{ "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": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/holmgren/git_repos/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", "try:\n", " import seaborn as sns\n", " sns.set(rc={\"figure.figsize\": (12, 6)})\n", "except ImportError:\n", " print('We suggest you install seaborn using conda or pip and rerun this cell')\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": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2016-07-27 00:00:00-07:00 2016-08-03 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": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from pvlib.forecast import GFS, HRRR_ESRL, NAM, NDFD, HRRR, RAP " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# GFS model, defaults to 0.5 degree resolution\n", "fm = GFS()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# retrieve data\n", "data = fm.get_data(latitude, longitude, start, end)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Downward_Short-Wave_Radiation_Flux_surface_Mixed_intervals_AverageTemperature_surfaceTotal_cloud_cover_boundary_layer_cloud_Mixed_intervals_AverageTotal_cloud_cover_convective_cloudTotal_cloud_cover_entire_atmosphere_Mixed_intervals_AverageTotal_cloud_cover_high_cloud_Mixed_intervals_AverageTotal_cloud_cover_low_cloud_Mixed_intervals_AverageTotal_cloud_cover_middle_cloud_Mixed_intervals_AverageWind_speed_gust_surfaceu-component_of_wind_isobaricv-component_of_wind_isobaric
2016-07-27 09:00:00-07:000.0301.6000060.00.020.017.00.07.01.0-0.780.61
2016-07-27 12:00:00-07:000.0300.6000060.00.025.022.00.06.03.20.513.19
2016-07-27 15:00:00-07:0070.0305.5000000.00.099.096.00.077.01.81.450.39
2016-07-27 18:00:00-07:00377.0319.2000120.00.068.064.00.044.04.21.96-3.74
2016-07-27 21:00:00-07:00960.0322.2000120.00.025.025.00.00.05.63.02-5.07
2016-07-28 00:00:00-07:00835.0316.6000060.00.020.020.00.00.05.11.58-5.09
2016-07-28 03:00:00-07:00151.0305.3999940.031.022.021.00.01.03.01.36-2.70
2016-07-28 06:00:00-07:0075.0303.2000120.00.044.043.00.00.03.7-3.36-1.62
2016-07-28 09:00:00-07:000.0301.3999940.00.066.066.00.00.02.0-1.521.35
2016-07-28 12:00:00-07:000.0299.8999940.00.068.068.00.00.01.5-0.531.41
2016-07-28 15:00:00-07:00150.0308.3999940.00.057.057.00.00.02.2-1.870.20
2016-07-28 18:00:00-07:00425.0321.0000000.00.030.030.00.00.04.4-2.96-1.27
2016-07-28 21:00:00-07:00970.0325.1000060.00.02.00.00.02.04.8-3.13-0.77
2016-07-29 00:00:00-07:00729.0316.0000000.00.025.00.00.025.05.1-2.16-2.39
2016-07-29 03:00:00-07:00145.0306.0000000.00.06.00.00.06.03.8-1.22-3.61
2016-07-29 06:00:00-07:0072.0303.6000060.00.03.00.00.03.03.1-3.110.18
2016-07-29 09:00:00-07:000.0301.5000000.00.00.00.00.00.02.4-2.280.64
2016-07-29 12:00:00-07:000.0299.5000000.00.00.00.00.00.01.9-1.85-0.34
2016-07-29 15:00:00-07:00150.0310.1000060.00.01.00.00.00.02.9-2.181.22
2016-07-29 18:00:00-07:00434.0323.8999940.00.01.01.00.00.02.2-1.77-0.30
2016-07-29 21:00:00-07:00980.0327.6000060.00.01.00.00.00.03.8-1.77-1.27
2016-07-30 00:00:00-07:00850.0319.6000060.00.02.00.00.02.03.5-2.35-1.92
2016-07-30 03:00:00-07:00152.0307.2999880.00.01.01.00.00.03.8-3.33-1.84
2016-07-30 06:00:00-07:0076.0306.2999880.00.035.032.00.024.03.0-2.450.20
2016-07-30 09:00:00-07:000.0303.7000120.00.099.099.00.014.02.7-1.122.16
2016-07-30 12:00:00-07:000.0302.1000060.00.0100.0100.00.053.06.32.464.45
2016-07-30 15:00:00-07:00140.0308.2999880.00.058.058.00.00.02.51.981.71
2016-07-30 18:00:00-07:00418.0321.6000060.00.034.034.00.00.01.51.41-0.75
2016-07-30 21:00:00-07:00960.0323.8999940.00.023.023.00.00.02.52.47-3.51
2016-07-31 00:00:00-07:00669.0312.0000000.00.059.054.04.034.05.45.26-1.74
2016-07-31 03:00:00-07:0095.0305.8999940.00.050.048.02.023.08.05.720.71
2016-07-31 06:00:00-07:0048.0302.3999940.00.056.055.01.029.06.03.284.39
2016-07-31 09:00:00-07:000.0301.2000120.00.0100.0100.00.07.05.82.633.15
2016-07-31 12:00:00-07:000.0299.8999940.00.0100.0100.00.05.02.72.090.64
2016-07-31 15:00:00-07:0090.0303.7999880.00.099.099.00.01.03.62.17-2.59
2016-07-31 18:00:00-07:00348.0315.7999880.00.097.097.00.00.03.41.56-3.25
2016-07-31 21:00:00-07:00940.0321.2000120.00.070.070.00.00.02.81.99-3.70
2016-08-01 00:00:00-07:00772.0313.2999880.00.082.082.02.00.03.51.89-2.24
2016-08-01 03:00:00-07:0088.0305.3999940.00.0100.0100.06.02.05.33.94-0.23
2016-08-01 06:00:00-07:0044.0303.1000060.00.099.099.03.01.05.82.77-2.10
2016-08-01 09:00:00-07:000.0301.6000060.00.0100.0100.00.00.02.92.03-1.31
2016-08-01 12:00:00-07:000.0300.3999940.00.0100.0100.00.00.01.51.37-0.72
2016-08-01 15:00:00-07:00100.0305.2000120.00.0100.0100.00.00.04.42.19-3.48
2016-08-01 18:00:00-07:00343.0317.0000000.00.099.099.00.00.01.51.06-2.31
2016-08-01 21:00:00-07:00900.0322.0000000.00.096.096.00.00.01.51.32-1.75
2016-08-02 00:00:00-07:00746.0313.2999880.00.097.097.01.01.03.33.64-2.27
2016-08-02 03:00:00-07:0094.0305.0000000.00.0100.0100.03.00.05.23.90-2.40
2016-08-02 06:00:00-07:0047.0303.6000060.00.0100.0100.02.00.01.91.890.18
2016-08-02 09:00:00-07:000.0302.0000000.00.0100.0100.00.00.03.22.48-0.87
2016-08-02 12:00:00-07:000.0300.6000060.00.0100.0100.00.00.00.40.30-0.20
2016-08-02 15:00:00-07:0090.0306.0000000.00.0100.0100.00.00.02.61.03-2.05
2016-08-02 18:00:00-07:00359.0318.2999880.00.099.099.00.00.02.01.10-2.92
2016-08-02 21:00:00-07:00930.0322.7000120.00.086.086.00.00.01.61.49-1.49
2016-08-03 00:00:00-07:00750.0313.8999940.00.090.090.010.01.02.42.84-1.87
2016-08-03 03:00:00-07:0097.0305.2999880.00.0100.0100.02.00.05.53.59-3.36
2016-08-03 06:00:00-07:0049.0303.3999940.00.0100.0100.01.00.03.80.77-2.32
\n", "
" ], "text/plain": [ " Downward_Short-Wave_Radiation_Flux_surface_Mixed_intervals_Average \\\n", "2016-07-27 09:00:00-07:00 0.0 \n", "2016-07-27 12:00:00-07:00 0.0 \n", "2016-07-27 15:00:00-07:00 70.0 \n", "2016-07-27 18:00:00-07:00 377.0 \n", "2016-07-27 21:00:00-07:00 960.0 \n", "2016-07-28 00:00:00-07:00 835.0 \n", "2016-07-28 03:00:00-07:00 151.0 \n", "2016-07-28 06:00:00-07:00 75.0 \n", "2016-07-28 09:00:00-07:00 0.0 \n", "2016-07-28 12:00:00-07:00 0.0 \n", "2016-07-28 15:00:00-07:00 150.0 \n", "2016-07-28 18:00:00-07:00 425.0 \n", "2016-07-28 21:00:00-07:00 970.0 \n", "2016-07-29 00:00:00-07:00 729.0 \n", "2016-07-29 03:00:00-07:00 145.0 \n", "2016-07-29 06:00:00-07:00 72.0 \n", "2016-07-29 09:00:00-07:00 0.0 \n", "2016-07-29 12:00:00-07:00 0.0 \n", "2016-07-29 15:00:00-07:00 150.0 \n", "2016-07-29 18:00:00-07:00 434.0 \n", "2016-07-29 21:00:00-07:00 980.0 \n", "2016-07-30 00:00:00-07:00 850.0 \n", "2016-07-30 03:00:00-07:00 152.0 \n", "2016-07-30 06:00:00-07:00 76.0 \n", "2016-07-30 09:00:00-07:00 0.0 \n", "2016-07-30 12:00:00-07:00 0.0 \n", "2016-07-30 15:00:00-07:00 140.0 \n", "2016-07-30 18:00:00-07:00 418.0 \n", "2016-07-30 21:00:00-07:00 960.0 \n", "2016-07-31 00:00:00-07:00 669.0 \n", "2016-07-31 03:00:00-07:00 95.0 \n", "2016-07-31 06:00:00-07:00 48.0 \n", "2016-07-31 09:00:00-07:00 0.0 \n", "2016-07-31 12:00:00-07:00 0.0 \n", "2016-07-31 15:00:00-07:00 90.0 \n", "2016-07-31 18:00:00-07:00 348.0 \n", "2016-07-31 21:00:00-07:00 940.0 \n", "2016-08-01 00:00:00-07:00 772.0 \n", "2016-08-01 03:00:00-07:00 88.0 \n", "2016-08-01 06:00:00-07:00 44.0 \n", "2016-08-01 09:00:00-07:00 0.0 \n", "2016-08-01 12:00:00-07:00 0.0 \n", "2016-08-01 15:00:00-07:00 100.0 \n", "2016-08-01 18:00:00-07:00 343.0 \n", "2016-08-01 21:00:00-07:00 900.0 \n", "2016-08-02 00:00:00-07:00 746.0 \n", "2016-08-02 03:00:00-07:00 94.0 \n", "2016-08-02 06:00:00-07:00 47.0 \n", "2016-08-02 09:00:00-07:00 0.0 \n", "2016-08-02 12:00:00-07:00 0.0 \n", "2016-08-02 15:00:00-07:00 90.0 \n", "2016-08-02 18:00:00-07:00 359.0 \n", "2016-08-02 21:00:00-07:00 930.0 \n", "2016-08-03 00:00:00-07:00 750.0 \n", "2016-08-03 03:00:00-07:00 97.0 \n", "2016-08-03 06:00:00-07:00 49.0 \n", "\n", " Temperature_surface \\\n", "2016-07-27 09:00:00-07:00 301.600006 \n", "2016-07-27 12:00:00-07:00 300.600006 \n", "2016-07-27 15:00:00-07:00 305.500000 \n", "2016-07-27 18:00:00-07:00 319.200012 \n", "2016-07-27 21:00:00-07:00 322.200012 \n", "2016-07-28 00:00:00-07:00 316.600006 \n", "2016-07-28 03:00:00-07:00 305.399994 \n", "2016-07-28 06:00:00-07:00 303.200012 \n", "2016-07-28 09:00:00-07:00 301.399994 \n", "2016-07-28 12:00:00-07:00 299.899994 \n", "2016-07-28 15:00:00-07:00 308.399994 \n", "2016-07-28 18:00:00-07:00 321.000000 \n", "2016-07-28 21:00:00-07:00 325.100006 \n", "2016-07-29 00:00:00-07:00 316.000000 \n", "2016-07-29 03:00:00-07:00 306.000000 \n", "2016-07-29 06:00:00-07:00 303.600006 \n", "2016-07-29 09:00:00-07:00 301.500000 \n", "2016-07-29 12:00:00-07:00 299.500000 \n", "2016-07-29 15:00:00-07:00 310.100006 \n", "2016-07-29 18:00:00-07:00 323.899994 \n", "2016-07-29 21:00:00-07:00 327.600006 \n", "2016-07-30 00:00:00-07:00 319.600006 \n", "2016-07-30 03:00:00-07:00 307.299988 \n", "2016-07-30 06:00:00-07:00 306.299988 \n", "2016-07-30 09:00:00-07:00 303.700012 \n", "2016-07-30 12:00:00-07:00 302.100006 \n", "2016-07-30 15:00:00-07:00 308.299988 \n", "2016-07-30 18:00:00-07:00 321.600006 \n", "2016-07-30 21:00:00-07:00 323.899994 \n", "2016-07-31 00:00:00-07:00 312.000000 \n", "2016-07-31 03:00:00-07:00 305.899994 \n", "2016-07-31 06:00:00-07:00 302.399994 \n", "2016-07-31 09:00:00-07:00 301.200012 \n", "2016-07-31 12:00:00-07:00 299.899994 \n", "2016-07-31 15:00:00-07:00 303.799988 \n", "2016-07-31 18:00:00-07:00 315.799988 \n", "2016-07-31 21:00:00-07:00 321.200012 \n", "2016-08-01 00:00:00-07:00 313.299988 \n", "2016-08-01 03:00:00-07:00 305.399994 \n", "2016-08-01 06:00:00-07:00 303.100006 \n", "2016-08-01 09:00:00-07:00 301.600006 \n", "2016-08-01 12:00:00-07:00 300.399994 \n", "2016-08-01 15:00:00-07:00 305.200012 \n", "2016-08-01 18:00:00-07:00 317.000000 \n", "2016-08-01 21:00:00-07:00 322.000000 \n", "2016-08-02 00:00:00-07:00 313.299988 \n", "2016-08-02 03:00:00-07:00 305.000000 \n", "2016-08-02 06:00:00-07:00 303.600006 \n", "2016-08-02 09:00:00-07:00 302.000000 \n", "2016-08-02 12:00:00-07:00 300.600006 \n", "2016-08-02 15:00:00-07:00 306.000000 \n", "2016-08-02 18:00:00-07:00 318.299988 \n", "2016-08-02 21:00:00-07:00 322.700012 \n", "2016-08-03 00:00:00-07:00 313.899994 \n", "2016-08-03 03:00:00-07:00 305.299988 \n", "2016-08-03 06:00:00-07:00 303.399994 \n", "\n", " Total_cloud_cover_boundary_layer_cloud_Mixed_intervals_Average \\\n", "2016-07-27 09:00:00-07:00 0.0 \n", "2016-07-27 12:00:00-07:00 0.0 \n", "2016-07-27 15:00:00-07:00 0.0 \n", "2016-07-27 18:00:00-07:00 0.0 \n", "2016-07-27 21:00:00-07:00 0.0 \n", "2016-07-28 00:00:00-07:00 0.0 \n", "2016-07-28 03:00:00-07:00 0.0 \n", "2016-07-28 06:00:00-07:00 0.0 \n", "2016-07-28 09:00:00-07:00 0.0 \n", "2016-07-28 12:00:00-07:00 0.0 \n", "2016-07-28 15:00:00-07:00 0.0 \n", "2016-07-28 18:00:00-07:00 0.0 \n", "2016-07-28 21:00:00-07:00 0.0 \n", "2016-07-29 00:00:00-07:00 0.0 \n", "2016-07-29 03:00:00-07:00 0.0 \n", "2016-07-29 06:00:00-07:00 0.0 \n", "2016-07-29 09:00:00-07:00 0.0 \n", "2016-07-29 12:00:00-07:00 0.0 \n", "2016-07-29 15:00:00-07:00 0.0 \n", "2016-07-29 18:00:00-07:00 0.0 \n", "2016-07-29 21:00:00-07:00 0.0 \n", "2016-07-30 00:00:00-07:00 0.0 \n", "2016-07-30 03:00:00-07:00 0.0 \n", "2016-07-30 06:00:00-07:00 0.0 \n", "2016-07-30 09:00:00-07:00 0.0 \n", "2016-07-30 12:00:00-07:00 0.0 \n", "2016-07-30 15:00:00-07:00 0.0 \n", "2016-07-30 18:00:00-07:00 0.0 \n", "2016-07-30 21:00:00-07:00 0.0 \n", "2016-07-31 00:00:00-07:00 0.0 \n", "2016-07-31 03:00:00-07:00 0.0 \n", "2016-07-31 06:00:00-07:00 0.0 \n", "2016-07-31 09:00:00-07:00 0.0 \n", "2016-07-31 12:00:00-07:00 0.0 \n", "2016-07-31 15:00:00-07:00 0.0 \n", "2016-07-31 18:00:00-07:00 0.0 \n", "2016-07-31 21:00:00-07:00 0.0 \n", "2016-08-01 00:00:00-07:00 0.0 \n", "2016-08-01 03:00:00-07:00 0.0 \n", "2016-08-01 06:00:00-07:00 0.0 \n", "2016-08-01 09:00:00-07:00 0.0 \n", "2016-08-01 12:00:00-07:00 0.0 \n", "2016-08-01 15:00:00-07:00 0.0 \n", "2016-08-01 18:00:00-07:00 0.0 \n", "2016-08-01 21:00:00-07:00 0.0 \n", "2016-08-02 00:00:00-07:00 0.0 \n", "2016-08-02 03:00:00-07:00 0.0 \n", "2016-08-02 06:00:00-07:00 0.0 \n", "2016-08-02 09:00:00-07:00 0.0 \n", "2016-08-02 12:00:00-07:00 0.0 \n", "2016-08-02 15:00:00-07:00 0.0 \n", "2016-08-02 18:00:00-07:00 0.0 \n", "2016-08-02 21:00:00-07:00 0.0 \n", "2016-08-03 00:00:00-07:00 0.0 \n", "2016-08-03 03:00:00-07:00 0.0 \n", "2016-08-03 06:00:00-07:00 0.0 \n", "\n", " Total_cloud_cover_convective_cloud \\\n", "2016-07-27 09:00:00-07:00 0.0 \n", "2016-07-27 12:00:00-07:00 0.0 \n", "2016-07-27 15:00:00-07:00 0.0 \n", "2016-07-27 18:00:00-07:00 0.0 \n", "2016-07-27 21:00:00-07:00 0.0 \n", "2016-07-28 00:00:00-07:00 0.0 \n", "2016-07-28 03:00:00-07:00 31.0 \n", "2016-07-28 06:00:00-07:00 0.0 \n", "2016-07-28 09:00:00-07:00 0.0 \n", "2016-07-28 12:00:00-07:00 0.0 \n", "2016-07-28 15:00:00-07:00 0.0 \n", "2016-07-28 18:00:00-07:00 0.0 \n", "2016-07-28 21:00:00-07:00 0.0 \n", "2016-07-29 00:00:00-07:00 0.0 \n", "2016-07-29 03:00:00-07:00 0.0 \n", "2016-07-29 06:00:00-07:00 0.0 \n", "2016-07-29 09:00:00-07:00 0.0 \n", "2016-07-29 12:00:00-07:00 0.0 \n", "2016-07-29 15:00:00-07:00 0.0 \n", "2016-07-29 18:00:00-07:00 0.0 \n", "2016-07-29 21:00:00-07:00 0.0 \n", "2016-07-30 00:00:00-07:00 0.0 \n", "2016-07-30 03:00:00-07:00 0.0 \n", "2016-07-30 06:00:00-07:00 0.0 \n", "2016-07-30 09:00:00-07:00 0.0 \n", "2016-07-30 12:00:00-07:00 0.0 \n", "2016-07-30 15:00:00-07:00 0.0 \n", "2016-07-30 18:00:00-07:00 0.0 \n", "2016-07-30 21:00:00-07:00 0.0 \n", "2016-07-31 00:00:00-07:00 0.0 \n", "2016-07-31 03:00:00-07:00 0.0 \n", "2016-07-31 06:00:00-07:00 0.0 \n", "2016-07-31 09:00:00-07:00 0.0 \n", "2016-07-31 12:00:00-07:00 0.0 \n", "2016-07-31 15:00:00-07:00 0.0 \n", "2016-07-31 18:00:00-07:00 0.0 \n", "2016-07-31 21:00:00-07:00 0.0 \n", "2016-08-01 00:00:00-07:00 0.0 \n", "2016-08-01 03:00:00-07:00 0.0 \n", "2016-08-01 06:00:00-07:00 0.0 \n", "2016-08-01 09:00:00-07:00 0.0 \n", "2016-08-01 12:00:00-07:00 0.0 \n", "2016-08-01 15:00:00-07:00 0.0 \n", "2016-08-01 18:00:00-07:00 0.0 \n", "2016-08-01 21:00:00-07:00 0.0 \n", "2016-08-02 00:00:00-07:00 0.0 \n", "2016-08-02 03:00:00-07:00 0.0 \n", "2016-08-02 06:00:00-07:00 0.0 \n", "2016-08-02 09:00:00-07:00 0.0 \n", "2016-08-02 12:00:00-07:00 0.0 \n", "2016-08-02 15:00:00-07:00 0.0 \n", "2016-08-02 18:00:00-07:00 0.0 \n", "2016-08-02 21:00:00-07:00 0.0 \n", "2016-08-03 00:00:00-07:00 0.0 \n", "2016-08-03 03:00:00-07:00 0.0 \n", "2016-08-03 06:00:00-07:00 0.0 \n", "\n", " Total_cloud_cover_entire_atmosphere_Mixed_intervals_Average \\\n", "2016-07-27 09:00:00-07:00 20.0 \n", "2016-07-27 12:00:00-07:00 25.0 \n", "2016-07-27 15:00:00-07:00 99.0 \n", "2016-07-27 18:00:00-07:00 68.0 \n", "2016-07-27 21:00:00-07:00 25.0 \n", "2016-07-28 00:00:00-07:00 20.0 \n", "2016-07-28 03:00:00-07:00 22.0 \n", "2016-07-28 06:00:00-07:00 44.0 \n", "2016-07-28 09:00:00-07:00 66.0 \n", "2016-07-28 12:00:00-07:00 68.0 \n", "2016-07-28 15:00:00-07:00 57.0 \n", "2016-07-28 18:00:00-07:00 30.0 \n", "2016-07-28 21:00:00-07:00 2.0 \n", "2016-07-29 00:00:00-07:00 25.0 \n", "2016-07-29 03:00:00-07:00 6.0 \n", "2016-07-29 06:00:00-07:00 3.0 \n", "2016-07-29 09:00:00-07:00 0.0 \n", "2016-07-29 12:00:00-07:00 0.0 \n", "2016-07-29 15:00:00-07:00 1.0 \n", "2016-07-29 18:00:00-07:00 1.0 \n", "2016-07-29 21:00:00-07:00 1.0 \n", "2016-07-30 00:00:00-07:00 2.0 \n", "2016-07-30 03:00:00-07:00 1.0 \n", "2016-07-30 06:00:00-07:00 35.0 \n", "2016-07-30 09:00:00-07:00 99.0 \n", "2016-07-30 12:00:00-07:00 100.0 \n", "2016-07-30 15:00:00-07:00 58.0 \n", "2016-07-30 18:00:00-07:00 34.0 \n", "2016-07-30 21:00:00-07:00 23.0 \n", "2016-07-31 00:00:00-07:00 59.0 \n", "2016-07-31 03:00:00-07:00 50.0 \n", "2016-07-31 06:00:00-07:00 56.0 \n", "2016-07-31 09:00:00-07:00 100.0 \n", "2016-07-31 12:00:00-07:00 100.0 \n", "2016-07-31 15:00:00-07:00 99.0 \n", "2016-07-31 18:00:00-07:00 97.0 \n", "2016-07-31 21:00:00-07:00 70.0 \n", "2016-08-01 00:00:00-07:00 82.0 \n", "2016-08-01 03:00:00-07:00 100.0 \n", "2016-08-01 06:00:00-07:00 99.0 \n", "2016-08-01 09:00:00-07:00 100.0 \n", "2016-08-01 12:00:00-07:00 100.0 \n", "2016-08-01 15:00:00-07:00 100.0 \n", "2016-08-01 18:00:00-07:00 99.0 \n", "2016-08-01 21:00:00-07:00 96.0 \n", "2016-08-02 00:00:00-07:00 97.0 \n", "2016-08-02 03:00:00-07:00 100.0 \n", "2016-08-02 06:00:00-07:00 100.0 \n", "2016-08-02 09:00:00-07:00 100.0 \n", "2016-08-02 12:00:00-07:00 100.0 \n", "2016-08-02 15:00:00-07:00 100.0 \n", "2016-08-02 18:00:00-07:00 99.0 \n", "2016-08-02 21:00:00-07:00 86.0 \n", "2016-08-03 00:00:00-07:00 90.0 \n", "2016-08-03 03:00:00-07:00 100.0 \n", "2016-08-03 06:00:00-07:00 100.0 \n", "\n", " Total_cloud_cover_high_cloud_Mixed_intervals_Average \\\n", "2016-07-27 09:00:00-07:00 17.0 \n", "2016-07-27 12:00:00-07:00 22.0 \n", "2016-07-27 15:00:00-07:00 96.0 \n", "2016-07-27 18:00:00-07:00 64.0 \n", "2016-07-27 21:00:00-07:00 25.0 \n", "2016-07-28 00:00:00-07:00 20.0 \n", "2016-07-28 03:00:00-07:00 21.0 \n", "2016-07-28 06:00:00-07:00 43.0 \n", "2016-07-28 09:00:00-07:00 66.0 \n", "2016-07-28 12:00:00-07:00 68.0 \n", "2016-07-28 15:00:00-07:00 57.0 \n", "2016-07-28 18:00:00-07:00 30.0 \n", "2016-07-28 21:00:00-07:00 0.0 \n", "2016-07-29 00:00:00-07:00 0.0 \n", "2016-07-29 03:00:00-07:00 0.0 \n", "2016-07-29 06:00:00-07:00 0.0 \n", "2016-07-29 09:00:00-07:00 0.0 \n", "2016-07-29 12:00:00-07:00 0.0 \n", "2016-07-29 15:00:00-07:00 0.0 \n", "2016-07-29 18:00:00-07:00 1.0 \n", "2016-07-29 21:00:00-07:00 0.0 \n", "2016-07-30 00:00:00-07:00 0.0 \n", "2016-07-30 03:00:00-07:00 1.0 \n", "2016-07-30 06:00:00-07:00 32.0 \n", "2016-07-30 09:00:00-07:00 99.0 \n", "2016-07-30 12:00:00-07:00 100.0 \n", "2016-07-30 15:00:00-07:00 58.0 \n", "2016-07-30 18:00:00-07:00 34.0 \n", "2016-07-30 21:00:00-07:00 23.0 \n", "2016-07-31 00:00:00-07:00 54.0 \n", "2016-07-31 03:00:00-07:00 48.0 \n", "2016-07-31 06:00:00-07:00 55.0 \n", "2016-07-31 09:00:00-07:00 100.0 \n", "2016-07-31 12:00:00-07:00 100.0 \n", "2016-07-31 15:00:00-07:00 99.0 \n", "2016-07-31 18:00:00-07:00 97.0 \n", "2016-07-31 21:00:00-07:00 70.0 \n", "2016-08-01 00:00:00-07:00 82.0 \n", "2016-08-01 03:00:00-07:00 100.0 \n", "2016-08-01 06:00:00-07:00 99.0 \n", "2016-08-01 09:00:00-07:00 100.0 \n", "2016-08-01 12:00:00-07:00 100.0 \n", "2016-08-01 15:00:00-07:00 100.0 \n", "2016-08-01 18:00:00-07:00 99.0 \n", "2016-08-01 21:00:00-07:00 96.0 \n", "2016-08-02 00:00:00-07:00 97.0 \n", "2016-08-02 03:00:00-07:00 100.0 \n", "2016-08-02 06:00:00-07:00 100.0 \n", "2016-08-02 09:00:00-07:00 100.0 \n", "2016-08-02 12:00:00-07:00 100.0 \n", "2016-08-02 15:00:00-07:00 100.0 \n", "2016-08-02 18:00:00-07:00 99.0 \n", "2016-08-02 21:00:00-07:00 86.0 \n", "2016-08-03 00:00:00-07:00 90.0 \n", "2016-08-03 03:00:00-07:00 100.0 \n", "2016-08-03 06:00:00-07:00 100.0 \n", "\n", " Total_cloud_cover_low_cloud_Mixed_intervals_Average \\\n", "2016-07-27 09:00:00-07:00 0.0 \n", "2016-07-27 12:00:00-07:00 0.0 \n", "2016-07-27 15:00:00-07:00 0.0 \n", "2016-07-27 18:00:00-07:00 0.0 \n", "2016-07-27 21:00:00-07:00 0.0 \n", "2016-07-28 00:00:00-07:00 0.0 \n", "2016-07-28 03:00:00-07:00 0.0 \n", "2016-07-28 06:00:00-07:00 0.0 \n", "2016-07-28 09:00:00-07:00 0.0 \n", "2016-07-28 12:00:00-07:00 0.0 \n", "2016-07-28 15:00:00-07:00 0.0 \n", "2016-07-28 18:00:00-07:00 0.0 \n", "2016-07-28 21:00:00-07:00 0.0 \n", "2016-07-29 00:00:00-07:00 0.0 \n", "2016-07-29 03:00:00-07:00 0.0 \n", "2016-07-29 06:00:00-07:00 0.0 \n", "2016-07-29 09:00:00-07:00 0.0 \n", "2016-07-29 12:00:00-07:00 0.0 \n", "2016-07-29 15:00:00-07:00 0.0 \n", "2016-07-29 18:00:00-07:00 0.0 \n", "2016-07-29 21:00:00-07:00 0.0 \n", "2016-07-30 00:00:00-07:00 0.0 \n", "2016-07-30 03:00:00-07:00 0.0 \n", "2016-07-30 06:00:00-07:00 0.0 \n", "2016-07-30 09:00:00-07:00 0.0 \n", "2016-07-30 12:00:00-07:00 0.0 \n", "2016-07-30 15:00:00-07:00 0.0 \n", "2016-07-30 18:00:00-07:00 0.0 \n", "2016-07-30 21:00:00-07:00 0.0 \n", "2016-07-31 00:00:00-07:00 4.0 \n", "2016-07-31 03:00:00-07:00 2.0 \n", "2016-07-31 06:00:00-07:00 1.0 \n", "2016-07-31 09:00:00-07:00 0.0 \n", "2016-07-31 12:00:00-07:00 0.0 \n", "2016-07-31 15:00:00-07:00 0.0 \n", "2016-07-31 18:00:00-07:00 0.0 \n", "2016-07-31 21:00:00-07:00 0.0 \n", "2016-08-01 00:00:00-07:00 2.0 \n", "2016-08-01 03:00:00-07:00 6.0 \n", "2016-08-01 06:00:00-07:00 3.0 \n", "2016-08-01 09:00:00-07:00 0.0 \n", "2016-08-01 12:00:00-07:00 0.0 \n", "2016-08-01 15:00:00-07:00 0.0 \n", "2016-08-01 18:00:00-07:00 0.0 \n", "2016-08-01 21:00:00-07:00 0.0 \n", "2016-08-02 00:00:00-07:00 1.0 \n", "2016-08-02 03:00:00-07:00 3.0 \n", "2016-08-02 06:00:00-07:00 2.0 \n", "2016-08-02 09:00:00-07:00 0.0 \n", "2016-08-02 12:00:00-07:00 0.0 \n", "2016-08-02 15:00:00-07:00 0.0 \n", "2016-08-02 18:00:00-07:00 0.0 \n", "2016-08-02 21:00:00-07:00 0.0 \n", "2016-08-03 00:00:00-07:00 10.0 \n", "2016-08-03 03:00:00-07:00 2.0 \n", "2016-08-03 06:00:00-07:00 1.0 \n", "\n", " Total_cloud_cover_middle_cloud_Mixed_intervals_Average \\\n", "2016-07-27 09:00:00-07:00 7.0 \n", "2016-07-27 12:00:00-07:00 6.0 \n", "2016-07-27 15:00:00-07:00 77.0 \n", "2016-07-27 18:00:00-07:00 44.0 \n", "2016-07-27 21:00:00-07:00 0.0 \n", "2016-07-28 00:00:00-07:00 0.0 \n", "2016-07-28 03:00:00-07:00 1.0 \n", "2016-07-28 06:00:00-07:00 0.0 \n", "2016-07-28 09:00:00-07:00 0.0 \n", "2016-07-28 12:00:00-07:00 0.0 \n", "2016-07-28 15:00:00-07:00 0.0 \n", "2016-07-28 18:00:00-07:00 0.0 \n", "2016-07-28 21:00:00-07:00 2.0 \n", "2016-07-29 00:00:00-07:00 25.0 \n", "2016-07-29 03:00:00-07:00 6.0 \n", "2016-07-29 06:00:00-07:00 3.0 \n", "2016-07-29 09:00:00-07:00 0.0 \n", "2016-07-29 12:00:00-07:00 0.0 \n", "2016-07-29 15:00:00-07:00 0.0 \n", "2016-07-29 18:00:00-07:00 0.0 \n", "2016-07-29 21:00:00-07:00 0.0 \n", "2016-07-30 00:00:00-07:00 2.0 \n", "2016-07-30 03:00:00-07:00 0.0 \n", "2016-07-30 06:00:00-07:00 24.0 \n", "2016-07-30 09:00:00-07:00 14.0 \n", "2016-07-30 12:00:00-07:00 53.0 \n", "2016-07-30 15:00:00-07:00 0.0 \n", "2016-07-30 18:00:00-07:00 0.0 \n", "2016-07-30 21:00:00-07:00 0.0 \n", "2016-07-31 00:00:00-07:00 34.0 \n", "2016-07-31 03:00:00-07:00 23.0 \n", "2016-07-31 06:00:00-07:00 29.0 \n", "2016-07-31 09:00:00-07:00 7.0 \n", "2016-07-31 12:00:00-07:00 5.0 \n", "2016-07-31 15:00:00-07:00 1.0 \n", "2016-07-31 18:00:00-07:00 0.0 \n", "2016-07-31 21:00:00-07:00 0.0 \n", "2016-08-01 00:00:00-07:00 0.0 \n", "2016-08-01 03:00:00-07:00 2.0 \n", "2016-08-01 06:00:00-07:00 1.0 \n", "2016-08-01 09:00:00-07:00 0.0 \n", "2016-08-01 12:00:00-07:00 0.0 \n", "2016-08-01 15:00:00-07:00 0.0 \n", "2016-08-01 18:00:00-07:00 0.0 \n", "2016-08-01 21:00:00-07:00 0.0 \n", "2016-08-02 00:00:00-07:00 1.0 \n", "2016-08-02 03:00:00-07:00 0.0 \n", "2016-08-02 06:00:00-07:00 0.0 \n", "2016-08-02 09:00:00-07:00 0.0 \n", "2016-08-02 12:00:00-07:00 0.0 \n", "2016-08-02 15:00:00-07:00 0.0 \n", "2016-08-02 18:00:00-07:00 0.0 \n", "2016-08-02 21:00:00-07:00 0.0 \n", "2016-08-03 00:00:00-07:00 1.0 \n", "2016-08-03 03:00:00-07:00 0.0 \n", "2016-08-03 06:00:00-07:00 0.0 \n", "\n", " Wind_speed_gust_surface \\\n", "2016-07-27 09:00:00-07:00 1.0 \n", "2016-07-27 12:00:00-07:00 3.2 \n", "2016-07-27 15:00:00-07:00 1.8 \n", "2016-07-27 18:00:00-07:00 4.2 \n", "2016-07-27 21:00:00-07:00 5.6 \n", "2016-07-28 00:00:00-07:00 5.1 \n", "2016-07-28 03:00:00-07:00 3.0 \n", "2016-07-28 06:00:00-07:00 3.7 \n", "2016-07-28 09:00:00-07:00 2.0 \n", "2016-07-28 12:00:00-07:00 1.5 \n", "2016-07-28 15:00:00-07:00 2.2 \n", "2016-07-28 18:00:00-07:00 4.4 \n", "2016-07-28 21:00:00-07:00 4.8 \n", "2016-07-29 00:00:00-07:00 5.1 \n", "2016-07-29 03:00:00-07:00 3.8 \n", "2016-07-29 06:00:00-07:00 3.1 \n", "2016-07-29 09:00:00-07:00 2.4 \n", "2016-07-29 12:00:00-07:00 1.9 \n", "2016-07-29 15:00:00-07:00 2.9 \n", "2016-07-29 18:00:00-07:00 2.2 \n", "2016-07-29 21:00:00-07:00 3.8 \n", "2016-07-30 00:00:00-07:00 3.5 \n", "2016-07-30 03:00:00-07:00 3.8 \n", "2016-07-30 06:00:00-07:00 3.0 \n", "2016-07-30 09:00:00-07:00 2.7 \n", "2016-07-30 12:00:00-07:00 6.3 \n", "2016-07-30 15:00:00-07:00 2.5 \n", "2016-07-30 18:00:00-07:00 1.5 \n", "2016-07-30 21:00:00-07:00 2.5 \n", "2016-07-31 00:00:00-07:00 5.4 \n", "2016-07-31 03:00:00-07:00 8.0 \n", "2016-07-31 06:00:00-07:00 6.0 \n", "2016-07-31 09:00:00-07:00 5.8 \n", "2016-07-31 12:00:00-07:00 2.7 \n", "2016-07-31 15:00:00-07:00 3.6 \n", "2016-07-31 18:00:00-07:00 3.4 \n", "2016-07-31 21:00:00-07:00 2.8 \n", "2016-08-01 00:00:00-07:00 3.5 \n", "2016-08-01 03:00:00-07:00 5.3 \n", "2016-08-01 06:00:00-07:00 5.8 \n", "2016-08-01 09:00:00-07:00 2.9 \n", "2016-08-01 12:00:00-07:00 1.5 \n", "2016-08-01 15:00:00-07:00 4.4 \n", "2016-08-01 18:00:00-07:00 1.5 \n", "2016-08-01 21:00:00-07:00 1.5 \n", "2016-08-02 00:00:00-07:00 3.3 \n", "2016-08-02 03:00:00-07:00 5.2 \n", "2016-08-02 06:00:00-07:00 1.9 \n", "2016-08-02 09:00:00-07:00 3.2 \n", "2016-08-02 12:00:00-07:00 0.4 \n", "2016-08-02 15:00:00-07:00 2.6 \n", "2016-08-02 