{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# 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": [ "/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/forecast.py:22: 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", " 'module, or the module may be separated into its own package.')\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", "try:\n", " import netCDF4\n", " from netCDF4 import num2date\n", "except ImportError:\n", " print('We suggest you install netCDF4 using conda rerun this cell')\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": [ "2018-08-09 00:00:00-07:00 2018-08-16 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 = 'US/Arizona'\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": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Total_cloud_cover_convective_cloud \\\n", "2018-08-09 09:00:00-07:00 0.0 \n", "2018-08-09 12:00:00-07:00 0.0 \n", "2018-08-09 15:00:00-07:00 0.0 \n", "2018-08-09 18:00:00-07:00 0.0 \n", "2018-08-09 21:00:00-07:00 0.0 \n", "2018-08-10 00:00:00-07:00 0.0 \n", "2018-08-10 03:00:00-07:00 0.0 \n", "2018-08-10 06:00:00-07:00 0.0 \n", "2018-08-10 09:00:00-07:00 0.0 \n", "2018-08-10 12:00:00-07:00 0.0 \n", "2018-08-10 15:00:00-07:00 0.0 \n", "2018-08-10 18:00:00-07:00 0.0 \n", "2018-08-10 21:00:00-07:00 0.0 \n", "2018-08-11 00:00:00-07:00 0.0 \n", "2018-08-11 03:00:00-07:00 0.0 \n", "2018-08-11 06:00:00-07:00 0.0 \n", "2018-08-11 09:00:00-07:00 0.0 \n", "2018-08-11 12:00:00-07:00 0.0 \n", "2018-08-11 15:00:00-07:00 0.0 \n", "2018-08-11 18:00:00-07:00 0.0 \n", "2018-08-11 21:00:00-07:00 0.0 \n", "2018-08-12 00:00:00-07:00 0.0 \n", "2018-08-12 03:00:00-07:00 73.0 \n", "2018-08-12 06:00:00-07:00 0.0 \n", "2018-08-12 09:00:00-07:00 0.0 \n", "2018-08-12 12:00:00-07:00 0.0 \n", "2018-08-12 15:00:00-07:00 0.0 \n", "2018-08-12 18:00:00-07:00 0.0 \n", "2018-08-12 21:00:00-07:00 0.0 \n", "2018-08-13 00:00:00-07:00 0.0 \n", "2018-08-13 03:00:00-07:00 0.0 \n", "2018-08-13 06:00:00-07:00 0.0 \n", "2018-08-13 09:00:00-07:00 0.0 \n", "2018-08-13 12:00:00-07:00 0.0 \n", "2018-08-13 15:00:00-07:00 0.0 \n", "2018-08-13 18:00:00-07:00 0.0 \n", "2018-08-13 21:00:00-07:00 0.0 \n", "2018-08-14 00:00:00-07:00 0.0 \n", "2018-08-14 03:00:00-07:00 0.0 \n", "2018-08-14 06:00:00-07:00 0.0 \n", "2018-08-14 09:00:00-07:00 0.0 \n", "2018-08-14 12:00:00-07:00 0.0 \n", "2018-08-14 15:00:00-07:00 0.0 \n", "2018-08-14 18:00:00-07:00 0.0 \n", "2018-08-14 21:00:00-07:00 0.0 \n", "2018-08-15 00:00:00-07:00 0.0 \n", "2018-08-15 03:00:00-07:00 0.0 \n", "2018-08-15 06:00:00-07:00 0.0 \n", "2018-08-15 09:00:00-07:00 0.0 \n", "2018-08-15 12:00:00-07:00 0.0 \n", "2018-08-15 15:00:00-07:00 0.0 \n", "2018-08-15 18:00:00-07:00 0.0 \n", "2018-08-15 21:00:00-07:00 0.0 \n", "2018-08-16 00:00:00-07:00 0.0 \n", "2018-08-16 03:00:00-07:00 0.0 \n", "2018-08-16 06:00:00-07:00 0.0 \n", "\n", " Wind_speed_gust_surface \\\n", "2018-08-09 09:00:00-07:00 5.715220 \n", "2018-08-09 12:00:00-07:00 4.304677 \n", "2018-08-09 15:00:00-07:00 1.700000 \n", "2018-08-09 18:00:00-07:00 1.766416 \n", "2018-08-09 21:00:00-07:00 3.803955 \n", "2018-08-10 00:00:00-07:00 4.839374 \n", "2018-08-10 03:00:00-07:00 4.889844 \n", "2018-08-10 06:00:00-07:00 2.621375 \n", "2018-08-10 09:00:00-07:00 2.730036 \n", "2018-08-10 12:00:00-07:00 3.130075 \n", "2018-08-10 15:00:00-07:00 2.753887 \n", "2018-08-10 18:00:00-07:00 1.096645 \n", "2018-08-10 21:00:00-07:00 1.435908 \n", "2018-08-11 00:00:00-07:00 1.801981 \n", "2018-08-11 03:00:00-07:00 3.163779 \n", "2018-08-11 06:00:00-07:00 4.424421 \n", "2018-08-11 09:00:00-07:00 2.239661 \n", "2018-08-11 12:00:00-07:00 0.910834 \n", "2018-08-11 15:00:00-07:00 1.724226 \n", "2018-08-11 18:00:00-07:00 2.551276 \n", "2018-08-11 21:00:00-07:00 2.431749 \n", "2018-08-12 00:00:00-07:00 3.533952 \n", "2018-08-12 03:00:00-07:00 5.745721 \n", "2018-08-12 06:00:00-07:00 4.400000 \n", "2018-08-12 09:00:00-07:00 2.031268 \n", "2018-08-12 12:00:00-07:00 1.622856 \n", "2018-08-12 15:00:00-07:00 4.232991 \n", "2018-08-12 18:00:00-07:00 5.482076 \n", "2018-08-12 21:00:00-07:00 3.520243 \n", "2018-08-13 00:00:00-07:00 2.533803 \n", "2018-08-13 03:00:00-07:00 1.929883 \n", "2018-08-13 06:00:00-07:00 0.553319 \n", "2018-08-13 09:00:00-07:00 0.933802 \n", "2018-08-13 12:00:00-07:00 1.082669 \n", "2018-08-13 15:00:00-07:00 1.122410 \n", "2018-08-13 18:00:00-07:00 1.189101 \n", "2018-08-13 21:00:00-07:00 1.856442 \n", "2018-08-14 00:00:00-07:00 2.177454 \n", "2018-08-14 03:00:00-07:00 5.295177 \n", "2018-08-14 06:00:00-07:00 3.813969 \n", "2018-08-14 09:00:00-07:00 2.023495 \n", "2018-08-14 12:00:00-07:00 1.210834 \n", "2018-08-14 15:00:00-07:00 1.345964 \n", "2018-08-14 18:00:00-07:00 2.168860 \n", "2018-08-14 21:00:00-07:00 3.214940 \n", "2018-08-15 00:00:00-07:00 3.483707 \n", "2018-08-15 03:00:00-07:00 2.888947 \n", "2018-08-15 06:00:00-07:00 4.436207 \n", "2018-08-15 09:00:00-07:00 5.521409 \n", "2018-08-15 12:00:00-07:00 3.029943 \n", "2018-08-15 15:00:00-07:00 1.937729 \n", "2018-08-15 18:00:00-07:00 2.588310 \n", "2018-08-15 21:00:00-07:00 2.654586 \n", "2018-08-16 00:00:00-07:00 4.035146 \n", "2018-08-16 03:00:00-07:00 6.012111 \n", "2018-08-16 06:00:00-07:00 8.371322 \n", "\n", " Total_cloud_cover_middle_cloud_Mixed_intervals_Average \\\n", "2018-08-09 09:00:00-07:00 39.0 \n", "2018-08-09 12:00:00-07:00 61.0 \n", "2018-08-09 15:00:00-07:00 19.0 \n", "2018-08-09 18:00:00-07:00 10.0 \n", "2018-08-09 21:00:00-07:00 3.0 \n", "2018-08-10 00:00:00-07:00 2.0 \n", "2018-08-10 03:00:00-07:00 1.0 \n", "2018-08-10 06:00:00-07:00 1.0 \n", "2018-08-10 09:00:00-07:00 7.0 \n", "2018-08-10 12:00:00-07:00 21.0 \n", "2018-08-10 15:00:00-07:00 1.0 \n", "2018-08-10 18:00:00-07:00 1.0 \n", "2018-08-10 21:00:00-07:00 0.0 \n", "2018-08-11 00:00:00-07:00 0.0 \n", "2018-08-11 03:00:00-07:00 1.0 \n", "2018-08-11 06:00:00-07:00 0.0 \n", "2018-08-11 09:00:00-07:00 0.0 \n", "2018-08-11 12:00:00-07:00 0.0 \n", "2018-08-11 15:00:00-07:00 0.0 \n", "2018-08-11 18:00:00-07:00 2.0 \n", "2018-08-11 21:00:00-07:00 1.0 \n", "2018-08-12 00:00:00-07:00 1.0 \n", "2018-08-12 03:00:00-07:00 7.0 \n", "2018-08-12 06:00:00-07:00 13.0 \n", "2018-08-12 09:00:00-07:00 1.0 \n", "2018-08-12 12:00:00-07:00 7.0 \n", "2018-08-12 15:00:00-07:00 0.0 \n", "2018-08-12 18:00:00-07:00 1.0 \n", "2018-08-12 21:00:00-07:00 1.0 \n", "2018-08-13 00:00:00-07:00 14.0 \n", "2018-08-13 03:00:00-07:00 5.0 \n", "2018-08-13 06:00:00-07:00 3.0 \n", "2018-08-13 09:00:00-07:00 0.0 \n", "2018-08-13 12:00:00-07:00 0.0 \n", "2018-08-13 15:00:00-07:00 0.0 \n", "2018-08-13 18:00:00-07:00 0.0 \n", "2018-08-13 21:00:00-07:00 0.0 \n", "2018-08-14 00:00:00-07:00 16.0 \n", "2018-08-14 03:00:00-07:00 9.0 \n", "2018-08-14 06:00:00-07:00 41.0 \n", "2018-08-14 09:00:00-07:00 1.0 \n", "2018-08-14 12:00:00-07:00 1.0 \n", "2018-08-14 15:00:00-07:00 0.0 \n", "2018-08-14 18:00:00-07:00 0.0 \n", "2018-08-14 21:00:00-07:00 1.0 \n", "2018-08-15 00:00:00-07:00 20.0 \n", "2018-08-15 03:00:00-07:00 47.0 \n", "2018-08-15 06:00:00-07:00 24.0 \n", "2018-08-15 09:00:00-07:00 14.0 \n", "2018-08-15 12:00:00-07:00 11.0 \n", "2018-08-15 15:00:00-07:00 54.0 \n", "2018-08-15 18:00:00-07:00 32.0 \n", "2018-08-15 21:00:00-07:00 0.0 \n", "2018-08-16 00:00:00-07:00 0.0 \n", "2018-08-16 03:00:00-07:00 15.0 \n", "2018-08-16 06:00:00-07:00 NaN \n", "\n", " Total_cloud_cover_high_cloud_Mixed_intervals_Average \\\n", "2018-08-09 09:00:00-07:00 97.0 \n", "2018-08-09 12:00:00-07:00 98.0 \n", "2018-08-09 15:00:00-07:00 99.0 \n", "2018-08-09 18:00:00-07:00 100.0 \n", "2018-08-09 21:00:00-07:00 100.0 \n", "2018-08-10 00:00:00-07:00 100.0 \n", "2018-08-10 03:00:00-07:00 100.0 \n", "2018-08-10 06:00:00-07:00 99.0 \n", "2018-08-10 09:00:00-07:00 39.0 \n", "2018-08-10 12:00:00-07:00 53.0 \n", "2018-08-10 15:00:00-07:00 93.0 \n", "2018-08-10 18:00:00-07:00 96.0 \n", "2018-08-10 21:00:00-07:00 100.0 \n", "2018-08-11 00:00:00-07:00 100.0 \n", "2018-08-11 03:00:00-07:00 65.0 \n", "2018-08-11 06:00:00-07:00 83.0 \n", "2018-08-11 09:00:00-07:00 100.0 \n", "2018-08-11 12:00:00-07:00 100.0 \n", "2018-08-11 15:00:00-07:00 88.0 \n", "2018-08-11 18:00:00-07:00 81.0 \n", "2018-08-11 21:00:00-07:00 92.0 \n", "2018-08-12 00:00:00-07:00 94.0 \n", "2018-08-12 03:00:00-07:00 93.0 \n", "2018-08-12 06:00:00-07:00 96.0 \n", "2018-08-12 09:00:00-07:00 100.0 \n", "2018-08-12 12:00:00-07:00 100.0 \n", "2018-08-12 15:00:00-07:00 98.0 \n", "2018-08-12 18:00:00-07:00 99.0 \n", "2018-08-12 21:00:00-07:00 100.0 \n", "2018-08-13 00:00:00-07:00 78.0 \n", "2018-08-13 03:00:00-07:00 1.0 \n", "2018-08-13 06:00:00-07:00 0.0 \n", "2018-08-13 09:00:00-07:00 0.0 \n", "2018-08-13 12:00:00-07:00 0.0 \n", "2018-08-13 15:00:00-07:00 8.0 \n", "2018-08-13 18:00:00-07:00 6.0 \n", "2018-08-13 21:00:00-07:00 1.0 \n", "2018-08-14 00:00:00-07:00 2.0 \n", "2018-08-14 03:00:00-07:00 2.0 \n", "2018-08-14 06:00:00-07:00 3.0 \n", "2018-08-14 09:00:00-07:00 2.0 \n", "2018-08-14 12:00:00-07:00 1.0 \n", "2018-08-14 15:00:00-07:00 0.0 \n", "2018-08-14 18:00:00-07:00 0.0 \n", "2018-08-14 21:00:00-07:00 2.0 \n", "2018-08-15 00:00:00-07:00 0.0 \n", "2018-08-15 03:00:00-07:00 0.0 \n", "2018-08-15 06:00:00-07:00 0.0 \n", "2018-08-15 09:00:00-07:00 41.0 \n", "2018-08-15 12:00:00-07:00 71.0 \n", "2018-08-15 15:00:00-07:00 48.0 \n", "2018-08-15 18:00:00-07:00 30.0 \n", "2018-08-15 21:00:00-07:00 13.0 \n", "2018-08-16 00:00:00-07:00 8.0 \n", "2018-08-16 03:00:00-07:00 1.0 \n", "2018-08-16 06:00:00-07:00 33.0 \n", "\n", " Temperature_surface \\\n", "2018-08-09 09:00:00-07:00 300.038635 \n", "2018-08-09 12:00:00-07:00 298.638611 \n", "2018-08-09 15:00:00-07:00 305.569763 \n", "2018-08-09 18:00:00-07:00 320.767487 \n", "2018-08-09 21:00:00-07:00 321.914948 \n", "2018-08-10 00:00:00-07:00 309.660583 \n", "2018-08-10 03:00:00-07:00 300.765717 \n", "2018-08-10 06:00:00-07:00 298.734924 \n", "2018-08-10 09:00:00-07:00 297.765808 \n", "2018-08-10 12:00:00-07:00 297.183380 \n", "2018-08-10 15:00:00-07:00 305.612122 \n", "2018-08-10 18:00:00-07:00 323.912109 \n", "2018-08-10 21:00:00-07:00 322.641449 \n", "2018-08-11 00:00:00-07:00 313.977600 \n", "2018-08-11 03:00:00-07:00 302.229401 \n", "2018-08-11 06:00:00-07:00 300.893127 \n", "2018-08-11 09:00:00-07:00 299.341492 \n", "2018-08-11 12:00:00-07:00 297.772461 \n", "2018-08-11 15:00:00-07:00 307.331635 \n", "2018-08-11 18:00:00-07:00 322.295105 \n", "2018-08-11 21:00:00-07:00 324.604889 \n", "2018-08-12 00:00:00-07:00 313.946472 \n", "2018-08-12 03:00:00-07:00 302.344086 \n", "2018-08-12 06:00:00-07:00 300.121582 \n", "2018-08-12 09:00:00-07:00 299.321564 \n", "2018-08-12 12:00:00-07:00 297.964691 \n", "2018-08-12 15:00:00-07:00 305.230225 \n", "2018-08-12 18:00:00-07:00 319.233856 \n", "2018-08-12 21:00:00-07:00 320.584778 \n", "2018-08-13 00:00:00-07:00 315.005310 \n", "2018-08-13 03:00:00-07:00 302.719299 \n", "2018-08-13 06:00:00-07:00 300.482117 \n", "2018-08-13 09:00:00-07:00 298.812897 \n", "2018-08-13 12:00:00-07:00 297.521545 \n", "2018-08-13 15:00:00-07:00 308.692261 \n", "2018-08-13 18:00:00-07:00 324.976562 \n", "2018-08-13 21:00:00-07:00 326.910645 \n", "2018-08-14 00:00:00-07:00 314.865021 \n", "2018-08-14 03:00:00-07:00 304.146118 \n", "2018-08-14 06:00:00-07:00 303.807770 \n", "2018-08-14 09:00:00-07:00 300.122620 \n", "2018-08-14 12:00:00-07:00 298.319336 \n", "2018-08-14 15:00:00-07:00 308.628540 \n", "2018-08-14 18:00:00-07:00 324.404510 \n", "2018-08-14 21:00:00-07:00 326.309570 \n", "2018-08-15 00:00:00-07:00 313.737579 \n", "2018-08-15 03:00:00-07:00 303.722351 \n", "2018-08-15 06:00:00-07:00 301.977295 \n", "2018-08-15 09:00:00-07:00 300.111938 \n", "2018-08-15 12:00:00-07:00 298.853943 \n", "2018-08-15 15:00:00-07:00 304.253876 \n", "2018-08-15 18:00:00-07:00 322.773743 \n", "2018-08-15 21:00:00-07:00 325.346924 \n", "2018-08-16 00:00:00-07:00 315.400024 \n", "2018-08-16 03:00:00-07:00 303.467957 \n", "2018-08-16 06:00:00-07:00 301.240814 \n", "\n", " Downward_Short-Wave_Radiation_Flux_surface_Mixed_intervals_Average \\\n", "2018-08-09 09:00:00-07:00 0.0 \n", "2018-08-09 12:00:00-07:00 0.0 \n", "2018-08-09 15:00:00-07:00 100.0 \n", "2018-08-09 18:00:00-07:00 365.0 \n", "2018-08-09 21:00:00-07:00 780.0 \n", "2018-08-10 00:00:00-07:00 639.0 \n", "2018-08-10 03:00:00-07:00 98.0 \n", "2018-08-10 06:00:00-07:00 49.0 \n", "2018-08-10 09:00:00-07:00 0.0 \n", "2018-08-10 12:00:00-07:00 0.0 \n", "2018-08-10 15:00:00-07:00 120.0 \n", "2018-08-10 18:00:00-07:00 384.0 \n", "2018-08-10 21:00:00-07:00 850.0 \n", "2018-08-11 00:00:00-07:00 696.0 \n", "2018-08-11 03:00:00-07:00 116.0 \n", "2018-08-11 06:00:00-07:00 58.0 \n", "2018-08-11 09:00:00-07:00 0.0 \n", "2018-08-11 12:00:00-07:00 0.0 \n", "2018-08-11 15:00:00-07:00 110.0 \n", "2018-08-11 18:00:00-07:00 389.0 \n", "2018-08-11 21:00:00-07:00 900.0 \n", "2018-08-12 00:00:00-07:00 745.0 \n", "2018-08-12 03:00:00-07:00 83.0 \n", "2018-08-12 06:00:00-07:00 41.0 \n", "2018-08-12 09:00:00-07:00 0.0 \n", "2018-08-12 12:00:00-07:00 0.0 \n", "2018-08-12 15:00:00-07:00 110.0 \n", "2018-08-12 18:00:00-07:00 373.0 \n", "2018-08-12 21:00:00-07:00 840.0 \n", "2018-08-13 00:00:00-07:00 702.0 \n", "2018-08-13 03:00:00-07:00 124.0 \n", "2018-08-13 06:00:00-07:00 62.0 \n", "2018-08-13 09:00:00-07:00 0.0 \n", "2018-08-13 12:00:00-07:00 0.0 \n", "2018-08-13 15:00:00-07:00 130.0 \n", "2018-08-13 18:00:00-07:00 413.0 \n", "2018-08-13 21:00:00-07:00 950.0 \n", "2018-08-14 00:00:00-07:00 767.0 \n", "2018-08-14 03:00:00-07:00 113.0 \n", "2018-08-14 06:00:00-07:00 56.0 \n", "2018-08-14 09:00:00-07:00 0.0 \n", "2018-08-14 12:00:00-07:00 0.0 \n", "2018-08-14 15:00:00-07:00 130.0 \n", "2018-08-14 18:00:00-07:00 408.0 \n", "2018-08-14 21:00:00-07:00 950.0 \n", "2018-08-15 00:00:00-07:00 753.0 \n", "2018-08-15 03:00:00-07:00 42.0 \n", "2018-08-15 06:00:00-07:00 21.0 \n", "2018-08-15 09:00:00-07:00 0.0 \n", "2018-08-15 12:00:00-07:00 0.0 \n", "2018-08-15 15:00:00-07:00 70.0 \n", "2018-08-15 18:00:00-07:00 359.0 \n", "2018-08-15 21:00:00-07:00 950.0 \n", "2018-08-16 00:00:00-07:00 813.0 \n", "2018-08-16 03:00:00-07:00 108.0 \n", "2018-08-16 06:00:00-07:00 54.0 \n", "\n", " Total_cloud_cover_entire_atmosphere_Mixed_intervals_Average \\\n", "2018-08-09 09:00:00-07:00 97.0 \n", "2018-08-09 12:00:00-07:00 98.0 \n", "2018-08-09 15:00:00-07:00 99.0 \n", "2018-08-09 18:00:00-07:00 100.0 \n", "2018-08-09 21:00:00-07:00 100.0 \n", "2018-08-10 00:00:00-07:00 100.0 \n", "2018-08-10 03:00:00-07:00 100.0 \n", "2018-08-10 06:00:00-07:00 99.0 \n", "2018-08-10 09:00:00-07:00 46.0 \n", "2018-08-10 12:00:00-07:00 61.0 \n", "2018-08-10 15:00:00-07:00 93.0 \n", "2018-08-10 18:00:00-07:00 96.0 \n", "2018-08-10 21:00:00-07:00 100.0 \n", "2018-08-11 00:00:00-07:00 100.0 \n", "2018-08-11 03:00:00-07:00 66.0 \n", "2018-08-11 06:00:00-07:00 83.0 \n", "2018-08-11 09:00:00-07:00 100.0 \n", "2018-08-11 12:00:00-07:00 100.0 \n", "2018-08-11 15:00:00-07:00 88.0 \n", "2018-08-11 18:00:00-07:00 81.0 \n", "2018-08-11 21:00:00-07:00 92.0 \n", "2018-08-12 00:00:00-07:00 95.0 \n", "2018-08-12 03:00:00-07:00 96.0 \n", "2018-08-12 06:00:00-07:00 98.0 \n", "2018-08-12 09:00:00-07:00 100.0 \n", "2018-08-12 12:00:00-07:00 100.0 \n", "2018-08-12 15:00:00-07:00 98.0 \n", "2018-08-12 18:00:00-07:00 99.0 \n", "2018-08-12 21:00:00-07:00 100.0 \n", "2018-08-13 00:00:00-07:00 83.0 \n", "2018-08-13 03:00:00-07:00 8.0 \n", "2018-08-13 06:00:00-07:00 4.0 \n", "2018-08-13 09:00:00-07:00 0.0 \n", "2018-08-13 12:00:00-07:00 0.0 \n", "2018-08-13 15:00:00-07:00 7.0 \n", "2018-08-13 18:00:00-07:00 5.0 \n", "2018-08-13 21:00:00-07:00 3.0 \n", "2018-08-14 00:00:00-07:00 16.0 \n", "2018-08-14 03:00:00-07:00 11.0 \n", "2018-08-14 06:00:00-07:00 43.0 \n", "2018-08-14 09:00:00-07:00 4.0 \n", "2018-08-14 12:00:00-07:00 2.0 \n", "2018-08-14 15:00:00-07:00 1.0 \n", "2018-08-14 18:00:00-07:00 1.0 \n", "2018-08-14 21:00:00-07:00 2.0 \n", "2018-08-15 00:00:00-07:00 20.0 \n", "2018-08-15 03:00:00-07:00 47.0 \n", "2018-08-15 06:00:00-07:00 25.0 \n", "2018-08-15 09:00:00-07:00 51.0 \n", "2018-08-15 12:00:00-07:00 76.0 \n", "2018-08-15 15:00:00-07:00 81.0 \n", "2018-08-15 18:00:00-07:00 52.0 \n", "2018-08-15 21:00:00-07:00 14.0 \n", "2018-08-16 00:00:00-07:00 8.0 \n", "2018-08-16 03:00:00-07:00 16.0 \n", "2018-08-16 06:00:00-07:00 43.0 \n", "\n", " Total_cloud_cover_boundary_layer_cloud_Mixed_intervals_Average \\\n", "2018-08-09 09:00:00-07:00 0.0 \n", "2018-08-09 12:00:00-07:00 0.0 \n", "2018-08-09 15:00:00-07:00 0.0 \n", "2018-08-09 18:00:00-07:00 0.0 \n", "2018-08-09 21:00:00-07:00 0.0 \n", "2018-08-10 00:00:00-07:00 0.0 \n", "2018-08-10 03:00:00-07:00 0.0 \n", "2018-08-10 06:00:00-07:00 0.0 \n", "2018-08-10 09:00:00-07:00 0.0 \n", "2018-08-10 12:00:00-07:00 0.0 \n", "2018-08-10 15:00:00-07:00 0.0 \n", "2018-08-10 18:00:00-07:00 0.0 \n", "2018-08-10 21:00:00-07:00 0.0 \n", "2018-08-11 00:00:00-07:00 0.0 \n", "2018-08-11 03:00:00-07:00 0.0 \n", "2018-08-11 06:00:00-07:00 0.0 \n", "2018-08-11 09:00:00-07:00 0.0 \n", "2018-08-11 12:00:00-07:00 0.0 \n", "2018-08-11 15:00:00-07:00 0.0 \n", "2018-08-11 18:00:00-07:00 0.0 \n", "2018-08-11 21:00:00-07:00 0.0 \n", "2018-08-12 00:00:00-07:00 0.0 \n", "2018-08-12 03:00:00-07:00 0.0 \n", "2018-08-12 06:00:00-07:00 0.0 \n", "2018-08-12 09:00:00-07:00 0.0 \n", "2018-08-12 12:00:00-07:00 0.0 \n", "2018-08-12 15:00:00-07:00 0.0 \n", "2018-08-12 18:00:00-07:00 0.0 \n", "2018-08-12 21:00:00-07:00 0.0 \n", "2018-08-13 00:00:00-07:00 0.0 \n", "2018-08-13 03:00:00-07:00 0.0 \n", "2018-08-13 06:00:00-07:00 0.0 \n", "2018-08-13 09:00:00-07:00 0.0 \n", "2018-08-13 12:00:00-07:00 0.0 \n", "2018-08-13 15:00:00-07:00 0.0 \n", "2018-08-13 18:00:00-07:00 0.0 \n", "2018-08-13 21:00:00-07:00 0.0 \n", "2018-08-14 00:00:00-07:00 0.0 \n", "2018-08-14 03:00:00-07:00 0.0 \n", "2018-08-14 06:00:00-07:00 0.0 \n", "2018-08-14 09:00:00-07:00 0.0 \n", "2018-08-14 12:00:00-07:00 0.0 \n", "2018-08-14 15:00:00-07:00 0.0 \n", "2018-08-14 18:00:00-07:00 0.0 \n", "2018-08-14 21:00:00-07:00 0.0 \n", "2018-08-15 00:00:00-07:00 0.0 \n", "2018-08-15 03:00:00-07:00 0.0 \n", "2018-08-15 06:00:00-07:00 0.0 \n", "2018-08-15 09:00:00-07:00 0.0 \n", "2018-08-15 12:00:00-07:00 0.0 \n", "2018-08-15 15:00:00-07:00 0.0 \n", "2018-08-15 18:00:00-07:00 0.0 \n", "2018-08-15 21:00:00-07:00 0.0 \n", "2018-08-16 00:00:00-07:00 0.0 \n", "2018-08-16 03:00:00-07:00 0.0 \n", "2018-08-16 06:00:00-07:00 0.0 \n", "\n", " Total_cloud_cover_low_cloud_Mixed_intervals_Average \\\n", "2018-08-09 09:00:00-07:00 0.0 \n", "2018-08-09 12:00:00-07:00 0.0 \n", "2018-08-09 15:00:00-07:00 0.0 \n", "2018-08-09 18:00:00-07:00 0.0 \n", "2018-08-09 21:00:00-07:00 0.0 \n", "2018-08-10 00:00:00-07:00 7.0 \n", "2018-08-10 03:00:00-07:00 0.0 \n", "2018-08-10 06:00:00-07:00 0.0 \n", "2018-08-10 09:00:00-07:00 1.0 \n", "2018-08-10 12:00:00-07:00 1.0 \n", "2018-08-10 15:00:00-07:00 0.0 \n", "2018-08-10 18:00:00-07:00 0.0 \n", "2018-08-10 21:00:00-07:00 11.0 \n", "2018-08-11 00:00:00-07:00 14.0 \n", "2018-08-11 03:00:00-07:00 0.0 \n", "2018-08-11 06:00:00-07:00 0.0 \n", "2018-08-11 09:00:00-07:00 0.0 \n", "2018-08-11 12:00:00-07:00 