docs/tutorials/forecast.ipynb

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    "# Forecast Tutorial\n",
    "\n",
    "This tutorial will walk through forecast data from Unidata forecast model data using the forecast.py module within pvlib.\n",
    "\n",
    "Table of contents:\n",
    "1. [Setup](#Setup)\n",
    "2. [Intialize and Test Each Forecast Model](#Instantiate-GFS-forecast-model)\n",
    "\n",
    "This tutorial has been tested against the following package versions:\n",
    "* Python 3.5.2\n",
    "* IPython 5.0.0\n",
    "* pandas 0.18.0\n",
    "* matplotlib 1.5.1\n",
    "* netcdf4 1.2.1\n",
    "* siphon 0.4.0\n",
    "\n",
    "It should work with other Python and Pandas versions. It requires pvlib >= 0.3.0 and IPython >= 3.0.\n",
    "\n",
    "Authors:\n",
    "* Derek Groenendyk (@moonraker), University of Arizona, November 2015\n",
    "* Will Holmgren (@wholmgren), University of Arizona, November 2015, January 2016, April 2016, July 2016"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\forecast.py:19: UserWarning: The forecast module algorithms and features are highly experimental. The API may change, the functionality may be consolidated into an io module, or the module may be separated into its own package.\n",
      "  'The forecast module algorithms and features are highly experimental. '\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# built in python modules\n",
    "import datetime\n",
    "import os\n",
    "\n",
    "# python add-ons\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# for accessing UNIDATA THREDD servers\n",
    "from siphon.catalog import TDSCatalog\n",
    "from siphon.ncss import NCSS\n",
    "\n",
    "import pvlib\n",
    "from pvlib.forecast import GFS, HRRR_ESRL, NAM, NDFD, HRRR, RAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2020-07-07 00:00:00-07:00 2020-07-14 00:00:00-07:00\n"
     ]
    }
   ],
   "source": [
    "# Choose a location and time.\n",
    "# Tucson, AZ\n",
    "latitude = 32.2\n",
    "longitude = -110.9 \n",
    "tz = 'America/Phoenix'\n",
    "\n",
    "start = pd.Timestamp(datetime.date.today(), tz=tz) # today's date\n",
    "end = start + pd.Timedelta(days=7) # 7 days from today\n",
    "print(start, end)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GFS (0.5 deg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pvlib.forecast import GFS, HRRR_ESRL, NAM, NDFD, HRRR, RAP "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# GFS model, defaults to 0.5 degree resolution\n",
    "fm = GFS()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# retrieve data\n",
    "data = fm.get_data(latitude, longitude, start, end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
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       "      <th>2020-07-10 03:00:00-07:00</th>\n",
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       "      <th>2020-07-10 12:00:00-07:00</th>\n",
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       "      <th>2020-07-10 15:00:00-07:00</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>2.512109</td>\n",
       "      <td>1.947288</td>\n",
       "      <td>1.006641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 18:00:00-07:00</th>\n",
       "      <td>437.0</td>\n",
       "      <td>326.595123</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.216958</td>\n",
       "      <td>1.732542</td>\n",
       "      <td>-4.185076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 21:00:00-07:00</th>\n",
       "      <td>990.0</td>\n",
       "      <td>330.899994</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.335027</td>\n",
       "      <td>2.310635</td>\n",
       "      <td>-4.163330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 00:00:00-07:00</th>\n",
       "      <td>859.0</td>\n",
       "      <td>322.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.447549</td>\n",
       "      <td>3.446514</td>\n",
       "      <td>-3.067827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 03:00:00-07:00</th>\n",
       "      <td>169.0</td>\n",
       "      <td>307.475525</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.386095</td>\n",
       "      <td>3.354326</td>\n",
       "      <td>-4.990854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 06:00:00-07:00</th>\n",
       "      <td>84.0</td>\n",
       "      <td>305.467468</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>7.229870</td>\n",
       "      <td>5.174636</td>\n",
       "      <td>-0.331689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 09:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>302.167480</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2.677630</td>\n",
       "      <td>2.493284</td>\n",
       "      <td>-0.217234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 12:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>300.002533</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>4.625916</td>\n",
       "      <td>2.010862</td>\n",
       "      <td>3.442834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 15:00:00-07:00</th>\n",
       "      <td>170.0</td>\n",
       "      <td>312.741547</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.073312</td>\n",
       "      <td>1.571885</td>\n",
       "      <td>1.050894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 18:00:00-07:00</th>\n",
       "      <td>451.0</td>\n",
       "      <td>328.068329</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.150879</td>\n",
       "      <td>1.393000</td>\n",
       "      <td>-3.531040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 21:00:00-07:00</th>\n",
       "      <td>990.0</td>\n",
       "      <td>333.799988</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.701148</td>\n",
       "      <td>0.883069</td>\n",
       "      <td>-2.655833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 00:00:00-07:00</th>\n",
       "      <td>853.0</td>\n",
       "      <td>322.815033</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.145863</td>\n",
       "      <td>1.808108</td>\n",
       "      <td>-4.700403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 03:00:00-07:00</th>\n",
       "      <td>165.0</td>\n",
       "      <td>308.796600</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.954372</td>\n",
       "      <td>2.256226</td>\n",
       "      <td>-8.296606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 06:00:00-07:00</th>\n",
       "      <td>82.0</td>\n",
       "      <td>304.471375</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3.129498</td>\n",
       "      <td>2.008174</td>\n",
       "      <td>1.969055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 09:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>301.814972</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.023448</td>\n",
       "      <td>1.731963</td>\n",
       "      <td>2.384458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 12:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>299.899963</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.412988</td>\n",
       "      <td>1.867207</td>\n",
       "      <td>2.861882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 15:00:00-07:00</th>\n",
       "      <td>170.0</td>\n",
       "      <td>313.207458</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.042386</td>\n",
       "      <td>0.875273</td>\n",
       "      <td>0.769448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 18:00:00-07:00</th>\n",
       "      <td>452.0</td>\n",
       "      <td>328.807465</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.766832</td>\n",
       "      <td>1.178728</td>\n",
       "      <td>-3.081250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 21:00:00-07:00</th>\n",
       "      <td>990.0</td>\n",
       "      <td>334.907471</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.665824</td>\n",
       "      <td>0.076318</td>\n",
       "      <td>-1.928381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 00:00:00-07:00</th>\n",
       "      <td>863.0</td>\n",
       "      <td>323.407471</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.139158</td>\n",
       "      <td>1.368088</td>\n",
       "      <td>-4.395081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 03:00:00-07:00</th>\n",
       "      <td>170.0</td>\n",
       "      <td>309.119324</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.994596</td>\n",
       "      <td>2.589487</td>\n",
       "      <td>-6.237558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 06:00:00-07:00</th>\n",
       "      <td>85.0</td>\n",
       "      <td>305.363434</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.281939</td>\n",
       "      <td>5.982869</td>\n",
       "      <td>-0.788149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 09:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>302.078064</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.311322</td>\n",
       "      <td>1.182983</td>\n",
       "      <td>3.093572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 12:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>300.072693</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.408803</td>\n",
       "      <td>0.783616</td>\n",
       "      <td>2.256890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 15:00:00-07:00</th>\n",
       "      <td>170.0</td>\n",
       "      <td>313.468323</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.830473</td>\n",
       "      <td>1.144658</td>\n",
       "      <td>1.580906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 18:00:00-07:00</th>\n",
       "      <td>452.0</td>\n",
       "      <td>330.289215</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.639479</td>\n",
       "      <td>2.268677</td>\n",
       "      <td>-2.415698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 21:00:00-07:00</th>\n",
       "      <td>990.0</td>\n",
       "      <td>333.497101</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.909790</td>\n",
       "      <td>2.478157</td>\n",
       "      <td>-3.644780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-14 00:00:00-07:00</th>\n",
       "      <td>843.0</td>\n",
       "      <td>322.899994</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.420156</td>\n",
       "      <td>2.113437</td>\n",
       "      <td>-3.438135</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Downward_Short-Wave_Radiation_Flux_surface_Mixed_intervals_Average  \\\n",
       "2020-07-07 09:00:00-07:00                                                0.0                    \n",
       "2020-07-07 12:00:00-07:00                                                0.0                    \n",
       "2020-07-07 15:00:00-07:00                                              180.0                    \n",
       "2020-07-07 18:00:00-07:00                                              467.0                    \n",
       "2020-07-07 21:00:00-07:00                                             1010.0                    \n",
       "2020-07-08 00:00:00-07:00                                              878.0                    \n",
       "2020-07-08 03:00:00-07:00                                              175.0                    \n",
       "2020-07-08 06:00:00-07:00                                               88.0                    \n",
       "2020-07-08 09:00:00-07:00                                                0.0                    \n",
       "2020-07-08 12:00:00-07:00                                                0.0                    \n",
       "2020-07-08 15:00:00-07:00                                              170.0                    \n",
       "2020-07-08 18:00:00-07:00                                              457.0                    \n",
       "2020-07-08 21:00:00-07:00                                              990.0                    \n",
       "2020-07-09 00:00:00-07:00                                              805.0                    \n",
       "2020-07-09 03:00:00-07:00                                               41.0                    \n",
       "2020-07-09 06:00:00-07:00                                               21.0                    \n",
       "2020-07-09 09:00:00-07:00                                                0.0                    \n",
       "2020-07-09 12:00:00-07:00                                                0.0                    \n",
       "2020-07-09 15:00:00-07:00                                              150.0                    \n",
       "2020-07-09 18:00:00-07:00                                              428.0                    \n",
       "2020-07-09 21:00:00-07:00                                              950.0                    \n",
       "2020-07-10 00:00:00-07:00                                              818.0                    \n",
       "2020-07-10 03:00:00-07:00                                              139.0                    \n",
       "2020-07-10 06:00:00-07:00                                               69.0                    \n",
       "2020-07-10 09:00:00-07:00                                                0.0                    \n",
       "2020-07-10 12:00:00-07:00                                                0.0                    \n",
       "2020-07-10 15:00:00-07:00                                              160.0                    \n",
       "2020-07-10 18:00:00-07:00                                              437.0                    \n",
       "2020-07-10 21:00:00-07:00                                              990.0                    \n",
       "2020-07-11 00:00:00-07:00                                              859.0                    \n",
       "2020-07-11 03:00:00-07:00                                              169.0                    \n",
       "2020-07-11 06:00:00-07:00                                               84.0                    \n",
       "2020-07-11 09:00:00-07:00                                                0.0                    \n",
       "2020-07-11 12:00:00-07:00                                                0.0                    \n",
       "2020-07-11 15:00:00-07:00                                              170.0                    \n",
       "2020-07-11 18:00:00-07:00                                              451.0                    \n",
       "2020-07-11 21:00:00-07:00                                              990.0                    \n",
       "2020-07-12 00:00:00-07:00                                              853.0                    \n",
       "2020-07-12 03:00:00-07:00                                              165.0                    \n",
       "2020-07-12 06:00:00-07:00                                               82.0                    \n",
       "2020-07-12 09:00:00-07:00                                                0.0                    \n",
       "2020-07-12 12:00:00-07:00                                                0.0                    \n",
       "2020-07-12 15:00:00-07:00                                              170.0                    \n",
       "2020-07-12 18:00:00-07:00                                              452.0                    \n",
       "2020-07-12 21:00:00-07:00                                              990.0                    \n",
       "2020-07-13 00:00:00-07:00                                              863.0                    \n",
       "2020-07-13 03:00:00-07:00                                              170.0                    \n",
       "2020-07-13 06:00:00-07:00                                               85.0                    \n",
       "2020-07-13 09:00:00-07:00                                                0.0                    \n",
       "2020-07-13 12:00:00-07:00                                                0.0                    \n",
       "2020-07-13 15:00:00-07:00                                              170.0                    \n",
       "2020-07-13 18:00:00-07:00                                              452.0                    \n",
       "2020-07-13 21:00:00-07:00                                              990.0                    \n",
       "2020-07-14 00:00:00-07:00                                              843.0                    \n",
       "\n",
       "                           Temperature_surface  \\\n",
       "2020-07-07 09:00:00-07:00           300.237488   \n",
       "2020-07-07 12:00:00-07:00           298.100006   \n",
       "2020-07-07 15:00:00-07:00           310.383728   \n",
       "2020-07-07 18:00:00-07:00           327.000000   \n",
       "2020-07-07 21:00:00-07:00           330.007477   \n",
       "2020-07-08 00:00:00-07:00           319.885193   \n",
       "2020-07-08 03:00:00-07:00           305.436615   \n",
       "2020-07-08 06:00:00-07:00           303.200012   \n",
       "2020-07-08 09:00:00-07:00           301.231689   \n",
       "2020-07-08 12:00:00-07:00           298.600006   \n",
       "2020-07-08 15:00:00-07:00           310.934265   \n",
       "2020-07-08 18:00:00-07:00           327.200012   \n",
       "2020-07-08 21:00:00-07:00           332.571381   \n",
       "2020-07-09 00:00:00-07:00           314.414703   \n",
       "2020-07-09 03:00:00-07:00           308.700012   \n",
       "2020-07-09 06:00:00-07:00           306.399963   \n",
       "2020-07-09 09:00:00-07:00           301.799988   \n",
       "2020-07-09 12:00:00-07:00           300.312103   \n",
       "2020-07-09 15:00:00-07:00           309.799988   \n",
       "2020-07-09 18:00:00-07:00           327.500000   \n",
       "2020-07-09 21:00:00-07:00           331.358795   \n",
       "2020-07-10 00:00:00-07:00           319.844086   \n",
       "2020-07-10 03:00:00-07:00           307.399994   \n",
       "2020-07-10 06:00:00-07:00           304.126465   \n",
       "2020-07-10 09:00:00-07:00           301.573212   \n",
       "2020-07-10 12:00:00-07:00           300.241547   \n",
       "2020-07-10 15:00:00-07:00           311.341553   \n",
       "2020-07-10 18:00:00-07:00           326.595123   \n",
       "2020-07-10 21:00:00-07:00           330.899994   \n",
       "2020-07-11 00:00:00-07:00           322.000000   \n",
       "2020-07-11 03:00:00-07:00           307.475525   \n",
       "2020-07-11 06:00:00-07:00           305.467468   \n",
       "2020-07-11 09:00:00-07:00           302.167480   \n",
       "2020-07-11 12:00:00-07:00           300.002533   \n",
       "2020-07-11 15:00:00-07:00           312.741547   \n",
       "2020-07-11 18:00:00-07:00           328.068329   \n",
       "2020-07-11 21:00:00-07:00           333.799988   \n",
       "2020-07-12 00:00:00-07:00           322.815033   \n",
       "2020-07-12 03:00:00-07:00           308.796600   \n",
       "2020-07-12 06:00:00-07:00           304.471375   \n",
       "2020-07-12 09:00:00-07:00           301.814972   \n",
       "2020-07-12 12:00:00-07:00           299.899963   \n",
       "2020-07-12 15:00:00-07:00           313.207458   \n",
       "2020-07-12 18:00:00-07:00           328.807465   \n",
       "2020-07-12 21:00:00-07:00           334.907471   \n",
       "2020-07-13 00:00:00-07:00           323.407471   \n",
       "2020-07-13 03:00:00-07:00           309.119324   \n",
       "2020-07-13 06:00:00-07:00           305.363434   \n",
       "2020-07-13 09:00:00-07:00           302.078064   \n",
       "2020-07-13 12:00:00-07:00           300.072693   \n",
       "2020-07-13 15:00:00-07:00           313.468323   \n",
       "2020-07-13 18:00:00-07:00           330.289215   \n",
       "2020-07-13 21:00:00-07:00           333.497101   \n",
       "2020-07-14 00:00:00-07:00           322.899994   \n",
       "\n",
       "                           Total_cloud_cover_boundary_layer_cloud_Mixed_intervals_Average  \\\n",
       "2020-07-07 09:00:00-07:00                                                0.0                \n",
       "2020-07-07 12:00:00-07:00                                                0.0                \n",
       "2020-07-07 15:00:00-07:00                                                0.0                \n",
       "2020-07-07 18:00:00-07:00                                                0.0                \n",
       "2020-07-07 21:00:00-07:00                                                0.0                \n",
       "2020-07-08 00:00:00-07:00                                                0.0                \n",
       "2020-07-08 03:00:00-07:00                                                0.0                \n",
       "2020-07-08 06:00:00-07:00                                                0.0                \n",
       "2020-07-08 09:00:00-07:00                                                0.0                \n",
       "2020-07-08 12:00:00-07:00                                                0.0                \n",
       "2020-07-08 15:00:00-07:00                                                0.0                \n",
       "2020-07-08 18:00:00-07:00                                                0.0                \n",
       "2020-07-08 21:00:00-07:00                                                0.0                \n",
       "2020-07-09 00:00:00-07:00                                                0.0                \n",
       "2020-07-09 03:00:00-07:00                                                0.0                \n",
       "2020-07-09 06:00:00-07:00                                                0.0                \n",
       "2020-07-09 09:00:00-07:00                                                0.0                \n",
       "2020-07-09 12:00:00-07:00                                                0.0                \n",
       "2020-07-09 15:00:00-07:00                                                0.0                \n",
       "2020-07-09 18:00:00-07:00                                                0.0                \n",
       "2020-07-09 21:00:00-07:00                                                0.0                \n",
       "2020-07-10 00:00:00-07:00                                                0.0                \n",
       "2020-07-10 03:00:00-07:00                                                0.0                \n",
       "2020-07-10 06:00:00-07:00                                                0.0                \n",
       "2020-07-10 09:00:00-07:00                                                0.0                \n",
       "2020-07-10 12:00:00-07:00                                                0.0                \n",
       "2020-07-10 15:00:00-07:00                                                0.0                \n",
       "2020-07-10 18:00:00-07:00                                                0.0                \n",
       "2020-07-10 21:00:00-07:00                                                0.0                \n",
       "2020-07-11 00:00:00-07:00                                                0.0                \n",
       "2020-07-11 03:00:00-07:00                                                0.0                \n",
       "2020-07-11 06:00:00-07:00                                                0.0                \n",
       "2020-07-11 09:00:00-07:00                                                0.0                \n",
       "2020-07-11 12:00:00-07:00                                                0.0                \n",
       "2020-07-11 15:00:00-07:00                                                0.0                \n",
       "2020-07-11 18:00:00-07:00                                                0.0                \n",
       "2020-07-11 21:00:00-07:00                                                0.0                \n",
       "2020-07-12 00:00:00-07:00                                                0.0                \n",
       "2020-07-12 03:00:00-07:00                                                0.0                \n",
       "2020-07-12 06:00:00-07:00                                                0.0                \n",
       "2020-07-12 09:00:00-07:00                                                0.0                \n",
       "2020-07-12 12:00:00-07:00                                                0.0                \n",
       "2020-07-12 15:00:00-07:00                                                0.0                \n",
       "2020-07-12 18:00:00-07:00                                                0.0                \n",
       "2020-07-12 21:00:00-07:00                                                0.0                \n",
       "2020-07-13 00:00:00-07:00                                                0.0                \n",
       "2020-07-13 03:00:00-07:00                                                0.0                \n",
       "2020-07-13 06:00:00-07:00                                                0.0                \n",
       "2020-07-13 09:00:00-07:00                                                0.0                \n",
       "2020-07-13 12:00:00-07:00                                                0.0                \n",
       "2020-07-13 15:00:00-07:00                                                0.0                \n",
       "2020-07-13 18:00:00-07:00                                                0.0                \n",
       "2020-07-13 21:00:00-07:00                                                0.0                \n",
       "2020-07-14 00:00:00-07:00                                                0.0                \n",
       "\n",
       "                           Total_cloud_cover_convective_cloud  \\\n",
       "2020-07-07 09:00:00-07:00                                 0.0   \n",
       "2020-07-07 12:00:00-07:00                                 0.0   \n",
       "2020-07-07 15:00:00-07:00                                 0.0   \n",
       "2020-07-07 18:00:00-07:00                                 0.0   \n",
       "2020-07-07 21:00:00-07:00                                 0.0   \n",
       "2020-07-08 00:00:00-07:00                                 0.0   \n",
       "2020-07-08 03:00:00-07:00                                 0.0   \n",
       "2020-07-08 06:00:00-07:00                                 0.0   \n",
       "2020-07-08 09:00:00-07:00                                 0.0   \n",
       "2020-07-08 12:00:00-07:00                                 0.0   \n",
       "2020-07-08 15:00:00-07:00                                 0.0   \n",
       "2020-07-08 18:00:00-07:00                                 0.0   \n",
       "2020-07-08 21:00:00-07:00                                 0.0   \n",
       "2020-07-09 00:00:00-07:00                                 0.0   \n",
       "2020-07-09 03:00:00-07:00                                 0.0   \n",
       "2020-07-09 06:00:00-07:00                                 0.0   \n",
       "2020-07-09 09:00:00-07:00                                 0.0   \n",
       "2020-07-09 12:00:00-07:00                                 0.0   \n",
       "2020-07-09 15:00:00-07:00                                 0.0   \n",
       "2020-07-09 18:00:00-07:00                                 0.0   \n",
       "2020-07-09 21:00:00-07:00                                 0.0   \n",
       "2020-07-10 00:00:00-07:00                                 0.0   \n",
       "2020-07-10 03:00:00-07:00                                 0.0   \n",
       "2020-07-10 06:00:00-07:00                                 0.0   \n",
       "2020-07-10 09:00:00-07:00                                 0.0   \n",
       "2020-07-10 12:00:00-07:00                                 0.0   \n",
       "2020-07-10 15:00:00-07:00                                 0.0   \n",
       "2020-07-10 18:00:00-07:00                                 0.0   \n",
       "2020-07-10 21:00:00-07:00                                 0.0   \n",
       "2020-07-11 00:00:00-07:00                                 0.0   \n",
       "2020-07-11 03:00:00-07:00                                35.0   \n",
       "2020-07-11 06:00:00-07:00                                 0.0   \n",
       "2020-07-11 09:00:00-07:00                                 0.0   \n",
       "2020-07-11 12:00:00-07:00                                 0.0   \n",
       "2020-07-11 15:00:00-07:00                                 0.0   \n",
       "2020-07-11 18:00:00-07:00                                 0.0   \n",
       "2020-07-11 21:00:00-07:00                                 0.0   \n",
       "2020-07-12 00:00:00-07:00                                 0.0   \n",
       "2020-07-12 03:00:00-07:00                                 0.0   \n",
       "2020-07-12 06:00:00-07:00                                 0.0   \n",
       "2020-07-12 09:00:00-07:00                                 0.0   \n",
       "2020-07-12 12:00:00-07:00                                 0.0   \n",
       "2020-07-12 15:00:00-07:00                                 0.0   \n",
       "2020-07-12 18:00:00-07:00                                 0.0   \n",
       "2020-07-12 21:00:00-07:00                                 0.0   \n",
       "2020-07-13 00:00:00-07:00                                 0.0   \n",
       "2020-07-13 03:00:00-07:00                                 0.0   \n",
       "2020-07-13 06:00:00-07:00                                 0.0   \n",
       "2020-07-13 09:00:00-07:00                                 0.0   \n",
       "2020-07-13 12:00:00-07:00                                 0.0   \n",
       "2020-07-13 15:00:00-07:00                                 0.0   \n",
       "2020-07-13 18:00:00-07:00                                 0.0   \n",
       "2020-07-13 21:00:00-07:00                                 0.0   \n",
       "2020-07-14 00:00:00-07:00                                 0.0   \n",
       "\n",
       "                           Total_cloud_cover_entire_atmosphere_Mixed_intervals_Average  \\\n",
       "2020-07-07 09:00:00-07:00                                               57.0             \n",
       "2020-07-07 12:00:00-07:00                                               59.0             \n",
       "2020-07-07 15:00:00-07:00                                                0.0             \n",
       "2020-07-07 18:00:00-07:00                                                0.0             \n",