18:00:00-07:00 2.0 \n", "2016-08-02 21:00:00-07:00 1.6 \n", "2016-08-03 00:00:00-07:00 2.4 \n", "2016-08-03 03:00:00-07:00 5.5 \n", "2016-08-03 06:00:00-07:00 3.8 \n", "\n", " u-component_of_wind_isobaric \\\n", "2016-07-27 09:00:00-07:00 -0.78 \n", "2016-07-27 12:00:00-07:00 0.51 \n", "2016-07-27 15:00:00-07:00 1.45 \n", "2016-07-27 18:00:00-07:00 1.96 \n", "2016-07-27 21:00:00-07:00 3.02 \n", "2016-07-28 00:00:00-07:00 1.58 \n", "2016-07-28 03:00:00-07:00 1.36 \n", "2016-07-28 06:00:00-07:00 -3.36 \n", "2016-07-28 09:00:00-07:00 -1.52 \n", "2016-07-28 12:00:00-07:00 -0.53 \n", "2016-07-28 15:00:00-07:00 -1.87 \n", "2016-07-28 18:00:00-07:00 -2.96 \n", "2016-07-28 21:00:00-07:00 -3.13 \n", "2016-07-29 00:00:00-07:00 -2.16 \n", "2016-07-29 03:00:00-07:00 -1.22 \n", "2016-07-29 06:00:00-07:00 -3.11 \n", "2016-07-29 09:00:00-07:00 -2.28 \n", "2016-07-29 12:00:00-07:00 -1.85 \n", "2016-07-29 15:00:00-07:00 -2.18 \n", "2016-07-29 18:00:00-07:00 -1.77 \n", "2016-07-29 21:00:00-07:00 -1.77 \n", "2016-07-30 00:00:00-07:00 -2.35 \n", "2016-07-30 03:00:00-07:00 -3.33 \n", "2016-07-30 06:00:00-07:00 -2.45 \n", "2016-07-30 09:00:00-07:00 -1.12 \n", "2016-07-30 12:00:00-07:00 2.46 \n", "2016-07-30 15:00:00-07:00 1.98 \n", "2016-07-30 18:00:00-07:00 1.41 \n", "2016-07-30 21:00:00-07:00 2.47 \n", "2016-07-31 00:00:00-07:00 5.26 \n", "2016-07-31 03:00:00-07:00 5.72 \n", "2016-07-31 06:00:00-07:00 3.28 \n", "2016-07-31 09:00:00-07:00 2.63 \n", "2016-07-31 12:00:00-07:00 2.09 \n", "2016-07-31 15:00:00-07:00 2.17 \n", "2016-07-31 18:00:00-07:00 1.56 \n", "2016-07-31 21:00:00-07:00 1.99 \n", "2016-08-01 00:00:00-07:00 1.89 \n", "2016-08-01 03:00:00-07:00 3.94 \n", "2016-08-01 06:00:00-07:00 2.77 \n", "2016-08-01 09:00:00-07:00 2.03 \n", "2016-08-01 12:00:00-07:00 1.37 \n", "2016-08-01 15:00:00-07:00 2.19 \n", "2016-08-01 18:00:00-07:00 1.06 \n", "2016-08-01 21:00:00-07:00 1.32 \n", "2016-08-02 00:00:00-07:00 3.64 \n", "2016-08-02 03:00:00-07:00 3.90 \n", "2016-08-02 06:00:00-07:00 1.89 \n", "2016-08-02 09:00:00-07:00 2.48 \n", "2016-08-02 12:00:00-07:00 0.30 \n", "2016-08-02 15:00:00-07:00 1.03 \n", "2016-08-02 18:00:00-07:00 1.10 \n", "2016-08-02 21:00:00-07:00 1.49 \n", "2016-08-03 00:00:00-07:00 2.84 \n", "2016-08-03 03:00:00-07:00 3.59 \n", "2016-08-03 06:00:00-07:00 0.77 \n", "\n", " v-component_of_wind_isobaric \n", "2016-07-27 09:00:00-07:00 0.61 \n", "2016-07-27 12:00:00-07:00 3.19 \n", "2016-07-27 15:00:00-07:00 0.39 \n", "2016-07-27 18:00:00-07:00 -3.74 \n", "2016-07-27 21:00:00-07:00 -5.07 \n", "2016-07-28 00:00:00-07:00 -5.09 \n", "2016-07-28 03:00:00-07:00 -2.70 \n", "2016-07-28 06:00:00-07:00 -1.62 \n", "2016-07-28 09:00:00-07:00 1.35 \n", "2016-07-28 12:00:00-07:00 1.41 \n", "2016-07-28 15:00:00-07:00 0.20 \n", "2016-07-28 18:00:00-07:00 -1.27 \n", "2016-07-28 21:00:00-07:00 -0.77 \n", "2016-07-29 00:00:00-07:00 -2.39 \n", "2016-07-29 03:00:00-07:00 -3.61 \n", "2016-07-29 06:00:00-07:00 0.18 \n", "2016-07-29 09:00:00-07:00 0.64 \n", "2016-07-29 12:00:00-07:00 -0.34 \n", "2016-07-29 15:00:00-07:00 1.22 \n", "2016-07-29 18:00:00-07:00 -0.30 \n", "2016-07-29 21:00:00-07:00 -1.27 \n", "2016-07-30 00:00:00-07:00 -1.92 \n", "2016-07-30 03:00:00-07:00 -1.84 \n", "2016-07-30 06:00:00-07:00 0.20 \n", "2016-07-30 09:00:00-07:00 2.16 \n", "2016-07-30 12:00:00-07:00 4.45 \n", "2016-07-30 15:00:00-07:00 1.71 \n", "2016-07-30 18:00:00-07:00 -0.75 \n", "2016-07-30 21:00:00-07:00 -3.51 \n", "2016-07-31 00:00:00-07:00 -1.74 \n", "2016-07-31 03:00:00-07:00 0.71 \n", "2016-07-31 06:00:00-07:00 4.39 \n", "2016-07-31 09:00:00-07:00 3.15 \n", "2016-07-31 12:00:00-07:00 0.64 \n", "2016-07-31 15:00:00-07:00 -2.59 \n", "2016-07-31 18:00:00-07:00 -3.25 \n", "2016-07-31 21:00:00-07:00 -3.70 \n", "2016-08-01 00:00:00-07:00 -2.24 \n", "2016-08-01 03:00:00-07:00 -0.23 \n", "2016-08-01 06:00:00-07:00 -2.10 \n", "2016-08-01 09:00:00-07:00 -1.31 \n", "2016-08-01 12:00:00-07:00 -0.72 \n", "2016-08-01 15:00:00-07:00 -3.48 \n", "2016-08-01 18:00:00-07:00 -2.31 \n", "2016-08-01 21:00:00-07:00 -1.75 \n", "2016-08-02 00:00:00-07:00 -2.27 \n", "2016-08-02 03:00:00-07:00 -2.40 \n", "2016-08-02 06:00:00-07:00 0.18 \n", "2016-08-02 09:00:00-07:00 -0.87 \n", "2016-08-02 12:00:00-07:00 -0.20 \n", "2016-08-02 15:00:00-07:00 -2.05 \n", "2016-08-02 18:00:00-07:00 -2.92 \n", "2016-08-02 21:00:00-07:00 -1.49 \n", "2016-08-03 00:00:00-07:00 -1.87 \n", "2016-08-03 03:00:00-07:00 -3.36 \n", "2016-08-03 06:00:00-07:00 -2.32 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data = fm.process_data(data)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAskAAAFsCAYAAAA+DCQtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQRDO8f8B0pLnlg4C59YAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data[['ghi', 'dni', 'dhi']].plot()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "cs = fm.location.get_clearsky(data.index)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtgAAAFsCAYAAAD2YM77AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "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": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtIAAAFsCAYAAADhQl4yAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\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": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# retrieve data\n", "data = fm.get_processed_data(latitude, longitude, start, end)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
temp_airwind_speedghidnidhitotal_cloudslow_cloudsmid_cloudshigh_clouds
2016-07-27 09:00:00-07:0028.4500120.990202548.587787502.227154216.96167620.00.07.017.0
2016-07-27 12:00:00-07:0027.4500123.230511816.331724418.898830411.42662525.00.06.022.0
2016-07-27 15:00:00-07:0032.3500061.501533283.79025416.471511270.47898199.00.077.096.0
2016-07-27 18:00:00-07:0046.0500184.222464121.21107563.614451103.55886768.00.044.064.0
2016-07-27 21:00:00-07:0049.0500185.9012970.0000000.0000000.00000025.00.00.025.0
2016-07-28 00:00:00-07:0043.4500125.3295870.0000000.0000000.00000020.00.00.020.0
2016-07-28 03:00:00-07:0032.2500003.0231770.0000000.0000000.00000022.00.01.021.0
2016-07-28 06:00:00-07:0030.0500183.73014726.70851356.33930622.93952944.00.00.043.0
2016-07-28 09:00:00-07:0028.2500002.032954359.05534197.910661294.53206966.00.00.066.0
2016-07-28 12:00:00-07:0026.7500001.506320543.17375780.878427465.07326068.00.00.068.0
2016-07-28 15:00:00-07:0035.2500001.880665500.073846139.622548387.41166457.00.00.057.0
2016-07-28 18:00:00-07:0047.8500063.220947172.984831294.29342691.91664030.00.00.030.0
2016-07-28 21:00:00-07:0051.9500123.2233210.0000000.0000000.0000002.00.02.00.0
2016-07-29 00:00:00-07:0042.8500063.2214440.0000000.0000000.00000025.00.025.00.0
2016-07-29 03:00:00-07:0032.8500063.8105770.0000000.0000000.0000006.00.06.00.0
2016-07-29 06:00:00-07:0030.4500123.11520535.389974205.63667022.0717133.00.03.00.0
2016-07-29 09:00:00-07:0028.3500062.368122627.065713777.980844115.4051560.00.00.00.0
2016-07-29 12:00:00-07:0026.3500061.880984972.105901751.801227246.8591020.00.00.00.0
2016-07-29 15:00:00-07:0036.9500122.498159787.537299761.928667173.7193201.00.00.00.0
2016-07-29 18:00:00-07:0050.7500001.795244211.095144554.30433959.5671241.00.00.01.0
2016-07-29 21:00:00-07:0054.4500122.1784860.0000000.0000000.0000001.00.00.00.0
2016-07-30 00:00:00-07:0046.4500123.0346170.0000000.0000000.0000002.00.02.00.0
2016-07-30 03:00:00-07:0034.1499943.8045370.0000000.0000000.0000001.00.00.01.0
2016-07-30 06:00:00-07:0033.1499942.45815026.88676681.09116021.80889335.00.024.032.0
2016-07-30 09:00:00-07:0030.5500182.433105222.92029812.180688214.92563399.00.014.099.0
2016-07-30 12:00:00-07:0028.9500125.084692339.76323518.356744322.073372100.00.053.0100.0
2016-07-30 15:00:00-07:0035.1499942.616200492.742372133.536646385.34488258.00.00.058.0
2016-07-30 18:00:00-07:0048.4500121.597060163.581654257.74127693.68632834.00.00.034.0
2016-07-30 21:00:00-07:0050.7500004.2919690.0000000.0000000.00000023.00.00.023.0
2016-07-31 00:00:00-07:0038.8500065.5403250.0000000.0000000.00000059.04.034.054.0
2016-07-31 03:00:00-07:0032.7500005.7638960.0000000.0000000.00000050.02.023.048.0
2016-07-31 06:00:00-07:0029.2500005.48000921.3326589.02794820.78683656.01.029.055.0
2016-07-31 09:00:00-07:0028.0500184.103584218.23497811.054507210.994422100.00.07.0100.0
2016-07-31 12:00:00-07:0026.7500002.185795339.27861818.330290321.633356100.00.05.0100.0
2016-07-31 15:00:00-07:0030.6499943.378905281.30854216.266367268.24930799.00.01.099.0
2016-07-31 18:00:00-07:0042.6499943.60501076.6445180.00000076.64451897.00.00.097.0
2016-07-31 21:00:00-07:0048.0500184.2012020.0000000.0000000.00000070.00.00.070.0
2016-08-01 00:00:00-07:0040.1499942.9308190.0000000.0000000.00000082.02.00.082.0
2016-08-01 03:00:00-07:0032.2500003.9467070.0000000.0000000.000000100.06.02.0100.0
2016-08-01 06:00:00-07:0029.9500123.47604711.5173380.00000011.51733899.03.01.099.0
2016-08-01 09:00:00-07:0028.4500122.415988217.61045810.969046210.440868100.00.00.0100.0
2016-08-01 12:00:00-07:0027.2500001.547676338.78290218.303375321.183270100.00.00.0100.0
2016-08-01 15:00:00-07:0032.0500184.111752275.51494515.356925263.208588100.00.00.0100.0
2016-08-01 18:00:00-07:0043.8500062.54159473.0082880.00000073.00828899.00.00.099.0
2016-08-01 21:00:00-07:0048.8500062.1920080.0000000.0000000.00000096.00.00.096.0
2016-08-02 00:00:00-07:0040.1499944.2898140.0000000.0000000.00000097.01.01.097.0
2016-08-02 03:00:00-07:0031.8500064.5793010.0000000.0000000.000000100.03.00.0100.0
2016-08-02 06:00:00-07:0030.4500121.89855210.8853380.00000010.885338100.02.00.0100.0
2016-08-02 09:00:00-07:0028.8500062.628174216.98227610.882675209.884165100.00.00.0100.0
2016-08-02 12:00:00-07:0027.4500120.360555338.27577718.275978320.722835100.00.00.0100.0
2016-08-02 15:00:00-07:0032.8500062.294210274.82759315.300263262.590277100.00.00.0100.0
2016-08-02 18:00:00-07:0045.1499943.12032172.0423750.00000072.04237599.00.00.099.0
2016-08-02 21:00:00-07:0049.5500182.1071780.0000000.0000000.00000086.00.00.086.0
2016-08-03 00:00:00-07:0040.7500003.4003680.0000000.0000000.00000090.010.01.090.0
2016-08-03 03:00:00-07:0032.1499944.9170820.0000000.0000000.000000100.02.00.0100.0
2016-08-03 06:00:00-07:0030.2500002.44444310.4742400.00000010.474240100.01.00.0100.0
\n", "
" ], "text/plain": [ " temp_air wind_speed ghi dni \\\n", "2016-07-27 09:00:00-07:00 28.450012 0.990202 548.587787 502.227154 \n", "2016-07-27 12:00:00-07:00 27.450012 3.230511 816.331724 418.898830 \n", "2016-07-27 15:00:00-07:00 32.350006 1.501533 283.790254 16.471511 \n", "2016-07-27 18:00:00-07:00 46.050018 4.222464 121.211075 63.614451 \n", "2016-07-27 21:00:00-07:00 49.050018 5.901297 0.000000 0.000000 \n", "2016-07-28 00:00:00-07:00 43.450012 5.329587 0.000000 0.000000 \n", "2016-07-28 03:00:00-07:00 32.250000 3.023177 0.000000 0.000000 \n", "2016-07-28 06:00:00-07:00 30.050018 3.730147 26.708513 56.339306 \n", "2016-07-28 09:00:00-07:00 28.250000 2.032954 359.055341 97.910661 \n", "2016-07-28 12:00:00-07:00 26.750000 1.506320 543.173757 80.878427 \n", "2016-07-28 15:00:00-07:00 35.250000 1.880665 500.073846 139.622548 \n", "2016-07-28 18:00:00-07:00 47.850006 3.220947 172.984831 294.293426 \n", "2016-07-28 21:00:00-07:00 51.950012 3.223321 0.000000 0.000000 \n", "2016-07-29 00:00:00-07:00 42.850006 3.221444 0.000000 0.000000 \n", "2016-07-29 03:00:00-07:00 32.850006 3.810577 0.000000 0.000000 \n", "2016-07-29 06:00:00-07:00 30.450012 3.115205 35.389974 205.636670 \n", "2016-07-29 09:00:00-07:00 28.350006 2.368122 627.065713 777.980844 \n", "2016-07-29 12:00:00-07:00 26.350006 1.880984 972.105901 751.801227 \n", "2016-07-29 15:00:00-07:00 36.950012 2.498159 787.537299 761.928667 \n", "2016-07-29 18:00:00-07:00 50.750000 1.795244 211.095144 554.304339 \n", "2016-07-29 21:00:00-07:00 54.450012 2.178486 0.000000 0.000000 \n", "2016-07-30 00:00:00-07:00 46.450012 3.034617 0.000000 0.000000 \n", "2016-07-30 03:00:00-07:00 34.149994 3.804537 0.000000 0.000000 \n", "2016-07-30 06:00:00-07:00 33.149994 2.458150 26.886766 81.091160 \n", "2016-07-30 09:00:00-07:00 30.550018 2.433105 222.920298 12.180688 \n", "2016-07-30 12:00:00-07:00 28.950012 5.084692 339.763235 18.356744 \n", "2016-07-30 15:00:00-07:00 35.149994 2.616200 492.742372 133.536646 \n", "2016-07-30 18:00:00-07:00 48.450012 1.597060 163.581654 257.741276 \n", "2016-07-30 21:00:00-07:00 50.750000 4.291969 0.000000 0.000000 \n", "2016-07-31 00:00:00-07:00 