0.0 \n", "2018-08-11 15:00:00-07:00 0.0 \n", "2018-08-11 18:00:00-07:00 0.0 \n", "2018-08-11 21:00:00-07:00 0.0 \n", "2018-08-12 00:00:00-07:00 2.0 \n", "2018-08-12 03:00:00-07:00 51.0 \n", "2018-08-12 06:00:00-07:00 28.0 \n", "2018-08-12 09:00:00-07:00 0.0 \n", "2018-08-12 12:00:00-07:00 0.0 \n", "2018-08-12 15:00:00-07:00 0.0 \n", "2018-08-12 18:00:00-07:00 0.0 \n", "2018-08-12 21:00:00-07:00 17.0 \n", "2018-08-13 00:00:00-07:00 21.0 \n", "2018-08-13 03:00:00-07:00 1.0 \n", "2018-08-13 06:00:00-07:00 0.0 \n", "2018-08-13 09:00:00-07:00 0.0 \n", "2018-08-13 12:00:00-07:00 0.0 \n", "2018-08-13 15:00:00-07:00 0.0 \n", "2018-08-13 18:00:00-07:00 0.0 \n", "2018-08-13 21:00:00-07:00 0.0 \n", "2018-08-14 00:00:00-07:00 0.0 \n", "2018-08-14 03:00:00-07:00 0.0 \n", "2018-08-14 06:00:00-07:00 0.0 \n", "2018-08-14 09:00:00-07:00 0.0 \n", "2018-08-14 12:00:00-07:00 0.0 \n", "2018-08-14 15:00:00-07:00 0.0 \n", "2018-08-14 18:00:00-07:00 0.0 \n", "2018-08-14 21:00:00-07:00 0.0 \n", "2018-08-15 00:00:00-07:00 0.0 \n", "2018-08-15 03:00:00-07:00 0.0 \n", "2018-08-15 06:00:00-07:00 0.0 \n", "2018-08-15 09:00:00-07:00 0.0 \n", "2018-08-15 12:00:00-07:00 0.0 \n", "2018-08-15 15:00:00-07:00 0.0 \n", "2018-08-15 18:00:00-07:00 0.0 \n", "2018-08-15 21:00:00-07:00 0.0 \n", "2018-08-16 00:00:00-07:00 0.0 \n", "2018-08-16 03:00:00-07:00 0.0 \n", "2018-08-16 06:00:00-07:00 11.0 \n", "\n", " u-component_of_wind_isobaric \\\n", "2018-08-09 09:00:00-07:00 -0.439783 \n", "2018-08-09 12:00:00-07:00 -1.883047 \n", "2018-08-09 15:00:00-07:00 -0.179326 \n", "2018-08-09 18:00:00-07:00 -1.141008 \n", "2018-08-09 21:00:00-07:00 -2.367295 \n", "2018-08-10 00:00:00-07:00 -4.172895 \n", "2018-08-10 03:00:00-07:00 -3.702148 \n", "2018-08-10 06:00:00-07:00 -1.568645 \n", "2018-08-10 09:00:00-07:00 -2.061804 \n", "2018-08-10 12:00:00-07:00 -2.382952 \n", "2018-08-10 15:00:00-07:00 -2.364131 \n", "2018-08-10 18:00:00-07:00 -0.762131 \n", "2018-08-10 21:00:00-07:00 0.521658 \n", "2018-08-11 00:00:00-07:00 2.399853 \n", "2018-08-11 03:00:00-07:00 3.205693 \n", "2018-08-11 06:00:00-07:00 2.813052 \n", "2018-08-11 09:00:00-07:00 2.102734 \n", "2018-08-11 12:00:00-07:00 -0.339336 \n", "2018-08-11 15:00:00-07:00 0.319805 \n", "2018-08-11 18:00:00-07:00 -1.089751 \n", "2018-08-11 21:00:00-07:00 0.237634 \n", "2018-08-12 00:00:00-07:00 -0.586021 \n", "2018-08-12 03:00:00-07:00 0.103159 \n", "2018-08-12 06:00:00-07:00 0.590303 \n", "2018-08-12 09:00:00-07:00 -0.497507 \n", "2018-08-12 12:00:00-07:00 -1.583899 \n", "2018-08-12 15:00:00-07:00 -2.767295 \n", "2018-08-12 18:00:00-07:00 -4.223706 \n", "2018-08-12 21:00:00-07:00 -1.949231 \n", "2018-08-13 00:00:00-07:00 -0.402651 \n", "2018-08-13 03:00:00-07:00 1.953621 \n", "2018-08-13 06:00:00-07:00 0.434063 \n", "2018-08-13 09:00:00-07:00 0.943799 \n", "2018-08-13 12:00:00-07:00 -1.013611 \n", "2018-08-13 15:00:00-07:00 -0.673120 \n", "2018-08-13 18:00:00-07:00 0.019458 \n", "2018-08-13 21:00:00-07:00 0.895701 \n", "2018-08-14 00:00:00-07:00 2.610271 \n", "2018-08-14 03:00:00-07:00 3.858083 \n", "2018-08-14 06:00:00-07:00 -3.479668 \n", "2018-08-14 09:00:00-07:00 -0.724624 \n", "2018-08-14 12:00:00-07:00 -0.729763 \n", "2018-08-14 15:00:00-07:00 -1.251416 \n", "2018-08-14 18:00:00-07:00 -0.564993 \n", "2018-08-14 21:00:00-07:00 1.492632 \n", "2018-08-15 00:00:00-07:00 0.936924 \n", "2018-08-15 03:00:00-07:00 2.806019 \n", "2018-08-15 06:00:00-07:00 4.300133 \n", "2018-08-15 09:00:00-07:00 2.120156 \n", "2018-08-15 12:00:00-07:00 0.820999 \n", "2018-08-15 15:00:00-07:00 1.407324 \n", "2018-08-15 18:00:00-07:00 1.540002 \n", "2018-08-15 21:00:00-07:00 2.246978 \n", "2018-08-16 00:00:00-07:00 2.003013 \n", "2018-08-16 03:00:00-07:00 4.268049 \n", "2018-08-16 06:00:00-07:00 6.131931 \n", "\n", " v-component_of_wind_isobaric \n", "2018-08-09 09:00:00-07:00 3.809314 \n", "2018-08-09 12:00:00-07:00 1.786572 \n", "2018-08-09 15:00:00-07:00 -1.160732 \n", "2018-08-09 18:00:00-07:00 -0.534443 \n", "2018-08-09 21:00:00-07:00 1.117080 \n", "2018-08-10 00:00:00-07:00 4.635974 \n", "2018-08-10 03:00:00-07:00 1.959949 \n", "2018-08-10 06:00:00-07:00 1.960842 \n", "2018-08-10 09:00:00-07:00 1.810159 \n", "2018-08-10 12:00:00-07:00 1.770305 \n", "2018-08-10 15:00:00-07:00 0.883418 \n", "2018-08-10 18:00:00-07:00 -0.493013 \n", "2018-08-10 21:00:00-07:00 -1.584724 \n", "2018-08-11 00:00:00-07:00 -0.982275 \n", "2018-08-11 03:00:00-07:00 0.200100 \n", "2018-08-11 06:00:00-07:00 -2.643242 \n", "2018-08-11 09:00:00-07:00 -0.506802 \n", "2018-08-11 12:00:00-07:00 -0.783552 \n", "2018-08-11 15:00:00-07:00 -1.349465 \n", "2018-08-11 18:00:00-07:00 -2.562175 \n", "2018-08-11 21:00:00-07:00 -3.639753 \n", "2018-08-12 00:00:00-07:00 -3.830896 \n", "2018-08-12 03:00:00-07:00 5.063750 \n", "2018-08-12 06:00:00-07:00 3.697109 \n", "2018-08-12 09:00:00-07:00 1.808472 \n", "2018-08-12 12:00:00-07:00 0.217837 \n", "2018-08-12 15:00:00-07:00 0.556606 \n", "2018-08-12 18:00:00-07:00 1.556448 \n", "2018-08-12 21:00:00-07:00 2.018655 \n", "2018-08-13 00:00:00-07:00 1.397710 \n", "2018-08-13 03:00:00-07:00 0.025042 \n", "2018-08-13 06:00:00-07:00 -0.291292 \n", "2018-08-13 09:00:00-07:00 0.229775 \n", "2018-08-13 12:00:00-07:00 -0.481719 \n", "2018-08-13 15:00:00-07:00 0.919268 \n", "2018-08-13 18:00:00-07:00 -1.174990 \n", "2018-08-13 21:00:00-07:00 -1.862810 \n", "2018-08-14 00:00:00-07:00 -1.985769 \n", "2018-08-14 03:00:00-07:00 -2.168022 \n", "2018-08-14 06:00:00-07:00 0.235786 \n", "2018-08-14 09:00:00-07:00 1.922969 \n", "2018-08-14 12:00:00-07:00 0.965642 \n", "2018-08-14 15:00:00-07:00 0.259319 \n", "2018-08-14 18:00:00-07:00 -1.919937 \n", "2018-08-14 21:00:00-07:00 -3.740396 \n", "2018-08-15 00:00:00-07:00 -2.716035 \n", "2018-08-15 03:00:00-07:00 -0.109397 \n", "2018-08-15 06:00:00-07:00 0.330762 \n", "2018-08-15 09:00:00-07:00 4.223972 \n", "2018-08-15 12:00:00-07:00 2.907007 \n", "2018-08-15 15:00:00-07:00 1.463635 \n", "2018-08-15 18:00:00-07:00 -2.288005 \n", "2018-08-15 21:00:00-07:00 -3.460466 \n", "2018-08-16 00:00:00-07:00 -4.993906 \n", "2018-08-16 03:00:00-07:00 2.852856 \n", "2018-08-16 06:00:00-07:00 NaN " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "data = fm.process_data(data)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "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+liujordan')\n", "ax.set_ylabel('ghi')\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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+liujordan')\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": [ "
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temp_airwind_speedghidnidhitotal_cloudslow_cloudsmid_cloudshigh_clouds
2018-08-09 09:00:00-07:0026.8886413.834616221.51960512.667699213.37593197.00.039.097.0
2018-08-09 12:00:00-07:0025.4886172.595709345.19482719.253380326.86069998.00.061.098.0
2018-08-09 15:00:00-07:0032.4197691.174503272.39678215.332687260.31196199.00.019.099.0
2018-08-09 18:00:00-07:0047.6174931.25997257.9104610.00000057.910461100.00.010.0100.0
2018-08-09 21:00:00-07:0048.7649542.6176240.0000000.0000000.000000100.00.03.0100.0
2018-08-10 00:00:00-07:0036.5105906.2374120.0000000.0000000.000000100.07.02.0100.0
2018-08-10 03:00:00-07:0027.6157234.1889500.0000000.0000000.000000100.00.01.0100.0
2018-08-10 06:00:00-07:0025.5849302.5110851.7643500.0000001.76435099.00.01.099.0
2018-08-10 09:00:00-07:0024.6158142.743668418.970435203.844109288.22944746.01.07.039.0
2018-08-10 12:00:00-07:0024.0333862.968575572.892106107.066170471.08828561.01.021.053.0
2018-08-10 15:00:00-07:0032.4621282.523795301.23575221.403320284.40982693.00.01.093.0
2018-08-10 18:00:00-07:0050.7621150.90769260.9880440.00000060.98804496.00.01.096.0
2018-08-10 21:00:00-07:0049.4914551.6683760.0000000.0000000.000000100.011.00.0100.0
2018-08-11 00:00:00-07:0040.8276062.5930990.0000000.0000000.000000100.014.00.0100.0
2018-08-11 03:00:00-07:0029.0794073.2119320.0000000.0000000.00000066.00.01.065.0
2018-08-11 06:00:00-07:0027.7431343.8600502.0073060.0000002.00730683.00.00.083.0
2018-08-11 09:00:00-07:0026.1914982.162947208.5386979.377919202.538056100.00.00.0100.0
2018-08-11 12:00:00-07:0024.6224670.853875331.65100417.836193314.717284100.00.00.0100.0
2018-08-11 15:00:00-07:0034.1816411.386842324.92002128.353480302.68998388.00.00.088.0
2018-08-11 18:00:00-07:0049.1451112.78429575.2299870.00000075.22998781.00.02.081.0
2018-08-11 21:00:00-07:0051.4548953.6475020.0000000.0000000.00000092.00.01.092.0
2018-08-12 00:00:00-07:0040.7964783.8754590.0000000.0000000.00000095.02.01.094.0
2018-08-12 03:00:00-07:0029.1940925.0648000.0000000.0000000.00000096.051.07.093.0
2018-08-12 06:00:00-07:0026.9715883.7439381.3843170.0000001.38431798.028.013.096.0
2018-08-12 09:00:00-07:0026.1715701.875655207.8859979.283648201.959831100.00.01.0100.0
2018-08-12 12:00:00-07:0024.8146971.598809331.03840617.804632314.161177100.00.07.0100.0
2018-08-12 15:00:00-07:0032.0802312.822717274.64159915.997900262.13346898.00.00.098.0
2018-08-12 18:00:00-07:0046.0838624.50135855.4340720.00000055.43407299.00.01.099.0
2018-08-12 21:00:00-07:0047.4347842.8061480.0000000.0000000.000000100.017.01.0100.0
2018-08-13 00:00:00-07:0041.8553161.4545520.0000000.0000000.00000083.021.014.078.0
2018-08-13 03:00:00-07:0029.5693051.9537810.0000000.0000000.0000008.01.05.01.0
2018-08-13 06:00:00-07:0027.3321230.5227443.2263080.0000003.2263084.00.03.00.0
2018-08-13 09:00:00-07:0025.6629030.971367592.080551727.380481128.8821540.00.00.00.0
2018-08-13 12:00:00-07:0024.3715521.122257944.030971724.595958258.2883950.00.00.00.0
2018-08-13 15:00:00-07:0035.5422671.139361719.641612628.823994229.3965717.00.00.08.0
2018-08-13 18:00:00-07:0051.8265691.175151147.106335311.55887774.2318235.00.00.06.0
2018-08-13 21:00:00-07:0053.7606512.0669640.0000000.0000000.0000003.00.00.01.0
2018-08-14 00:00:00-07:0041.7150273.2797550.0000000.0000000.00000016.00.016.02.0
2018-08-14 03:00:00-07:0030.9961244.4255090.0000000.0000000.00000011.00.09.02.0
2018-08-14 06:00:00-07:0030.6577763.4876472.0570030.0000002.05700343.00.041.03.0
2018-08-14 09:00:00-07:0026.9726262.054967574.841330669.482804149.5552944.00.01.02.0
2018-08-14 12:00:00-07:0025.1693421.210380929.945729685.659657282.1327962.00.01.01.0
2018-08-14 15:00:00-07:0035.4785461.278002746.348636724.349553183.3003841.00.00.00.0
2018-08-14 18:00:00-07:0051.2545172.001343147.574866330.79654771.2986021.00.00.00.0
2018-08-14 21:00:00-07:0053.1595764.0272210.0000000.0000000.0000002.00.01.02.0
2018-08-15 00:00:00-07:0040.5875852.8730950.0000000.0000000.00000020.00.020.00.0
2018-08-15 03:00:00-07:0030.5723572.8081510.0000000.0000000.00000047.00.047.00.0
2018-08-15 06:00:00-07:0028.8273014.3128362.0436710.0000002.04367125.00.024.00.0
2018-08-15 09:00:00-07:0026.9619454.726204393.262816167.858691286.89565151.00.014.041.0
2018-08-15 12:00:00-07:0025.7039493.020716475.79839352.988643425.82049576.00.011.071.0
2018-08-15 15:00:00-07:0031.1038822.030465354.38846141.547414322.19164681.00.054.048.0
2018-08-15 18:00:00-07:0049.6237492.75800295.97336358.17374182.75680952.00.032.030.0
2018-08-15 21:00:00-07:0052.1969304.1259830.0000000.0000000.00000014.00.00.013.0
2018-08-16 00:00:00-07:0042.2500315.3806280.0000000.0000000.0000008.00.00.08.0
2018-08-16 03:00:00-07:0030.3179635.1337160.0000000.0000000.00000016.00.015.01.0
2018-08-16 06:00:00-07:0028.090820NaN1.5047350.0000001.50473543.011.0NaN33.0
\n", "
" ], "text/plain": [ " temp_air wind_speed ghi dni \\\n", "2018-08-09 09:00:00-07:00 26.888641 3.834616 221.519605 12.667699 \n", "2018-08-09 12:00:00-07:00 25.488617 2.595709 345.194827 19.253380 \n", "2018-08-09 15:00:00-07:00 32.419769 1.174503 272.396782 15.332687 \n", "2018-08-09 18:00:00-07:00 47.617493 1.259972 57.910461 0.000000 \n", "2018-08-09 21:00:00-07:00 48.764954 2.617624 0.000000 0.000000 \n", "2018-08-10 00:00:00-07:00 36.510590 6.237412 0.000000 0.000000 \n", "2018-08-10 03:00:00-07:00 27.615723 4.188950 0.000000 0.000000 \n", "2018-08-10 06:00:00-07:00 25.584930 2.511085 1.764350 0.000000 \n", "2018-08-10 09:00:00-07:00 24.615814 2.743668 418.970435 203.844109 \n", "2018-08-10 12:00:00-07:00 24.033386 2.968575 572.892106 107.066170 \n", "2018-08-10 15:00:00-07:00 32.462128 2.523795 301.235752 21.403320 \n", "2018-08-10 18:00:00-07:00 50.762115 0.907692 60.988044 0.000000 \n", "2018-08-10 21:00:00-07:00 49.491455 1.668376 0.000000 0.000000 \n", "2018-08-11 00:00:00-07:00 40.827606 2.593099 0.000000 0.000000 \n", "2018-08-11 03:00:00-07:00 29.079407 3.211932 0.000000 0.000000 \n", "2018-08-11 06:00:00-07:00 27.743134 3.860050 2.007306 0.000000 \n", "2018-08-11 09:00:00-07:00 26.191498 2.162947 208.538697 9.377919 \n", "2018-08-11 12:00:00-07:00 24.622467 0.853875 331.651004 17.836193 \n", "2018-08-11 15:00:00-07:00 34.181641 1.386842 324.920021 28.353480 \n", "2018-08-11 18:00:00-07:00 49.145111 2.784295 75.229987 0.000000 \n", "2018-08-11 21:00:00-07:00 51.454895 3.647502 0.000000 0.000000 \n", "2018-08-12 00:00:00-07:00 40.796478 3.875459 0.000000 0.000000 \n", "2018-08-12 03:00:00-07:00 29.194092 5.064800 0.000000 0.000000 \n", "2018-08-12 06:00:00-07:00 26.971588 3.743938 1.384317 0.000000 \n", "2018-08-12 09:00:00-07:00 26.171570 1.875655 207.885997 9.283648 \n", "2018-08-12 12:00:00-07:00 24.814697 1.598809 331.038406 17.804632 \n", "2018-08-12 15:00:00-07:00 32.080231 2.822717 274.641599 15.997900 \n", "2018-08-12 18:00:00-07:00 46.083862 4.501358 55.434072 0.000000 \n", "2018-08-12 21:00:00-07:00 47.434784 2.806148 0.000000 0.000000 \n", "2018-08-13 00:00:00-07:00 41.855316 1.454552 0.000000 0.000000 \n", "2018-08-13 03:00:00-07:00 29.569305 1.953781 0.000000 0.000000 \n", "2018-08-13 06:00:00-07:00 27.332123 0.522744 3.226308 0.000000 \n", "2018-08-13 09:00:00-07:00 25.662903 0.971367 592.080551 727.380481 \n", "2018-08-13 12:00:00-07:00 24.371552 1.122257 944.030971 724.595958 \n", "2018-08-13 15:00:00-07:00 35.542267 1.139361 719.641612 628.823994 \n", "2018-08-13 18:00:00-07:00 51.826569 1.175151 147.106335 311.558877 \n", "2018-08-13 21:00:00-07:00 53.760651 2.066964 0.000000 0.000000 \n", "2018-08-14 00:00:00-07:00 41.715027 3.279755 0.000000 0.000000 \n", "2018-08-14 03:00:00-07:00 30.996124 4.425509 0.000000 0.000000 \n", "2018-08-14 06:00:00-07:00 30.657776 3.487647 2.057003 0.000000 \n", "2018-08-14 09:00:00-07:00 26.972626 2.054967 574.841330 669.482804 \n", "2018-08-14 12:00:00-07:00 25.169342 1.210380 929.945729 685.659657 \n", "2018-08-14 15:00:00-07:00 35.478546 1.278002 746.348636 724.349553 \n", "2018-08-14 18:00:00-07:00 51.254517 2.001343 147.574866 330.796547 \n", "2018-08-14 21:00:00-07:00 53.159576 4.027221 0.000000 0.000000 \n", "2018-08-15 00:00:00-07:00 40.587585 2.873095 0.000000 0.000000 \n", "2018-08-15 03:00:00-07:00 30.572357 2.808151 0.000000 0.000000 \n", "2018-08-15 06:00:00-07:00 28.827301 4.312836 2.043671 0.000000 \n", "2018-08-15 09:00:00-07:00 26.961945 4.726204 393.262816 167.858691 \n", "2018-08-15 12:00:00-07:00 25.703949 3.020716 475.798393 52.988643 \n", "2018-08-15 15:00:00-07:00 31.103882 2.030465 354.388461 41.547414 \n", "2018-08-15 18:00:00-07:00 49.623749 2.758002 95.973363 58.173741 \n", "2018-08-15 21:00:00-07:00 52.196930 4.125983 0.000000 0.000000 \n", "2018-08-16 00:00:00-07:00 42.250031 5.380628 0.000000 0.000000 \n", "2018-08-16 03:00:00-07:00 30.317963 5.133716 0.000000 0.000000 \n", "2018-08-16 06:00:00-07:00 28.090820 NaN 1.504735 0.000000 \n", "\n", " dhi total_clouds low_clouds mid_clouds \\\n", "2018-08-09 09:00:00-07:00 213.375931 97.0 0.0 39.0 \n", "2018-08-09 12:00:00-07:00 326.860699 98.0 0.0 61.0 \n", "2018-08-09 15:00:00-07:00 260.311961 99.0 0.0 19.0 \n", "2018-08-09 18:00:00-07:00 57.910461 100.0 0.0 10.0 \n", "2018-08-09 21:00:00-07:00 0.000000 100.0 0.0 3.0 \n", "2018-08-10 00:00:00-07:00 0.000000 100.0 7.0 2.0 \n", "2018-08-10 03:00:00-07:00 0.000000 100.0 0.0 1.0 \n", "2018-08-10 06:00:00-07:00 1.764350 99.0 0.0 1.0 \n", "2018-08-10 09:00:00-07:00 288.229447 46.0 1.0 7.0 \n", "2018-08-10 12:00:00-07:00 471.088285 61.0 1.0 21.0 \n", "2018-08-10 15:00:00-07:00 284.409826 93.0 0.0 1.0 \n", "2018-08-10 18:00:00-07:00 60.988044 96.0 0.0 1.0 \n", "2018-08-10 21:00:00-07:00 0.000000 100.0 11.0 0.0 \n", "2018-08-11 00:00:00-07:00 0.000000 100.0 14.0 0.0 \n", "2018-08-11 03:00:00-07:00 0.000000 66.0 0.0 1.0 \n", "2018-08-11 06:00:00-07:00 2.007306 83.0 0.0 0.0 \n", "2018-08-11 09:00:00-07:00 202.538056 100.0 0.0 0.0 \n", "2018-08-11 12:00:00-07:00 314.717284 100.0 0.0 0.0 \n", "2018-08-11 15:00:00-07:00 302.689983 88.0 0.0 0.0 \n", "2018-08-11 18:00:00-07:00 75.229987 81.0 0.0 2.0 \n", "2018-08-11 21:00:00-07:00 0.000000 92.0 0.0 1.0 \n", "2018-08-12 00:00:00-07:00 0.000000 95.0 2.0 1.0 \n", "2018-08-12 03:00:00-07:00 0.000000 96.0 51.0 7.0 \n", "2018-08-12 06:00:00-07:00 1.384317 98.0 28.0 13.0 \n", "2018-08-12 09:00:00-07:00 201.959831 100.0 0.0 1.0 \n", "2018-08-12 12:00:00-07:00 314.161177 100.0 0.0 7.0 \n", "2018-08-12 15:00:00-07:00 262.133468 98.0 0.0 0.0 \n", "2018-08-12 18:00:00-07:00 55.434072 99.0 0.0 1.0 \n", "2018-08-12 21:00:00-07:00 0.000000 100.0 17.0 1.0 \n", "2018-08-13 00:00:00-07:00 0.000000 83.0 21.0 14.0 \n", "2018-08-13 03:00:00-07:00 0.000000 8.0 1.0 5.0 \n", "2018-08-13 06:00:00-07:00 3.226308 4.0 0.0 3.0 \n", "2018-08-13 09:00:00-07:00 128.882154 0.0 0.0 0.0 \n", "2018-08-13 12:00:00-07:00 258.288395 0.0 0.0 0.0 \n", "2018-08-13 15:00:00-07:00 229.396571 7.0 0.0 0.0 \n", "2018-08-13 18:00:00-07:00 74.231823 5.0 0.0 0.0 \n", "2018-08-13 21:00:00-07:00 0.000000 3.0 0.0 0.0 \n", "2018-08-14 00:00:00-07:00 0.000000 16.0 0.0 16.0 \n", "2018-08-14 03:00:00-07:00 0.000000 11.0 0.0 9.0 \n", "2018-08-14 06:00:00-07:00 2.057003 43.0 0.0 41.0 \n", "2018-08-14 09:00:00-07:00 149.555294 4.0 0.0 1.0 \n", "2018-08-14 12:00:00-07:00 282.132796 2.0 0.0 1.0 \n", "2018-08-14 15:00:00-07:00 183.300384 1.0 0.0 0.0 \n", "2018-08-14 18:00:00-07:00 71.298602 1.0 0.0 0.0 \n", "2018-08-14 21:00:00-07:00 0.000000 2.0 0.0 1.0 \n", "2018-08-15 00:00:00-07:00 0.000000 20.0 0.0 20.0 \n", "2018-08-15 03:00:00-07:00 0.000000 47.0 0.0 47.0 \n", "2018-08-15 06:00:00-07:00 2.043671 25.0 0.0 24.0 \n", "2018-08-15 09:00:00-07:00 286.895651 51.0 0.0 14.0 \n", "2018-08-15 12:00:00-07:00 425.820495 76.0 0.0 11.0 \n", "2018-08-15 15:00:00-07:00 322.191646 81.0 0.0 54.0 \n", "2018-08-15 18:00:00-07:00 82.756809 52.0 0.0 32.0 \n", "2018-08-15 21:00:00-07:00 0.000000 14.0 0.0 0.0 \n", "2018-08-16 00:00:00-07:00 0.000000 8.0 0.0 0.0 \n", "2018-08-16 03:00:00-07:00 0.000000 16.0 0.0 15.0 \n", "2018-08-16 06:00:00-07:00 1.504735 43.0 11.0 NaN \n", "\n", " high_clouds \n", "2018-08-09 09:00:00-07:00 97.0 \n", "2018-08-09 12:00:00-07:00 98.0 \n", "2018-08-09 15:00:00-07:00 99.0 \n", "2018-08-09 18:00:00-07:00 100.0 \n", "2018-08-09 21:00:00-07:00 100.0 \n", "2018-08-10 00:00:00-07:00 100.0 \n", "2018-08-10 03:00:00-07:00 100.0 \n", "2018-08-10 06:00:00-07:00 99.0 \n", "2018-08-10 09:00:00-07:00 39.0 \n", "2018-08-10 12:00:00-07:00 53.0 \n", "2018-08-10 15:00:00-07:00 93.0 \n", "2018-08-10 18:00:00-07:00 96.0 \n", "2018-08-10 21:00:00-07:00 100.0 \n", "2018-08-11 00:00:00-07:00 100.0 \n", "2018-08-11 03:00:00-07:00 65.0 \n", "2018-08-11 06:00:00-07:00 83.0 \n", "2018-08-11 09:00:00-07:00 100.0 \n", "2018-08-11 12:00:00-07:00 100.0 \n", "2018-08-11 15:00:00-07:00 88.0 \n", "2018-08-11 18:00:00-07:00 81.0 \n", "2018-08-11 21:00:00-07:00 92.0 \n", "2018-08-12 00:00:00-07:00 94.0 \n", "2018-08-12 03:00:00-07:00 93.0 \n", "2018-08-12 06:00:00-07:00 96.0 \n", "2018-08-12 09:00:00-07:00 100.0 \n", "2018-08-12 12:00:00-07:00 100.0 \n", "2018-08-12 15:00:00-07:00 98.0 \n", "2018-08-12 18:00:00-07:00 99.0 \n", "2018-08-12 21:00:00-07:00 100.0 \n", "2018-08-13 00:00:00-07:00 78.0 \n", "2018-08-13 03:00:00-07:00 1.0 \n", "2018-08-13 06:00:00-07:00 0.0 \n", "2018-08-13 09:00:00-07:00 0.0 \n", "2018-08-13 12:00:00-07:00 0.0 \n", "2018-08-13 15:00:00-07:00 8.0 \n", "2018-08-13 18:00:00-07:00 6.0 \n", "2018-08-13 21:00:00-07:00 1.0 \n", "2018-08-14 00:00:00-07:00 2.0 \n", "2018-08-14 03:00:00-07:00 2.0 \n", "2018-08-14 06:00:00-07:00 3.0 \n", "2018-08-14 09:00:00-07:00 2.0 \n", "2018-08-14 12:00:00-07:00 1.0 \n", "2018-08-14 15:00:00-07:00 0.0 \n", "2018-08-14 18:00:00-07:00 0.0 \n", "2018-08-14 21:00:00-07:00 2.0 \n", "2018-08-15 00:00:00-07:00 0.0 \n", "2018-08-15 03:00:00-07:00 0.0 \n", "2018-08-15 06:00:00-07:00 0.0 \n", "2018-08-15 09:00:00-07:00 41.0 \n", "2018-08-15 12:00:00-07:00 71.0 \n", "2018-08-15 15:00:00-07:00 48.0 \n", "2018-08-15 18:00:00-07:00 30.0 \n", "2018-08-15 21:00:00-07:00 13.0 \n", "2018-08-16 00:00:00-07:00 8.0 \n", "2018-08-16 03:00:00-07:00 1.0 \n", "2018-08-16 06:00:00-07:00 33.0 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'temperature (C)')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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": { "text/plain": [ "Text(0.5,1,'GFS 0.5 deg')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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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temp_airwind_speedghidnidhitotal_cloudslow_cloudsmid_cloudshigh_clouds