       "2020-07-07 21:00:00-07:00                                                0.0             \n",
       "2020-07-08 00:00:00-07:00                                                0.0             \n",
       "2020-07-08 03:00:00-07:00                                                0.0             \n",
       "2020-07-08 06:00:00-07:00                                                0.0             \n",
       "2020-07-08 09:00:00-07:00                                                0.0             \n",
       "2020-07-08 12:00:00-07:00                                                0.0             \n",
       "2020-07-08 15:00:00-07:00                                                0.0             \n",
       "2020-07-08 18:00:00-07:00                                                0.0             \n",
       "2020-07-08 21:00:00-07:00                                                0.0             \n",
       "2020-07-09 00:00:00-07:00                                               18.0             \n",
       "2020-07-09 03:00:00-07:00                                              100.0             \n",
       "2020-07-09 06:00:00-07:00                                              100.0             \n",
       "2020-07-09 09:00:00-07:00                                               16.0             \n",
       "2020-07-09 12:00:00-07:00                                               20.0             \n",
       "2020-07-09 15:00:00-07:00                                              100.0             \n",
       "2020-07-09 18:00:00-07:00                                               88.0             \n",
       "2020-07-09 21:00:00-07:00                                              100.0             \n",
       "2020-07-10 00:00:00-07:00                                              100.0             \n",
       "2020-07-10 03:00:00-07:00                                              100.0             \n",
       "2020-07-10 06:00:00-07:00                                               84.0             \n",
       "2020-07-10 09:00:00-07:00                                              100.0             \n",
       "2020-07-10 12:00:00-07:00                                              100.0             \n",
       "2020-07-10 15:00:00-07:00                                               95.0             \n",
       "2020-07-10 18:00:00-07:00                                               68.0             \n",
       "2020-07-10 21:00:00-07:00                                               14.0             \n",
       "2020-07-11 00:00:00-07:00                                                7.0             \n",
       "2020-07-11 03:00:00-07:00                                                0.0             \n",
       "2020-07-11 06:00:00-07:00                                               14.0             \n",
       "2020-07-11 09:00:00-07:00                                               29.0             \n",
       "2020-07-11 12:00:00-07:00                                               27.0             \n",
       "2020-07-11 15:00:00-07:00                                                0.0             \n",
       "2020-07-11 18:00:00-07:00                                                0.0             \n",
       "2020-07-11 21:00:00-07:00                                                0.0             \n",
       "2020-07-12 00:00:00-07:00                                                1.0             \n",
       "2020-07-12 03:00:00-07:00                                                0.0             \n",
       "2020-07-12 06:00:00-07:00                                               19.0             \n",
       "2020-07-12 09:00:00-07:00                                                0.0             \n",
       "2020-07-12 12:00:00-07:00                                                0.0             \n",
       "2020-07-12 15:00:00-07:00                                                0.0             \n",
       "2020-07-12 18:00:00-07:00                                                0.0             \n",
       "2020-07-12 21:00:00-07:00                                                0.0             \n",
       "2020-07-13 00:00:00-07:00                                                0.0             \n",
       "2020-07-13 03:00:00-07:00                                                0.0             \n",
       "2020-07-13 06:00:00-07:00                                                0.0             \n",
       "2020-07-13 09:00:00-07:00                                                0.0             \n",
       "2020-07-13 12:00:00-07:00                                                0.0             \n",
       "2020-07-13 15:00:00-07:00                                                0.0             \n",
       "2020-07-13 18:00:00-07:00                                                0.0             \n",
       "2020-07-13 21:00:00-07:00                                                0.0             \n",
       "2020-07-14 00:00:00-07:00                                                3.0             \n",
       "\n",
       "                           Total_cloud_cover_high_cloud_Mixed_intervals_Average  \\\n",
       "2020-07-07 09:00:00-07:00                                                0.0      \n",
       "2020-07-07 12:00:00-07:00                                                0.0      \n",
       "2020-07-07 15:00:00-07:00                                                0.0      \n",
       "2020-07-07 18:00:00-07:00                                                0.0      \n",
       "2020-07-07 21:00:00-07:00                                                0.0      \n",
       "2020-07-08 00:00:00-07:00                                                0.0      \n",
       "2020-07-08 03:00:00-07:00                                                0.0      \n",
       "2020-07-08 06:00:00-07:00                                                0.0      \n",
       "2020-07-08 09:00:00-07:00                                                0.0      \n",
       "2020-07-08 12:00:00-07:00                                                0.0      \n",
       "2020-07-08 15:00:00-07:00                                                0.0      \n",
       "2020-07-08 18:00:00-07:00                                                0.0      \n",
       "2020-07-08 21:00:00-07:00                                                0.0      \n",
       "2020-07-09 00:00:00-07:00                                                0.0      \n",
       "2020-07-09 03:00:00-07:00                                                0.0      \n",
       "2020-07-09 06:00:00-07:00                                                0.0      \n",
       "2020-07-09 09:00:00-07:00                                                0.0      \n",
       "2020-07-09 12:00:00-07:00                                               12.0      \n",
       "2020-07-09 15:00:00-07:00                                              100.0      \n",
       "2020-07-09 18:00:00-07:00                                               88.0      \n",
       "2020-07-09 21:00:00-07:00                                              100.0      \n",
       "2020-07-10 00:00:00-07:00                                              100.0      \n",
       "2020-07-10 03:00:00-07:00                                              100.0      \n",
       "2020-07-10 06:00:00-07:00                                               84.0      \n",
       "2020-07-10 09:00:00-07:00                                              100.0      \n",
       "2020-07-10 12:00:00-07:00                                              100.0      \n",
       "2020-07-10 15:00:00-07:00                                               95.0      \n",
       "2020-07-10 18:00:00-07:00                                               68.0      \n",
       "2020-07-10 21:00:00-07:00                                               14.0      \n",
       "2020-07-11 00:00:00-07:00                                                7.0      \n",
       "2020-07-11 03:00:00-07:00                                                0.0      \n",
       "2020-07-11 06:00:00-07:00                                                1.0      \n",
       "2020-07-11 09:00:00-07:00                                                0.0      \n",
       "2020-07-11 12:00:00-07:00                                               12.0      \n",
       "2020-07-11 15:00:00-07:00                                                0.0      \n",
       "2020-07-11 18:00:00-07:00                                                0.0      \n",
       "2020-07-11 21:00:00-07:00                                                0.0      \n",
       "2020-07-12 00:00:00-07:00                                                0.0      \n",
       "2020-07-12 03:00:00-07:00                                                0.0      \n",
       "2020-07-12 06:00:00-07:00                                                0.0      \n",
       "2020-07-12 09:00:00-07:00                                                0.0      \n",
       "2020-07-12 12:00:00-07:00                                                0.0      \n",
       "2020-07-12 15:00:00-07:00                                                0.0      \n",
       "2020-07-12 18:00:00-07:00                                                0.0      \n",
       "2020-07-12 21:00:00-07:00                                                0.0      \n",
       "2020-07-13 00:00:00-07:00                                                0.0      \n",
       "2020-07-13 03:00:00-07:00                                                0.0      \n",
       "2020-07-13 06:00:00-07:00                                                0.0      \n",
       "2020-07-13 09:00:00-07:00                                                0.0      \n",
       "2020-07-13 12:00:00-07:00                                                0.0      \n",
       "2020-07-13 15:00:00-07:00                                                0.0      \n",
       "2020-07-13 18:00:00-07:00                                                0.0      \n",
       "2020-07-13 21:00:00-07:00                                                0.0      \n",
       "2020-07-14 00:00:00-07:00                                                0.0      \n",
       "\n",
       "                           Total_cloud_cover_low_cloud_Mixed_intervals_Average  \\\n",
       "2020-07-07 09:00:00-07:00                                                0.0     \n",
       "2020-07-07 12:00:00-07:00                                                0.0     \n",
       "2020-07-07 15:00:00-07:00                                                0.0     \n",
       "2020-07-07 18:00:00-07:00                                                0.0     \n",
       "2020-07-07 21:00:00-07:00                                                0.0     \n",
       "2020-07-08 00:00:00-07:00                                                0.0     \n",
       "2020-07-08 03:00:00-07:00                                                0.0     \n",
       "2020-07-08 06:00:00-07:00                                                0.0     \n",
       "2020-07-08 09:00:00-07:00                                                0.0     \n",
       "2020-07-08 12:00:00-07:00                                                0.0     \n",
       "2020-07-08 15:00:00-07:00                                                0.0     \n",
       "2020-07-08 18:00:00-07:00                                                0.0     \n",
       "2020-07-08 21:00:00-07:00                                                0.0     \n",
       "2020-07-09 00:00:00-07:00                                                0.0     \n",
       "2020-07-09 03:00:00-07:00                                                0.0     \n",
       "2020-07-09 06:00:00-07:00                                                0.0     \n",
       "2020-07-09 09:00:00-07:00                                                0.0     \n",
       "2020-07-09 12:00:00-07:00                                                0.0     \n",
       "2020-07-09 15:00:00-07:00                                                0.0     \n",
       "2020-07-09 18:00:00-07:00                                                0.0     \n",
       "2020-07-09 21:00:00-07:00                                                0.0     \n",
       "2020-07-10 00:00:00-07:00                                                0.0     \n",
       "2020-07-10 03:00:00-07:00                                                0.0     \n",
       "2020-07-10 06:00:00-07:00                                                0.0     \n",
       "2020-07-10 09:00:00-07:00                                                0.0     \n",
       "2020-07-10 12:00:00-07:00                                                0.0     \n",
       "2020-07-10 15:00:00-07:00                                                0.0     \n",
       "2020-07-10 18:00:00-07:00                                                0.0     \n",
       "2020-07-10 21:00:00-07:00                                                0.0     \n",
       "2020-07-11 00:00:00-07:00                                                0.0     \n",
       "2020-07-11 03:00:00-07:00                                                0.0     \n",
       "2020-07-11 06:00:00-07:00                                                0.0     \n",
       "2020-07-11 09:00:00-07:00                                                0.0     \n",
       "2020-07-11 12:00:00-07:00                                                0.0     \n",
       "2020-07-11 15:00:00-07:00                                                0.0     \n",
       "2020-07-11 18:00:00-07:00                                                0.0     \n",
       "2020-07-11 21:00:00-07:00                                                0.0     \n",
       "2020-07-12 00:00:00-07:00                                                0.0     \n",
       "2020-07-12 03:00:00-07:00                                                0.0     \n",
       "2020-07-12 06:00:00-07:00                                                0.0     \n",
       "2020-07-12 09:00:00-07:00                                                0.0     \n",
       "2020-07-12 12:00:00-07:00                                                0.0     \n",
       "2020-07-12 15:00:00-07:00                                                0.0     \n",
       "2020-07-12 18:00:00-07:00                                                0.0     \n",
       "2020-07-12 21:00:00-07:00                                                0.0     \n",
       "2020-07-13 00:00:00-07:00                                                0.0     \n",
       "2020-07-13 03:00:00-07:00                                                0.0     \n",
       "2020-07-13 06:00:00-07:00                                                0.0     \n",
       "2020-07-13 09:00:00-07:00                                                0.0     \n",
       "2020-07-13 12:00:00-07:00                                                0.0     \n",
       "2020-07-13 15:00:00-07:00                                                0.0     \n",
       "2020-07-13 18:00:00-07:00                                                0.0     \n",
       "2020-07-13 21:00:00-07:00                                                0.0     \n",
       "2020-07-14 00:00:00-07:00                                                0.0     \n",
       "\n",
       "                           Total_cloud_cover_middle_cloud_Mixed_intervals_Average  \\\n",
       "2020-07-07 09:00:00-07:00                                               57.0        \n",
       "2020-07-07 12:00:00-07:00                                               59.0        \n",
       "2020-07-07 15:00:00-07:00                                                0.0        \n",
       "2020-07-07 18:00:00-07:00                                                0.0        \n",
       "2020-07-07 21:00:00-07:00                                                0.0        \n",
       "2020-07-08 00:00:00-07:00                                                0.0        \n",
       "2020-07-08 03:00:00-07:00                                                0.0        \n",
       "2020-07-08 06:00:00-07:00                                                0.0        \n",
       "2020-07-08 09:00:00-07:00                                                0.0        \n",
       "2020-07-08 12:00:00-07:00                                                0.0        \n",
       "2020-07-08 15:00:00-07:00                                                0.0        \n",
       "2020-07-08 18:00:00-07:00                                                0.0        \n",
       "2020-07-08 21:00:00-07:00                                                0.0        \n",
       "2020-07-09 00:00:00-07:00                                               18.0        \n",
       "2020-07-09 03:00:00-07:00                                              100.0        \n",
       "2020-07-09 06:00:00-07:00                                              100.0        \n",
       "2020-07-09 09:00:00-07:00                                               16.0        \n",
       "2020-07-09 12:00:00-07:00                                                8.0        \n",
       "2020-07-09 15:00:00-07:00                                                0.0        \n",
       "2020-07-09 18:00:00-07:00                                                0.0        \n",
       "2020-07-09 21:00:00-07:00                                                0.0        \n",
       "2020-07-10 00:00:00-07:00                                                0.0        \n",
       "2020-07-10 03:00:00-07:00                                                0.0        \n",
       "2020-07-10 06:00:00-07:00                                                0.0        \n",
       "2020-07-10 09:00:00-07:00                                                0.0        \n",
       "2020-07-10 12:00:00-07:00                                                0.0        \n",
       "2020-07-10 15:00:00-07:00                                                0.0        \n",
       "2020-07-10 18:00:00-07:00                                                0.0        \n",
       "2020-07-10 21:00:00-07:00                                                0.0        \n",
       "2020-07-11 00:00:00-07:00                                                0.0        \n",
       "2020-07-11 03:00:00-07:00                                                0.0        \n",
       "2020-07-11 06:00:00-07:00                                               14.0        \n",
       "2020-07-11 09:00:00-07:00                                               29.0        \n",
       "2020-07-11 12:00:00-07:00                                               14.0        \n",
       "2020-07-11 15:00:00-07:00                                                0.0        \n",
       "2020-07-11 18:00:00-07:00                                                0.0        \n",
       "2020-07-11 21:00:00-07:00                                                0.0        \n",
       "2020-07-12 00:00:00-07:00                                                1.0        \n",
       "2020-07-12 03:00:00-07:00                                                0.0        \n",
       "2020-07-12 06:00:00-07:00                                               19.0        \n",
       "2020-07-12 09:00:00-07:00                                                0.0        \n",
       "2020-07-12 12:00:00-07:00                                                0.0        \n",
       "2020-07-12 15:00:00-07:00                                                0.0        \n",
       "2020-07-12 18:00:00-07:00                                                0.0        \n",
       "2020-07-12 21:00:00-07:00                                                0.0        \n",
       "2020-07-13 00:00:00-07:00                                                0.0        \n",
       "2020-07-13 03:00:00-07:00                                                0.0        \n",
       "2020-07-13 06:00:00-07:00                                                0.0        \n",
       "2020-07-13 09:00:00-07:00                                                0.0        \n",
       "2020-07-13 12:00:00-07:00                                                0.0        \n",
       "2020-07-13 15:00:00-07:00                                                0.0        \n",
       "2020-07-13 18:00:00-07:00                                                0.0        \n",
       "2020-07-13 21:00:00-07:00                                                0.0        \n",
       "2020-07-14 00:00:00-07:00                                                3.0        \n",
       "\n",
       "                           Wind_speed_gust_surface  \\\n",
       "2020-07-07 09:00:00-07:00                 1.955965   \n",
       "2020-07-07 12:00:00-07:00                 3.808908   \n",
       "2020-07-07 15:00:00-07:00                 3.342430   \n",
       "2020-07-07 18:00:00-07:00                 3.484897   \n",
       "2020-07-07 21:00:00-07:00                 3.503251   \n",
       "2020-07-08 00:00:00-07:00                 4.145447   \n",
       "2020-07-08 03:00:00-07:00                 3.496038   \n",
       "2020-07-08 06:00:00-07:00                 5.642923   \n",
       "2020-07-08 09:00:00-07:00                11.133477   \n",
       "2020-07-08 12:00:00-07:00                 3.954767   \n",
       "2020-07-08 15:00:00-07:00                 2.846232   \n",
       "2020-07-08 18:00:00-07:00                 2.526505   \n",
       "2020-07-08 21:00:00-07:00                 3.021044   \n",
       "2020-07-09 00:00:00-07:00                 4.330414   \n",
       "2020-07-09 03:00:00-07:00                 2.586901   \n",
       "2020-07-09 06:00:00-07:00                 7.266234   \n",
       "2020-07-09 09:00:00-07:00                 6.027924   \n",
       "2020-07-09 12:00:00-07:00                 7.331892   \n",
       "2020-07-09 15:00:00-07:00                 3.562258   \n",
       "2020-07-09 18:00:00-07:00                 1.750235   \n",
       "2020-07-09 21:00:00-07:00                 1.806583   \n",
       "2020-07-10 00:00:00-07:00                 2.919531   \n",
       "2020-07-10 03:00:00-07:00                 5.142653   \n",
       "2020-07-10 06:00:00-07:00                 5.642010   \n",
       "2020-07-10 09:00:00-07:00                 3.079594   \n",
       "2020-07-10 12:00:00-07:00                 2.636170   \n",
       "2020-07-10 15:00:00-07:00                 2.512109   \n",
       "2020-07-10 18:00:00-07:00                 4.216958   \n",
       "2020-07-10 21:00:00-07:00                 4.335027   \n",
       "2020-07-11 00:00:00-07:00                 3.447549   \n",
       "2020-07-11 03:00:00-07:00                 8.386095   \n",
       "2020-07-11 06:00:00-07:00                 7.229870   \n",
       "2020-07-11 09:00:00-07:00                 2.677630   \n",
       "2020-07-11 12:00:00-07:00                 4.625916   \n",
       "2020-07-11 15:00:00-07:00                 2.073312   \n",
       "2020-07-11 18:00:00-07:00                 3.150879   \n",
       "2020-07-11 21:00:00-07:00                 2.701148   \n",
       "2020-07-12 00:00:00-07:00                 5.145863   \n",
       "2020-07-12 03:00:00-07:00                11.954372   \n",
       "2020-07-12 06:00:00-07:00                 3.129498   \n",
       "2020-07-12 09:00:00-07:00                 3.023448   \n",
       "2020-07-12 12:00:00-07:00                 3.412988   \n",
       "2020-07-12 15:00:00-07:00                 1.042386   \n",
       "2020-07-12 18:00:00-07:00                 2.766832   \n",
       "2020-07-12 21:00:00-07:00                 2.665824   \n",
       "2020-07-13 00:00:00-07:00                 4.139158   \n",
       "2020-07-13 03:00:00-07:00                 8.994596   \n",
       "2020-07-13 06:00:00-07:00                 9.281939   \n",
       "2020-07-13 09:00:00-07:00                 3.311322   \n",
       "2020-07-13 12:00:00-07:00                 2.408803   \n",
       "2020-07-13 15:00:00-07:00                 1.830473   \n",
       "2020-07-13 18:00:00-07:00                 3.639479   \n",
       "2020-07-13 21:00:00-07:00                 2.909790   \n",
       "2020-07-14 00:00:00-07:00                 3.420156   \n",
       "\n",
       "                           u-component_of_wind_isobaric  \\\n",
       "2020-07-07 09:00:00-07:00                      1.875361   \n",
       "2020-07-07 12:00:00-07:00                      3.145774   \n",
       "2020-07-07 15:00:00-07:00                      1.852296   \n",
       "2020-07-07 18:00:00-07:00                      0.939204   \n",
       "2020-07-07 21:00:00-07:00                      1.645287   \n",
       "2020-07-08 00:00:00-07:00                      0.859436   \n",
       "2020-07-08 03:00:00-07:00                     -2.588877   \n",
       "2020-07-08 06:00:00-07:00                      4.412341   \n",
       "2020-07-08 09:00:00-07:00                      2.878274   \n",
       "2020-07-08 12:00:00-07:00                      1.669788   \n",
       "2020-07-08 15:00:00-07:00                      0.675632   \n",
       "2020-07-08 18:00:00-07:00                      1.020662   \n",
       "2020-07-08 21:00:00-07:00                      0.729756   \n",
       "2020-07-09 00:00:00-07:00                      3.606665   \n",
       "2020-07-09 03:00:00-07:00                      2.561328   \n",
       "2020-07-09 06:00:00-07:00                      4.327090   \n",
       "2020-07-09 09:00:00-07:00                      2.559023   \n",
       "2020-07-09 12:00:00-07:00                      2.869182   \n",
       "2020-07-09 15:00:00-07:00                      1.973667   \n",
       "2020-07-09 18:00:00-07:00                      0.281367   \n",
       "2020-07-09 21:00:00-07:00                      0.356209   \n",
       "2020-07-10 00:00:00-07:00                      1.026206   \n",
       "2020-07-10 03:00:00-07:00                      3.009106   \n",
       "2020-07-10 06:00:00-07:00                      2.768996   \n",
       "2020-07-10 09:00:00-07:00                      2.008838   \n",
       "2020-07-10 12:00:00-07:00                      2.148355   \n",
       "2020-07-10 15:00:00-07:00                      1.947288   \n",
       "2020-07-10 18:00:00-07:00                      1.732542   \n",
       "2020-07-10 21:00:00-07:00                      2.310635   \n",
       "2020-07-11 00:00:00-07:00                      3.446514   \n",
       "2020-07-11 03:00:00-07:00                      3.354326   \n",
       "2020-07-11 06:00:00-07:00                      5.174636   \n",
       "2020-07-11 09:00:00-07:00                      2.493284   \n",
       "2020-07-11 12:00:00-07:00                      2.010862   \n",
       "2020-07-11 15:00:00-07:00                      1.571885   \n",
       "2020-07-11 18:00:00-07:00                      1.393000   \n",
       "2020-07-11 21:00:00-07:00                      0.883069   \n",
       "2020-07-12 00:00:00-07:00                      1.808108   \n",
       "2020-07-12 03:00:00-07:00                      2.256226   \n",
       "2020-07-12 06:00:00-07:00                      2.008174   \n",
       "2020-07-12 09:00:00-07:00                      1.731963   \n",
       "2020-07-12 12:00:00-07:00                      1.867207   \n",
       "2020-07-12 15:00:00-07:00                      0.875273   \n",
       "2020-07-12 18:00:00-07:00                      1.178728   \n",
       "2020-07-12 21:00:00-07:00                      0.076318   \n",
       "2020-07-13 00:00:00-07:00                      1.368088   \n",
       "2020-07-13 03:00:00-07:00                      2.589487   \n",
       "2020-07-13 06:00:00-07:00                      5.982869   \n",
       "2020-07-13 09:00:00-07:00                      1.182983   \n",
       "2020-07-13 12:00:00-07:00                      0.783616   \n",
       "2020-07-13 15:00:00-07:00                      1.144658   \n",
       "2020-07-13 18:00:00-07:00                      2.268677   \n",
       "2020-07-13 21:00:00-07:00                      2.478157   \n",
       "2020-07-14 00:00:00-07:00                      2.113437   \n",
       "\n",
       "                           v-component_of_wind_isobaric  \n",
       "2020-07-07 09:00:00-07:00                     -0.662417  \n",
       "2020-07-07 12:00:00-07:00                      2.099924  \n",
       "2020-07-07 15:00:00-07:00                      2.729048  \n",
       "2020-07-07 18:00:00-07:00                     -3.090686  \n",
       "2020-07-07 21:00:00-07:00                     -3.527871  \n",
       "2020-07-08 00:00:00-07:00                     -4.305269  \n",
       "2020-07-08 03:00:00-07:00                     -2.352002  \n",
       "2020-07-08 06:00:00-07:00                     -0.192209  \n",
       "2020-07-08 09:00:00-07:00                      7.444138  \n",
       "2020-07-08 12:00:00-07:00                      2.695730  \n",
       "2020-07-08 15:00:00-07:00                      2.159890  \n",
       "2020-07-08 18:00:00-07:00                     -2.779041  \n",
       "2020-07-08 21:00:00-07:00                     -2.064746  \n",
       "2020-07-09 00:00:00-07:00                     -4.088640  \n",
       "2020-07-09 03:00:00-07:00                     -0.240759  \n",
       "2020-07-09 06:00:00-07:00                      3.482671  \n",
       "2020-07-09 09:00:00-07:00                      3.946294  \n",
       "2020-07-09 12:00:00-07:00                      4.760039  \n",
       "2020-07-09 15:00:00-07:00                      3.297007  \n",
       "2020-07-09 18:00:00-07:00                     -2.057359  \n",
       "2020-07-09 21:00:00-07:00                     -2.617424  \n",
       "2020-07-10 00:00:00-07:00                     -4.103455  \n",
       "2020-07-10 03:00:00-07:00                     -2.178784  \n",
       "2020-07-10 06:00:00-07:00                      3.140728  \n",
       "2020-07-10 09:00:00-07:00                      2.264627  \n",
       "2020-07-10 12:00:00-07:00                      1.317654  \n",
       "2020-07-10 15:00:00-07:00                      1.006641  \n",
       "2020-07-10 18:00:00-07:00                     -4.185076  \n",
       "2020-07-10 21:00:00-07:00                     -4.163330  \n",
       "2020-07-11 00:00:00-07:00                     -3.067827  \n",
       "2020-07-11 03:00:00-07:00                     -4.990854  \n",
       "2020-07-11 06:00:00-07:00                     -0.331689  \n",
       "2020-07-11 09:00:00-07:00                     -0.217234  \n",
       "2020-07-11 12:00:00-07:00                      3.442834  \n",
       "2020-07-11 15:00:00-07:00                      1.050894  \n",
       "2020-07-11 18:00:00-07:00                     -3.531040  \n",
       "2020-07-11 21:00:00-07:00                     -2.655833  \n",
       "2020-07-12 00:00:00-07:00                     -4.700403  \n",
       "2020-07-12 03:00:00-07:00                     -8.296606  \n",
       "2020-07-12 06:00:00-07:00                      1.969055  \n",
       "2020-07-12 09:00:00-07:00                      2.384458  \n",
       "2020-07-12 12:00:00-07:00                      2.861882  \n",
       "2020-07-12 15:00:00-07:00                      0.769448  \n",
       "2020-07-12 18:00:00-07:00                     -3.081250  \n",
       "2020-07-12 21:00:00-07:00                     -1.928381  \n",
       "2020-07-13 00:00:00-07:00                     -4.395081  \n",
       "2020-07-13 03:00:00-07:00                     -6.237558  \n",
       "2020-07-13 06:00:00-07:00                     -0.788149  \n",
       "2020-07-13 09:00:00-07:00                      3.093572  \n",
       "2020-07-13 12:00:00-07:00                      2.256890  \n",
       "2020-07-13 15:00:00-07:00                      1.580906  \n",
       "2020-07-13 18:00:00-07:00                     -2.415698  \n",
       "2020-07-13 21:00:00-07:00                     -3.644780  \n",
       "2020-07-14 00:00:00-07:00                     -3.438135  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[sorted(data.columns)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = fm.process_data(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "data[['ghi', 'dni', 'dhi']].plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "cs = fm.location.get_clearsky(data.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "fig, ax = plt.subplots()\n",
    "cs['ghi'].plot(ax=ax, label='ineichen')\n",
    "data['ghi'].plot(ax=ax, label='gfs+larson')\n",
    "ax.set_ylabel('ghi')\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "fig, ax = plt.subplots()\n",
    "cs['dni'].plot(ax=ax, label='ineichen')\n",
    "data['dni'].plot(ax=ax, label='gfs+larson')\n",
    "ax.set_ylabel('ghi')\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# retrieve data\n",
    "data = fm.get_processed_data(latitude, longitude, start, end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>dhi</th>\n",
       "      <th>dni</th>\n",
       "      <th>ghi</th>\n",
       "      <th>high_clouds</th>\n",
       "      <th>low_clouds</th>\n",
       "      <th>mid_clouds</th>\n",
       "      <th>temp_air</th>\n",
       "      <th>total_clouds</th>\n",
       "      <th>wind_speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-07-07 09:00:00-07:00</th>\n",
       "      <td>313.248107</td>\n",
       "      <td>143.860292</td>\n",
       "      <td>411.558827</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>27.087494</td>\n",
       "      <td>57.0</td>\n",
       "      <td>1.988913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 12:00:00-07:00</th>\n",
       "      <td>491.012347</td>\n",
       "      <td>121.402886</td>\n",
       "      <td>609.925582</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>24.950012</td>\n",
       "      <td>59.0</td>\n",
       "      <td>3.782271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 15:00:00-07:00</th>\n",
       "      <td>168.912693</td>\n",
       "      <td>780.228478</td>\n",
       "      <td>809.627894</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.233734</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.298288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 18:00:00-07:00</th>\n",
       "      <td>70.760082</td>\n",
       "      <td>530.377043</td>\n",
       "      <td>230.422477</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.850006</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.230239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>56.857483</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.892665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 00:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>46.735199</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.390213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 03:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>32.286621</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.497742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 06:00:00-07:00</th>\n",
       "      <td>34.862378</td>\n",
       "      <td>67.546325</td>\n",
       "      <td>41.944462</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.050018</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.416526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 09:00:00-07:00</th>\n",
       "      <td>122.512815</td>\n",
       "      <td>776.323959</td>\n",
       "      <td>652.254371</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28.081696</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.981206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 12:00:00-07:00</th>\n",
       "      <td>249.427638</td>\n",
       "      <td>754.817268</td>\n",
       "      <td>988.451127</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.450012</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.170986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 15:00:00-07:00</th>\n",
       "      <td>169.516668</td>\n",
       "      <td>778.921066</td>\n",
       "      <td>809.020321</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.784271</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.263096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 18:00:00-07:00</th>\n",
       "      <td>71.052011</td>\n",
       "      <td>527.549866</td>\n",
       "      <td>229.634467</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54.050018</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.960543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.421387</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.189913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-09 00:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>41.264709</td>\n",
       "      <td>18.0</td>\n",
       "      <td>5.452065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-09 03:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>35.550018</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2.572619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-09 06:00:00-07:00</th>\n",
       "      <td>14.205950</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.205950</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>33.249969</td>\n",
       "      <td>100.0</td>\n",
       "      <td>5.554521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-09 09:00:00-07:00</th>\n",
       "      <td>208.128821</td>\n",
       "      <td>550.239650</td>\n",
       "      <td>583.033593</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>28.649994</td>\n",
       "      <td>16.0</td>\n",
       "      <td>4.703385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-09 12:00:00-07:00</th>\n",
       "      <td>418.455435</td>\n",
       "      <td>450.334646</td>\n",
       "      <td>859.170057</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>27.162109</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5.557893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-09 15:00:00-07:00</th>\n",
       "      <td>269.912608</td>\n",
       "      <td>15.859244</td>\n",
       "      <td>282.929731</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>36.649994</td>\n",
       "      <td>100.0</td>\n",
       "      <td>3.842605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-09 18:00:00-07:00</th>\n",
       "      <td>97.913975</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>97.913975</td>\n",
       "      <td>88.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54.350006</td>\n",
       "      <td>88.0</td>\n",
       "      <td>2.076509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-09 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>58.208801</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2.641551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 00:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>46.694092</td>\n",
       "      <td>100.0</td>\n",
       "      <td>4.229827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 03:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>34.250000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>3.715080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 06:00:00-07:00</th>\n",
       "      <td>17.807345</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>17.807345</td>\n",
       "      <td>84.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.976471</td>\n",
       "      <td>84.0</td>\n",
       "      <td>4.187065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 09:00:00-07:00</th>\n",
       "      <td>219.115542</td>\n",
       "      <td>11.884918</td>\n",
       "      <td>227.200922</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28.423218</td>\n",
       "      <td>100.0</td>\n",
       "      <td>3.027204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 12:00:00-07:00</th>\n",
       "      <td>327.138972</td>\n",
       "      <td>18.589746</td>\n",
       "      <td>345.323059</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.091553</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2.520246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 15:00:00-07:00</th>\n",
       "      <td>292.043694</td>\n",
       "      <td>20.588178</td>\n",
       "      <td>308.936802</td>\n",
       "      <td>95.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>38.191559</td>\n",
       "      <td>95.0</td>\n",
       "      <td>2.192089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 18:00:00-07:00</th>\n",
       "      <td>111.536148</td>\n",
       "      <td>52.063971</td>\n",
       "      <td>127.129906</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.445129</td>\n",
       "      <td>68.0</td>\n",
       "      <td>4.529521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.750000</td>\n",
       "      <td>14.0</td>\n",
       "      <td>4.761549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 00:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.850006</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.614111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 03:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>34.325531</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.013330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 06:00:00-07:00</th>\n",
       "      <td>32.410255</td>\n",
       "      <td>19.991689</td>\n",
       "      <td>34.406614</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>32.317474</td>\n",
       "      <td>14.0</td>\n",
       "      <td>5.185256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 09:00:00-07:00</th>\n",
       "      <td>272.996723</td>\n",
       "      <td>371.745286</td>\n",
       "      <td>525.503042</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>29.017487</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2.502729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 12:00:00-07:00</th>\n",
       "      <td>423.734172</td>\n",
       "      <td>397.854986</td>\n",
       "      <td>812.715566</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>26.852539</td>\n",
       "      <td>27.0</td>\n",
       "      <td>3.987063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 15:00:00-07:00</th>\n",
       "      <td>171.241365</td>\n",
       "      <td>775.042702</td>\n",
       "      <td>806.941040</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>39.591553</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.890820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 18:00:00-07:00</th>\n",
       "      <td>71.871804</td>\n",
       "      <td>518.458888</td>\n",
       "      <td>226.815142</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54.918335</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.795879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.649994</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.798796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 00:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>49.665039</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.036173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 03:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.646606</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.597919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 06:00:00-07:00</th>\n",
       "      <td>31.407641</td>\n",
       "      <td>5.727079</td>\n",
       "      <td>31.969610</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>31.321381</td>\n",
       "      <td>19.0</td>\n",
       "      <td>2.812462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 09:00:00-07:00</th>\n",
       "      <td>123.597280</td>\n",
       "      <td>770.287279</td>\n",
       "      <td>645.980963</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28.664978</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.947089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 12:00:00-07:00</th>\n",
       "      <td>251.700892</td>\n",
       "      <td>750.169989</td>\n",
       "      <td>984.760886</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.749969</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.417138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 15:00:00-07:00</th>\n",
       "      <td>171.785521</td>\n",
       "      <td>773.764466</td>\n",
       "      <td>806.158942</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.057465</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.165399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 18:00:00-07:00</th>\n",
       "      <td>72.125097</td>\n",
       "      <td>515.217614</td>\n",
       "      <td>225.721669</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>55.657471</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.299015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.757477</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.929891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 00:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.257477</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.603086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 03:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.969330</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.753708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 06:00:00-07:00</th>\n",
       "      <td>31.631191</td>\n",
       "      <td>35.946186</td>\n",
       "      <td>35.094839</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>32.213440</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.034558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 09:00:00-07:00</th>\n",
       "      <td>123.863613</td>\n",
       "      <td>768.774072</td>\n",
       "      <td>644.378896</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28.928070</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.312044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 12:00:00-07:00</th>\n",
       "      <td>252.244188</td>\n",
       "      <td>749.032885</td>\n",
       "      <td>983.797746</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.922699</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.389059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 15:00:00-07:00</th>\n",
       "      <td>172.313466</td>\n",
       "      <td>772.493439</td>\n",
       "      <td>805.330549</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.318329</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.951795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 18:00:00-07:00</th>\n",
       "      <td>72.367731</td>\n",
       "      <td>511.866632</td>\n",
       "      <td>224.550427</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.139221</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.313984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.347107</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.407458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-14 00:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.750000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.035764</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  dhi         dni         ghi  high_clouds  \\\n",
       "2020-07-07 09:00:00-07:00  313.248107  143.860292  411.558827          0.0   \n",
       "2020-07-07 12:00:00-07:00  491.012347  121.402886  609.925582          0.0   \n",
       "2020-07-07 15:00:00-07:00  168.912693  780.228478  809.627894          0.0   \n",
       "2020-07-07 18:00:00-07:00   70.760082  530.377043  230.422477          0.0   \n",
       "2020-07-07 21:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 00:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 03:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 06:00:00-07:00   34.862378   67.546325   41.944462          0.0   \n",
       "2020-07-08 09:00:00-07:00  122.512815  776.323959  652.254371          0.0   \n",
       "2020-07-08 12:00:00-07:00  249.427638  754.817268  988.451127          0.0   \n",
       "2020-07-08 15:00:00-07:00  169.516668  778.921066  809.020321          0.0   \n",
       "2020-07-08 18:00:00-07:00   71.052011  527.549866  229.634467          0.0   \n",
       "2020-07-08 21:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-09 00:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-09 03:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-09 06:00:00-07:00   14.205950    0.000000   14.205950          0.0   \n",
       "2020-07-09 09:00:00-07:00  208.128821  550.239650  583.033593          0.0   \n",
       "2020-07-09 12:00:00-07:00  418.455435  450.334646  859.170057         12.0   \n",
       "2020-07-09 15:00:00-07:00  269.912608   15.859244  282.929731        100.0   \n",
       "2020-07-09 18:00:00-07:00   97.913975    0.000000   97.913975         88.0   \n",
       "2020-07-09 21:00:00-07:00    0.000000    0.000000    0.000000        100.0   \n",
       "2020-07-10 00:00:00-07:00    0.000000    0.000000    0.000000        100.0   \n",
       "2020-07-10 03:00:00-07:00    0.000000    0.000000    0.000000        100.0   \n",
       "2020-07-10 06:00:00-07:00   17.807345    0.000000   17.807345         84.0   \n",
       "2020-07-10 09:00:00-07:00  219.115542   11.884918  227.200922        100.0   \n",
       "2020-07-10 12:00:00-07:00  327.138972   18.589746  345.323059        100.0   \n",
       "2020-07-10 15:00:00-07:00  292.043694   20.588178  308.936802         95.0   \n",
       "2020-07-10 18:00:00-07:00  111.536148   52.063971  127.129906         68.0   \n",
       "2020-07-10 21:00:00-07:00    0.000000    0.000000    0.000000         14.0   \n",
       "2020-07-11 00:00:00-07:00    0.000000    0.000000    0.000000          7.0   \n",
       "2020-07-11 03:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-11 06:00:00-07:00   32.410255   19.991689   34.406614          1.0   \n",
       "2020-07-11 09:00:00-07:00  272.996723  371.745286  525.503042          0.0   \n",
       "2020-07-11 12:00:00-07:00  423.734172  397.854986  812.715566         12.0   \n",
       "2020-07-11 15:00:00-07:00  171.241365  775.042702  806.941040          0.0   \n",
       "2020-07-11 18:00:00-07:00   71.871804  518.458888  226.815142          0.0   \n",
       "2020-07-11 21:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-12 00:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-12 03:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-12 06:00:00-07:00   31.407641    5.727079   31.969610          0.0   \n",
       "2020-07-12 09:00:00-07:00  123.597280  770.287279  645.980963          0.0   \n",
       "2020-07-12 12:00:00-07:00  251.700892  750.169989  984.760886          0.0   \n",
       "2020-07-12 15:00:00-07:00  171.785521  773.764466  806.158942          0.0   \n",
       "2020-07-12 18:00:00-07:00   72.125097  515.217614  225.721669          0.0   \n",
       "2020-07-12 21:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-13 00:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-13 03:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-13 06:00:00-07:00   31.631191   35.946186   35.094839          0.0   \n",
       "2020-07-13 09:00:00-07:00  123.863613  768.774072  644.378896          0.0   \n",
       "2020-07-13 12:00:00-07:00  252.244188  749.032885  983.797746          0.0   \n",
       "2020-07-13 15:00:00-07:00  172.313466  772.493439  805.330549          0.0   \n",
       "2020-07-13 18:00:00-07:00   72.367731  511.866632  224.550427          0.0   \n",
       "2020-07-13 21:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-14 00:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "\n",
       "                           low_clouds  mid_clouds   temp_air  total_clouds  \\\n",
       "2020-07-07 09:00:00-07:00         0.0        57.0  27.087494          57.0   \n",
       "2020-07-07 12:00:00-07:00         0.0        59.0  24.950012          59.0   \n",
       "2020-07-07 15:00:00-07:00         0.0         0.0  37.233734           0.0   \n",
       "2020-07-07 18:00:00-07:00         0.0         0.0  53.850006           0.0   \n",
       "2020-07-07 21:00:00-07:00         0.0         0.0  56.857483           0.0   \n",
       "2020-07-08 00:00:00-07:00         0.0         0.0  46.735199           0.0   \n",
       "2020-07-08 03:00:00-07:00         0.0         0.0  32.286621           0.0   \n",
       "2020-07-08 06:00:00-07:00         0.0         0.0  30.050018           0.0   \n",
       "2020-07-08 09:00:00-07:00         0.0         0.0  28.081696           0.0   \n",
       "2020-07-08 12:00:00-07:00         0.0         0.0  25.450012           0.0   \n",
       "2020-07-08 15:00:00-07:00         0.0         0.0  37.784271           0.0   \n",
       "2020-07-08 18:00:00-07:00         0.0         0.0  54.050018           0.0   \n",
       "2020-07-08 21:00:00-07:00         0.0         0.0  59.421387           0.0   \n",
       "2020-07-09 00:00:00-07:00         0.0        18.0  41.264709          18.0   \n",
       "2020-07-09 03:00:00-07:00         0.0       100.0  35.550018         100.0   \n",
       "2020-07-09 06:00:00-07:00         0.0       100.0  33.249969         100.0   \n",
       "2020-07-09 09:00:00-07:00         0.0        16.0  28.649994          16.0   \n",
       "2020-07-09 12:00:00-07:00         0.0         8.0  27.162109          20.0   \n",
       "2020-07-09 15:00:00-07:00         0.0         0.0  36.649994         100.0   \n",
       "2020-07-09 18:00:00-07:00         0.0         0.0  54.350006          88.0   \n",
       "2020-07-09 21:00:00-07:00         0.0         0.0  58.208801         100.0   \n",
       "2020-07-10 00:00:00-07:00         0.0         0.0  46.694092         100.0   \n",
       "2020-07-10 03:00:00-07:00         0.0         0.0  34.250000         100.0   \n",
       "2020-07-10 06:00:00-07:00         0.0         0.0  30.976471          84.0   \n",
       "2020-07-10 09:00:00-07:00         0.0         0.0  28.423218         100.0   \n",
       "2020-07-10 12:00:00-07:00         0.0         0.0  27.091553         100.0   \n",
       "2020-07-10 15:00:00-07:00         0.0         0.0  38.191559          95.0   \n",
       "2020-07-10 18:00:00-07:00         0.0         0.0  53.445129          68.0   \n",
       "2020-07-10 21:00:00-07:00         0.0         0.0  57.750000          14.0   \n",
       "2020-07-11 00:00:00-07:00         0.0         0.0  48.850006           7.0   \n",
       "2020-07-11 03:00:00-07:00         0.0         0.0  34.325531           0.0   \n",
       "2020-07-11 06:00:00-07:00         0.0        14.0  32.317474          14.0   \n",
       "2020-07-11 09:00:00-07:00         0.0        29.0  29.017487          29.0   \n",
       "2020-07-11 12:00:00-07:00         0.0        14.0  26.852539          27.0   \n",
       "2020-07-11 15:00:00-07:00         0.0         0.0  39.591553           0.0   \n",
       "2020-07-11 18:00:00-07:00         0.0         0.0  54.918335           0.0   \n",
       "2020-07-11 21:00:00-07:00         0.0         0.0  60.649994           0.0   \n",
       "2020-07-12 00:00:00-07:00         0.0         1.0  49.665039           1.0   \n",
       "2020-07-12 03:00:00-07:00         0.0         0.0  35.646606           0.0   \n",
       "2020-07-12 06:00:00-07:00         0.0        19.0  31.321381          19.0   \n",
       "2020-07-12 09:00:00-07:00         0.0         0.0  28.664978           0.0   \n",
       "2020-07-12 12:00:00-07:00         0.0         0.0  26.749969           0.0   \n",
       "2020-07-12 15:00:00-07:00         0.0         0.0  40.057465           0.0   \n",
       "2020-07-12 18:00:00-07:00         0.0         0.0  55.657471           0.0   \n",
       "2020-07-12 21:00:00-07:00         0.0         0.0  61.757477           0.0   \n",
       "2020-07-13 00:00:00-07:00         0.0         0.0  50.257477           0.0   \n",
       "2020-07-13 03:00:00-07:00         0.0         0.0  35.969330           0.0   \n",
       "2020-07-13 06:00:00-07:00         0.0         0.0  32.213440           0.0   \n",
       "2020-07-13 09:00:00-07:00         0.0         0.0  28.928070           0.0   \n",
       "2020-07-13 12:00:00-07:00         0.0         0.0  26.922699           0.0   \n",
       "2020-07-13 15:00:00-07:00         0.0         0.0  40.318329           0.0   \n",
       "2020-07-13 18:00:00-07:00         0.0         0.0  57.139221           0.0   \n",
       "2020-07-13 21:00:00-07:00         0.0         0.0  60.347107           0.0   \n",
       "2020-07-14 00:00:00-07:00         0.0         3.0  49.750000           3.0   \n",
       "\n",
       "                           wind_speed  \n",
       "2020-07-07 09:00:00-07:00    1.988913  \n",
       "2020-07-07 12:00:00-07:00    3.782271  \n",
       "2020-07-07 15:00:00-07:00    3.298288  \n",
       "2020-07-07 18:00:00-07:00    3.230239  \n",
       "2020-07-07 21:00:00-07:00    3.892665  \n",
       "2020-07-08 00:00:00-07:00    4.390213  \n",
       "2020-07-08 03:00:00-07:00    3.497742  \n",
       "2020-07-08 06:00:00-07:00    4.416526  \n",
       "2020-07-08 09:00:00-07:00    7.981206  \n",
       "2020-07-08 12:00:00-07:00    3.170986  \n",
       "2020-07-08 15:00:00-07:00    2.263096  \n",
       "2020-07-08 18:00:00-07:00    2.960543  \n",
       "2020-07-08 21:00:00-07:00    2.189913  \n",
       "2020-07-09 00:00:00-07:00    5.452065  \n",
       "2020-07-09 03:00:00-07:00    2.572619  \n",
       "2020-07-09 06:00:00-07:00    5.554521  \n",
       "2020-07-09 09:00:00-07:00    4.703385  \n",
       "2020-07-09 12:00:00-07:00    5.557893  \n",
       "2020-07-09 15:00:00-07:00    3.842605  \n",
       "2020-07-09 18:00:00-07:00    2.076509  \n",
       "2020-07-09 21:00:00-07:00    2.641551  \n",
       "2020-07-10 00:00:00-07:00    4.229827  \n",
       "2020-07-10 03:00:00-07:00    3.715080  \n",
       "2020-07-10 06:00:00-07:00    4.187065  \n",
       "2020-07-10 09:00:00-07:00    3.027204  \n",
       "2020-07-10 12:00:00-07:00    2.520246  \n",
       "2020-07-10 15:00:00-07:00    2.192089  \n",
       "2020-07-10 18:00:00-07:00    4.529521  \n",
       "2020-07-10 21:00:00-07:00    4.761549  \n",
       "2020-07-11 00:00:00-07:00    4.614111  \n",
       "2020-07-11 03:00:00-07:00    6.013330  \n",
       "2020-07-11 06:00:00-07:00    5.185256  \n",
       "2020-07-11 09:00:00-07:00    2.502729  \n",
       "2020-07-11 12:00:00-07:00    3.987063  \n",
       "2020-07-11 15:00:00-07:00    1.890820  \n",
       "2020-07-11 18:00:00-07:00    3.795879  \n",
       "2020-07-11 21:00:00-07:00    2.798796  \n",
       "2020-07-12 00:00:00-07:00    5.036173  \n",
       "2020-07-12 03:00:00-07:00    8.597919  \n",
       "2020-07-12 06:00:00-07:00    2.812462  \n",
       "2020-07-12 09:00:00-07:00    2.947089  \n",
       "2020-07-12 12:00:00-07:00    3.417138  \n",
       "2020-07-12 15:00:00-07:00    1.165399  \n",
       "2020-07-12 18:00:00-07:00    3.299015  \n",
       "2020-07-12 21:00:00-07:00    1.929891  \n",
       "2020-07-13 00:00:00-07:00    4.603086  \n",
       "2020-07-13 03:00:00-07:00    6.753708  \n",
       "2020-07-13 06:00:00-07:00    6.034558  \n",
       "2020-07-13 09:00:00-07:00    3.312044  \n",
       "2020-07-13 12:00:00-07:00    2.389059  \n",
       "2020-07-13 15:00:00-07:00    1.951795  \n",
       "2020-07-13 18:00:00-07:00    3.313984  \n",
       "2020-07-13 21:00:00-07:00    4.407458  \n",
       "2020-07-14 00:00:00-07:00    4.035764  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[sorted(data.columns)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iIudj5P/3A7+u0QZH+PqDB+ltj/Pazf0nHR/ushy/f6IhiycOGd2YF5xxau42aeX4fej4D5zIEhLYMrRYY45/B2zc+0yKcEi4eMOpjn9Ndys/3H2MYqm8ZMTnNulsYVHRMIvBZAujU3nyxXKlUslLxqatevhajt/cE/LJBu9Scg3VDHW1VMZg6kKb41dKPQ9sW+D4u3T9TR0cn5jl7qdHuOmydUTnfWAHOxOI4Mta/qeOGcM/FmppT0TDxCMhXzr+8ZkCyZZoRVdoPgPJRKUpzW/cty/F9tVdC4qGrelurcgzr+5e2tG6ibFJurQzspq4jk/4w3arLLKWE7Uifr/sT2SyebqWKOW0GO5M8KM9xiSu+SlDp/D+9u1z7n92lFJZcf35w6c8Fg2HGOjwZy2/FRUttoxP+lS2YXymsOTml5Xq8dsA8LHpPLsOj59UxlmNH0s6iyVjnm6tyHnQTGn6JcWWnjau21opqrZ4hI54xEc5fnupnsHOBPliufIZ1kHg+GtgvfnWdJz5uDkguR4y2TzJxOIbSX7V68nYcPx5Hw4A/9mzoygFl206Nc0Dc01cfsrzZ2bsOVC/NXFZEX+tGxaYJZ0+SfWMZ5cWaLNwY9Zx4PhrMD5TICTQEV84K+bXJq50trDk5lenTzX5a0f8/tSOeeJQhngkxHmLSB8MdbYQCQkH/OT4LQdqc5PUN45/2l6qB8yKJB/YrZSyneN3o1owcPw1SGfzdC6Rc17Z1cJhF0SV6sW4yJZ2/H6LmsHYcF7K8ftRbheMyUq97fFTSmctwiHxnTzzmJUyqRE5JxNGGa1f5JnT2QJtsTDxSLjmcw1FV++vlalckVJZ2crxu9EtHTj+GmSyS+dAh7tayBfLnNCYj2uEzBKTfsD4MPvR8dvJ8YN/arMt0tN5VrQtHc2t7m71VY6/Uh1Tw24RYbDTP5LYaRvNWxYDnQlGJmc9n5RXad6yEfH3tsWJhkVrJiFw/DUYr7EhY5V0Hk77K8+fzi5drdHZEmVcswJgvSilajr+vg6zwsQn0afFWI0AAfzXxFVPrnwwqb+23C7GtW3T8XfEKZRU5d/qFRWdHhs5/lDIuNHqfL8Dx1+DdI3I2a/du5ls7VTPZK7oeSRUzXS+RKmslnT8iWiYFa1R39RmW6RtNEKd0eMveWa79fDgn1w5WKsre47fLyJzaZv7KRZDnXoHsgSOvwa1Uj2WnoyfavmLpTKTs8UlN5KSLVGUgkmf6JjA3GbjUo4fzJJOn9RmW6RtiIb5TZ45PZ2nJRqmJVY7Vz7UmWBkMkfJB4FCOluo2XtgYc3e9VqszY5AWzW6u3cDx1+DWm3WnS1RWmNhX1X2WGV6SzkiP3bv2pGtBcPx+6VED4wBPZO5Ys2If7XfHH+2UNNmi8FkgmJZcWLK+xuunZushV/2hKzPpJ0cPxgR/7FxfXsTgeNfgkLJ+EAvtRNvDGTxlzyznUk/ftTrsWxJ1oz4455/kKupjNSz6fj9UtJpbJLac0SDLtSW28H6TNp1/P0d/ij/Hbe5mrUY7kpQKCltRSOB418CuxHocFeLr5q4MpWW9qVz/OCviN+yxU6qJzWZo+iT0ZFp22WR/pJntqNpbzHkk1y5FdR027xhRcMhettjnpd0ZrIFWm2WoMJc2bKudE/g+JfATuQMsNJnIxjTlnrhUjl+H0ozj9fh+MsK35TQ2i2LBCPP759UT/0pE683eNM2gpr5DCS9L0XNzNjr2rWYE4DUY3dNkTYR6QcuAYaBGQwZ5Z2mnv5LmvEZexfZcKehXjhbKJGI2ruj6yRjo0zPj+MX63H8YORtrZ+9pJ6yyNXdrTxhjjv0GjuSzBY9bTGiYfE84k/X0KBaCF84/myBzjpuVnMyGS5H/CJyuYj8CPg+xgStIWAL8PvAEyLySRFZWDv3JYK1hK91p7buzl7nPy3sNIv4McefyRYIh4T2ReQxLAZ9En1a1BLEq+aMnlYOp2c8T1MVzMovuxF/yBwQ4vV7bleZsxo/7AmNzyxdFj6f7rYYsUhIm09Z6hN2DfBepdSL8x8QkQhwLXAV8C0tlvkAO9UxcLIu/5m9bdrtqkU6mycSkkX1hQDaYmHCIfGVXo/VvFVLinZOZ937ChOoTzvGL/LM9ebKwR9NXOmK3fVF/KNTeQql8inS6m6RyRbY0N9u+/kiwlBngiNuO36l1EeWeKwIfKfWyUVkPzAJlICiUmqHiHQD/w6sxRjE8j+UUum6rHaJSl15zRy/v2r501lDDGopByoivpNtqNW1a9FjauL4pXt3LJunPR6xtXFXPXjdS8dfb0MRGM1Qe45M6DLJFvU0nVlY6cDUZK4SpLmNXYG2aozJZ+6nej4sIr+6wPHfFJEP1vE3LldKna+U2mH+/lHgLqXURuAu83dfkskurcxpYQ1k8csG7/hM3pYDNYTa/NPAZQ1hqUU4JPS1e798t7Cj02PhF3nmRhyo1VTkpSBhJms0ndWzl1ZJDXp0vSiljH4gGwJt1Qx16lP+XWrd8x7gXxY4/iXzsUa5HrjF/PkW4M1NnEsrmZmllTktYpEQ/R1x3zj+9HRt3Rjwn0JnLWXOagaScd+kesayhZqlnBaWPLPXjj/dYOQ8W/B2FsLYtP2uXYt+MzXo1cjOmUKJfKncUMR/fGJWS7f0Uo5fKaVOqZdTSuUAu/PAFPBjEXlYRG4yjw0opY6a5zoK9C/6ao+pJddQjZ90+dPZvK1yt2RL1Fd1/HZTPWBWavgk1VOPdoxf5JnHsvVXxwz5YBJXpg5lTou+dsPxj055U/5br1yDxVBXi7Zu6SV3OkRkwM6xJbhEKXUBRlXQ+0XkMrsvFJGbRGSniOxMpVJ1/EnnqKXMWY2funfHbeYT/eb466l1HkgmfCPUNjadtx3xA6zpafO8lt9uj0o1luCZl9VrY3X0HlhYN4oTXjv+OiP+YfP91rHBu5Tj/yzwfRF5tYh0mF+vAb4H/JmdkyuljpjfR4DbgIuA4yIyBGB+H1nktV9SSu1QSu3o61t4jqluailzVuOngSy1JJkt/JTqKZdV3ameTLbAbKGk2bLa1KMPD7Cm2wcR/3SetliduXIfjGDM1JgstxDRcIhkIsLYtDepQUvSo5Ecf09bjKlZ5/fhFnX8Sql/Bv4A+BRG9c0LwCeBTyilblnsdRYi0iYiHdbPwOswmr9uB240n3Yj8N0m7NdKXamezgQ5zQOS7TBbKDFbKNtK9ViO3w83q6l8kbKyr2Uy4BPVxdlCiWy+VFfKZE239/LM9aSnLHrM53t5jRsyE/VFzmBUgnnV6W1F/HYLACy2DCd5+A+u4lUbF57j3AxLlqsopf4T+M8Gzz0A3GaWFEaAf1VK/VBEHgK+YVYMvQj8coPn104tZc5qqluse8ycohfUs6zsbIlSLCtmCiVaYzWbuLViDYWp1/Efn5xlTY8PyiLrSfVUqXR2ruzUYlctGkmZJKJhOuIRRj1S6CyWykzMLj1nYjF62mKe3bDmcvz1262LRT/tIvL7wN8qpcYWefwKoFUpdcdCjyulnge2LXD8BPDaxsx1DzvKnNUMV9Xyn7vKmw8z1OeIqvV6PHf8NpU5LXyjHTNdfyNUdS3/OR45/kYifoDu9phnuXJjdQrdDUT83W0xDpzwJr2Wmam/21g3S33anwC+JyKzwCNACkgAG4HzgZ8An9ZuoUfYVea0WFnVvesl9bS0V8s2WBUbXmFXp8di0Cc6641E/JbjP5T2Ls8/ls031GXuZeRcER9s4IbV0x7jkRczTptki/FsgXgk5AsdL4ulOne/C3xXRDZiiLQNARPArcBNSil/lLBoot6d+K7WKC3RsOeOfzxrT2YCqhy/D2bv1nujTbZEiEdCnjv+OWVO+86oIx4hFgl5FjkDZKbr3yQFI1fuVUVSIzdZi562OOlsnnJZ1ezLcZpMtv6uXd3UXN8rpfYB+1ywxVfYVea0MAayJDzX5U/XccNKthj//RMaqgbqpd6IX8QYSO21znojzkhE6GmLebbZWJkY1mCu/LGD3kTOjTSdWXS3xSiVFeMzjd3wmiEzk/dVfh8CPf5FsavMWc1wVwuHPW7iqscR+Umhs17HDzDQ4b3c7lgdAm3VdHu62Vj/KsWip92wW9dIwKWY0xdqpKrHrOX34D3P1FEk4haB418Eu8qc1az0QRPX+EyBRNRePtFvjj8SElptDP626PeB3G56Ok8yEalb9bHbw4h/rMmUSamsPFF1TdeRxpxPt4elqON1DmFxg8DxL4JdZc5qhrtaSE3myBW9aypKT9tfVnb4aAqXXUnmagaTRqrHyz6EsToGlldjbJJ6k6aqZ2LYfKzI2Qv5g/R0nlgkVFdwYNHTZpRYe/Ge+zHHX9Pxi8gmEblLRHabv59nlnq+pLGrzFmNVdLpZYlhuo6LLGxq9vtBtsFQL6zvwzGQTDBTKHm6R9FwWWRbnDGPNnfnSlAbi/gBLfoxtbA60usJDiy8vGFlZuxpZ7mJnYj/y8DHgAKAUmoX8Cs6jfIDdpU5qxnuMkoMvdTlH5+przHHL3o99egiWQx0Wt27HmrH1KnTY9HTHmM6X/JEcsLKlTdqN3iTMhmzqTq7ENbr3Lbb6qSvN6jRjR3H36qUenDeMe/LQDRTj1yDRWUgS9o7x19PxA/+0eupR5nTYqDDnMTlYWVPvTo9Fl7mnOcmhjWWogIY9WSTtP5uY4tYJERHIuL6+11vmbJb2HH8oyKyHkNiGRH5JeCoVqt8QCMRqCVi5aU8c8amJLPFsnb8PhiwUc/A8mq8dPxj2Xyll6Be5pQu3b/ZjmUbe68tej3Q6/GjXAPYqOMH3o8xfOVsETmMIdb2P7Va5QPS2XxFx9su8UiYPg8HsiilzJWKfQeabInwwui0Rqvs0Yzj96qyZ6ZQIlcsN1Vl4kVlT3o6T1cDG7tgKF12tUY9uWE1u0na3RZz/YaVqaOT3k2WdPwiEgbep5S60lTYDCmlJt0xzVsy2QKb+jvqfl1ve9wzEaupXJFiWS27VE/ZLA+s1/G3xMJ0JCKkPJrEZTm/enR6LOYifi8iZ/sTwxaip819vZ5yWZFpMuLvbou53nWcrlN80C2WXOsppUrAhebP06eL04f6lDmr6W33rj57TmZieaV6JmeLqDokmavp74gz4tFAFqs6prF6eO+GgzRaiWTR0+Z+cDMxW6CsGtuXsPDis2kpALjdLVwLO6meR0XkduA/gEpOQCn1bW1WeUy9ypzVeKkC2Ih8QGdLlNlCmVyxRDzijYhUI127Fn0dcc8i/nQD4wstkoko4ZBUzuEm6Wyejf3tDb++pz3GsyNTDlpUGytybmR1ZWF1S7up19Po2EXd2Nnd6QZOAFcAbzK/rtVplNc0sxPvbSt+/XZbMsgTM94VajXn+BOMeOz4G4nmQiFhRas310rTEb8HkfNYE5VIFt0edB1nZgpEw/V1pLuBHZG2dzfzB8x9gp3AYaXUtSJyM/BeDJlngI8rpX7QzN9wmkZnZIKxhJ/KFT2JoOci/vpy/GA4374ObwbINOP4+z2M+CsdsA06Iy9y5bOFEtP5UkNTrCy6TaXLUlkRdi1ybrz3wKKnakPdrYaqTLZAZ0usoaYzndR0/CLyj5ilnNUopd5j82/8NrAXSFYd+4JSytbcXi+Y24lvrCMTDKfgtsZ9Izn+pA/0eiqOvwFn1NcRJ5svMZ0r0lZHl7UTpKfziDS+cefF6jDThKa9RW97DKWMQKPXpWlzzd5k4eTms/UujfEen8n7rqIH7KV67gC+b37dheHAbSX4RGQV8EbgK40a6AXN5OW6Pdy0yzRQQdBZSfX4wPE3GPEDnqR7xrJ5ulqiDUe93e3uO/5KJVJTkbMl2+Ce7Y3Ora2m24MehEzWfwJtYC/V863q30Xk6xjTt+zw58DvAvPrIj8gIv8LIwX0O0qptM3zuUIjypwWXra0p83GnHqUIq3xi16oLVpYo+ka3dwFSE3mGpoo1QzpBoeZWHihyd/MvoTFyQ60/pLnRhjL5omEhPYmVnWVG5aL73kmW6hIufiJRtQ5NwJraj1JRK4FRpRSD8976IvAeozxjUeBzy3y+ptEZKeI7EylUgs9RRuNKHNaeNmRmcnW35jjB2nm8ZkCsXCIlkCBxWAAACAASURBVAZG0/V3mHo9HpR0NqrTY9HdFmN8pkChVHbQqqVpphLJotcDbfuMKY3RTK7cWi24KY5nNCb6q5QT7KlzTorIhPUFfA/4PRvnvgS4TkT2A/8GXCEityqljiulSkqpMoYA3EULvVgp9SWl1A6l1I6+PpcSciaNKHNa9HjYkZmZKdRdguqH8YsTMwWSdUoyW1RH/G7TqE6PhXWtuFnS2cwUK4uedvcVOsem801tSIPRWd+RiLh+w1qWOX6lVIdSKln1tWl++meR131MKbVKKbUWQ83zv5RS7xSRoaqn3QDsbth6TTSizGlh1Wd70ZFZr0AbGOJVLdGw5xF/Z0tjS/iuliiRkHiT42864p8rBHCLsenGK9YsulqihMTd4Ma4tpuPnN1Mr+WLZabzJV/m+O1E/HfZOVYHnxGRJ0RkF3A58KEmzqWFRpQ5Lbysz25UvTDZEvE0x9+ITo9FKCSeNHEppZqO+CtpQRdTD+lsno4GJoZVEwoJ3W0xV7Xt003eZC26XRyA41dlTlhic1dEEkAr0CsiKwAr/E0Cw/X8EaXUPcA95s/vasRQN2l2RqYX9dlA3QJtFl7LNmSyhUp1TiN44finckUKJdVUJ6kXc2AbVROdT09b3NVVbTpbaKqix6KnPe6aXo8l19DpsyEssHRVz68DH8Rw8g8z5/gngL/RbJenZGbqV+asxov6bKsjsZGLzGvHPz5TaEpCoL8j7vqQ+2Z0eiy8GA6SbkLTvppuF4MbQ3XWGbt72mI8djDjgFW18atcAyyR6lFK/YVS6kzg/yil1imlzjS/timl/tpFG12nmVQPeFOfPT5TQKn6unYtkoko4x5LNjSTv/Ui4h9zoDrG+r9yN1fuUMTvomzDpKk669QNKz2dd2VOczMKALqxU8f/VyJyDrAFSFQd/2edhnlJo8qcFp7WZzcY8T91zBvh1VJZMTlbrHQQN0JfR4IT0zmKpTKRJnLX9eBEPXykom3vYspkusBZA8naT6xBb3vctaqeSiWSAzes7rYYxbJiYqbY1GfcDtY14rchLGBvc/cTwF+ZX5cDnwGu02yXZzSjzGnhRX12pWu3kYjfw7m7k7PN65X3dcRRyuWUiQMdsGBFoO69906URYJh98RskXxR/zVuKXM6YbclMTHqws22GSkS3dgJj34JeC1wzBRs2wZ4o+blAk7sxHtRn51pMuKfzBUplfUvf+fTjFyDhbUf42ZJ55hDUaixOnTH7pl8iZlCyZHI2c0OdacjfnDH7ky2QDgkJBPuakjZwY7jnzGbrYoikgRGgHV6zfIOJ/JyXtRnNxMVJT3U62lEX2g+/Un3m7jS2bwjH2o3CwGc6Nq1mJM/0P+eN5PGnI+bWlpWP5DflDnBnuPfKSJdGF22DwOPAA9qtcpDmlHmtPCiPjvTRD6xItTmQS2/EyssK+J30/GPTRuls81+qLvb4q47fkeqY9rdc6BOCMtZuLlS8atAG9SeuSvA/1NKZYC/E5EfAkml1C5XrPMAJ0qwvKjPrshMNBCBeqnX40iqp6LQ6V5JZ3raufLCdLbgylQoay/BmYjfusb132ybubbn46ZC5/hMc0UiOqk1c1cB36n6ff9L2elDc8qcFl4ItaWzxnCJRpzHcnf8iWiYpMtD18ea7Nq16G6LUSorV977uRJUZxqhwKWI36zhd+LGGI+E6Yi7o9fj54jfTqrnARF5mXZLfEIzypwWK1pjiMtaJoZAW2M2J02dnOXq+AH6k+6OYHRKQsDN1aG1SeqE5k0yESEaFpccqLNCZ2712WRm3Jv0VS921k6XA79hqmxOY3TwKqXUeToN84pmlDktwiGhq8Xd+uxmPhxzw1jcb+KamCkQi4RINCDJXE1fu7tNXM3q9Fi4uTqszK11IAoVEbN7V/977pTMhEWPSxvqxthFf0b8drzbG7Rb4SOsu3Szy0q3ZRvS0wWGOhsb+OBlqsepD0dfR5zHD7nTil8uK9LZgiMpkznH7051TGdL1LEmtx6XNqYz2QKru1sdO193W5xDab16PcVSmcnZoi+7dsGeLPMBYDVwhflz1s7rlitO5eV62uKuCrU1s5HUEg0TDYtnqR4n3u/+jjgjEzlXWvEnZ42eB2c2d92bCmXcrByMnNvdUehsVv56Pm5E/BOzxup52eb4zc7d3wM+Zh6KArfqNMpLmlXmtHA94m9CxEpE6O9IaI+CFqIZSeZq+jrizBRKTOdLDli1NE7o9Fi4ORUq7VDXroUbzWeGQFuh7slyS2Hl+HUGCU6UhevETuR+A4ZEwzSAUuoIbg3a9IDMTN6Ru7SbQm25YolsvtTUh/rclZ08cXjcQavs4ZTjt5q4Rib0l3Q61bULRpVJu0tVJmMOlaBa9LTHtd+wpvMl8qWy4xG/pdeji4yP5RrAnuPPm2WdCkBE6ppoLSJhEXlURO4wf+8WkTtFZJ/5fUX9ZuujWWVOi962GGPZvCsyCOMVnZ7G7T5vdScHTmQrlR9u4VjE327sb7ixweuUTo+FW6tDpzakLXraY0znS8xoXGU5MSpyPnOVVPqulXEfSzKDPcf/DRH5e6BLRN4L/ASji9cuvw3srfr9o8BdSqmNwF3m777ByVSPUnNLPp04IWJ1/qouAHa5HPVb83abpRLxu+H4HUz1WOfR7fiVUlqqY0CvA3VCBXU+bkiqpJd7qkcp9WfAN4FvAZuAP1RK/ZWdk4vIKuCNwFeqDl8P3GL+fAvw5noM1kmhVGaqSWVOi+529/R6nGjFP2dVJwC7XBpSAWblQ67oUMTvnmyD087Ijc3GmUKJXLHsbOTcpr+Jy0llTou5G5Y+u/08hAXslXMCPAG0YKR7nqjj/H8O/C4n7wkMKKWOAiiljopIfx3n04pV1eLIiLeqi2tj02dbGieEzpKJKOv62nj8kHsRf6XywYEPdVdrlGhYSLlSV14gFg7RFmuu98Ciuy3GniMTjpxrMSwH6kQJqoUbujcZDRG/GzpDJ6ZzhEPi2zp+O1U9v4YhyvYWDInmB0TkPTZedy0wopR6uBHDROQmEdkpIjtTqVQjp6gbJxyohbvyr858OLat6uLxQxlXSiLBua5dMCqT+tqNkk7dpKeNZjmnVBfdqDLRkis3I/5RjTdbq1zUyc1dN3onTkwZaTXd+kuNYifH/xFgu1LqfyulbgQuxCjvrMUlwHVmx++/AVeIyK3AcREZAjC/jyz0YqXUl5RSO5RSO/r6+mz8ueZxsgTLjeWkhVPL4fNWdZKazHHMhcoYcNbxgzmC0Y2I36HxhRY9bTHyZppRF05WIlm4ITcxOpUj4nDk7EYl1ehUrjL0xY/YcfyHgOq5fJPAwVovUkp9TCm1Sim1FvgV4L+UUu8EbgduNJ92I/DduizWiJN5OesD5kZ9diabJxYJ0dKk7MF55gbv4wfdSfc47/gTrpRzOqXMaeHGZuOYhoi/NRYmEQ1ptXt0MkdPu/ORc0+73mHxqak8ve3+3NgFe47/MPALEbnZbOZ6AHhWRD4sIh9u4G/+CXCViOwDrjJ/9wVOKHNaRMMhkomIK634Vrdxs6mHrcNJIiFhl0vSBxVBPAcjfp1pBwsdET/ojZytTW+r+skJRISeNr3v+YnpvJbIWXcl1QmfR/x2NnefM78srAjddhOXUuoe4B7z5xMYoxx9hxPKnNX0tMddSvU4E4EmomHOGuxgl0sbvBMaUj0npvPah66np/OOFABYuDG4JzWVIx4JNSU+uBC6I2ddKZOethiHM3pWh0op027/Rvw1rwKl1CfdMMQPOKHMWY1bjTmZbMExMajzVnXx/V1HUEppHxlnpXqcqOMHQ69HKSNKHEg2JlhXi1JZkZkpaNps1Bvx97bHHf8/7WnTq9czOpljQ3+74+ftbotp61SfzpeYLZQrMwv8iJ2qnh0icpuIPCIiu6wvN4xzG6eUOS1cc/wzzumVb1vVycRskf0n9Ov2jM8USESbl2S2sCZx6azlH58poNTy3CS13h8n6W6La5NmNiLnfKVHw0l62uPaKqms92O5p3q+hlHZ8wRQ1muOtzg9MaenLcZjLjREpbMFLnAoAp3b4M1wZm9d6hx145Rcg0X/SSMYOx07bzWV+a8OOv7WWMTcJNV3w0pN5hyVNrbobY8xajpQp1cTE7NF8qWytlRPoaSYmHWmgbCa0Yrj92+qx04iNKWUul0p9YJS6oD1pd0yD3BKrsGiuy1GWnN9tqFe6Nykn00D7SSiIVe07Z12/G5E/E4OLK+mp03vflBqUk/E39MeI18sa1FFrTjQDucdqM70WmrSOOdyj/g/ISJfwdDVqXyilFLf1maVR2RmnF1WdlepAOpS6cvmSxRKyrFUTyQc4pzhTlc2eJ2eUFQZuq6xicu6qfQ4HM3pTAsWSmXGsppSJhXZhhztDm8cW5vGuqp6wGjicnpla2kX+dnx24n43w2cD7weeJP5da1Oo7zCKWVOCzdUAOciUOcc6HmruthzZJxiSW9mz+mIPx4J09kS1drEdWzcqAQZ6mxx9LwrNDp+I5eNnhy/eY3r2OAd1Zgrt86pxe5J59OBTmPnFr1NKXWudkt8gPOpnrnGnHWamo+tqMj6W06wbXUnX72/zDPHp9gynHTsvPOZmCnQOexsLr6vQ69sw/GJWWKRkKM3WjByzs+nphw9p4W1StHh+Hs1Np9Zjt/p1RXoTfWMTuXobIkSi/h3UKEdyx4QkS3aLfEYJ5U5LVxtzHHwQ13Z4NWc53c64gfjfdAZ8R8dn2Ug6XxZpM5Uj3WNaNkkrQieOf+ej07mEHFWp8dCp+M/Me3vGn6w5/hfBTwmIk+bpZxPvBTLOStyDQ5v7oLe+uwRDdHc2p5WkomI1g7eQsnYEHTa8fd1xLVu7h6bmGUo6WyaB4xrJZsvMVtwfpPUuhE6GRxYdGsMblJTxqxdHc14iaih16Oj63h0Uk+3sZPYSfW8XrsVPkBHPtEdx2/knJ20W0TYtrpLq2bPXNeusxuC/R1xRiZntTWgHZ+YrayInKR6dbiyy9kbi86I33KgOrp3dQud6VpljU7l2DykL0XqBHYGsRwAVgNXmD9n7bxuuTGiQcskEQ3TFgvrFYOazNHdFnM8n3jeqk6ePj6pJQIFfTNJ+zrizBb0KF0qpTg6PstQp/NdwTplG1KTOTriEVocmh8wn552PUPXT0zltJRyWuhy/CmfyzWAvc7dT2DIMH/MPBQFbtVplBdYqo5OL4cNrXV9qYeRyZyWMr3zVnVRKittA0IqEtgO7qkA9HcYTlnHCMZMtkC+WNYiB6GzAiylqWvXortNj17P6JTelEmPBrtzxRKTs0Xfp3rshIk3ANcB0wBKqSPUIdC2XNCRKwezpV1zjt/JVYrFNmsGr6Y8vyWQtXKFs2kNnU1cR81SzkENjl+nNHNqMkevRsevS6FzdCpX6RPQgY6VSqX3QOP77QR2HH9eGa2nCkBE9Pbxe0Rq0mhAaY05rF6oWa9nVFNH5mBngv6OOI9rkpw4lDa0gJzOZ1eauDQ4/uPmqnBQZ6pHR85Z0zVi0dvu/DWezRfJ5kuaUz3O6/VUSlB9XMMP9hz/N0Tk74EuEXkv8BNOHp7+kiA1mdNW9aDL8SultLXiA2xb3aWtg/dQeobuthhtDnd79muM+I9pdPzJRIRoWPRUx2hKB1pY13i57KADdUH2oLfd0OuxKvqc4CUT8Sul/gz4JvAt4CzgD5VSf6nbMLcZmZzVo2XSFuOEJr2eTLZAvlSu5LWdZtuqTp4fna7IJzvJofQMqxxO84Ch7R8Lh7SlekT0lEWKCCtaY45v7s4WSkzmiloj/p72uCFNMuvcdWKVoOq8YZ270mgevP+5UcfO6YbdTmBnc/dPlVJ3KqU+opT6P0qpO0XkT228LiEiD4rI4yKyR0Q+aR6/WUQOi8hj5tc1TvxDmsXIletZwusSsdJZnw1zjVyPHEg7fu5D6awWxy8iRvfupPNDNo6Pz9LbHieqachLtxkkOEmla1ejI7L2PJyU8tYp12CxY203PW0xfrTnuGPn1Nlt7CR2ruCrFjj2Bhuvy2GUgG7D1PoRkVeYj31BKXW++fUDm7ZqRddy2BrGoKNMz5Im0BXNXXRmN30dcb740+ccXbEopTicnmHVCudlgsFYZutK9ejY2LXo0VABVolANUb8L1/XDcD9zzoXOc+lTPQ50HBIuHLzAHc/NUKu6ExgdmIqT2ss7PheodMs6vhF5H0i8gRwVvUAFhF5AajZuasMLPGRqPmlT5+4CaZyxkaSjuqYucYc5x2RFdXqivgT0TDvf816HnxhjPufPeHYeVNTOXLFspaIH0zZBh2Of3xWS37fwtpsdBKdOj0Wve1xtg4nufeZlGPntCJn3UJnV58zwFSuyM+fc+b61t105hRLRfz/iqHEeTtzqpxvAi5USr3TzslFJCwijwEjwJ1KqV+YD33AvIl8VURWNG6+M+iq4Qfdut9W05k+Z/T2l69huDPBn/34acei/kPpGQBtjl+XbIPuiL+7Naov1aN5s/HSjX08fCDtWOPc6FSOZCJCPKKn6czi4vW9tMXC/HjPMUfONzqV832aB5Zw/EqpcaXUfqXU26sHsCilxuyeXClVUkqdD6wCLhKRc4AvAusx0j9Hgc8t9FoRuUlEdorIzlTKuUhiISpduxo2SXVqmYxM5mgxu4N1EY+E+a3XbuSxgxn+66kRR8455/j1pHr6zCH3BQdlpWfyJcZnCtoj/snZoqN2pyyhM82R82UbeymWFQ84GTm7UBmTiIZ5zdn93PnkcUoOVCWd0Nx05hSuSC8opTLAPcDrlVLHzRtCGfgycNEir/mSUmqHUmpHX58mTWMTnVHRnHqhHsffr0Epcj5vvXAVZ/S08mc/fsaRkr2DY3pq+C2slJ2T73mllFNnxG9eK2kHg4TUVI4VrTFtG9IWF65dQUs0zH37nAnS3BQ6u3rrIKNTeR55sfkihpdCqqcpRKRPRLrMn1uAK4GnRGSo6mk3ALt12WCXuYjf+f8wnfNUU5Oz2vL71UTDIT545Ub2Hp3gP3c3vyTWVcNvYW3SO1nZYw1g0Rnx95pRuZPVMbpr+C3ikTCvWNfNffuc2eAdnXLHboDLz+ojFg7xoyav7VJZMTad971OD+iN+IeAu00J54cwcvx3AJ+pkna+HPiQRhtsMTI5SywcclSSuRpd81RHNHdkVnPdtpVs7G/n83c+3fSSWFcpp8XGAUNR5MEXbGcla3JswkhP6XT8F6/vZUVr1NH9lFHNOj3VXLqxj+dHpysrumYYdVHorCMR5eINPfzoyWNNve/pbJ6y8vfIRQttjl8ptUsptV0pdZ5S6hyl1KfM4+9SSp1rHr9OKXVUlw12SU0YHw5dKRNtKoCTOW3NW/MJh4QPX7WJ51LTfPexw02d67Cm5i2LM3vbOHdlJ99p0s5qjo0bKzadqZ7O1igfufpsHnxhjNsfP+LIOXV2ds/nsk29AE1H/bliiYnZYqUU2g2u3jrIwbEZnjo22fA53Og9cIqXnLxyI6Q0byTpcPyzBUMF0K0PNRgfjq3DSf78J/sa3oAslxWHMvpq+C1u2L6S3Ycn2He88Q9yNccnZumIR7Slpyze9rLVnLuyk0//YC/TTVbI6Jb0mM/6vnaGOxNN5/l1DllfjCs3DyACP2qiuseSmVjWVT2nEyMTenR6LHTIv+pu3lqIUEj4nddt4sWxLN98+FBD5xidypHXWMNvcd35w4RDwrcfdSbqPzo+ozXNYxEOCZ+8fivHJ3L89d3PNnWuyVyRXLHsWq5cRLh0Yx8/e3aUYhOVSXORs3sOtK8jzoVrVjTVxWv16gQR/zJhRPMmqY6IPzWlt3lrMS4/q5/ta7r4y7v2NfThPqi5ht+itz3OZRt7+e6jhx2pRDo2kXPF8QNcsGYFb71gFV+57/mmBrBXJm9p7H6dz6WbepmcLfJ4E+J+Fcfv8rV99dZB9h6daHiPwg15DKc47R1/vlgmnS1ozZV3t8eYKZSYcVCvx4uIH4yo7ldfdSZHx2fZdbj+D7clx6w71QNwwwWrODI+ywMvNF9bfnxcb/PWfH7vDWeRiIT51B1PNrzhOOeI3LP7kvW9iNBUusdKmbjtQK/eOgg0nu4ZncoTDQtJh8eJ6uC0d/xWdKFDrsFCh2yDzqazWly83tjE++8GmnWs5i1dNfzVXLV5gPZ4hNseaS7dUyyVGZnUK9cwn/6OBL995UbueTrFXXsba5xzq2u3mhVtMc5b1dXUBu/otDdCZ2t6Wjl7sKMJx28MjtHdV+MEp73jH3FheaZjulJqMkc4JNo7Mheiuy3G5qEkP29AzlZ3DX81LbEwrz9nkP/cfayp1dbolFGmp2Pk4lLcePFaNva386k7nmxo9vGoCwJtC3HZxl4eO5hpWM57dNI7obOrtw6y80C6IckP3TOCnSRw/JZOj8aIX4dsw8jkLD1tMcIhb6KLi9f3sHN/um6HpLuGfz5v2b6SqVyRO/c2vml3dNxYpegYsr4U0XCIT163lRfHsnz53ufrfn1qMkckJHS16OlPWYxLN/ZRKiv+u0Gdey+7X6/eOohS8JMGrhfdM4KdJHD8LqRMrA3Y50Ya36ibj65Zu3a5eH0PuWK57jZ33TX883nFuh6GOhN8p4nqHmvkotsRP8DFG3p5wzmDfPGnz9Vd3pmaNBxoyOXgYPuaLtrjEe5tMN3jZvPWfDYPdbC6u6WhdI/uGcFOcto7fkvESmc+cdWKFl62dgV/f+/zjm3wutm8tRAXndlNOCR15fndquGvJhQSrj9/JT99JtXwQHBLrsHtiN/i3ZecSTZf4s4n64tCUy527VYTDYd45foe7n0m1dDGtJcRv4hwzblD/GzfKCfquF6UUoZAW5DqWR6MTObo1ixiJSL87uvPJjWZ4x9//oIj5xxxSYNlMToSUc5d2VmXjrlbNfzzuWH7Skplxfca7IY9OmFIenixnwKw44wVrOxq4bY6Vy1GxO+NzZdt7OVQeqYh3aHRqbynM2tv2L6SYllxxy77ogITs0XyJfd6JprltHf8KU2zdufzsrXdXHF2P393z3OMNzncuVRWnJjyNtUDRrrn8YMZ2xrsbtXwz+eswQ62DCXrdpwWx8dnXVFBXYxQSHjz9mHu25eqa9PRza7d+Vy60VDUrbess1gqk856mys/ezDJ2YMddV0vy2XkosVp7/h1zdpdiI9cfRaTuSJ/d+9zTZ3nxHSOsnK/eWs+F683NNgf2m9PDM3NGv75vOWClew6NM6zDeyzHJuY9SzNY3HD9pWUFbY1fEplxYnpvGeOf21vG2u6W7n3mfry/GPZPEq527W7EG+5YCWPHczYbqDzQmaiGU57x2/kyt35z9o8lOT6bcP84/0vVDYMG8Gr5q35XHjGCmLhkO08v5s1/PO5btswIYHbHq1fauLY+KwnG7vVbOjvMITnbEah6WyeUll5mnq4/Kw+7t1X396K1bzltQO9bttKROA7j9m70S4ngTY4zR1/ueyuiBXAh686i2JJ8Zd37Wv4HHONOd46o5ZYmO1rumzX8x9Kz9DjUg3/fPqTCV61sY/vPHqkLllppZQvIn6AN29fyROHx3l2pLbw3FwNv3d2v+uVa8kXy3ztgRdtv8YvDnSwM8El63v5zqOHbW1QB6meZUQ6m6dYVq6mTNb0tPKOl6/h3x46yAuj0w2dI6VxcEy9XLy+lz1HJshka/couF3DP59fedlqDmdm6irVm5gpMlsoex7xA7xp2xAhge88WjsK9aJrdz4b+tu54ux+/uWB/bb7PbwQaFuMG7av5MWxrK2S5dGpvDHistV7u+2gcwJXQkQeFJHHRWSPiHzSPN4tIneKyD7zu2fD1r2SPfjAFRuIhUN8/s5nGnq9NVnK61QPwCUbelAKHni+dp7fqOF3P79vcfXWQdb2tPJ3P33OdpnhURcGsNilv8NctTxWW3jOD44f4NdedSajU3nbMxy8EmhbiKvPGSQRDfFtG5Ifo1NGdWBE84hLp9BpZQ64Qim1DWOw+utF5BXAR4G7lFIbgbvM3z2hEjm7XB3T35HgV191Jt97/Ai7GxA6S03mSCYiJKL6hqzb5bxVXbTGwjW7NOdq+L2L+MMh4b2XrWPXoXHb+xJe1/DP54btwxxKz/BwjSi0oszpceT8yvU9bB5K8pX7XrCZMskTi4To8CAdOJ/2eISrtw5yx66j5ItLK9GOTuaWTZoH9E7gUkopa0s8an4p4HrgFvP4LcCbddlQCzd0ehbjplevo6s1ymd/9HTdr3WzEqkWsUiIl63trlnP71UN/3zeesEqetvjfPGn9iqrLMfvh1QPwOu2DNISDdcsNUxN5khEQ7R77EBFhPdeeib7Rqb46TO1SztHp3L0tsV8I3T25u0rGZ8pcPfTSwvlnZhePnINoDnHLyJhEXkMGMGYufsLYMAat2h+79dpw1JYKRMv6uGTiSj/32vW89NnUrY+ENV43bw1n4vX97BvZGrJ4eZzNfzepXoAEtEw775kLfftG7W12jo2MYuINyqoC9EWj3D11gG+v+soueLieXOra9cPDvTa84YZSMb5h5/Vbl70unlrPpdu6KW3PVazmsrLbuNG0Or4lVIlpdT5wCrgIhE5x+5rReQmEdkpIjtTqeZGuS3GyESO9njEExVAMNQX1/W2cfPte5b8EM8n5bFOz3zsyDTP1fB7G/EDvPMVZ9Aej/D3NoTPjk/M0tMWJxbxT+7WikLveXrxz0XKR8FBLBLixouNm+1TxyaWfO7opL8caCQc4k3bhrlr78iSjZdBqmcBlFIZ4B7g9cBxERkCML8vuIZSSn1JKbVDKbWjr69Pi12pKfdq+BciHglz83VbeWF02rb6olJK+8SwetkynCSZiNRw/GYNvw8cf2dLlHe8fA3f33WEF2tIChwdn2Ww0z/vNcCrNvTS2x5fMgod9UinZzHecdEaWqJhP7v4LgAAFPRJREFUvnLf0lG/lwJti/GW7avIl8r8YPfCEg4z+RLT+ZKvbli10FnV0yciXebPLcCVwFPA7cCN5tNuBL6ry4ZapCb0Dlm3w2Wb+rjm3EH++u5nbY18m8wZ5YV++lCHQ8Ir1vVw/xIbvFYNv1erq/m855IzCYeEL9+39A332Pgsg0nvb1bVRMIhrqsRhXop17AQXa0xfnnHKr772OGKFPp8yma3sd8c6Dkrk6zva1t0oE+lZ8Jndi+Fzoh/CLhbRHYBD2Hk+O8A/gS4SkT2AVeZv3uCXyLnP7h2CyERPnXHkzWfm/KoBLUWF6/v4eDYzKI3L69r+Ocz2Jnghu0r+cbOg0t2lh6f8F/ED0aN+WJRqDVO1M2Ri3Z4zyVnUiwr/uWBAws+npkpUCor3zl+EeEtF6ziwf1jC17fcyWo/lqpLIXOqp5dSqntSqnzlFLnKKU+ZR4/oZR6rVJqo/ndntCLBkY8lja2GOps4bdeu5E7nzzOfz21tPSuJdfghxtWNRdvWDrPf8jjGv6FuOmy9eRLZW75+f4FH58tlEhnC67O2rXLOSuTbOhv55af7z+lE9ka8ek3R7S2t42rNg9w6wMHFpQnP+GjGv75XLdtGID/2HnwlMdGTZ2e5aLFD6dx5+50rkg2X/LNJul7LjmTDf3tfOL2PUt2Ofqpeauajf3t9LbH+Nmzp6Z7ymXl+gAWO2zob+d1Wwb45/8+sOCQE0tPabDTX3aDEYX+1ms38tSxyVNKO1MelinX4r2XrSOdLfDNh091oCnL8Xskf70Uq7tbuXrrAF++74XKRDYLP9+wFuO0dfxe1vAvRCwS4lPXbeXg2AxfvGfxGnO/pnpEhNdtHeT7Txw9RbsnNZUjX/K+hn8hfuPV6xmfKfD1B0/Vkzlq1vD7MeIHuPbcIbat6uRzP376pGDBL127C7HjjBXsOGMFf3HXvlP2J6zI2a8O9PffuIWyUnz6B0+ddLyi0+PDG9ZinL6O34VZu/Vy8YZe3rRtmC/+9DkOnFhYxyc1mSMWCZFs8ccmaTUfv2YzZ/a28YF/fbRSvgneyjHXYvuaFbxqQy+f+/EzPH4wc9JjcxG/Px1/KCR87JrNHB2f5av3z1XL+Nnxiwifuv4c0tkCf/LDeQ500h8CbYuxuruV33j1er73+JGTUpqjU3k64v7opLfL6ev4fRo5//4bNxMNCX+0yEav1bzlh8ac+bTHI/z9uy6kUCzzG7c+XIlCD3k0gMUun3/bNno7Yrznnx5if5VwntW161fHD8ZM4Ss39/PFu59jbNqImP2icLkYW4aTvPvitXz9wRd5+MDcFt/oVI6wB8Ph6+F9r1nPyq4Wbr59D8WSIeMwOuV9dWC9nLaO308Kl9UMJBO87zXr+cneEfYePbXZxW/NW/NZ39fOF952PrsPT/Dx255AKeWrGv6F6O9I8M/veTkK+F9ffbBybRwdn6U9HvFc9qAWv/f6s5nOF/mr/zKkvv2k5bQYH7pqE8OdCf7vbbspVDnQnraY68Ph6yERDfMH127h6eOTleokP/Ye1OK0dfwjkzmiYaGr1X/RxTtfccaizS4jk7O+2ZdYjCu3DPChKzfx7UcOc8vP93MonfVVDf9CnNnbxj/cuIORyVl+9ZaHmM4VzVJO/0b7FhsHOnjby9Zw6wMHOHBi2rMh6/XQFo9w83VbeerYJF81pRxOTPmvhn8hrt46wKUbe/n8nc8wOpVjdCq/rCp64LR2/LO+TZl0tcZ428tWc/vjh0+Z1OX3iN/iN6/YwJWbB/ij7+/l3mdGfZvmqWb7mhX8zTsuYPfhcd73tUc4lJ7x7cbufD505UYioRCf+dHT5pB1/18jr9s6yFVbBvjzn+zjUDprRPzLIHIWET7xpq3M5Et85odPcWIq57vS2Vq85B1/enrhASGpyRx9Pv5Qv+eSMymVFf9UVWNuNeb4bV9iIUIh4fNv28YZPa0czvivhn8xXrt5gD++4VzufSbFE4fHl0XED8aEsfdeto7v7zrKniMTvo/4LW6+bisi8Inv7mF0Ku/71azFhv523vOqM/nGzkOks4VlcaOt5iXt+G++fQ83/O39C2ppuzlrtxHW9LTy+nMG+doDczXmqSn/VmssRDIR5Uvv2kFHIsJZgx1em2Obt1+0ht9+7UbAPzr8drjpsnX0tsfJ5kvL5hpZ2dXCh67cxF1PjXA4M7OsNkl/84oNFR/SEzh+//DqTX3sP5Hla784tUV8xGdaJgvxa5euY2K2WOkW9OuG9FJs6G/n/o9ewfsv3+C1KXXxwSs38vn/sY13vHyN16bYpj0e4YNXGjes5RSBvvuStWweSgLeD46ph45ElI9fsxmAlV3LJ0CAl7jjf81ZfVyyocdoFpmZaxbJF8uMTed970AvWLOCC89YwT/c/wKlsprrPVgGqZ5qkokoYR9XaiyEpc8y5MOu3aX4lZet5v2Xr+eN5w55bYptIuEQf3zDOUTDwrredq/NqYvrzx/mO++/hFdv8mysSEO8pB2/iPDxazYzPlPgb+9+tnLcqnNeDg70vZeu4+CYMSB8xMeNOQH+IBIO8ZGrz2Ztb5vXptTFBWtW8PAfXMVrNy8vByoinL+6a9kFNi9pxw+wdbiTt2xfxT/ev7+irLecUiZXbRngjJ5WvnTv84xM5hBZXsvhgAC7JBNRX1bZvRR5yTt+gP9z9SZCISrzbZdT5BwOCb/2qjN57GCGH+85Rk9bjEj4tPhvCwgI0MRp4UGGOlt476XruP3xIzx2MOPprN1G+KULV9PVGuWpY5PLatMuICDAn+icwLVaRO4Wkb0iskdEfts8frOIHBaRx8yva3TZUM2vv3o9ve0xPv39vYxMWCmT5eFEW2Jh3vWKMwCjXjsgICCgGXRG/EXgd5RSm4FXAO8XkS3mY19QSp1vfv1Aow0V2uMRPnTVJh7cP8a3Hz1Ed2uM6DJKmbzrlWcQC4cYChx/QEBAk2gTT1FKHQWOmj9PisheYKWuv2eHt+1YzT/dv599I1OcvYwaisCoQLr1117O8DKrFw4ICPAfroS8IrIW2A78wjz0ARHZJSJfFZEVbtgARqmb1XCxHDZ253PRmd3LRvogICDAv2h3/CLSDnwL+KBSagL4IrAeOB9jRfC5RV53k4jsFJGdqVTKMXtec1Yfb79oDVdvHXTsnAEBAQHLCVFK1X5WoycXiQJ3AD9SSn1+gcfXAncopc5Z6jw7duxQO3fu1GJjQEBAwEsVEXlYKbVj/nGdVT0C/AOwt9rpi0h1L/kNwG5dNgQEBAQEnIrOyRiXAO8CnhCRx8xjHwfeLiLnAwrYD/y6RhsCAgICAuahs6rnZ8BC/deulG8GBAQEBCzM8ilkDwgICAhwhMDxBwQEBJxmBI4/ICAg4DQjcPwBAQEBpxla6/idQkRSwKnzE/1LLzDqtRENENjtLoHd7nI62n2GUqpv/sFl4fiXGyKyc6GmCb8T2O0ugd3uEtg9R5DqCQgICDjNCBx/QEBAwGlG4Pj18CWvDWiQwG53Cex2l8BukyDHHxAQEHCaEUT8AQEBAacZgeMPCAgIOM0IHH+diMEbRaTfa1vqRUQ2isiym90oImeLyLIbPSYiYfP7QmKFvkVE1otIi9d21IuInGcOflpWiMhbRKTHzb8ZOP46EJE3A3uBDwD/ICJbPTbJFiJyvYg8B3wK+IqIdHttkx1E5PUicgz4U+DfRaTXa5vsICL/W0QeBX7ba1vqQUT+p4jsAT4LfEtEdMq2O4Zp9y7gkxjXScxrm+wiIp8Avgy8zc2/Gzh+m5h35PcA71ZKvQGIAlvMx3wb0ZlO/teAdyil3g6MAP9XRDZ5a9nSiEgcY1DPO5VS1wNHgA+asxx8i4icDfx/GJPnLhORdUopJSK+/qyJyHUYszF+VSn1FqAVeK/5mG9tF5E3YNj9PqXUDRhjXd9kPubnz6X1nmaBW4CzReTCeY9pw7f/oX5ARDqqfs0D7YA1rLcMDM2bKOYL5tkNxlyEsvnzvwFvBa7xW2RkpUYAlFI5YBNgLYE/i3G9XmHeFHzDPLufAt4JfAF4EmN1iFKqvPCrvaPabgxb36WUesD8/S+BN4P/bJ9n9z1KqcuUUveLSCfwvPkcUT4rWZxnt2VbGJgCDmHesNx4vwPHvwgi8lHgURH5jIi8Uyk1CdwKvENERoAXgfOAPwKu9NDUk5hn9zuUUmPAE8CNIrIC2AHsxLiBrfTQ1JMQkU8BfygifebvIeA2YKOIxJRSzwKPAMPAWd5ZejLz7QZQSj1jvu+3AetF5DLzub75vFXZbe1VHVRKVethrQN+7r5lS7PA+50zjw9gDHnKYAQ2nzVXX75gAbtD5ookCfwr8J8YgeQXROT1uu3xzYXoJ0TkCuAa4CqM/5DPisi5SqmvYvwnfU0p9RvAh4A0xvLScxaw+3NmSufvMFYst2KMxPwE8Armog7PEJG4iHwMuBHjRrodKlHPAaAbuNx8+j3Aufjgul3MbvMxK8WwF7gbc7yoUqo8L+pznQXsPt+0zXKgVl5/EDN69gM1rhOUUseBa5RS78BYZW3CuHl5yhJ2l8wVicJw/ucC1wNvBJ7WbZfnHyCfEgUeVUq9oJS6G/gL4DPmY2NASURWmKsAwciH+oH5dv8V8Dml1AGl1Icx8rf/Uym1B2Np6YdN3gJGPnwL8ABwuYhYN9L7gOPAVSKySik1irFHscETS09mIbvPBKhKMUwD3wSmROSPROQzwFoPbK1mUbsBlFJF88dzgftEZJOI3Ox21ckCLGk3gFJq3Pw+hnGdrHDbyAVY1G6zwi4K/BPwQeDT5nNfrduowPEvTCvQY5U+KqX+BBgUkTcBx4ABjFXA5zCi6wc9s/Rk5tv9aWCliLzN/P2YiKwWkb/BSPNojyxqYUZszyilpoF/B1YBO0QkUZUuKQG3isiXgAswUj6esojdF1n7DyISMm8AsxhO9H1ASin1nFc2gy27RUTWYAQFn8TYExpVSp3wymawZ7f5vVtE/gxjJfOQV/ZaLGF3Qik1i2HjHyulLlJK/SXwGLBft12nteMXkd8RkdeZP1feC6XUbRjpm2urnv5Z4HeVUk8DNwOHMTZlLjYHy7tGnXZ/BiOasPhrjA2lN5oXo2ssYXfO/L4f+BlGxLPZPPaMUur3gD/HSJ28XCnlagqiTrvPNo9ZG3R/CuwB1iilPuui2Y3arYA4xqpqBLhEKfXXfrfbfO55wDcwouhXK6WecdHseu3eYh77D6XU16pO8y9KqXu0G6uUOu2+gNcBP8K4sG+tOi5A3Pz5V4B7gbXm72uAvwXarOcuI7v/Bmg3f2/1md0h8+ew+T2JkaJ6B0Z1zFt9ep3UsvuXzOMty8jud2HkmAUYXmZ2X2se71tGdr8TuMF6rps2L4sGDScwl4JR4A8x7rj/D4gBLzM3tMrKiNJyIrIOY1m2Bfh9MZpx3gTsV2aUrMz/rWVk95Rpd9ZndivT7jEgo5SaEJF9GDerE8BvuWGvLruVUjPLyO4x4DfNa/vIMrK7+v1OLVO73S20cPvu6MUXVXdT4GVVP78aeK7q9zDwUSAFXAp0YlTB3AJ8JLBbm91HgTdgREhnY1STfPz/b+9sQrSqwjj+e3w1HQXBQFARWrhJiaKItJVJibnKQloURhouBEuyTQhCqBBuQiI0dGGEpPgRGdVGXAS2CQYCcVU2BKYEiUohfow+LZ5zZ96xWYwDc879+P/gMvfe9507v7kHzvvec87zPPKWt7yn6H8o+cczNdJWYoLwfWBh3/kZ6ecZYG3aX0RMws174Bo9eefxBmaRhtPkLW95T83W6sldM3uVWD/7KbGGdoeZPZVeHrZIZ/AHsWoEd7/s7gfc/ZqZ9aqVAu5+T95T7j09nbvl+Sed5S3v1nqPR6s7fmA5cMBjTftHxDKpbRBjah7LBQeAF2BsNkUfDbAoQRe9h8e5Xi7knRd5F6YVHX/1DXec49+J2XM8wtG/B+ZYJKSqOAIsT+tqq0/qnBO34x3LewqQt7wnQlO9H4ZWdPzE7PoIfTf6JHDTzF5Jx1eIsP9lfY05QASpZB0WScg7L/LOi7xrSqM7fjN73sxOEFG0y/oeraplqteIiZgt6XHrBpFhc2ZfY55290Puflfe8pa3vJvmPRka2/FbZBX8jMjId5UYa9sEY/KNDBCBFVeAg2a2iEiSNDLe5vknQOWdEXnLeyI01XvSeOFlRZPdiBw5R9P+HGANkeDo8XRuD9FITxN5R/YQj2X7KbDMUd7ylre867IVF3iIhlkH7CByzADMB34FlqTjR4l0w3uJZGVfVa/1XaNEugJ5y1ve8q7VVvuhHjObb2bfANuJsOfDZrbeIzT7FPBueut14CzRYLPc/Q13v2hjkyVlSVcgb3nLW951pvYdP5Ft8ieP8mqfAx8QjQZwlKhV+ZJHXoyrRMrkqqjENC9XNk7eeZF3XuTdYGqZpM3M3iJKG/4MDAJD6XyPqA16Ib31PLF0ap+ZrQNeJPJhzID8tULlLW95y7sJ1KbjT+tgFxBjafeBi8BmYJu7/2VmPXe/Z2ZLiSRkVUN8kWbkPyQSIG129+vylre85d0072yUnmRwH00mRtTJPJL2pxN5q79+4D1fAq+n/QV913hE3vKWt7yb6p1zK/qNPwVG7AJ6ZvYDUaSgCnMeNrP3gMtmttLdf0y/9i8wZFG1/jUze9ndL7n7HXnLW97ybpp3CYpN7prZSmK8bR7wG7CbKEy8ysyeg5FQ6V1EQqRqTG4TETo9F1jl7pfkLW95y7uJ3sUo9ahBFAzZ0He8n8hd/TYwmM5NI8bpjgOPETPy+4Bn5C1vecu76d7F7lfBhppNFHWuxtreBD5O+78QJeAAngWOlb5R8pa3vOXdlq3YUI+733T32z6a22I1UToQYCOw1My+I9bWDsL/06WWQN55kXde5N0Nii/nTONsTgRKfJtO/0OEUz8BDLn7n1CvvNbyzou88yLvdlOHyN37RIDE38CT6VN5J1Gl/lzVSDVE3nmRd17k3WZKjzWlD90VRIOdA94p7SPvem7ylnebvXNulm5UUcxsMbAB+MTdb5f2mSjyzou88yLv9lKLjl8IIUQ+6jDGL4QQIiPq+IUQomOo4xdCiI6hjl8IITqGOn4hhOgY6viFEKJjqOMXQoiOoY5fCCE6xn+Ans+cq+NnAwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['temp_air'].plot()\n",
    "plt.ylabel('temperature (%s)' % fm.units['temp_air']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "cloud_vars = ['total_clouds', 'low_clouds', 'mid_clouds', 'high_clouds']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "for varname in cloud_vars:\n",
    "    data[varname].plot()\n",
    "plt.ylabel('Cloud cover' + ' %')\n",
    "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n",
    "plt.title('GFS 0.5 deg')\n",
    "plt.legend(bbox_to_anchor=(1.18,1.0));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_cloud_cover = data['total_clouds']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "total_cloud_cover.plot(color='r', linewidth=2)\n",
    "plt.ylabel('Total cloud cover' + ' (%s)' % fm.units['total_clouds'])\n",
    "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n",
    "plt.title('GFS 0.5 deg');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GFS (0.25 deg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# GFS model at 0.25 degree resolution\n",
    "fm = GFS(resolution='quarter')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# retrieve data\n",
    "data = fm.get_processed_data(latitude, longitude, start, end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "for varname in cloud_vars:\n",
    "    data[varname].plot(ls='-', linewidth=2)\n",
    "plt.ylabel('Cloud cover' + ' %')\n",
    "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n",
    "plt.title('GFS 0.25 deg')\n",
    "plt.legend(bbox_to_anchor=(1.18,1.0));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "        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>dhi</th>\n",
       "      <th>dni</th>\n",
       "      <th>ghi</th>\n",
       "      <th>high_clouds</th>\n",
       "      <th>low_clouds</th>\n",
       "      <th>mid_clouds</th>\n",
       "      <th>temp_air</th>\n",
       "      <th>total_clouds</th>\n",
       "      <th>wind_speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-07-07 09:00:00-07:00</th>\n",
       "      <td>310.839136</td>\n",
       "      <td>116.292585</td>\n",
       "      <td>390.310736</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>34.575043</td>\n",
       "      <td>62.0</td>\n",
       "      <td>1.787665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 12:00:00-07:00</th>\n",
       "      <td>453.770869</td>\n",
       "      <td>60.944245</td>\n",
       "      <td>513.465309</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>32.850006</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2.423746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 15:00:00-07:00</th>\n",
       "      <td>168.912693</td>\n",
       "      <td>780.228478</td>\n",
       "      <td>809.627894</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.496277</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.410278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 18:00:00-07:00</th>\n",
       "      <td>70.760082</td>\n",
       "      <td>530.377043</td>\n",
       "      <td>230.422477</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.050018</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.543175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.350006</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.786015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 00:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.335205</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.732661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 03:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.649994</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.480565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 06:00:00-07:00</th>\n",
       "      <td>34.862378</td>\n",
       "      <td>67.546325</td>\n",
       "      <td>41.944462</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>36.850006</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.538927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 09:00:00-07:00</th>\n",
       "      <td>122.512815</td>\n",
       "      <td>776.323959</td>\n",
       "      <td>652.254371</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>34.904907</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.320535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 12:00:00-07:00</th>\n",
       "      <td>249.427638</td>\n",
       "      <td>754.817268</td>\n",
       "      <td>988.451127</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.149994</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.014901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 15:00:00-07:00</th>\n",
       "      <td>169.516668</td>\n",
       "      <td>778.921066</td>\n",
       "      <td>809.020321</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.715729</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.841223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 18:00:00-07:00</th>\n",
       "      <td>71.052011</td>\n",
       "      <td>527.549866</td>\n",
       "      <td>229.634467</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.478119</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.394670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.950012</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.560847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-09 00:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>49.264709</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.971548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-09 03:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>41.250000</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6.925235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-09 06:00:00-07:00</th>\n",
       "      <td>30.035439</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>30.035439</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>37.449982</td>\n",
       "      <td>40.0</td>\n",
       "      <td>5.893103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-09 09:00:00-07:00</th>\n",
       "      <td>152.422162</td>\n",
       "      <td>700.283619</td>\n",
       "      <td>629.559115</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>35.449982</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.654496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-09 12:00:00-07:00</th>\n",
       "      <td>274.885878</td>\n",
       "      <td>715.103728</td>\n",
       "      <td>974.713600</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>33.962128</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.597388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-09 15:00:00-07:00</th>\n",
       "      <td>392.378832</td>\n",
       "      <td>212.342735</td>\n",
       "      <td>566.667822</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.850006</td>\n",
       "      <td>46.0</td>\n",
       "      <td>2.283257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-09 18:00:00-07:00</th>\n",
       "      <td>101.900183</td>\n",
       "      <td>293.936168</td>\n",
       "      <td>190.108667</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.549988</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1.539361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-09 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.950928</td>\n",
       "      <td>100.0</td>\n",
       "      <td>3.225189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 00:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.694092</td>\n",
       "      <td>100.0</td>\n",
       "      <td>4.062025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 03:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.006195</td>\n",
       "      <td>100.0</td>\n",
       "      <td>5.409892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 06:00:00-07:00</th>\n",
       "      <td>17.807345</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>17.807345</td>\n",
       "      <td>84.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>36.524536</td>\n",
       "      <td>84.0</td>\n",
       "      <td>5.699416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 09:00:00-07:00</th>\n",
       "      <td>219.115542</td>\n",
       "      <td>11.884918</td>\n",
       "      <td>227.200922</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>34.624542</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2.970064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 12:00:00-07:00</th>\n",
       "      <td>344.284808</td>\n",
       "      <td>20.730030</td>\n",
       "      <td>364.562474</td>\n",
       "      <td>97.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.399719</td>\n",
       "      <td>97.0</td>\n",
       "      <td>2.596959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 15:00:00-07:00</th>\n",
       "      <td>269.697844</td>\n",
       "      <td>15.830635</td>\n",
       "      <td>282.687270</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.291565</td>\n",
       "      <td>100.0</td>\n",
       "      <td>3.636530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 18:00:00-07:00</th>\n",
       "      <td>111.536148</td>\n",
       "      <td>52.063971</td>\n",
       "      <td>127.129906</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>47.241425</td>\n",
       "      <td>68.0</td>\n",
       "      <td>4.687857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.149994</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.150292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 00:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.950012</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.242578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 03:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.487885</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.984845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 06:00:00-07:00</th>\n",
       "      <td>32.656176</td>\n",
       "      <td>29.847886</td>\n",
       "      <td>35.636770</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>38.250000</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.764334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 09:00:00-07:00</th>\n",
       "      <td>216.995867</td>\n",
       "      <td>522.356675</td>\n",
       "      <td>571.804297</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>35.450012</td>\n",
       "      <td>18.0</td>\n",
       "      <td>3.260127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 12:00:00-07:00</th>\n",
       "      <td>363.057813</td>\n",
       "      <td>577.874146</td>\n",
       "      <td>928.043294</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>33.919739</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.497668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 15:00:00-07:00</th>\n",
       "      <td>171.241365</td>\n",
       "      <td>775.042702</td>\n",
       "      <td>806.941040</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>38.414734</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.341921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 18:00:00-07:00</th>\n",
       "      <td>71.871804</td>\n",
       "      <td>518.458888</td>\n",
       "      <td>226.815142</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.118317</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.527511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.649994</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.191378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 00:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.165039</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.961523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 03:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.649994</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.273394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 06:00:00-07:00</th>\n",
       "      <td>31.589893</td>\n",
       "      <td>11.118122</td>\n",
       "      <td>32.680857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>37.721405</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3.271754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 09:00:00-07:00</th>\n",
       "      <td>123.597280</td>\n",
       "      <td>770.287279</td>\n",
       "      <td>645.980963</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.364960</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.389639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 12:00:00-07:00</th>\n",
       "      <td>251.700892</td>\n",
       "      <td>750.169989</td>\n",
       "      <td>984.760886</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.970856</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.788770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 15:00:00-07:00</th>\n",
       "      <td>171.785521</td>\n",
       "      <td>773.764466</td>\n",
       "      <td>806.158942</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>38.557465</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.124879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 18:00:00-07:00</th>\n",
       "      <td>72.125097</td>\n",
       "      <td>515.217614</td>\n",
       "      <td>225.721669</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.608276</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.080019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-12 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54.357483</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.384970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 00:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.649994</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.839526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 03:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.550018</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.735958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 06:00:00-07:00</th>\n",
       "      <td>31.631191</td>\n",
       "      <td>35.946186</td>\n",
       "      <td>35.094839</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>38.394165</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.721436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 09:00:00-07:00</th>\n",
       "      <td>123.863613</td>\n",
       "      <td>768.774072</td>\n",
       "      <td>644.378896</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>36.050018</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.335639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 12:00:00-07:00</th>\n",
       "      <td>252.244188</td>\n",
       "      <td>749.032885</td>\n",
       "      <td>983.797746</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>34.558502</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.268467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 15:00:00-07:00</th>\n",
       "      <td>172.313466</td>\n",
       "      <td>772.493439</td>\n",
       "      <td>805.330549</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>39.418304</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.308521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 18:00:00-07:00</th>\n",
       "      <td>72.367731</td>\n",
       "      <td>511.866632</td>\n",
       "      <td>224.550427</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.850006</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.825097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54.561859</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.730281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-14 00:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.050018</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.827553</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  dhi         dni         ghi  high_clouds  \\\n",
       "2020-07-07 09:00:00-07:00  310.839136  116.292585  390.310736          0.0   \n",
       "2020-07-07 12:00:00-07:00  453.770869   60.944245  513.465309          0.0   \n",
       "2020-07-07 15:00:00-07:00  168.912693  780.228478  809.627894          0.0   \n",
       "2020-07-07 18:00:00-07:00   70.760082  530.377043  230.422477          0.0   \n",
       "2020-07-07 21:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 00:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 03:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 06:00:00-07:00   34.862378   67.546325   41.944462          0.0   \n",
       "2020-07-08 09:00:00-07:00  122.512815  776.323959  652.254371          0.0   \n",
       "2020-07-08 12:00:00-07:00  249.427638  754.817268  988.451127          0.0   \n",
       "2020-07-08 15:00:00-07:00  169.516668  778.921066  809.020321          0.0   \n",
       "2020-07-08 18:00:00-07:00   71.052011  527.549866  229.634467          0.0   \n",
       "2020-07-08 21:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-09 00:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-09 03:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-09 06:00:00-07:00   30.035439    0.000000   30.035439          0.0   \n",
       "2020-07-09 09:00:00-07:00  152.422162  700.283619  629.559115          0.0   \n",
       "2020-07-09 12:00:00-07:00  274.885878  715.103728  974.713600          0.0   \n",
       "2020-07-09 15:00:00-07:00  392.378832  212.342735  566.667822         46.0   \n",
       "2020-07-09 18:00:00-07:00  101.900183  293.936168  190.108667         26.0   \n",
       "2020-07-09 21:00:00-07:00    0.000000    0.000000    0.000000        100.0   \n",
       "2020-07-10 00:00:00-07:00    0.000000    0.000000    0.000000        100.0   \n",
       "2020-07-10 03:00:00-07:00    0.000000    0.000000    0.000000        100.0   \n",
       "2020-07-10 06:00:00-07:00   17.807345    0.000000   17.807345         84.0   \n",
       "2020-07-10 09:00:00-07:00  219.115542   11.884918  227.200922        100.0   \n",
       "2020-07-10 12:00:00-07:00  344.284808   20.730030  364.562474         97.0   \n",
       "2020-07-10 15:00:00-07:00  269.697844   15.830635  282.687270        100.0   \n",
       "2020-07-10 18:00:00-07:00  111.536148   52.063971  127.129906         68.0   \n",
       "2020-07-10 21:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-11 00:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-11 03:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-11 06:00:00-07:00   32.656176   29.847886   35.636770          0.0   \n",
       "2020-07-11 09:00:00-07:00  216.995867  522.356675  571.804297          0.0   \n",
       "2020-07-11 12:00:00-07:00  363.057813  577.874146  928.043294          0.0   \n",
       "2020-07-11 15:00:00-07:00  171.241365  775.042702  806.941040          0.0   \n",
       "2020-07-11 18:00:00-07:00   71.871804  518.458888  226.815142          0.0   \n",
       "2020-07-11 21:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-12 00:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-12 03:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-12 06:00:00-07:00   31.589893   11.118122   32.680857          0.0   \n",
       "2020-07-12 09:00:00-07:00  123.597280  770.287279  645.980963          0.0   \n",
       "2020-07-12 12:00:00-07:00  251.700892  750.169989  984.760886          0.0   \n",
       "2020-07-12 15:00:00-07:00  171.785521  773.764466  806.158942          0.0   \n",
       "2020-07-12 18:00:00-07:00   72.125097  515.217614  225.721669          0.0   \n",
       "2020-07-12 21:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-13 00:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-13 03:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-13 06:00:00-07:00   31.631191   35.946186   35.094839          0.0   \n",
       "2020-07-13 09:00:00-07:00  123.863613  768.774072  644.378896          0.0   \n",
       "2020-07-13 12:00:00-07:00  252.244188  749.032885  983.797746          0.0   \n",
       "2020-07-13 15:00:00-07:00  172.313466  772.493439  805.330549          0.0   \n",
       "2020-07-13 18:00:00-07:00   72.367731  511.866632  224.550427          0.0   \n",
       "2020-07-13 21:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-14 00:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "\n",
       "                           low_clouds  mid_clouds   temp_air  total_clouds  \\\n",
       "2020-07-07 09:00:00-07:00         0.0        62.0  34.575043          62.0   \n",
       "2020-07-07 12:00:00-07:00         0.0        74.0  32.850006          74.0   \n",
       "2020-07-07 15:00:00-07:00         0.0         0.0  37.496277           0.0   \n",
       "2020-07-07 18:00:00-07:00         0.0         0.0  48.050018           0.0   \n",
       "2020-07-07 21:00:00-07:00         0.0         0.0  52.350006           0.0   \n",
       "2020-07-08 00:00:00-07:00         0.0         0.0  48.335205           0.0   \n",
       "2020-07-08 03:00:00-07:00         0.0         0.0  40.649994           0.0   \n",
       "2020-07-08 06:00:00-07:00         0.0         0.0  36.850006           0.0   \n",
       "2020-07-08 09:00:00-07:00         0.0         0.0  34.904907           0.0   \n",
       "2020-07-08 12:00:00-07:00         0.0         0.0  33.149994           0.0   \n",
       "2020-07-08 15:00:00-07:00         0.0         0.0  37.715729           0.0   \n",
       "2020-07-08 18:00:00-07:00         0.0         0.0  49.478119           0.0   \n",
       "2020-07-08 21:00:00-07:00         0.0         0.0  53.950012           0.0   \n",
       "2020-07-09 00:00:00-07:00         0.0         1.0  49.264709           1.0   \n",
       "2020-07-09 03:00:00-07:00         0.0        15.0  41.250000          15.0   \n",
       "2020-07-09 06:00:00-07:00         0.0        40.0  37.449982          40.0   \n",
       "2020-07-09 09:00:00-07:00         0.0         5.0  35.449982           5.0   \n",
       "2020-07-09 12:00:00-07:00         0.0         2.0  33.962128           2.0   \n",
       "2020-07-09 15:00:00-07:00         0.0         0.0  37.850006          46.0   \n",
       "2020-07-09 18:00:00-07:00         0.0         0.0  49.549988          26.0   \n",
       "2020-07-09 21:00:00-07:00         0.0         0.0  52.950928         100.0   \n",
       "2020-07-10 00:00:00-07:00         0.0         0.0  48.694092         100.0   \n",
       "2020-07-10 03:00:00-07:00         0.0         0.0  41.006195         100.0   \n",
       "2020-07-10 06:00:00-07:00         0.0         0.0  36.524536          84.0   \n",
       "2020-07-10 09:00:00-07:00         0.0         0.0  34.624542         100.0   \n",
       "2020-07-10 12:00:00-07:00         0.0         0.0  33.399719          97.0   \n",
       "2020-07-10 15:00:00-07:00         0.0         0.0  37.291565         100.0   \n",
       "2020-07-10 18:00:00-07:00         0.0         0.0  47.241425          68.0   \n",
       "2020-07-10 21:00:00-07:00         0.0         0.0  52.149994           0.0   \n",
       "2020-07-11 00:00:00-07:00         0.0         0.0  48.950012           0.0   \n",
       "2020-07-11 03:00:00-07:00         0.0         0.0  41.487885           0.0   \n",
       "2020-07-11 06:00:00-07:00         0.0         9.0  38.250000           9.0   \n",
       "2020-07-11 09:00:00-07:00         0.0        18.0  35.450012          18.0   \n",
       "2020-07-11 12:00:00-07:00         0.0         9.0  33.919739           9.0   \n",
       "2020-07-11 15:00:00-07:00         0.0         0.0  38.414734           0.0   \n",
       "2020-07-11 18:00:00-07:00         0.0         0.0  48.118317           0.0   \n",
       "2020-07-11 21:00:00-07:00         0.0         0.0  53.649994           0.0   \n",
       "2020-07-12 00:00:00-07:00         0.0         0.0  50.165039           0.0   \n",
       "2020-07-12 03:00:00-07:00         0.0         0.0  41.649994           0.0   \n",
       "2020-07-12 06:00:00-07:00         0.0        16.0  37.721405          16.0   \n",
       "2020-07-12 09:00:00-07:00         0.0         0.0  35.364960           0.0   \n",
       "2020-07-12 12:00:00-07:00         0.0         0.0  33.970856           0.0   \n",
       "2020-07-12 15:00:00-07:00         0.0         0.0  38.557465           0.0   \n",
       "2020-07-12 18:00:00-07:00         0.0         0.0  48.608276           0.0   \n",
       "2020-07-12 21:00:00-07:00         0.0         0.0  54.357483           0.0   \n",
       "2020-07-13 00:00:00-07:00         0.0         0.0  50.649994           0.0   \n",
       "2020-07-13 03:00:00-07:00         0.0         0.0  42.550018           0.0   \n",
       "2020-07-13 06:00:00-07:00         0.0         0.0  38.394165           0.0   \n",
       "2020-07-13 09:00:00-07:00         0.0         0.0  36.050018           0.0   \n",
       "2020-07-13 12:00:00-07:00         0.0         0.0  34.558502           0.0   \n",
       "2020-07-13 15:00:00-07:00         0.0         0.0  39.418304           0.0   \n",
       "2020-07-13 18:00:00-07:00         0.0         0.0  49.850006           0.0   \n",
       "2020-07-13 21:00:00-07:00         0.0         0.0  54.561859           0.0   \n",
       "2020-07-14 00:00:00-07:00         0.0         0.0  51.050018           0.0   \n",
       "\n",
       "                           wind_speed  \n",
       "2020-07-07 09:00:00-07:00    1.787665  \n",
       "2020-07-07 12:00:00-07:00    2.423746  \n",
       "2020-07-07 15:00:00-07:00    1.410278  \n",
       "2020-07-07 18:00:00-07:00    3.543175  \n",
       "2020-07-07 21:00:00-07:00    4.786015  \n",
       "2020-07-08 00:00:00-07:00    4.732661  \n",
       "2020-07-08 03:00:00-07:00    3.480565  \n",
       "2020-07-08 06:00:00-07:00    6.538927  \n",
       "2020-07-08 09:00:00-07:00    3.320535  \n",
       "2020-07-08 12:00:00-07:00    2.014901  \n",
       "2020-07-08 15:00:00-07:00    1.841223  \n",
       "2020-07-08 18:00:00-07:00    1.394670  \n",
       "2020-07-08 21:00:00-07:00    2.560847  \n",
       "2020-07-09 00:00:00-07:00    4.971548  \n",
       "2020-07-09 03:00:00-07:00    6.925235  \n",
       "2020-07-09 06:00:00-07:00    5.893103  \n",
       "2020-07-09 09:00:00-07:00    1.654496  \n",
       "2020-07-09 12:00:00-07:00    1.597388  \n",
       "2020-07-09 15:00:00-07:00    2.283257  \n",
       "2020-07-09 18:00:00-07:00    1.539361  \n",
       "2020-07-09 21:00:00-07:00    3.225189  \n",
       "2020-07-10 00:00:00-07:00    4.062025  \n",
       "2020-07-10 03:00:00-07:00    5.409892  \n",
       "2020-07-10 06:00:00-07:00    5.699416  \n",
       "2020-07-10 09:00:00-07:00    2.970064  \n",
       "2020-07-10 12:00:00-07:00    2.596959  \n",
       "2020-07-10 15:00:00-07:00    3.636530  \n",
       "2020-07-10 18:00:00-07:00    4.687857  \n",
       "2020-07-10 21:00:00-07:00    6.150292  \n",
       "2020-07-11 00:00:00-07:00    7.242578  \n",
       "2020-07-11 03:00:00-07:00    6.984845  \n",
       "2020-07-11 06:00:00-07:00    5.764334  \n",
       "2020-07-11 09:00:00-07:00    3.260127  \n",
       "2020-07-11 12:00:00-07:00    1.497668  \n",
       "2020-07-11 15:00:00-07:00    2.341921  \n",
       "2020-07-11 18:00:00-07:00    3.527511  \n",
       "2020-07-11 21:00:00-07:00    3.191378  \n",
       "2020-07-12 00:00:00-07:00    4.961523  \n",
       "2020-07-12 03:00:00-07:00    8.273394  \n",
       "2020-07-12 06:00:00-07:00    3.271754  \n",
       "2020-07-12 09:00:00-07:00    3.389639  \n",
       "2020-07-12 12:00:00-07:00    1.788770  \n",
       "2020-07-12 15:00:00-07:00    2.124879  \n",
       "2020-07-12 18:00:00-07:00    3.080019  \n",
       "2020-07-12 21:00:00-07:00    2.384970  \n",
       "2020-07-13 00:00:00-07:00    4.839526  \n",
       "2020-07-13 03:00:00-07:00    6.735958  \n",
       "2020-07-13 06:00:00-07:00    7.721436  \n",
       "2020-07-13 09:00:00-07:00    3.335639  \n",
       "2020-07-13 12:00:00-07:00    1.268467  \n",
       "2020-07-13 15:00:00-07:00    1.308521  \n",
       "2020-07-13 18:00:00-07:00    2.825097  \n",
       "2020-07-13 21:00:00-07:00    4.730281  \n",
       "2020-07-14 00:00:00-07:00    3.827553  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[sorted(data.columns)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## NAM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "fm = NAM()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# retrieve data\n",
    "data = fm.get_processed_data(latitude, longitude, start, end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "for varname in cloud_vars:\n",
    "    data[varname].plot(ls='-', linewidth=2)\n",
    "plt.ylabel('Cloud cover' + ' %')\n",
    "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n",
    "plt.title('NAM')\n",
    "plt.legend(bbox_to_anchor=(1.18,1.0));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "data['ghi'].plot(linewidth=2, ls='-')\n",
    "plt.ylabel('GHI W/m**2')\n",
    "plt.xlabel('Forecast Time ('+str(data.index.tz)+')');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>dhi</th>\n",
       "      <th>dni</th>\n",
       "      <th>ghi</th>\n",
       "      <th>high_clouds</th>\n",
       "      <th>low_clouds</th>\n",
       "      <th>mid_clouds</th>\n",
       "      <th>temp_air</th>\n",
       "      <th>total_clouds</th>\n",
       "      <th>wind_speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-07-07 07:00:00-07:00</th>\n",
       "      <td>77.796838</td>\n",
       "      <td>503.843144</td>\n",
       "      <td>234.225562</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>25.275696</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.236579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 08:00:00-07:00</th>\n",
       "      <td>104.009679</td>\n",
       "      <td>665.030760</td>\n",
       "      <td>441.350258</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>24.096741</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.084390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 09:00:00-07:00</th>\n",
       "      <td>190.737687</td>\n",
       "      <td>602.967499</td>\n",
       "      <td>602.791408</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>23.259369</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2.430394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 10:00:00-07:00</th>\n",
       "      <td>394.900880</td>\n",
       "      <td>220.640944</td>\n",
       "      <td>577.332947</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>22.637360</td>\n",
       "      <td>45.0</td>\n",
       "      <td>2.287011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 11:00:00-07:00</th>\n",
       "      <td>371.471781</td>\n",
       "      <td>491.815818</td>\n",
       "      <td>827.792990</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>21.548645</td>\n",
       "      <td>17.0</td>\n",
       "      <td>2.146314</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 18:00:00-07:00</th>\n",
       "      <td>71.608260</td>\n",
       "      <td>521.593060</td>\n",
       "      <td>227.831386</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>47.524323</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.186076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.004333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.479259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 00:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.404327</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.495673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 03:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.342041</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.391275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 06:00:00-07:00</th>\n",
       "      <td>32.984857</td>\n",
       "      <td>48.730501</td>\n",
       "      <td>37.851059</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.653412</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.174289</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>64 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  dhi         dni         ghi  high_clouds  \\\n",
       "2020-07-07 07:00:00-07:00   77.796838  503.843144  234.225562          0.0   \n",
       "2020-07-07 08:00:00-07:00  104.009679  665.030760  441.350258          0.0   \n",
       "2020-07-07 09:00:00-07:00  190.737687  602.967499  602.791408          0.0   \n",
       "2020-07-07 10:00:00-07:00  394.900880  220.640944  577.332947          0.0   \n",
       "2020-07-07 11:00:00-07:00  371.471781  491.815818  827.792990          0.0   \n",
       "...                               ...         ...         ...          ...   \n",
       "2020-07-10 18:00:00-07:00   71.608260  521.593060  227.831386          0.0   \n",
       "2020-07-10 21:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-11 00:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-11 03:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-11 06:00:00-07:00   32.984857   48.730501   37.851059          0.0   \n",
       "\n",
       "                           low_clouds  mid_clouds   temp_air  total_clouds  \\\n",
       "2020-07-07 07:00:00-07:00         0.0         4.0  25.275696           4.0   \n",
       "2020-07-07 08:00:00-07:00         0.0         5.0  24.096741           5.0   \n",
       "2020-07-07 09:00:00-07:00         0.0        12.0  23.259369          12.0   \n",
       "2020-07-07 10:00:00-07:00         0.0        45.0  22.637360          45.0   \n",
       "2020-07-07 11:00:00-07:00         0.0        17.0  21.548645          17.0   \n",
       "...                               ...         ...        ...           ...   \n",
       "2020-07-10 18:00:00-07:00         0.0         0.0  47.524323           0.0   \n",
       "2020-07-10 21:00:00-07:00         0.0         0.0  51.004333           0.0   \n",
       "2020-07-11 00:00:00-07:00         0.0         0.0  45.404327           0.0   \n",
       "2020-07-11 03:00:00-07:00         0.0         0.0  33.342041           0.0   \n",
       "2020-07-11 06:00:00-07:00         0.0         0.0  27.653412           0.0   \n",
       "\n",
       "                           wind_speed  \n",
       "2020-07-07 07:00:00-07:00    4.236579  \n",
       "2020-07-07 08:00:00-07:00    2.084390  \n",
       "2020-07-07 09:00:00-07:00    2.430394  \n",
       "2020-07-07 10:00:00-07:00    2.287011  \n",
       "2020-07-07 11:00:00-07:00    2.146314  \n",
       "...                               ...  \n",
       "2020-07-10 18:00:00-07:00    4.186076  \n",
       "2020-07-10 21:00:00-07:00    4.479259  \n",
       "2020-07-11 00:00:00-07:00    5.495673  \n",
       "2020-07-11 03:00:00-07:00    6.391275  \n",
       "2020-07-11 06:00:00-07:00    6.174289  \n",
       "\n",
       "[64 rows x 9 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[sorted(data.columns)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## NDFD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "fm = NDFD()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# retrieve data\n",
    "data = fm.get_processed_data(latitude, longitude, start, end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_cloud_cover = data['total_clouds']\n",
    "temp = data['temp_air']\n",
    "wind = data['wind_speed']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "total_cloud_cover.plot(color='r', linewidth=2)\n",
    "plt.ylabel('Total cloud cover' + ' (%s)' % fm.units['total_clouds'])\n",
    "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n",
    "plt.title('NDFD')\n",
    "plt.ylim(0,100);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Forecast Time (America/Phoenix)')"
      ]
     },
     "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": [
    "temp.plot(color='r', linewidth=2)\n",
    "plt.ylabel('Temperature' + ' (%s)' % fm.units['temp_air'])\n",
    "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Forecast Time (America/Phoenix)')"
      ]
     },
     "execution_count": 33,
     "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": [
    "wind.plot(color='r', linewidth=2)\n",
    "plt.ylabel('Wind Speed' + ' (%s)' % fm.units['wind_speed'])\n",
    "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "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>dhi</th>\n",
       "      <th>dni</th>\n",
       "      <th>ghi</th>\n",
       "      <th>temp_air</th>\n",
       "      <th>total_clouds</th>\n",
       "      <th>wind_speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-07-07 07:00:00-07:00</th>\n",
       "      <td>99.890925</td>\n",
       "      <td>347.091344</td>\n",
       "      <td>207.652749</td>\n",
       "      <td>29.950012</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 08:00:00-07:00</th>\n",
       "      <td>184.088292</td>\n",
       "      <td>372.718701</td>\n",
       "      <td>373.151942</td>\n",
       "      <td>28.850006</td>\n",
       "      <td>28.0</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 09:00:00-07:00</th>\n",
       "      <td>267.819401</td>\n",
       "      <td>396.893774</td>\n",
       "      <td>539.047214</td>\n",
       "      <td>27.750000</td>\n",
       "      <td>27.0</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 10:00:00-07:00</th>\n",
       "      <td>369.615267</td>\n",
       "      <td>328.202640</td>\n",
       "      <td>640.982335</td>\n",
       "      <td>26.649994</td>\n",
       "      <td>33.0</td>\n",
       "      <td>2.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 11:00:00-07:00</th>\n",
       "      <td>329.899278</td>\n",
       "      <td>582.259130</td>\n",
       "      <td>870.136458</td>\n",
       "      <td>25.550018</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.6</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 12:00:00-07:00</th>\n",
       "      <td>435.480046</td>\n",
       "      <td>373.322681</td>\n",
       "      <td>800.656204</td>\n",
       "      <td>26.649994</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 15:00:00-07:00</th>\n",
       "      <td>328.683112</td>\n",
       "      <td>417.412468</td>\n",
       "      <td>671.180334</td>\n",
       "      <td>32.250000</td>\n",
       "      <td>26.0</td>\n",
       "      <td>3.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 18:00:00-07:00</th>\n",
       "      <td>99.200042</td>\n",
       "      <td>315.749296</td>\n",
       "      <td>193.770591</td>\n",
       "      <td>38.350006</td>\n",
       "      <td>23.0</td>\n",
       "      <td>4.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>42.250000</td>\n",
       "      <td>26.0</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-11 00:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>41.649994</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>68 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  dhi         dni         ghi   temp_air  \\\n",
       "2020-07-07 07:00:00-07:00   99.890925  347.091344  207.652749  29.950012   \n",
       "2020-07-07 08:00:00-07:00  184.088292  372.718701  373.151942  28.850006   \n",
       "2020-07-07 09:00:00-07:00  267.819401  396.893774  539.047214  27.750000   \n",
       "2020-07-07 10:00:00-07:00  369.615267  328.202640  640.982335  26.649994   \n",
       "2020-07-07 11:00:00-07:00  329.899278  582.259130  870.136458  25.550018   \n",
       "...                               ...         ...         ...        ...   \n",
       "2020-07-10 12:00:00-07:00  435.480046  373.322681  800.656204  26.649994   \n",
       "2020-07-10 15:00:00-07:00  328.683112  417.412468  671.180334  32.250000   \n",
       "2020-07-10 18:00:00-07:00   99.200042  315.749296  193.770591  38.350006   \n",
       "2020-07-10 21:00:00-07:00    0.000000    0.000000    0.000000  42.250000   \n",
       "2020-07-11 00:00:00-07:00    0.000000    0.000000    0.000000  41.649994   \n",
       "\n",
       "                           total_clouds  wind_speed  \n",
       "2020-07-07 07:00:00-07:00          21.0         3.6  \n",
       "2020-07-07 08:00:00-07:00          28.0         3.6  \n",
       "2020-07-07 09:00:00-07:00          27.0         3.6  \n",
       "2020-07-07 10:00:00-07:00          33.0         2.6  \n",
       "2020-07-07 11:00:00-07:00          10.0         2.6  \n",
       "...                                 ...         ...  \n",
       "2020-07-10 12:00:00-07:00          29.0         2.6  \n",
       "2020-07-10 15:00:00-07:00          26.0         3.1  \n",
       "2020-07-10 18:00:00-07:00          23.0         4.1  \n",
       "2020-07-10 21:00:00-07:00          26.0         5.1  \n",
       "2020-07-11 00:00:00-07:00          28.0         6.2  \n",
       "\n",
       "[68 rows x 6 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[sorted(data.columns)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## RAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "fm = RAP(resolution=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# retrieve data\n",
    "data = fm.get_processed_data(latitude, longitude, start, end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "cloud_vars = ['total_clouds', 'high_clouds', 'mid_clouds', 'low_clouds']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "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": [
    "for varname in cloud_vars:\n",
    "    data[varname].plot(ls='-', linewidth=2)\n",
    "plt.ylabel('Cloud cover' + ' %')\n",
    "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n",
    "plt.title('RAP')\n",
    "plt.legend(bbox_to_anchor=(1.18,1.0));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "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>dhi</th>\n",
       "      <th>dni</th>\n",
       "      <th>ghi</th>\n",
       "      <th>high_clouds</th>\n",
       "      <th>low_clouds</th>\n",
       "      <th>mid_clouds</th>\n",
       "      <th>temp_air</th>\n",
       "      <th>total_clouds</th>\n",
       "      <th>wind_speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-07-07 07:00:00-07:00</th>\n",
       "      <td>71.635540</td>\n",
       "      <td>543.826680</td>\n",
       "      <td>240.477996</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28.347504</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.327517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 08:00:00-07:00</th>\n",
       "      <td>86.596496</td>\n",
       "      <td>728.586324</td>\n",
       "      <td>456.175991</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.904663</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.175546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 09:00:00-07:00</th>\n",
       "      <td>122.236626</td>\n",
       "      <td>777.829389</td>\n",
       "      <td>653.786825</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.495667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.384346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 10:00:00-07:00</th>\n",
       "      <td>171.241827</td>\n",
       "      <td>779.819561</td>\n",
       "      <td>816.018322</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.294281</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.382019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 11:00:00-07:00</th>\n",
       "      <td>219.288315</td>\n",
       "      <td>766.669947</td>\n",
       "      <td>930.627284</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.858032</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.235861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 12:00:00-07:00</th>\n",
       "      <td>248.835940</td>\n",
       "      <td>756.003554</td>\n",
       "      <td>989.335867</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.831116</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.536941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 13:00:00-07:00</th>\n",
       "      <td>248.107815</td>\n",
       "      <td>756.279866</td>\n",
       "      <td>987.969156</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.937256</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.048759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 14:00:00-07:00</th>\n",
       "      <td>217.396559</td>\n",
       "      <td>767.306217</td>\n",
       "      <td>926.616347</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.558380</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.808497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 15:00:00-07:00</th>\n",
       "      <td>168.912693</td>\n",
       "      <td>780.228478</td>\n",
       "      <td>809.627894</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>36.067719</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.068781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 16:00:00-07:00</th>\n",
       "      <td>120.244061</td>\n",
       "      <td>776.950602</td>\n",
       "      <td>645.449998</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.855499</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.179613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 17:00:00-07:00</th>\n",
       "      <td>85.436744</td>\n",
       "      <td>724.204396</td>\n",
       "      <td>446.504106</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>44.690613</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.377453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 18:00:00-07:00</th>\n",
       "      <td>70.760082</td>\n",
       "      <td>530.377043</td>\n",
       "      <td>230.422477</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>47.460571</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.551703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 19:00:00-07:00</th>\n",
       "      <td>31.921094</td>\n",
       "      <td>45.168640</td>\n",
       "      <td>36.294916</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.285980</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.459794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 20:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.784973</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.655803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.117493</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.754607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 22:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.905579</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.628853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 23:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.206177</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.996997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 00:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.676361</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.979780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 01:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.436981</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.814770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 02:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>38.626068</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.449723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 03:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.746185</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.532734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 04:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>31.455780</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.456241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 05:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.601807</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.205541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 06:00:00-07:00</th>\n",
       "      <td>34.862378</td>\n",
       "      <td>67.546325</td>\n",
       "      <td>41.944462</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29.315033</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.808608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 07:00:00-07:00</th>\n",
       "      <td>71.848463</td>\n",
       "      <td>539.666746</td>\n",
       "      <td>238.634289</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.729797</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.184620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 08:00:00-07:00</th>\n",
       "      <td>86.868218</td>\n",
       "      <td>726.368812</td>\n",
       "      <td>454.437459</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.687714</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.322847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 09:00:00-07:00</th>\n",
       "      <td>122.512815</td>\n",
       "      <td>776.323959</td>\n",
       "      <td>652.254371</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.858002</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.376876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 10:00:00-07:00</th>\n",
       "      <td>171.595131</td>\n",
       "      <td>778.561044</td>\n",
       "      <td>814.716357</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.042908</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.788842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 11:00:00-07:00</th>\n",
       "      <td>219.759262</td>\n",
       "      <td>765.485272</td>\n",
       "      <td>929.548292</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.445129</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.093503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 12:00:00-07:00</th>\n",
       "      <td>249.427638</td>\n",
       "      <td>754.817268</td>\n",
       "      <td>988.451127</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.918152</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.265164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 13:00:00-07:00</th>\n",
       "      <td>248.778592</td>\n",
       "      <td>755.062801</td>\n",
       "      <td>987.234136</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.713837</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.466437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 14:00:00-07:00</th>\n",
       "      <td>218.072349</td>\n",
       "      <td>766.050184</td>\n",
       "      <td>925.975581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.513672</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.081351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 15:00:00-07:00</th>\n",
       "      <td>169.516668</td>\n",
       "      <td>778.921066</td>\n",
       "      <td>809.020321</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>36.506775</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.837201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 16:00:00-07:00</th>\n",
       "      <td>120.732892</td>\n",
       "      <td>775.528590</td>\n",
       "      <td>644.815668</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.005127</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.637601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 17:00:00-07:00</th>\n",
       "      <td>85.833749</td>\n",
       "      <td>722.415257</td>\n",
       "      <td>445.795050</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>46.309509</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.727112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 18:00:00-07:00</th>\n",
       "      <td>71.052011</td>\n",
       "      <td>527.549866</td>\n",
       "      <td>229.634467</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.280518</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.432863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 19:00:00-07:00</th>\n",
       "      <td>31.675297</td>\n",
       "      <td>42.011742</td>\n",
       "      <td>35.717714</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.188080</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.393902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 20:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.083954</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.550420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.954742</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.469018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 22:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.927155</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.115798</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  dhi         dni         ghi  high_clouds  \\\n",
       "2020-07-07 07:00:00-07:00   71.635540  543.826680  240.477996          0.0   \n",
       "2020-07-07 08:00:00-07:00   86.596496  728.586324  456.175991          0.0   \n",
       "2020-07-07 09:00:00-07:00  122.236626  777.829389  653.786825          0.0   \n",
       "2020-07-07 10:00:00-07:00  171.241827  779.819561  816.018322          0.0   \n",
       "2020-07-07 11:00:00-07:00  219.288315  766.669947  930.627284          0.0   \n",
       "2020-07-07 12:00:00-07:00  248.835940  756.003554  989.335867          0.0   \n",
       "2020-07-07 13:00:00-07:00  248.107815  756.279866  987.969156          0.0   \n",
       "2020-07-07 14:00:00-07:00  217.396559  767.306217  926.616347          0.0   \n",
       "2020-07-07 15:00:00-07:00  168.912693  780.228478  809.627894          0.0   \n",
       "2020-07-07 16:00:00-07:00  120.244061  776.950602  645.449998          0.0   \n",
       "2020-07-07 17:00:00-07:00   85.436744  724.204396  446.504106          0.0   \n",
       "2020-07-07 18:00:00-07:00   70.760082  530.377043  230.422477          0.0   \n",
       "2020-07-07 19:00:00-07:00   31.921094   45.168640   36.294916          0.0   \n",
       "2020-07-07 20:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-07 21:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-07 22:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-07 23:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 00:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 01:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 02:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 03:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 04:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 05:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 06:00:00-07:00   34.862378   67.546325   41.944462          0.0   \n",
       "2020-07-08 07:00:00-07:00   71.848463  539.666746  238.634289          0.0   \n",
       "2020-07-08 08:00:00-07:00   86.868218  726.368812  454.437459          0.0   \n",
       "2020-07-08 09:00:00-07:00  122.512815  776.323959  652.254371          0.0   \n",
       "2020-07-08 10:00:00-07:00  171.595131  778.561044  814.716357          0.0   \n",
       "2020-07-08 11:00:00-07:00  219.759262  765.485272  929.548292          0.0   \n",
       "2020-07-08 12:00:00-07:00  249.427638  754.817268  988.451127          0.0   \n",
       "2020-07-08 13:00:00-07:00  248.778592  755.062801  987.234136          0.0   \n",
       "2020-07-08 14:00:00-07:00  218.072349  766.050184  925.975581          0.0   \n",
       "2020-07-08 15:00:00-07:00  169.516668  778.921066  809.020321          0.0   \n",
       "2020-07-08 16:00:00-07:00  120.732892  775.528590  644.815668          0.0   \n",
       "2020-07-08 17:00:00-07:00   85.833749  722.415257  445.795050          0.0   \n",
       "2020-07-08 18:00:00-07:00   71.052011  527.549866  229.634467          0.0   \n",
       "2020-07-08 19:00:00-07:00   31.675297   42.011742   35.717714          0.0   \n",
       "2020-07-08 20:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 21:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 22:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "\n",
       "                           low_clouds  mid_clouds   temp_air  total_clouds  \\\n",
       "2020-07-07 07:00:00-07:00         0.0         0.0  28.347504           0.0   \n",
       "2020-07-07 08:00:00-07:00         0.0         0.0  27.904663           0.0   \n",
       "2020-07-07 09:00:00-07:00         0.0         0.0  26.495667           0.0   \n",
       "2020-07-07 10:00:00-07:00         0.0         0.0  25.294281           0.0   \n",
       "2020-07-07 11:00:00-07:00         0.0         0.0  24.858032           0.0   \n",
       "2020-07-07 12:00:00-07:00         0.0         0.0  23.831116           0.0   \n",
       "2020-07-07 13:00:00-07:00         0.0         0.0  23.937256           0.0   \n",
       "2020-07-07 14:00:00-07:00         0.0         0.0  30.558380           0.0   \n",
       "2020-07-07 15:00:00-07:00         0.0         0.0  36.067719           0.0   \n",
       "2020-07-07 16:00:00-07:00         0.0         0.0  40.855499           0.0   \n",
       "2020-07-07 17:00:00-07:00         0.0         0.0  44.690613           0.0   \n",
       "2020-07-07 18:00:00-07:00         0.0         0.0  47.460571           0.0   \n",
       "2020-07-07 19:00:00-07:00         0.0         0.0  49.285980           0.0   \n",
       "2020-07-07 20:00:00-07:00         0.0         0.0  50.784973           0.0   \n",
       "2020-07-07 21:00:00-07:00         0.0         0.0  51.117493           0.0   \n",
       "2020-07-07 22:00:00-07:00         0.0         0.0  49.905579           0.0   \n",
       "2020-07-07 23:00:00-07:00         0.0         0.0  48.206177           0.0   \n",
       "2020-07-08 00:00:00-07:00         0.0         0.0  45.676361           0.0   \n",
       "2020-07-08 01:00:00-07:00         0.0         0.0  42.436981           0.0   \n",
       "2020-07-08 02:00:00-07:00         0.0         0.0  38.626068           0.0   \n",
       "2020-07-08 03:00:00-07:00         0.0         0.0  33.746185           0.0   \n",
       "2020-07-08 04:00:00-07:00         0.0         0.0  31.455780           0.0   \n",
       "2020-07-08 05:00:00-07:00         0.0         0.0  30.601807           0.0   \n",
       "2020-07-08 06:00:00-07:00         0.0         0.0  29.315033           0.0   \n",
       "2020-07-08 07:00:00-07:00         0.0         0.0  27.729797           0.0   \n",
       "2020-07-08 08:00:00-07:00         0.0         0.0  26.687714           0.0   \n",
       "2020-07-08 09:00:00-07:00         0.0         0.0  25.858002           0.0   \n",
       "2020-07-08 10:00:00-07:00         0.0         0.0  25.042908           0.0   \n",
       "2020-07-08 11:00:00-07:00         0.0         0.0  24.445129           0.0   \n",
       "2020-07-08 12:00:00-07:00         0.0         0.0  23.918152           0.0   \n",
       "2020-07-08 13:00:00-07:00         0.0         0.0  24.713837           0.0   \n",
       "2020-07-08 14:00:00-07:00         0.0         0.0  30.513672           0.0   \n",
       "2020-07-08 15:00:00-07:00         0.0         0.0  36.506775           0.0   \n",
       "2020-07-08 16:00:00-07:00         0.0         0.0  42.005127           0.0   \n",
       "2020-07-08 17:00:00-07:00         0.0         0.0  46.309509           0.0   \n",
       "2020-07-08 18:00:00-07:00         0.0         0.0  49.280518           0.0   \n",
       "2020-07-08 19:00:00-07:00         0.0         0.0  51.188080           0.0   \n",
       "2020-07-08 20:00:00-07:00         0.0         0.0  52.083954           0.0   \n",
       "2020-07-08 21:00:00-07:00         0.0         0.0  51.954742           0.0   \n",
       "2020-07-08 22:00:00-07:00         0.0         0.0  49.927155           0.0   \n",
       "\n",
       "                           wind_speed  \n",
       "2020-07-07 07:00:00-07:00    2.327517  \n",
       "2020-07-07 08:00:00-07:00    2.175546  \n",
       "2020-07-07 09:00:00-07:00    1.384346  \n",
       "2020-07-07 10:00:00-07:00    1.382019  \n",
       "2020-07-07 11:00:00-07:00    2.235861  \n",
       "2020-07-07 12:00:00-07:00    1.536941  \n",
       "2020-07-07 13:00:00-07:00    1.048759  \n",
       "2020-07-07 14:00:00-07:00    1.808497  \n",
       "2020-07-07 15:00:00-07:00    1.068781  \n",
       "2020-07-07 16:00:00-07:00    2.179613  \n",
       "2020-07-07 17:00:00-07:00    2.377453  \n",
       "2020-07-07 18:00:00-07:00    2.551703  \n",
       "2020-07-07 19:00:00-07:00    3.459794  \n",
       "2020-07-07 20:00:00-07:00    3.655803  \n",
       "2020-07-07 21:00:00-07:00    3.754607  \n",
       "2020-07-07 22:00:00-07:00    3.628853  \n",
       "2020-07-07 23:00:00-07:00    3.996997  \n",
       "2020-07-08 00:00:00-07:00    3.979780  \n",
       "2020-07-08 01:00:00-07:00    3.814770  \n",
       "2020-07-08 02:00:00-07:00    3.449723  \n",
       "2020-07-08 03:00:00-07:00    2.532734  \n",
       "2020-07-08 04:00:00-07:00    2.456241  \n",
       "2020-07-08 05:00:00-07:00    3.205541  \n",
       "2020-07-08 06:00:00-07:00    3.808608  \n",
       "2020-07-08 07:00:00-07:00    2.184620  \n",
       "2020-07-08 08:00:00-07:00    1.322847  \n",
       "2020-07-08 09:00:00-07:00    1.376876  \n",
       "2020-07-08 10:00:00-07:00    1.788842  \n",
       "2020-07-08 11:00:00-07:00    2.093503  \n",
       "2020-07-08 12:00:00-07:00    2.265164  \n",
       "2020-07-08 13:00:00-07:00    2.466437  \n",
       "2020-07-08 14:00:00-07:00    2.081351  \n",
       "2020-07-08 15:00:00-07:00    1.837201  \n",
       "2020-07-08 16:00:00-07:00    1.637601  \n",
       "2020-07-08 17:00:00-07:00    1.727112  \n",
       "2020-07-08 18:00:00-07:00    2.432863  \n",
       "2020-07-08 19:00:00-07:00    3.393902  \n",
       "2020-07-08 20:00:00-07:00    3.550420  \n",
       "2020-07-08 21:00:00-07:00    3.469018  \n",
       "2020-07-08 22:00:00-07:00    4.115798  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[sorted(data.columns)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## HRRR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "fm = HRRR()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_raw = fm.get_data(latitude, longitude, start, end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "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>High_cloud_cover_high_cloud</th>\n",
       "      <th>Low_cloud_cover_low_cloud</th>\n",
       "      <th>Medium_cloud_cover_middle_cloud</th>\n",
       "      <th>Pressure_surface</th>\n",
       "      <th>Temperature_height_above_ground</th>\n",
       "      <th>Total_cloud_cover_entire_atmosphere</th>\n",
       "      <th>Wind_speed_gust_surface</th>\n",
       "      <th>u-component_of_wind_height_above_ground_0</th>\n",
       "      <th>u-component_of_wind_height_above_ground_1</th>\n",
       "      <th>v-component_of_wind_height_above_ground_0</th>\n",
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       "      <th>2020-07-07 07:00:00-07:00</th>\n",
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       "      <td>1.961100</td>\n",
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       "    <tr>\n",
       "      <th>2020-07-07 08:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
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       "      <td>3.688914</td>\n",
       "      <td>1.022413</td>\n",
       "      <td>1.033438</td>\n",
       "      <td>1.896727</td>\n",
       "      <td>3.745087</td>\n",
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       "    <tr>\n",
       "      <th>2020-07-07 09:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92431.882812</td>\n",
       "      <td>301.572510</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.759586</td>\n",
       "      <td>0.053196</td>\n",
       "      <td>-1.240793</td>\n",
       "      <td>1.954304</td>\n",
       "      <td>3.913967</td>\n",
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       "    <tr>\n",
       "      <th>2020-07-07 10:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.118842</td>\n",
       "      <td>0.075386</td>\n",
       "      <td>2.179615</td>\n",
       "      <td>4.983353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 11:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92506.515625</td>\n",
       "      <td>299.980896</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5.306301</td>\n",
       "      <td>-0.180458</td>\n",
       "      <td>-2.119454</td>\n",
       "      <td>2.453848</td>\n",
       "      <td>5.835173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 12:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92555.828125</td>\n",
       "      <td>299.130402</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.395902</td>\n",
       "      <td>-0.486989</td>\n",
       "      <td>-2.939567</td>\n",
       "      <td>1.794128</td>\n",
       "      <td>2.667837</td>\n",
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       "    <tr>\n",
       "      <th>2020-07-07 13:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92599.953125</td>\n",
       "      <td>298.860016</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.230673</td>\n",
       "      <td>-0.767715</td>\n",
       "      <td>-3.777448</td>\n",
       "      <td>1.082680</td>\n",
       "      <td>1.215752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 14:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92607.460938</td>\n",
       "      <td>302.973572</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.339937</td>\n",
       "      <td>-1.793591</td>\n",
       "      <td>-2.573579</td>\n",
       "      <td>1.352917</td>\n",
       "      <td>1.792833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 15:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92658.218750</td>\n",
       "      <td>303.510864</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.372718</td>\n",
       "      <td>-0.761702</td>\n",
       "      <td>-0.671016</td>\n",
       "      <td>0.923881</td>\n",
       "      <td>1.145391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 16:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92654.992188</td>\n",
       "      <td>305.878174</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.019205</td>\n",
       "      <td>0.478144</td>\n",
       "      <td>0.959096</td>\n",
       "      <td>0.767871</td>\n",
       "      <td>0.725159</td>\n",
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       "    <tr>\n",
       "      <th>2020-07-07 17:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92635.820312</td>\n",
       "      <td>307.424408</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.067682</td>\n",
       "      <td>1.704718</td>\n",
       "      <td>2.238699</td>\n",
       "      <td>0.475001</td>\n",
       "      <td>0.422306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 18:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92597.992188</td>\n",
       "      <td>308.948029</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.809974</td>\n",
       "      <td>1.373396</td>\n",
       "      <td>2.083468</td>\n",
       "      <td>-0.901094</td>\n",
       "      <td>-1.305918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 19:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92541.890625</td>\n",
       "      <td>311.634216</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4.483505</td>\n",
       "      <td>2.898211</td>\n",
       "      <td>3.599587</td>\n",
       "      <td>-2.039575</td>\n",
       "      <td>-2.503677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 20:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92478.320312</td>\n",
       "      <td>312.725250</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4.723979</td>\n",
       "      <td>3.323278</td>\n",
       "      <td>4.156990</td>\n",
       "      <td>-1.422667</td>\n",
       "      <td>-2.038654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 21:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92400.585938</td>\n",
       "      <td>312.970886</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5.156739</td>\n",
       "      <td>2.883315</td>\n",
       "      <td>3.623188</td>\n",
       "      <td>-1.077758</td>\n",
       "      <td>-1.627962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 22:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92331.359375</td>\n",
       "      <td>313.609467</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4.895695</td>\n",
       "      <td>2.885241</td>\n",
       "      <td>3.497959</td>\n",
       "      <td>-2.090282</td>\n",
       "      <td>-2.508873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 23:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92234.859375</td>\n",
       "      <td>313.462952</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5.521498</td>\n",
       "      <td>2.532198</td>\n",
       "      <td>3.062895</td>\n",
       "      <td>-2.283554</td>\n",
       "      <td>-2.772110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 00:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92180.640625</td>\n",
       "      <td>313.770599</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5.899210</td>\n",
       "      <td>2.189854</td>\n",
       "      <td>2.745344</td>\n",
       "      <td>-2.871275</td>\n",
       "      <td>-3.672546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 01:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92161.843750</td>\n",
       "      <td>313.234772</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4.955510</td>\n",
       "      <td>2.249990</td>\n",
       "      <td>2.829556</td>\n",
       "      <td>-2.373373</td>\n",
       "      <td>-3.611837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 02:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92153.296875</td>\n",
       "      <td>311.841217</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4.236444</td>\n",
       "      <td>-0.037374</td>\n",
       "      <td>0.131447</td>\n",
       "      <td>-2.484901</td>\n",
       "      <td>-3.720806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 03:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>92183.859375</td>\n",
       "      <td>308.351013</td>\n",
       "      <td>0.250</td>\n",
       "      <td>2.343443</td>\n",
       "      <td>0.442513</td>\n",
       "      <td>0.229076</td>\n",
       "      <td>-1.634480</td>\n",
       "      <td>-2.947691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 04:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92309.921875</td>\n",
       "      <td>306.405640</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.494285</td>\n",
       "      <td>1.894991</td>\n",
       "      <td>2.686911</td>\n",
       "      <td>-1.516897</td>\n",
       "      <td>-2.823214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 05:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92292.101562</td>\n",
       "      <td>304.876709</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.862377</td>\n",
       "      <td>2.442179</td>\n",
       "      <td>3.891376</td>\n",
       "      <td>0.946564</td>\n",
       "      <td>-1.180391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 06:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92383.164062</td>\n",
       "      <td>303.395233</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.375592</td>\n",
       "      <td>0.217960</td>\n",
       "      <td>4.010172</td>\n",
       "      <td>0.733280</td>\n",
       "      <td>0.107170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 07:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.625</td>\n",
       "      <td>92422.390625</td>\n",
       "      <td>302.499634</td>\n",
       "      <td>0.625</td>\n",
       "      <td>1.501025</td>\n",
       "      <td>-1.327750</td>\n",
       "      <td>1.899975</td>\n",
       "      <td>0.225239</td>\n",
       "      <td>-0.465855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 08:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92482.789062</td>\n",
       "      <td>301.830353</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.643574</td>\n",
       "      <td>-2.421239</td>\n",
       "      <td>-2.015884</td>\n",
       "      <td>-0.071746</td>\n",
       "      <td>0.256504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 09:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92491.710938</td>\n",
       "      <td>300.875671</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.341817</td>\n",
       "      <td>-1.900394</td>\n",
       "      <td>-1.719477</td>\n",
       "      <td>1.222420</td>\n",
       "      <td>1.164135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 10:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92522.875000</td>\n",
       "      <td>300.463074</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6.166456</td>\n",
       "      <td>-0.530794</td>\n",
       "      <td>3.041538</td>\n",
       "      <td>2.480942</td>\n",
       "      <td>6.246929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 11:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92560.914062</td>\n",
       "      <td>299.975403</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6.045594</td>\n",
       "      <td>-0.908249</td>\n",
       "      <td>2.977743</td>\n",
       "      <td>1.987560</td>\n",
       "      <td>5.881613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 12:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92576.531250</td>\n",
       "      <td>299.594025</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.154959</td>\n",
       "      <td>-2.600218</td>\n",
       "      <td>-1.900911</td>\n",
       "      <td>-0.722036</td>\n",
       "      <td>0.785109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 13:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92634.851562</td>\n",
       "      <td>300.410034</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4.209162</td>\n",
       "      <td>-2.778137</td>\n",
       "      <td>-3.810699</td>\n",
       "      <td>-1.186628</td>\n",
       "      <td>-0.991985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 14:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92676.335938</td>\n",
       "      <td>302.453644</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5.320919</td>\n",
       "      <td>-1.209590</td>\n",
       "      <td>-1.165798</td>\n",
       "      <td>1.741894</td>\n",
       "      <td>2.388416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 15:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92730.265625</td>\n",
       "      <td>304.502777</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4.087724</td>\n",
       "      <td>-0.291532</td>\n",
       "      <td>-0.107613</td>\n",
       "      <td>2.292839</td>\n",
       "      <td>2.823599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 16:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92704.734375</td>\n",
       "      <td>306.818756</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.269935</td>\n",
       "      <td>0.222836</td>\n",
       "      <td>0.191210</td>\n",
       "      <td>1.083733</td>\n",
       "      <td>1.314808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 17:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92684.734375</td>\n",
       "      <td>308.978821</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.619478</td>\n",
       "      <td>0.936072</td>\n",
       "      <td>0.979126</td>\n",
       "      <td>-0.099970</td>\n",
       "      <td>-0.044821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 18:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>92623.804688</td>\n",
       "      <td>310.755005</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.210310</td>\n",
       "      <td>1.378606</td>\n",
       "      <td>1.681459</td>\n",
       "      <td>-1.093060</td>\n",
       "      <td>-1.316065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 19:00:00-07:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.875</td>\n",
       "      <td>92545.890625</td>\n",
       "      <td>312.208740</td>\n",
       "      <td>1.875</td>\n",
       "      <td>4.035597</td>\n",
       "      <td>0.965443</td>\n",
       "      <td>0.937042</td>\n",
       "      <td>-1.054458</td>\n",
       "      <td>-1.715950</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           High_cloud_cover_high_cloud  \\\n",
       "2020-07-07 07:00:00-07:00                          0.0   \n",
       "2020-07-07 08:00:00-07:00                          0.0   \n",
       "2020-07-07 09:00:00-07:00                          0.0   \n",
       "2020-07-07 10:00:00-07:00                          0.0   \n",
       "2020-07-07 11:00:00-07:00                          0.0   \n",
       "2020-07-07 12:00:00-07:00                          0.0   \n",
       "2020-07-07 13:00:00-07:00                          0.0   \n",
       "2020-07-07 14:00:00-07:00                          0.0   \n",
       "2020-07-07 15:00:00-07:00                          0.0   \n",
       "2020-07-07 16:00:00-07:00                          0.0   \n",
       "2020-07-07 17:00:00-07:00                          0.0   \n",
       "2020-07-07 18:00:00-07:00                          0.0   \n",
       "2020-07-07 19:00:00-07:00                          0.0   \n",
       "2020-07-07 20:00:00-07:00                          0.0   \n",
       "2020-07-07 21:00:00-07:00                          0.0   \n",
       "2020-07-07 22:00:00-07:00                          0.0   \n",
       "2020-07-07 23:00:00-07:00                          0.0   \n",
       "2020-07-08 00:00:00-07:00                          0.0   \n",
       "2020-07-08 01:00:00-07:00                          0.0   \n",
       "2020-07-08 02:00:00-07:00                          0.0   \n",
       "2020-07-08 03:00:00-07:00                          0.0   \n",
       "2020-07-08 04:00:00-07:00                          0.0   \n",
       "2020-07-08 05:00:00-07:00                          0.0   \n",
       "2020-07-08 06:00:00-07:00                          0.0   \n",
       "2020-07-08 07:00:00-07:00                          0.0   \n",
       "2020-07-08 08:00:00-07:00                          0.0   \n",
       "2020-07-08 09:00:00-07:00                          0.0   \n",
       "2020-07-08 10:00:00-07:00                          0.0   \n",
       "2020-07-08 11:00:00-07:00                          0.0   \n",
       "2020-07-08 12:00:00-07:00                          0.0   \n",
       "2020-07-08 13:00:00-07:00                          0.0   \n",
       "2020-07-08 14:00:00-07:00                          0.0   \n",
       "2020-07-08 15:00:00-07:00                          0.0   \n",
       "2020-07-08 16:00:00-07:00                          0.0   \n",
       "2020-07-08 17:00:00-07:00                          0.0   \n",
       "2020-07-08 18:00:00-07:00                          0.0   \n",
       "2020-07-08 19:00:00-07:00                          0.0   \n",
       "\n",
       "                           Low_cloud_cover_low_cloud  \\\n",
       "2020-07-07 07:00:00-07:00                        0.0   \n",
       "2020-07-07 08:00:00-07:00                        0.0   \n",
       "2020-07-07 09:00:00-07:00                        0.0   \n",
       "2020-07-07 10:00:00-07:00                        0.0   \n",
       "2020-07-07 11:00:00-07:00                        0.0   \n",
       "2020-07-07 12:00:00-07:00                        0.0   \n",
       "2020-07-07 13:00:00-07:00                        0.0   \n",
       "2020-07-07 14:00:00-07:00                        0.0   \n",
       "2020-07-07 15:00:00-07:00                        0.0   \n",
       "2020-07-07 16:00:00-07:00                        0.0   \n",
       "2020-07-07 17:00:00-07:00                        0.0   \n",
       "2020-07-07 18:00:00-07:00                        0.0   \n",
       "2020-07-07 19:00:00-07:00                        0.0   \n",
       "2020-07-07 20:00:00-07:00                        0.0   \n",
       "2020-07-07 21:00:00-07:00                        0.0   \n",
       "2020-07-07 22:00:00-07:00                        0.0   \n",
       "2020-07-07 23:00:00-07:00                        0.0   \n",
       "2020-07-08 00:00:00-07:00                        0.0   \n",
       "2020-07-08 01:00:00-07:00                        0.0   \n",
       "2020-07-08 02:00:00-07:00                        0.0   \n",
       "2020-07-08 03:00:00-07:00                        0.0   \n",
       "2020-07-08 04:00:00-07:00                        0.0   \n",
       "2020-07-08 05:00:00-07:00                        0.0   \n",
       "2020-07-08 06:00:00-07:00                        0.0   \n",
       "2020-07-08 07:00:00-07:00                        0.0   \n",
       "2020-07-08 08:00:00-07:00                        0.0   \n",
       "2020-07-08 09:00:00-07:00                        0.0   \n",
       "2020-07-08 10:00:00-07:00                        0.0   \n",
       "2020-07-08 11:00:00-07:00                        0.0   \n",
       "2020-07-08 12:00:00-07:00                        0.0   \n",
       "2020-07-08 13:00:00-07:00                        0.0   \n",
       "2020-07-08 14:00:00-07:00                        0.0   \n",
       "2020-07-08 15:00:00-07:00                        0.0   \n",
       "2020-07-08 16:00:00-07:00                        0.0   \n",
       "2020-07-08 17:00:00-07:00                        0.0   \n",
       "2020-07-08 18:00:00-07:00                        0.0   \n",
       "2020-07-08 19:00:00-07:00                        0.5   \n",
       "\n",
       "                           Medium_cloud_cover_middle_cloud  Pressure_surface  \\\n",
       "2020-07-07 07:00:00-07:00                            0.000      92405.796875   \n",
       "2020-07-07 08:00:00-07:00                            0.000      92417.179688   \n",
       "2020-07-07 09:00:00-07:00                            0.000      92431.882812   \n",
       "2020-07-07 10:00:00-07:00                            0.000      92445.476562   \n",
       "2020-07-07 11:00:00-07:00                            0.000      92506.515625   \n",
       "2020-07-07 12:00:00-07:00                            0.000      92555.828125   \n",
       "2020-07-07 13:00:00-07:00                            0.000      92599.953125   \n",
       "2020-07-07 14:00:00-07:00                            0.000      92607.460938   \n",
       "2020-07-07 15:00:00-07:00                            0.000      92658.218750   \n",
       "2020-07-07 16:00:00-07:00                            0.000      92654.992188   \n",
       "2020-07-07 17:00:00-07:00                            0.000      92635.820312   \n",
       "2020-07-07 18:00:00-07:00                            0.000      92597.992188   \n",
       "2020-07-07 19:00:00-07:00                            0.000      92541.890625   \n",
       "2020-07-07 20:00:00-07:00                            0.000      92478.320312   \n",
       "2020-07-07 21:00:00-07:00                            0.000      92400.585938   \n",
       "2020-07-07 22:00:00-07:00                            0.000      92331.359375   \n",
       "2020-07-07 23:00:00-07:00                            0.000      92234.859375   \n",
       "2020-07-08 00:00:00-07:00                            0.000      92180.640625   \n",
       "2020-07-08 01:00:00-07:00                            0.000      92161.843750   \n",
       "2020-07-08 02:00:00-07:00                            0.000      92153.296875   \n",
       "2020-07-08 03:00:00-07:00                            0.250      92183.859375   \n",
       "2020-07-08 04:00:00-07:00                            0.000      92309.921875   \n",
       "2020-07-08 05:00:00-07:00                            0.000      92292.101562   \n",
       "2020-07-08 06:00:00-07:00                            0.000      92383.164062   \n",
       "2020-07-08 07:00:00-07:00                            0.625      92422.390625   \n",
       "2020-07-08 08:00:00-07:00                            0.000      92482.789062   \n",
       "2020-07-08 09:00:00-07:00                            0.000      92491.710938   \n",
       "2020-07-08 10:00:00-07:00                            0.000      92522.875000   \n",
       "2020-07-08 11:00:00-07:00                            0.000      92560.914062   \n",
       "2020-07-08 12:00:00-07:00                            0.000      92576.531250   \n",
       "2020-07-08 13:00:00-07:00                            0.000      92634.851562   \n",
       "2020-07-08 14:00:00-07:00                            0.000      92676.335938   \n",
       "2020-07-08 15:00:00-07:00                            0.000      92730.265625   \n",
       "2020-07-08 16:00:00-07:00                            0.000      92704.734375   \n",
       "2020-07-08 17:00:00-07:00                            0.000      92684.734375   \n",
       "2020-07-08 18:00:00-07:00                            0.000      92623.804688   \n",
       "2020-07-08 19:00:00-07:00                            1.875      92545.890625   \n",
       "\n",
       "                           Temperature_height_above_ground  \\\n",
       "2020-07-07 07:00:00-07:00                       303.080902   \n",
       "2020-07-07 08:00:00-07:00                       302.527344   \n",
       "2020-07-07 09:00:00-07:00                       301.572510   \n",
       "2020-07-07 10:00:00-07:00                       300.629303   \n",
       "2020-07-07 11:00:00-07:00                       299.980896   \n",
       "2020-07-07 12:00:00-07:00                       299.130402   \n",
       "2020-07-07 13:00:00-07:00                       298.860016   \n",
       "2020-07-07 14:00:00-07:00                       302.973572   \n",
       "2020-07-07 15:00:00-07:00                       303.510864   \n",
       "2020-07-07 16:00:00-07:00                       305.878174   \n",
       "2020-07-07 17:00:00-07:00                       307.424408   \n",
       "2020-07-07 18:00:00-07:00                       308.948029   \n",
       "2020-07-07 19:00:00-07:00                       311.634216   \n",
       "2020-07-07 20:00:00-07:00                       312.725250   \n",
       "2020-07-07 21:00:00-07:00                       312.970886   \n",
       "2020-07-07 22:00:00-07:00                       313.609467   \n",
       "2020-07-07 23:00:00-07:00                       313.462952   \n",
       "2020-07-08 00:00:00-07:00                       313.770599   \n",
       "2020-07-08 01:00:00-07:00                       313.234772   \n",
       "2020-07-08 02:00:00-07:00                       311.841217   \n",
       "2020-07-08 03:00:00-07:00                       308.351013   \n",
       "2020-07-08 04:00:00-07:00                       306.405640   \n",
       "2020-07-08 05:00:00-07:00                       304.876709   \n",
       "2020-07-08 06:00:00-07:00                       303.395233   \n",
       "2020-07-08 07:00:00-07:00                       302.499634   \n",
       "2020-07-08 08:00:00-07:00                       301.830353   \n",
       "2020-07-08 09:00:00-07:00                       300.875671   \n",
       "2020-07-08 10:00:00-07:00                       300.463074   \n",
       "2020-07-08 11:00:00-07:00                       299.975403   \n",
       "2020-07-08 12:00:00-07:00                       299.594025   \n",
       "2020-07-08 13:00:00-07:00                       300.410034   \n",
       "2020-07-08 14:00:00-07:00                       302.453644   \n",
       "2020-07-08 15:00:00-07:00                       304.502777   \n",
       "2020-07-08 16:00:00-07:00                       306.818756   \n",
       "2020-07-08 17:00:00-07:00                       308.978821   \n",
       "2020-07-08 18:00:00-07:00                       310.755005   \n",
       "2020-07-08 19:00:00-07:00                       312.208740   \n",
       "\n",
       "                           Total_cloud_cover_entire_atmosphere  \\\n",
       "2020-07-07 07:00:00-07:00                                0.000   \n",
       "2020-07-07 08:00:00-07:00                                0.000   \n",
       "2020-07-07 09:00:00-07:00                                0.000   \n",
       "2020-07-07 10:00:00-07:00                                0.000   \n",
       "2020-07-07 11:00:00-07:00                                0.000   \n",
       "2020-07-07 12:00:00-07:00                                0.000   \n",
       "2020-07-07 13:00:00-07:00                                0.000   \n",
       "2020-07-07 14:00:00-07:00                                0.000   \n",
       "2020-07-07 15:00:00-07:00                                0.000   \n",
       "2020-07-07 16:00:00-07:00                                0.000   \n",
       "2020-07-07 17:00:00-07:00                                0.000   \n",
       "2020-07-07 18:00:00-07:00                                0.000   \n",
       "2020-07-07 19:00:00-07:00                                0.000   \n",
       "2020-07-07 20:00:00-07:00                                0.000   \n",
       "2020-07-07 21:00:00-07:00                                0.000   \n",
       "2020-07-07 22:00:00-07:00                                0.000   \n",
       "2020-07-07 23:00:00-07:00                                0.000   \n",
       "2020-07-08 00:00:00-07:00                                0.000   \n",
       "2020-07-08 01:00:00-07:00                                0.000   \n",
       "2020-07-08 02:00:00-07:00                                0.000   \n",
       "2020-07-08 03:00:00-07:00                                0.250   \n",
       "2020-07-08 04:00:00-07:00                                0.000   \n",
       "2020-07-08 05:00:00-07:00                                0.000   \n",
       "2020-07-08 06:00:00-07:00                                0.000   \n",
       "2020-07-08 07:00:00-07:00                                0.625   \n",
       "2020-07-08 08:00:00-07:00                                0.000   \n",
       "2020-07-08 09:00:00-07:00                                0.000   \n",
       "2020-07-08 10:00:00-07:00                                0.000   \n",
       "2020-07-08 11:00:00-07:00                                0.000   \n",
       "2020-07-08 12:00:00-07:00                                0.000   \n",
       "2020-07-08 13:00:00-07:00                                0.000   \n",
       "2020-07-08 14:00:00-07:00                                0.000   \n",
       "2020-07-08 15:00:00-07:00                                0.000   \n",
       "2020-07-08 16:00:00-07:00                                0.000   \n",
       "2020-07-08 17:00:00-07:00                                0.000   \n",
       "2020-07-08 18:00:00-07:00                                0.000   \n",
       "2020-07-08 19:00:00-07:00                                1.875   \n",
       "\n",
       "                           Wind_speed_gust_surface  \\\n",
       "2020-07-07 07:00:00-07:00                 3.313515   \n",
       "2020-07-07 08:00:00-07:00                 3.688914   \n",
       "2020-07-07 09:00:00-07:00                 3.759586   \n",
       "2020-07-07 10:00:00-07:00                 4.403845   \n",
       "2020-07-07 11:00:00-07:00                 5.306301   \n",
       "2020-07-07 12:00:00-07:00                 3.395902   \n",
       "2020-07-07 13:00:00-07:00                 3.230673   \n",
       "2020-07-07 14:00:00-07:00                 3.339937   \n",
       "2020-07-07 15:00:00-07:00                 1.372718   \n",
       "2020-07-07 16:00:00-07:00                 2.019205   \n",
       "2020-07-07 17:00:00-07:00                 3.067682   \n",
       "2020-07-07 18:00:00-07:00                 2.809974   \n",
       "2020-07-07 19:00:00-07:00                 4.483505   \n",
       "2020-07-07 20:00:00-07:00                 4.723979   \n",
       "2020-07-07 21:00:00-07:00                 5.156739   \n",
       "2020-07-07 22:00:00-07:00                 4.895695   \n",
       "2020-07-07 23:00:00-07:00                 5.521498   \n",
       "2020-07-08 00:00:00-07:00                 5.899210   \n",
       "2020-07-08 01:00:00-07:00                 4.955510   \n",
       "2020-07-08 02:00:00-07:00                 4.236444   \n",
       "2020-07-08 03:00:00-07:00                 2.343443   \n",
       "2020-07-08 04:00:00-07:00                 3.494285   \n",
       "2020-07-08 05:00:00-07:00                 3.862377   \n",
       "2020-07-08 06:00:00-07:00                 2.375592   \n",
       "2020-07-08 07:00:00-07:00                 1.501025   \n",
       "2020-07-08 08:00:00-07:00                 2.643574   \n",
       "2020-07-08 09:00:00-07:00                 2.341817   \n",
       "2020-07-08 10:00:00-07:00                 6.166456   \n",
       "2020-07-08 11:00:00-07:00                 6.045594   \n",
       "2020-07-08 12:00:00-07:00                 3.154959   \n",
       "2020-07-08 13:00:00-07:00                 4.209162   \n",
       "2020-07-08 14:00:00-07:00                 5.320919   \n",
       "2020-07-08 15:00:00-07:00                 4.087724   \n",
       "2020-07-08 16:00:00-07:00                 2.269935   \n",
       "2020-07-08 17:00:00-07:00                 2.619478   \n",
       "2020-07-08 18:00:00-07:00                 3.210310   \n",
       "2020-07-08 19:00:00-07:00                 4.035597   \n",
       "\n",
       "                           u-component_of_wind_height_above_ground_0  \\\n",
       "2020-07-07 07:00:00-07:00                                   2.322375   \n",
       "2020-07-07 08:00:00-07:00                                   1.022413   \n",
       "2020-07-07 09:00:00-07:00                                   0.053196   \n",
       "2020-07-07 10:00:00-07:00                                   1.118842   \n",
       "2020-07-07 11:00:00-07:00                                  -0.180458   \n",
       "2020-07-07 12:00:00-07:00                                  -0.486989   \n",
       "2020-07-07 13:00:00-07:00                                  -0.767715   \n",
       "2020-07-07 14:00:00-07:00                                  -1.793591   \n",
       "2020-07-07 15:00:00-07:00                                  -0.761702   \n",
       "2020-07-07 16:00:00-07:00                                   0.478144   \n",
       "2020-07-07 17:00:00-07:00                                   1.704718   \n",
       "2020-07-07 18:00:00-07:00                                   1.373396   \n",
       "2020-07-07 19:00:00-07:00                                   2.898211   \n",
       "2020-07-07 20:00:00-07:00                                   3.323278   \n",
       "2020-07-07 21:00:00-07:00                                   2.883315   \n",
       "2020-07-07 22:00:00-07:00                                   2.885241   \n",
       "2020-07-07 23:00:00-07:00                                   2.532198   \n",
       "2020-07-08 00:00:00-07:00                                   2.189854   \n",
       "2020-07-08 01:00:00-07:00                                   2.249990   \n",
       "2020-07-08 02:00:00-07:00                                  -0.037374   \n",
       "2020-07-08 03:00:00-07:00                                   0.442513   \n",
       "2020-07-08 04:00:00-07:00                                   1.894991   \n",
       "2020-07-08 05:00:00-07:00                                   2.442179   \n",
       "2020-07-08 06:00:00-07:00                                   0.217960   \n",
       "2020-07-08 07:00:00-07:00                                  -1.327750   \n",
       "2020-07-08 08:00:00-07:00                                  -2.421239   \n",
       "2020-07-08 09:00:00-07:00                                  -1.900394   \n",
       "2020-07-08 10:00:00-07:00                                  -0.530794   \n",
       "2020-07-08 11:00:00-07:00                                  -0.908249   \n",
       "2020-07-08 12:00:00-07:00                                  -2.600218   \n",
       "2020-07-08 13:00:00-07:00                                  -2.778137   \n",
       "2020-07-08 14:00:00-07:00                                  -1.209590   \n",
       "2020-07-08 15:00:00-07:00                                  -0.291532   \n",
       "2020-07-08 16:00:00-07:00                                   0.222836   \n",
       "2020-07-08 17:00:00-07:00                                   0.936072   \n",
       "2020-07-08 18:00:00-07:00                                   1.378606   \n",
       "2020-07-08 19:00:00-07:00                                   0.965443   \n",
       "\n",
       "                           u-component_of_wind_height_above_ground_1  \\\n",
       "2020-07-07 07:00:00-07:00                                   1.645506   \n",
       "2020-07-07 08:00:00-07:00                                   1.033438   \n",
       "2020-07-07 09:00:00-07:00                                  -1.240793   \n",
       "2020-07-07 10:00:00-07:00                                   0.075386   \n",
       "2020-07-07 11:00:00-07:00                                  -2.119454   \n",
       "2020-07-07 12:00:00-07:00                                  -2.939567   \n",
       "2020-07-07 13:00:00-07:00                                  -3.777448   \n",
       "2020-07-07 14:00:00-07:00                                  -2.573579   \n",
       "2020-07-07 15:00:00-07:00                                  -0.671016   \n",
       "2020-07-07 16:00:00-07:00                                   0.959096   \n",
       "2020-07-07 17:00:00-07:00                                   2.238699   \n",
       "2020-07-07 18:00:00-07:00                                   2.083468   \n",
       "2020-07-07 19:00:00-07:00                                   3.599587   \n",
       "2020-07-07 20:00:00-07:00                                   4.156990   \n",
       "2020-07-07 21:00:00-07:00                                   3.623188   \n",
       "2020-07-07 22:00:00-07:00                                   3.497959   \n",
       "2020-07-07 23:00:00-07:00                                   3.062895   \n",
       "2020-07-08 00:00:00-07:00                                   2.745344   \n",
       "2020-07-08 01:00:00-07:00                                   2.829556   \n",
       "2020-07-08 02:00:00-07:00                                   0.131447   \n",
       "2020-07-08 03:00:00-07:00                                   0.229076   \n",
       "2020-07-08 04:00:00-07:00                                   2.686911   \n",
       "2020-07-08 05:00:00-07:00                                   3.891376   \n",
       "2020-07-08 06:00:00-07:00                                   4.010172   \n",
       "2020-07-08 07:00:00-07:00                                   1.899975   \n",
       "2020-07-08 08:00:00-07:00                                  -2.015884   \n",
       "2020-07-08 09:00:00-07:00                                  -1.719477   \n",
       "2020-07-08 10:00:00-07:00                                   3.041538   \n",
       "2020-07-08 11:00:00-07:00                                   2.977743   \n",
       "2020-07-08 12:00:00-07:00                                  -1.900911   \n",
       "2020-07-08 13:00:00-07:00                                  -3.810699   \n",
       "2020-07-08 14:00:00-07:00                                  -1.165798   \n",
       "2020-07-08 15:00:00-07:00                                  -0.107613   \n",
       "2020-07-08 16:00:00-07:00                                   0.191210   \n",
       "2020-07-08 17:00:00-07:00                                   0.979126   \n",
       "2020-07-08 18:00:00-07:00                                   1.681459   \n",
       "2020-07-08 19:00:00-07:00                                   0.937042   \n",
       "\n",
       "                           v-component_of_wind_height_above_ground_0  \\\n",
       "2020-07-07 07:00:00-07:00                                   1.905790   \n",
       "2020-07-07 08:00:00-07:00                                   1.896727   \n",
       "2020-07-07 09:00:00-07:00                                   1.954304   \n",
       "2020-07-07 10:00:00-07:00                                   2.179615   \n",
       "2020-07-07 11:00:00-07:00                                   2.453848   \n",
       "2020-07-07 12:00:00-07:00                                   1.794128   \n",
       "2020-07-07 13:00:00-07:00                                   1.082680   \n",
       "2020-07-07 14:00:00-07:00                                   1.352917   \n",
       "2020-07-07 15:00:00-07:00                                   0.923881   \n",
       "2020-07-07 16:00:00-07:00                                   0.767871   \n",
       "2020-07-07 17:00:00-07:00                                   0.475001   \n",
       "2020-07-07 18:00:00-07:00                                  -0.901094   \n",
       "2020-07-07 19:00:00-07:00                                  -2.039575   \n",
       "2020-07-07 20:00:00-07:00                                  -1.422667   \n",
       "2020-07-07 21:00:00-07:00                                  -1.077758   \n",
       "2020-07-07 22:00:00-07:00                                  -2.090282   \n",
       "2020-07-07 23:00:00-07:00                                  -2.283554   \n",
       "2020-07-08 00:00:00-07:00                                  -2.871275   \n",
       "2020-07-08 01:00:00-07:00                                  -2.373373   \n",
       "2020-07-08 02:00:00-07:00                                  -2.484901   \n",
       "2020-07-08 03:00:00-07:00                                  -1.634480   \n",
       "2020-07-08 04:00:00-07:00                                  -1.516897   \n",
       "2020-07-08 05:00:00-07:00                                   0.946564   \n",
       "2020-07-08 06:00:00-07:00                                   0.733280   \n",
       "2020-07-08 07:00:00-07:00                                   0.225239   \n",
       "2020-07-08 08:00:00-07:00                                  -0.071746   \n",
       "2020-07-08 09:00:00-07:00                                   1.222420   \n",
       "2020-07-08 10:00:00-07:00                                   2.480942   \n",
       "2020-07-08 11:00:00-07:00                                   1.987560   \n",
       "2020-07-08 12:00:00-07:00                                  -0.722036   \n",
       "2020-07-08 13:00:00-07:00                                  -1.186628   \n",
       "2020-07-08 14:00:00-07:00                                   1.741894   \n",
       "2020-07-08 15:00:00-07:00                                   2.292839   \n",
       "2020-07-08 16:00:00-07:00                                   1.083733   \n",
       "2020-07-08 17:00:00-07:00                                  -0.099970   \n",
       "2020-07-08 18:00:00-07:00                                  -1.093060   \n",
       "2020-07-08 19:00:00-07:00                                  -1.054458   \n",
       "\n",
       "                           v-component_of_wind_height_above_ground_1  \n",
       "2020-07-07 07:00:00-07:00                                   1.961100  \n",
       "2020-07-07 08:00:00-07:00                                   3.745087  \n",
       "2020-07-07 09:00:00-07:00                                   3.913967  \n",
       "2020-07-07 10:00:00-07:00                                   4.983353  \n",
       "2020-07-07 11:00:00-07:00                                   5.835173  \n",
       "2020-07-07 12:00:00-07:00                                   2.667837  \n",
       "2020-07-07 13:00:00-07:00                                   1.215752  \n",
       "2020-07-07 14:00:00-07:00                                   1.792833  \n",
       "2020-07-07 15:00:00-07:00                                   1.145391  \n",
       "2020-07-07 16:00:00-07:00                                   0.725159  \n",
       "2020-07-07 17:00:00-07:00                                   0.422306  \n",
       "2020-07-07 18:00:00-07:00                                  -1.305918  \n",
       "2020-07-07 19:00:00-07:00                                  -2.503677  \n",
       "2020-07-07 20:00:00-07:00                                  -2.038654  \n",
       "2020-07-07 21:00:00-07:00                                  -1.627962  \n",
       "2020-07-07 22:00:00-07:00                                  -2.508873  \n",
       "2020-07-07 23:00:00-07:00                                  -2.772110  \n",
       "2020-07-08 00:00:00-07:00                                  -3.672546  \n",
       "2020-07-08 01:00:00-07:00                                  -3.611837  \n",
       "2020-07-08 02:00:00-07:00                                  -3.720806  \n",
       "2020-07-08 03:00:00-07:00                                  -2.947691  \n",
       "2020-07-08 04:00:00-07:00                                  -2.823214  \n",
       "2020-07-08 05:00:00-07:00                                  -1.180391  \n",
       "2020-07-08 06:00:00-07:00                                   0.107170  \n",
       "2020-07-08 07:00:00-07:00                                  -0.465855  \n",
       "2020-07-08 08:00:00-07:00                                   0.256504  \n",
       "2020-07-08 09:00:00-07:00                                   1.164135  \n",
       "2020-07-08 10:00:00-07:00                                   6.246929  \n",
       "2020-07-08 11:00:00-07:00                                   5.881613  \n",
       "2020-07-08 12:00:00-07:00                                   0.785109  \n",
       "2020-07-08 13:00:00-07:00                                  -0.991985  \n",
       "2020-07-08 14:00:00-07:00                                   2.388416  \n",
       "2020-07-08 15:00:00-07:00                                   2.823599  \n",
       "2020-07-08 16:00:00-07:00                                   1.314808  \n",
       "2020-07-08 17:00:00-07:00                                  -0.044821  \n",
       "2020-07-08 18:00:00-07:00                                  -1.316065  \n",
       "2020-07-08 19:00:00-07:00                                  -1.715950  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The HRRR model pulls in u, v winds for 2 layers above ground (10 m, 80 m)\n",
    "# They are labeled as _0, _1 in the raw data\n",
    "data_raw[sorted(data_raw.columns)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = fm.get_processed_data(latitude, longitude, start, end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "cloud_vars = ['total_clouds', 'high_clouds', 'mid_clouds', 'low_clouds']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "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": [
    "for varname in cloud_vars:\n",
    "    data[varname].plot(ls='-', linewidth=2)\n",
    "plt.ylabel('Cloud cover' + ' %')\n",
    "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n",
    "plt.title('RAP')\n",
    "plt.legend(bbox_to_anchor=(1.18,1.0));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "data['temp_air'].plot(color='r', linewidth=2)\n",
    "plt.ylabel('Temperature' + ' (%s)' % fm.units['temp_air'])\n",
    "plt.xlabel('Forecast Time ('+str(data.index.tz)+')');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "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": [
    "data['wind_speed'].plot(color='r', linewidth=2)\n",
    "plt.ylabel('Wind Speed' + ' (%s)' % fm.units['wind_speed'])\n",
    "plt.xlabel('Forecast Time ('+str(data.index.tz)+')');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "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>dhi</th>\n",
       "      <th>dni</th>\n",
       "      <th>ghi</th>\n",
       "      <th>high_clouds</th>\n",
       "      <th>low_clouds</th>\n",
       "      <th>mid_clouds</th>\n",
       "      <th>temp_air</th>\n",
       "      <th>total_clouds</th>\n",
       "      <th>wind_speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-07-07 07:00:00-07:00</th>\n",
       "      <td>71.635540</td>\n",
       "      <td>543.826680</td>\n",
       "      <td>240.477996</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>29.930908</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.004241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 08:00:00-07:00</th>\n",
       "      <td>86.596496</td>\n",
       "      <td>728.586324</td>\n",
       "      <td>456.175991</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>29.377350</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.154739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 09:00:00-07:00</th>\n",
       "      <td>122.236626</td>\n",
       "      <td>777.829389</td>\n",
       "      <td>653.786825</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>28.422516</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.955028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 10:00:00-07:00</th>\n",
       "      <td>171.241827</td>\n",
       "      <td>779.819561</td>\n",
       "      <td>816.018322</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>27.479309</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.450006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 11:00:00-07:00</th>\n",
       "      <td>219.288315</td>\n",
       "      <td>766.669947</td>\n",
       "      <td>930.627284</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>26.830902</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.460474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 12:00:00-07:00</th>\n",
       "      <td>248.835940</td>\n",
       "      <td>756.003554</td>\n",
       "      <td>989.335867</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>25.980408</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.859047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 13:00:00-07:00</th>\n",
       "      <td>248.107815</td>\n",
       "      <td>756.279866</td>\n",
       "      <td>987.969156</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>25.710022</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.327246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 14:00:00-07:00</th>\n",
       "      <td>217.396559</td>\n",
       "      <td>767.306217</td>\n",
       "      <td>926.616347</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>29.823578</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.246631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 15:00:00-07:00</th>\n",
       "      <td>168.912693</td>\n",
       "      <td>780.228478</td>\n",
       "      <td>809.627894</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>30.360870</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.197391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 16:00:00-07:00</th>\n",
       "      <td>120.244061</td>\n",
       "      <td>776.950602</td>\n",
       "      <td>645.449998</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>32.728180</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.904570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 17:00:00-07:00</th>\n",
       "      <td>85.436744</td>\n",
       "      <td>724.204396</td>\n",
       "      <td>446.504106</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>34.274414</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.769658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 18:00:00-07:00</th>\n",
       "      <td>70.760082</td>\n",
       "      <td>530.377043</td>\n",
       "      <td>230.422477</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>35.798035</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.642616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 19:00:00-07:00</th>\n",
       "      <td>31.921094</td>\n",
       "      <td>45.168640</td>\n",
       "      <td>36.294916</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>38.484222</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.543937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 20:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>39.575256</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.614991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 21:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>39.820892</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.078160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 22:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>40.459473</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.562849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07 23:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>40.312958</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.409787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 00:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>40.620605</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.611049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 01:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>40.084778</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.270375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 02:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>38.691223</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.485183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 03:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>35.201019</td>\n",
       "      <td>0.250</td>\n",
       "      <td>1.693322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 04:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>33.255646</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.427338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 05:00:00-07:00</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>31.726715</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.619202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 06:00:00-07:00</th>\n",
       "      <td>34.862378</td>\n",
       "      <td>67.546325</td>\n",
       "      <td>41.944462</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>30.245239</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.764988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 07:00:00-07:00</th>\n",
       "      <td>72.819100</td>\n",
       "      <td>533.389198</td>\n",
       "      <td>237.664829</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.625</td>\n",
       "      <td>29.349640</td>\n",
       "      <td>0.625</td>\n",
       "      <td>1.346719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 08:00:00-07:00</th>\n",
       "      <td>86.868218</td>\n",
       "      <td>726.368812</td>\n",
       "      <td>454.437459</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>28.680359</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.422302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 09:00:00-07:00</th>\n",
       "      <td>122.512815</td>\n",
       "      <td>776.323959</td>\n",
       "      <td>652.254371</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>27.725677</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.259604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 10:00:00-07:00</th>\n",
       "      <td>171.595131</td>\n",
       "      <td>778.561044</td>\n",
       "      <td>814.716357</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>27.313080</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.537088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 11:00:00-07:00</th>\n",
       "      <td>219.759262</td>\n",
       "      <td>765.485272</td>\n",
       "      <td>929.548292</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>26.825409</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.185249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 12:00:00-07:00</th>\n",
       "      <td>249.427638</td>\n",
       "      <td>754.817268</td>\n",
       "      <td>988.451127</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>26.444031</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.698605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 13:00:00-07:00</th>\n",
       "      <td>248.778592</td>\n",
       "      <td>755.062801</td>\n",
       "      <td>987.234136</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>27.260040</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.020949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 14:00:00-07:00</th>\n",
       "      <td>218.072349</td>\n",
       "      <td>766.050184</td>\n",
       "      <td>925.975581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>29.303650</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.120684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 15:00:00-07:00</th>\n",
       "      <td>169.516668</td>\n",
       "      <td>778.921066</td>\n",
       "      <td>809.020321</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>31.352783</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.311299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 16:00:00-07:00</th>\n",
       "      <td>120.732892</td>\n",
       "      <td>775.528590</td>\n",
       "      <td>644.815668</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>33.668762</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.106405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 17:00:00-07:00</th>\n",
       "      <td>85.833749</td>\n",
       "      <td>722.415257</td>\n",
       "      <td>445.795050</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>35.828827</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.941395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08 18:00:00-07:00</th>\n",
       "      <td>71.052011</td>\n",
       "      <td>527.549866</td>\n",
       "      <td>229.634467</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>37.605011</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.759356</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  dhi         dni         ghi  high_clouds  \\\n",
       "2020-07-07 07:00:00-07:00   71.635540  543.826680  240.477996          0.0   \n",
       "2020-07-07 08:00:00-07:00   86.596496  728.586324  456.175991          0.0   \n",
       "2020-07-07 09:00:00-07:00  122.236626  777.829389  653.786825          0.0   \n",
       "2020-07-07 10:00:00-07:00  171.241827  779.819561  816.018322          0.0   \n",
       "2020-07-07 11:00:00-07:00  219.288315  766.669947  930.627284          0.0   \n",
       "2020-07-07 12:00:00-07:00  248.835940  756.003554  989.335867          0.0   \n",
       "2020-07-07 13:00:00-07:00  248.107815  756.279866  987.969156          0.0   \n",
       "2020-07-07 14:00:00-07:00  217.396559  767.306217  926.616347          0.0   \n",
       "2020-07-07 15:00:00-07:00  168.912693  780.228478  809.627894          0.0   \n",
       "2020-07-07 16:00:00-07:00  120.244061  776.950602  645.449998          0.0   \n",
       "2020-07-07 17:00:00-07:00   85.436744  724.204396  446.504106          0.0   \n",
       "2020-07-07 18:00:00-07:00   70.760082  530.377043  230.422477          0.0   \n",
       "2020-07-07 19:00:00-07:00   31.921094   45.168640   36.294916          0.0   \n",
       "2020-07-07 20:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-07 21:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-07 22:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-07 23:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 00:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 01:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 02:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 03:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 04:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 05:00:00-07:00    0.000000    0.000000    0.000000          0.0   \n",
       "2020-07-08 06:00:00-07:00   34.862378   67.546325   41.944462          0.0   \n",
       "2020-07-08 07:00:00-07:00   72.819100  533.389198  237.664829          0.0   \n",
       "2020-07-08 08:00:00-07:00   86.868218  726.368812  454.437459          0.0   \n",
       "2020-07-08 09:00:00-07:00  122.512815  776.323959  652.254371          0.0   \n",
       "2020-07-08 10:00:00-07:00  171.595131  778.561044  814.716357          0.0   \n",
       "2020-07-08 11:00:00-07:00  219.759262  765.485272  929.548292          0.0   \n",
       "2020-07-08 12:00:00-07:00  249.427638  754.817268  988.451127          0.0   \n",
       "2020-07-08 13:00:00-07:00  248.778592  755.062801  987.234136          0.0   \n",
       "2020-07-08 14:00:00-07:00  218.072349  766.050184  925.975581          0.0   \n",
       "2020-07-08 15:00:00-07:00  169.516668  778.921066  809.020321          0.0   \n",
       "2020-07-08 16:00:00-07:00  120.732892  775.528590  644.815668          0.0   \n",
       "2020-07-08 17:00:00-07:00   85.833749  722.415257  445.795050          0.0   \n",
       "2020-07-08 18:00:00-07:00   71.052011  527.549866  229.634467          0.0   \n",
       "\n",
       "                           low_clouds  mid_clouds   temp_air  total_clouds  \\\n",
       "2020-07-07 07:00:00-07:00         0.0       0.000  29.930908         0.000   \n",
       "2020-07-07 08:00:00-07:00         0.0       0.000  29.377350         0.000   \n",
       "2020-07-07 09:00:00-07:00         0.0       0.000  28.422516         0.000   \n",
       "2020-07-07 10:00:00-07:00         0.0       0.000  27.479309         0.000   \n",
       "2020-07-07 11:00:00-07:00         0.0       0.000  26.830902         0.000   \n",
       "2020-07-07 12:00:00-07:00         0.0       0.000  25.980408         0.000   \n",
       "2020-07-07 13:00:00-07:00         0.0       0.000  25.710022         0.000   \n",
       "2020-07-07 14:00:00-07:00         0.0       0.000  29.823578         0.000   \n",
       "2020-07-07 15:00:00-07:00         0.0       0.000  30.360870         0.000   \n",
       "2020-07-07 16:00:00-07:00         0.0       0.000  32.728180         0.000   \n",
       "2020-07-07 17:00:00-07:00         0.0       0.000  34.274414         0.000   \n",
       "2020-07-07 18:00:00-07:00         0.0       0.000  35.798035         0.000   \n",
       "2020-07-07 19:00:00-07:00         0.0       0.000  38.484222         0.000   \n",
       "2020-07-07 20:00:00-07:00         0.0       0.000  39.575256         0.000   \n",
       "2020-07-07 21:00:00-07:00         0.0       0.000  39.820892         0.000   \n",
       "2020-07-07 22:00:00-07:00         0.0       0.000  40.459473         0.000   \n",
       "2020-07-07 23:00:00-07:00         0.0       0.000  40.312958         0.000   \n",
       "2020-07-08 00:00:00-07:00         0.0       0.000  40.620605         0.000   \n",
       "2020-07-08 01:00:00-07:00         0.0       0.000  40.084778         0.000   \n",
       "2020-07-08 02:00:00-07:00         0.0       0.000  38.691223         0.000   \n",
       "2020-07-08 03:00:00-07:00         0.0       0.250  35.201019         0.250   \n",
       "2020-07-08 04:00:00-07:00         0.0       0.000  33.255646         0.000   \n",
       "2020-07-08 05:00:00-07:00         0.0       0.000  31.726715         0.000   \n",
       "2020-07-08 06:00:00-07:00         0.0       0.000  30.245239         0.000   \n",
       "2020-07-08 07:00:00-07:00         0.0       0.625  29.349640         0.625   \n",
       "2020-07-08 08:00:00-07:00         0.0       0.000  28.680359         0.000   \n",
       "2020-07-08 09:00:00-07:00         0.0       0.000  27.725677         0.000   \n",
       "2020-07-08 10:00:00-07:00         0.0       0.000  27.313080         0.000   \n",
       "2020-07-08 11:00:00-07:00         0.0       0.000  26.825409         0.000   \n",
       "2020-07-08 12:00:00-07:00         0.0       0.000  26.444031         0.000   \n",
       "2020-07-08 13:00:00-07:00         0.0       0.000  27.260040         0.000   \n",
       "2020-07-08 14:00:00-07:00         0.0       0.000  29.303650         0.000   \n",
       "2020-07-08 15:00:00-07:00         0.0       0.000  31.352783         0.000   \n",
       "2020-07-08 16:00:00-07:00         0.0       0.000  33.668762         0.000   \n",
       "2020-07-08 17:00:00-07:00         0.0       0.000  35.828827         0.000   \n",
       "2020-07-08 18:00:00-07:00         0.0       0.000  37.605011         0.000   \n",
       "\n",
       "                           wind_speed  \n",
       "2020-07-07 07:00:00-07:00    3.004241  \n",
       "2020-07-07 08:00:00-07:00    2.154739  \n",
       "2020-07-07 09:00:00-07:00    1.955028  \n",
       "2020-07-07 10:00:00-07:00    2.450006  \n",
       "2020-07-07 11:00:00-07:00    2.460474  \n",
       "2020-07-07 12:00:00-07:00    1.859047  \n",
       "2020-07-07 13:00:00-07:00    1.327246  \n",
       "2020-07-07 14:00:00-07:00    2.246631  \n",
       "2020-07-07 15:00:00-07:00    1.197391  \n",
       "2020-07-07 16:00:00-07:00    0.904570  \n",
       "2020-07-07 17:00:00-07:00    1.769658  \n",
       "2020-07-07 18:00:00-07:00    1.642616  \n",
       "2020-07-07 19:00:00-07:00    3.543937  \n",
       "2020-07-07 20:00:00-07:00    3.614991  \n",
       "2020-07-07 21:00:00-07:00    3.078160  \n",
       "2020-07-07 22:00:00-07:00    3.562849  \n",
       "2020-07-07 23:00:00-07:00    3.409787  \n",
       "2020-07-08 00:00:00-07:00    3.611049  \n",
       "2020-07-08 01:00:00-07:00    3.270375  \n",
       "2020-07-08 02:00:00-07:00    2.485183  \n",
       "2020-07-08 03:00:00-07:00    1.693322  \n",
       "2020-07-08 04:00:00-07:00    2.427338  \n",
       "2020-07-08 05:00:00-07:00    2.619202  \n",
       "2020-07-08 06:00:00-07:00    0.764988  \n",
       "2020-07-08 07:00:00-07:00    1.346719  \n",
       "2020-07-08 08:00:00-07:00    2.422302  \n",
       "2020-07-08 09:00:00-07:00    2.259604  \n",
       "2020-07-08 10:00:00-07:00    2.537088  \n",
       "2020-07-08 11:00:00-07:00    2.185249  \n",
       "2020-07-08 12:00:00-07:00    2.698605  \n",
       "2020-07-08 13:00:00-07:00    3.020949  \n",
       "2020-07-08 14:00:00-07:00    2.120684  \n",
       "2020-07-08 15:00:00-07:00    2.311299  \n",
       "2020-07-08 16:00:00-07:00    1.106405  \n",
       "2020-07-08 17:00:00-07:00    0.941395  \n",
       "2020-07-08 18:00:00-07:00    1.759356  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[sorted(data.columns)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## HRRR (ESRL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\forecast.py:803: UserWarning: HRRR_ESRL is an experimental model and is not always available.\n",
      "  warnings.warn('HRRR_ESRL is an experimental model and is not '\n"
     ]
    }
   ],
   "source": [
    "# NBVAL_SKIP\n",
    "fm = HRRR_ESRL()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# retrieve data\n",
    "# NBVAL_SKIP\n",
    "data = fm.get_processed_data(latitude, longitude, start, end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NBVAL_SKIP\n",
    "cloud_vars = ['total_clouds','high_clouds','mid_clouds','low_clouds']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# NBVAL_SKIP\n",
    "for varname in cloud_vars:\n",
    "    data[varname].plot(ls='-', linewidth=2)\n",
    "plt.ylabel('Cloud cover' + ' %')\n",
    "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n",
    "plt.title('HRRR_ESRL')\n",
    "plt.legend(bbox_to_anchor=(1.18,1.0));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NBVAL_SKIP\n",
    "data['ghi'].plot(linewidth=2, ls='-')\n",
    "plt.ylabel('GHI W/m**2')\n",
    "plt.xlabel('Forecast Time ('+str(data.index.tz)+')');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quick power calculation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ModelChain: \n",
       "  name: None\n",
       "  orientation_strategy: south_at_latitude_tilt\n",
       "  clearsky_model: ineichen\n",
       "  transposition_model: haydavies\n",
       "  solar_position_method: nrel_numpy\n",
       "  airmass_model: kastenyoung1989\n",
       "  dc_model: sapm\n",
       "  ac_model: snlinverter\n",
       "  aoi_model: sapm_aoi_loss\n",
       "  spectral_model: sapm_spectral_loss\n",
       "  temperature_model: sapm_temp\n",
       "  losses_model: no_extra_losses"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pvlib.pvsystem import PVSystem, retrieve_sam\n",
    "from pvlib.modelchain import ModelChain\n",
    "\n",
    "sandia_modules = retrieve_sam('SandiaMod')\n",
    "sapm_inverters = retrieve_sam('cecinverter')\n",
    "module = sandia_modules['Canadian_Solar_CS5P_220M___2009_']\n",
    "inverter = sapm_inverters['ABB__MICRO_0_25_I_OUTD_US_208__208V_']\n",
    "\n",
    "system = PVSystem(module_parameters=module,\n",
    "                  inverter_parameters=inverter)\n",
    "\n",
    "# fx is a common abbreviation for forecast\n",
    "fx_model = GFS()\n",
    "fx_data = fx_model.get_processed_data(latitude, longitude, start, end)\n",
    "\n",
    "# use a ModelChain object to calculate modeling intermediates\n",
    "mc = ModelChain(system, fx_model.location,\n",
    "                orientation_strategy='south_at_latitude_tilt')\n",
    "\n",
    "# extract relevant data for model chain\n",
    "mc.run_model(weather=fx_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "mc.total_irrad.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "mc.cell_temperature.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "mc.ac.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}