38.850006 5.540325 0.000000 0.000000 \n", "2016-07-31 03:00:00-07:00 32.750000 5.763896 0.000000 0.000000 \n", "2016-07-31 06:00:00-07:00 29.250000 5.480009 21.332658 9.027948 \n", "2016-07-31 09:00:00-07:00 28.050018 4.103584 218.234978 11.054507 \n", "2016-07-31 12:00:00-07:00 26.750000 2.185795 339.278618 18.330290 \n", "2016-07-31 15:00:00-07:00 30.649994 3.378905 281.308542 16.266367 \n", "2016-07-31 18:00:00-07:00 42.649994 3.605010 76.644518 0.000000 \n", "2016-07-31 21:00:00-07:00 48.050018 4.201202 0.000000 0.000000 \n", "2016-08-01 00:00:00-07:00 40.149994 2.930819 0.000000 0.000000 \n", "2016-08-01 03:00:00-07:00 32.250000 3.946707 0.000000 0.000000 \n", "2016-08-01 06:00:00-07:00 29.950012 3.476047 11.517338 0.000000 \n", "2016-08-01 09:00:00-07:00 28.450012 2.415988 217.610458 10.969046 \n", "2016-08-01 12:00:00-07:00 27.250000 1.547676 338.782902 18.303375 \n", "2016-08-01 15:00:00-07:00 32.050018 4.111752 275.514945 15.356925 \n", "2016-08-01 18:00:00-07:00 43.850006 2.541594 73.008288 0.000000 \n", "2016-08-01 21:00:00-07:00 48.850006 2.192008 0.000000 0.000000 \n", "2016-08-02 00:00:00-07:00 40.149994 4.289814 0.000000 0.000000 \n", "2016-08-02 03:00:00-07:00 31.850006 4.579301 0.000000 0.000000 \n", "2016-08-02 06:00:00-07:00 30.450012 1.898552 10.885338 0.000000 \n", "2016-08-02 09:00:00-07:00 28.850006 2.628174 216.982276 10.882675 \n", "2016-08-02 12:00:00-07:00 27.450012 0.360555 338.275777 18.275978 \n", "2016-08-02 15:00:00-07:00 32.850006 2.294210 274.827593 15.300263 \n", "2016-08-02 18:00:00-07:00 45.149994 3.120321 72.042375 0.000000 \n", "2016-08-02 21:00:00-07:00 49.550018 2.107178 0.000000 0.000000 \n", "2016-08-03 00:00:00-07:00 40.750000 3.400368 0.000000 0.000000 \n", "2016-08-03 03:00:00-07:00 32.149994 4.917082 0.000000 0.000000 \n", "2016-08-03 06:00:00-07:00 30.250000 2.444443 10.474240 0.000000 \n", "\n", " dhi total_clouds low_clouds mid_clouds \\\n", "2016-07-27 09:00:00-07:00 216.961676 20.0 0.0 7.0 \n", "2016-07-27 12:00:00-07:00 411.426625 25.0 0.0 6.0 \n", "2016-07-27 15:00:00-07:00 270.478981 99.0 0.0 77.0 \n", "2016-07-27 18:00:00-07:00 103.558867 68.0 0.0 44.0 \n", "2016-07-27 21:00:00-07:00 0.000000 25.0 0.0 0.0 \n", "2016-07-28 00:00:00-07:00 0.000000 20.0 0.0 0.0 \n", "2016-07-28 03:00:00-07:00 0.000000 22.0 0.0 1.0 \n", "2016-07-28 06:00:00-07:00 22.939529 44.0 0.0 0.0 \n", "2016-07-28 09:00:00-07:00 294.532069 66.0 0.0 0.0 \n", "2016-07-28 12:00:00-07:00 465.073260 68.0 0.0 0.0 \n", "2016-07-28 15:00:00-07:00 387.411664 57.0 0.0 0.0 \n", "2016-07-28 18:00:00-07:00 91.916640 30.0 0.0 0.0 \n", "2016-07-28 21:00:00-07:00 0.000000 2.0 0.0 2.0 \n", "2016-07-29 00:00:00-07:00 0.000000 25.0 0.0 25.0 \n", "2016-07-29 03:00:00-07:00 0.000000 6.0 0.0 6.0 \n", "2016-07-29 06:00:00-07:00 22.071713 3.0 0.0 3.0 \n", "2016-07-29 09:00:00-07:00 115.405156 0.0 0.0 0.0 \n", "2016-07-29 12:00:00-07:00 246.859102 0.0 0.0 0.0 \n", "2016-07-29 15:00:00-07:00 173.719320 1.0 0.0 0.0 \n", "2016-07-29 18:00:00-07:00 59.567124 1.0 0.0 0.0 \n", "2016-07-29 21:00:00-07:00 0.000000 1.0 0.0 0.0 \n", "2016-07-30 00:00:00-07:00 0.000000 2.0 0.0 2.0 \n", "2016-07-30 03:00:00-07:00 0.000000 1.0 0.0 0.0 \n", "2016-07-30 06:00:00-07:00 21.808893 35.0 0.0 24.0 \n", "2016-07-30 09:00:00-07:00 214.925633 99.0 0.0 14.0 \n", "2016-07-30 12:00:00-07:00 322.073372 100.0 0.0 53.0 \n", "2016-07-30 15:00:00-07:00 385.344882 58.0 0.0 0.0 \n", "2016-07-30 18:00:00-07:00 93.686328 34.0 0.0 0.0 \n", "2016-07-30 21:00:00-07:00 0.000000 23.0 0.0 0.0 \n", "2016-07-31 00:00:00-07:00 0.000000 59.0 4.0 34.0 \n", "2016-07-31 03:00:00-07:00 0.000000 50.0 2.0 23.0 \n", "2016-07-31 06:00:00-07:00 20.786836 56.0 1.0 29.0 \n", "2016-07-31 09:00:00-07:00 210.994422 100.0 0.0 7.0 \n", "2016-07-31 12:00:00-07:00 321.633356 100.0 0.0 5.0 \n", "2016-07-31 15:00:00-07:00 268.249307 99.0 0.0 1.0 \n", "2016-07-31 18:00:00-07:00 76.644518 97.0 0.0 0.0 \n", "2016-07-31 21:00:00-07:00 0.000000 70.0 0.0 0.0 \n", "2016-08-01 00:00:00-07:00 0.000000 82.0 2.0 0.0 \n", "2016-08-01 03:00:00-07:00 0.000000 100.0 6.0 2.0 \n", "2016-08-01 06:00:00-07:00 11.517338 99.0 3.0 1.0 \n", "2016-08-01 09:00:00-07:00 210.440868 100.0 0.0 0.0 \n", "2016-08-01 12:00:00-07:00 321.183270 100.0 0.0 0.0 \n", "2016-08-01 15:00:00-07:00 263.208588 100.0 0.0 0.0 \n", "2016-08-01 18:00:00-07:00 73.008288 99.0 0.0 0.0 \n", "2016-08-01 21:00:00-07:00 0.000000 96.0 0.0 0.0 \n", "2016-08-02 00:00:00-07:00 0.000000 97.0 1.0 1.0 \n", "2016-08-02 03:00:00-07:00 0.000000 100.0 3.0 0.0 \n", "2016-08-02 06:00:00-07:00 10.885338 100.0 2.0 0.0 \n", "2016-08-02 09:00:00-07:00 209.884165 100.0 0.0 0.0 \n", "2016-08-02 12:00:00-07:00 320.722835 100.0 0.0 0.0 \n", "2016-08-02 15:00:00-07:00 262.590277 100.0 0.0 0.0 \n", "2016-08-02 18:00:00-07:00 72.042375 99.0 0.0 0.0 \n", "2016-08-02 21:00:00-07:00 0.000000 86.0 0.0 0.0 \n", "2016-08-03 00:00:00-07:00 0.000000 90.0 10.0 1.0 \n", "2016-08-03 03:00:00-07:00 0.000000 100.0 2.0 0.0 \n", "2016-08-03 06:00:00-07:00 10.474240 100.0 1.0 0.0 \n", "\n", " high_clouds \n", "2016-07-27 09:00:00-07:00 17.0 \n", "2016-07-27 12:00:00-07:00 22.0 \n", "2016-07-27 15:00:00-07:00 96.0 \n", "2016-07-27 18:00:00-07:00 64.0 \n", "2016-07-27 21:00:00-07:00 25.0 \n", "2016-07-28 00:00:00-07:00 20.0 \n", "2016-07-28 03:00:00-07:00 21.0 \n", "2016-07-28 06:00:00-07:00 43.0 \n", "2016-07-28 09:00:00-07:00 66.0 \n", "2016-07-28 12:00:00-07:00 68.0 \n", "2016-07-28 15:00:00-07:00 57.0 \n", "2016-07-28 18:00:00-07:00 30.0 \n", "2016-07-28 21:00:00-07:00 0.0 \n", "2016-07-29 00:00:00-07:00 0.0 \n", "2016-07-29 03:00:00-07:00 0.0 \n", "2016-07-29 06:00:00-07:00 0.0 \n", "2016-07-29 09:00:00-07:00 0.0 \n", "2016-07-29 12:00:00-07:00 0.0 \n", "2016-07-29 15:00:00-07:00 0.0 \n", "2016-07-29 18:00:00-07:00 1.0 \n", "2016-07-29 21:00:00-07:00 0.0 \n", "2016-07-30 00:00:00-07:00 0.0 \n", "2016-07-30 03:00:00-07:00 1.0 \n", "2016-07-30 06:00:00-07:00 32.0 \n", "2016-07-30 09:00:00-07:00 99.0 \n", "2016-07-30 12:00:00-07:00 100.0 \n", "2016-07-30 15:00:00-07:00 58.0 \n", "2016-07-30 18:00:00-07:00 34.0 \n", "2016-07-30 21:00:00-07:00 23.0 \n", "2016-07-31 00:00:00-07:00 54.0 \n", "2016-07-31 03:00:00-07:00 48.0 \n", "2016-07-31 06:00:00-07:00 55.0 \n", "2016-07-31 09:00:00-07:00 100.0 \n", "2016-07-31 12:00:00-07:00 100.0 \n", "2016-07-31 15:00:00-07:00 99.0 \n", "2016-07-31 18:00:00-07:00 97.0 \n", "2016-07-31 21:00:00-07:00 70.0 \n", "2016-08-01 00:00:00-07:00 82.0 \n", "2016-08-01 03:00:00-07:00 100.0 \n", "2016-08-01 06:00:00-07:00 99.0 \n", "2016-08-01 09:00:00-07:00 100.0 \n", "2016-08-01 12:00:00-07:00 100.0 \n", "2016-08-01 15:00:00-07:00 100.0 \n", "2016-08-01 18:00:00-07:00 99.0 \n", "2016-08-01 21:00:00-07:00 96.0 \n", "2016-08-02 00:00:00-07:00 97.0 \n", "2016-08-02 03:00:00-07:00 100.0 \n", "2016-08-02 06:00:00-07:00 100.0 \n", "2016-08-02 09:00:00-07:00 100.0 \n", "2016-08-02 12:00:00-07:00 100.0 \n", "2016-08-02 15:00:00-07:00 100.0 \n", "2016-08-02 18:00:00-07:00 99.0 \n", "2016-08-02 21:00:00-07:00 86.0 \n", "2016-08-03 00:00:00-07:00 90.0 \n", "2016-08-03 03:00:00-07:00 100.0 \n", "2016-08-03 06:00:00-07:00 100.0 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs0AAAFsCAYAAAA354RXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ns1RIKlPNZgUAAAAASUVORK5CYII=\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": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cloud_vars = ['total_clouds', 'low_clouds', 'mid_clouds', 'high_clouds']" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0YAAAGECAYAAAASmzCOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ndgAAAABJRU5ErkJggg==\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": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "total_cloud_cover = data['total_clouds']" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtIAAAGECAYAAAAbVcfdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# GFS model at 0.25 degree resolution\n", "fm = GFS(resolution='quarter')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# retrieve data\n", "data = fm.get_processed_data(latitude, longitude, start, end)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0YAAAGECAYAAAASmzCOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIYQQQpi9/wG1PPXHkdDr2QAAAABJRU5ErkJggg==\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": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
temp_airwind_speedghidnidhitotal_cloudslow_cloudsmid_cloudshigh_clouds
2016-07-27 09:00:00-07:0029.5500180.997246593.672839649.421406164.8527469.00.05.06.0
2016-07-27 12:00:00-07:0029.7500001.371787721.296120250.902795478.77498340.00.038.06.0
2016-07-27 15:00:00-07:0032.5500181.530555278.61595315.616103265.995968100.00.0100.088.0
2016-07-27 18:00:00-07:0047.6499943.052212108.50347031.01275799.89782177.00.057.068.0
2016-07-27 21:00:00-07:0049.8500064.9486260.0000000.0000000.00000066.00.00.066.0
2016-07-28 00:00:00-07:0044.5500184.6669260.0000000.0000000.00000044.00.00.044.0
2016-07-28 03:00:00-07:0033.5500182.5146170.0000000.0000000.00000033.01.00.033.0
2016-07-28 06:00:00-07:0031.2500002.96082830.598827113.61874722.99796628.00.00.027.0
2016-07-28 09:00:00-07:0029.1499941.416616551.159407515.370371211.52955819.00.00.019.0
2016-07-28 12:00:00-07:0027.5500182.625052695.028812217.769141484.73938444.00.00.044.0
2016-07-28 15:00:00-07:0036.8500061.325632438.11071381.856367372.06037169.00.00.069.0
2016-07-28 18:00:00-07:0050.8500061.566269166.000965255.35185595.65990035.00.00.035.0
2016-07-28 21:00:00-07:0054.3500061.8836670.0000000.0000000.0000000.00.00.00.0
2016-07-29 00:00:00-07:0045.3500060.7559100.0000000.0000000.00000024.00.024.00.0
2016-07-29 03:00:00-07:0033.8500060.8163330.0000000.0000000.00000014.00.014.00.0
2016-07-29 06:00:00-07:0031.7500004.01400034.451534189.99300622.1464517.00.07.00.0
2016-07-29 09:00:00-07:0029.6499943.881907622.989782763.902754120.5880701.00.00.01.0
2016-07-29 12:00:00-07:0028.0500183.598013826.776057434.105737408.00340123.00.00.023.0
2016-07-29 15:00:00-07:0037.4500123.013254406.25350660.719977357.33683675.00.00.075.0
2016-07-29 18:00:00-07:0050.2500001.642011117.18063957.612326101.43138269.00.00.069.0
2016-07-29 21:00:00-07:0058.6499940.4110960.0000000.0000000.0000002.00.00.03.0
2016-07-30 00:00:00-07:0047.5500180.3041380.0000000.0000000.0000006.00.05.01.0
2016-07-30 03:00:00-07:0035.2500002.3048860.0000000.0000000.0000002.00.02.00.0
2016-07-30 06:00:00-07:0034.9500124.41439728.470389106.21347121.81937528.00.027.016.0
2016-07-30 09:00:00-07:0031.2500003.230015226.98474813.280513218.26822598.00.017.097.0
2016-07-30 12:00:00-07:0028.7500003.515921440.72145736.952525405.11137984.00.09.084.0
2016-07-30 15:00:00-07:0034.8500062.670749415.62773167.079282361.67889673.00.00.073.0
2016-07-30 18:00:00-07:0047.3500061.818378100.79485919.79086395.42789280.00.00.080.0
2016-07-30 21:00:00-07:0050.9500123.1218740.0000000.0000000.00000082.00.00.082.0
2016-07-31 00:00:00-07:0043.7500005.7780010.0000000.0000000.00000077.02.02.076.0
2016-07-31 03:00:00-07:0035.0500187.6385670.0000000.0000000.00000030.020.04.02.0
2016-07-31 06:00:00-07:0030.5500185.86586719.5884790.00000019.58847964.025.015.036.0
2016-07-31 09:00:00-07:0029.0500183.377129218.23497811.054507210.994422100.00.013.0100.0
2016-07-31 12:00:00-07:0028.0500184.253293339.27861818.330290321.633356100.00.07.0100.0
2016-07-31 15:00:00-07:0031.3500064.744945276.17949015.411908263.806246100.00.01.0100.0
2016-07-31 18:00:00-07:0041.7500003.82781975.2962370.00000075.29623798.00.00.098.0
2016-07-31 21:00:00-07:0046.2500004.6669900.0000000.0000000.00000095.00.00.095.0
2016-08-01 00:00:00-07:0042.0500182.8076500.0000000.0000000.00000090.00.00.090.0
2016-08-01 03:00:00-07:0033.1499942.4387090.0000000.0000000.00000099.00.00.099.0
2016-08-01 06:00:00-07:0030.7500003.35715711.5173380.00000011.51733899.00.00.099.0
2016-08-01 09:00:00-07:0029.0500182.067293229.73446214.266428220.40963797.00.00.097.0
2016-08-01 12:00:00-07:0027.8500061.895521351.36625019.695637332.42788698.00.00.098.0
2016-08-01 15:00:00-07:0034.1499942.507369280.63165616.211345267.64060599.00.00.099.0
2016-08-01 18:00:00-07:0045.2500002.47588475.6705780.00000075.67057897.00.00.097.0
2016-08-01 21:00:00-07:0049.1499943.1189260.0000000.0000000.00000091.00.00.091.0
2016-08-02 00:00:00-07:0042.7500003.6643150.0000000.0000000.00000091.00.00.091.0
2016-08-02 03:00:00-07:0033.7500003.8910410.0000000.0000000.00000098.01.00.098.0