2018-08-09 09:00:00-07:0032.3500063.526885213.72596310.543999206.94755099.00.043.099.0
2018-08-09 12:00:00-07:0030.9625852.154427339.01367518.551720321.34770699.00.052.099.0
2018-08-09 15:00:00-07:0033.3552861.269586267.43021614.506850255.996299100.00.09.0100.0
2018-08-09 18:00:00-07:0044.4618530.32902958.9859420.00000058.98594299.00.08.099.0
2018-08-09 21:00:00-07:0049.5649410.9460930.0000000.0000000.000000100.00.06.0100.0
2018-08-10 00:00:00-07:0039.0857544.6202600.0000000.0000000.000000100.028.05.0100.0
2018-08-10 03:00:00-07:0034.0500185.2622140.0000000.0000000.00000098.025.04.098.0
2018-08-10 06:00:00-07:0032.0849301.8040751.9895340.0000001.98953492.012.06.091.0
2018-08-10 09:00:00-07:0030.6010132.752651488.898446360.339527257.78484628.00.00.028.0
2018-08-10 12:00:00-07:0029.5010382.874946566.721763102.480617469.27811362.00.00.061.0
2018-08-10 15:00:00-07:0033.3621222.217285306.18651122.653817288.37752392.00.03.092.0
2018-08-10 18:00:00-07:0044.7621150.57574162.0423550.00000062.04235595.00.05.095.0
2018-08-10 21:00:00-07:0050.0790410.6827190.0000000.0000000.000000100.00.04.0100.0
2018-08-11 00:00:00-07:0043.8539432.6911540.0000000.0000000.000000100.00.02.0100.0
2018-08-11 03:00:00-07:0036.3538824.0125740.0000000.0000000.00000090.01.00.090.0
2018-08-11 06:00:00-07:0033.8847354.9883181.6956400.0000001.69564094.01.00.094.0
2018-08-11 09:00:00-07:0032.2523503.135557208.5386979.377919202.538056100.00.00.0100.0
2018-08-11 12:00:00-07:0031.0224610.281934331.65100417.836193314.717284100.00.01.0100.0
2018-08-11 15:00:00-07:0034.6158141.157843290.37828219.041442275.44918195.00.06.095.0
2018-08-11 18:00:00-07:0045.2451171.01902662.8372990.00000062.83729993.00.05.092.0
2018-08-11 21:00:00-07:0048.5549012.0398360.0000000.0000000.00000098.01.02.098.0
2018-08-12 00:00:00-07:0042.4964904.1910070.0000000.0000000.00000099.06.02.099.0
2018-08-12 03:00:00-07:0037.0940861.8442320.0000000.0000000.00000099.033.02.099.0
2018-08-12 06:00:00-07:0033.7460333.8927321.3595290.0000001.35952999.057.028.091.0
2018-08-12 09:00:00-07:0031.7171942.866729207.8859979.283648201.959831100.03.05.0100.0
2018-08-12 12:00:00-07:0030.8146971.219028331.03840617.804632314.161177100.02.06.0100.0
2018-08-12 15:00:00-07:0034.1802372.314258264.80596314.290535253.632754100.00.00.0100.0
2018-08-12 18:00:00-07:0044.2151183.42277954.4233520.00000054.423352100.00.00.0100.0
2018-08-12 21:00:00-07:0049.4827583.0293810.0000000.0000000.00000092.00.00.091.0
2018-08-13 00:00:00-07:0044.3602912.0546390.0000000.0000000.00000059.04.07.049.0
2018-08-13 03:00:00-07:0037.3079832.7369020.0000000.0000000.00000027.01.026.00.0
2018-08-13 06:00:00-07:0035.4321291.7004862.5373230.0000002.53732336.03.036.00.0
2018-08-13 09:00:00-07:0033.4693301.805740503.564501410.783886241.97590723.06.021.00.0
2018-08-13 12:00:00-07:0032.3715520.867148815.170742443.320393395.62152321.013.013.00.0
2018-08-13 15:00:00-07:0036.4422611.794981734.343575675.766267207.5013044.00.00.04.0
2018-08-13 18:00:00-07:0047.8088071.361059150.071271332.15391872.3795212.00.00.03.0
2018-08-13 21:00:00-07:0051.3095401.6662270.0000000.0000000.00000011.010.01.00.0
2018-08-14 00:00:00-07:0045.2448123.6200420.0000000.0000000.00000020.011.012.04.0
2018-08-14 03:00:00-07:0038.1470345.8702230.0000000.0000000.00000028.02.020.09.0
2018-08-14 06:00:00-07:0035.9577642.4728181.7415290.0000001.74152960.08.055.07.0
2018-08-14 09:00:00-07:0033.4827582.175942555.660262602.825724172.7178469.00.00.09.0
2018-08-14 12:00:00-07:0032.1693421.497109899.324388593.200752338.8668577.00.00.07.0
2018-08-14 15:00:00-07:0036.2615361.497609746.348636724.349553183.3003841.00.00.01.0
2018-08-14 18:00:00-07:0048.7915650.679219147.574866330.79654771.2986021.00.00.01.0
2018-08-14 21:00:00-07:0051.4852603.7114890.0000000.0000000.0000001.00.00.00.0
2018-08-15 00:00:00-07:0044.5559083.7155270.0000000.0000000.00000017.02.016.00.0
2018-08-15 03:00:00-07:0038.3796393.9509380.0000000.0000000.00000016.00.016.00.0
2018-08-15 06:00:00-07:0035.4195566.2153362.2974530.0000002.2974539.01.09.00.0
2018-08-15 09:00:00-07:0033.0926514.344903511.800567443.386311230.83957320.01.09.011.0
2018-08-15 12:00:00-07:0031.5991212.343946585.815063121.289913471.41668058.00.04.053.0
2018-08-15 15:00:00-07:0035.4554141.498288568.443578273.595587356.42299937.00.01.036.0
2018-08-15 18:00:00-07:0045.7691042.532945127.070474209.78867179.40836419.00.01.018.0
2018-08-15 21:00:00-07:0050.0969243.7349060.0000000.0000000.0000008.00.00.08.0
2018-08-16 00:00:00-07:0045.0281375.0497510.0000000.0000000.00000015.01.01.014.0
2018-08-16 03:00:00-07:0037.8240975.3512920.0000000.0000000.00000025.01.01.024.0
2018-08-16 06:00:00-07:0034.3908397.8383221.5047350.0000001.50473543.030.016.029.0
\n", "
" ], "text/plain": [ " temp_air wind_speed ghi dni \\\n", "2018-08-09 09:00:00-07:00 32.350006 3.526885 213.725963 10.543999 \n", "2018-08-09 12:00:00-07:00 30.962585 2.154427 339.013675 18.551720 \n", "2018-08-09 15:00:00-07:00 33.355286 1.269586 267.430216 14.506850 \n", "2018-08-09 18:00:00-07:00 44.461853 0.329029 58.985942 0.000000 \n", "2018-08-09 21:00:00-07:00 49.564941 0.946093 0.000000 0.000000 \n", "2018-08-10 00:00:00-07:00 39.085754 4.620260 0.000000 0.000000 \n", "2018-08-10 03:00:00-07:00 34.050018 5.262214 0.000000 0.000000 \n", "2018-08-10 06:00:00-07:00 32.084930 1.804075 1.989534 0.000000 \n", "2018-08-10 09:00:00-07:00 30.601013 2.752651 488.898446 360.339527 \n", "2018-08-10 12:00:00-07:00 29.501038 2.874946 566.721763 102.480617 \n", "2018-08-10 15:00:00-07:00 33.362122 2.217285 306.186511 22.653817 \n", "2018-08-10 18:00:00-07:00 44.762115 0.575741 62.042355 0.000000 \n", "2018-08-10 21:00:00-07:00 50.079041 0.682719 0.000000 0.000000 \n", "2018-08-11 00:00:00-07:00 43.853943 2.691154 0.000000 0.000000 \n", "2018-08-11 03:00:00-07:00 36.353882 4.012574 0.000000 0.000000 \n", "2018-08-11 06:00:00-07:00 33.884735 4.988318 1.695640 0.000000 \n", "2018-08-11 09:00:00-07:00 32.252350 3.135557 208.538697 9.377919 \n", "2018-08-11 12:00:00-07:00 31.022461 0.281934 331.651004 17.836193 \n", "2018-08-11 15:00:00-07:00 34.615814 1.157843 290.378282 19.041442 \n", "2018-08-11 18:00:00-07:00 45.245117 1.019026 62.837299 0.000000 \n", "2018-08-11 21:00:00-07:00 48.554901 2.039836 0.000000 0.000000 \n", "2018-08-12 00:00:00-07:00 42.496490 4.191007 0.000000 0.000000 \n", "2018-08-12 03:00:00-07:00 37.094086 1.844232 0.000000 0.000000 \n", "2018-08-12 06:00:00-07:00 33.746033 3.892732 1.359529 0.000000 \n", "2018-08-12 09:00:00-07:00 31.717194 2.866729 207.885997 9.283648 \n", "2018-08-12 12:00:00-07:00 30.814697 1.219028 331.038406 17.804632 \n", "2018-08-12 15:00:00-07:00 34.180237 2.314258 264.805963 14.290535 \n", "2018-08-12 18:00:00-07:00 44.215118 3.422779 54.423352 0.000000 \n", "2018-08-12 21:00:00-07:00 49.482758 3.029381 0.000000 0.000000 \n", "2018-08-13 00:00:00-07:00 44.360291 2.054639 0.000000 0.000000 \n", "2018-08-13 03:00:00-07:00 37.307983 2.736902 0.000000 0.000000 \n", "2018-08-13 06:00:00-07:00 35.432129 1.700486 2.537323 0.000000 \n", "2018-08-13 09:00:00-07:00 33.469330 1.805740 503.564501 410.783886 \n", "2018-08-13 12:00:00-07:00 32.371552 0.867148 815.170742 443.320393 \n", "2018-08-13 15:00:00-07:00 36.442261 1.794981 734.343575 675.766267 \n", "2018-08-13 18:00:00-07:00 47.808807 1.361059 150.071271 332.153918 \n", "2018-08-13 21:00:00-07:00 51.309540 1.666227 0.000000 0.000000 \n", "2018-08-14 00:00:00-07:00 45.244812 3.620042 0.000000 0.000000 \n", "2018-08-14 03:00:00-07:00 38.147034 5.870223 0.000000 0.000000 \n", "2018-08-14 06:00:00-07:00 35.957764 2.472818 1.741529 0.000000 \n", "2018-08-14 09:00:00-07:00 33.482758 2.175942 555.660262 602.825724 \n", "2018-08-14 12:00:00-07:00 32.169342 1.497109 899.324388 593.200752 \n", "2018-08-14 15:00:00-07:00 36.261536 1.497609 746.348636 724.349553 \n", "2018-08-14 18:00:00-07:00 48.791565 0.679219 147.574866 330.796547 \n", "2018-08-14 21:00:00-07:00 51.485260 3.711489 0.000000 0.000000 \n", "2018-08-15 00:00:00-07:00 44.555908 3.715527 0.000000 0.000000 \n", "2018-08-15 03:00:00-07:00 38.379639 3.950938 0.000000 0.000000 \n", "2018-08-15 06:00:00-07:00 35.419556 6.215336 2.297453 0.000000 \n", "2018-08-15 09:00:00-07:00 33.092651 4.344903 511.800567 443.386311 \n", "2018-08-15 12:00:00-07:00 31.599121 2.343946 585.815063 121.289913 \n", "2018-08-15 15:00:00-07:00 35.455414 1.498288 568.443578 273.595587 \n", "2018-08-15 18:00:00-07:00 45.769104 2.532945 127.070474 209.788671 \n", "2018-08-15 21:00:00-07:00 50.096924 3.734906 0.000000 0.000000 \n", "2018-08-16 00:00:00-07:00 45.028137 5.049751 0.000000 0.000000 \n", "2018-08-16 03:00:00-07:00 37.824097 5.351292 0.000000 0.000000 \n", "2018-08-16 06:00:00-07:00 34.390839 7.838322 1.504735 0.000000 \n", "\n", " dhi total_clouds low_clouds mid_clouds \\\n", "2018-08-09 09:00:00-07:00 206.947550 99.0 0.0 43.0 \n", "2018-08-09 12:00:00-07:00 321.347706 99.0 0.0 52.0 \n", "2018-08-09 15:00:00-07:00 255.996299 100.0 0.0 9.0 \n", "2018-08-09 18:00:00-07:00 58.985942 99.0 0.0 8.0 \n", "2018-08-09 21:00:00-07:00 0.000000 100.0 0.0 6.0 \n", "2018-08-10 00:00:00-07:00 0.000000 100.0 28.0 5.0 \n", "2018-08-10 03:00:00-07:00 0.000000 98.0 25.0 4.0 \n", "2018-08-10 06:00:00-07:00 1.989534 92.0 12.0 6.0 \n", "2018-08-10 09:00:00-07:00 257.784846 28.0 0.0 0.0 \n", "2018-08-10 12:00:00-07:00 469.278113 62.0 0.0 0.0 \n", "2018-08-10 15:00:00-07:00 288.377523 92.0 0.0 3.0 \n", "2018-08-10 18:00:00-07:00 62.042355 95.0 0.0 5.0 \n", "2018-08-10 21:00:00-07:00 0.000000 100.0 0.0 4.0 \n", "2018-08-11 00:00:00-07:00 0.000000 100.0 0.0 2.0 \n", "2018-08-11 03:00:00-07:00 0.000000 90.0 1.0 0.0 \n", "2018-08-11 06:00:00-07:00 1.695640 94.0 1.0 0.0 \n", "2018-08-11 09:00:00-07:00 202.538056 100.0 0.0 0.0 \n", "2018-08-11 12:00:00-07:00 314.717284 100.0 0.0 1.0 \n", "2018-08-11 15:00:00-07:00 275.449181 95.0 0.0 6.0 \n", "2018-08-11 18:00:00-07:00 62.837299 93.0 0.0 5.0 \n", "2018-08-11 21:00:00-07:00 0.000000 98.0 1.0 2.0 \n", "2018-08-12 00:00:00-07:00 0.000000 99.0 6.0 2.0 \n", "2018-08-12 03:00:00-07:00 0.000000 99.0 33.0 2.0 \n", "2018-08-12 06:00:00-07:00 1.359529 99.0 57.0 28.0 \n", "2018-08-12 09:00:00-07:00 201.959831 100.0 3.0 5.0 \n", "2018-08-12 12:00:00-07:00 314.161177 100.0 2.0 6.0 \n", "2018-08-12 15:00:00-07:00 253.632754 100.0 0.0 0.0 \n", "2018-08-12 18:00:00-07:00 54.423352 100.0 0.0 0.0 \n", "2018-08-12 21:00:00-07:00 0.000000 92.0 0.0 0.0 \n", "2018-08-13 00:00:00-07:00 0.000000 59.0 4.0 7.0 \n", "2018-08-13 03:00:00-07:00 0.000000 27.0 1.0 26.0 \n", "2018-08-13 06:00:00-07:00 2.537323 36.0 3.0 36.0 \n", "2018-08-13 09:00:00-07:00 241.975907 23.0 6.0 21.0 \n", "2018-08-13 12:00:00-07:00 395.621523 21.0 13.0 13.0 \n", "2018-08-13 15:00:00-07:00 207.501304 4.0 0.0 0.0 \n", "2018-08-13 18:00:00-07:00 72.379521 2.0 0.0 0.0 \n", "2018-08-13 21:00:00-07:00 0.000000 11.0 10.0 1.0 \n", "2018-08-14 00:00:00-07:00 0.000000 20.0 11.0 12.0 \n", "2018-08-14 03:00:00-07:00 0.000000 28.0 2.0 20.0 \n", "2018-08-14 06:00:00-07:00 1.741529 60.0 8.0 55.0 \n", "2018-08-14 09:00:00-07:00 172.717846 9.0 0.0 0.0 \n", "2018-08-14 12:00:00-07:00 338.866857 7.0 0.0 0.0 \n", "2018-08-14 15:00:00-07:00 183.300384 1.0 0.0 0.0 \n", "2018-08-14 18:00:00-07:00 71.298602 1.0 0.0 0.0 \n", "2018-08-14 21:00:00-07:00 0.000000 1.0 0.0 0.0 \n", "2018-08-15 00:00:00-07:00 0.000000 17.0 2.0 16.0 \n", "2018-08-15 03:00:00-07:00 0.000000 16.0 0.0 16.0 \n", "2018-08-15 06:00:00-07:00 2.297453 9.0 1.0 9.0 \n", "2018-08-15 09:00:00-07:00 230.839573 20.0 1.0 9.0 \n", "2018-08-15 12:00:00-07:00 471.416680 58.0 0.0 4.0 \n", "2018-08-15 15:00:00-07:00 356.422999 37.0 0.0 1.0 \n", "2018-08-15 18:00:00-07:00 79.408364 19.0 0.0 1.0 \n", "2018-08-15 21:00:00-07:00 0.000000 8.0 0.0 0.0 \n", "2018-08-16 00:00:00-07:00 0.000000 15.0 1.0 1.0 \n", "2018-08-16 03:00:00-07:00 0.000000 25.0 1.0 1.0 \n", "2018-08-16 06:00:00-07:00 1.504735 43.0 30.0 16.0 \n", "\n", " high_clouds \n", "2018-08-09 09:00:00-07:00 99.0 \n", "2018-08-09 12:00:00-07:00 99.0 \n", "2018-08-09 15:00:00-07:00 100.0 \n", "2018-08-09 18:00:00-07:00 99.0 \n", "2018-08-09 21:00:00-07:00 100.0 \n", "2018-08-10 00:00:00-07:00 100.0 \n", "2018-08-10 03:00:00-07:00 98.0 \n", "2018-08-10 06:00:00-07:00 91.0 \n", "2018-08-10 09:00:00-07:00 28.0 \n", "2018-08-10 12:00:00-07:00 61.0 \n", "2018-08-10 15:00:00-07:00 92.0 \n", "2018-08-10 18:00:00-07:00 95.0 \n", "2018-08-10 21:00:00-07:00 100.0 \n", "2018-08-11 00:00:00-07:00 100.0 \n", "2018-08-11 03:00:00-07:00 90.0 \n", "2018-08-11 06:00:00-07:00 94.0 \n", "2018-08-11 09:00:00-07:00 100.0 \n", "2018-08-11 12:00:00-07:00 100.0 \n", "2018-08-11 15:00:00-07:00 95.0 \n", "2018-08-11 18:00:00-07:00 92.0 \n", "2018-08-11 21:00:00-07:00 98.0 \n", "2018-08-12 00:00:00-07:00 99.0 \n", "2018-08-12 03:00:00-07:00 99.0 \n", "2018-08-12 06:00:00-07:00 91.0 \n", "2018-08-12 09:00:00-07:00 100.0 \n", "2018-08-12 12:00:00-07:00 100.0 \n", "2018-08-12 15:00:00-07:00 100.0 \n", "2018-08-12 18:00:00-07:00 100.0 \n", "2018-08-12 21:00:00-07:00 91.0 \n", "2018-08-13 00:00:00-07:00 49.0 \n", "2018-08-13 03:00:00-07:00 0.0 \n", "2018-08-13 06:00:00-07:00 0.0 \n", "2018-08-13 09:00:00-07:00 0.0 \n", "2018-08-13 12:00:00-07:00 0.0 \n", "2018-08-13 15:00:00-07:00 4.0 \n", "2018-08-13 18:00:00-07:00 3.0 \n", "2018-08-13 21:00:00-07:00 0.0 \n", "2018-08-14 00:00:00-07:00 4.0 \n", "2018-08-14 03:00:00-07:00 9.0 \n", "2018-08-14 06:00:00-07:00 7.0 \n", "2018-08-14 09:00:00-07:00 9.0 \n", "2018-08-14 12:00:00-07:00 7.0 \n", "2018-08-14 15:00:00-07:00 1.0 \n", "2018-08-14 18:00:00-07:00 1.0 \n", "2018-08-14 21:00:00-07:00 0.0 \n", "2018-08-15 00:00:00-07:00 0.0 \n", "2018-08-15 03:00:00-07:00 0.0 \n", "2018-08-15 06:00:00-07:00 0.0 \n", "2018-08-15 09:00:00-07:00 11.0 \n", "2018-08-15 12:00:00-07:00 53.0 \n", "2018-08-15 15:00:00-07:00 36.0 \n", "2018-08-15 18:00:00-07:00 18.0 \n", "2018-08-15 21:00:00-07:00 8.0 \n", "2018-08-16 00:00:00-07:00 14.0 \n", "2018-08-16 03:00:00-07:00 24.0 \n", "2018-08-16 06:00:00-07:00 29.0 " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "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": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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": { "text/plain": [ "Text(0.5,0,'Forecast Time (US/Arizona)')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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temp_airwind_speedghidnidhitotal_cloudslow_cloudsmid_cloudshigh_clouds
2018-08-09 07:00:00-07:0026.3571474.00338760.6637830.00000060.663783100.00.0100.0100.0
2018-08-09 08:00:00-07:0025.9425356.155919137.8766830.000000137.876683100.00.0100.0100.0
2018-08-09 09:00:00-07:0024.9260567.792250209.8291339.562738203.681542100.00.0100.0100.0
2018-08-09 10:00:00-07:0024.6160286.214286269.17831014.622069257.589305100.00.0100.096.0
2018-08-09 11:00:00-07:0024.2400827.714826467.26916962.531214411.10985173.00.073.052.0
2018-08-09 12:00:00-07:0023.3199460.714286672.797108202.874606479.60873945.00.045.00.0
2018-08-09 13:00:00-07:0022.7299802.072016919.019748631.445906318.3080865.00.05.00.0
2018-08-09 14:00:00-07:0026.6299743.080600851.516550627.665799289.5257616.00.06.00.0
2018-08-09 15:00:00-07:0030.9699712.732291664.755124475.290490290.14366220.00.00.020.0
2018-08-09 16:00:00-07:0035.1599732.251325523.566197484.308692215.04020618.00.00.018.0
2018-08-09 17:00:00-07:0039.4899602.186648361.138290511.214471129.93224910.00.00.010.0
2018-08-09 18:00:00-07:0042.5099791.111566157.930095326.18660677.5475197.00.03.07.0
2018-08-09 19:00:00-07:0044.4099732.1156013.4297560.0000003.4297567.07.05.01.0
2018-08-09 20:00:00-07:0045.6599731.8645340.0000000.0000000.00000014.014.01.01.0
2018-08-09 21:00:00-07:0045.0399781.8629720.0000000.0000000.00000020.017.018.05.0
2018-08-09 22:00:00-07:0044.0799561.1283550.0000000.0000000.00000052.011.051.032.0
2018-08-09 23:00:00-07:0039.3099671.0619440.0000000.0000000.00000049.01.049.05.0
2018-08-10 00:00:00-07:0038.7499691.3252940.0000000.0000000.00000021.00.021.00.0
2018-08-10 01:00:00-07:0035.1099551.6038350.0000000.0000000.00000031.00.031.00.0
2018-08-10 02:00:00-07:0031.6399542.5185450.0000000.0000000.00000058.00.058.00.0
2018-08-10 03:00:00-07:0029.9099734.2238140.0000000.0000000.00000063.00.063.00.0
2018-08-10 04:00:00-07:0028.2899784.6538610.0000000.0000000.00000020.015.019.01.0
2018-08-10 05:00:00-07:0027.0399783.8844260.0000000.0000000.00000051.051.045.01.0
2018-08-10 06:00:00-07:0025.9221503.8111342.6329150.0000002.63291572.021.072.01.0
2018-08-10 07:00:00-07:0025.5602722.93297985.4884512.82951084.77483777.027.077.00.0
2018-08-10 08:00:00-07:0025.6203311.430654137.1573280.000000137.157328100.0100.071.011.0
2018-08-10 09:00:00-07:0023.7290953.714286267.45973231.120124247.49999085.024.085.064.0
2018-08-10 10:00:00-07:0022.5677492.718107308.49634422.741511290.50343692.043.092.082.0
2018-08-10 11:00:00-07:0022.5199280.928925322.18911418.392123305.69592498.038.098.098.0
2018-08-10 12:00:00-07:0022.3316961.500000332.24893317.867005315.260099100.038.0100.063.0
..............................
