0.019517        0.016756      0.001479   \n",
       "Count                           -0.012474       -0.006231     -0.021952   \n",
       "OneWeek                         -0.025278        0.000769      0.007165   \n",
       "TwoWeek                          0.004155       -0.009051     -0.002505   \n",
       "ThreeWeek                       -0.000990       -0.003872      0.012620   \n",
       "TimeDateAvg                     -0.015431        0.003098     -0.011568   \n",
       "RollingAvg                      -0.010132       -0.005567      0.007916   \n",
       "is_raining                       0.015476        0.000736     -0.001328   \n",
       "is_pandemic                     -0.091450       -0.103335      0.026122   \n",
       "is_snowing                      -0.001508       -0.001508     -0.001437   \n",
       "Friday                           0.019725       -0.021733     -0.020719   \n",
       "Monday                           0.019725        0.130281     -0.020719   \n",
       "Saturday                        -0.021733       -0.021733     -0.020719   \n",
       "Sunday                          -0.021732       -0.021732     -0.020718   \n",
       "Thursday                        -0.007881       -0.021711      0.124332   \n",
       "Wednesday                        0.005949       -0.021711     -0.020697   \n",
       "Christmas Day                   -0.002699       -0.002699     -0.002573   \n",
       "Christmas Holiday               -0.001477       -0.001477     -0.001408   \n",
       "Columbus Day                    -0.002699       -0.002699     -0.002573   \n",
       "July 4th                        -0.002831       -0.002831     -0.002699   \n",
       "Labor Day                       -0.002699       -0.002699     -0.002573   \n",
       "Martin Luther King Jr. Day      -0.002831       -0.002831     -0.002699   \n",
       "Memorial Day                    -0.002831       -0.002831     -0.002699   \n",
       "New Years Day                    1.000000       -0.002831     -0.002699   \n",
       "Presidents Day                  -0.002831        1.000000     -0.002699   \n",
       "Thanksgiving                    -0.002699       -0.002699      1.000000   \n",
       "Veterans Day                    -0.002699       -0.002699     -0.002573   \n",
       "\n",
       "                            Veterans Day  \n",
       "temp                           -0.033377  \n",
       "wind_speed                      0.003759  \n",
       "rain_1h                        -0.003585  \n",
       "snow_1h                         0.000474  \n",
       "clouds_all                      0.016958  \n",
       "Count                          -0.005334  \n",
       "OneWeek                         0.002507  \n",
       "TwoWeek                         0.005678  \n",
       "ThreeWeek                       0.006451  \n",
       "TimeDateAvg                    -0.011855  \n",
       "RollingAvg                      0.006705  \n",
       "is_raining                      0.001248  \n",
       "is_pandemic                     0.026122  \n",
       "is_snowing                      0.020961  \n",
       "Friday                          0.022757  \n",
       "Monday                          0.037249  \n",
       "Saturday                       -0.020719  \n",
       "Sunday                         -0.020718  \n",
       "Thursday                       -0.006195  \n",
       "Wednesday                      -0.006195  \n",
       "Christmas Day                  -0.002573  \n",
       "Christmas Holiday              -0.001408  \n",
       "Columbus Day                   -0.002573  \n",
       "July 4th                       -0.002699  \n",
       "Labor Day                      -0.002573  \n",
       "Martin Luther King Jr. Day     -0.002699  \n",
       "Memorial Day                   -0.002699  \n",
       "New Years Day                  -0.002699  \n",
       "Presidents Day                 -0.002699  \n",
       "Thanksgiving                   -0.002573  \n",
       "Veterans Day                    1.000000  \n",
       "\n",
       "[31 rows x 31 columns]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hourly_new.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "datapath = '/Users/jacksonpeoples/Desktop/Springboard/CapstoneTwo/Data'\n",
    "\n",
    "datapath_hourly_data = os.path.join(datapath, 'hourly_new.csv')\n",
    "if not os.path.exists(datapath_hourly_data):\n",
    "    hourly_new.to_csv(datapath_hourly_data, index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly_new.to_csv(datapath_hourly_data, index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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