2016-08-02 06:00:00-07:0031.6499944.35839411.6939640.00000011.69396496.01.00.096.0
2016-08-02 09:00:00-07:0029.6499942.584956289.51636041.058552262.73635282.00.00.082.0
2016-08-02 12:00:00-07:0028.2500002.030665401.09844927.615695374.57528990.00.00.090.0
2016-08-02 15:00:00-07:0034.8500061.974361295.24337519.055234280.00279296.00.00.096.0
2016-08-02 18:00:00-07:0046.4500122.54031595.68601214.73249491.79438781.00.00.081.0
2016-08-02 21:00:00-07:0049.6499943.8154030.0000000.0000000.00000065.00.00.065.0
2016-08-03 00:00:00-07:0043.4500124.7801360.0000000.0000000.00000062.00.00.062.0
2016-08-03 03:00:00-07:0034.1499944.0300130.0000000.0000000.00000092.02.01.091.0
2016-08-03 06:00:00-07:0031.9500122.98452711.4468480.00000011.44684895.011.06.094.0
\n", "
" ], "text/plain": [ " temp_air wind_speed ghi dni \\\n", "2016-07-27 09:00:00-07:00 29.550018 0.997246 593.672839 649.421406 \n", "2016-07-27 12:00:00-07:00 29.750000 1.371787 721.296120 250.902795 \n", "2016-07-27 15:00:00-07:00 32.550018 1.530555 278.615953 15.616103 \n", "2016-07-27 18:00:00-07:00 47.649994 3.052212 108.503470 31.012757 \n", "2016-07-27 21:00:00-07:00 49.850006 4.948626 0.000000 0.000000 \n", "2016-07-28 00:00:00-07:00 44.550018 4.666926 0.000000 0.000000 \n", "2016-07-28 03:00:00-07:00 33.550018 2.514617 0.000000 0.000000 \n", "2016-07-28 06:00:00-07:00 31.250000 2.960828 30.598827 113.618747 \n", "2016-07-28 09:00:00-07:00 29.149994 1.416616 551.159407 515.370371 \n", "2016-07-28 12:00:00-07:00 27.550018 2.625052 695.028812 217.769141 \n", "2016-07-28 15:00:00-07:00 36.850006 1.325632 438.110713 81.856367 \n", "2016-07-28 18:00:00-07:00 50.850006 1.566269 166.000965 255.351855 \n", "2016-07-28 21:00:00-07:00 54.350006 1.883667 0.000000 0.000000 \n", "2016-07-29 00:00:00-07:00 45.350006 0.755910 0.000000 0.000000 \n", "2016-07-29 03:00:00-07:00 33.850006 0.816333 0.000000 0.000000 \n", "2016-07-29 06:00:00-07:00 31.750000 4.014000 34.451534 189.993006 \n", "2016-07-29 09:00:00-07:00 29.649994 3.881907 622.989782 763.902754 \n", "2016-07-29 12:00:00-07:00 28.050018 3.598013 826.776057 434.105737 \n", "2016-07-29 15:00:00-07:00 37.450012 3.013254 406.253506 60.719977 \n", "2016-07-29 18:00:00-07:00 50.250000 1.642011 117.180639 57.612326 \n", "2016-07-29 21:00:00-07:00 58.649994 0.411096 0.000000 0.000000 \n", "2016-07-30 00:00:00-07:00 47.550018 0.304138 0.000000 0.000000 \n", "2016-07-30 03:00:00-07:00 35.250000 2.304886 0.000000 0.000000 \n", "2016-07-30 06:00:00-07:00 34.950012 4.414397 28.470389 106.213471 \n", "2016-07-30 09:00:00-07:00 31.250000 3.230015 226.984748 13.280513 \n", "2016-07-30 12:00:00-07:00 28.750000 3.515921 440.721457 36.952525 \n", "2016-07-30 15:00:00-07:00 34.850006 2.670749 415.627731 67.079282 \n", "2016-07-30 18:00:00-07:00 47.350006 1.818378 100.794859 19.790863 \n", "2016-07-30 21:00:00-07:00 50.950012 3.121874 0.000000 0.000000 \n", "2016-07-31 00:00:00-07:00 43.750000 5.778001 0.000000 0.000000 \n", "2016-07-31 03:00:00-07:00 35.050018 7.638567 0.000000 0.000000 \n", "2016-07-31 06:00:00-07:00 30.550018 5.865867 19.588479 0.000000 \n", "2016-07-31 09:00:00-07:00 29.050018 3.377129 218.234978 11.054507 \n", "2016-07-31 12:00:00-07:00 28.050018 4.253293 339.278618 18.330290 \n", "2016-07-31 15:00:00-07:00 31.350006 4.744945 276.179490 15.411908 \n", "2016-07-31 18:00:00-07:00 41.750000 3.827819 75.296237 0.000000 \n", "2016-07-31 21:00:00-07:00 46.250000 4.666990 0.000000 0.000000 \n", "2016-08-01 00:00:00-07:00 42.050018 2.807650 0.000000 0.000000 \n", "2016-08-01 03:00:00-07:00 33.149994 2.438709 0.000000 0.000000 \n", "2016-08-01 06:00:00-07:00 30.750000 3.357157 11.517338 0.000000 \n", "2016-08-01 09:00:00-07:00 29.050018 2.067293 229.734462 14.266428 \n", "2016-08-01 12:00:00-07:00 27.850006 1.895521 351.366250 19.695637 \n", "2016-08-01 15:00:00-07:00 34.149994 2.507369 280.631656 16.211345 \n", "2016-08-01 18:00:00-07:00 45.250000 2.475884 75.670578 0.000000 \n", "2016-08-01 21:00:00-07:00 49.149994 3.118926 0.000000 0.000000 \n", "2016-08-02 00:00:00-07:00 42.750000 3.664315 0.000000 0.000000 \n", "2016-08-02 03:00:00-07:00 33.750000 3.891041 0.000000 0.000000 \n", "2016-08-02 06:00:00-07:00 31.649994 4.358394 11.693964 0.000000 \n", "2016-08-02 09:00:00-07:00 29.649994 2.584956 289.516360 41.058552 \n", "2016-08-02 12:00:00-07:00 28.250000 2.030665 401.098449 27.615695 \n", "2016-08-02 15:00:00-07:00 34.850006 1.974361 295.243375 19.055234 \n", "2016-08-02 18:00:00-07:00 46.450012 2.540315 95.686012 14.732494 \n", "2016-08-02 21:00:00-07:00 49.649994 3.815403 0.000000 0.000000 \n", "2016-08-03 00:00:00-07:00 43.450012 4.780136 0.000000 0.000000 \n", "2016-08-03 03:00:00-07:00 34.149994 4.030013 0.000000 0.000000 \n", "2016-08-03 06:00:00-07:00 31.950012 2.984527 11.446848 0.000000 \n", "\n", " dhi total_clouds low_clouds mid_clouds \\\n", "2016-07-27 09:00:00-07:00 164.852746 9.0 0.0 5.0 \n", "2016-07-27 12:00:00-07:00 478.774983 40.0 0.0 38.0 \n", "2016-07-27 15:00:00-07:00 265.995968 100.0 0.0 100.0 \n", "2016-07-27 18:00:00-07:00 99.897821 77.0 0.0 57.0 \n", "2016-07-27 21:00:00-07:00 0.000000 66.0 0.0 0.0 \n", "2016-07-28 00:00:00-07:00 0.000000 44.0 0.0 0.0 \n", "2016-07-28 03:00:00-07:00 0.000000 33.0 1.0 0.0 \n", "2016-07-28 06:00:00-07:00 22.997966 28.0 0.0 0.0 \n", "2016-07-28 09:00:00-07:00 211.529558 19.0 0.0 0.0 \n", "2016-07-28 12:00:00-07:00 484.739384 44.0 0.0 0.0 \n", "2016-07-28 15:00:00-07:00 372.060371 69.0 0.0 0.0 \n", "2016-07-28 18:00:00-07:00 95.659900 35.0 0.0 0.0 \n", "2016-07-28 21:00:00-07:00 0.000000 0.0 0.0 0.0 \n", "2016-07-29 00:00:00-07:00 0.000000 24.0 0.0 24.0 \n", "2016-07-29 03:00:00-07:00 0.000000 14.0 0.0 14.0 \n", "2016-07-29 06:00:00-07:00 22.146451 7.0 0.0 7.0 \n", "2016-07-29 09:00:00-07:00 120.588070 1.0 0.0 0.0 \n", "2016-07-29 12:00:00-07:00 408.003401 23.0 0.0 0.0 \n", "2016-07-29 15:00:00-07:00 357.336836 75.0 0.0 0.0 \n", "2016-07-29 18:00:00-07:00 101.431382 69.0 0.0 0.0 \n", "2016-07-29 21:00:00-07:00 0.000000 2.0 0.0 0.0 \n", "2016-07-30 00:00:00-07:00 0.000000 6.0 0.0 5.0 \n", "2016-07-30 03:00:00-07:00 0.000000 2.0 0.0 2.0 \n", "2016-07-30 06:00:00-07:00 21.819375 28.0 0.0 27.0 \n", "2016-07-30 09:00:00-07:00 218.268225 98.0 0.0 17.0 \n", "2016-07-30 12:00:00-07:00 405.111379 84.0 0.0 9.0 \n", "2016-07-30 15:00:00-07:00 361.678896 73.0 0.0 0.0 \n", "2016-07-30 18:00:00-07:00 95.427892 80.0 0.0 0.0 \n", "2016-07-30 21:00:00-07:00 0.000000 82.0 0.0 0.0 \n", "2016-07-31 00:00:00-07:00 0.000000 77.0 2.0 2.0 \n", "2016-07-31 03:00:00-07:00 0.000000 30.0 20.0 4.0 \n", "2016-07-31 06:00:00-07:00 19.588479 64.0 25.0 15.0 \n", "2016-07-31 09:00:00-07:00 210.994422 100.0 0.0 13.0 \n", "2016-07-31 12:00:00-07:00 321.633356 100.0 0.0 7.0 \n", "2016-07-31 15:00:00-07:00 263.806246 100.0 0.0 1.0 \n", "2016-07-31 18:00:00-07:00 75.296237 98.0 0.0 0.0 \n", "2016-07-31 21:00:00-07:00 0.000000 95.0 0.0 0.0 \n", "2016-08-01 00:00:00-07:00 0.000000 90.0 0.0 0.0 \n", "2016-08-01 03:00:00-07:00 0.000000 99.0 0.0 0.0 \n", "2016-08-01 06:00:00-07:00 11.517338 99.0 0.0 0.0 \n", "2016-08-01 09:00:00-07:00 220.409637 97.0 0.0 0.0 \n", "2016-08-01 12:00:00-07:00 332.427886 98.0 0.0 0.0 \n", "2016-08-01 15:00:00-07:00 267.640605 99.0 0.0 0.0 \n", "2016-08-01 18:00:00-07:00 75.670578 97.0 0.0 0.0 \n", "2016-08-01 21:00:00-07:00 0.000000 91.0 0.0 0.0 \n", "2016-08-02 00:00:00-07:00 0.000000 91.0 0.0 0.0 \n", "2016-08-02 03:00:00-07:00 0.000000 98.0 1.0 0.0 \n", "2016-08-02 06:00:00-07:00 11.693964 96.0 1.0 0.0 \n", "2016-08-02 09:00:00-07:00 262.736352 82.0 0.0 0.0 \n", "2016-08-02 12:00:00-07:00 374.575289 90.0 0.0 0.0 \n", "2016-08-02 15:00:00-07:00 280.002792 96.0 0.0 0.0 \n", "2016-08-02 18:00:00-07:00 91.794387 81.0 0.0 0.0 \n", "2016-08-02 21:00:00-07:00 0.000000 65.0 0.0 0.0 \n", "2016-08-03 00:00:00-07:00 0.000000 62.0 0.0 0.0 \n", "2016-08-03 03:00:00-07:00 0.000000 92.0 2.0 1.0 \n", "2016-08-03 06:00:00-07:00 11.446848 95.0 11.0 6.0 \n", "\n", " high_clouds \n", "2016-07-27 09:00:00-07:00 6.0 \n", "2016-07-27 12:00:00-07:00 6.0 \n", "2016-07-27 15:00:00-07:00 88.0 \n", "2016-07-27 18:00:00-07:00 68.0 \n", "2016-07-27 21:00:00-07:00 66.0 \n", "2016-07-28 00:00:00-07:00 44.0 \n", "2016-07-28 03:00:00-07:00 33.0 \n", "2016-07-28 06:00:00-07:00 27.0 \n", "2016-07-28 09:00:00-07:00 19.0 \n", "2016-07-28 12:00:00-07:00 44.0 \n", "2016-07-28 15:00:00-07:00 69.0 \n", "2016-07-28 18:00:00-07:00 35.0 \n", "2016-07-28 21:00:00-07:00 0.0 \n", "2016-07-29 00:00:00-07:00 0.0 \n", "2016-07-29 03:00:00-07:00 0.0 \n", "2016-07-29 06:00:00-07:00 0.0 \n", "2016-07-29 09:00:00-07:00 1.0 \n", "2016-07-29 12:00:00-07:00 23.0 \n", "2016-07-29 15:00:00-07:00 75.0 \n", "2016-07-29 18:00:00-07:00 69.0 \n", "2016-07-29 21:00:00-07:00 3.0 \n", "2016-07-30 00:00:00-07:00 1.0 \n", "2016-07-30 03:00:00-07:00 0.0 \n", "2016-07-30 06:00:00-07:00 16.0 \n", "2016-07-30 09:00:00-07:00 97.0 \n", "2016-07-30 12:00:00-07:00 84.0 \n", "2016-07-30 15:00:00-07:00 73.0 \n", "2016-07-30 18:00:00-07:00 80.0 \n", "2016-07-30 21:00:00-07:00 82.0 \n", "2016-07-31 00:00:00-07:00 76.0 \n", "2016-07-31 03:00:00-07:00 2.0 \n", "2016-07-31 06:00:00-07:00 36.0 \n", "2016-07-31 09:00:00-07:00 100.0 \n", "2016-07-31 12:00:00-07:00 100.0 \n", "2016-07-31 15:00:00-07:00 100.0 \n", "2016-07-31 18:00:00-07:00 98.0 \n", "2016-07-31 21:00:00-07:00 95.0 \n", "2016-08-01 00:00:00-07:00 90.0 \n", "2016-08-01 03:00:00-07:00 99.0 \n", "2016-08-01 06:00:00-07:00 99.0 \n", "2016-08-01 09:00:00-07:00 97.0 \n", "2016-08-01 12:00:00-07:00 98.0 \n", "2016-08-01 15:00:00-07:00 99.0 \n", "2016-08-01 18:00:00-07:00 97.0 \n", "2016-08-01 21:00:00-07:00 91.0 \n", "2016-08-02 00:00:00-07:00 91.0 \n", "2016-08-02 03:00:00-07:00 98.0 \n", "2016-08-02 06:00:00-07:00 96.0 \n", "2016-08-02 09:00:00-07:00 82.0 \n", "2016-08-02 12:00:00-07:00 90.0 \n", "2016-08-02 15:00:00-07:00 96.0 \n", "2016-08-02 18:00:00-07:00 81.0 \n", "2016-08-02 21:00:00-07:00 65.0 \n", "2016-08-03 00:00:00-07:00 62.0 \n", "2016-08-03 03:00:00-07:00 91.0 \n", "2016-08-03 06:00:00-07:00 94.0 " ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## NAM" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fm = NAM()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# retrieve data\n", "data = fm.get_processed_data(latitude, longitude, start, end)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0YAAAF7CAYAAAD2X5tCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEEJkPEmMhBBCCCGEEBnv/wH66Vxyg9HZHQAAAABJRU5ErkJggg==\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": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtgAAAFyCAYAAADPvK0QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data['ghi'].plot(linewidth=2, ls='-')\n", "plt.ylabel('GHI W/m**2')\n", "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
temp_airwind_speedghidnidhitotal_cloudslow_cloudsmid_cloudshigh_clouds
2016-07-27 09:00:00-07:0029.0489812.065518220.69623111.387513213.176931100.00.0100.0100.0
2016-07-27 12:00:00-07:0027.8854061.924674341.15356018.433557323.335794100.00.0100.0100.0
2016-07-27 15:00:00-07:0033.9208070.736886278.61595315.616103265.995968100.00.0100.0100.0
2016-07-27 18:00:00-07:0045.4557191.57346076.0284550.00000076.028455100.00.0100.0100.0
2016-07-27 21:00:00-07:0048.8163152.7905560.0000000.0000000.0000000.00.00.00.0
2016-07-28 00:00:00-07:0043.6661682.5578730.0000000.0000000.0000000.00.00.00.0
2016-07-28 03:00:00-07:0033.4427801.2990190.0000000.0000000.00000086.00.086.00.0
2016-07-28 06:00:00-07:0031.7897034.69626213.0924080.00000013.092408100.00.0100.02.0
2016-07-28 09:00:00-07:0028.9378971.318510579.770598607.401084179.49237012.00.010.02.0
2016-07-28 12:00:00-07:0025.3170471.569927973.429728752.724436246.5591030.00.00.00.0
2016-07-28 15:00:00-07:0035.6830140.743108794.398445779.384573165.5088540.00.00.00.0
2016-07-28 18:00:00-07:0047.3163151.569387214.888003569.23936258.0812200.00.00.00.0
2016-07-28 21:00:00-07:0050.1549381.8400500.0000000.0000000.0000000.00.00.00.0
2016-07-29 00:00:00-07:0043.5245672.3233400.0000000.0000000.00000086.02.086.00.0
2016-07-29 03:00:00-07:0035.5453193.3370800.0000000.0000000.00000082.00.076.06.0
2016-07-29 06:00:00-07:0030.2709054.57774636.093803217.40410822.0134130.00.00.00.0
2016-07-29 09:00:00-07:0027.3072811.002360627.065713777.980844115.4051560.00.00.00.0
2016-07-29 12:00:00-07:0025.2618710.942670972.105901751.801227246.8591020.00.00.00.0