2018-08-10 17:00:00-07:0036.6599731.928571375.610208602.017082104.9550553.00.03.01.0
2018-08-10 18:00:00-07:0039.0399782.056290157.984976340.83828875.0206014.00.04.01.0
2018-08-10 19:00:00-07:0041.2299801.7448792.4519880.0000002.45198824.00.09.024.0
2018-08-10 20:00:00-07:0039.8199771.6964970.0000000.0000000.00000034.01.013.034.0
2018-08-10 21:00:00-07:0042.9899601.9552910.0000000.0000000.00000025.02.025.05.0
2018-08-10 22:00:00-07:0041.9599612.2175450.0000000.0000000.00000017.03.017.00.0
2018-08-10 23:00:00-07:0040.2699582.4307270.0000000.0000000.0000004.03.03.00.0
2018-08-11 00:00:00-07:0037.7299802.5906890.0000000.0000000.0000003.03.00.00.0
2018-08-11 01:00:00-07:0034.1899722.4621280.0000000.0000000.0000003.03.00.00.0
2018-08-11 02:00:00-07:0030.8699651.8516400.0000000.0000000.00000013.013.00.00.0
2018-08-11 03:00:00-07:0029.5899660.7857140.0000000.0000000.00000021.013.021.00.0
2018-08-11 04:00:00-07:0028.6399541.5254870.0000000.0000000.00000044.043.044.00.0
2018-08-11 05:00:00-07:0027.9483032.2489710.0000000.0000000.00000077.052.076.05.0
2018-08-11 06:00:00-07:0026.6742862.7352862.5456390.0000002.54563964.01.064.07.0
2018-08-11 09:00:00-07:0025.6113891.314215220.15727512.480181212.17159297.02.095.091.0
2018-08-11 12:00:00-07:0024.1339720.719705393.24336126.908412367.69645690.00.090.080.0
2018-08-11 15:00:00-07:0030.3699651.438256754.224384727.083899184.1672801.00.01.00.0
2018-08-11 18:00:00-07:0040.2799682.781685152.684303319.50363875.9017996.02.01.05.0
2018-08-11 21:00:00-07:0044.4599613.4859630.0000000.0000000.00000016.05.00.016.0
2018-08-12 00:00:00-07:0039.4299621.4383240.0000000.0000000.0000005.05.00.03.0
2018-08-12 03:00:00-07:0029.8099672.0248850.0000000.0000000.00000012.012.00.07.0
2018-08-12 06:00:00-07:0027.3799742.5017423.3177850.0000003.31778520.014.00.018.0
2018-08-12 09:00:00-07:0024.6274411.730331593.960001728.745298128.7694230.00.00.00.0
2018-08-12 12:00:00-07:0022.6601871.857143945.824034725.202562258.3956180.00.00.00.0
2018-08-12 15:00:00-07:0030.8999631.011965751.670648726.173991183.9036961.01.00.00.0
2018-08-12 18:00:00-07:0042.3499762.322240155.495294354.35049171.4618100.00.00.00.0
2018-08-12 21:00:00-07:0045.1399542.4462070.0000000.0000000.0000003.03.00.00.0
2018-08-13 00:00:00-07:0039.5099792.8808930.0000000.0000000.0000002.02.00.00.0
2018-08-13 03:00:00-07:0030.5599671.6070400.0000000.0000000.00000039.036.03.036.0
2018-08-13 06:00:00-07:0022.1739819.4428791.1593510.0000001.159351100.059.0100.0100.0
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64 rows × 9 columns

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" ], "text/plain": [ " temp_air wind_speed ghi dni \\\n", "2018-08-09 07:00:00-07:00 26.357147 4.003387 60.663783 0.000000 \n", "2018-08-09 08:00:00-07:00 25.942535 6.155919 137.876683 0.000000 \n", "2018-08-09 09:00:00-07:00 24.926056 7.792250 209.829133 9.562738 \n", "2018-08-09 10:00:00-07:00 24.616028 6.214286 269.178310 14.622069 \n", "2018-08-09 11:00:00-07:00 24.240082 7.714826 467.269169 62.531214 \n", "2018-08-09 12:00:00-07:00 23.319946 0.714286 672.797108 202.874606 \n", "2018-08-09 13:00:00-07:00 22.729980 2.072016 919.019748 631.445906 \n", "2018-08-09 14:00:00-07:00 26.629974 3.080600 851.516550 627.665799 \n", "2018-08-09 15:00:00-07:00 30.969971 2.732291 664.755124 475.290490 \n", "2018-08-09 16:00:00-07:00 35.159973 2.251325 523.566197 484.308692 \n", "2018-08-09 17:00:00-07:00 39.489960 2.186648 361.138290 511.214471 \n", "2018-08-09 18:00:00-07:00 42.509979 1.111566 157.930095 326.186606 \n", "2018-08-09 19:00:00-07:00 44.409973 2.115601 3.429756 0.000000 \n", "2018-08-09 20:00:00-07:00 45.659973 1.864534 0.000000 0.000000 \n", "2018-08-09 21:00:00-07:00 45.039978 1.862972 0.000000 0.000000 \n", "2018-08-09 22:00:00-07:00 44.079956 1.128355 0.000000 0.000000 \n", "2018-08-09 23:00:00-07:00 39.309967 1.061944 0.000000 0.000000 \n", "2018-08-10 00:00:00-07:00 38.749969 1.325294 0.000000 0.000000 \n", "2018-08-10 01:00:00-07:00 35.109955 1.603835 0.000000 0.000000 \n", "2018-08-10 02:00:00-07:00 31.639954 2.518545 0.000000 0.000000 \n", "2018-08-10 03:00:00-07:00 29.909973 4.223814 0.000000 0.000000 \n", "2018-08-10 04:00:00-07:00 28.289978 4.653861 0.000000 0.000000 \n", "2018-08-10 05:00:00-07:00 27.039978 3.884426 0.000000 0.000000 \n", "2018-08-10 06:00:00-07:00 25.922150 3.811134 2.632915 0.000000 \n", "2018-08-10 07:00:00-07:00 25.560272 2.932979 85.488451 2.829510 \n", "2018-08-10 08:00:00-07:00 25.620331 1.430654 137.157328 0.000000 \n", "2018-08-10 09:00:00-07:00 23.729095 3.714286 267.459732 31.120124 \n", "2018-08-10 10:00:00-07:00 22.567749 2.718107 308.496344 22.741511 \n", "2018-08-10 11:00:00-07:00 22.519928 0.928925 322.189114 18.392123 \n", "2018-08-10 12:00:00-07:00 22.331696 1.500000 332.248933 17.867005 \n", "... ... ... ... ... \n", "2018-08-10 17:00:00-07:00 36.659973 1.928571 375.610208 602.017082 \n", "2018-08-10 18:00:00-07:00 39.039978 2.056290 157.984976 340.838288 \n", "2018-08-10 19:00:00-07:00 41.229980 1.744879 2.451988 0.000000 \n", "2018-08-10 20:00:00-07:00 39.819977 1.696497 0.000000 0.000000 \n", "2018-08-10 21:00:00-07:00 42.989960 1.955291 0.000000 0.000000 \n", "2018-08-10 22:00:00-07:00 41.959961 2.217545 0.000000 0.000000 \n", "2018-08-10 23:00:00-07:00 40.269958 2.430727 0.000000 0.000000 \n", "2018-08-11 00:00:00-07:00 37.729980 2.590689 0.000000 0.000000 \n", "2018-08-11 01:00:00-07:00 34.189972 2.462128 0.000000 0.000000 \n", "2018-08-11 02:00:00-07:00 30.869965 1.851640 0.000000 0.000000 \n", "2018-08-11 03:00:00-07:00 29.589966 0.785714 0.000000 0.000000 \n", "2018-08-11 04:00:00-07:00 28.639954 1.525487 0.000000 0.000000 \n", "2018-08-11 05:00:00-07:00 27.948303 2.248971 0.000000 0.000000 \n", "2018-08-11 06:00:00-07:00 26.674286 2.735286 2.545639 0.000000 \n", "2018-08-11 09:00:00-07:00 25.611389 1.314215 220.157275 12.480181 \n", "2018-08-11 12:00:00-07:00 24.133972 0.719705 393.243361 26.908412 \n", "2018-08-11 15:00:00-07:00 30.369965 1.438256 754.224384 727.083899 \n", "2018-08-11 18:00:00-07:00 40.279968 2.781685 152.684303 319.503638 \n", "2018-08-11 21:00:00-07:00 44.459961 3.485963 0.000000 0.000000 \n", "2018-08-12 00:00:00-07:00 39.429962 1.438324 0.000000 0.000000 \n", "2018-08-12 03:00:00-07:00 29.809967 2.024885 0.000000 0.000000 \n", "2018-08-12 06:00:00-07:00 27.379974 2.501742 3.317785 0.000000 \n", "2018-08-12 09:00:00-07:00 24.627441 1.730331 593.960001 728.745298 \n", "2018-08-12 12:00:00-07:00 22.660187 1.857143 945.824034 725.202562 \n", "2018-08-12 15:00:00-07:00 30.899963 1.011965 751.670648 726.173991 \n", "2018-08-12 18:00:00-07:00 42.349976 2.322240 155.495294 354.350491 \n", "2018-08-12 21:00:00-07:00 45.139954 2.446207 0.000000 0.000000 \n", "2018-08-13 00:00:00-07:00 39.509979 2.880893 0.000000 0.000000 \n", "2018-08-13 03:00:00-07:00 30.559967 1.607040 0.000000 0.000000 \n", "2018-08-13 06:00:00-07:00 22.173981 9.442879 1.159351 0.000000 \n", "\n", " dhi total_clouds low_clouds mid_clouds \\\n", "2018-08-09 07:00:00-07:00 60.663783 100.0 0.0 100.0 \n", "2018-08-09 08:00:00-07:00 137.876683 100.0 0.0 100.0 \n", "2018-08-09 09:00:00-07:00 203.681542 100.0 0.0 100.0 \n", "2018-08-09 10:00:00-07:00 257.589305 100.0 0.0 100.0 \n", "2018-08-09 11:00:00-07:00 411.109851 73.0 0.0 73.0 \n", "2018-08-09 12:00:00-07:00 479.608739 45.0 0.0 45.0 \n", "2018-08-09 13:00:00-07:00 318.308086 5.0 0.0 5.0 \n", "2018-08-09 14:00:00-07:00 289.525761 6.0 0.0 6.0 \n", "2018-08-09 15:00:00-07:00 290.143662 20.0 0.0 0.0 \n", "2018-08-09 16:00:00-07:00 215.040206 18.0 0.0 0.0 \n", "2018-08-09 17:00:00-07:00 129.932249 10.0 0.0 0.0 \n", "2018-08-09 18:00:00-07:00 77.547519 7.0 0.0 3.0 \n", "2018-08-09 19:00:00-07:00 3.429756 7.0 7.0 5.0 \n", "2018-08-09 20:00:00-07:00 0.000000 14.0 14.0 1.0 \n", "2018-08-09 21:00:00-07:00 0.000000 20.0 17.0 18.0 \n", "2018-08-09 22:00:00-07:00 0.000000 52.0 11.0 51.0 \n", "2018-08-09 23:00:00-07:00 0.000000 49.0 1.0 49.0 \n", "2018-08-10 00:00:00-07:00 0.000000 21.0 0.0 21.0 \n", "2018-08-10 01:00:00-07:00 0.000000 31.0 0.0 31.0 \n", "2018-08-10 02:00:00-07:00 0.000000 58.0 0.0 58.0 \n", "2018-08-10 03:00:00-07:00 0.000000 63.0 0.0 63.0 \n", "2018-08-10 04:00:00-07:00 0.000000 20.0 15.0 19.0 \n", "2018-08-10 05:00:00-07:00 0.000000 51.0 51.0 45.0 \n", "2018-08-10 06:00:00-07:00 2.632915 72.0 21.0 72.0 \n", "2018-08-10 07:00:00-07:00 84.774837 77.0 27.0 77.0 \n", "2018-08-10 08:00:00-07:00 137.157328 100.0 100.0 71.0 \n", "2018-08-10 09:00:00-07:00 247.499990 85.0 24.0 85.0 \n", "2018-08-10 10:00:00-07:00 290.503436 92.0 43.0 92.0 \n", "2018-08-10 11:00:00-07:00 305.695924 98.0 38.0 98.0 \n", "2018-08-10 12:00:00-07:00 315.260099 100.0 38.0 100.0 \n", "... ... ... ... ... \n", "2018-08-10 17:00:00-07:00 104.955055 3.0 0.0 3.0 \n", "2018-08-10 18:00:00-07:00 75.020601 4.0 0.0 4.0 \n", "2018-08-10 19:00:00-07:00 2.451988 24.0 0.0 9.0 \n", "2018-08-10 20:00:00-07:00 0.000000 34.0 1.0 13.0 \n", "2018-08-10 21:00:00-07:00 0.000000 25.0 2.0 25.0 \n", "2018-08-10 22:00:00-07:00 0.000000 17.0 3.0 17.0 \n", "2018-08-10 23:00:00-07:00 0.000000 4.0 3.0 3.0 \n", "2018-08-11 00:00:00-07:00 0.000000 3.0 3.0 0.0 \n", "2018-08-11 01:00:00-07:00 0.000000 3.0 3.0 0.0 \n", "2018-08-11 02:00:00-07:00 0.000000 13.0 13.0 0.0 \n", "2018-08-11 03:00:00-07:00 0.000000 21.0 13.0 21.0 \n", "2018-08-11 04:00:00-07:00 0.000000 44.0 43.0 44.0 \n", "2018-08-11 05:00:00-07:00 0.000000 77.0 52.0 76.0 \n", "2018-08-11 06:00:00-07:00 2.545639 64.0 1.0 64.0 \n", "2018-08-11 09:00:00-07:00 212.171592 97.0 2.0 95.0 \n", "2018-08-11 12:00:00-07:00 367.696456 90.0 0.0 90.0 \n", "2018-08-11 15:00:00-07:00 184.167280 1.0 0.0 1.0 \n", "2018-08-11 18:00:00-07:00 75.901799 6.0 2.0 1.0 \n", "2018-08-11 21:00:00-07:00 0.000000 16.0 5.0 0.0 \n", "2018-08-12 00:00:00-07:00 0.000000 5.0 5.0 0.0 \n", "2018-08-12 03:00:00-07:00 0.000000 12.0 12.0 0.0 \n", "2018-08-12 06:00:00-07:00 3.317785 20.0 14.0 0.0 \n", "2018-08-12 09:00:00-07:00 128.769423 0.0 0.0 0.0 \n", "2018-08-12 12:00:00-07:00 258.395618 0.0 0.0 0.0 \n", "2018-08-12 15:00:00-07:00 183.903696 1.0 1.0 0.0 \n", "2018-08-12 18:00:00-07:00 71.461810 0.0 0.0 0.0 \n", "2018-08-12 21:00:00-07:00 0.000000 3.0 3.0 0.0 \n", "2018-08-13 00:00:00-07:00 0.000000 2.0 2.0 0.0 \n", "2018-08-13 03:00:00-07:00 0.000000 39.0 36.0 3.0 \n", "2018-08-13 06:00:00-07:00 1.159351 100.0 59.0 100.0 \n", "\n", " high_clouds \n", "2018-08-09 07:00:00-07:00 100.0 \n", "2018-08-09 08:00:00-07:00 100.0 \n", "2018-08-09 09:00:00-07:00 100.0 \n", "2018-08-09 10:00:00-07:00 96.0 \n", "2018-08-09 11:00:00-07:00 52.0 \n", "2018-08-09 12:00:00-07:00 0.0 \n", "2018-08-09 13:00:00-07:00 0.0 \n", "2018-08-09 14:00:00-07:00 0.0 \n", "2018-08-09 15:00:00-07:00 20.0 \n", "2018-08-09 16:00:00-07:00 18.0 \n", "2018-08-09 17:00:00-07:00 10.0 \n", "2018-08-09 18:00:00-07:00 7.0 \n", "2018-08-09 19:00:00-07:00 1.0 \n", "2018-08-09 20:00:00-07:00 1.0 \n", "2018-08-09 21:00:00-07:00 5.0 \n", "2018-08-09 22:00:00-07:00 32.0 \n", "2018-08-09 23:00:00-07:00 5.0 \n", "2018-08-10 00:00:00-07:00 0.0 \n", "2018-08-10 01:00:00-07:00 0.0 \n", "2018-08-10 02:00:00-07:00 0.0 \n", "2018-08-10 03:00:00-07:00 0.0 \n", "2018-08-10 04:00:00-07:00 1.0 \n", "2018-08-10 05:00:00-07:00 1.0 \n", "2018-08-10 06:00:00-07:00 1.0 \n", "2018-08-10 07:00:00-07:00 0.0 \n", "2018-08-10 08:00:00-07:00 11.0 \n", "2018-08-10 09:00:00-07:00 64.0 \n", "2018-08-10 10:00:00-07:00 82.0 \n", "2018-08-10 11:00:00-07:00 98.0 \n", "2018-08-10 12:00:00-07:00 63.0 \n", "... ... \n", "2018-08-10 17:00:00-07:00 1.0 \n", "2018-08-10 18:00:00-07:00 1.0 \n", "2018-08-10 19:00:00-07:00 24.0 \n", "2018-08-10 20:00:00-07:00 34.0 \n", "2018-08-10 21:00:00-07:00 5.0 \n", "2018-08-10 22:00:00-07:00 0.0 \n", "2018-08-10 23:00:00-07:00 0.0 \n", "2018-08-11 00:00:00-07:00 0.0 \n", "2018-08-11 01:00:00-07:00 0.0 \n", "2018-08-11 02:00:00-07:00 0.0 \n", "2018-08-11 03:00:00-07:00 0.0 \n", "2018-08-11 04:00:00-07:00 0.0 \n", "2018-08-11 05:00:00-07:00 5.0 \n", "2018-08-11 06:00:00-07:00 7.0 \n", "2018-08-11 09:00:00-07:00 91.0 \n", "2018-08-11 12:00:00-07:00 80.0 \n", "2018-08-11 15:00:00-07:00 0.0 \n", "2018-08-11 18:00:00-07:00 5.0 \n", "2018-08-11 21:00:00-07:00 16.0 \n", "2018-08-12 00:00:00-07:00 3.0 \n", "2018-08-12 03:00:00-07:00 7.0 \n", "2018-08-12 06:00:00-07:00 18.0 \n", "2018-08-12 09:00:00-07:00 0.0 \n", "2018-08-12 12:00:00-07:00 0.0 \n", "2018-08-12 15:00:00-07:00 0.0 \n", "2018-08-12 18:00:00-07:00 0.0 \n", "2018-08-12 21:00:00-07:00 0.0 \n", "2018-08-13 00:00:00-07:00 0.0 \n", "2018-08-13 03:00:00-07:00 36.0 \n", "2018-08-13 06:00:00-07:00 100.0 \n", "\n", "[64 rows x 9 columns]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "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": { "text/plain": [ "(0, 100)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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 (US/Arizona)')" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0,'Forecast Time (US/Arizona)')" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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": {}, "outputs": [ { "data": { "text/html": [ "
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temp_airwind_speedghidnidhitotal_clouds
2018-08-09 07:00:00-07:0026.6499943.177.5629790.00000077.56297985.0
2018-08-09 08:00:00-07:0026.6499943.1194.20916038.811933176.38604778.0
2018-08-09 09:00:00-07:0026.1499943.6311.14663060.012891272.56618674.0
2018-08-09 10:00:00-07:0025.5500183.1384.15591451.968840342.96699977.0
2018-08-09 11:00:00-07:0024.9500123.1415.25162839.826084379.48379982.0
2018-08-09 12:00:00-07:0024.9500123.1431.73129735.890511397.55437784.0
2018-08-09 13:00:00-07:0024.4500122.6437.42491837.698027401.56176083.0
2018-08-09 14:00:00-07:0026.1499942.1425.31521744.101260385.82843680.0
2018-08-09 15:00:00-07:0028.3500062.1411.46050570.480932355.90928971.0
2018-08-09 16:00:00-07:0029.9500122.1323.15241373.845794276.10938770.0
2018-08-09 17:00:00-07:0031.1499942.1213.01365367.551520182.46225069.0
2018-08-09 18:00:00-07:0032.7500002.191.25033619.74748586.38393869.0
2018-08-09 19:00:00-07:0033.3500062.62.0050330.0000002.00503368.0
2018-08-09 20:00:00-07:0034.4500123.10.0000000.0000000.00000067.0
2018-08-09 21:00:00-07:0034.9500123.60.0000000.0000000.00000066.0
2018-08-09 22:00:00-07:0035.5500183.60.0000000.0000000.00000065.0
2018-08-09 23:00:00-07:0035.5500184.10.0000000.0000000.00000069.0
2018-08-10 00:00:00-07:0034.9500123.60.0000000.0000000.00000067.0
2018-08-10 01:00:00-07:0034.4500124.60.0000000.0000000.00000069.0
2018-08-10 02:00:00-07:0032.2500004.10.0000000.0000000.00000072.0
2018-08-10 03:00:00-07:0029.9500122.60.0000000.0000000.00000076.0
2018-08-10 04:00:00-07:0028.3500062.60.0000000.0000000.00000080.0
2018-08-10 05:00:00-07:0027.7500006.70.0000000.0000000.00000083.0
2018-08-10 06:00:00-07:0026.6499941.52.2147170.0000002.21471785.0
2018-08-10 07:00:00-07:0026.1499942.678.8136760.00000078.81367683.0
2018-08-10 08:00:00-07:0025.5500182.1188.10146633.131471172.94270980.0
2018-08-10 09:00:00-07:0024.9500121.0298.53886250.699122266.02159577.0
2018-08-10 10:00:00-07:0024.4500121.5403.27069263.693459352.87691973.0
2018-08-10 11:00:00-07:0023.8500062.1483.72750572.207911418.97484970.0
2018-08-10 12:00:00-07:0023.3500062.1529.69970678.080212455.45717168.0
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2018-08-10 21:00:00-07:0032.7500003.10.0000000.0000000.00000064.0
2018-08-10 22:00:00-07:0032.7500003.60.0000000.0000000.00000064.0
2018-08-10 23:00:00-07:0033.3500064.10.0000000.0000000.00000065.0
2018-08-11 00:00:00-07:0032.7500004.10.0000000.0000000.00000065.0
2018-08-11 01:00:00-07:0032.2500003.60.0000000.0000000.00000065.0
2018-08-11 02:00:00-07:0030.5500183.10.0000000.0000000.00000066.0
2018-08-11 03:00:00-07:0028.8500062.60.0000000.0000000.00000067.0
2018-08-11 04:00:00-07:0027.7500002.60.0000000.0000000.00000068.0
2018-08-11 05:00:00-07:0027.2500003.10.0000000.0000000.00000069.0