2016-07-29 15:00:00-07:0035.8094791.184753792.689787778.307094165.6771700.00.00.00.0
2016-07-29 18:00:00-07:0046.7933651.876681212.476241564.33308558.2067020.00.00.00.0
2016-07-29 21:00:00-07:0049.6529852.7107550.0000000.0000000.0000000.00.00.00.0
2016-07-30 00:00:00-07:0043.7994693.8753780.0000000.0000000.0000000.00.00.00.0
2016-07-30 03:00:00-07:0034.1896064.8533670.0000000.0000000.000000100.00.00.0100.0
2016-07-30 06:00:00-07:0029.7945868.13393519.4211210.00000019.42112168.00.026.054.0
2016-07-30 09:00:00-07:0027.3077701.480417251.37154421.289887237.39815492.00.084.034.0
2016-07-30 12:00:00-07:0026.5487371.117122339.76323518.356744322.073372100.02.0100.0100.0
2016-07-30 15:00:00-07:0031.4156802.503182276.82154115.465265264.383527100.08.0100.072.0
2016-07-30 18:00:00-07:0042.9432681.972205204.529580519.83364963.5589794.04.00.02.0
2016-07-30 21:00:00-07:0046.6835022.4842820.0000000.0000000.0000000.00.00.00.0
2016-07-31 00:00:00-07:0041.4059143.4003380.0000000.0000000.0000002.02.00.00.0
2016-07-31 03:00:00-07:0031.8175353.5842350.0000000.0000000.00000018.00.00.018.0
2016-07-31 06:00:00-07:0029.4393623.34247311.7396700.00000011.739670100.00.0100.0100.0
\n", "
" ], "text/plain": [ " temp_air wind_speed ghi dni \\\n", "2016-07-27 09:00:00-07:00 29.048981 2.065518 220.696231 11.387513 \n", "2016-07-27 12:00:00-07:00 27.885406 1.924674 341.153560 18.433557 \n", "2016-07-27 15:00:00-07:00 33.920807 0.736886 278.615953 15.616103 \n", "2016-07-27 18:00:00-07:00 45.455719 1.573460 76.028455 0.000000 \n", "2016-07-27 21:00:00-07:00 48.816315 2.790556 0.000000 0.000000 \n", "2016-07-28 00:00:00-07:00 43.666168 2.557873 0.000000 0.000000 \n", "2016-07-28 03:00:00-07:00 33.442780 1.299019 0.000000 0.000000 \n", "2016-07-28 06:00:00-07:00 31.789703 4.696262 13.092408 0.000000 \n", "2016-07-28 09:00:00-07:00 28.937897 1.318510 579.770598 607.401084 \n", "2016-07-28 12:00:00-07:00 25.317047 1.569927 973.429728 752.724436 \n", "2016-07-28 15:00:00-07:00 35.683014 0.743108 794.398445 779.384573 \n", "2016-07-28 18:00:00-07:00 47.316315 1.569387 214.888003 569.239362 \n", "2016-07-28 21:00:00-07:00 50.154938 1.840050 0.000000 0.000000 \n", "2016-07-29 00:00:00-07:00 43.524567 2.323340 0.000000 0.000000 \n", "2016-07-29 03:00:00-07:00 35.545319 3.337080 0.000000 0.000000 \n", "2016-07-29 06:00:00-07:00 30.270905 4.577746 36.093803 217.404108 \n", "2016-07-29 09:00:00-07:00 27.307281 1.002360 627.065713 777.980844 \n", "2016-07-29 12:00:00-07:00 25.261871 0.942670 972.105901 751.801227 \n", "2016-07-29 15:00:00-07:00 35.809479 1.184753 792.689787 778.307094 \n", "2016-07-29 18:00:00-07:00 46.793365 1.876681 212.476241 564.333085 \n", "2016-07-29 21:00:00-07:00 49.652985 2.710755 0.000000 0.000000 \n", "2016-07-30 00:00:00-07:00 43.799469 3.875378 0.000000 0.000000 \n", "2016-07-30 03:00:00-07:00 34.189606 4.853367 0.000000 0.000000 \n", "2016-07-30 06:00:00-07:00 29.794586 8.133935 19.421121 0.000000 \n", "2016-07-30 09:00:00-07:00 27.307770 1.480417 251.371544 21.289887 \n", "2016-07-30 12:00:00-07:00 26.548737 1.117122 339.763235 18.356744 \n", "2016-07-30 15:00:00-07:00 31.415680 2.503182 276.821541 15.465265 \n", "2016-07-30 18:00:00-07:00 42.943268 1.972205 204.529580 519.833649 \n", "2016-07-30 21:00:00-07:00 46.683502 2.484282 0.000000 0.000000 \n", "2016-07-31 00:00:00-07:00 41.405914 3.400338 0.000000 0.000000 \n", "2016-07-31 03:00:00-07:00 31.817535 3.584235 0.000000 0.000000 \n", "2016-07-31 06:00:00-07:00 29.439362 3.342473 11.739670 0.000000 \n", "\n", " dhi total_clouds low_clouds mid_clouds \\\n", "2016-07-27 09:00:00-07:00 213.176931 100.0 0.0 100.0 \n", "2016-07-27 12:00:00-07:00 323.335794 100.0 0.0 100.0 \n", "2016-07-27 15:00:00-07:00 265.995968 100.0 0.0 100.0 \n", "2016-07-27 18:00:00-07:00 76.028455 100.0 0.0 100.0 \n", "2016-07-27 21:00:00-07:00 0.000000 0.0 0.0 0.0 \n", "2016-07-28 00:00:00-07:00 0.000000 0.0 0.0 0.0 \n", "2016-07-28 03:00:00-07:00 0.000000 86.0 0.0 86.0 \n", "2016-07-28 06:00:00-07:00 13.092408 100.0 0.0 100.0 \n", "2016-07-28 09:00:00-07:00 179.492370 12.0 0.0 10.0 \n", "2016-07-28 12:00:00-07:00 246.559103 0.0 0.0 0.0 \n", "2016-07-28 15:00:00-07:00 165.508854 0.0 0.0 0.0 \n", "2016-07-28 18:00:00-07:00 58.081220 0.0 0.0 0.0 \n", "2016-07-28 21:00:00-07:00 0.000000 0.0 0.0 0.0 \n", "2016-07-29 00:00:00-07:00 0.000000 86.0 2.0 86.0 \n", "2016-07-29 03:00:00-07:00 0.000000 82.0 0.0 76.0 \n", "2016-07-29 06:00:00-07:00 22.013413 0.0 0.0 0.0 \n", "2016-07-29 09:00:00-07:00 115.405156 0.0 0.0 0.0 \n", "2016-07-29 12:00:00-07:00 246.859102 0.0 0.0 0.0 \n", "2016-07-29 15:00:00-07:00 165.677170 0.0 0.0 0.0 \n", "2016-07-29 18:00:00-07:00 58.206702 0.0 0.0 0.0 \n", "2016-07-29 21:00:00-07:00 0.000000 0.0 0.0 0.0 \n", "2016-07-30 00:00:00-07:00 0.000000 0.0 0.0 0.0 \n", "2016-07-30 03:00:00-07:00 0.000000 100.0 0.0 0.0 \n", "2016-07-30 06:00:00-07:00 19.421121 68.0 0.0 26.0 \n", "2016-07-30 09:00:00-07:00 237.398154 92.0 0.0 84.0 \n", "2016-07-30 12:00:00-07:00 322.073372 100.0 2.0 100.0 \n", "2016-07-30 15:00:00-07:00 264.383527 100.0 8.0 100.0 \n", "2016-07-30 18:00:00-07:00 63.558979 4.0 4.0 0.0 \n", "2016-07-30 21:00:00-07:00 0.000000 0.0 0.0 0.0 \n", "2016-07-31 00:00:00-07:00 0.000000 2.0 2.0 0.0 \n", "2016-07-31 03:00:00-07:00 0.000000 18.0 0.0 0.0 \n", "2016-07-31 06:00:00-07:00 11.739670 100.0 0.0 100.0 \n", "\n", " high_clouds \n", "2016-07-27 09:00:00-07:00 100.0 \n", "2016-07-27 12:00:00-07:00 100.0 \n", "2016-07-27 15:00:00-07:00 100.0 \n", "2016-07-27 18:00:00-07:00 100.0 \n", "2016-07-27 21:00:00-07:00 0.0 \n", "2016-07-28 00:00:00-07:00 0.0 \n", "2016-07-28 03:00:00-07:00 0.0 \n", "2016-07-28 06:00:00-07:00 2.0 \n", "2016-07-28 09:00:00-07:00 2.0 \n", "2016-07-28 12:00:00-07:00 0.0 \n", "2016-07-28 15:00:00-07:00 0.0 \n", "2016-07-28 18:00:00-07:00 0.0 \n", "2016-07-28 21:00:00-07:00 0.0 \n", "2016-07-29 00:00:00-07:00 0.0 \n", "2016-07-29 03:00:00-07:00 6.0 \n", "2016-07-29 06:00:00-07:00 0.0 \n", "2016-07-29 09:00:00-07:00 0.0 \n", "2016-07-29 12:00:00-07:00 0.0 \n", "2016-07-29 15:00:00-07:00 0.0 \n", "2016-07-29 18:00:00-07:00 0.0 \n", "2016-07-29 21:00:00-07:00 0.0 \n", "2016-07-30 00:00:00-07:00 0.0 \n", "2016-07-30 03:00:00-07:00 100.0 \n", "2016-07-30 06:00:00-07:00 54.0 \n", "2016-07-30 09:00:00-07:00 34.0 \n", "2016-07-30 12:00:00-07:00 100.0 \n", "2016-07-30 15:00:00-07:00 72.0 \n", "2016-07-30 18:00:00-07:00 2.0 \n", "2016-07-30 21:00:00-07:00 0.0 \n", "2016-07-31 00:00:00-07:00 0.0 \n", "2016-07-31 03:00:00-07:00 18.0 \n", "2016-07-31 06:00:00-07:00 100.0 " ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## NDFD" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fm = NDFD()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# retrieve data\n", "data = fm.get_processed_data(latitude, longitude, start, end)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [], "source": [ "total_cloud_cover = data['total_clouds']\n", "temp = data['temp_air']\n", "wind = data['wind_speed']" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 100)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtIAAAF7CAYAAAD/kWwRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs0AAAFyCAYAAAAOO+e8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\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": 37, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAscAAAFyCAYAAAAZGXd1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncabePSHS9cEAAAAASUVORK5CYII=\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": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
temp_airwind_speedghidnidhitotal_clouds
2016-07-27 07:00:00-07:0030.0500182.0143.988387143.163497104.22255452.0
2016-07-27 08:00:00-07:0028.7500001.6285.328219177.281221200.33102152.0
2016-07-27 09:00:00-07:0027.6499941.6417.431165177.522093300.21137552.0
2016-07-27 10:00:00-07:0027.3500061.6526.891322170.772024388.90461552.0
2016-07-27 11:00:00-07:0027.7500001.6497.91227575.299590429.20224470.0
2016-07-27 12:00:00-07:0027.7500003.2721.296120250.902795478.77498340.0
2016-07-27 13:00:00-07:0027.1499943.2721.328643250.899698478.80074640.0
2016-07-27 14:00:00-07:0028.9500122.8676.149456255.156679443.29585540.0
2016-07-27 15:00:00-07:0031.3500062.8589.073746262.865948376.64148240.0
2016-07-27 16:00:00-07:0033.5500183.2466.677299270.995730287.71532640.0
2016-07-27 17:00:00-07:0034.8500063.6318.902919269.042086189.92581740.0
2016-07-27 18:00:00-07:0036.0500184.0167.805647257.80696296.26746735.0
2016-07-27 19:00:00-07:0037.9500124.829.67960691.10179123.44635335.0
2016-07-27 20:00:00-07:0039.6499945.20.0000000.0000000.00000035.0
2016-07-27 21:00:00-07:0039.6499945.60.0000000.0000000.00000035.0
2016-07-27 22:00:00-07:0040.0500186.40.0000000.0000000.00000035.0
\n", "
" ], "text/plain": [ " temp_air wind_speed ghi dni \\\n", "2016-07-27 07:00:00-07:00 30.050018 2.0 143.988387 143.163497 \n", "2016-07-27 08:00:00-07:00 28.750000 1.6 285.328219 177.281221 \n", "2016-07-27 09:00:00-07:00 27.649994 1.6 417.431165 177.522093 \n", "2016-07-27 10:00:00-07:00 27.350006 1.6 526.891322 170.772024 \n", "2016-07-27 11:00:00-07:00 27.750000 1.6 497.912275 75.299590 \n", "2016-07-27 12:00:00-07:00 27.750000 3.2 721.296120 250.902795 \n", "2016-07-27 13:00:00-07:00 27.149994 3.2 721.328643 250.899698 \n", "2016-07-27 14:00:00-07:00 28.950012 2.8 676.149456 255.156679 \n", "2016-07-27 15:00:00-07:00 31.350006 2.8 589.073746 262.865948 \n", "2016-07-27 16:00:00-07:00 33.550018 3.2 466.677299 270.995730 \n", "2016-07-27 17:00:00-07:00 34.850006 3.6 318.902919 269.042086 \n", "2016-07-27 18:00:00-07:00 36.050018 4.0 167.805647 257.806962 \n", "2016-07-27 19:00:00-07:00 37.950012 4.8 29.679606 91.101791 \n", "2016-07-27 20:00:00-07:00 39.649994 5.2 0.000000 0.000000 \n", "2016-07-27 21:00:00-07:00 39.649994 5.6 0.000000 0.000000 \n", "2016-07-27 22:00:00-07:00 40.050018 6.4 0.000000 0.000000 \n", "\n", " dhi total_clouds \n", "2016-07-27 07:00:00-07:00 104.222554 52.0 \n", "2016-07-27 08:00:00-07:00 200.331021 52.0 \n", "2016-07-27 09:00:00-07:00 300.211375 52.0 \n", "2016-07-27 10:00:00-07:00 388.904615 52.0 \n", "2016-07-27 11:00:00-07:00 429.202244 70.0 \n", "2016-07-27 12:00:00-07:00 478.774983 40.0 \n", "2016-07-27 13:00:00-07:00 478.800746 40.0 \n", "2016-07-27 14:00:00-07:00 443.295855 40.0 \n", "2016-07-27 15:00:00-07:00 376.641482 40.0 \n", "2016-07-27 16:00:00-07:00 287.715326 40.0 \n", "2016-07-27 17:00:00-07:00 189.925817 40.0 \n", "2016-07-27 18:00:00-07:00 96.267467 35.0 \n", "2016-07-27 19:00:00-07:00 23.446353 35.0 \n", "2016-07-27 20:00:00-07:00 0.000000 35.0 \n", "2016-07-27 21:00:00-07:00 0.000000 35.0 \n", "2016-07-27 22:00:00-07:00 0.000000 35.0 " ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## RAP" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fm = RAP(resolution=20)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# retrieve data\n", "data = fm.get_processed_data(latitude, longitude, start, end)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [], "source": [ "cloud_vars = ['total_clouds', 'high_clouds', 'mid_clouds', 'low_clouds']" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0YAAAF7CAYAAAD2X5tCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
temp_airwind_speedghidnidhitotal_cloudslow_cloudsmid_cloudshigh_clouds
2016-07-27 07:00:00-07:0025.9107972.757028107.23002327.94315299.46838878.00.050.078.0
2016-07-27 08:00:00-07:0026.0738831.539441195.67826331.685784180.48656484.014.048.084.0
2016-07-27 09:00:00-07:0027.0345762.107574409.233831164.283273300.75578054.014.040.054.0
2016-07-27 10:00:00-07:0026.7735901.335156526.891322170.772024388.90461552.00.052.014.0
2016-07-27 11:00:00-07:0026.5235901.463499604.803516164.680864454.53407552.00.052.06.0
2016-07-27 12:00:00-07:0026.1146551.602453556.56765588.828571470.70649066.00.066.00.0
2016-07-27 13:00:00-07:0026.6647031.682302632.624638148.998629488.59766454.08.054.00.0
2016-07-27 14:00:00-07:0027.1114812.301865806.810775486.540430362.79852318.06.018.00.0
2016-07-27 15:00:00-07:0029.3480532.814540609.770902299.440687367.78116036.08.036.012.0
2016-07-27 16:00:00-07:0031.2967831.871677614.248207722.774692136.9374204.00.00.04.0
2016-07-27 17:00:00-07:0033.6495671.497542430.949886735.45401878.3778030.00.00.00.0
2016-07-27 18:00:00-07:0039.2682192.356843217.224161574.02187557.9403320.00.00.00.0