2018-08-11 06:00:00-07:0026.1499943.12.4039730.0000002.40397369.0
2018-08-11 07:00:00-07:0025.5500183.193.18692520.61909688.02683269.0
2018-08-11 08:00:00-07:0025.5500183.1217.51652171.270485185.02863768.0
2018-08-11 09:00:00-07:0024.9500123.1332.47025381.276886280.46368468.0
2018-08-11 10:00:00-07:0024.4500123.1427.26347781.179907363.14829768.0
2018-08-11 11:00:00-07:0024.4500123.1500.10530283.067462425.72896367.0
2018-08-11 12:00:00-07:0023.8500063.1534.90567681.723779457.31694267.0
2018-08-11 13:00:00-07:0023.3500062.6540.26960485.602412459.10292366.0
2018-08-11 15:00:00-07:0026.6499942.6443.34880497.784611366.68253164.0
2018-08-11 18:00:00-07:0030.5500182.696.91719241.83234186.86412360.0
2018-08-11 21:00:00-07:0032.7500003.60.0000000.0000000.00000060.0
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67 rows × 6 columns

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21:00:00-07:00 34.950012 3.6 0.000000 0.000000 \n", "2018-08-09 22:00:00-07:00 35.550018 3.6 0.000000 0.000000 \n", "2018-08-09 23:00:00-07:00 35.550018 4.1 0.000000 0.000000 \n", "2018-08-10 00:00:00-07:00 34.950012 3.6 0.000000 0.000000 \n", "2018-08-10 01:00:00-07:00 34.450012 4.6 0.000000 0.000000 \n", "2018-08-10 02:00:00-07:00 32.250000 4.1 0.000000 0.000000 \n", "2018-08-10 03:00:00-07:00 29.950012 2.6 0.000000 0.000000 \n", "2018-08-10 04:00:00-07:00 28.350006 2.6 0.000000 0.000000 \n", "2018-08-10 05:00:00-07:00 27.750000 6.7 0.000000 0.000000 \n", "2018-08-10 06:00:00-07:00 26.649994 1.5 2.214717 0.000000 \n", "2018-08-10 07:00:00-07:00 26.149994 2.6 78.813676 0.000000 \n", "2018-08-10 08:00:00-07:00 25.550018 2.1 188.101466 33.131471 \n", "2018-08-10 09:00:00-07:00 24.950012 1.0 298.538862 50.699122 \n", "2018-08-10 10:00:00-07:00 24.450012 1.5 403.270692 63.693459 \n", "2018-08-10 11:00:00-07:00 23.850006 2.1 483.727505 72.207911 \n", "2018-08-10 12:00:00-07:00 23.350006 2.1 529.699706 78.080212 \n", "... ... ... ... ... \n", "2018-08-10 20:00:00-07:00 32.250000 3.1 0.000000 0.000000 \n", "2018-08-10 21:00:00-07:00 32.750000 3.1 0.000000 0.000000 \n", "2018-08-10 22:00:00-07:00 32.750000 3.6 0.000000 0.000000 \n", "2018-08-10 23:00:00-07:00 33.350006 4.1 0.000000 0.000000 \n", "2018-08-11 00:00:00-07:00 32.750000 4.1 0.000000 0.000000 \n", "2018-08-11 01:00:00-07:00 32.250000 3.6 0.000000 0.000000 \n", "2018-08-11 02:00:00-07:00 30.550018 3.1 0.000000 0.000000 \n", "2018-08-11 03:00:00-07:00 28.850006 2.6 0.000000 0.000000 \n", "2018-08-11 04:00:00-07:00 27.750000 2.6 0.000000 0.000000 \n", "2018-08-11 05:00:00-07:00 27.250000 3.1 0.000000 0.000000 \n", "2018-08-11 06:00:00-07:00 26.149994 3.1 2.403973 0.000000 \n", "2018-08-11 07:00:00-07:00 25.550018 3.1 93.186925 20.619096 \n", "2018-08-11 08:00:00-07:00 25.550018 3.1 217.516521 71.270485 \n", "2018-08-11 09:00:00-07:00 24.950012 3.1 332.470253 81.276886 \n", "2018-08-11 10:00:00-07:00 24.450012 3.1 427.263477 81.179907 \n", "2018-08-11 11:00:00-07:00 24.450012 3.1 500.105302 83.067462 \n", "2018-08-11 12:00:00-07:00 23.850006 3.1 534.905676 81.723779 \n", "2018-08-11 13:00:00-07:00 23.350006 2.6 540.269604 85.602412 \n", "2018-08-11 15:00:00-07:00 26.649994 2.6 443.348804 97.784611 \n", "2018-08-11 18:00:00-07:00 30.550018 2.6 96.917192 41.832341 \n", "2018-08-11 21:00:00-07:00 32.750000 3.6 0.000000 0.000000 \n", "2018-08-12 00:00:00-07:00 32.750000 3.6 0.000000 0.000000 \n", "2018-08-12 03:00:00-07:00 29.450012 3.1 0.000000 0.000000 \n", "2018-08-12 06:00:00-07:00 26.149994 3.6 2.574143 0.000000 \n", "2018-08-12 09:00:00-07:00 24.950012 3.6 435.669663 241.038893 \n", "2018-08-12 12:00:00-07:00 23.850006 3.6 749.092631 313.872611 \n", "2018-08-12 15:00:00-07:00 27.750000 2.6 599.218071 321.150790 \n", "2018-08-12 18:00:00-07:00 33.350006 3.6 124.162983 160.003488 \n", "2018-08-12 21:00:00-07:00 36.149994 2.6 0.000000 0.000000 \n", "2018-08-13 00:00:00-07:00 36.149994 2.1 0.000000 0.000000 \n", "\n", " dhi total_clouds \n", "2018-08-09 07:00:00-07:00 77.562979 85.0 \n", "2018-08-09 08:00:00-07:00 176.386047 78.0 \n", "2018-08-09 09:00:00-07:00 272.566186 74.0 \n", "2018-08-09 10:00:00-07:00 342.966999 77.0 \n", "2018-08-09 11:00:00-07:00 379.483799 82.0 \n", "2018-08-09 12:00:00-07:00 397.554377 84.0 \n", "2018-08-09 13:00:00-07:00 401.561760 83.0 \n", "2018-08-09 14:00:00-07:00 385.828436 80.0 \n", "2018-08-09 15:00:00-07:00 355.909289 71.0 \n", "2018-08-09 16:00:00-07:00 276.109387 70.0 \n", "2018-08-09 17:00:00-07:00 182.462250 69.0 \n", "2018-08-09 18:00:00-07:00 86.383938 69.0 \n", "2018-08-09 19:00:00-07:00 2.005033 68.0 \n", "2018-08-09 20:00:00-07:00 0.000000 67.0 \n", "2018-08-09 21:00:00-07:00 0.000000 66.0 \n", "2018-08-09 22:00:00-07:00 0.000000 65.0 \n", "2018-08-09 23:00:00-07:00 0.000000 69.0 \n", "2018-08-10 00:00:00-07:00 0.000000 67.0 \n", "2018-08-10 01:00:00-07:00 0.000000 69.0 \n", "2018-08-10 02:00:00-07:00 0.000000 72.0 \n", "2018-08-10 03:00:00-07:00 0.000000 76.0 \n", "2018-08-10 04:00:00-07:00 0.000000 80.0 \n", "2018-08-10 05:00:00-07:00 0.000000 83.0 \n", "2018-08-10 06:00:00-07:00 2.214717 85.0 \n", "2018-08-10 07:00:00-07:00 78.813676 83.0 \n", "2018-08-10 08:00:00-07:00 172.942709 80.0 \n", "2018-08-10 09:00:00-07:00 266.021595 77.0 \n", "2018-08-10 10:00:00-07:00 352.876919 73.0 \n", "2018-08-10 11:00:00-07:00 418.974849 70.0 \n", "2018-08-10 12:00:00-07:00 455.457171 68.0 \n", "... ... ... \n", "2018-08-10 20:00:00-07:00 0.000000 63.0 \n", "2018-08-10 21:00:00-07:00 0.000000 64.0 \n", "2018-08-10 22:00:00-07:00 0.000000 64.0 \n", "2018-08-10 23:00:00-07:00 0.000000 65.0 \n", "2018-08-11 00:00:00-07:00 0.000000 65.0 \n", "2018-08-11 01:00:00-07:00 0.000000 65.0 \n", "2018-08-11 02:00:00-07:00 0.000000 66.0 \n", "2018-08-11 03:00:00-07:00 0.000000 67.0 \n", "2018-08-11 04:00:00-07:00 0.000000 68.0 \n", "2018-08-11 05:00:00-07:00 0.000000 69.0 \n", "2018-08-11 06:00:00-07:00 2.403973 69.0 \n", "2018-08-11 07:00:00-07:00 88.026832 69.0 \n", "2018-08-11 08:00:00-07:00 185.028637 68.0 \n", "2018-08-11 09:00:00-07:00 280.463684 68.0 \n", "2018-08-11 10:00:00-07:00 363.148297 68.0 \n", "2018-08-11 11:00:00-07:00 425.728963 67.0 \n", "2018-08-11 12:00:00-07:00 457.316942 67.0 \n", "2018-08-11 13:00:00-07:00 459.102923 66.0 \n", "2018-08-11 15:00:00-07:00 366.682531 64.0 \n", "2018-08-11 18:00:00-07:00 86.864123 60.0 \n", "2018-08-11 21:00:00-07:00 0.000000 60.0 \n", "2018-08-12 00:00:00-07:00 0.000000 59.0 \n", "2018-08-12 03:00:00-07:00 0.000000 55.0 \n", "2018-08-12 06:00:00-07:00 2.574143 50.0 \n", "2018-08-12 09:00:00-07:00 281.803803 41.0 \n", "2018-08-12 12:00:00-07:00 451.568927 32.0 \n", "2018-08-12 15:00:00-07:00 348.122869 32.0 \n", "2018-08-12 18:00:00-07:00 86.218488 31.0 \n", "2018-08-12 21:00:00-07:00 0.000000 31.0 \n", "2018-08-13 00:00:00-07:00 0.000000 30.0 \n", "\n", "[67 rows x 6 columns]" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "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": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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": {}, "outputs": [ { "data": { "text/html": [ "
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temp_airwind_speedghidnidhitotal_cloudslow_cloudsmid_cloudshigh_clouds
2018-08-09 07:00:00-07:0023.5363163.790692149.666221242.11403688.13448521.00.021.06.0
2018-08-09 08:00:00-07:0023.3462831.901989393.933386651.30637394.8422140.00.00.00.0
2018-08-09 09:00:00-07:0023.8737493.825251264.38470229.234306245.59086686.00.081.086.0
2018-08-09 10:00:00-07:0023.2971192.458094434.14614885.327805366.51793567.00.067.063.0
2018-08-09 11:00:00-07:0023.1166992.082475877.630289699.591393249.3268642.00.02.00.0
2018-08-09 12:00:00-07:0022.4589232.466352889.138197546.599233368.63631510.00.010.00.0
2018-08-09 13:00:00-07:0022.6444701.141352770.836754350.235637437.64806829.00.04.029.0
2018-08-09 14:00:00-07:0024.2460631.403550465.63154262.573409409.60542273.00.018.073.0
2018-08-09 15:00:00-07:0026.0722351.981160267.43021614.506850255.996299100.00.091.0100.0
2018-08-09 16:00:00-07:0029.2301641.836640234.50784817.436795223.39984093.00.086.093.0
2018-08-09 17:00:00-07:0035.1054082.627171187.90778235.431830171.88309379.00.079.047.0
2018-08-09 18:00:00-07:0039.7482603.26963686.9484129.96672384.49230073.00.073.060.0
2018-08-09 19:00:00-07:0041.4065552.7602461.9349650.0000001.93496571.00.064.071.0
2018-08-09 20:00:00-07:0043.3350223.1099520.0000000.0000000.00000071.00.071.048.0
2018-08-09 21:00:00-07:0043.9175423.2403580.0000000.0000000.0000004.00.04.00.0
2018-08-09 22:00:00-07:0043.0977482.1983440.0000000.0000000.0000000.00.00.00.0
2018-08-09 23:00:00-07:0039.4851991.9428730.0000000.0000000.0000000.00.00.00.0
2018-08-10 00:00:00-07:0038.3960272.0485320.0000000.0000000.0000004.04.00.00.0
2018-08-10 01:00:00-07:0035.5169071.3574370.0000000.0000000.00000023.00.02.023.0
2018-08-10 02:00:00-07:0031.0789790.9102050.0000000.0000000.00000088.016.043.088.0
2018-08-10 03:00:00-07:0027.9689641.4018530.0000000.0000000.00000097.027.088.096.0
2018-08-10 04:00:00-07:0026.1627813.0044000.0000000.0000000.000000100.032.067.0100.0
2018-08-10 05:00:00-07:0025.5719912.7572470.0000000.0000000.000000100.02.065.0100.0
2018-08-10 06:00:00-07:0024.9523012.2468861.7321810.0000001.732181100.00.071.0100.0
2018-08-10 07:00:00-07:0024.3855292.87959983.2635190.00000083.26351979.016.079.074.0
2018-08-10 08:00:00-07:0024.2562561.319416137.1573280.000000137.157328100.00.0100.092.0
2018-08-10 09:00:00-07:0024.0430601.159573240.26549618.967594228.10011192.00.092.088.0
2018-08-10 10:00:00-07:0023.8344731.075297278.56758916.263569265.69997998.00.082.098.0
2018-08-10 11:00:00-07:0023.6680601.030183426.03518544.038982386.54309880.09.064.080.0
2018-08-10 12:00:00-07:0023.3775331.543814579.062392111.805692472.75199960.00.052.060.0
2018-08-10 13:00:00-07:0022.9197081.549696584.480356116.741540473.60154959.00.058.057.0
2018-08-10 14:00:00-07:0024.5021061.247304786.303244487.628673350.55641617.06.013.016.0
2018-08-10 15:00:00-07:0026.0433651.220194598.282325312.269559352.79589733.09.08.033.0
2018-08-10 16:00:00-07:0027.1362922.161062279.42732339.906586254.09896881.010.038.081.0
2018-08-10 17:00:00-07:0028.5684811.992921134.0780960.000000134.078096100.00.04.0100.0
2018-08-10 18:00:00-07:0030.3710942.13952657.8250980.00000057.82509899.00.061.099.0
2018-08-10 19:00:00-07:0031.7234192.6707491.0734710.0000001.07347197.00.049.097.0
2018-08-10 20:00:00-07:0033.5927123.3441390.0000000.0000000.00000044.00.025.044.0
\n", "
" ], "text/plain": [ " temp_air wind_speed ghi dni \\\n", "2018-08-09 07:00:00-07:00 23.536316 3.790692 149.666221 242.114036 \n", "2018-08-09 08:00:00-07:00 23.346283 1.901989 393.933386 651.306373 \n", "2018-08-09 09:00:00-07:00 23.873749 3.825251 264.384702 29.234306 \n", "2018-08-09 10:00:00-07:00 23.297119 2.458094 434.146148 85.327805 \n", "2018-08-09 11:00:00-07:00 23.116699 2.082475 877.630289 699.591393 \n", "2018-08-09 12:00:00-07:00 22.458923 2.466352 889.138197 546.599233 \n", "2018-08-09 13:00:00-07:00 22.644470 1.141352 770.836754 350.235637 \n", "2018-08-09 14:00:00-07:00 24.246063 1.403550 465.631542 62.573409 \n", "2018-08-09 15:00:00-07:00 26.072235 1.981160 267.430216 14.506850 \n", "2018-08-09 16:00:00-07:00 29.230164 1.836640 234.507848 17.436795 \n", "2018-08-09 17:00:00-07:00 35.105408 2.627171 187.907782 35.431830 \n", "2018-08-09 18:00:00-07:00 39.748260 3.269636 86.948412 9.966723 \n", "2018-08-09 19:00:00-07:00 41.406555 2.760246 1.934965 0.000000 \n", "2018-08-09 20:00:00-07:00 43.335022 3.109952 0.000000 0.000000 \n", "2018-08-09 21:00:00-07:00 43.917542 3.240358 0.000000 0.000000 \n", "2018-08-09 22:00:00-07:00 43.097748 2.198344 0.000000 0.000000 \n", "2018-08-09 23:00:00-07:00 39.485199 1.942873 0.000000 0.000000 \n", "2018-08-10 00:00:00-07:00 38.396027 2.048532 0.000000 0.000000 \n", "2018-08-10 01:00:00-07:00 35.516907 1.357437 0.000000 0.000000 \n", "2018-08-10 02:00:00-07:00 31.078979 0.910205 0.000000 0.000000 \n", "2018-08-10 03:00:00-07:00 27.968964 1.401853 0.000000 0.000000 \n", "2018-08-10 04:00:00-07:00 26.162781 3.004400 0.000000 0.000000 \n", "2018-08-10 05:00:00-07:00 25.571991 2.757247 0.000000 0.000000 \n", "2018-08-10 06:00:00-07:00 24.952301 2.246886 1.732181 0.000000 \n", "2018-08-10 07:00:00-07:00 24.385529 2.879599 83.263519 0.000000 \n", "2018-08-10 08:00:00-07:00 24.256256 1.319416 137.157328 0.000000 \n", "2018-08-10 09:00:00-07:00 24.043060 1.159573 240.265496 18.967594 \n", "2018-08-10 10:00:00-07:00 23.834473 1.075297 278.567589 16.263569 \n", "2018-08-10 11:00:00-07:00 23.668060 1.030183 426.035185 44.038982 \n", "2018-08-10 12:00:00-07:00 23.377533 1.543814 579.062392 111.805692 \n", "2018-08-10 13:00:00-07:00 22.919708 1.549696 584.480356 116.741540 \n", "2018-08-10 14:00:00-07:00 24.502106 1.247304 786.303244 487.628673 \n", "2018-08-10 15:00:00-07:00 26.043365 1.220194 598.282325 312.269559 \n", "2018-08-10 16:00:00-07:00 27.136292 2.161062 279.427323 39.906586 \n", "2018-08-10 17:00:00-07:00 28.568481 1.992921 134.078096 0.000000 \n", "2018-08-10 18:00:00-07:00 30.371094 2.139526 57.825098 0.000000 \n", "2018-08-10 19:00:00-07:00 31.723419 2.670749 1.073471 0.000000 \n", "2018-08-10 20:00:00-07:00 33.592712 3.344139 0.000000 0.000000 \n", "\n", " dhi total_clouds low_clouds mid_clouds \\\n", "2018-08-09 07:00:00-07:00 88.134485 21.0 0.0 21.0 \n", "2018-08-09 08:00:00-07:00 94.842214 0.0 0.0 0.0 \n", "2018-08-09 09:00:00-07:00 245.590866 86.0 0.0 81.0 \n", "2018-08-09 10:00:00-07:00 366.517935 67.0 0.0 67.0 \n", "2018-08-09 11:00:00-07:00 249.326864 2.0 0.0 2.0 \n", "2018-08-09 12:00:00-07:00 368.636315 10.0 0.0 10.0 \n", "2018-08-09 13:00:00-07:00 437.648068 29.0 0.0 4.0 \n", "2018-08-09 14:00:00-07:00 409.605422 73.0 0.0 18.0 \n", "2018-08-09 15:00:00-07:00 255.996299 100.0 0.0 91.0 \n", "2018-08-09 16:00:00-07:00 223.399840 93.0 0.0 86.0 \n", "2018-08-09 17:00:00-07:00 171.883093 79.0 0.0 79.0 \n", "2018-08-09 18:00:00-07:00 84.492300 73.0 0.0 73.0 \n", "2018-08-09 19:00:00-07:00 1.934965 71.0 0.0 64.0 \n", "2018-08-09 20:00:00-07:00 0.000000 71.0 0.0 71.0 \n", "2018-08-09 21:00:00-07:00 0.000000 4.0 0.0 4.0 \n", "2018-08-09 22:00:00-07:00 0.000000 0.0 0.0 0.0 \n", "2018-08-09 23:00:00-07:00 0.000000 0.0 0.0 0.0 \n", "2018-08-10 00:00:00-07:00 0.000000 4.0 4.0 0.0 \n", "2018-08-10 01:00:00-07:00 0.000000 23.0 0.0 2.0 \n", "2018-08-10 02:00:00-07:00 0.000000 88.0 16.0 43.0 \n", "2018-08-10 03:00:00-07:00 0.000000 97.0 27.0 88.0 \n", "2018-08-10 04:00:00-07:00 0.000000 100.0 32.0 67.0 \n", "2018-08-10 05:00:00-07:00 0.000000 100.0 2.0 65.0 \n", "2018-08-10 06:00:00-07:00 1.732181 100.0 0.0 71.0 \n", "2018-08-10 07:00:00-07:00 83.263519 79.0 16.0 79.0 \n", "2018-08-10 08:00:00-07:00 137.157328 100.0 0.0 100.0 \n", "2018-08-10 09:00:00-07:00 228.100111 92.0 0.0 92.0 \n", "2018-08-10 10:00:00-07:00 265.699979 98.0 0.0 82.0 \n", "2018-08-10 11:00:00-07:00 386.543098 80.0 9.0 64.0 \n", "2018-08-10 12:00:00-07:00 472.751999 60.0 0.0 52.0 \n", "2018-08-10 13:00:00-07:00 473.601549 59.0 0.0 58.0 \n", "2018-08-10 14:00:00-07:00 350.556416 17.0 6.0 13.0 \n", "2018-08-10 15:00:00-07:00 352.795897 33.0 9.0 8.0 \n", "2018-08-10 16:00:00-07:00 254.098968 81.0 10.0 38.0 \n", "2018-08-10 17:00:00-07:00 134.078096 100.0 0.0 4.0 \n", "2018-08-10 18:00:00-07:00 57.825098 99.0 0.0 61.0 \n", "2018-08-10 19:00:00-07:00 1.073471 97.0 0.0 49.0 \n", "2018-08-10 20:00:00-07:00 0.000000 44.0 0.0 25.0 \n", "\n", " high_clouds \n", "2018-08-09 07:00:00-07:00 6.0 \n", "2018-08-09 08:00:00-07:00 0.0 \n", "2018-08-09 09:00:00-07:00 86.0 \n", "2018-08-09 10:00:00-07:00 63.0 \n", "2018-08-09 11:00:00-07:00 0.0 \n", "2018-08-09 12:00:00-07:00 0.0 \n", "2018-08-09 13:00:00-07:00 29.0 \n", "2018-08-09 14:00:00-07:00 73.0 \n", "2018-08-09 15:00:00-07:00 100.0 \n", "2018-08-09 16:00:00-07:00 93.0 \n", "2018-08-09 17:00:00-07:00 47.0 \n", "2018-08-09 18:00:00-07:00 60.0 \n", "2018-08-09 19:00:00-07:00 71.0 \n", "2018-08-09 20:00:00-07:00 48.0 \n", "2018-08-09 21:00:00-07:00 0.0 \n", "2018-08-09 22:00:00-07:00 0.0 \n", "2018-08-09 23:00:00-07:00 0.0 \n", "2018-08-10 00:00:00-07:00 0.0 \n", "2018-08-10 01:00:00-07:00 23.0 \n", "2018-08-10 02:00:00-07:00 88.0 \n", "2018-08-10 03:00:00-07:00 96.0 \n", "2018-08-10 04:00:00-07:00 100.0 \n", "2018-08-10 05:00:00-07:00 100.0 \n", "2018-08-10 06:00:00-07:00 100.0 \n", "2018-08-10 07:00:00-07:00 74.0 \n", "2018-08-10 08:00:00-07:00 92.0 \n", "2018-08-10 09:00:00-07:00 88.0 \n", "2018-08-10 10:00:00-07:00 98.0 \n", "2018-08-10 11:00:00-07:00 80.0 \n", "2018-08-10 12:00:00-07:00 60.0 \n", "2018-08-10 13:00:00-07:00 57.0 \n", "2018-08-10 14:00:00-07:00 16.0 \n", "2018-08-10 15:00:00-07:00 33.0 \n", "2018-08-10 16:00:00-07:00 81.0 \n", "2018-08-10 17:00:00-07:00 100.0 \n", "2018-08-10 18:00:00-07:00 99.0 \n", "2018-08-10 19:00:00-07:00 97.0 \n", "2018-08-10 20:00:00-07:00 44.0 " ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## HRRR" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "fm = HRRR()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# retrieve data\n", "data = fm.get_processed_data(latitude, longitude, start, end)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "cloud_vars = ['total_clouds', 'high_clouds', 'mid_clouds', 'low_clouds']" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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('HRRR')\n", "plt.legend(bbox_to_anchor=(1.18,1.0))" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2018-08-09 07:00:00-07:00-8.3039865.023098132.344544151.53873393.83194336.3750.00036.37510.000
2018-08-09 08:00:00-07:00-8.0127562.413449380.810457582.589885113.2750875.1250.0005.1253.250
2018-08-09 09:00:00-07:00-5.6762083.753068599.511817732.808963128.4114540.0000.0000.0000.000
2018-08-09 10:00:00-07:00-5.6924132.792092742.835945658.061377221.2765945.2500.0005.2500.000
2018-08-09 11:00:00-07:00-5.1342772.904991848.731597609.945690300.9390287.0000.0005.8756.750
2018-08-09 12:00:00-07:00-4.9272772.152667878.321188522.664152380.61160811.7500.00011.7500.000
2018-08-09 13:00:00-07:00-6.6512760.701012844.928280471.028777396.82579417.0000.0003.75017.000
2018-08-09 14:00:00-07:00-8.9248960.675812433.23453247.283714390.89829078.6250.00035.12578.625
2018-08-09 15:00:00-07:00-7.9179081.662220267.43021614.506850255.996299100.0000.00089.750100.000
2018-08-09 16:00:00-07:00-6.4749151.687248207.5290639.307442201.599812100.0000.00095.750100.000
2018-08-09 17:00:00-07:00-4.0738531.990831135.1854620.000000135.185462100.0000.00098.375100.000
2018-08-09 18:00:00-07:00-2.7747192.74299681.0332760.00000081.03327678.5000.00078.50077.500
2018-08-09 19:00:00-07:00-1.7612922.9605641.7860700.0000001.78607077.3750.00062.37577.375
2018-08-09 20:00:00-07:001.8858343.2158840.0000000.0000000.00000045.1250.00043.50045.125
2018-08-09 21:00:00-07:001.9997564.1455820.0000000.0000000.00000035.7500.00033.37535.750
2018-08-09 22:00:00-07:00NaNNaN0.0000000.0000000.0000006.1250.0006.1252.250
2018-08-09 23:00:00-07:000.2803961.7916640.0000000.0000000.0000006.1250.0005.0006.125
2018-08-10 00:00:00-07:001.2872012.4517090.0000000.0000000.0000000.0000.0000.0000.000
2018-08-10 01:00:00-07:002.5559391.5755910.0000000.0000000.0000009.1259.1257.5000.000
2018-08-10 02:00:00-07:002.1436772.6009550.0000000.0000000.0000008.0008.0005.6255.000
2018-08-10 03:00:00-07:001.6405332.7852690.0000000.0000000.00000021.5008.8753.62521.500
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2018-08-10 06:00:00-07:00-8.8218384.6900482.9626480.0000002.96264861.75012.37532.62561.750
2018-08-10 07:00:00-07:00-12.9894102.588892117.88891494.22881394.12402647.87514.50014.25047.875
2018-08-10 08:00:00-07:00-13.4143371.983140286.487363219.791696185.92530741.3754.7508.25041.375
2018-08-10 09:00:00-07:00-14.4086001.251553459.276187287.576292274.83127535.62517.87516.62535.625
2018-08-10 10:00:00-07:00-17.2640994.448008467.492837116.033758375.68782560.12521.87531.37560.125
2018-08-10 11:00:00-07:00-16.3257453.984222612.092812185.770214445.50282647.7509.50038.12547.750
2018-08-10 12:00:00-07:00-14.7157292.973440688.585865223.659934475.91891442.2501.00018.62542.250
2018-08-10 13:00:00-07:00-16.2592472.229414639.171601167.353737480.22232950.1251.7504.12550.125
2018-08-10 14:00:00-07:00-15.1924131.448875554.312781127.171401440.67193657.3751.3751.62557.375
2018-08-10 15:00:00-07:00-13.0729680.985974584.667722286.541951359.40669935.7500.0000.00035.750
2018-08-10 16:00:00-07:00-10.5851141.717010336.48569189.083318279.94530266.1250.3750.00066.125
2018-08-10 17:00:00-07:00-8.1972051.003414194.77236344.626557174.70913275.6251.6250.00075.625
2018-08-10 18:00:00-07:00-4.7999571.99242592.22211125.10900186.11026166.3751.6250.00066.375
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" ], "text/plain": [ " temp_air wind_speed ghi dni \\\n", "2018-08-09 07:00:00-07:00 -8.303986 5.023098 132.344544 151.538733 \n", "2018-08-09 08:00:00-07:00 -8.012756 2.413449 380.810457 582.589885 \n", "2018-08-09 09:00:00-07:00 -5.676208 3.753068 599.511817 732.808963 \n", "2018-08-09 10:00:00-07:00 -5.692413 2.792092 742.835945 658.061377 \n", "2018-08-09 11:00:00-07:00 -5.134277 2.904991 848.731597 609.945690 \n", "2018-08-09 12:00:00-07:00 -4.927277 2.152667 878.321188 522.664152 \n", "2018-08-09 13:00:00-07:00 -6.651276 0.701012 844.928280 471.028777 \n", "2018-08-09 14:00:00-07:00 -8.924896 0.675812 433.234532 47.283714 \n", "2018-08-09 15:00:00-07:00 -7.917908 1.662220 267.430216 14.506850 \n", "2018-08-09 16:00:00-07:00 -6.474915 1.687248 207.529063 9.307442 \n", "2018-08-09 17:00:00-07:00 -4.073853 1.990831 135.185462 0.000000 \n", "2018-08-09 18:00:00-07:00 -2.774719 2.742996 81.033276 0.000000 \n", "2018-08-09 19:00:00-07:00 -1.761292 2.960564 1.786070 0.000000 \n", "2018-08-09 20:00:00-07:00 1.885834 3.215884 0.000000 0.000000 \n", "2018-08-09 21:00:00-07:00 1.999756 4.145582 0.000000 0.000000 \n", "2018-08-09 22:00:00-07:00 NaN NaN 0.000000 0.000000 \n", "2018-08-09 23:00:00-07:00 0.280396 1.791664 0.000000 0.000000 \n", "2018-08-10 00:00:00-07:00 1.287201 2.451709 0.000000 0.000000 \n", "2018-08-10 01:00:00-07:00 2.555939 1.575591 0.000000 0.000000 \n", "2018-08-10 02:00:00-07:00 2.143677 2.600955 0.000000 0.000000 \n", "2018-08-10 03:00:00-07:00 1.640533 2.785269 0.000000 0.000000 \n", "2018-08-10 04:00:00-07:00 0.264893 2.531894 0.000000 0.000000 \n", "2018-08-10 05:00:00-07:00 -4.513550 3.859525 0.000000 0.000000 \n", "2018-08-10 06:00:00-07:00 -8.821838 4.690048 2.962648 0.000000 \n", "2018-08-10 07:00:00-07:00 -12.989410 2.588892 117.888914 94.228813 \n", "2018-08-10 08:00:00-07:00 -13.414337 1.983140 286.487363 219.791696 \n", "2018-08-10 09:00:00-07:00 -14.408600 1.251553 459.276187 287.576292 \n", "2018-08-10 10:00:00-07:00 -17.264099 4.448008 467.492837 116.033758 \n", "2018-08-10 11:00:00-07:00 -16.325745 3.984222 612.092812 185.770214 \n", "2018-08-10 12:00:00-07:00 -14.715729 2.973440 688.585865 223.659934 \n", "2018-08-10 13:00:00-07:00 -16.259247 2.229414 639.171601 167.353737 \n", "2018-08-10 14:00:00-07:00 -15.192413 1.448875 554.312781 127.171401 \n", "2018-08-10 15:00:00-07:00 -13.072968 0.985974 584.667722 286.541951 \n", "2018-08-10 16:00:00-07:00 -10.585114 1.717010 336.485691 89.083318 \n", "2018-08-10 17:00:00-07:00 -8.197205 1.003414 194.772363 44.626557 \n", "2018-08-10 18:00:00-07:00 -4.799957 1.992425 92.222111 25.109001 \n", "\n", " dhi total_clouds low_clouds mid_clouds \\\n", "2018-08-09 07:00:00-07:00 93.831943 36.375 0.000 36.375 \n", "2018-08-09 08:00:00-07:00 113.275087 5.125 0.000 5.125 \n", "2018-08-09 09:00:00-07:00 128.411454 0.000 0.000 0.000 \n", "2018-08-09 10:00:00-07:00 221.276594 5.250 0.000 5.250 \n", "2018-08-09 11:00:00-07:00 300.939028 7.000 0.000 5.875 \n", "2018-08-09 12:00:00-07:00 380.611608 11.750 0.000 11.750 \n", "2018-08-09 13:00:00-07:00 396.825794 17.000 0.000 3.750 \n", "2018-08-09 14:00:00-07:00 390.898290 78.625 0.000 35.125 \n", "2018-08-09 15:00:00-07:00 255.996299 100.000 0.000 89.750 \n", "2018-08-09 16:00:00-07:00 201.599812 100.000 0.000 95.750 \n", "2018-08-09 17:00:00-07:00 135.185462 100.000 0.000 98.375 \n", "2018-08-09 18:00:00-07:00 81.033276 78.500 0.000 78.500 \n", "2018-08-09 19:00:00-07:00 1.786070 77.375 0.000 62.375 \n", "2018-08-09 20:00:00-07:00 0.000000 45.125 0.000 43.500 \n", "2018-08-09 21:00:00-07:00 0.000000 35.750 0.000 33.375 \n", "2018-08-09 22:00:00-07:00 0.000000 6.125 0.000 6.125 \n", "2018-08-09 23:00:00-07:00 0.000000 6.125 0.000 5.000 \n", "2018-08-10 00:00:00-07:00 0.000000 0.000 0.000 0.000 \n", "2018-08-10 01:00:00-07:00 0.000000 9.125 9.125 7.500 \n", "2018-08-10 02:00:00-07:00 0.000000 8.000 8.000 5.625 \n", "2018-08-10 03:00:00-07:00 0.000000 21.500 8.875 3.625 \n", "2018-08-10 04:00:00-07:00 0.000000 28.875 28.875 3.250 \n", "2018-08-10 05:00:00-07:00 0.000000 53.875 16.250 24.000 \n", "2018-08-10 06:00:00-07:00 2.962648 61.750 12.375 32.625 \n", "2018-08-10 07:00:00-07:00 94.124026 47.875 14.500 14.250 \n", "2018-08-10 08:00:00-07:00 185.925307 41.375 4.750 8.250 \n", "2018-08-10 09:00:00-07:00 274.831275 35.625 17.875 16.625 \n", "2018-08-10 10:00:00-07:00 375.687825 60.125 21.875 31.375 \n", "2018-08-10 11:00:00-07:00 445.502826 47.750 9.500 38.125 \n", "2018-08-10 12:00:00-07:00 475.918914 42.250 1.000 18.625 \n", "2018-08-10 13:00:00-07:00 480.222329 50.125 1.750 4.125 \n", "2018-08-10 14:00:00-07:00 440.671936 57.375 1.375 1.625 \n", "2018-08-10 15:00:00-07:00 359.406699 35.750 0.000 0.000 \n", "2018-08-10 16:00:00-07:00 279.945302 66.125 0.375 0.000 \n", "2018-08-10 17:00:00-07:00 174.709132 75.625 1.625 0.000 \n", "2018-08-10 18:00:00-07:00 86.110261 66.375 1.625 0.000 \n", "\n", " high_clouds \n", "2018-08-09 07:00:00-07:00 10.000 \n", "2018-08-09 08:00:00-07:00 3.250 \n", "2018-08-09 09:00:00-07:00 0.000 \n", "2018-08-09 10:00:00-07:00 0.000 \n", "2018-08-09 11:00:00-07:00 6.750 \n", "2018-08-09 12:00:00-07:00 0.000 \n", "2018-08-09 13:00:00-07:00 17.000 \n", "2018-08-09 14:00:00-07:00 78.625 \n", "2018-08-09 15:00:00-07:00 100.000 \n", "2018-08-09 16:00:00-07:00 100.000 \n", "2018-08-09 17:00:00-07:00 100.000 \n", "2018-08-09 18:00:00-07:00 77.500 \n", "2018-08-09 19:00:00-07:00 77.375 \n", "2018-08-09 20:00:00-07:00 45.125 \n", "2018-08-09 21:00:00-07:00 35.750 \n", "2018-08-09 22:00:00-07:00 2.250 \n", "2018-08-09 23:00:00-07:00 6.125 \n", "2018-08-10 00:00:00-07:00 0.000 \n", "2018-08-10 01:00:00-07:00 0.000 \n", "2018-08-10 02:00:00-07:00 5.000 \n", "2018-08-10 03:00:00-07:00 21.500 \n", "2018-08-10 04:00:00-07:00 17.375 \n", "2018-08-10 05:00:00-07:00 53.875 \n", "2018-08-10 06:00:00-07:00 61.750 \n", "2018-08-10 07:00:00-07:00 47.875 \n", "2018-08-10 08:00:00-07:00 41.375 \n", "2018-08-10 09:00:00-07:00 35.625 \n", "2018-08-10 10:00:00-07:00 60.125 \n", "2018-08-10 11:00:00-07:00 47.750 \n", "2018-08-10 12:00:00-07:00 42.250 \n", "2018-08-10 13:00:00-07:00 50.125 \n", "2018-08-10 14:00:00-07:00 57.375 \n", "2018-08-10 15:00:00-07:00 35.750 \n", "2018-08-10 16:00:00-07:00 66.125 \n", "2018-08-10 17:00:00-07:00 75.625 \n", "2018-08-10 18:00:00-07:00 66.375 " ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## HRRR (ESRL)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/forecast.py:751: UserWarning: HRRR_ESRL is an experimental model and is not always available.\n", " warnings.warn('HRRR_ESRL is an experimental model and is not always available.')\n" ] } ], "source": [ "fm = HRRR_ESRL()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "ename": "HTTPError", "evalue": "Error accessing http://thredds-jumbo.unidata.ucar.edu/thredds/ncss/grid/grib/HRRR/CONUS_3km/surface/Best?var=Temperature_surface&var=Medium_cloud_cover_UnknownLevelType-224&var=Downward_short-wave_radiation_flux_surface&var=Low_cloud_cover_UnknownLevelType-214&var=High_cloud_cover_UnknownLevelType-234&var=Total_cloud_cover_entire_atmosphere&var=Wind_speed_gust_surface&time_start=2018-08-09T00%3A00%3A00-07%3A00&time_end=2018-08-16T00%3A00%3A00-07%3A00&longitude=-110.9&latitude=32.2&vertCoord=100000&accept=netcdf: 400 IllegalArgumentException: Index out of range=481", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mHTTPError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# retrieve data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_processed_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlatitude\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlongitude\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m~/git_repos/pvlib2/pvlib-python/pvlib/forecast.py\u001b[0m in \u001b[0;36mget_processed_data\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 301\u001b[0m \u001b[0mProcessed\u001b[0m \u001b[0mforecast\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 302\u001b[0m \"\"\"\n\u001b[0;32m--> 303\u001b[0;31m \u001b[0;32mreturn\u001b[0m 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end, vert_level, query_variables, close_netcdf_data)\u001b[0m\n\u001b[1;32m 255\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mquery\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maccept\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata_format\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 256\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 257\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnetcdf_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mncss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mquery\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 258\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 259\u001b[0m \u001b[0;31m# might be better to go to xarray here so that we can handle\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/siphon/ncss.py\u001b[0m in \u001b[0;36mget_data\u001b[0;34m(self, query)\u001b[0m\n\u001b[1;32m 112\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 113\u001b[0m \"\"\"\n\u001b[0;32m--> 114\u001b[0;31m \u001b[0mresp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_query\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mquery\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 115\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mresponse_handlers\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munit_handler\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 116\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/siphon/http_util.py\u001b[0m in \u001b[0;36mget_query\u001b[0;34m(self, query)\u001b[0m\n\u001b[1;32m 377\u001b[0m \"\"\"\n\u001b[1;32m 378\u001b[0m \u001b[0murl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_base\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_base\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'/'\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_base\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 379\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mHTTPError\u001b[0m: Error accessing http://thredds-jumbo.unidata.ucar.edu/thredds/ncss/grid/grib/HRRR/CONUS_3km/surface/Best?var=Temperature_surface&var=Medium_cloud_cover_UnknownLevelType-224&var=Downward_short-wave_radiation_flux_surface&var=Low_cloud_cover_UnknownLevelType-214&var=High_cloud_cover_UnknownLevelType-234&var=Total_cloud_cover_entire_atmosphere&var=Wind_speed_gust_surface&time_start=2018-08-09T00%3A00%3A00-07%3A00&time_end=2018-08-16T00%3A00%3A00-07%3A00&longitude=-110.9&latitude=32.2&vertCoord=100000&accept=netcdf: 400 IllegalArgumentException: Index out of range=481" ] } ], "source": [ "# retrieve data\n", "data = fm.get_processed_data(latitude, longitude, start, end)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "cloud_vars = ['total_clouds','high_clouds','mid_clouds','low_clouds']" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "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('HRRR_ESRL')\n", "plt.legend(bbox_to_anchor=(1.18,1.0))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "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": "markdown", "metadata": {}, "source": [ "## Quick power calculation" ] }, { "cell_type": "code", "execution_count": 48, "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", " temp_model: sapm_temp\n", " losses_model: no_extra_losses" ] }, "execution_count": 48, "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__CEC_2014_']\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(fx_data.index, weather=fx_data)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mc.total_irrad.plot()" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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uG66a/wWv/SvYdAM3277NK3bfzn/+8kB7DJ2FZvNAnxPKeRh/GtZdMf/GW97NYHWa3qNPUSh3C4yMYklBF0L0CiH6tP8D1wC7hBAjszZ7G7DLGBONxax+6PXyhS98gTvvvJPzzjuPr3/969x+++0A3H777fzrv/4rF110Ecnk8YKN1atX8853vpPzzjuP97znPTPuo9mEQiH++7//m3e9612cd955XHLJJezZs6clO7u0RqpQoVSpzRL0+yF0JvhWz/8Cqw3e9p/I89/PH9nuxnb/X/PwS40tPlolXVRsHvA4lGBotQTrr5x/4zPfRMXm5i08zC/2tNfOUwop5aI/wGnADvXnBeCv1Me/DjwP7AR+BIwsta8LL7xQzmX37t0nPfZy5ZZbbpH/8A//YLYZurKcPp9OZv90Wq792E/k3c+NS1nMSPmpASl/9pdLv7BalaUf/6mUt3jlt2/5dTkaThlvrMoB1ebvPzMm5QN/I+WtfinzyQW3L3//92T2liF54V//UD4/nmibncsBYJtcQl+llEuv0KWUB6WUm9Wfc6SUf6s+/j4p5SYp5XlSyuullFOGXHG6dDkFCKeVYeADHieMPqasdk9fwN0yG4sF+3X/QPKCP+Cd3MdL//l+svn2DBaPZEqAavOhR2DFFnB5F9zetvVG3OT5F+s/8Qd3PtQRhVHLjVM+bVFPbr311pOmFT3//PNs2bLlhJ9XvvKVJlnYpVPRBD3U51TcLbYeWHPZEq9SEYL+N3+a0U0f5Zryg+y44yYDLT1OJKPa7KzCxDMnpivOx5pL4M1f4JViF1+ufJyPf/ke4tlSGyw9deiIfuhSymU7nurl3A9ddqv62saMOHpUQV//KrC7lnjVLIRg3a9/iu2HnmN9/DGDrDwRzebh1A6olZcWdIALb0QETmPtt97LFzN/zj/+V5JPfOR3jrc66NISpq/QXS4X0Wi0Kx4dhpSSaDSKy9WAqHRpmnC6iM0i6M+PQ+zA8erQBil4VuOXCeSs1FWjiGRKCAH9R58Ai01ZgdfD+ldhu+lB7N4Q/y/+l3z7Pz9Dtdb9/uuB6Sv0VatWMT4+TjgcNtuULnNwuVysWrXKbDNOCcJppeLSclBNV2xS0PGEcIkymUwSj9evn4HzEMkUCbgdWA4/CisuAGcDrSOCG/B8+BdMfuk3uDFyGw/9V4LX/O4/GmfsKYLpgm6321m/fr3ZZnTpYiozOej7HwD/eghuaGo/Vo/SdjcxPWG8oKeLrO6twsSzcMX/1/gOenys+PD/suvzb2Lr5F0otYldWsF0l0uXLl2U1e5wL3Do4eZX54DTp/T1ycSMTzqLZIpcZt+nNBCrx38+H1YbmdAFeESeQq5zpjC9XOkKegfziz3TfPb/XjTbjC5tIJwustWyF8rZlgTd7VcEPRc3vrVuJFNiE/sAAaubz9yy9IUASES6mc+t0hX0DubII9/gjCduZtTkjnpdjKVWk0QyJTaXngOLfeHy+TroDymj68rJdgh6kSERh94QOJpvievwKm6idMz8/u4vd0z3oXdZmA3xR7nC+jDfeuJh1r35jWab08UgEvky1ZpkqDoF/nWNBRfn4BtQOnLUMsYmGeRKFXKlKsFaFPoaa988F5dPmXbUjruKZqnWJNFMkWOpIscSGeToo/jtZba+4b1mm3YCXUHvYHpKMQCsu74DXUFftmhFRf3lCPSPLLH14tgdThJ4sOSMFfRIWikI8lZiEFyiLfYS9AWVv7mUPNayXXqTLVZ4+789zoFwigvlHt5kfYJrrU8TEilqUpC/4i309PaZbeYMXUHvYDwVZRjAFYWHOHAsyYahfpMt6mIEmqC7S2Ho29jy/pIWH/bC3OFi+hLOzLa5tY6i/epdRdXgu4pmODid5m3RO/hN9xP4KhGqVhfpNVexp+TkzIkfEJkaZfXpm8w2c4auD71DqdYk/TJBxtrPiIix49H/M9ukLgahVFxKnLlp6GtthQ6QsflxFWOtG7YIkUwRK1UchWjLNvd6fBSlHTpQ0DOTu/k924+xhk6HX/8y1psP4Lvxm1TPVIbWpI4dMdnCE+kKeocSyxQJkuLIyjeRE27ce75ntklNkS6UefKFA/zym3/H/p2Pm21ORxJOF/GTRtRKugh6wRHEUz1peJiuRDJFBkgikOAZamlfwmIhLvqxFoy9CDVDNqpk3hQv+zPY9I6Z+Ebf0FoA8tEx02ybj67LpUOJxaYJiSr41jBZeT2XTdzHvokwZ6wMmW3aoqQLZX68Y4rnjsTJjD7Da1L3cL3lcXpEiWcnroTzfmy2iR1HOFNktU3tad9igBGg4griy/yq5f0sRiRdYlCo80H1uKuw9uMoRlvej96Uk4qge0MnVkwHR9Ypzycm2m3SonRX6B1KWl0ZOPuHCF72Xrwiz56HO3+V/pVH9rHtnn/l/S/8Fv+e/WPebn+S+Olv45DtNHqL3cEG8xFJFzmjRx2k4m193matN4SXLMWCce1pI5ki650p5Ze+1lboADl7AHfZ2LuKZqimlECto//EC21vn4+07MGSXngIvBl0Bb1Dyao5ue7AMP6zX0/cEsB/4Icd38Rsxd67+LzjPzh3QMC1f4f9z19ixfvuINJ7Ot5K563AOoHwCeLY+grdopX/G1ioc6Kgt75CLzr9M0kAnYQ1N00JG7h8Jz0XtQ5gz3VWZk5X0DsULYXLGxwBi5WpNW/i4vI29o52VhBmLv7ki8StQcRHnoZLfm9mYHDFPUhQxtvSBfDlRjhdZLVddbl4Whd0R7+yYk5FjFs9RjJFVtvTgIDewZb3V3UF8cnk0hu2GUchQtrqh3nae6ftoY6766xL0IUQo0KI54UQ24UQ29THAkKI+4QQ+9R/je0EdIpRTSsnilbKveJVN+IQVQ4/ctdiLzMVKSW+4gTJntUnfQFE3wgOUSEZ66wvQCcQyRQZFnFwD4DN0fL+3AHjy/8jmRIjloRSJWrVIRTXG6JHlMhlOkvU3aUoWUdw3ucKPUP4K52VmdPICv21UsotUsqt6u9/ATwgpTwDeED9vYteZJU8YuEeAMB32oWM29YyPPqjjnW7hNNFVjJNxXtyoYndp9yWx6c7KyvAbCrVGtFsiQEZA2/rrgsAT0Ap/y8mDBT0dJEQcV385wBWrZ9LuHP6uVRrkv5qnJJr/kSEimeEgExQrVTabNnCtOJyeQvwVfX/XwXe2ro5XTRshQgp4T2++hGC2Glv4bzai+x96QVzjVuA0WMxRkQMa/C0k57rCShZAplwV9BnE8uWkBJ81YguvmgA/6ASWK2ljbkbKpSrpIsVfLXWc9A1HP1qP5do5wQZo9kiAyKJdM8v6BbvCmyiRmx6vM2WLUy9gi6Be4UQzwghtIGFQ9pgaPXf1h1pXWZwFmNkbCcGYta+5kYAph79uhkmLUlkfC8AfcMn9/LuH1QEvRDvnC9sJ6BVXHqK+gm629NPTjoha4w7QBs911duvY+LRo96B5dPdo5LbjqRI0gSscBdiFNdpMSPjrbRqsWpV9Avl1JeALwR+IgQ4sp6DyCEuEkIsU0Isa07lah+3OU4BUfghMf6V5zOS85zWTvxk44MLmaOHgDAt/KMk54LDClumEqyK+izCaeL2KgoOdg6CTpAwuLDljem/D+SKWGliqsY1SWIC+BR/f7lDurnEo9OYRUSh2/+z8UTWg101l1nXYIupZxU/50GfghcDBwTQowAqP/Oe2mVUt4hpdwqpdwaCnV2UUynUK1J+msJyq6TgzGZjW9nvRxn747Oq7qsRkcBsM3ncuntI4UbS6ZzvrCdQDhdJKRVXOrkQwdIW304DSrUiapVzAKp2wrdN6Dsp2KQm6gZsmqWUG9g/s/FP7wOgHL8ZeRyEUL0CiH6tP8D1wC7gB8BN6qb3QjcY5SRejAez/Hskc4rXJiPWLZEUKSQakB0Nme89n2UpZXYtu+aYNniONJHKAoneOb3vsUtAey5zvnCdgJhrac46LpCzzmC9JaNKaWPnGCzPoKuuYlErnNqFfJqllDfwMp5n/cPjFCSVmoddNdZT77REPBDoaSh2YBvSil/JoT4FfAdIcRvAUeAG4wzs3X++/v3kDr0DHesv44/efNWNg51TsvLuUSSGc4SGcJ9JwujNzDImGUIZ/KgCZYtTK0m8eYnSLpXMjhPzi5A2j6Au2RsF8CXG5F0ibV2/UroNcrOAN7cbt32N5tIpqS7oAMkLP2GuYmaoZJSMm7mVolqWKxWopYA9mznZOYsKehSyoPA5nkejwJXGWGUEVx99Eu80r6N/PjX+PG/XMp9r3gP77z+ekJel9mmnURSrRK1e+cPxiQcw3gKnTUM4GiqwCqOUepbeOB33hliZXpHG63qfMKZIqe70lBCV0GvukP4Yilq1SoWq1W3/YLiJlpjV6tEdfKhA2SsPhylzrmLFln1bnKR5mMJW4ieQufcdZ4SlaJSSgLlY4y7z8Zy3g281f4kH9n/O4T/8ZX84hufo1TIm23iCWgd3rSiornke1cQrHSWL3o0nGG1mMYSXFjQq+5BgrVutehswukCa+xJZfSce/4ClmaweELYRM2QQq5IpsgaRwoQC7rXmiFv93dUPxd7LkxBuBadIJVzDuItd06yxykh6Kl8hSEiJAObcL79X3HcvJfIqz9Dn9PCa/d/lp0/vM1sE0+goEb6+wLzC3rVu5ogSfLZdDvNWpTJqXE8ooB76PQFt5F9IzhFmVS8c74AZjNTcdk3DBb9vo429e4uGdG/G2AkU2SlLQm9A2C167bfojOI1+C2v43gKkXJ2AKLblPuHSZYi3bMIuWUEPTJ6WN4RR6LT61gdPUz8NqPsPrjz5KVTiod1gKzklJWVT0LrNDtAaUX8/T4gbbZtBTpqf0AeOfJQddwdKtFTyKcLhKSMV3dLQAu9b3OxPT37yo+9ISu/nOAas8APpnqCHGs1SR9lRgF58mJCSfgXYFbFEklO6OX+ykh6NHJQwC4B+aUpAtB0sB83WaR6uQW0Tt/mmfvkJIWmJzqHEEvR5T3eDGXS49akp7uoLxdMylWqiTzZfxV/Qp0NLS87oIB5f+RTJGgjOnqPwcQvUEcokI6Zf4qPZYrMUCCygJVohp2n3JOx6YOtcOsJTklBD07fRgAn9qUfjZG5us2izUfoYwNXPPPEPWvUFbB+XBnnEQA1qTyHuNbu+A2XrUQoxDrnDQvM4lmlEHLnnJYlz7os+kPKUKj3e3pRblaI5Er46vofxGyqlldKQPb/tbLdEop+xdLxAjcA8o5nZ7ujC6op4Sgl+PKm+0dWnfSczlHAHfF/BXBbBzFGGmrb96WnQChkXWUpZVavDNOompN4i1MkLEHweFecLvAsHLyd6tFFcLpIm4KOCoZ3cXR6w9RkRZkRl9Bj6pVoj3luO5uIqfaz8UIN1GjTCdSBEQG+wIpixr9qqYUY51RXHRKCLpITVDFgug7eRVUdgbxVjursX5POUbevnA3YqvNRtgygD3dGSfRZCLPSnmMvGf1otu5Pf2kZQ+iWy0KKIJuRFERKDnScdGPNadvADqiVolaqOnWaVFDy+rKJ8w/P9LqXYLLv/jnMjCi3JF2yiLllJgp6spNkbAGCc7Tt7naM2BYvm4zVGsSbzWxYMtOjbh9CE/B/JUMwKFIltMs0+C/YsltY9Ygjrz5X9jZJPNl7n5uAptV0Ouw4XZY6bMU6a9EWbPuNDx9J0+r0YOIQVWiGimrD0dR32CdUZWtAH1BZX9lnd1EzZBT3YKe4PxVohoOp4sY3o4ZRXdKCLqneIyMe4j5snyFJ4RdVEkmIvQH9V1xNEMsWyJIipL7rEW3y7lXsDbxdJusWpwj4QSXEyU/uHCGi0bGFqSn2FlB6J89+jSehz/LCFGGRJxBkaBPKLUJ23suYcvHfm7IccPpIkOogmuAoGftAdwlfeNDkXSRQU3QdQ6K+gaU96Cqs5uoGbSJYQtVic4mZg3h6pBFyrIX9FypQqgWodS7ad7nbd7j8xc7QdAjmSJrRYqjC2S4aFT6VjMQ/zmlYgGH09xq19jkQaxC0ju0tKDnXSFWpJ9vg1X14z/0E66xPkJpxUWU3BsouELEnSEyL9zHuvwuZK2G0DFHXCOcKbLWoVZc6tiYS6PoDDJ2mqhoAAAgAElEQVRQ1DejaCZlEXT3+ztdbsUllzX/gl9Lq9lBdRROZRwh+krmX4TgFBD0iViO1SLKeP/8t04udf5iJjoJbGmjZfMTS8Q5SxRnLjQLYQ2swTImCU8cYOVp57TJuvkphpX0SeFft+S2FfcQgeQvDRPJZrCmxsiIXjw33Y8D0OoCn8rb8O1+lqPjBxhec3JL4FaJZIqcZ0+C8IBT/95CVVcQfyKh63sdyRRZYU2id5WoRsrSj61gfk73TOyhjnmpRfcQa/PG9M1plM74RhnIsWMTuEQZR+DksWgAbtVvV+iAQAzMCsb0L3634A6tAyA+aX4uujWhpizWIej0DeMSZVKJzkkV7c1PEnOcvELuX38hAFN7njLkuOF0kZXWhCHuFgA8g8qczmxKt11GMkWlVYHOVaIaaasfl85uomZwFSPkLB6wL333Kz0j+ElRLOTaYNniLHtBT6rTRPqG5i948QaVzJdKujMEPa8WgniCi3/J/SuUFWN+2txc9HK1hic/TkXY6xImm1rBmDjWOSmXA5Wj5N0n38GtOWsrNSkojBvTUCys+aN1dl1oaHndibB+ldCRTJERa1J3/7lG3uHHXTY360xKibscJb/AcOi5WNTiouiU+ef0shf0QkR5k/vnyUEH8AWGqElBLdMZ/UW0CH+Pb/EvTGjlempSUDE5F308nmcl0+Tcq+rqRaLNFk2FOyPlciqRYyVhZP/Jd3BuTz9j1pW4IrsMOXY4XSRQjepeVKThVAN66Yh+GRiRdIlBjLsIlV0BvDVzBT2eKxMkScm1RNm/inZOJ46NGmhVfSx7Qa8lFeGw+FbN+7zNbich+rDkzA/EwOyy/8VPJofTRVgEsKXMFcbRSJY1Yhq5SIXobLwhbbZoZ/TPmZoco0eUcAzMfwcX7n0FI7l9uh83V6qQLVXwliOGiaM7oH9edyRTxF+LGWaz1s+lVq0asv96OJYqECKBXKRt7mz6BpXFQC5qfkuLZS/otswEZewwz/QfjZTFh6PQGYKOdmFZxF6NmH0Id95cYTyoCrojdPLYufkIDGnVop2RQx9TYxDzDbYGqITOYZgwiYi+PVEi6RJ+0lhlGeYpeNMDrzppp5TUx/ZqTZLM5fFUjFuhi16l7W86Yd73cTqtlP1b6iycCowoi4FKByxSlr2gu/NHSdlDi7oDsjY/rpL5kXUAeyFKQfQsWkKvke1Zgb9sru//6NEp+kUO12B9gt7b5yMjexCZzhjQUZhWJj8FVs7f9rd33QUAjO/RN+c/nCkYlv6noeV16+VOjGVLBKRWJWqMzbY+JV03YWI/l0g8jlfkcS7h9tTo8/rJSSekzC8uWtaCXqxUCVTD5NyLB+vyziCeSmeU/7tKcbKLlP3Ppty3ilAtSqVcMtiqhSnMpCwu3GVxLjFLAEeuM4LQUo1BWAPzu4xWnnkxAJnRZ3U9bjhdYlioiwiDfOgOp4skvViy+uRIRzLGFRVpaH7/bNy8C742YKY3UN/nIiwWopYgjpz5i5S6BV0IYRVCPCeE+In6+38LIQ4JIbarP+Yncc9hKlFgRMSoehb/YCquIP3SfEGv1iR91ThFx+JN9TUsvjXYRZXI1GGDLVuE+Kjybz0piyppe+dUizoyY6Qt3gXzwAODK5kmgG1a32Ko8GxxNGi1C5Cw+LEX9EkDNLpVAUBvQHFzGNH2t16KCXWWqK/+vzHpGMRdND+xopEV+keBF+c89udSyi3qz3Yd7dKFiViGYWLY/PMHRDVk7wBecqbnkWpl/5WeOqPrai56zKRc9GKliienBmX99QVFAfLOQbwV8wVdSom3OEnKufgXd7JnIwOZvboeO5wuMmzwahf0dScqK3TNTWRMVbU3YH4/l0pKvXtcolp7NnnXIL4OGEVXl6ALIVYB1wFfMtYcfYkePYxN1HAPLC42Vs/x8n8ziWSKBEWy7hPJp/ZFz5mUiz4Wy7GaaYoOf0OVjhV3iEAHzBZN5MqM1KYpeRa/4BeC57CqOk4hl9Ht2DMFOu4BsDl02+9cCo4AvTq1h46kS8dX6HVmgDRK/4BycatlzLvgi6wq6A38jZXeYYIyZmp2DtS/Qv9n4GZg7jfwb4UQO4UQ/ySEcM73QiHETUKIbUKIbeFwe69g2bDiiuhbIAddw+7VGuubG9SIpPMESM8EhpZicJUSyCtHRw20amEOhrOsEmEq3vmrcBekb4QeUTJ9bNfhaJaVIoJY4u7CsXoLNlHjyJ5tuh07nC6yypowpIfLbMquIL6aToKeKTIskki3MVWiAHaHU/H769z2tyEbchFqCKUatk4s/SuxiyqxsLkasqSgCyHeBExLKZ+Z89THgTOBi4AA8LH5Xi+lvENKuVVKuTUUqv8WRg9KMSUv1L5A2b+GNrszZ2IgBiAZD2MXVRxLlP1ruNweovRjNSkXfTSqpCzaB+rLcNHolGrRo5OHcYkyPUtk6AxvVAKj8QNzvwLNM9ML3aiyf5Va7yD9ZCkVCy3vK5wpssqeRBhsc9LiM62fi5QSdylK3uZr6KLl8GvFRSbGs6hvhX45cL0QYhT4FvA6IcQ3pJRTUqEI3AlcbKCdTWHR0oi8i/c07lPL/7WWmWaRjSkXlN5A/T7VqG2Inpw5+a+HwylWWiJ156BraJV1Zs8WzRxVYg++FfOnLGqMrN1Iil44ulO3Y0cyRYI1/YdDz8Xi0S8NMJIpMWRJGOY/18hYzUsjTuTKBEhQdNZX9q/Rq46iy5g8im5JQZdSflxKuUpKuQ74TeBBKeV7hRAjAEIIAbwVMKY+ugWcuSkKlp4FZ3Nq9IcUQa+mzW2BWUoqx3fV0YNZI+MawVcy50KUOnYYO9WGMlwAvOq8y0Lc3NvTYmQUAOcCVaIawmJhzLEBX3JuTkBzSCmJp7P0VY1foWv9vFOR1i/6kXSRkDSuqEij4PDr5vdvlOl0kZBIUF1iOPRcAsOK264YN7dyu5U89LuEEM8DzwMDwKf1MUkfKtUa/eVjZJxDC87m1Ojt9ZKXDjC5D7N2QRGe+k+mkmcVg7WwKcEY2UTKIoB/SHGBVRLmCrpIqqsp3+Kj8wDSvrNYUz5EtVJp+bjpYgVvJY5AGi6OWk+gXKx1d2IsncPbhotQ2RXEW0saeoyFmE4XCJFENHgX4h9cRUVaqJk8iq4hQZdSPiSlfJP6/9dJKTdJKc+VUr5XSqlfCoAOHEsXGSZKuXfp4gBhsZAQ/VjzJqfSZbUezPULuvCvwSnKxI61d2WQL1XpnUlZXNfQaz1eP1npApNni7qzE8owbkfvkttaV2ymR5QY39+62yUye5aoQUVFGn1qtWixxfL/Wk1CLqJUiRqU4aIhe4L4ZFqXi2ejHEsWGBDJJYdDz8VqsxEVfmwZczPllm2l6EQ8zwoRhf7FU9I00jY/zqK5fZht+agSXe+pr7AIwDmwDoDI5H6DrJqfsXiONeIYNWFbMkYxH1FLALuJ1aKFcpVA+SjZnvoENXj6VgDC+37V8rGj2Vnpfwav0H2qe6tVd2IiX2ZAGjcubzbCE8IiJIlo+5MU4okoPaJEzxLDoecjYRvAVTB3kbJsBX0qmiAkkgsOtphLzh7AXTbHb6fhLMXIWb0wzzDrhegfUXLRs8fam4s+kcizRkxT8qwES+PDtc2uFh2L5RpKuVy9cQtFaacy0Xpv9GSuzJBW9m9QYy4Nt+ZObHFOZ/SEoiJjL0LatK60Dm6iRinE1CrR/sYFPescUrpnmsiyFfTEUSV9yDtUXwVjyRlQ/IMmUa1JPJU4hTrL/jVCai56KdredKnJRJ7VYrqusXPzYXa16OFIhpUigi1Y3/lhdzg5YltLb7z1UWOpQpkhEUda7OBuLJuiUYTFQtziw9pi+X877yqc/YqgZ2Ltd1+UU+oxmxivV3IPEax2Bd0QilEl4GX3Lx3wAqi6B/DJpGnVi7FsiYBIUXY19gX3eP1KIUayvelSU4kCq0UYe4MpixoV96Cp1aLhqcM4RQXPUP32x71nsqq4v2Wbk/kywyJOzTNU11CQVslYfS27E2PZEoOoK/Q65my2gieg+f3bn3Um02ocq5l5qX0jeESeTMq8heGyFXRtsEW9PnTRG8IhqqZVL0YyRQZIIhsIiGqErcO4cu2NrkejEYIijaXJFbrsG8YtiqRNOvm1dgm9Q/P3QZ8PObwJP2mOTRxs6dipfIVB4lgM9kVr5BxBesutndcxdYVe6wka2qoAwKuOX6yY0M/FmlOP2UTgV+sZFTWxWd6yFXRbpr6iopnt1fmLSZNGoyl9XFJYG0hZ1Eg7h+kvtvf2tBxTT1pfg2X/KnbVRxk/Zk5xUUVtlyDqnLQEx4dGH22xN3oyX2aFJY4wuOxfQ3EnttZNNJYtGTr/dDb96lhI2eaxkFJKnMUINawNJSZo9AQVb0DKxGrRZSnotZrEXThKztZf16AIAKdPuSJnTAjEAERTaXwiO9NXphGKnpUMVqfb6r6wpNULX5OC7gooF9p02JzKOntavZDUkYOusfqsi6hJQX6stcaiqUJZFcf2CHrVHcIvky3VKsSyJUasSSxtuAhZbTYSog+Rb2/WWSpfIVBLkHcGmnKF9auj6Aox8yqgl6WgR7JFhmSUfE/9qwm3X8k2MKsPcyamDof2N7EC8q3BLYokY+25Ra3WJD059Y6gTpfWXGZmi8baX4hRrUn6CpNk7AGw99T9ut4+HxOWkZaHRuezKfrIGd6YS0N4BrGJGql48yvemaBoG1boAClLv2593OtlOq3koJfrHA49l4EV6wComlgwtywFXctBr/XVnx/dP2BuH+aCOsjXVWdjrtk4gusACI/rP8x4PiKZIkMyQlXYmg6QzVSLmlBZdzRVYEROk+9t/GI07XkFw7nWeqPbtPasbVqha2mAyXDz5f/xTA6/TBrau302Sh/39sZXjqWUsn/Z5DntcntI4EGkzZstujwFPZFnhYhg9dX/hfXN9GE2p22nFgASTUTXvcNKL5LMsdaCdfWivb8l90jTWRqePp8yh9GEatHD0SyrRAT6G3cXlUKbGCFMMtb8eWLLa5kUxlZcarjU8v9W3Im1dBirgbNE51JwBPC0OY14Ol0gJJLYvM3/jXFLEEfevNa/y1LQj4aj9Isc7sF1db/GZncQpw9Lzpw8UqnNfWwiyyW06gwAipH2BGMmE8odkGyiQlRDWCzETKoWHYukWSEiM1W2jeBZe76yjxefbPr49qIaoHQ3HnhrBi0NsJBoPnDeSvZHM1RcAfpr7R0LOZ3KEySJs4kqUY2s3U+PiQPnl6Wg59TBFq46q0Q1UhYfdpP6uVhzqr+wgab6Gl5/SOmNkmhPgFET9KX6zC9Fyj5gSrVo7OgRHKJK73D9KYsagxs2A5CdfKnp49tLqlD11DcMvFX6B5QLbznV3MVTSomjoH5ObRL0mjtEP1nKpWJbjgeQiodxiOpMh8pmKDiCbb+zmM2yFPRyXI0y9ze2gszYfKb1YXYUo1SEHZzehl8rLBamrUM4s+3x3R2NZxgWsZYFPe8cMKVUOh9WctCtDcxB1fCrvVGadc1VqjVclZTyS7sEPTBIWVqR6eYEPV2sEJDa6Dlji4o0LB5lYZOMtC9JoZRovkpUo9IzgL/NdxazWZaCLlKqsDXoEjDr6lqtSXorcfJ2/5Ktfhci5RzG26Zc9Ex0Ahu1pjNcNMruIQK1WPurRbU7mQZy0DUcThcperFkmxP0dKGCX2SUgLLD09Q+GsVitRITPmy55gL+sUyJAdSLUJsEXUvfTUbbV1+RjaoB+hbuQmRviF5RIJ9N62RVYyw7QZdSSamTiIZbk1Zcwbb77QDiuRIBUpQanJIym0LvSkLV9mTo1GbugOrP4Z4XzxBuUSSTbu977sxo9jd3QUqKfmxNptSlCmV8ZCg7+pu+eDdD0hbEWWju/IhmS4REgoqtt65Ww3qgBXJz8fbEWLaPJchqvWNaaG1g9SoXg/i0OZkuy07Qk/kywWqYnLPxQba13pBu8xcbYe+xNEGRpOpuLv8VQPavxkuWVML43F17Rj1ZW1yh2/qVC268jbNFE7kSocoxso4Q2F1N7SNja35EWjJfpl9kqDjb427RyDoG6Cs1d27EVEGvutuzOgfoVesxWu3jXi9fe3yUVbbW70K0xmLpqDm56MtO0MfjeUZEfYMt5qLn/MV6eeDFY9z0tWcYtKTpCzYfXberXQOjE8b2Rc+VKvRrI+8ajFHMxRVQPqNUG2eLHo4qbXNLfc1fjPKOYNMj0lL5Cn4ySJev6eM3Q6lnEF+tuYtQPFsiJJLQRFuKZvGpdSGVtPEpgJFMkZ/snOKy4SpYnUuOrFwMrUAxb9LA+boFXQhhFUI8J4T4ifr7eiHEU0KIfUKIbwshjO3YUydjsRwrRBTRhNjY1dulVMT4q6uUkn9/6AC//bVtrAv2MGzL0ONr3nfXo5bSZwxeGUwmCqwQUUp2Lzj7WtpX34BaLRpv3wX0cCzHahHG0kRAVKPsCtDf5Ii0ZL6MT2TB3d4Veq13CD+ppu4+o9kSIRJYW8jPbpQ+34ASyG2xj3s9/M9TRyhVa2z2FxX/eQuusL4BbeB8hws68FFg9pTcvwP+SUp5BhAHfktPw5pl92SSERGjN9T4F9atCmrO4KtroVzlT76zg7/72R5+bdMI3/3QZiyVfFM56Bra6t5ocZxUi4oqntZW53B8mk6lyXS6ZhiPphgRUdyDzbX9BTWlTqaplEsNvzZVKOMTaay9xvZBn4tVbYYWa6IZWixbbLngplEsVitx0Y81Z+wKvVytcddTR3jVGQP0laMt34X4ZwbOmzO5qC5BF0KsAq4DvqT+LoDXAd9TN/kq8FYjDGyUQ2PjuEURW5190GfTG1Q+jGLSuA9jOlXgN+54kh8+N8GfXr2Rf3nX+ccLEVoQ9H61N4rRJ9JkIs9KEUU08f7OxesPUWrTKkwjcfQwNlHDrrZLaAZLCyPSkvkyPrLY2yzoWrFMcrpxQU+m03hFrm0ZLhoJ2wA9eWMXV/e+cIyjqQIf2joAR56CkS0t7c/pcpPCbVqBYr0r9H8Gbga0/LIgkJBSalNcx4HWl2w6ED+qjmJroorRN3N1NU5gfuur29h3LM1/vPdC/vCqMxBCwPg25ckWyqr7vH6K0g4Gty6YTCgxCmeLOeigTtMRPmwGr8JmU4qMKv9pskskHE+pSzURa8lmM8qCw9OeKlGN3qBywc9GG8++mPk+tKmoSCPrHKSvbOy58dXHR1kd6OHVlcegkofN72p5n0nhw2ZSgeKSgi6EeBMwLaV8ZvbD82wqF3j9TUKIbUKIbeGwsR/OdKqAWxv00ERKnafPR1HakU3mGC/FRCLP8xNJ/uTqjVx7rire+QTc+wkYPg/WXdn0vjVxtBrcRyISjeETWSwNtJ1djJTVf7wKsQ1YU2pGTQs+dC2lLttEb5RyRrkbE20q+9fwqc3Qyk10AhRav502C3qpZ4hAzbisrd2TKZ4ejfH+S9Zh2fktCJ4Oq7a2vN+0LYCryYyiVqlnhX45cL0QYhT4Foqr5Z8BnxBCm2a8Cpj3TJFS3iGl3Cql3BoKGRslf2EyxSuEeksZ2tjw6xVR7Mdm0O3Sw3sVsX31xlnvwwOfhOw0XP+FhoZDz0fK5m951NhSlGKqILaYsqihxzSdesmXqvQVJtUahebt750Zkda4oNdy6t/apipRDf/ACqpSUEs3bvPxZmLtdbnU+kbwkiOXaS4AvRRfe2IUl93Cb5xehcOPKatzHWoDCs4AniazoFplSUGXUn5cSrlKSrkO+E3gQSnle4BfAO9QN7sRuMcwK+tk10SSsy2HqfnXN52Bkbb6cBgkio/sCzPsdXH6oFohePgJ2PYVuOTDsOL8lvffDnEUKW20nz4r9KIz2Lbh3LunkqwSEYo9Qy2NUTueUteEay6n/q1tFnSrzUZM+LBmGhd0l3YHZfAs0bnYfIrbNDo1qvu+E7kSd2+f4G3nr8S79/uAgM2/qcu+y64BfLUOFfRF+BjwJ0KI/Sg+9S/rY1LzvDCZYrPtCJaR85reR87ux13W/8OoVGs8ui/ClRsHFL95pQg//qjSwvU1H9flGCVnkH4DxbFWk7iymktLnxV6tXew5Wk69bJ9LMlqMY0l0Ly7BWan1DXu3hIFTdDb63IBSFiDOAuN2VwoV4+fUy0E7ZuhR/X7J6f1Lzz7zrYxCuUaN166BrZ/E057tW7ntNZYrN0FitCgoEspH5JSvkn9/0Ep5cVSytOllDdIKdvXFm0BDk5MsVIeheFNTe+j6Bygr8X5i/OxcyJJqlDhSs3d8ug/Q+QleNPnwalPT4+qO4RPpqhWKktv3ASRbJFBItSEVbe+2MIziF1U2zJtacdYgjWWCI7g+pb2M5NS10Tgy1Zsb6fF2WQdA3jKjd19RrMlBkSSot1n+HDoufQPKRfeQlTfOb/VmuRrTxzmlesDnFl8ARKHYfO7ddu/RZ1P3M4CxZljt/2IBpHIlehLqpNkhptfoVfdQfwyqXvDqIf3hhECLt8wAOG98MhtcO474IyrdTuGNmqsmXS6elCKilSXhcWqyz61Yq5kxPjeF7vHwgwRa2iO6EIorrnG3VvOsnmCXuwZxFdtTNBjGaVKtNTT3tU5QHBkHdBcIHcx7n/xGOPxPDdetg52fFNpknbWm3Tbv9Z+N9WGc3ouy0bQX5hMcbZFHfDQwgpd9IZwirLuDaMe3hvmvFU+/D02xdVid8O1n9X1GPZ+rdLVmBNJy0FvZbDFXFxqqXTG4JM/kSvhjO/DQg0Gz2p5f80MMpBS4iqnlDbJbWpyNZta7xB+mWqoICqabW0sWyu4Pf1KTndKv3OjVpP88/37WBt0c80ZffDCPXD2W3X9PLS5wDPNvtrIMhL0JGeLw9R6Ai3NarRqt0stzF+cSzJfZvtYgivPGIDnvgZHHodrPq171oDLp/zdGcNW6HlWEMGmQw66hifYnuHcO8aTbLKoI/p0CECXHIGGXXOFcg2PTFO0t7fToobFO4xFSGINdAKM55Syf9HX3pRFjZgliCOvX7Hc/+2a4sWpFH/8+o3Y9v4flNKwpfXc89loVdslAwsUF2LZCPquiRRb7EewDG9q6cviVFe5WR37MD++P0JNwpVnBOEXn4U1l8H579Vt/xqaOBZbGDW2GJPxDCMiht2vn6D7BpVAVCVlsKCPJTjPclBpiuVvzYcOyiADX4OtllOFMn6hts41AadfubNKNNDdMppWyv4dXnMEPW0P0VvUJ75Sqdb4/H172Tjk4c2bVyjBUN8a5fuoI1pLi2obW1poLBtB3z0R43SOtORuAXCrt0u5hH4fxsP7wvQ5bZwv9kHmKGz9kCErtBlxNKj8PxOdxC6qiAaGby+Ftz9ASdoML//fOZ5gq/0wYsX5urz3sjeEWxQbypHWyv6rzvZ2WtToDSpCk2ugWjSTitMjSjh8zd/1tkKhZwhfRZ+6kB8+N8HBcJY/ufoVWNMTcPAhJRja5KDzhejVBqAbVKC4GMtC0LPFCpbYfuyy3FJAFKA/1Nr8xblIKXl4b4RLNwSVWzyLHTZeo8u+52K0ONbi+uaggzosWvgMK+YC5TPYfSTMhtqoLu4WAGuf2mo5XP/dUCpfxicySBMCogD9g8rnVozXL+ja98Asl0uld5iATLScuVWq1Lj9gX2ct6qfN5wzBDu/DUjdcs/nkrD4jhdktZFlIegvTqU4i1HllxZX6P1BZYXe7MzIuRyMZJlI5BX/+Z6fwPpXtdRveTGMFkdbWp/BFnNJ2QI4DRwWPZksEMrtw0pVN0FvZpBBUhX0dpf9awQGV1JrsFp0Zg5pm6tENSz9K7GJGrHp1lIXv/2rI4zH8/zpNa9Q+pZs/x/F1RJo3f02H2mrD2cTWVCtsiwEXasQlVYnDJzR0r4cThdJerFk9VnlauX+VwXjEDsIZ+qXHjUfaZvfEHEslKv0lVQh0FnQc/aAoRWuO8YSbLKoTdt0EvSZQQYNuOa08XPWXnME3WZ3EBP9WLP122zRGqe1uY+LhjOgnGvxo4eb3ke+VOWLD+7n4nUBZWE1vg2i+3QPhs6mnS0tZrM8BH0yxRb7mJKO1uDYuflIWnzYm5wZOZdH9kVYF3QzcvR+5YFX/Jou+10Io8RR6YMepWzz6H6HUXIN0F81UNDHE2yxHkS6B3S7GDWTyZBJpxV/tKe9rXNnk7QGcObrX6w48+YKuiekuImykeanWn39yVGm00X+9JqNyur8wU+By6ekKxpE2RXEa8J84mUh6C9MJDlLHEG06G7RyFj9OJucGTmbYqXKEweiSnXoiz+BVReB19jgklG9USYTBVaKCGVP46P9lsLoCtcdY/oGROF4P5dqA/GKktpp0eFtfnZsq2QcA/SW6r+Dc5UiVLGa0qoAwKdWi5ZizQl6ulDm3x86wKvOGOCVpwVh9z1w6GF43SfA5dXT1BOoukP4ZdKwc3ohXvaCXihXSU4fUa6GOgl63hHAU2n96vrM4Tj5cpXXr6zA1HY48zodrFsc7UTSuzeKtkIXOrXNnY2lb8iwCtdqTbJvfJo11SO6uVsAXG4PGdmDyNYvjpWMctdnM8mHDlB0heq+GypXa3grcfIOv+6ZIPUSCK2gJK3UUs1Vi37l0VHiuTJ/ds0roJSDn/8VDG1SMs0MxOIZxNrkEJSWjtvWoxnA3mNpNuoUENWo9Azocrv08N4INovglcXHlQfOfHPL+1wKoYqj3r1RJtTBFo6gfjnoGtpoMyMqXA+EM6wtH1QqRHUUdICEpR9bA645s1rnzqbaO1R31kg8p/ZxcZp3R2GxWomJALZs48JYqtT40iMHuebsITav9sGjn4fUOPza3+vWumIhbNoQFB3rWerhZS/ouyZSnC3UgMnQObrss+YewE9zMyNn8/DeMBes9ePc/1MYeAUMnK6LfYthVG+UcCxOUKSxGrBC10qljahw1QqKAN0FPWP142okAJ1XXfPGFrUAACAASURBVGEmrtAt3hGsQhKvo1o0li0REgmqbnMyXDQStgF6Co0vUMbjOdLFCm84Zxhih+CxL8CmG2CtvoVE86FVbWcNHto+l5e9oL8wmWSz/QjSv063YJ1FHRQbDzf/YYTTRXZPpbhmvR1GH9O1+c9iHC//1/dEOj7YQn9B1yalF3VuwgRKQPQC2yjSM6x7/CLv8NNbrv9OzlIwpxf6bBw+5b1OhJf2SWuNuaRJKYsaOVcIbxOj6I7EcgCsCbrh538JFhtc/Sm9zZuXdrW0mMvLXtB3TaY4zzqmW0AUwKm6FWKTB5vex6P7lRPwDfYdIKtt8Z8DeNTsC91PpKQxOehwfMB1xYBS6R1jSS6wjyoBUZ0pu4L0NeCas5fUqlITBd0d0JqhLZ3XHc0UGCA54xIzi5J7hGCDXSIBxlRBPz35BLz0f/DqPwev/kH9+dDK/404pxfjZS3olWqNsaljDFcnW64QnU3/sFJskJk+1PQ+9kylcVgtrDr6APStgBUX6GXeosycSE2MR1sIKSWOrHGC3uf1U5B20LnCtVCuMnb0GCsrY7q7WwCqPQMNBaAdpSRl4VA6bZpEvzpbtBRf+m4olwxjF1WcJpX9z+AdoVcUSCcbyzw7EsvhsVXx/fKvIbBBmQzWJry+ICVpNWw+8UK8rAX9QDjLuuphBFK3gChAcKXi6y7Hmp+UcixVYHUfiAMPKqvzNnXX8/pDyomkU6UrKEMOhmREmcXZQifLhTBqwPWLUyk21g4p54cBgi7UTIZ6A9CuSpKCzWtKp0WNgNrvp1pHM7RiXAnoaTEOs9BG0cWmRht63ZFYjo/23o+IHYA3/h3YnPobtwDCYiEh+rEa2NJiPl7Wgq5ViAK6CrrXFySFG5FovphhOl3kGucLUMm3zX8Ox08kPftIaG1ziz2DuhRuzYdS/q/vLFelQlQLiG7Rdd8Adi2TIbL0ardak3hqautcE3E4XcTxYqkja6Sqzky1muxycQeVuE1qurFq0alokveVvgMb36jrIJl6SVmNqdpejCUFXQjhEkI8LYTYIYR4QQjxSfXx/xZCHBJCbFd/9P/GLMGuySSbrEeUlqg6Dl0AiFoGceSaTzk6lipwZe1ppSJt7eU6WrY0KasfR0G/E0nLQa959Xe3aOQcQTwlnQV9PMnFjsNI7ypDepE4fUpGUSa2tDimC0ofl7LDnE6Ls4lbAjjquOCLjNbHxZwqUQ3NTZRvYBSdlBJr/CAumYdN71j6BQaQtQdw61Cg2Aj1rNCLwOuklJuBLcC1QohL1Of+XEq5Rf3ZbpiVC/DCRIrzHWpAVOfb2KRzGG+xeUGPpnJszj0BG681bFW7EFmd+0hMqKPnbH79M1w0jCiV3jGeYIvtEGKl/u4WAE9ADUDXEa9I5Sv4yFBzmS/o9VaLzrjATM5yCQ4r1aLVZCODOcoMl9U77Bb7OzVLyWXMfOLFWFLQpUJG/dWu/khDraqDbLHCi5Mx1ldHdQ2IahR7VxCqNheky5UqnFXehbuaalt2y2yKzgFdy/8n41lWiBh2HScVzaXmHtS1VDqZLxMJTzNUnjDEfw7gVTOKKqmlzxOt06KZGS4aRVeorh7jrkKEknCA07gS+XpwuT0k8GBJ17/AOhLLsUGorrCg8fUf81HpCRKQCd3nEy9GXT50IYRVCLEdmAbuk1I+pT71t0KInUKIfxJCtC/iAPzguQkGyxPYZUlX/7mG9K7CS7bhyDrAdKrIJZYXkVjg9Kt0t20pqu4BfDoOuk5Hp3CKMsKAHHQN0acEGOM6TUp/fjzJuTp3WJxLf2CIqhR1BaC1Totmtc6dTUWtFl0qO6e3HCVjC5oaxNWIWwZwNNBU7Egsx2mWKaX3kAnzW0EJmjtEhVQTGtIsdQm6lLIqpdwCrAIuFkKcC3wcOBO4CAgAH5vvtUKIm4QQ24QQ28JhfQJ1Ukq+9vgobwiqH7ABgm5Tc9EjEwcafu2xlNLIquQeNOVkUk6kKql46+93tSaJau+BASmLGnZ1UnpSp1muO8YTnCfUgOiIMeEdq81GQngRuaXf53Q6hUuUsXnMF3RL37DSY3yRwrlaTeKtxig4zesMOZuUI4SngVF0Y+oK3RLaaKBVi2NTh4Ikw631cm+EhrJcpJQJ4CHgWinllOqOKQJ3Ahcv8Jo7pJRbpZRbQ6FQywYDPHEwyr7pDNcPRcHqgAH9PzTPoJKLnjraeC76dLrICFFqffoGauvFppb/J1ocCgDwyL4w9qy6ajZQ0Hv8ivsiF9OnWvTRfREu7TkC/nWGltqnLD4cdfRzKaYUF4fDY15fFA27mleenF44iytVKBMkSbnHfHsBij1D+Kv1B/qPRLJssExhNVHQnTNV2+3r51JPlktICOFT/98DvB7YI4QYUR8TwFuBXUYaOpuvPj6K323nDHkIQmeCzaH7MbRc9EJktOHXHksVGBFRrDrO3mwEl09Z7aZ1EMdv/2qMM5yqP95AQdezVPqlo2meOBjlfNuoYe4WjazdT0956XhFSe206PKav+J1B5XPMbPIbNFoVin7r/WaGxDVqHpGCMgk5VKxru3TkXE85A1Z7NVLb0D5Hraz/L+eFfoI8AshxE7gVyg+9J8AdwkhngeeBwaATxtn5nEmEnnu232Md104gnVqhyHuFoDg0GqlbWcTuej/f3tnHt/WWeb773MkWbK8ybvj7HtCkjZt0r003aBAy0ChLJ1SoEDLZScsw9Ay0Ms67PvcSxm2GbpQ7u3QTguFXigtJbRZ2iw0adIsTpPYiR3Li7xJlvTeP96j1nFkSU4knSP7/X4++kQ65yj6+ejVc97zvM/S2T/CDAnjqyuczzkT+TKOXZEoj+w8xsVNI+CrKOiCXu0kEl6y8bO/HqDFN0D1SHvBDfpIWT2V8ewGPTGoDbq/ynmDXm03jYiGJzboPZFB6ohgORyymMJT04oliu6juSX7ecLP6ycOLYgCVNs1ivLVnzgXvNkOUEptB076VSilLi+Ioizc+aROLnhP9ZMwHIYV1xbkcyyPhy6rAV9k8j7dgd5OyiVW0BltJkKp2iiT6KaTjvuePkw8qVhREYHErIIujlVU1jCsyk47/b97IMp9zxzh04sjcICCG/R4eT01/dlD05JD2uhL0HmDXt+iDXqif2JXQKT7KJYovDXOJhWlSLWi6z12kJY5mcMQY/EkoaE2HY/n4Ay9tmGGXjSPFKZpezpKKlN0ZDTBPZsOcdWyeuq2fF/XR1l0ZcE+r9fXTMXI5P1fyV77IlCkQkDjqa5tZFR5UKdhHJVS/GrTIS6YW0ll59MFj+UVy6LHqj3tDNe7nnqBWDzJaxvti9mMM/OgLgPBRqpkmJHhwYyHWcPOV1pM4Q8EdRhghr650d5U2r8zY3g8lY06SGEoh1Z0R3qHWSDtxD3ljv0GYXKL5vmipAz6g9s7CA/G+FjLVug9COs+VdBZ41B5K3Wjk5/legdSBt2ZGbrl8dAjNXhOYyBtPBBm//FBPjbj7zBwFNbclEeF6Yl4ak8r/T8WT/IfTx7kksUNNHQ8rmdnee5/Oh6rSi/092YJt7RG7Fm8Cww6QK9VR9nQxGM7VdytosEdBr3OTi6K9WS/Y34hPMQC6SBas9DxkMtcF83zRckYdKUUv9jQxpLGchbt/pFOJlpyVUE/M1E1kwYVznkhJkVgyPYD1zgT5QKpOhKnPpDu2XSIqoCHNe13QtPLihJPP1RWT+VpZLg+tKOdrkiUjy9qh0NPwjk351FdesrsiKJIlkgG32ivTtIpc67S4lgivgaCGbJFU3Vc/C5xuYTqm4kqH+TQiu6F8BALrXasJufcLSkGfbWUFzH9v2QM+tZDvew40sdn5+1EwvsLPjsHsGrn4BFFV3tbzu8ZisWpS3SREC84GCEw5KsjeIrGsW9olN/u6ODjC9uxOp+FCz5QlJlOrLyBmuSpZbgqpfjJEwdY1FjBGXt+oO+O1rwjzwpPJlCrDfpQT+bFXP9oH0OWsxmXYxkJNFITn3h8eIZsd4xLolzEsjhu1eHNcFeRoqMrzCw5jr95aRGUZWbE30BVjj1c80HJGPRfbGij2m9x4ZGf6SavRUipL2/Ut3m9Hbk3uujsjzJDuhkJNDvWWBcg6q+nOsMPNhO/2XqEaDzJG6O/0YWZVr0pz+rSkww2ElKn1vpv88Ee/n6kn9uWHEKObIZLPlGUcqlVdsOIWJYF6PJ4P8MOV1ocSzzYTJ0KT5hN7BvuYlCCrrmjAOjzNlI+kt2gR4/pCBcnk4pSxMsbqM1zjaJMlIRB74pEeWhHB5+d/xxWeK/uPFKEGWNoxgIABifR6OJY/wit0k280lnfYzyomy9MNv1fKcXdG1/gmuYeqg4/BufeUrQ60lZVM5YoersmvxD90ycOUBPwsu7wHTqZ6Ky35V9gGkKNOnkkkSE0TSlFRSJCzOeeGbpUt1AmCXq70+suj3XT73E+q3Usw4EmanJoRefrsUMWHSrKNRZV0URQogwN9BXl80rCoN+z8QXiiQT/0HcnNC6HZa8tyuc2zlwIQDycex3mY5EoLYSRkHP+cxhTR6J3cn707Yf7eO5ohPWVf9Cddda+q0AKT6as5tQaXB8KD/H7Z49y+5L9WMe2a3dckSpcBiuqdbhlhs400XiSGiIk/M5XWkzhq7F7i3amj+uuGu1mqMz5EMuxjAabaUh2Z5ykKKWoGmgjieguRQ7jSS2an8Ik5VQoCYM+q66cLy/dT1nP83p2XiRXRiBYSTc1eCYRi97ZN0SLhPEXsNRsLqT6QPZOsjbKPZsOMcfXx4KO3+pZbhGLSaVC5CbbKf0XG9qwRHFN9891IsmqNxdAXXp0uGUIT4ZIhlSlxUTAHREuAEE7+SySps6IUopQsodowB1p/y9S3UpARjPWKOodGmVW8jCDgRmucBelFpX7M2Tl5pOSMOjXntnK9cO/0mFoL3t9UT877G0iMJS7gRnsOYpf4pTVO2vQU+n/A5MwjoPROA9sPcLnmp9AVALOf1+h5KWlyg6Ri06iH+pANM6vNh3itrnP4et+Di79NHiy5svllQFPCH904vWK/qEYIQYRl4QsAlTbcd0jaXqLDsUS1NNHIuiOBdEUvlq7Fd3RtgmP0SGL7URrFhRJVWaCds384bCZob/E7oeg81m45J/A8hT1oyP+GdTEco9FHw3rxAdxKEs0RcWL6f+5D6TfP3sUFRtkXf9/w7JroK64P4pUg+tM/ujx/Om5ToaiUd46+EsdXrniDYWSNyE6omji6JxIpB+/jGJVuMcnnSlbtKevj2oZgor8FNPLFxX2JCmSoajYC90DLJQOrCbnI1zgpfT/bIvm+aI0DHrbX/Wt9Mri/1hjlTNpSnTmvLgoqTjZPLfEmyw1qToSkxhIG/Z1887yv+CN9cOFHy6UtAmpqAoxpPyQIYNxPNsP9XKdbwPl/Qf07NyByKKYvy5jQ5Fhu9Kit9I9PulAsJJ+gliRk++GUj1Sne4lOp7qZh11NhKeuIpouKONoESpaF1WJFWZCTXoGXryNEta5EppGPRX/yu8549Fn50DUDOLcolNGA0wnrKUe8bhGXqovoW4slADuRv0zfs7ucnzMMw+D2afU0B1E9NjhfAO514m9dnD3az3/ZdONFtenMXy8WRrKBKNaJ9vmYsMOkCPVY8vTamFVAnjMrv8q1tomJFqRTexG3G0cw8A/hZ3GHR/IEg/FVgZFs3zSWkYdIByZyIE/A3zADh+ZG9Ox1eOHGNUysDhIkyWx0OvVOec/t/eO8zSvr/SGO+ACz9UYHUTE/HWE8ixU3oiqWhsf5SW5FE9O3cozVsqGnVDkQk604xG9PbyanctMkZ89QSjJ4+PmF2ls6LOXQa9zB+gmxqsgYndiN5UlUUHi3KNp9cK4ctj0/ZMlI5Bd4iq5nkARI61ZT12MBqnPnmcwUCz4zUkAPo8tTnXkdjUFuZKawtxfw0sfU2BlU3McFldzun/+7sGOCO5k4TlL2iRtmx4q/TiYf8E4ZaJQf33BEPu8kmP+BuoTpw8PhK2G6aqwVm3YTp6PA0EhideNK8caGPECuqEOJcw4K0jUKT0f2PQs9BgN7qIdbdlPbYzorNEYxXumNkM+upzTv9/an83l3q2Yy26whnXlk0skHv6//bDfay19hBrXl2QJie54g9p4zEQnsDQDOvvwOcyl0s82Ex9sudkV9FAJ0klVNS6y4cOMFDWSGUs/V3naCJJy+gL9AbnuWJClWKkrI6KHGrm5wNj0LNQU9ekF+r6srdzO2Y3tqDKHRXqdPp/bgOpa+8WGqUXy8GZLkCyoolaIjkVRHvu0DFWSBv+BRcWQdnEBO32ecM96V0B4rJKiy9S1YJfRtn0vRvY/NufEu7SFyTvUBd9UoU4eJGciGiwmbo0dxWg3YZuCllMMRqoJ3SKNYomizHoWRDLosvTRNlA9sSAzv4hWgjjdTipKEWivIFa1Zs1Quf4QJSFfU/qF0WoqpgJq1K7L7KVowUYbtuETxJYc84vtKyM1DSmOtOkj2TwjPQyQhn4yospKytzL34Lz1RczPLeR1m7cT2hHyxj9xfOYU7vk/RZLrv42CQrZ1BLP9GRoZP2HT7WRauEsRrdEbKYIlnRRA2DxKIjBf+sXHqKBkRko4hsE5FnReR/2tvni8hTIvK8iPxKRNx3Oc8TfWXNVOXQ6GKg6wheSVLeMKcIqnKgsgm/jBLpzzw72HQgzDprO0N1y6HK2dvsVGRFtk7p8USSuu6n9YvZafuTF41QvT5nyYH0roCyWC+DVlUxJeXEjLlLOeuTDxH8zCH2XHMfm+bdDJaX5mQXPRXznZaXFq9dsuB4+8n1lfoO7wKgcqY7IlxSpCYpPZPM2j6lz8rhmChwuVLqTGA18CoROR/4KvBtpdRioAd4d+FkOstwsJX6RPY40mhY18UI1LvDoHvtWt3ZjOMzew+x1tqNf+kriiErI+W233YwS2bdnmMDnMkeIlULilqeIB1eXxk9VGENpY9k8Mf7GfK6p9LieDxeH0vWXsF5N32dpbf9jfgnD3DGh+91WlZaGpZdSFIJh373nZP2jR7TIYs1s1cUW1ZGUjWKstXMzwdZDbrSDNgvffZDAZcD/8fe/guguDn5RSRZPZM6+hkejGQ+sE9fgZ3OEk3ht9P/I8czp/+P7n0MnyTwLHHeoFc36HMXzZLhuuNwmDXWHh0z7wL6M4SmBRN9RL3uqbSYjUBlCI+vOBU2J8v8l53DpsZrOafz1+x5+vET9nl79pLAwqp3vijXWHKdpOSDnHzoIuIRka1AJ/AIsA/oVUrF7UMOA+6LccoTvjqd0NB1ZF/G4zwpP7uDnYrGUmHX6h7O0Hyhb2iUhf1/I2aVw2xnfdEAtU25pf937NtOSAapWHRRMWRlZcAbIhBL79qqSEaIlbmn0mKps/xt3yAsIeShj55QO79q4ADd3mbwBRxUdzKzl63luWvuY8HZhV+fysmgK6USSqnVwCzgXGB5usPSvVdEbhGRzSKyuaureM1S80mwcR4AfVkaXZQPHyMqAQi448ebqiMR75/YoG9u62adbGeg9SJHQ/9SlFdUMaDKkSzp/94jGwGw5lxQDFlZiU4QmpZMKqrVAHEXlc4tdapD9Rw+73MsTuxj071ffXF7U8wOWXQZFVUhlq29gqqawrsGJxXlopTqBf4MnA+ERCRV1m4WkPa+Xil1h1JqrVJqbWOjuxIrcqW2VYdBDR/PXBe9OtZJv98dSUUAtQ0zSCjJWEdi765tzLa6qFr5qiIqy0yvFcKXIf0/Gk/Q2r+NQW8tuOT2ejRQT02azjSR4VFCRFAuKp07FVh91TvYVn4eZ+z5Pu0Hn6dvMMpc1eG6kMVik0uUS6OIhOzn5cCVwC7gUeA6+7B3APcXSqTTNLbOJ6GERE/6ZgCgy7g2qeNEy92TjOHxeumRmozp/9b+PwLgW+Js/PlYIt5aAhkaXO8+GmE1e4g0nu2ai6eqnkWIAQ7v/fsJ2yORPsok4arSuVMBsSya3/p9BDh6z4dpf+F5yiXmmiqLTpHLDH0G8KiIbAc2AY8opR4EPgV8TET2AvXATwon01m8vjK6pB5vhkYXnf0jzHBB67nx6MW69MZxMBpnceQpwoE5UOeeMLXhsgYqM/RD3b1vPwusowQWuMPdArDolTczony0P/ilE7YP9umLqafSPaVzpwotc5eyY/H7OXt4A8cf1q6XSpdUWXSKXKJctiulzlJKnaGUWqmU+ry9fb9S6lyl1CKl1JuUUtlT+0qYHl8zweGJo0W6+gZoohcr5I4IlxSDvjqqo0fTJhdt3d/BebKT4TmXOaBsYmKVM2lJHCXcmf58D+3bAEDNkouLKSsjDS1z2Np8LWf3PMyR/Ttf3D5iG3Q3lc6dSqx586fZ75nPy/seAKBh/iqHFTmLyRTNkcHyGdSOTuyL7ut8AUsUAYc7FY1ncObFLEzs56lf/etJ+zp2/IlyiVF35qsdUDYxLZfdgo84u+//Wtr9Fce2MIoPaT2ryMoys+j1t5HAw+EHvvjitmhE3x0FqoxBLwTeMj/Jq79DUgn9VFBR6446Sk5hDHqOjFbOpDF5nEQ8nnb/yHHdRaXCjohxC+fecDvPBC9k7XNfZ/vjvzlhX6DtUWL4KF98iUPq0jNv2dk8U3UJKw/fQ1/4xMXR4ViCBcM76Kxa7rrwtIbWeWxtep2epR/YDUB8QOsP1JRmQEApsOjsS9k8/73sbr7aNWsqTmEMeo5Yodn4JEH3sfTtrxK9enuw0R1Zoiksj4cl/+MuDnlmM/dP7+eF57cDMDKaYNngRg5XnwVlFQ6rPJnQVbdSJcPsvP/rJ2zfdaiTFXKAWKszDTiyseD1t6GQF2fpiSEdyljpstK5U41z3/lVznnfj52W4TjGoOdIwJ55hydodCERnQXmlizRsVRU1+K/8V6SWKi7rqevp5tdu55lkRwhPv9yp+WlZeGq89kavIDlB3/JwJhaNEef+xt+iRNykf98LI0zF7Ct8bWcFX6I9oN7wDbowRp3NbcwTE2MQc+RmhYdBTLQeXJRIAD/UDtDEgS/+4owAbTOX8bRq+6gNdnBgR+9lfDWBwGYscaZtm25ELziU4QYYMf9335xW+KgrgoZWupOgw4w93WfAeDg/V/CGulhGD/iskqLhqmJMeg50jBTJ7CMhtO7XKpGjtHrayqmpEmz/ILXsG3Vrawe2ch5+75LpzRS5bJCRmNZsuYydvjPZsm+nzM8qMsJ1Yef4ah3JlLp3nPdNHsR2xquYU33g1T27SYilU5LMkwTjEHPkcrqWvqowOpLn1wUincxFHBPUtFErL3uE2xqfAOVMsKhugtcv4jkvfSfqKePbQ98j4GRUZaO7iJcd7bTsrIy93W3ISjOjD3DgFU6hbkMpY0x6JPguKeZysjJLpeBaJxmjrum9Vw2zrr5f7NpzntoeuV6p6VkZfkFr2Zn2Urm7/53du/YSL1EsOY6X0QsG01zlrKtXvdmHS6hSouG0sYY9EnQ1XoFK2Lb2PP0Yyds7+zpo1H6XVNlMRveMj/nvOubzF7q/pkuQOLij9NMN/6HPwFA04p1DivKjdmv+wxxZRHzubcWumFqYQz6JFj5plvpoZrYw589IfOy96gu2uVzSeu5qcbKi1/PHu8SViZ20k8ldXPc6/cfS/PcZey64JvUXPlxp6UYpgnGoE+Cyuo69ix9LytjW9nxl5eSdIa6tEEPNs51StqURiyL4fO1e6gtuAKs0hm2q171LhasvtRpGYZpQun8MlzC6ms/Rrs0Uf74F0kmEgCM9ugWbzUt8xxUNrU54/K3srn2NbDmJqelGAyuxRj0SeIPBGk/az2LE/vY8rufAaD6tEGvcEtz6CmIWBZrP3I3Z1xxvdNSDAbXYgz6KXD2a27hgDWPGVu+QSwaxTfYQR9ViAtT6A0Gw/TBGPRTwPJ6iVz0aWapDp7+zXcJDh+lx2tqdRgMBmcxBv0UWXXZm9nlW8GiXT+kIXaIiL/ZaUkGg2GaYwz6KSKWhfXKz9NAL3NVOyPB0kgqMhgMUxdj0E+DpedcydbghQAkq9zVes5gMEw/cmkSPVtEHhWRXSLyrIh8xN5+u4gcEZGt9uM1hZfrPur+4YsMqzKCs1c7LcVgMExzvDkcEwc+rpR6WkSqgC0i8oi979tKqW8UTp77mbNsDfFbD7LKH3RaisFgmOZkNehKqQ6gw34eEZFdQGkULSkSXmPMDQaDC5iUD11E5gFnAU/Zmz4oIttF5KciUptnbQaDwWCYBDkbdBGpBP4v8FGlVD/wv4CFwGr0DP6bE7zvFhHZLCKbu7q68iDZYDAYDOnIyaCLiA9tzO9USt0HoJQ6ppRKKKWSwI+Bc9O9Vyl1h1JqrVJqbWOjSb4xGAyGQpFLlIsAPwF2KaW+NWb72MDra4G/51+ewWAwGHIllyiXi4AbgR0istXeditwvYisBhTQBry3IAoNBoPBkBO5RLk8AaRrPPnb/MsxGAwGw6kiSqnifZhIF3CwaB94ejQAx50WMUlKUTOUpm6juTgYzZq5Sqmsi5BFNeilhIhsVkqtdVrHZChFzVCauo3m4mA0Tw5Ty8VgMBimCMagGwwGwxTBGPSJucNpAadAKWqG0tRtNBcHo3kSGB+6wWAwTBHMDN1gMBimCNPaoNtZsIYCU4rnuRQ1GwzT2qCTPmHKkGdUafr1PE4LOBVKseqpiJxt14sqCUTzZhGpd1rLeKalQReRt4nIFuDrInKd03pywa5a+QURKXdaS66IyI12t6uvi8ibnNaTCyJyg4hsAL4mIjc7rSdXRKTGHtM/d1pLrojIP4rINuAqIOm0nlwQkWuA54HLANf9FnOp5TKlEJEVwHrgI0Ad8EkREaXUr0XEo5RKOKvwRETEC9wMfAoYAf4A/MVRUVkQkQrgK8Aq4HPAMuAtIrJfKbXFUXETYGv+ErASXauoHrhJXs57wwAACJhJREFURB5RSrU5qS1HFHp8rBKRlyulXDtGRCQA3A68FfhHpdSGMfvErXd0IhIErgPeo5T687h9rtA97Qw60Aw8ZteoQUQU8APg124z5gBKqbiIPI02iu9DG5mdSqluh6VNiFJq0C7k9hmlVL+I7AHOAfwOS5sQW/M9SqknAUTkcuAocMhZZdkREQ/6bvtutKvoq8CFjorKgFJqREQ6gV8AT9l3nS8H/qaUijirLiMWUANsE5EG4I3AZqXUFjcYc5gGLhcR+aCIrBqzaRQ9eABQSv038LyIfN4+3vFzkkbzVqXUCLqpyCzgSjfoHEsazffYxtyjlDoKLMJlaxZjNdszrJQxfwO6xv8i4Fsi8nZ7uyvO+TjdqbvKGuBqpdR3gVEReZeIXOSo0DGkGR8PAEHgYWAjcAvwcxG5xT7e8XOdRnMdEAUuQPeHWAF8T0S+ah/v/PhWSk3JBzAXeAw9y3pk3L4n0LPH1OvV9rZKF2u27H+vB+4HFjh9jjNpxs5xsJ+3oH+4VU7rzUUzsBaos5+vA54FQm7Wje7ze6v9+itAAm00LTdqtve9BfgO0GS/vhLYCtS4WPNPgceB6+3XC4HDQKvT40MpNaVn6GHgTmAxkBSRd47Z9wHgIyLSYr/uBraD41fZtJrtWVgSQCl1N9APrBORc0TkBqfE2ozX/A57+9ix1QQMK91kfJWIvLrYIscx0djwAiilNiulwva23cAW9GzSadLqVtqylAG3iMif0Behx4HtqXHjIJl+h/8F/LNSqtN+vRP9O3R6sTGT5i+i11cs+65uH/BX+1jncfqKkqcrqqR7DZTb/14LbAZ8Y475BvCf6IWZHwG/ATxu1YyehaVm6a8AhtH+3Xe7WLPH/vd64CHgX+z9b3Cx5rF3FgL8EO2b9hZL86mea1vrevt1LbqLWIOLNY891yn9d7n5d2hvWw98F72m9S1gA1BfzPEx4d/jtIA8fSnBib4ge5tlD5Qvj9nmQ4dL/Yf95QQLrfN0NdvbFwJPoX28paL5+8AgOoqkVDR/AD1b/Hbqx+1S3V+Z6LixRshlmsef67cDz6DdL0U916doOzzoCK6v2WO6otjjY8K/x2kBp/llXA38P+DfgRvGfQnjB/ca9K1zFfr2aJa9vdiD/lQ1L0JH6JQDM0pE8xK0K+Ay4GUlonkxUAGcASwppuY8jI/UmD7JMLlU82L73xXAohLSPNveXrQ7iZz/LqcFnMYX8kpgE/Ba9Ar5T4BWxiwCASFOvFX6KTrK5a/APKO54Jo3oDutGM2F1/2EGR9T9zzn+ijlRdF1wO+VDjtM+bjalb0IJCI/RLtSZtqv16N9z7cqpS5SziSLTDfNFyqlnGg5WIqaT1f3xWZ8FEWzU+c5J0omsUhEPoy+ij6tlLoXvcj2BxEpQ/vgdovIj9ExrZvRt80fVUr12P/FduBM9VL0gtFsNDumuVR1G80ux+lbhGwPdKTBerTL4TpgF/Bu9MVoEfAz4GL72KuB3wHzx7y/qNEJRrPRPBV1G82l8XD9DF0ppUTkMnQi0KMiMgC8CniLUupOEZkHdNiH7wCOYRf6ERFLKRU3mo1mt2iG0tRtNJcGrvKhj0/qGZP+uxk7XV8p9TA62WO1iCwC/ogOHwJ4J9rv1WMfW/CkCqPZaM5EKeo2mos3PvKNqww64zLExpzUvUDVmLoKj6H9XCHg3wCviPwZHf50o1KqvzhyAaO5WJSiZihN3UZzieIKl4uInA98EugXkbuBPyqlEiLitW97NqLjgl8hIruUUjtFZDZwrlJqs4hcj67D0jnxpxjNRnPxKEXdRnPp4/gMXUQuRV8p70PfDr0NqB3rw1JK7UXHjS4C/tl+6wiw394/VORBZDQbzVNKt9E8NXDcoKOvnpuUUncCv0Sn5A+ol2JCvygiP0Fnan0POFd0Z5YwutmD0Ww0u0kzlKZuo3kqoIofSnQ+Y1Kq0aVrw+jONseAP6Ozst6CLtJ/F2PSgoFKilzK1Gg2mqeabqN5aj6K+WWE0AH9EeAzjKk9DpxrfxFvtF+/G1186swxxxS9rrPRbDRPNd1G89R+FNPlUgH8HviQ/Xxs16CNQCOQSgP+E/pL7IEXY0KdCCMymotDKWqG0tRtNE9hCmrQReTtIrJORKqVUkeAO4B70YsS54lIq32cH12o5/32W69At3sageLGhBrNRvNU0200Tx9Sxdzz9x+KCLrl2F3orKt96KvqR5RSx+1jLgLejG6w+p/2thVoX1gLuqrZB5VSu/Iqzmg2mqeJbqO5eOPDVeTTf8NLHWqWAL+0n3vRDQ7uG3fsenQ7pxAvdQcpp8i9Mo1mo3mq6Taap+8jLy4XEfGKyJeBL4vIOmApukktSseDfhi4wN6X4sfoVedHgDYRmamUGlZK7c+HJqPZaJ5uuo3m4o0Pt3LaBt0+0VvQPQz3Al9A3/ZcJiLnwotNbD8P3D7mrVej/V5bgVVK+8mKgtFsNGeiFHUbzQbg9F0u6BXnG8e8/jd089R3AlvsbRbav3UvdrcP4HXAJU7clhjNRvNU0200m4dSeYhDB4KAn5d8YDdgN65FX0E/ZD9fC9zt9B9sNBvNU1G30WweSuXBh650LYSoUiphb3oF0GU/vwlYLiIPAncDT8PJpS6LjdFcHEpRM5SmbqPZAHmstigiHkChO9M/YG+OALcCK4EDyvZ1Kfuy6zRGc3EoRc1QmrqN5ulNPhOLkujiOMeBM+wr678ASaXUE8qdCxdGc3EoRc1QmrqN5ulMPv036OI5SeAJ4N1O+5OMZvc8SlFzqeo2mqfvI6+ZoiIyC7gR+JZSKpq3/7iAGM3FoRQ1Q2nqNpqnL3lP/TcYDAaDM7ihwYXBYDAY8oAx6AaDwTBFMAbdYDAYpgjGoBsMBsMUwRh0g8FgmCIYg24wGAxTBGPQDQaDYYpgDLrBYDBMEf4/jzmirzCVR34AAAAASUVORK5CYII=\n", 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\n", 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