2016-07-27 19:00:00-07:0047.5968322.99469738.420206227.81686222.8328060.00.00.00.0
2016-07-27 20:00:00-07:0050.1051333.8589230.0000000.0000000.0000000.00.00.00.0
2016-07-27 21:00:00-07:0050.7257394.1505200.0000000.0000000.0000000.00.00.00.0
2016-07-27 22:00:00-07:0049.3487854.5291860.0000000.0000000.00000056.010.00.038.0
2016-07-27 23:00:00-07:0046.2272033.3760600.0000000.0000000.000000100.020.04.092.0
2016-07-28 00:00:00-07:0030.8607485.3038710.0000000.0000000.00000088.00.04.088.0
2016-07-28 01:00:00-07:0030.7345284.1837630.0000000.0000000.00000040.00.00.018.0
2016-07-28 02:00:00-07:0029.9745181.8173680.0000000.0000000.00000046.00.00.030.0
2016-07-28 03:00:00-07:0028.8556212.0983460.0000000.0000000.00000056.00.00.056.0
2016-07-28 04:00:00-07:0028.2538152.2465640.0000000.0000000.00000050.00.00.050.0
2016-07-28 05:00:00-07:0027.8912662.0138620.0000000.0000000.00000052.00.00.052.0
2016-07-28 06:00:00-07:0027.9991761.83335127.19480263.18631422.96776842.00.00.042.0
2016-07-28 07:00:00-07:0026.9842832.792719181.767920344.28556586.76596824.00.00.024.0
2016-07-28 08:00:00-07:0026.8773501.740562401.131780603.481897112.72906210.00.00.010.0
2016-07-28 09:00:00-07:0027.3602601.053696555.246730529.261416206.46266218.00.00.018.0
2016-07-28 10:00:00-07:0027.0609441.228584784.062655746.253192181.9127382.00.00.02.0
2016-07-28 11:00:00-07:0025.7352601.553703912.237618764.545024215.3585490.00.00.00.0
2016-07-28 12:00:00-07:0025.5587461.259921973.429728752.724436246.5591030.00.00.00.0
2016-07-28 13:00:00-07:0025.6446841.470278973.446199752.720904246.5680210.00.00.00.0
2016-07-28 14:00:00-07:0028.7574770.992960912.271953764.539141215.3749940.00.00.00.0
2016-07-28 15:00:00-07:0032.6268621.784865794.398445779.384573165.5088540.00.00.00.0
\n", "
" ], "text/plain": [ " temp_air wind_speed ghi dni \\\n", "2016-07-27 07:00:00-07:00 25.910797 2.757028 107.230023 27.943152 \n", "2016-07-27 08:00:00-07:00 26.073883 1.539441 195.678263 31.685784 \n", "2016-07-27 09:00:00-07:00 27.034576 2.107574 409.233831 164.283273 \n", "2016-07-27 10:00:00-07:00 26.773590 1.335156 526.891322 170.772024 \n", "2016-07-27 11:00:00-07:00 26.523590 1.463499 604.803516 164.680864 \n", "2016-07-27 12:00:00-07:00 26.114655 1.602453 556.567655 88.828571 \n", "2016-07-27 13:00:00-07:00 26.664703 1.682302 632.624638 148.998629 \n", "2016-07-27 14:00:00-07:00 27.111481 2.301865 806.810775 486.540430 \n", "2016-07-27 15:00:00-07:00 29.348053 2.814540 609.770902 299.440687 \n", "2016-07-27 16:00:00-07:00 31.296783 1.871677 614.248207 722.774692 \n", "2016-07-27 17:00:00-07:00 33.649567 1.497542 430.949886 735.454018 \n", "2016-07-27 18:00:00-07:00 39.268219 2.356843 217.224161 574.021875 \n", "2016-07-27 19:00:00-07:00 47.596832 2.994697 38.420206 227.816862 \n", "2016-07-27 20:00:00-07:00 50.105133 3.858923 0.000000 0.000000 \n", "2016-07-27 21:00:00-07:00 50.725739 4.150520 0.000000 0.000000 \n", "2016-07-27 22:00:00-07:00 49.348785 4.529186 0.000000 0.000000 \n", "2016-07-27 23:00:00-07:00 46.227203 3.376060 0.000000 0.000000 \n", "2016-07-28 00:00:00-07:00 30.860748 5.303871 0.000000 0.000000 \n", "2016-07-28 01:00:00-07:00 30.734528 4.183763 0.000000 0.000000 \n", "2016-07-28 02:00:00-07:00 29.974518 1.817368 0.000000 0.000000 \n", "2016-07-28 03:00:00-07:00 28.855621 2.098346 0.000000 0.000000 \n", "2016-07-28 04:00:00-07:00 28.253815 2.246564 0.000000 0.000000 \n", "2016-07-28 05:00:00-07:00 27.891266 2.013862 0.000000 0.000000 \n", "2016-07-28 06:00:00-07:00 27.999176 1.833351 27.194802 63.186314 \n", "2016-07-28 07:00:00-07:00 26.984283 2.792719 181.767920 344.285565 \n", "2016-07-28 08:00:00-07:00 26.877350 1.740562 401.131780 603.481897 \n", "2016-07-28 09:00:00-07:00 27.360260 1.053696 555.246730 529.261416 \n", "2016-07-28 10:00:00-07:00 27.060944 1.228584 784.062655 746.253192 \n", "2016-07-28 11:00:00-07:00 25.735260 1.553703 912.237618 764.545024 \n", "2016-07-28 12:00:00-07:00 25.558746 1.259921 973.429728 752.724436 \n", "2016-07-28 13:00:00-07:00 25.644684 1.470278 973.446199 752.720904 \n", "2016-07-28 14:00:00-07:00 28.757477 0.992960 912.271953 764.539141 \n", "2016-07-28 15:00:00-07:00 32.626862 1.784865 794.398445 779.384573 \n", "\n", " dhi total_clouds low_clouds mid_clouds \\\n", "2016-07-27 07:00:00-07:00 99.468388 78.0 0.0 50.0 \n", "2016-07-27 08:00:00-07:00 180.486564 84.0 14.0 48.0 \n", "2016-07-27 09:00:00-07:00 300.755780 54.0 14.0 40.0 \n", "2016-07-27 10:00:00-07:00 388.904615 52.0 0.0 52.0 \n", "2016-07-27 11:00:00-07:00 454.534075 52.0 0.0 52.0 \n", "2016-07-27 12:00:00-07:00 470.706490 66.0 0.0 66.0 \n", "2016-07-27 13:00:00-07:00 488.597664 54.0 8.0 54.0 \n", "2016-07-27 14:00:00-07:00 362.798523 18.0 6.0 18.0 \n", "2016-07-27 15:00:00-07:00 367.781160 36.0 8.0 36.0 \n", "2016-07-27 16:00:00-07:00 136.937420 4.0 0.0 0.0 \n", "2016-07-27 17:00:00-07:00 78.377803 0.0 0.0 0.0 \n", "2016-07-27 18:00:00-07:00 57.940332 0.0 0.0 0.0 \n", "2016-07-27 19:00:00-07:00 22.832806 0.0 0.0 0.0 \n", "2016-07-27 20:00:00-07:00 0.000000 0.0 0.0 0.0 \n", "2016-07-27 21:00:00-07:00 0.000000 0.0 0.0 0.0 \n", "2016-07-27 22:00:00-07:00 0.000000 56.0 10.0 0.0 \n", "2016-07-27 23:00:00-07:00 0.000000 100.0 20.0 4.0 \n", "2016-07-28 00:00:00-07:00 0.000000 88.0 0.0 4.0 \n", "2016-07-28 01:00:00-07:00 0.000000 40.0 0.0 0.0 \n", "2016-07-28 02:00:00-07:00 0.000000 46.0 0.0 0.0 \n", "2016-07-28 03:00:00-07:00 0.000000 56.0 0.0 0.0 \n", "2016-07-28 04:00:00-07:00 0.000000 50.0 0.0 0.0 \n", "2016-07-28 05:00:00-07:00 0.000000 52.0 0.0 0.0 \n", "2016-07-28 06:00:00-07:00 22.967768 42.0 0.0 0.0 \n", "2016-07-28 07:00:00-07:00 86.765968 24.0 0.0 0.0 \n", "2016-07-28 08:00:00-07:00 112.729062 10.0 0.0 0.0 \n", "2016-07-28 09:00:00-07:00 206.462662 18.0 0.0 0.0 \n", "2016-07-28 10:00:00-07:00 181.912738 2.0 0.0 0.0 \n", "2016-07-28 11:00:00-07:00 215.358549 0.0 0.0 0.0 \n", "2016-07-28 12:00:00-07:00 246.559103 0.0 0.0 0.0 \n", "2016-07-28 13:00:00-07:00 246.568021 0.0 0.0 0.0 \n", "2016-07-28 14:00:00-07:00 215.374994 0.0 0.0 0.0 \n", "2016-07-28 15:00:00-07:00 165.508854 0.0 0.0 0.0 \n", "\n", " high_clouds \n", "2016-07-27 07:00:00-07:00 78.0 \n", "2016-07-27 08:00:00-07:00 84.0 \n", "2016-07-27 09:00:00-07:00 54.0 \n", "2016-07-27 10:00:00-07:00 14.0 \n", "2016-07-27 11:00:00-07:00 6.0 \n", "2016-07-27 12:00:00-07:00 0.0 \n", "2016-07-27 13:00:00-07:00 0.0 \n", "2016-07-27 14:00:00-07:00 0.0 \n", "2016-07-27 15:00:00-07:00 12.0 \n", "2016-07-27 16:00:00-07:00 4.0 \n", "2016-07-27 17:00:00-07:00 0.0 \n", "2016-07-27 18:00:00-07:00 0.0 \n", "2016-07-27 19:00:00-07:00 0.0 \n", "2016-07-27 20:00:00-07:00 0.0 \n", "2016-07-27 21:00:00-07:00 0.0 \n", "2016-07-27 22:00:00-07:00 38.0 \n", "2016-07-27 23:00:00-07:00 92.0 \n", "2016-07-28 00:00:00-07:00 88.0 \n", "2016-07-28 01:00:00-07:00 18.0 \n", "2016-07-28 02:00:00-07:00 30.0 \n", "2016-07-28 03:00:00-07:00 56.0 \n", "2016-07-28 04:00:00-07:00 50.0 \n", "2016-07-28 05:00:00-07:00 52.0 \n", "2016-07-28 06:00:00-07:00 42.0 \n", "2016-07-28 07:00:00-07:00 24.0 \n", "2016-07-28 08:00:00-07:00 10.0 \n", "2016-07-28 09:00:00-07:00 18.0 \n", "2016-07-28 10:00:00-07:00 2.0 \n", "2016-07-28 11:00:00-07:00 0.0 \n", "2016-07-28 12:00:00-07:00 0.0 \n", "2016-07-28 13:00:00-07:00 0.0 \n", "2016-07-28 14:00:00-07:00 0.0 \n", "2016-07-28 15:00:00-07:00 0.0 " ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## HRRR" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fm = HRRR()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# retrieve data\n", "data = fm.get_processed_data(latitude, longitude, start, end)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cloud_vars = ['total_clouds', 'high_clouds', 'mid_clouds', 'low_clouds']" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0YAAAF7CAYAAAD2X5tCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQvH+A3geMXsm5B7rAAAAAElFTkSuQmCC\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": 49, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
temp_airwind_speedghidnidhitotal_cloudslow_cloudsmid_cloudshigh_clouds
2016-07-27 07:00:00-07:00-8.7881163.683798111.47137037.599771101.02746375.0000.00018.87575.000
2016-07-27 08:00:00-07:00-8.5136412.235231238.75226484.727200198.12994368.62515.75028.87568.625
2016-07-27 09:00:00-07:00-6.5799261.586132492.743765330.711074274.37160733.62515.75033.62531.625
2016-07-27 10:00:00-07:00-6.9160460.887758449.93693890.649614376.69050466.8750.25066.8750.000
2016-07-27 11:00:00-07:00-4.6854251.578304761.428845420.144848378.05138425.6250.00025.6250.000
2016-07-27 12:00:00-07:00-6.8161931.174678525.68107570.693705457.34896370.8754.00070.8750.000
2016-07-27 13:00:00-07:00-7.1085511.560096620.744725138.037424487.31321355.8758.75055.8750.000
2016-07-27 14:00:00-07:00-9.4621891.620842809.037931489.789234362.06085117.6250.00017.6250.000
2016-07-27 15:00:00-07:00-5.1074522.782871673.155994451.408810308.35486223.7507.37523.7500.000
2016-07-27 16:00:00-07:00-2.1245421.865137622.959017754.123038124.9462001.8750.2500.0001.875
2016-07-27 17:00:00-07:000.7548831.796860427.098229719.05003882.3901131.3750.3751.3750.000
2016-07-27 18:00:00-07:004.1022642.246583217.224161574.02187557.9403320.0000.0000.0000.000
2016-07-27 19:00:00-07:008.5656742.84149138.420206227.81686222.8328060.0000.0000.0000.000
2016-07-27 20:00:00-07:009.3356933.9107460.0000000.0000000.0000000.0000.0000.0000.000
2016-07-27 21:00:00-07:0011.6240844.4600420.0000000.0000000.0000000.0000.0000.0000.000
2016-07-27 22:00:00-07:0014.8374335.0010120.0000000.0000000.00000011.1250.1250.0000.000
2016-07-27 23:00:00-07:0014.6624155.2000490.0000000.0000000.00000034.1253.7504.2508.250
2016-07-28 00:00:00-07:0018.1158454.1369050.0000000.0000000.00000081.3754.1256.12560.000
2016-07-28 01:00:00-07:001.91381811.8520900.0000000.0000000.00000098.8750.0007.87598.875
2016-07-28 02:00:00-07:0012.6293039.7091380.0000000.0000000.00000083.1252.25035.00083.125
2016-07-28 03:00:00-07:0014.1477362.7279950.0000000.0000000.00000033.8750.50022.75033.875
2016-07-28 04:00:00-07:005.2718819.7925620.0000000.0000000.00000063.7504.50040.75063.750
2016-07-28 05:00:00-07:00-0.7594306.2525710.0000000.0000000.00000059.3752.50027.62559.375
2016-07-28 06:00:00-07:00-4.5796813.10422724.00352820.09588322.65915555.1250.00020.62555.125
2016-07-28 07:00:00-07:002.0537411.961879132.072478101.153444104.16025859.5000.2500.87559.500
2016-07-28 08:00:00-07:00-5.4618532.519691308.758856242.220677193.00210943.1250.0004.62543.125
2016-07-28 09:00:00-07:00-0.7506413.682376431.094366202.764092297.47252548.3750.0000.00048.375
2016-07-28 10:00:00-07:00-2.9249882.174952404.54295859.282226356.70827275.5000.0000.00075.500
2016-07-28 11:00:00-07:00-0.2125853.385307559.429680120.980946449.15613759.5000.2500.62559.500
2016-07-28 12:00:00-07:00-1.3298952.542055650.737721167.600006488.89426951.0000.0000.50051.000
2016-07-28 13:00:00-07:000.5351562.597037629.393766146.573966487.85203854.3750.0000.50054.375
\n", "
" ], "text/plain": [ " temp_air wind_speed ghi dni \\\n", "2016-07-27 07:00:00-07:00 -8.788116 3.683798 111.471370 37.599771 \n", "2016-07-27 08:00:00-07:00 -8.513641 2.235231 238.752264 84.727200 \n", "2016-07-27 09:00:00-07:00 -6.579926 1.586132 492.743765 330.711074 \n", "2016-07-27 10:00:00-07:00 -6.916046 0.887758 449.936938 90.649614 \n", "2016-07-27 11:00:00-07:00 -4.685425 1.578304 761.428845 420.144848 \n", "2016-07-27 12:00:00-07:00 -6.816193 1.174678 525.681075 70.693705 \n", "2016-07-27 13:00:00-07:00 -7.108551 1.560096 620.744725 138.037424 \n", "2016-07-27 14:00:00-07:00 -9.462189 1.620842 809.037931 489.789234 \n", "2016-07-27 15:00:00-07:00 -5.107452 2.782871 673.155994 451.408810 \n", "2016-07-27 16:00:00-07:00 -2.124542 1.865137 622.959017 754.123038 \n", "2016-07-27 17:00:00-07:00 0.754883 1.796860 427.098229 719.050038 \n", "2016-07-27 18:00:00-07:00 4.102264 2.246583 217.224161 574.021875 \n", "2016-07-27 19:00:00-07:00 8.565674 2.841491 38.420206 227.816862 \n", "2016-07-27 20:00:00-07:00 9.335693 3.910746 0.000000 0.000000 \n", "2016-07-27 21:00:00-07:00 11.624084 4.460042 0.000000 0.000000 \n", "2016-07-27 22:00:00-07:00 14.837433 5.001012 0.000000 0.000000 \n", "2016-07-27 23:00:00-07:00 14.662415 5.200049 0.000000 0.000000 \n", "2016-07-28 00:00:00-07:00 18.115845 4.136905 0.000000 0.000000 \n", "2016-07-28 01:00:00-07:00 1.913818 11.852090 0.000000 0.000000 \n", "2016-07-28 02:00:00-07:00 12.629303 9.709138 0.000000 0.000000 \n", "2016-07-28 03:00:00-07:00 14.147736 2.727995 0.000000 0.000000 \n", "2016-07-28 04:00:00-07:00 5.271881 9.792562 0.000000 0.000000 \n", "2016-07-28 05:00:00-07:00 -0.759430 6.252571 0.000000 0.000000 \n", "2016-07-28 06:00:00-07:00 -4.579681 3.104227 24.003528 20.095883 \n", "2016-07-28 07:00:00-07:00 2.053741 1.961879 132.072478 101.153444 \n", "2016-07-28 08:00:00-07:00 -5.461853 2.519691 308.758856 242.220677 \n", "2016-07-28 09:00:00-07:00 -0.750641 3.682376 431.094366 202.764092 \n", "2016-07-28 10:00:00-07:00 -2.924988 2.174952 404.542958 59.282226 \n", "2016-07-28 11:00:00-07:00 -0.212585 3.385307 559.429680 120.980946 \n", "2016-07-28 12:00:00-07:00 -1.329895 2.542055 650.737721 167.600006 \n", "2016-07-28 13:00:00-07:00 0.535156 2.597037 629.393766 146.573966 \n", "\n", " dhi total_clouds low_clouds mid_clouds \\\n", "2016-07-27 07:00:00-07:00 101.027463 75.000 0.000 18.875 \n", "2016-07-27 08:00:00-07:00 198.129943 68.625 15.750 28.875 \n", "2016-07-27 09:00:00-07:00 274.371607 33.625 15.750 33.625 \n", "2016-07-27 10:00:00-07:00 376.690504 66.875 0.250 66.875 \n", "2016-07-27 11:00:00-07:00 378.051384 25.625 0.000 25.625 \n", "2016-07-27 12:00:00-07:00 457.348963 70.875 4.000 70.875 \n", "2016-07-27 13:00:00-07:00 487.313213 55.875 8.750 55.875 \n", "2016-07-27 14:00:00-07:00 362.060851 17.625 0.000 17.625 \n", "2016-07-27 15:00:00-07:00 308.354862 23.750 7.375 23.750 \n", "2016-07-27 16:00:00-07:00 124.946200 1.875 0.250 0.000 \n", "2016-07-27 17:00:00-07:00 82.390113 1.375 0.375 1.375 \n", "2016-07-27 18:00:00-07:00 57.940332 0.000 0.000 0.000 \n", "2016-07-27 19:00:00-07:00 22.832806 0.000 0.000 0.000 \n", "2016-07-27 20:00:00-07:00 0.000000 0.000 0.000 0.000 \n", "2016-07-27 21:00:00-07:00 0.000000 0.000 0.000 0.000 \n", "2016-07-27 22:00:00-07:00 0.000000 11.125 0.125 0.000 \n", "2016-07-27 23:00:00-07:00 0.000000 34.125 3.750 4.250 \n", "2016-07-28 00:00:00-07:00 0.000000 81.375 4.125 6.125 \n", "2016-07-28 01:00:00-07:00 0.000000 98.875 0.000 7.875 \n", "2016-07-28 02:00:00-07:00 0.000000 83.125 2.250 35.000 \n", "2016-07-28 03:00:00-07:00 0.000000 33.875 0.500 22.750 \n", "2016-07-28 04:00:00-07:00 0.000000 63.750 4.500 40.750 \n", "2016-07-28 05:00:00-07:00 0.000000 59.375 2.500 27.625 \n", "2016-07-28 06:00:00-07:00 22.659155 55.125 0.000 20.625 \n", "2016-07-28 07:00:00-07:00 104.160258 59.500 0.250 0.875 \n", "2016-07-28 08:00:00-07:00 193.002109 43.125 0.000 4.625 \n", "2016-07-28 09:00:00-07:00 297.472525 48.375 0.000 0.000 \n", "2016-07-28 10:00:00-07:00 356.708272 75.500 0.000 0.000 \n", "2016-07-28 11:00:00-07:00 449.156137 59.500 0.250 0.625 \n", "2016-07-28 12:00:00-07:00 488.894269 51.000 0.000 0.500 \n", "2016-07-28 13:00:00-07:00 487.852038 54.375 0.000 0.500 \n", "\n", " high_clouds \n", "2016-07-27 07:00:00-07:00 75.000 \n", "2016-07-27 08:00:00-07:00 68.625 \n", "2016-07-27 09:00:00-07:00 31.625 \n", "2016-07-27 10:00:00-07:00 0.000 \n", "2016-07-27 11:00:00-07:00 0.000 \n", "2016-07-27 12:00:00-07:00 0.000 \n", "2016-07-27 13:00:00-07:00 0.000 \n", "2016-07-27 14:00:00-07:00 0.000 \n", "2016-07-27 15:00:00-07:00 0.000 \n", "2016-07-27 16:00:00-07:00 1.875 \n", "2016-07-27 17:00:00-07:00 0.000 \n", "2016-07-27 18:00:00-07:00 0.000 \n", "2016-07-27 19:00:00-07:00 0.000 \n", "2016-07-27 20:00:00-07:00 0.000 \n", "2016-07-27 21:00:00-07:00 0.000 \n", "2016-07-27 22:00:00-07:00 0.000 \n", "2016-07-27 23:00:00-07:00 8.250 \n", "2016-07-28 00:00:00-07:00 60.000 \n", "2016-07-28 01:00:00-07:00 98.875 \n", "2016-07-28 02:00:00-07:00 83.125 \n", "2016-07-28 03:00:00-07:00 33.875 \n", "2016-07-28 04:00:00-07:00 63.750 \n", "2016-07-28 05:00:00-07:00 59.375 \n", "2016-07-28 06:00:00-07:00 55.125 \n", "2016-07-28 07:00:00-07:00 59.500 \n", "2016-07-28 08:00:00-07:00 43.125 \n", "2016-07-28 09:00:00-07:00 48.375 \n", "2016-07-28 10:00:00-07:00 75.500 \n", "2016-07-28 11:00:00-07:00 59.500 \n", "2016-07-28 12:00:00-07:00 51.000 \n", "2016-07-28 13:00:00-07:00 54.375 " ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## HRRR (ESRL)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/holmgren/git_repos/pvlib-python/pvlib/forecast.py:742: 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" ] }, { "ename": "HTTPError", "evalue": "Error accessing http://thredds-jumbo.unidata.ucar.edu/thredds/ncss/grib/HRRR/CONUS_3km/surface/Best/dataset.xml: 404 Not Found", "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[0;32m----> 1\u001b[0;31m \u001b[0mfm\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mHRRR_ESRL\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/Users/holmgren/git_repos/pvlib-python/pvlib/forecast.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, set_type)\u001b[0m\n\u001b[1;32m 766\u001b[0m 'high_clouds',]\n\u001b[1;32m 767\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 768\u001b[0;31m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mHRRR_ESRL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mset_type\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 769\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 770\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mprocess_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcloud_cover\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'total_clouds'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/Users/holmgren/git_repos/pvlib-python/pvlib/forecast.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, model_type, model_name, set_type)\u001b[0m\n\u001b[1;32m 137\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 138\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdatasets_list\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdatasets\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 139\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 140\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 141\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/Users/holmgren/git_repos/pvlib-python/pvlib/forecast.py\u001b[0m in \u001b[0;36mset_dataset\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 158\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 159\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maccess_url\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maccess_urls\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maccess_url_key\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 160\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mncss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mNCSS\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maccess_url\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 161\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mquery\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[0mquery\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 162\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/Users/holmgren/miniconda3/envs/pvlib35fx/lib/python3.5/site-packages/siphon/http_util.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, url)\u001b[0m\n\u001b[1;32m 351\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_base\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 352\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_session\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcreate_http_session\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 353\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_metadata\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 354\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 355\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mget_query\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[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/Users/holmgren/miniconda3/envs/pvlib35fx/lib/python3.5/site-packages/siphon/ncss.py\u001b[0m in \u001b[0;36m_get_metadata\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 52\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_get_metadata\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 53\u001b[0m \u001b[0;31m# Need to use .content here to avoid decode problems\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 54\u001b[0;31m \u001b[0mmeta_xml\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_path\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'dataset.xml'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontent\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 55\u001b[0m \u001b[0mroot\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mET\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfromstring\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmeta_xml\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 56\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmetadata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mNCSSDataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mroot\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/Users/holmgren/miniconda3/envs/pvlib35fx/lib/python3.5/site-packages/siphon/http_util.py\u001b[0m in \u001b[0;36mget_path\u001b[0;34m(self, path, query)\u001b[0m\n\u001b[1;32m 420\u001b[0m '''\n\u001b[1;32m 421\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 422\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[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0murl_path\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m)\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 423\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 424\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/Users/holmgren/miniconda3/envs/pvlib35fx/lib/python3.5/site-packages/siphon/http_util.py\u001b[0m in \u001b[0;36mget\u001b[0;34m(self, path, params)\u001b[0m\n\u001b[1;32m 457\u001b[0m raise requests.HTTPError('Error accessing %s: %d %s' % (resp.request.url,\n\u001b[1;32m 458\u001b[0m \u001b[0mresp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstatus_code\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 459\u001b[0;31m text))\n\u001b[0m\u001b[1;32m 460\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mresp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 461\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mHTTPError\u001b[0m: Error accessing http://thredds-jumbo.unidata.ucar.edu/thredds/ncss/grib/HRRR/CONUS_3km/surface/Best/dataset.xml: 404 Not Found" ] } ], "source": [ "fm = HRRR_ESRL()" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "ename": "AttributeError", "evalue": "'HRRR' object has no attribute 'get_query_data'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mAttributeError\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_query_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;31mAttributeError\u001b[0m: 'HRRR' object has no attribute 'get_query_data'" ] } ], "source": [ "# retrieve data\n", "data = fm.get_processed_data(latitude, longitude, start, end)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cloud_vars = ['total_clouds','high_clouds','mid_clouds','low_clouds']" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "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": { "collapsed": false }, "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": 54, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "ModelChain for: PVSystem with tilt:32.2 and azimuth: 180 with Module: None and Inverter: None orientation_startegy: south_at_latitude_tilt clearsky_model: ineichen transposition_model: haydavies solar_position_method: nrel_numpy airmass_model: kastenyoung1989" ] }, "execution_count": 54, "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", "irradiance = fx_data[['ghi', 'dni', 'dhi']]\n", "weather = fx_data[['wind_speed', 'temp_air']]\n", "mc.run_model(fx_data.index, irradiance=irradiance, weather=weather)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAskAAAFsCAYAAAA+DCQtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkgwAAKEkAwBAKMkAABBKMgAAxALU5las+FlHrwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mc.total_irrad.plot()" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr4AAAFsCAYAAAAqmbrMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCiGEEEIIvyCFrxBCCCGE8Av/H4klc+I6oekdAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mc.temps.plot()" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsQAAAFsCAYAAADL8q+dAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mc.ac.plot()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }