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{
"cells": [
{
"cell_type": "code",
"execution_count": 169,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import xarray as xr\n",
"\n",
"import util\n",
"\n",
"import itertools\n",
"import pvlib.irradiance as pvlib\n",
"import rooftop_handling\n",
"from partly_shading_conversion import combine_partly_shading_from_file\n",
"from rooftop_handling import get_orientation_category\n",
"\n",
"import matplotlib\n",
"%matplotlib notebook\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.colors import LinearSegmentedColormap\n",
"\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"from matplotlib.collections import PolyCollection\n",
"from matplotlib.colors import colorConverter\n",
"\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"from matplotlib.collections import PolyCollection\n",
"from matplotlib.colors import colorConverter"
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {},
"outputs": [],
"source": [
"def cc(arg):\n",
" return colorConverter.to_rgba(arg, alpha=0.6)\n",
"def dd(arg):\n",
" return colorConverter.to_rgba(arg, alpha=0.1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### DEFINE CONSTANTS"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [],
"source": [
"SVF = 0.9\n",
"PF = 0.8\n",
"panel_efficiency = 0.17"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Load data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"fp_data = '/Users/alinawalch/Documents/EPFL/data/meteo/results/SIS_dhm25_200_CH_ELM50_500_CPU_prediction.nc'\n",
"data = xr.open_dataset(fp_data)\n",
"data_gva = data.isel(x = 100, y = 250).fillna(0)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (date: 12, hour: 17)\n",
"Coordinates:\n",
" * hour (hour) float64 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 ...\n",
" y float64 1.253e+05\n",
" x float64 5.055e+05\n",
" * date (date) datetime64[ns] 2001-01-15 2001-02-15 2001-03-15 ...\n",
"Data variables:\n",
" SIS (date, hour) float64 0.0 0.0 0.0 0.0 16.44 80.43 137.8 183.3 ..."
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_gva"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"av_area_params = '/Users/alinawalch/Documents/EPFL/data/rooftops/TRN_available_area_data_all.csv'\n",
"av_area_params = pd.read_csv(av_area_params)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"partly_shading_GVA = '/Users/alinawalch/Documents/EPFL/data/rooftops/shading_stats_final/GVA_shading.csv'\n",
"partly_shading = combine_partly_shading_from_file(partly_shading_GVA, 'partly_shading_factor')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"sunpos = '/Users/alinawalch/Documents/EPFL/data/rooftops/sun_positions_all.csv'\n",
"sun_position = pd.read_csv(sunpos)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Select rooftops:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"DF_UID_min = 5067320\n",
"DF_UID_max = 5067344"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"# check which rooftops are within range\n",
"roof_sel = av_area_params.loc[av_area_params.DF_UID >= DF_UID_min]\n",
"roof_sel = roof_sel.loc[roof_sel.DF_UID <= DF_UID_max ]\n",
"DF_UIDs = roof_sel.DF_UID.values\n",
"\n",
"# compare also with partly shading (to avoid errors) and select only relevant partly shading factors\n",
"partly_shading_sel = partly_shading[partly_shading.DF_UID.isin(DF_UIDs)].set_index(['timestamp'])\n",
"DF_UIDs = partly_shading_sel.DF_UID.unique()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get weather data for computing tilted radiation components"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# get meteo data for current location as pandas dataframe (create unique timestamp from month and hour)\n",
"meteo_df = util.to_pandas(data_gva)\n",
"meteo_df[\"timestamp\"] = util.to_timestamp(meteo_df.date, meteo_df.hour)\n",
"meteo_df.set_index('timestamp', inplace = True)\n",
"\n",
"# merge sun position with weather data based on timestamp\n",
"sun_position.set_index('time', inplace = True)\n",
"meteo_df = meteo_df.merge(sun_position, left_index = True, right_index = True, how = 'left')\n",
"\n",
"# fill missng data with default values to enable compatibility with pvlib\n",
"meteo_df.zenith.fillna(92, inplace = True)\n",
"meteo_df.fillna(0, inplace = True)\n",
"meteo_df.reset_index(inplace = True)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# create DNI (should later be replaced by actual data / estimations!!)\n",
"DNI = pvlib.disc(meteo_df.SIS, meteo_df.zenith, meteo_df.timestamp.dt.dayofyear)\n",
"meteo_df['DNI'] = DNI['dni']\n",
"meteo_df['airmass'] = DNI['airmass']\n",
"meteo_df['kt'] = DNI['kt']"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# compute DHI from DNI\n",
"meteo_df['DHI'] = meteo_df.SIS - np.cos(meteo_df.zenith / 180 * np.pi) * meteo_df.DNI"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
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"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>timestamp</th>\n",
" <th>date</th>\n",
" <th>hour</th>\n",
" <th>SIS</th>\n",
" <th>y</th>\n",
" <th>x</th>\n",
" <th>zenith</th>\n",
" <th>azimuth</th>\n",
" <th>cluster_ID</th>\n",
" <th>DNI</th>\n",
" <th>airmass</th>\n",
" <th>kt</th>\n",
" <th>DHI</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2001-01-15 03:00:00</td>\n",
" <td>2001-01-15</td>\n",
" <td>3.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2001-01-15 04:00:00</td>\n",
" <td>2001-01-15</td>\n",
" <td>4.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2001-01-15 05:00:00</td>\n",
" <td>2001-01-15</td>\n",
" <td>5.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2001-01-15 06:00:00</td>\n",
" <td>2001-01-15</td>\n",
" <td>6.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2001-01-15 07:00:00</td>\n",
" <td>2001-01-15</td>\n",
" <td>7.0</td>\n",
" <td>16.443637</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.009821</td>\n",
" <td>119.272418</td>\n",
" <td>-1.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>0.000000</td>\n",
" <td>16.443637</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2001-01-15 08:00:00</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>20.0</td>\n",
" <td>418.433384</td>\n",
" <td>8.204065</td>\n",
" <td>0.498122</td>\n",
" <td>32.748617</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2001-01-15 09:00:00</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>22.0</td>\n",
" <td>212.894146</td>\n",
" <td>4.197494</td>\n",
" <td>0.415421</td>\n",
" <td>87.951321</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>2001-01-15 10:00:00</td>\n",
" <td>2001-01-15</td>\n",
" <td>10.0</td>\n",
" <td>183.263882</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>71.261378</td>\n",
" <td>156.241633</td>\n",
" <td>23.0</td>\n",
" <td>159.457762</td>\n",
" <td>3.083915</td>\n",
" <td>0.402584</td>\n",
" <td>132.037851</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>2001-01-15 11:00:00</td>\n",
" <td>2001-01-15</td>\n",
" <td>11.0</td>\n",
" <td>206.870811</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>68.347420</td>\n",
" <td>170.821063</td>\n",
" <td>24.0</td>\n",
" <td>136.195611</td>\n",
" <td>2.691317</td>\n",
" <td>0.395661</td>\n",
" <td>156.617674</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>2001-01-15 12:00:00</td>\n",
" <td>2001-01-15</td>\n",
" <td>12.0</td>\n",
" <td>200.207183</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>68.044950</td>\n",
" <td>185.886760</td>\n",
" <td>26.0</td>\n",
" <td>110.709780</td>\n",
" <td>2.656545</td>\n",
" <td>0.377897</td>\n",
" <td>158.815112</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>2001-01-15 13:00:00</td>\n",
" <td>2001-01-15</td>\n",
" <td>13.0</td>\n",
" <td>161.909880</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>70.390017</td>\n",
" <td>200.640457</td>\n",
" <td>8.0</td>\n",
" <td>72.273135</td>\n",
" <td>2.954313</td>\n",
" <td>0.340452</td>\n",
" <td>137.653881</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>2001-01-15 14:00:00</td>\n",
" <td>2001-01-15</td>\n",
" <td>14.0</td>\n",
" <td>102.333155</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>75.115435</td>\n",
" <td>214.427683</td>\n",
" <td>10.0</td>\n",
" <td>23.001975</td>\n",
" <td>3.836146</td>\n",
" <td>0.281140</td>\n",
" <td>96.424581</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>2001-01-15 15:00:00</td>\n",
" <td>2001-01-15</td>\n",
" <td>15.0</td>\n",
" <td>40.633583</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>81.755107</td>\n",
" <td>226.978589</td>\n",
" <td>12.0</td>\n",
" <td>0.000000</td>\n",
" <td>6.667500</td>\n",
" <td>0.199962</td>\n",
" <td>40.633583</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>2001-01-15 16:00:00</td>\n",
" <td>2001-01-15</td>\n",
" <td>16.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>89.530391</td>\n",
" <td>238.390673</td>\n",
" <td>91.0</td>\n",
" <td>0.000000</td>\n",
" <td>31.312108</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>2001-01-15 17:00:00</td>\n",
" <td>2001-01-15</td>\n",
" <td>17.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>2001-01-15 18:00:00</td>\n",
" <td>2001-01-15</td>\n",
" <td>18.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>2001-01-15 19:00:00</td>\n",
" <td>2001-01-15</td>\n",
" <td>19.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>2001-02-15 03:00:00</td>\n",
" <td>2001-02-15</td>\n",
" <td>3.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>2001-02-15 04:00:00</td>\n",
" <td>2001-02-15</td>\n",
" <td>4.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>2001-02-15 05:00:00</td>\n",
" <td>2001-02-15</td>\n",
" <td>5.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>2001-02-15 06:00:00</td>\n",
" <td>2001-02-15</td>\n",
" <td>6.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>96.031685</td>\n",
" <td>102.068137</td>\n",
" <td>-1.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>2001-02-15 07:00:00</td>\n",
" <td>2001-02-15</td>\n",
" <td>7.0</td>\n",
" <td>68.507894</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>86.048211</td>\n",
" <td>112.965293</td>\n",
" <td>34.0</td>\n",
" <td>429.750060</td>\n",
" <td>12.455407</td>\n",
" <td>0.707513</td>\n",
" <td>38.890787</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>2001-02-15 08:00:00</td>\n",
" <td>2001-02-15</td>\n",
" <td>8.0</td>\n",
" <td>152.264711</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>77.175708</td>\n",
" <td>124.642925</td>\n",
" <td>39.0</td>\n",
" <td>372.387001</td>\n",
" <td>4.417651</td>\n",
" <td>0.488249</td>\n",
" <td>69.608981</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>2001-02-15 09:00:00</td>\n",
" <td>2001-02-15</td>\n",
" <td>9.0</td>\n",
" <td>232.528004</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>69.461079</td>\n",
" <td>137.621707</td>\n",
" <td>44.0</td>\n",
" <td>274.997153</td>\n",
" <td>2.828216</td>\n",
" <td>0.471718</td>\n",
" <td>136.047020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>2001-02-15 10:00:00</td>\n",
" <td>2001-02-15</td>\n",
" <td>10.0</td>\n",
" <td>293.440772</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>63.555904</td>\n",
" <td>152.233131</td>\n",
" <td>51.0</td>\n",
" <td>234.069581</td>\n",
" <td>2.235084</td>\n",
" <td>0.468991</td>\n",
" <td>189.203876</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>2001-02-15 11:00:00</td>\n",
" <td>2001-02-15</td>\n",
" <td>11.0</td>\n",
" <td>324.666019</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>60.080589</td>\n",
" <td>168.376552</td>\n",
" <td>58.0</td>\n",
" <td>207.341095</td>\n",
" <td>1.997594</td>\n",
" <td>0.463284</td>\n",
" <td>221.248136</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>2001-02-15 12:00:00</td>\n",
" <td>2001-02-15</td>\n",
" <td>12.0</td>\n",
" <td>320.011282</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>59.500562</td>\n",
" <td>185.314425</td>\n",
" <td>66.0</td>\n",
" <td>181.152399</td>\n",
" <td>1.963431</td>\n",
" <td>0.448770</td>\n",
" <td>228.071022</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>2001-02-15 13:00:00</td>\n",
" <td>2001-02-15</td>\n",
" <td>13.0</td>\n",
" <td>277.900812</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>61.902411</td>\n",
" <td>201.885823</td>\n",
" <td>73.0</td>\n",
" <td>146.651618</td>\n",
" <td>2.114493</td>\n",
" <td>0.419965</td>\n",
" <td>208.831601</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>2001-02-15 14:00:00</td>\n",
" <td>2001-02-15</td>\n",
" <td>14.0</td>\n",
" <td>204.537817</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>66.943243</td>\n",
" <td>217.134503</td>\n",
" <td>79.0</td>\n",
" <td>98.878656</td>\n",
" <td>2.537668</td>\n",
" <td>0.371710</td>\n",
" <td>165.812705</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>2001-02-15 15:00:00</td>\n",
" <td>2001-02-15</td>\n",
" <td>15.0</td>\n",
" <td>114.239358</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>74.034520</td>\n",
" <td>230.725926</td>\n",
" <td>85.0</td>\n",
" <td>33.963601</td>\n",
" <td>3.589296</td>\n",
" <td>0.295605</td>\n",
" <td>104.897392</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>174</th>\n",
" <td>2001-11-15 07:00:00</td>\n",
" <td>2001-11-15</td>\n",
" <td>7.0</td>\n",
" <td>58.311675</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>86.148969</td>\n",
" <td>122.214917</td>\n",
" <td>38.0</td>\n",
" <td>493.073638</td>\n",
" <td>12.703609</td>\n",
" <td>0.619674</td>\n",
" <td>25.195579</td>\n",
" </tr>\n",
" <tr>\n",
" <th>175</th>\n",
" <td>2001-11-15 08:00:00</td>\n",
" <td>2001-11-15</td>\n",
" <td>8.0</td>\n",
" <td>122.767410</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>78.211600</td>\n",
" <td>134.043204</td>\n",
" <td>43.0</td>\n",
" <td>249.557168</td>\n",
" <td>4.783127</td>\n",
" <td>0.428898</td>\n",
" <td>71.783411</td>\n",
" </tr>\n",
" <tr>\n",
" <th>176</th>\n",
" <td>2001-11-15 09:00:00</td>\n",
" <td>2001-11-15</td>\n",
" <td>9.0</td>\n",
" <td>183.636242</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>71.731251</td>\n",
" <td>147.136937</td>\n",
" <td>50.0</td>\n",
" <td>186.059859</td>\n",
" <td>3.158893</td>\n",
" <td>0.418110</td>\n",
" <td>125.311208</td>\n",
" </tr>\n",
" <tr>\n",
" <th>177</th>\n",
" <td>2001-11-15 10:00:00</td>\n",
" <td>2001-11-15</td>\n",
" <td>10.0</td>\n",
" <td>226.810458</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>67.303867</td>\n",
" <td>161.559174</td>\n",
" <td>57.0</td>\n",
" <td>166.480762</td>\n",
" <td>2.575297</td>\n",
" <td>0.419553</td>\n",
" <td>162.574891</td>\n",
" </tr>\n",
" <tr>\n",
" <th>178</th>\n",
" <td>2001-11-15 11:00:00</td>\n",
" <td>2001-11-15</td>\n",
" <td>11.0</td>\n",
" <td>240.485173</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>65.400027</td>\n",
" <td>176.940836</td>\n",
" <td>65.0</td>\n",
" <td>147.669649</td>\n",
" <td>2.389275</td>\n",
" <td>0.412323</td>\n",
" <td>179.013197</td>\n",
" </tr>\n",
" <tr>\n",
" <th>179</th>\n",
" <td>2001-11-15 12:00:00</td>\n",
" <td>2001-11-15</td>\n",
" <td>12.0</td>\n",
" <td>219.989173</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>66.255049</td>\n",
" <td>192.496274</td>\n",
" <td>72.0</td>\n",
" <td>119.506397</td>\n",
" <td>2.469072</td>\n",
" <td>0.389934</td>\n",
" <td>171.868006</td>\n",
" </tr>\n",
" <tr>\n",
" <th>180</th>\n",
" <td>2001-11-15 13:00:00</td>\n",
" <td>2001-11-15</td>\n",
" <td>13.0</td>\n",
" <td>168.577361</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>69.760699</td>\n",
" <td>207.354072</td>\n",
" <td>8.0</td>\n",
" <td>78.083354</td>\n",
" <td>2.867624</td>\n",
" <td>0.347801</td>\n",
" <td>141.565060</td>\n",
" </tr>\n",
" <tr>\n",
" <th>181</th>\n",
" <td>2001-11-15 14:00:00</td>\n",
" <td>2001-11-15</td>\n",
" <td>14.0</td>\n",
" <td>99.235728</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>75.517972</td>\n",
" <td>220.965681</td>\n",
" <td>10.0</td>\n",
" <td>24.936904</td>\n",
" <td>3.937210</td>\n",
" <td>0.283224</td>\n",
" <td>92.999599</td>\n",
" </tr>\n",
" <tr>\n",
" <th>182</th>\n",
" <td>2001-11-15 15:00:00</td>\n",
" <td>2001-11-15</td>\n",
" <td>15.0</td>\n",
" <td>26.093490</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>82.982821</td>\n",
" <td>233.242543</td>\n",
" <td>12.0</td>\n",
" <td>0.000000</td>\n",
" <td>7.711012</td>\n",
" <td>0.152445</td>\n",
" <td>26.093490</td>\n",
" </tr>\n",
" <tr>\n",
" <th>183</th>\n",
" <td>2001-11-15 16:00:00</td>\n",
" <td>2001-11-15</td>\n",
" <td>16.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184</th>\n",
" <td>2001-11-15 17:00:00</td>\n",
" <td>2001-11-15</td>\n",
" <td>17.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>185</th>\n",
" <td>2001-11-15 18:00:00</td>\n",
" <td>2001-11-15</td>\n",
" <td>18.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>186</th>\n",
" <td>2001-11-15 19:00:00</td>\n",
" <td>2001-11-15</td>\n",
" <td>19.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>187</th>\n",
" <td>2001-12-15 03:00:00</td>\n",
" <td>2001-12-15</td>\n",
" <td>3.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>188</th>\n",
" <td>2001-12-15 04:00:00</td>\n",
" <td>2001-12-15</td>\n",
" <td>4.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>189</th>\n",
" <td>2001-12-15 05:00:00</td>\n",
" <td>2001-12-15</td>\n",
" <td>5.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>190</th>\n",
" <td>2001-12-15 06:00:00</td>\n",
" <td>2001-12-15</td>\n",
" <td>6.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>191</th>\n",
" <td>2001-12-15 07:00:00</td>\n",
" <td>2001-12-15</td>\n",
" <td>7.0</td>\n",
" <td>17.198212</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>91.606169</td>\n",
" <td>123.216490</td>\n",
" <td>-1.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>0.000000</td>\n",
" <td>17.198212</td>\n",
" </tr>\n",
" <tr>\n",
" <th>192</th>\n",
" <td>2001-12-15 08:00:00</td>\n",
" <td>2001-12-15</td>\n",
" <td>8.0</td>\n",
" <td>74.076140</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>83.486297</td>\n",
" <td>134.450545</td>\n",
" <td>20.0</td>\n",
" <td>344.946180</td>\n",
" <td>8.236051</td>\n",
" <td>0.461383</td>\n",
" <td>34.945158</td>\n",
" </tr>\n",
" <tr>\n",
" <th>193</th>\n",
" <td>2001-12-15 09:00:00</td>\n",
" <td>2001-12-15</td>\n",
" <td>9.0</td>\n",
" <td>122.083838</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>77.037336</td>\n",
" <td>146.763842</td>\n",
" <td>22.0</td>\n",
" <td>160.381916</td>\n",
" <td>4.373046</td>\n",
" <td>0.384548</td>\n",
" <td>86.107596</td>\n",
" </tr>\n",
" <tr>\n",
" <th>194</th>\n",
" <td>2001-12-15 10:00:00</td>\n",
" <td>2001-12-15</td>\n",
" <td>10.0</td>\n",
" <td>155.900136</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>72.474487</td>\n",
" <td>160.223732</td>\n",
" <td>23.0</td>\n",
" <td>109.491066</td>\n",
" <td>3.285609</td>\n",
" <td>0.365800</td>\n",
" <td>122.929042</td>\n",
" </tr>\n",
" <tr>\n",
" <th>195</th>\n",
" <td>2001-12-15 11:00:00</td>\n",
" <td>2001-12-15</td>\n",
" <td>11.0</td>\n",
" <td>168.572605</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>70.239809</td>\n",
" <td>174.561458</td>\n",
" <td>24.0</td>\n",
" <td>85.257534</td>\n",
" <td>2.933121</td>\n",
" <td>0.352302</td>\n",
" <td>139.748387</td>\n",
" </tr>\n",
" <tr>\n",
" <th>196</th>\n",
" <td>2001-12-15 12:00:00</td>\n",
" <td>2001-12-15</td>\n",
" <td>12.0</td>\n",
" <td>155.686925</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>70.575780</td>\n",
" <td>189.171387</td>\n",
" <td>26.0</td>\n",
" <td>62.333990</td>\n",
" <td>2.980972</td>\n",
" <td>0.330777</td>\n",
" <td>134.957144</td>\n",
" </tr>\n",
" <tr>\n",
" <th>197</th>\n",
" <td>2001-12-15 13:00:00</td>\n",
" <td>2001-12-15</td>\n",
" <td>13.0</td>\n",
" <td>117.955133</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>73.444422</td>\n",
" <td>203.328472</td>\n",
" <td>8.0</td>\n",
" <td>30.786624</td>\n",
" <td>3.467822</td>\n",
" <td>0.292488</td>\n",
" <td>109.182629</td>\n",
" </tr>\n",
" <tr>\n",
" <th>198</th>\n",
" <td>2001-12-15 14:00:00</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>10.0</td>\n",
" <td>0.000000</td>\n",
" <td>4.913134</td>\n",
" <td>0.231431</td>\n",
" <td>65.061957</td>\n",
" </tr>\n",
" <tr>\n",
" <th>199</th>\n",
" <td>2001-12-15 15:00:00</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>12.0</td>\n",
" <td>0.000000</td>\n",
" <td>11.016198</td>\n",
" <td>0.098415</td>\n",
" <td>11.214112</td>\n",
" </tr>\n",
" <tr>\n",
" <th>200</th>\n",
" <td>2001-12-15 16:00:00</td>\n",
" <td>2001-12-15</td>\n",
" <td>16.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>201</th>\n",
" <td>2001-12-15 17:00:00</td>\n",
" <td>2001-12-15</td>\n",
" <td>17.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>202</th>\n",
" <td>2001-12-15 18:00:00</td>\n",
" <td>2001-12-15</td>\n",
" <td>18.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>203</th>\n",
" <td>2001-12-15 19:00:00</td>\n",
" <td>2001-12-15</td>\n",
" <td>19.0</td>\n",
" <td>0.000000</td>\n",
" <td>125287.5</td>\n",
" <td>505487.5</td>\n",
" <td>92.000000</td>\n",
" <td>0.000000</td>\n",
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" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>204 rows × 13 columns</p>\n",
"</div>"
],
"text/plain": [
" timestamp date hour SIS y x \\\n",
"0 2001-01-15 03:00:00 2001-01-15 3.0 0.000000 125287.5 505487.5 \n",
"1 2001-01-15 04:00:00 2001-01-15 4.0 0.000000 125287.5 505487.5 \n",
"2 2001-01-15 05:00:00 2001-01-15 5.0 0.000000 125287.5 505487.5 \n",
"3 2001-01-15 06:00:00 2001-01-15 6.0 0.000000 125287.5 505487.5 \n",
"4 2001-01-15 07:00:00 2001-01-15 7.0 16.443637 125287.5 505487.5 \n",
"5 2001-01-15 08:00:00 2001-01-15 8.0 80.425715 125287.5 505487.5 \n",
"6 2001-01-15 09:00:00 2001-01-15 9.0 137.781087 125287.5 505487.5 \n",
"7 2001-01-15 10:00:00 2001-01-15 10.0 183.263882 125287.5 505487.5 \n",
"8 2001-01-15 11:00:00 2001-01-15 11.0 206.870811 125287.5 505487.5 \n",
"9 2001-01-15 12:00:00 2001-01-15 12.0 200.207183 125287.5 505487.5 \n",
"10 2001-01-15 13:00:00 2001-01-15 13.0 161.909880 125287.5 505487.5 \n",
"11 2001-01-15 14:00:00 2001-01-15 14.0 102.333155 125287.5 505487.5 \n",
"12 2001-01-15 15:00:00 2001-01-15 15.0 40.633583 125287.5 505487.5 \n",
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"15 2001-01-15 18:00:00 2001-01-15 18.0 0.000000 125287.5 505487.5 \n",
"16 2001-01-15 19:00:00 2001-01-15 19.0 0.000000 125287.5 505487.5 \n",
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"18 2001-02-15 04:00:00 2001-02-15 4.0 0.000000 125287.5 505487.5 \n",
"19 2001-02-15 05:00:00 2001-02-15 5.0 0.000000 125287.5 505487.5 \n",
"20 2001-02-15 06:00:00 2001-02-15 6.0 0.000000 125287.5 505487.5 \n",
"21 2001-02-15 07:00:00 2001-02-15 7.0 68.507894 125287.5 505487.5 \n",
"22 2001-02-15 08:00:00 2001-02-15 8.0 152.264711 125287.5 505487.5 \n",
"23 2001-02-15 09:00:00 2001-02-15 9.0 232.528004 125287.5 505487.5 \n",
"24 2001-02-15 10:00:00 2001-02-15 10.0 293.440772 125287.5 505487.5 \n",
"25 2001-02-15 11:00:00 2001-02-15 11.0 324.666019 125287.5 505487.5 \n",
"26 2001-02-15 12:00:00 2001-02-15 12.0 320.011282 125287.5 505487.5 \n",
"27 2001-02-15 13:00:00 2001-02-15 13.0 277.900812 125287.5 505487.5 \n",
"28 2001-02-15 14:00:00 2001-02-15 14.0 204.537817 125287.5 505487.5 \n",
"29 2001-02-15 15:00:00 2001-02-15 15.0 114.239358 125287.5 505487.5 \n",
".. ... ... ... ... ... ... \n",
"174 2001-11-15 07:00:00 2001-11-15 7.0 58.311675 125287.5 505487.5 \n",
"175 2001-11-15 08:00:00 2001-11-15 8.0 122.767410 125287.5 505487.5 \n",
"176 2001-11-15 09:00:00 2001-11-15 9.0 183.636242 125287.5 505487.5 \n",
"177 2001-11-15 10:00:00 2001-11-15 10.0 226.810458 125287.5 505487.5 \n",
"178 2001-11-15 11:00:00 2001-11-15 11.0 240.485173 125287.5 505487.5 \n",
"179 2001-11-15 12:00:00 2001-11-15 12.0 219.989173 125287.5 505487.5 \n",
"180 2001-11-15 13:00:00 2001-11-15 13.0 168.577361 125287.5 505487.5 \n",
"181 2001-11-15 14:00:00 2001-11-15 14.0 99.235728 125287.5 505487.5 \n",
"182 2001-11-15 15:00:00 2001-11-15 15.0 26.093490 125287.5 505487.5 \n",
"183 2001-11-15 16:00:00 2001-11-15 16.0 0.000000 125287.5 505487.5 \n",
"184 2001-11-15 17:00:00 2001-11-15 17.0 0.000000 125287.5 505487.5 \n",
"185 2001-11-15 18:00:00 2001-11-15 18.0 0.000000 125287.5 505487.5 \n",
"186 2001-11-15 19:00:00 2001-11-15 19.0 0.000000 125287.5 505487.5 \n",
"187 2001-12-15 03:00:00 2001-12-15 3.0 0.000000 125287.5 505487.5 \n",
"188 2001-12-15 04:00:00 2001-12-15 4.0 0.000000 125287.5 505487.5 \n",
"189 2001-12-15 05:00:00 2001-12-15 5.0 0.000000 125287.5 505487.5 \n",
"190 2001-12-15 06:00:00 2001-12-15 6.0 0.000000 125287.5 505487.5 \n",
"191 2001-12-15 07:00:00 2001-12-15 7.0 17.198212 125287.5 505487.5 \n",
"192 2001-12-15 08:00:00 2001-12-15 8.0 74.076140 125287.5 505487.5 \n",
"193 2001-12-15 09:00:00 2001-12-15 9.0 122.083838 125287.5 505487.5 \n",
"194 2001-12-15 10:00:00 2001-12-15 10.0 155.900136 125287.5 505487.5 \n",
"195 2001-12-15 11:00:00 2001-12-15 11.0 168.572605 125287.5 505487.5 \n",
"196 2001-12-15 12:00:00 2001-12-15 12.0 155.686925 125287.5 505487.5 \n",
"197 2001-12-15 13:00:00 2001-12-15 13.0 117.955133 125287.5 505487.5 \n",
"198 2001-12-15 14:00:00 2001-12-15 14.0 65.061957 125287.5 505487.5 \n",
"199 2001-12-15 15:00:00 2001-12-15 15.0 11.214112 125287.5 505487.5 \n",
"200 2001-12-15 16:00:00 2001-12-15 16.0 0.000000 125287.5 505487.5 \n",
"201 2001-12-15 17:00:00 2001-12-15 17.0 0.000000 125287.5 505487.5 \n",
"202 2001-12-15 18:00:00 2001-12-15 18.0 0.000000 125287.5 505487.5 \n",
"203 2001-12-15 19:00:00 2001-12-15 19.0 0.000000 125287.5 505487.5 \n",
"\n",
" zenith azimuth cluster_ID DNI airmass kt \\\n",
"0 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"1 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"2 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"3 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"4 92.009821 119.272418 -1.0 0.000000 NaN 0.000000 \n",
"5 83.457400 130.458671 20.0 418.433384 8.204065 0.498122 \n",
"6 76.463846 142.727966 22.0 212.894146 4.197494 0.415421 \n",
"7 71.261378 156.241633 23.0 159.457762 3.083915 0.402584 \n",
"8 68.347420 170.821063 24.0 136.195611 2.691317 0.395661 \n",
"9 68.044950 185.886760 26.0 110.709780 2.656545 0.377897 \n",
"10 70.390017 200.640457 8.0 72.273135 2.954313 0.340452 \n",
"11 75.115435 214.427683 10.0 23.001975 3.836146 0.281140 \n",
"12 81.755107 226.978589 12.0 0.000000 6.667500 0.199962 \n",
"13 89.530391 238.390673 91.0 0.000000 31.312108 0.000000 \n",
"14 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"15 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"16 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"17 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"18 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"19 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"20 96.031685 102.068137 -1.0 0.000000 NaN -0.000000 \n",
"21 86.048211 112.965293 34.0 429.750060 12.455407 0.707513 \n",
"22 77.175708 124.642925 39.0 372.387001 4.417651 0.488249 \n",
"23 69.461079 137.621707 44.0 274.997153 2.828216 0.471718 \n",
"24 63.555904 152.233131 51.0 234.069581 2.235084 0.468991 \n",
"25 60.080589 168.376552 58.0 207.341095 1.997594 0.463284 \n",
"26 59.500562 185.314425 66.0 181.152399 1.963431 0.448770 \n",
"27 61.902411 201.885823 73.0 146.651618 2.114493 0.419965 \n",
"28 66.943243 217.134503 79.0 98.878656 2.537668 0.371710 \n",
"29 74.034520 230.725926 85.0 33.963601 3.589296 0.295605 \n",
".. ... ... ... ... ... ... \n",
"174 86.148969 122.214917 38.0 493.073638 12.703609 0.619674 \n",
"175 78.211600 134.043204 43.0 249.557168 4.783127 0.428898 \n",
"176 71.731251 147.136937 50.0 186.059859 3.158893 0.418110 \n",
"177 67.303867 161.559174 57.0 166.480762 2.575297 0.419553 \n",
"178 65.400027 176.940836 65.0 147.669649 2.389275 0.412323 \n",
"179 66.255049 192.496274 72.0 119.506397 2.469072 0.389934 \n",
"180 69.760699 207.354072 8.0 78.083354 2.867624 0.347801 \n",
"181 75.517972 220.965681 10.0 24.936904 3.937210 0.283224 \n",
"182 82.982821 233.242543 12.0 0.000000 7.711012 0.152445 \n",
"183 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"184 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"185 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"186 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"187 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"188 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"189 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"190 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"191 91.606169 123.216490 -1.0 0.000000 NaN 0.000000 \n",
"192 83.486297 134.450545 20.0 344.946180 8.236051 0.461383 \n",
"193 77.037336 146.763842 22.0 160.381916 4.373046 0.384548 \n",
"194 72.474487 160.223732 23.0 109.491066 3.285609 0.365800 \n",
"195 70.239809 174.561458 24.0 85.257534 2.933121 0.352302 \n",
"196 70.575780 189.171387 26.0 62.333990 2.980972 0.330777 \n",
"197 73.444422 203.328472 8.0 30.786624 3.467822 0.292488 \n",
"198 78.542773 216.502065 10.0 0.000000 4.913134 0.231431 \n",
"199 85.382072 228.517484 12.0 0.000000 11.016198 0.098415 \n",
"200 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"201 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"202 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"203 92.000000 0.000000 0.0 0.000000 NaN -0.000000 \n",
"\n",
" DHI \n",
"0 0.000000 \n",
"1 0.000000 \n",
"2 0.000000 \n",
"3 0.000000 \n",
"4 16.443637 \n",
"5 32.748617 \n",
"6 87.951321 \n",
"7 132.037851 \n",
"8 156.617674 \n",
"9 158.815112 \n",
"10 137.653881 \n",
"11 96.424581 \n",
"12 40.633583 \n",
"13 0.000000 \n",
"14 0.000000 \n",
"15 0.000000 \n",
"16 0.000000 \n",
"17 0.000000 \n",
"18 0.000000 \n",
"19 0.000000 \n",
"20 0.000000 \n",
"21 38.890787 \n",
"22 69.608981 \n",
"23 136.047020 \n",
"24 189.203876 \n",
"25 221.248136 \n",
"26 228.071022 \n",
"27 208.831601 \n",
"28 165.812705 \n",
"29 104.897392 \n",
".. ... \n",
"174 25.195579 \n",
"175 71.783411 \n",
"176 125.311208 \n",
"177 162.574891 \n",
"178 179.013197 \n",
"179 171.868006 \n",
"180 141.565060 \n",
"181 92.999599 \n",
"182 26.093490 \n",
"183 0.000000 \n",
"184 0.000000 \n",
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"188 0.000000 \n",
"189 0.000000 \n",
"190 0.000000 \n",
"191 17.198212 \n",
"192 34.945158 \n",
"193 86.107596 \n",
"194 122.929042 \n",
"195 139.748387 \n",
"196 134.957144 \n",
"197 109.182629 \n",
"198 65.061957 \n",
"199 11.214112 \n",
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"203 0.000000 \n",
"\n",
"[204 rows x 13 columns]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"meteo_df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get tilted components & total PV production for each building"
]
},
{
"cell_type": "code",
"execution_count": 130,
"metadata": {},
"outputs": [],
"source": [
"# get essential meteo data and essential building data\n",
"meteo_essential = meteo_df.set_index('timestamp').loc[:,['date', 'hour', 'SIS', 'DNI', 'DHI', 'airmass', 'zenith', 'azimuth']]\n",
"buildings_essential = roof_sel.loc[:,['DF_UID', 'NEIGUNG', 'AUSRICHTUNG', 'FLAECHE', 'shaded_area_ratio_tgt', 'panelled_area_ratio_tgt']]\n",
"buildings_essential['available_area'] = buildings_essential.FLAECHE * (1-buildings_essential.shaded_area_ratio_tgt) * buildings_essential.panelled_area_ratio_tgt\n"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {},
"outputs": [],
"source": [
"# merge essential meteo data with shading information\n",
"merged_ds = partly_shading_sel.merge(meteo_essential, left_index = True, right_index = True, how = 'left').reset_index()\n",
"merged_ds = merged_ds.merge(buildings_essential, on = 'DF_UID', how = 'left')\n",
"merged_ds = merged_ds.set_index(['timestamp', 'DF_UID']).fillna(0) # just in case"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {
"scrolled": true
},
"outputs": [
{
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" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>58.0</td>\n",
" <td>-26.0</td>\n",
" <td>32.518372</td>\n",
" <td>0.028986</td>\n",
" <td>0.049203</td>\n",
" <td>1.553623</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067329</th>\n",
" <td>0.419355</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>57.0</td>\n",
" <td>-116.0</td>\n",
" <td>79.014634</td>\n",
" <td>0.468571</td>\n",
" <td>0.080998</td>\n",
" <td>3.401143</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067330</th>\n",
" <td>0.000000</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>23.0</td>\n",
" <td>175.0</td>\n",
" <td>68.824947</td>\n",
" <td>0.000000</td>\n",
" <td>0.511442</td>\n",
" <td>35.200000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067331</th>\n",
" <td>0.052632</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>25.0</td>\n",
" <td>-116.0</td>\n",
" <td>19.240632</td>\n",
" <td>0.472222</td>\n",
" <td>0.166315</td>\n",
" <td>1.688889</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067332</th>\n",
" <td>0.000000</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>20.0</td>\n",
" <td>119.0</td>\n",
" <td>10.547885</td>\n",
" <td>0.000000</td>\n",
" <td>0.151689</td>\n",
" <td>1.600000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067333</th>\n",
" <td>0.000000</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>23.0</td>\n",
" <td>64.0</td>\n",
" <td>72.197864</td>\n",
" <td>0.045283</td>\n",
" <td>0.620517</td>\n",
" <td>42.771321</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067334</th>\n",
" <td>0.218750</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>87.091633</td>\n",
" <td>0.077810</td>\n",
" <td>0.159101</td>\n",
" <td>12.778242</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067336</th>\n",
" <td>0.394161</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>27.0</td>\n",
" <td>-27.0</td>\n",
" <td>38.741601</td>\n",
" <td>0.028369</td>\n",
" <td>0.454292</td>\n",
" <td>17.100709</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067338</th>\n",
" <td>0.106667</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>33.0</td>\n",
" <td>177.0</td>\n",
" <td>23.066670</td>\n",
" <td>0.038462</td>\n",
" <td>0.416185</td>\n",
" <td>9.230769</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067340</th>\n",
" <td>0.000000</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>54.0</td>\n",
" <td>176.0</td>\n",
" <td>27.448161</td>\n",
" <td>0.714286</td>\n",
" <td>0.058292</td>\n",
" <td>0.457143</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067341</th>\n",
" <td>0.204545</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>124.268134</td>\n",
" <td>0.734406</td>\n",
" <td>0.245309</td>\n",
" <td>8.096379</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067342</th>\n",
" <td>0.000000</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>96.070862</td>\n",
" <td>0.644909</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"12\" valign=\"top\">2001-01-15 09:00:00</th>\n",
" <th>5067320</th>\n",
" <td>0.411348</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>33.0</td>\n",
" <td>64.0</td>\n",
" <td>84.389572</td>\n",
" <td>0.003534</td>\n",
" <td>0.720468</td>\n",
" <td>60.585159</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067321</th>\n",
" <td>0.996032</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>33.0</td>\n",
" <td>-26.0</td>\n",
" <td>80.654403</td>\n",
" <td>0.073529</td>\n",
" <td>0.555456</td>\n",
" <td>41.505882</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067322</th>\n",
" <td>0.744807</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>179.839079</td>\n",
" <td>0.057343</td>\n",
" <td>0.254261</td>\n",
" <td>43.104083</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067325</th>\n",
" <td>0.968460</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>144.281733</td>\n",
" <td>0.069085</td>\n",
" <td>0.211282</td>\n",
" <td>28.378112</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067326</th>\n",
" <td>0.972222</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>39.0</td>\n",
" <td>-26.0</td>\n",
" <td>24.897309</td>\n",
" <td>0.052632</td>\n",
" <td>0.321320</td>\n",
" <td>7.578947</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067327</th>\n",
" <td>0.995516</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>36.0</td>\n",
" <td>-116.0</td>\n",
" <td>69.601501</td>\n",
" <td>0.000000</td>\n",
" <td>0.528724</td>\n",
" <td>36.800000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067328</th>\n",
" <td>0.850746</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>58.0</td>\n",
" <td>-26.0</td>\n",
" <td>32.518372</td>\n",
" <td>0.028986</td>\n",
" <td>0.049203</td>\n",
" <td>1.553623</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067329</th>\n",
" <td>0.946237</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>57.0</td>\n",
" <td>-116.0</td>\n",
" <td>79.014634</td>\n",
" <td>0.468571</td>\n",
" <td>0.080998</td>\n",
" <td>3.401143</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067330</th>\n",
" <td>0.007843</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>23.0</td>\n",
" <td>175.0</td>\n",
" <td>68.824947</td>\n",
" <td>0.000000</td>\n",
" <td>0.511442</td>\n",
" <td>35.200000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067331</th>\n",
" <td>0.052632</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>25.0</td>\n",
" <td>-116.0</td>\n",
" <td>19.240632</td>\n",
" <td>0.472222</td>\n",
" <td>0.166315</td>\n",
" <td>1.688889</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067332</th>\n",
" <td>0.025000</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>20.0</td>\n",
" <td>119.0</td>\n",
" <td>10.547885</td>\n",
" <td>0.000000</td>\n",
" <td>0.151689</td>\n",
" <td>1.600000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067333</th>\n",
" <td>0.173913</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>23.0</td>\n",
" <td>64.0</td>\n",
" <td>72.197864</td>\n",
" <td>0.045283</td>\n",
" <td>0.620517</td>\n",
" <td>42.771321</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"12\" valign=\"top\">2001-12-15 14:00:00</th>\n",
" <th>5067328</th>\n",
" <td>0.746269</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>58.0</td>\n",
" <td>-26.0</td>\n",
" <td>32.518372</td>\n",
" <td>0.028986</td>\n",
" <td>0.049203</td>\n",
" <td>1.553623</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067329</th>\n",
" <td>0.032258</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>57.0</td>\n",
" <td>-116.0</td>\n",
" <td>79.014634</td>\n",
" <td>0.468571</td>\n",
" <td>0.080998</td>\n",
" <td>3.401143</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067330</th>\n",
" <td>0.062745</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>23.0</td>\n",
" <td>175.0</td>\n",
" <td>68.824947</td>\n",
" <td>0.000000</td>\n",
" <td>0.511442</td>\n",
" <td>35.200000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067331</th>\n",
" <td>0.184211</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>25.0</td>\n",
" <td>-116.0</td>\n",
" <td>19.240632</td>\n",
" <td>0.472222</td>\n",
" <td>0.166315</td>\n",
" <td>1.688889</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067332</th>\n",
" <td>1.000000</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>20.0</td>\n",
" <td>119.0</td>\n",
" <td>10.547885</td>\n",
" <td>0.000000</td>\n",
" <td>0.151689</td>\n",
" <td>1.600000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067333</th>\n",
" <td>0.988142</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>23.0</td>\n",
" <td>64.0</td>\n",
" <td>72.197864</td>\n",
" <td>0.045283</td>\n",
" <td>0.620517</td>\n",
" <td>42.771321</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067334</th>\n",
" <td>0.618750</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>87.091633</td>\n",
" <td>0.077810</td>\n",
" <td>0.159101</td>\n",
" <td>12.778242</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067336</th>\n",
" <td>0.175182</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>27.0</td>\n",
" <td>-27.0</td>\n",
" <td>38.741601</td>\n",
" <td>0.028369</td>\n",
" <td>0.454292</td>\n",
" <td>17.100709</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067338</th>\n",
" <td>0.093333</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>33.0</td>\n",
" <td>177.0</td>\n",
" <td>23.066670</td>\n",
" <td>0.038462</td>\n",
" <td>0.416185</td>\n",
" <td>9.230769</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067340</th>\n",
" <td>0.000000</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>54.0</td>\n",
" <td>176.0</td>\n",
" <td>27.448161</td>\n",
" <td>0.714286</td>\n",
" <td>0.058292</td>\n",
" <td>0.457143</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067341</th>\n",
" <td>0.098485</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>124.268134</td>\n",
" <td>0.734406</td>\n",
" <td>0.245309</td>\n",
" <td>8.096379</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067342</th>\n",
" <td>0.477941</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>96.070862</td>\n",
" <td>0.644909</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"18\" valign=\"top\">2001-12-15 15:00:00</th>\n",
" <th>5067320</th>\n",
" <td>0.992908</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>33.0</td>\n",
" <td>64.0</td>\n",
" <td>84.389572</td>\n",
" <td>0.003534</td>\n",
" <td>0.720468</td>\n",
" <td>60.585159</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067321</th>\n",
" <td>0.920635</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>33.0</td>\n",
" <td>-26.0</td>\n",
" <td>80.654403</td>\n",
" <td>0.073529</td>\n",
" <td>0.555456</td>\n",
" <td>41.505882</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067322</th>\n",
" <td>0.544510</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>179.839079</td>\n",
" <td>0.057343</td>\n",
" <td>0.254261</td>\n",
" <td>43.104083</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067325</th>\n",
" <td>0.012987</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>144.281733</td>\n",
" <td>0.069085</td>\n",
" <td>0.211282</td>\n",
" <td>28.378112</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067326</th>\n",
" <td>0.458333</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>39.0</td>\n",
" <td>-26.0</td>\n",
" <td>24.897309</td>\n",
" <td>0.052632</td>\n",
" <td>0.321320</td>\n",
" <td>7.578947</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067327</th>\n",
" <td>0.008969</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>36.0</td>\n",
" <td>-116.0</td>\n",
" <td>69.601501</td>\n",
" <td>0.000000</td>\n",
" <td>0.528724</td>\n",
" <td>36.800000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067328</th>\n",
" <td>0.432836</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>58.0</td>\n",
" <td>-26.0</td>\n",
" <td>32.518372</td>\n",
" <td>0.028986</td>\n",
" <td>0.049203</td>\n",
" <td>1.553623</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067329</th>\n",
" <td>0.010753</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>57.0</td>\n",
" <td>-116.0</td>\n",
" <td>79.014634</td>\n",
" <td>0.468571</td>\n",
" <td>0.080998</td>\n",
" <td>3.401143</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067330</th>\n",
" <td>0.031373</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>23.0</td>\n",
" <td>175.0</td>\n",
" <td>68.824947</td>\n",
" <td>0.000000</td>\n",
" <td>0.511442</td>\n",
" <td>35.200000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067331</th>\n",
" <td>0.105263</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>25.0</td>\n",
" <td>-116.0</td>\n",
" <td>19.240632</td>\n",
" <td>0.472222</td>\n",
" <td>0.166315</td>\n",
" <td>1.688889</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067332</th>\n",
" <td>0.175000</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>20.0</td>\n",
" <td>119.0</td>\n",
" <td>10.547885</td>\n",
" <td>0.000000</td>\n",
" <td>0.151689</td>\n",
" <td>1.600000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067333</th>\n",
" <td>0.335968</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>23.0</td>\n",
" <td>64.0</td>\n",
" <td>72.197864</td>\n",
" <td>0.045283</td>\n",
" <td>0.620517</td>\n",
" <td>42.771321</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067334</th>\n",
" <td>0.331250</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>87.091633</td>\n",
" <td>0.077810</td>\n",
" <td>0.159101</td>\n",
" <td>12.778242</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067336</th>\n",
" <td>0.102190</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>27.0</td>\n",
" <td>-27.0</td>\n",
" <td>38.741601</td>\n",
" <td>0.028369</td>\n",
" <td>0.454292</td>\n",
" <td>17.100709</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067338</th>\n",
" <td>0.000000</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>33.0</td>\n",
" <td>177.0</td>\n",
" <td>23.066670</td>\n",
" <td>0.038462</td>\n",
" <td>0.416185</td>\n",
" <td>9.230769</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067340</th>\n",
" <td>0.000000</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>54.0</td>\n",
" <td>176.0</td>\n",
" <td>27.448161</td>\n",
" <td>0.714286</td>\n",
" <td>0.058292</td>\n",
" <td>0.457143</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067341</th>\n",
" <td>0.053030</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>124.268134</td>\n",
" <td>0.734406</td>\n",
" <td>0.245309</td>\n",
" <td>8.096379</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067342</th>\n",
" <td>0.000000</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>96.070862</td>\n",
" <td>0.644909</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2628 rows × 15 columns</p>\n",
"</div>"
],
"text/plain": [
" partly_shading_factor date hour \\\n",
"timestamp DF_UID \n",
"2001-01-15 08:00:00 5067320 0.060284 2001-01-15 8.0 \n",
" 5067321 0.857143 2001-01-15 8.0 \n",
" 5067322 0.637982 2001-01-15 8.0 \n",
" 5067325 0.586271 2001-01-15 8.0 \n",
" 5067326 0.236111 2001-01-15 8.0 \n",
" 5067327 0.529148 2001-01-15 8.0 \n",
" 5067328 0.059701 2001-01-15 8.0 \n",
" 5067329 0.419355 2001-01-15 8.0 \n",
" 5067330 0.000000 2001-01-15 8.0 \n",
" 5067331 0.052632 2001-01-15 8.0 \n",
" 5067332 0.000000 2001-01-15 8.0 \n",
" 5067333 0.000000 2001-01-15 8.0 \n",
" 5067334 0.218750 2001-01-15 8.0 \n",
" 5067336 0.394161 2001-01-15 8.0 \n",
" 5067338 0.106667 2001-01-15 8.0 \n",
" 5067340 0.000000 2001-01-15 8.0 \n",
" 5067341 0.204545 2001-01-15 8.0 \n",
" 5067342 0.000000 2001-01-15 8.0 \n",
"2001-01-15 09:00:00 5067320 0.411348 2001-01-15 9.0 \n",
" 5067321 0.996032 2001-01-15 9.0 \n",
" 5067322 0.744807 2001-01-15 9.0 \n",
" 5067325 0.968460 2001-01-15 9.0 \n",
" 5067326 0.972222 2001-01-15 9.0 \n",
" 5067327 0.995516 2001-01-15 9.0 \n",
" 5067328 0.850746 2001-01-15 9.0 \n",
" 5067329 0.946237 2001-01-15 9.0 \n",
" 5067330 0.007843 2001-01-15 9.0 \n",
" 5067331 0.052632 2001-01-15 9.0 \n",
" 5067332 0.025000 2001-01-15 9.0 \n",
" 5067333 0.173913 2001-01-15 9.0 \n",
"... ... ... ... \n",
"2001-12-15 14:00:00 5067328 0.746269 2001-12-15 14.0 \n",
" 5067329 0.032258 2001-12-15 14.0 \n",
" 5067330 0.062745 2001-12-15 14.0 \n",
" 5067331 0.184211 2001-12-15 14.0 \n",
" 5067332 1.000000 2001-12-15 14.0 \n",
" 5067333 0.988142 2001-12-15 14.0 \n",
" 5067334 0.618750 2001-12-15 14.0 \n",
" 5067336 0.175182 2001-12-15 14.0 \n",
" 5067338 0.093333 2001-12-15 14.0 \n",
" 5067340 0.000000 2001-12-15 14.0 \n",
" 5067341 0.098485 2001-12-15 14.0 \n",
" 5067342 0.477941 2001-12-15 14.0 \n",
"2001-12-15 15:00:00 5067320 0.992908 2001-12-15 15.0 \n",
" 5067321 0.920635 2001-12-15 15.0 \n",
" 5067322 0.544510 2001-12-15 15.0 \n",
" 5067325 0.012987 2001-12-15 15.0 \n",
" 5067326 0.458333 2001-12-15 15.0 \n",
" 5067327 0.008969 2001-12-15 15.0 \n",
" 5067328 0.432836 2001-12-15 15.0 \n",
" 5067329 0.010753 2001-12-15 15.0 \n",
" 5067330 0.031373 2001-12-15 15.0 \n",
" 5067331 0.105263 2001-12-15 15.0 \n",
" 5067332 0.175000 2001-12-15 15.0 \n",
" 5067333 0.335968 2001-12-15 15.0 \n",
" 5067334 0.331250 2001-12-15 15.0 \n",
" 5067336 0.102190 2001-12-15 15.0 \n",
" 5067338 0.000000 2001-12-15 15.0 \n",
" 5067340 0.000000 2001-12-15 15.0 \n",
" 5067341 0.053030 2001-12-15 15.0 \n",
" 5067342 0.000000 2001-12-15 15.0 \n",
"\n",
" SIS DNI DHI airmass \\\n",
"timestamp DF_UID \n",
"2001-01-15 08:00:00 5067320 80.425715 418.433384 32.748617 8.204065 \n",
" 5067321 80.425715 418.433384 32.748617 8.204065 \n",
" 5067322 80.425715 418.433384 32.748617 8.204065 \n",
" 5067325 80.425715 418.433384 32.748617 8.204065 \n",
" 5067326 80.425715 418.433384 32.748617 8.204065 \n",
" 5067327 80.425715 418.433384 32.748617 8.204065 \n",
" 5067328 80.425715 418.433384 32.748617 8.204065 \n",
" 5067329 80.425715 418.433384 32.748617 8.204065 \n",
" 5067330 80.425715 418.433384 32.748617 8.204065 \n",
" 5067331 80.425715 418.433384 32.748617 8.204065 \n",
" 5067332 80.425715 418.433384 32.748617 8.204065 \n",
" 5067333 80.425715 418.433384 32.748617 8.204065 \n",
" 5067334 80.425715 418.433384 32.748617 8.204065 \n",
" 5067336 80.425715 418.433384 32.748617 8.204065 \n",
" 5067338 80.425715 418.433384 32.748617 8.204065 \n",
" 5067340 80.425715 418.433384 32.748617 8.204065 \n",
" 5067341 80.425715 418.433384 32.748617 8.204065 \n",
" 5067342 80.425715 418.433384 32.748617 8.204065 \n",
"2001-01-15 09:00:00 5067320 137.781087 212.894146 87.951321 4.197494 \n",
" 5067321 137.781087 212.894146 87.951321 4.197494 \n",
" 5067322 137.781087 212.894146 87.951321 4.197494 \n",
" 5067325 137.781087 212.894146 87.951321 4.197494 \n",
" 5067326 137.781087 212.894146 87.951321 4.197494 \n",
" 5067327 137.781087 212.894146 87.951321 4.197494 \n",
" 5067328 137.781087 212.894146 87.951321 4.197494 \n",
" 5067329 137.781087 212.894146 87.951321 4.197494 \n",
" 5067330 137.781087 212.894146 87.951321 4.197494 \n",
" 5067331 137.781087 212.894146 87.951321 4.197494 \n",
" 5067332 137.781087 212.894146 87.951321 4.197494 \n",
" 5067333 137.781087 212.894146 87.951321 4.197494 \n",
"... ... ... ... ... \n",
"2001-12-15 14:00:00 5067328 65.061957 0.000000 65.061957 4.913134 \n",
" 5067329 65.061957 0.000000 65.061957 4.913134 \n",
" 5067330 65.061957 0.000000 65.061957 4.913134 \n",
" 5067331 65.061957 0.000000 65.061957 4.913134 \n",
" 5067332 65.061957 0.000000 65.061957 4.913134 \n",
" 5067333 65.061957 0.000000 65.061957 4.913134 \n",
" 5067334 65.061957 0.000000 65.061957 4.913134 \n",
" 5067336 65.061957 0.000000 65.061957 4.913134 \n",
" 5067338 65.061957 0.000000 65.061957 4.913134 \n",
" 5067340 65.061957 0.000000 65.061957 4.913134 \n",
" 5067341 65.061957 0.000000 65.061957 4.913134 \n",
" 5067342 65.061957 0.000000 65.061957 4.913134 \n",
"2001-12-15 15:00:00 5067320 11.214112 0.000000 11.214112 11.016198 \n",
" 5067321 11.214112 0.000000 11.214112 11.016198 \n",
" 5067322 11.214112 0.000000 11.214112 11.016198 \n",
" 5067325 11.214112 0.000000 11.214112 11.016198 \n",
" 5067326 11.214112 0.000000 11.214112 11.016198 \n",
" 5067327 11.214112 0.000000 11.214112 11.016198 \n",
" 5067328 11.214112 0.000000 11.214112 11.016198 \n",
" 5067329 11.214112 0.000000 11.214112 11.016198 \n",
" 5067330 11.214112 0.000000 11.214112 11.016198 \n",
" 5067331 11.214112 0.000000 11.214112 11.016198 \n",
" 5067332 11.214112 0.000000 11.214112 11.016198 \n",
" 5067333 11.214112 0.000000 11.214112 11.016198 \n",
" 5067334 11.214112 0.000000 11.214112 11.016198 \n",
" 5067336 11.214112 0.000000 11.214112 11.016198 \n",
" 5067338 11.214112 0.000000 11.214112 11.016198 \n",
" 5067340 11.214112 0.000000 11.214112 11.016198 \n",
" 5067341 11.214112 0.000000 11.214112 11.016198 \n",
" 5067342 11.214112 0.000000 11.214112 11.016198 \n",
"\n",
" zenith azimuth NEIGUNG AUSRICHTUNG \\\n",
"timestamp DF_UID \n",
"2001-01-15 08:00:00 5067320 83.457400 130.458671 33.0 64.0 \n",
" 5067321 83.457400 130.458671 33.0 -26.0 \n",
" 5067322 83.457400 130.458671 0.0 0.0 \n",
" 5067325 83.457400 130.458671 0.0 0.0 \n",
" 5067326 83.457400 130.458671 39.0 -26.0 \n",
" 5067327 83.457400 130.458671 36.0 -116.0 \n",
" 5067328 83.457400 130.458671 58.0 -26.0 \n",
" 5067329 83.457400 130.458671 57.0 -116.0 \n",
" 5067330 83.457400 130.458671 23.0 175.0 \n",
" 5067331 83.457400 130.458671 25.0 -116.0 \n",
" 5067332 83.457400 130.458671 20.0 119.0 \n",
" 5067333 83.457400 130.458671 23.0 64.0 \n",
" 5067334 83.457400 130.458671 0.0 0.0 \n",
" 5067336 83.457400 130.458671 27.0 -27.0 \n",
" 5067338 83.457400 130.458671 33.0 177.0 \n",
" 5067340 83.457400 130.458671 54.0 176.0 \n",
" 5067341 83.457400 130.458671 0.0 0.0 \n",
" 5067342 83.457400 130.458671 0.0 0.0 \n",
"2001-01-15 09:00:00 5067320 76.463846 142.727966 33.0 64.0 \n",
" 5067321 76.463846 142.727966 33.0 -26.0 \n",
" 5067322 76.463846 142.727966 0.0 0.0 \n",
" 5067325 76.463846 142.727966 0.0 0.0 \n",
" 5067326 76.463846 142.727966 39.0 -26.0 \n",
" 5067327 76.463846 142.727966 36.0 -116.0 \n",
" 5067328 76.463846 142.727966 58.0 -26.0 \n",
" 5067329 76.463846 142.727966 57.0 -116.0 \n",
" 5067330 76.463846 142.727966 23.0 175.0 \n",
" 5067331 76.463846 142.727966 25.0 -116.0 \n",
" 5067332 76.463846 142.727966 20.0 119.0 \n",
" 5067333 76.463846 142.727966 23.0 64.0 \n",
"... ... ... ... ... \n",
"2001-12-15 14:00:00 5067328 78.542773 216.502065 58.0 -26.0 \n",
" 5067329 78.542773 216.502065 57.0 -116.0 \n",
" 5067330 78.542773 216.502065 23.0 175.0 \n",
" 5067331 78.542773 216.502065 25.0 -116.0 \n",
" 5067332 78.542773 216.502065 20.0 119.0 \n",
" 5067333 78.542773 216.502065 23.0 64.0 \n",
" 5067334 78.542773 216.502065 0.0 0.0 \n",
" 5067336 78.542773 216.502065 27.0 -27.0 \n",
" 5067338 78.542773 216.502065 33.0 177.0 \n",
" 5067340 78.542773 216.502065 54.0 176.0 \n",
" 5067341 78.542773 216.502065 0.0 0.0 \n",
" 5067342 78.542773 216.502065 0.0 0.0 \n",
"2001-12-15 15:00:00 5067320 85.382072 228.517484 33.0 64.0 \n",
" 5067321 85.382072 228.517484 33.0 -26.0 \n",
" 5067322 85.382072 228.517484 0.0 0.0 \n",
" 5067325 85.382072 228.517484 0.0 0.0 \n",
" 5067326 85.382072 228.517484 39.0 -26.0 \n",
" 5067327 85.382072 228.517484 36.0 -116.0 \n",
" 5067328 85.382072 228.517484 58.0 -26.0 \n",
" 5067329 85.382072 228.517484 57.0 -116.0 \n",
" 5067330 85.382072 228.517484 23.0 175.0 \n",
" 5067331 85.382072 228.517484 25.0 -116.0 \n",
" 5067332 85.382072 228.517484 20.0 119.0 \n",
" 5067333 85.382072 228.517484 23.0 64.0 \n",
" 5067334 85.382072 228.517484 0.0 0.0 \n",
" 5067336 85.382072 228.517484 27.0 -27.0 \n",
" 5067338 85.382072 228.517484 33.0 177.0 \n",
" 5067340 85.382072 228.517484 54.0 176.0 \n",
" 5067341 85.382072 228.517484 0.0 0.0 \n",
" 5067342 85.382072 228.517484 0.0 0.0 \n",
"\n",
" FLAECHE shaded_area_ratio_tgt \\\n",
"timestamp DF_UID \n",
"2001-01-15 08:00:00 5067320 84.389572 0.003534 \n",
" 5067321 80.654403 0.073529 \n",
" 5067322 179.839079 0.057343 \n",
" 5067325 144.281733 0.069085 \n",
" 5067326 24.897309 0.052632 \n",
" 5067327 69.601501 0.000000 \n",
" 5067328 32.518372 0.028986 \n",
" 5067329 79.014634 0.468571 \n",
" 5067330 68.824947 0.000000 \n",
" 5067331 19.240632 0.472222 \n",
" 5067332 10.547885 0.000000 \n",
" 5067333 72.197864 0.045283 \n",
" 5067334 87.091633 0.077810 \n",
" 5067336 38.741601 0.028369 \n",
" 5067338 23.066670 0.038462 \n",
" 5067340 27.448161 0.714286 \n",
" 5067341 124.268134 0.734406 \n",
" 5067342 96.070862 0.644909 \n",
"2001-01-15 09:00:00 5067320 84.389572 0.003534 \n",
" 5067321 80.654403 0.073529 \n",
" 5067322 179.839079 0.057343 \n",
" 5067325 144.281733 0.069085 \n",
" 5067326 24.897309 0.052632 \n",
" 5067327 69.601501 0.000000 \n",
" 5067328 32.518372 0.028986 \n",
" 5067329 79.014634 0.468571 \n",
" 5067330 68.824947 0.000000 \n",
" 5067331 19.240632 0.472222 \n",
" 5067332 10.547885 0.000000 \n",
" 5067333 72.197864 0.045283 \n",
"... ... ... \n",
"2001-12-15 14:00:00 5067328 32.518372 0.028986 \n",
" 5067329 79.014634 0.468571 \n",
" 5067330 68.824947 0.000000 \n",
" 5067331 19.240632 0.472222 \n",
" 5067332 10.547885 0.000000 \n",
" 5067333 72.197864 0.045283 \n",
" 5067334 87.091633 0.077810 \n",
" 5067336 38.741601 0.028369 \n",
" 5067338 23.066670 0.038462 \n",
" 5067340 27.448161 0.714286 \n",
" 5067341 124.268134 0.734406 \n",
" 5067342 96.070862 0.644909 \n",
"2001-12-15 15:00:00 5067320 84.389572 0.003534 \n",
" 5067321 80.654403 0.073529 \n",
" 5067322 179.839079 0.057343 \n",
" 5067325 144.281733 0.069085 \n",
" 5067326 24.897309 0.052632 \n",
" 5067327 69.601501 0.000000 \n",
" 5067328 32.518372 0.028986 \n",
" 5067329 79.014634 0.468571 \n",
" 5067330 68.824947 0.000000 \n",
" 5067331 19.240632 0.472222 \n",
" 5067332 10.547885 0.000000 \n",
" 5067333 72.197864 0.045283 \n",
" 5067334 87.091633 0.077810 \n",
" 5067336 38.741601 0.028369 \n",
" 5067338 23.066670 0.038462 \n",
" 5067340 27.448161 0.714286 \n",
" 5067341 124.268134 0.734406 \n",
" 5067342 96.070862 0.644909 \n",
"\n",
" panelled_area_ratio_tgt available_area \n",
"timestamp DF_UID \n",
"2001-01-15 08:00:00 5067320 0.720468 60.585159 \n",
" 5067321 0.555456 41.505882 \n",
" 5067322 0.254261 43.104083 \n",
" 5067325 0.211282 28.378112 \n",
" 5067326 0.321320 7.578947 \n",
" 5067327 0.528724 36.800000 \n",
" 5067328 0.049203 1.553623 \n",
" 5067329 0.080998 3.401143 \n",
" 5067330 0.511442 35.200000 \n",
" 5067331 0.166315 1.688889 \n",
" 5067332 0.151689 1.600000 \n",
" 5067333 0.620517 42.771321 \n",
" 5067334 0.159101 12.778242 \n",
" 5067336 0.454292 17.100709 \n",
" 5067338 0.416185 9.230769 \n",
" 5067340 0.058292 0.457143 \n",
" 5067341 0.245309 8.096379 \n",
" 5067342 0.000000 0.000000 \n",
"2001-01-15 09:00:00 5067320 0.720468 60.585159 \n",
" 5067321 0.555456 41.505882 \n",
" 5067322 0.254261 43.104083 \n",
" 5067325 0.211282 28.378112 \n",
" 5067326 0.321320 7.578947 \n",
" 5067327 0.528724 36.800000 \n",
" 5067328 0.049203 1.553623 \n",
" 5067329 0.080998 3.401143 \n",
" 5067330 0.511442 35.200000 \n",
" 5067331 0.166315 1.688889 \n",
" 5067332 0.151689 1.600000 \n",
" 5067333 0.620517 42.771321 \n",
"... ... ... \n",
"2001-12-15 14:00:00 5067328 0.049203 1.553623 \n",
" 5067329 0.080998 3.401143 \n",
" 5067330 0.511442 35.200000 \n",
" 5067331 0.166315 1.688889 \n",
" 5067332 0.151689 1.600000 \n",
" 5067333 0.620517 42.771321 \n",
" 5067334 0.159101 12.778242 \n",
" 5067336 0.454292 17.100709 \n",
" 5067338 0.416185 9.230769 \n",
" 5067340 0.058292 0.457143 \n",
" 5067341 0.245309 8.096379 \n",
" 5067342 0.000000 0.000000 \n",
"2001-12-15 15:00:00 5067320 0.720468 60.585159 \n",
" 5067321 0.555456 41.505882 \n",
" 5067322 0.254261 43.104083 \n",
" 5067325 0.211282 28.378112 \n",
" 5067326 0.321320 7.578947 \n",
" 5067327 0.528724 36.800000 \n",
" 5067328 0.049203 1.553623 \n",
" 5067329 0.080998 3.401143 \n",
" 5067330 0.511442 35.200000 \n",
" 5067331 0.166315 1.688889 \n",
" 5067332 0.151689 1.600000 \n",
" 5067333 0.620517 42.771321 \n",
" 5067334 0.159101 12.778242 \n",
" 5067336 0.454292 17.100709 \n",
" 5067338 0.416185 9.230769 \n",
" 5067340 0.058292 0.457143 \n",
" 5067341 0.245309 8.096379 \n",
" 5067342 0.000000 0.000000 \n",
"\n",
"[2628 rows x 15 columns]"
]
},
"execution_count": 132,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"merged_ds"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### RUN PVLIB TO CREATE TILTED COMPONENTS\n",
"More efficient way: create one (very long) table, see partly_shading for template!! - and run on that table"
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {},
"outputs": [],
"source": [
"poa_components = irradiance_components = pvlib.total_irrad(\n",
" surface_tilt = merged_ds['NEIGUNG'], \n",
" surface_azimuth = merged_ds['AUSRICHTUNG'],\n",
" apparent_zenith = meteo_building['zenith'], \n",
" azimuth = meteo_building['azimuth'],\n",
" dni = meteo_building['DNI'], \n",
" ghi = meteo_building['SIS'], \n",
" dhi = meteo_building['DHI'], \n",
" albedo = 0.25,\n",
" model ='klucher'\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Merge all data with results and create final values"
]
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {},
"outputs": [],
"source": [
"all_data = merged_ds.merge(poa_components, left_index = True, right_index = True)\n",
"all_data['total_irradiance'] = all_data.poa_direct * all_data.partly_shading_factor + SVF * all_data.poa_sky_diffuse + all_data.poa_ground_diffuse\n",
"all_data['pv_production'] = all_data.total_irradiance * all_data.available_area * PF * panel_efficiency"
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {},
"outputs": [
{
"data": {
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" <th></th>\n",
" <th>partly_shading_factor</th>\n",
" <th>date</th>\n",
" <th>hour</th>\n",
" <th>SIS</th>\n",
" <th>DNI</th>\n",
" <th>DHI</th>\n",
" <th>airmass</th>\n",
" <th>zenith</th>\n",
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" <th>NEIGUNG</th>\n",
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" <th>shaded_area_ratio_tgt</th>\n",
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" <th>available_area</th>\n",
" <th>poa_global</th>\n",
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" <td>29.680084</td>\n",
" <td>148.542882</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067328</th>\n",
" <td>0.059701</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>58.0</td>\n",
" <td>...</td>\n",
" <td>0.028986</td>\n",
" <td>0.049203</td>\n",
" <td>1.553623</td>\n",
" <td>43.535067</td>\n",
" <td>0.000000</td>\n",
" <td>43.535067</td>\n",
" <td>38.809245</td>\n",
" <td>4.725822</td>\n",
" <td>39.654143</td>\n",
" <td>8.378633</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067329</th>\n",
" <td>0.419355</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>57.0</td>\n",
" <td>...</td>\n",
" <td>0.468571</td>\n",
" <td>0.080998</td>\n",
" <td>3.401143</td>\n",
" <td>33.816309</td>\n",
" <td>0.000000</td>\n",
" <td>33.816309</td>\n",
" <td>29.238468</td>\n",
" <td>4.577841</td>\n",
" <td>30.892462</td>\n",
" <td>14.289476</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067330</th>\n",
" <td>0.000000</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>23.0</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.511442</td>\n",
" <td>35.200000</td>\n",
" <td>195.882099</td>\n",
" <td>159.658242</td>\n",
" <td>36.223857</td>\n",
" <td>35.424675</td>\n",
" <td>0.799182</td>\n",
" <td>32.681389</td>\n",
" <td>156.452347</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067331</th>\n",
" <td>0.052632</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>25.0</td>\n",
" <td>...</td>\n",
" <td>0.472222</td>\n",
" <td>0.166315</td>\n",
" <td>1.688889</td>\n",
" <td>32.527298</td>\n",
" <td>0.000000</td>\n",
" <td>32.527298</td>\n",
" <td>31.585390</td>\n",
" <td>0.941908</td>\n",
" <td>29.368759</td>\n",
" <td>6.745678</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067332</th>\n",
" <td>0.000000</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>20.0</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.151689</td>\n",
" <td>1.600000</td>\n",
" <td>221.708573</td>\n",
" <td>184.148523</td>\n",
" <td>37.560050</td>\n",
" <td>36.953767</td>\n",
" <td>0.606283</td>\n",
" <td>33.864673</td>\n",
" <td>7.368953</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067333</th>\n",
" <td>0.000000</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>23.0</td>\n",
" <td>...</td>\n",
" <td>0.045283</td>\n",
" <td>0.620517</td>\n",
" <td>42.771321</td>\n",
" <td>142.966784</td>\n",
" <td>108.763312</td>\n",
" <td>34.203472</td>\n",
" <td>33.404290</td>\n",
" <td>0.799182</td>\n",
" <td>30.863043</td>\n",
" <td>179.527224</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067334</th>\n",
" <td>0.218750</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.077810</td>\n",
" <td>0.159101</td>\n",
" <td>12.778242</td>\n",
" <td>80.773503</td>\n",
" <td>47.677099</td>\n",
" <td>33.096405</td>\n",
" <td>33.096405</td>\n",
" <td>0.000000</td>\n",
" <td>40.216130</td>\n",
" <td>69.889237</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067336</th>\n",
" <td>0.394161</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>27.0</td>\n",
" <td>...</td>\n",
" <td>0.028369</td>\n",
" <td>0.454292</td>\n",
" <td>17.100709</td>\n",
" <td>34.929029</td>\n",
" <td>0.000000</td>\n",
" <td>34.929029</td>\n",
" <td>33.833294</td>\n",
" <td>1.095735</td>\n",
" <td>31.545700</td>\n",
" <td>73.365722</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067338</th>\n",
" <td>0.106667</td>\n",
" <td>2001-01-15</td>\n",
" <td>8.0</td>\n",
" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>33.0</td>\n",
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" <td>0.038462</td>\n",
" <td>0.416185</td>\n",
" <td>9.230769</td>\n",
" <td>233.513131</td>\n",
" <td>195.717899</td>\n",
" <td>37.795232</td>\n",
" <td>36.173353</td>\n",
" <td>1.621879</td>\n",
" <td>55.054473</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>5067340</th>\n",
" <td>0.000000</td>\n",
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" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
" <td>54.0</td>\n",
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" <td>0.714286</td>\n",
" <td>0.058292</td>\n",
" <td>0.457143</td>\n",
" <td>304.846839</td>\n",
" <td>263.577160</td>\n",
" <td>41.269679</td>\n",
" <td>37.125596</td>\n",
" <td>4.144083</td>\n",
" <td>37.557119</td>\n",
" <td>2.334980</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067341</th>\n",
" <td>0.204545</td>\n",
" <td>2001-01-15</td>\n",
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" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
" <td>8.204065</td>\n",
" <td>83.457400</td>\n",
" <td>130.458671</td>\n",
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" <td>0.734406</td>\n",
" <td>0.245309</td>\n",
" <td>8.096379</td>\n",
" <td>80.773503</td>\n",
" <td>47.677099</td>\n",
" <td>33.096405</td>\n",
" <td>33.096405</td>\n",
" <td>0.000000</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>5067342</th>\n",
" <td>0.000000</td>\n",
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" <td>80.425715</td>\n",
" <td>418.433384</td>\n",
" <td>32.748617</td>\n",
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" <td>83.457400</td>\n",
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" <td>80.773503</td>\n",
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" <td>33.096405</td>\n",
" <td>33.096405</td>\n",
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" <td>29.786764</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"12\" valign=\"top\">2001-01-15 09:00:00</th>\n",
" <th>5067320</th>\n",
" <td>0.411348</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
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" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>33.0</td>\n",
" <td>...</td>\n",
" <td>0.003534</td>\n",
" <td>0.720468</td>\n",
" <td>60.585159</td>\n",
" <td>152.569463</td>\n",
" <td>63.825737</td>\n",
" <td>88.743726</td>\n",
" <td>85.965208</td>\n",
" <td>2.778518</td>\n",
" <td>106.401764</td>\n",
" <td>876.706016</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067321</th>\n",
" <td>0.996032</td>\n",
" <td>2001-01-15</td>\n",
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" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>33.0</td>\n",
" <td>...</td>\n",
" <td>0.073529</td>\n",
" <td>0.555456</td>\n",
" <td>41.505882</td>\n",
" <td>89.388431</td>\n",
" <td>0.000000</td>\n",
" <td>89.388431</td>\n",
" <td>86.609913</td>\n",
" <td>2.778518</td>\n",
" <td>80.727439</td>\n",
" <td>455.690250</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067322</th>\n",
" <td>0.744807</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.057343</td>\n",
" <td>0.254261</td>\n",
" <td>43.104083</td>\n",
" <td>140.404660</td>\n",
" <td>49.829767</td>\n",
" <td>90.574893</td>\n",
" <td>90.574893</td>\n",
" <td>0.000000</td>\n",
" <td>118.630969</td>\n",
" <td>695.433159</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067325</th>\n",
" <td>0.968460</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.069085</td>\n",
" <td>0.211282</td>\n",
" <td>28.378112</td>\n",
" <td>140.404660</td>\n",
" <td>49.829767</td>\n",
" <td>90.574893</td>\n",
" <td>90.574893</td>\n",
" <td>0.000000</td>\n",
" <td>129.775545</td>\n",
" <td>500.858751</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067326</th>\n",
" <td>0.972222</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>39.0</td>\n",
" <td>...</td>\n",
" <td>0.052632</td>\n",
" <td>0.321320</td>\n",
" <td>7.578947</td>\n",
" <td>91.315717</td>\n",
" <td>0.000000</td>\n",
" <td>91.315717</td>\n",
" <td>87.477583</td>\n",
" <td>3.838134</td>\n",
" <td>82.567959</td>\n",
" <td>85.105837</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067327</th>\n",
" <td>0.995516</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>36.0</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.528724</td>\n",
" <td>36.800000</td>\n",
" <td>101.031209</td>\n",
" <td>16.532542</td>\n",
" <td>84.498667</td>\n",
" <td>81.209436</td>\n",
" <td>3.289231</td>\n",
" <td>92.836128</td>\n",
" <td>464.626256</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067328</th>\n",
" <td>0.850746</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>58.0</td>\n",
" <td>...</td>\n",
" <td>0.028986</td>\n",
" <td>0.049203</td>\n",
" <td>1.553623</td>\n",
" <td>98.243988</td>\n",
" <td>0.000000</td>\n",
" <td>98.243988</td>\n",
" <td>90.147959</td>\n",
" <td>8.096029</td>\n",
" <td>89.229193</td>\n",
" <td>18.853482</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067329</th>\n",
" <td>0.946237</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>57.0</td>\n",
" <td>...</td>\n",
" <td>0.468571</td>\n",
" <td>0.080998</td>\n",
" <td>3.401143</td>\n",
" <td>80.181620</td>\n",
" <td>0.000000</td>\n",
" <td>80.181620</td>\n",
" <td>72.339104</td>\n",
" <td>7.842516</td>\n",
" <td>72.947710</td>\n",
" <td>33.742359</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067330</th>\n",
" <td>0.007843</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>23.0</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.511442</td>\n",
" <td>35.200000</td>\n",
" <td>213.776012</td>\n",
" <td>114.249087</td>\n",
" <td>99.526924</td>\n",
" <td>98.157808</td>\n",
" <td>1.369116</td>\n",
" <td>90.607215</td>\n",
" <td>433.754859</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067331</th>\n",
" <td>0.052632</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>25.0</td>\n",
" <td>...</td>\n",
" <td>0.472222</td>\n",
" <td>0.166315</td>\n",
" <td>1.688889</td>\n",
" <td>114.809137</td>\n",
" <td>28.062838</td>\n",
" <td>86.746299</td>\n",
" <td>85.132672</td>\n",
" <td>1.613627</td>\n",
" <td>79.710023</td>\n",
" <td>18.308507</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067332</th>\n",
" <td>0.025000</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>20.0</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.151689</td>\n",
" <td>1.600000</td>\n",
" <td>211.044177</td>\n",
" <td>111.631884</td>\n",
" <td>99.412293</td>\n",
" <td>98.373641</td>\n",
" <td>1.038652</td>\n",
" <td>92.365726</td>\n",
" <td>20.098782</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067333</th>\n",
" <td>0.173913</td>\n",
" <td>2001-01-15</td>\n",
" <td>9.0</td>\n",
" <td>137.781087</td>\n",
" <td>212.894146</td>\n",
" <td>87.951321</td>\n",
" <td>4.197494</td>\n",
" <td>76.463846</td>\n",
" <td>142.727966</td>\n",
" <td>23.0</td>\n",
" <td>...</td>\n",
" <td>0.045283</td>\n",
" <td>0.620517</td>\n",
" <td>42.771321</td>\n",
" <td>151.775588</td>\n",
" <td>61.676722</td>\n",
" <td>90.098866</td>\n",
" <td>88.729750</td>\n",
" <td>1.369116</td>\n",
" <td>91.952277</td>\n",
" <td>534.877168</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"12\" valign=\"top\">2001-12-15 14:00:00</th>\n",
" <th>5067328</th>\n",
" <td>0.746269</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>58.0</td>\n",
" <td>...</td>\n",
" <td>0.028986</td>\n",
" <td>0.049203</td>\n",
" <td>1.553623</td>\n",
" <td>53.592817</td>\n",
" <td>-0.000000</td>\n",
" <td>53.592817</td>\n",
" <td>49.769771</td>\n",
" <td>3.823047</td>\n",
" <td>48.615840</td>\n",
" <td>10.272175</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067329</th>\n",
" <td>0.032258</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>57.0</td>\n",
" <td>...</td>\n",
" <td>0.468571</td>\n",
" <td>0.080998</td>\n",
" <td>3.401143</td>\n",
" <td>53.951954</td>\n",
" <td>0.000000</td>\n",
" <td>53.951954</td>\n",
" <td>50.248619</td>\n",
" <td>3.703334</td>\n",
" <td>48.927092</td>\n",
" <td>22.631492</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067330</th>\n",
" <td>0.062745</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>23.0</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.511442</td>\n",
" <td>35.200000</td>\n",
" <td>63.122416</td>\n",
" <td>0.000000</td>\n",
" <td>63.122416</td>\n",
" <td>62.475902</td>\n",
" <td>0.646514</td>\n",
" <td>56.874826</td>\n",
" <td>272.271166</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067331</th>\n",
" <td>0.184211</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>25.0</td>\n",
" <td>...</td>\n",
" <td>0.472222</td>\n",
" <td>0.166315</td>\n",
" <td>1.688889</td>\n",
" <td>62.776033</td>\n",
" <td>0.000000</td>\n",
" <td>62.776033</td>\n",
" <td>62.014058</td>\n",
" <td>0.761975</td>\n",
" <td>56.574627</td>\n",
" <td>12.994563</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067332</th>\n",
" <td>1.000000</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>20.0</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.151689</td>\n",
" <td>1.600000</td>\n",
" <td>63.590564</td>\n",
" <td>0.000000</td>\n",
" <td>63.590564</td>\n",
" <td>63.100099</td>\n",
" <td>0.490465</td>\n",
" <td>57.280554</td>\n",
" <td>12.464248</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067333</th>\n",
" <td>0.988142</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>23.0</td>\n",
" <td>...</td>\n",
" <td>0.045283</td>\n",
" <td>0.620517</td>\n",
" <td>42.771321</td>\n",
" <td>63.122416</td>\n",
" <td>-0.000000</td>\n",
" <td>63.122416</td>\n",
" <td>62.475902</td>\n",
" <td>0.646514</td>\n",
" <td>56.874826</td>\n",
" <td>330.835153</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067334</th>\n",
" <td>0.618750</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.077810</td>\n",
" <td>0.159101</td>\n",
" <td>12.778242</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>58.555761</td>\n",
" <td>101.760600</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067336</th>\n",
" <td>0.175182</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>27.0</td>\n",
" <td>...</td>\n",
" <td>0.028369</td>\n",
" <td>0.454292</td>\n",
" <td>17.100709</td>\n",
" <td>62.402709</td>\n",
" <td>-0.000000</td>\n",
" <td>62.402709</td>\n",
" <td>61.516293</td>\n",
" <td>0.886416</td>\n",
" <td>56.251080</td>\n",
" <td>130.822936</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067338</th>\n",
" <td>0.093333</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>33.0</td>\n",
" <td>...</td>\n",
" <td>0.038462</td>\n",
" <td>0.416185</td>\n",
" <td>9.230769</td>\n",
" <td>61.125804</td>\n",
" <td>0.000000</td>\n",
" <td>61.125804</td>\n",
" <td>59.813753</td>\n",
" <td>1.312051</td>\n",
" <td>55.144429</td>\n",
" <td>69.227467</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067340</th>\n",
" <td>0.000000</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>54.0</td>\n",
" <td>...</td>\n",
" <td>0.714286</td>\n",
" <td>0.058292</td>\n",
" <td>0.457143</td>\n",
" <td>55.004645</td>\n",
" <td>0.000000</td>\n",
" <td>55.004645</td>\n",
" <td>51.652208</td>\n",
" <td>3.352437</td>\n",
" <td>49.839425</td>\n",
" <td>3.098588</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067341</th>\n",
" <td>0.098485</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.734406</td>\n",
" <td>0.245309</td>\n",
" <td>8.096379</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>58.555761</td>\n",
" <td>64.476192</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067342</th>\n",
" <td>0.477941</td>\n",
" <td>2001-12-15</td>\n",
" <td>14.0</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>4.913134</td>\n",
" <td>78.542773</td>\n",
" <td>216.502065</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.644909</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>65.061957</td>\n",
" <td>65.061957</td>\n",
" <td>0.000000</td>\n",
" <td>58.555761</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"18\" valign=\"top\">2001-12-15 15:00:00</th>\n",
" <th>5067320</th>\n",
" <td>0.992908</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>33.0</td>\n",
" <td>...</td>\n",
" <td>0.003534</td>\n",
" <td>0.720468</td>\n",
" <td>60.585159</td>\n",
" <td>10.535675</td>\n",
" <td>-0.000000</td>\n",
" <td>10.535675</td>\n",
" <td>10.309529</td>\n",
" <td>0.226146</td>\n",
" <td>9.504722</td>\n",
" <td>78.314932</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067321</th>\n",
" <td>0.920635</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>33.0</td>\n",
" <td>...</td>\n",
" <td>0.073529</td>\n",
" <td>0.555456</td>\n",
" <td>41.505882</td>\n",
" <td>10.535675</td>\n",
" <td>-0.000000</td>\n",
" <td>10.535675</td>\n",
" <td>10.309529</td>\n",
" <td>0.226146</td>\n",
" <td>9.504722</td>\n",
" <td>53.652254</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067322</th>\n",
" <td>0.544510</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.057343</td>\n",
" <td>0.254261</td>\n",
" <td>43.104083</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>10.092701</td>\n",
" <td>59.164980</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067325</th>\n",
" <td>0.012987</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.069085</td>\n",
" <td>0.211282</td>\n",
" <td>28.378112</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>10.092701</td>\n",
" <td>38.952004</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067326</th>\n",
" <td>0.458333</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>39.0</td>\n",
" <td>...</td>\n",
" <td>0.052632</td>\n",
" <td>0.321320</td>\n",
" <td>7.578947</td>\n",
" <td>10.276946</td>\n",
" <td>-0.000000</td>\n",
" <td>10.276946</td>\n",
" <td>9.964557</td>\n",
" <td>0.312389</td>\n",
" <td>9.280490</td>\n",
" <td>9.565743</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067327</th>\n",
" <td>0.008969</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>36.0</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.528724</td>\n",
" <td>36.800000</td>\n",
" <td>10.410973</td>\n",
" <td>0.000000</td>\n",
" <td>10.410973</td>\n",
" <td>10.143260</td>\n",
" <td>0.267713</td>\n",
" <td>9.396647</td>\n",
" <td>47.028338</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067328</th>\n",
" <td>0.432836</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>58.0</td>\n",
" <td>...</td>\n",
" <td>0.028986</td>\n",
" <td>0.049203</td>\n",
" <td>1.553623</td>\n",
" <td>9.237285</td>\n",
" <td>-0.000000</td>\n",
" <td>9.237285</td>\n",
" <td>8.578343</td>\n",
" <td>0.658942</td>\n",
" <td>8.379451</td>\n",
" <td>1.770517</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067329</th>\n",
" <td>0.010753</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>57.0</td>\n",
" <td>...</td>\n",
" <td>0.468571</td>\n",
" <td>0.080998</td>\n",
" <td>3.401143</td>\n",
" <td>9.299186</td>\n",
" <td>0.000000</td>\n",
" <td>9.299186</td>\n",
" <td>8.660878</td>\n",
" <td>0.638309</td>\n",
" <td>8.433099</td>\n",
" <td>3.900775</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067330</th>\n",
" <td>0.031373</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>23.0</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.511442</td>\n",
" <td>35.200000</td>\n",
" <td>10.879812</td>\n",
" <td>0.000000</td>\n",
" <td>10.879812</td>\n",
" <td>10.768378</td>\n",
" <td>0.111433</td>\n",
" <td>9.802974</td>\n",
" <td>46.928797</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067331</th>\n",
" <td>0.105263</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>25.0</td>\n",
" <td>...</td>\n",
" <td>0.472222</td>\n",
" <td>0.166315</td>\n",
" <td>1.688889</td>\n",
" <td>10.820109</td>\n",
" <td>0.000000</td>\n",
" <td>10.820109</td>\n",
" <td>10.688775</td>\n",
" <td>0.131334</td>\n",
" <td>9.751232</td>\n",
" <td>2.239750</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067332</th>\n",
" <td>0.175000</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>20.0</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.151689</td>\n",
" <td>1.600000</td>\n",
" <td>10.960502</td>\n",
" <td>-0.000000</td>\n",
" <td>10.960502</td>\n",
" <td>10.875965</td>\n",
" <td>0.084537</td>\n",
" <td>9.872905</td>\n",
" <td>2.148344</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067333</th>\n",
" <td>0.335968</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>23.0</td>\n",
" <td>...</td>\n",
" <td>0.045283</td>\n",
" <td>0.620517</td>\n",
" <td>42.771321</td>\n",
" <td>10.879812</td>\n",
" <td>-0.000000</td>\n",
" <td>10.879812</td>\n",
" <td>10.768378</td>\n",
" <td>0.111433</td>\n",
" <td>9.802974</td>\n",
" <td>57.022916</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067334</th>\n",
" <td>0.331250</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.077810</td>\n",
" <td>0.159101</td>\n",
" <td>12.778242</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>10.092701</td>\n",
" <td>17.539509</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067336</th>\n",
" <td>0.102190</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>27.0</td>\n",
" <td>...</td>\n",
" <td>0.028369</td>\n",
" <td>0.454292</td>\n",
" <td>17.100709</td>\n",
" <td>10.755763</td>\n",
" <td>-0.000000</td>\n",
" <td>10.755763</td>\n",
" <td>10.602980</td>\n",
" <td>0.152783</td>\n",
" <td>9.695465</td>\n",
" <td>22.548708</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067338</th>\n",
" <td>0.000000</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>33.0</td>\n",
" <td>...</td>\n",
" <td>0.038462</td>\n",
" <td>0.416185</td>\n",
" <td>9.230769</td>\n",
" <td>10.535675</td>\n",
" <td>0.000000</td>\n",
" <td>10.535675</td>\n",
" <td>10.309529</td>\n",
" <td>0.226146</td>\n",
" <td>9.504722</td>\n",
" <td>11.932082</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067340</th>\n",
" <td>0.000000</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>54.0</td>\n",
" <td>...</td>\n",
" <td>0.714286</td>\n",
" <td>0.058292</td>\n",
" <td>0.457143</td>\n",
" <td>9.480629</td>\n",
" <td>0.000000</td>\n",
" <td>9.480629</td>\n",
" <td>8.902801</td>\n",
" <td>0.577828</td>\n",
" <td>8.590349</td>\n",
" <td>0.534074</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067341</th>\n",
" <td>0.053030</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.734406</td>\n",
" <td>0.245309</td>\n",
" <td>8.096379</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>10.092701</td>\n",
" <td>11.113149</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5067342</th>\n",
" <td>0.000000</td>\n",
" <td>2001-12-15</td>\n",
" <td>15.0</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.016198</td>\n",
" <td>85.382072</td>\n",
" <td>228.517484</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.644909</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>11.214112</td>\n",
" <td>11.214112</td>\n",
" <td>0.000000</td>\n",
" <td>10.092701</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2628 rows × 22 columns</p>\n",
"</div>"
],
"text/plain": [
" partly_shading_factor date hour \\\n",
"timestamp DF_UID \n",
"2001-01-15 08:00:00 5067320 0.060284 2001-01-15 8.0 \n",
" 5067321 0.857143 2001-01-15 8.0 \n",
" 5067322 0.637982 2001-01-15 8.0 \n",
" 5067325 0.586271 2001-01-15 8.0 \n",
" 5067326 0.236111 2001-01-15 8.0 \n",
" 5067327 0.529148 2001-01-15 8.0 \n",
" 5067328 0.059701 2001-01-15 8.0 \n",
" 5067329 0.419355 2001-01-15 8.0 \n",
" 5067330 0.000000 2001-01-15 8.0 \n",
" 5067331 0.052632 2001-01-15 8.0 \n",
" 5067332 0.000000 2001-01-15 8.0 \n",
" 5067333 0.000000 2001-01-15 8.0 \n",
" 5067334 0.218750 2001-01-15 8.0 \n",
" 5067336 0.394161 2001-01-15 8.0 \n",
" 5067338 0.106667 2001-01-15 8.0 \n",
" 5067340 0.000000 2001-01-15 8.0 \n",
" 5067341 0.204545 2001-01-15 8.0 \n",
" 5067342 0.000000 2001-01-15 8.0 \n",
"2001-01-15 09:00:00 5067320 0.411348 2001-01-15 9.0 \n",
" 5067321 0.996032 2001-01-15 9.0 \n",
" 5067322 0.744807 2001-01-15 9.0 \n",
" 5067325 0.968460 2001-01-15 9.0 \n",
" 5067326 0.972222 2001-01-15 9.0 \n",
" 5067327 0.995516 2001-01-15 9.0 \n",
" 5067328 0.850746 2001-01-15 9.0 \n",
" 5067329 0.946237 2001-01-15 9.0 \n",
" 5067330 0.007843 2001-01-15 9.0 \n",
" 5067331 0.052632 2001-01-15 9.0 \n",
" 5067332 0.025000 2001-01-15 9.0 \n",
" 5067333 0.173913 2001-01-15 9.0 \n",
"... ... ... ... \n",
"2001-12-15 14:00:00 5067328 0.746269 2001-12-15 14.0 \n",
" 5067329 0.032258 2001-12-15 14.0 \n",
" 5067330 0.062745 2001-12-15 14.0 \n",
" 5067331 0.184211 2001-12-15 14.0 \n",
" 5067332 1.000000 2001-12-15 14.0 \n",
" 5067333 0.988142 2001-12-15 14.0 \n",
" 5067334 0.618750 2001-12-15 14.0 \n",
" 5067336 0.175182 2001-12-15 14.0 \n",
" 5067338 0.093333 2001-12-15 14.0 \n",
" 5067340 0.000000 2001-12-15 14.0 \n",
" 5067341 0.098485 2001-12-15 14.0 \n",
" 5067342 0.477941 2001-12-15 14.0 \n",
"2001-12-15 15:00:00 5067320 0.992908 2001-12-15 15.0 \n",
" 5067321 0.920635 2001-12-15 15.0 \n",
" 5067322 0.544510 2001-12-15 15.0 \n",
" 5067325 0.012987 2001-12-15 15.0 \n",
" 5067326 0.458333 2001-12-15 15.0 \n",
" 5067327 0.008969 2001-12-15 15.0 \n",
" 5067328 0.432836 2001-12-15 15.0 \n",
" 5067329 0.010753 2001-12-15 15.0 \n",
" 5067330 0.031373 2001-12-15 15.0 \n",
" 5067331 0.105263 2001-12-15 15.0 \n",
" 5067332 0.175000 2001-12-15 15.0 \n",
" 5067333 0.335968 2001-12-15 15.0 \n",
" 5067334 0.331250 2001-12-15 15.0 \n",
" 5067336 0.102190 2001-12-15 15.0 \n",
" 5067338 0.000000 2001-12-15 15.0 \n",
" 5067340 0.000000 2001-12-15 15.0 \n",
" 5067341 0.053030 2001-12-15 15.0 \n",
" 5067342 0.000000 2001-12-15 15.0 \n",
"\n",
" SIS DNI DHI airmass \\\n",
"timestamp DF_UID \n",
"2001-01-15 08:00:00 5067320 80.425715 418.433384 32.748617 8.204065 \n",
" 5067321 80.425715 418.433384 32.748617 8.204065 \n",
" 5067322 80.425715 418.433384 32.748617 8.204065 \n",
" 5067325 80.425715 418.433384 32.748617 8.204065 \n",
" 5067326 80.425715 418.433384 32.748617 8.204065 \n",
" 5067327 80.425715 418.433384 32.748617 8.204065 \n",
" 5067328 80.425715 418.433384 32.748617 8.204065 \n",
" 5067329 80.425715 418.433384 32.748617 8.204065 \n",
" 5067330 80.425715 418.433384 32.748617 8.204065 \n",
" 5067331 80.425715 418.433384 32.748617 8.204065 \n",
" 5067332 80.425715 418.433384 32.748617 8.204065 \n",
" 5067333 80.425715 418.433384 32.748617 8.204065 \n",
" 5067334 80.425715 418.433384 32.748617 8.204065 \n",
" 5067336 80.425715 418.433384 32.748617 8.204065 \n",
" 5067338 80.425715 418.433384 32.748617 8.204065 \n",
" 5067340 80.425715 418.433384 32.748617 8.204065 \n",
" 5067341 80.425715 418.433384 32.748617 8.204065 \n",
" 5067342 80.425715 418.433384 32.748617 8.204065 \n",
"2001-01-15 09:00:00 5067320 137.781087 212.894146 87.951321 4.197494 \n",
" 5067321 137.781087 212.894146 87.951321 4.197494 \n",
" 5067322 137.781087 212.894146 87.951321 4.197494 \n",
" 5067325 137.781087 212.894146 87.951321 4.197494 \n",
" 5067326 137.781087 212.894146 87.951321 4.197494 \n",
" 5067327 137.781087 212.894146 87.951321 4.197494 \n",
" 5067328 137.781087 212.894146 87.951321 4.197494 \n",
" 5067329 137.781087 212.894146 87.951321 4.197494 \n",
" 5067330 137.781087 212.894146 87.951321 4.197494 \n",
" 5067331 137.781087 212.894146 87.951321 4.197494 \n",
" 5067332 137.781087 212.894146 87.951321 4.197494 \n",
" 5067333 137.781087 212.894146 87.951321 4.197494 \n",
"... ... ... ... ... \n",
"2001-12-15 14:00:00 5067328 65.061957 0.000000 65.061957 4.913134 \n",
" 5067329 65.061957 0.000000 65.061957 4.913134 \n",
" 5067330 65.061957 0.000000 65.061957 4.913134 \n",
" 5067331 65.061957 0.000000 65.061957 4.913134 \n",
" 5067332 65.061957 0.000000 65.061957 4.913134 \n",
" 5067333 65.061957 0.000000 65.061957 4.913134 \n",
" 5067334 65.061957 0.000000 65.061957 4.913134 \n",
" 5067336 65.061957 0.000000 65.061957 4.913134 \n",
" 5067338 65.061957 0.000000 65.061957 4.913134 \n",
" 5067340 65.061957 0.000000 65.061957 4.913134 \n",
" 5067341 65.061957 0.000000 65.061957 4.913134 \n",
" 5067342 65.061957 0.000000 65.061957 4.913134 \n",
"2001-12-15 15:00:00 5067320 11.214112 0.000000 11.214112 11.016198 \n",
" 5067321 11.214112 0.000000 11.214112 11.016198 \n",
" 5067322 11.214112 0.000000 11.214112 11.016198 \n",
" 5067325 11.214112 0.000000 11.214112 11.016198 \n",
" 5067326 11.214112 0.000000 11.214112 11.016198 \n",
" 5067327 11.214112 0.000000 11.214112 11.016198 \n",
" 5067328 11.214112 0.000000 11.214112 11.016198 \n",
" 5067329 11.214112 0.000000 11.214112 11.016198 \n",
" 5067330 11.214112 0.000000 11.214112 11.016198 \n",
" 5067331 11.214112 0.000000 11.214112 11.016198 \n",
" 5067332 11.214112 0.000000 11.214112 11.016198 \n",
" 5067333 11.214112 0.000000 11.214112 11.016198 \n",
" 5067334 11.214112 0.000000 11.214112 11.016198 \n",
" 5067336 11.214112 0.000000 11.214112 11.016198 \n",
" 5067338 11.214112 0.000000 11.214112 11.016198 \n",
" 5067340 11.214112 0.000000 11.214112 11.016198 \n",
" 5067341 11.214112 0.000000 11.214112 11.016198 \n",
" 5067342 11.214112 0.000000 11.214112 11.016198 \n",
"\n",
" zenith azimuth NEIGUNG ... \\\n",
"timestamp DF_UID ... \n",
"2001-01-15 08:00:00 5067320 83.457400 130.458671 33.0 ... \n",
" 5067321 83.457400 130.458671 33.0 ... \n",
" 5067322 83.457400 130.458671 0.0 ... \n",
" 5067325 83.457400 130.458671 0.0 ... \n",
" 5067326 83.457400 130.458671 39.0 ... \n",
" 5067327 83.457400 130.458671 36.0 ... \n",
" 5067328 83.457400 130.458671 58.0 ... \n",
" 5067329 83.457400 130.458671 57.0 ... \n",
" 5067330 83.457400 130.458671 23.0 ... \n",
" 5067331 83.457400 130.458671 25.0 ... \n",
" 5067332 83.457400 130.458671 20.0 ... \n",
" 5067333 83.457400 130.458671 23.0 ... \n",
" 5067334 83.457400 130.458671 0.0 ... \n",
" 5067336 83.457400 130.458671 27.0 ... \n",
" 5067338 83.457400 130.458671 33.0 ... \n",
" 5067340 83.457400 130.458671 54.0 ... \n",
" 5067341 83.457400 130.458671 0.0 ... \n",
" 5067342 83.457400 130.458671 0.0 ... \n",
"2001-01-15 09:00:00 5067320 76.463846 142.727966 33.0 ... \n",
" 5067321 76.463846 142.727966 33.0 ... \n",
" 5067322 76.463846 142.727966 0.0 ... \n",
" 5067325 76.463846 142.727966 0.0 ... \n",
" 5067326 76.463846 142.727966 39.0 ... \n",
" 5067327 76.463846 142.727966 36.0 ... \n",
" 5067328 76.463846 142.727966 58.0 ... \n",
" 5067329 76.463846 142.727966 57.0 ... \n",
" 5067330 76.463846 142.727966 23.0 ... \n",
" 5067331 76.463846 142.727966 25.0 ... \n",
" 5067332 76.463846 142.727966 20.0 ... \n",
" 5067333 76.463846 142.727966 23.0 ... \n",
"... ... ... ... ... \n",
"2001-12-15 14:00:00 5067328 78.542773 216.502065 58.0 ... \n",
" 5067329 78.542773 216.502065 57.0 ... \n",
" 5067330 78.542773 216.502065 23.0 ... \n",
" 5067331 78.542773 216.502065 25.0 ... \n",
" 5067332 78.542773 216.502065 20.0 ... \n",
" 5067333 78.542773 216.502065 23.0 ... \n",
" 5067334 78.542773 216.502065 0.0 ... \n",
" 5067336 78.542773 216.502065 27.0 ... \n",
" 5067338 78.542773 216.502065 33.0 ... \n",
" 5067340 78.542773 216.502065 54.0 ... \n",
" 5067341 78.542773 216.502065 0.0 ... \n",
" 5067342 78.542773 216.502065 0.0 ... \n",
"2001-12-15 15:00:00 5067320 85.382072 228.517484 33.0 ... \n",
" 5067321 85.382072 228.517484 33.0 ... \n",
" 5067322 85.382072 228.517484 0.0 ... \n",
" 5067325 85.382072 228.517484 0.0 ... \n",
" 5067326 85.382072 228.517484 39.0 ... \n",
" 5067327 85.382072 228.517484 36.0 ... \n",
" 5067328 85.382072 228.517484 58.0 ... \n",
" 5067329 85.382072 228.517484 57.0 ... \n",
" 5067330 85.382072 228.517484 23.0 ... \n",
" 5067331 85.382072 228.517484 25.0 ... \n",
" 5067332 85.382072 228.517484 20.0 ... \n",
" 5067333 85.382072 228.517484 23.0 ... \n",
" 5067334 85.382072 228.517484 0.0 ... \n",
" 5067336 85.382072 228.517484 27.0 ... \n",
" 5067338 85.382072 228.517484 33.0 ... \n",
" 5067340 85.382072 228.517484 54.0 ... \n",
" 5067341 85.382072 228.517484 0.0 ... \n",
" 5067342 85.382072 228.517484 0.0 ... \n",
"\n",
" shaded_area_ratio_tgt panelled_area_ratio_tgt \\\n",
"timestamp DF_UID \n",
"2001-01-15 08:00:00 5067320 0.003534 0.720468 \n",
" 5067321 0.073529 0.555456 \n",
" 5067322 0.057343 0.254261 \n",
" 5067325 0.069085 0.211282 \n",
" 5067326 0.052632 0.321320 \n",
" 5067327 0.000000 0.528724 \n",
" 5067328 0.028986 0.049203 \n",
" 5067329 0.468571 0.080998 \n",
" 5067330 0.000000 0.511442 \n",
" 5067331 0.472222 0.166315 \n",
" 5067332 0.000000 0.151689 \n",
" 5067333 0.045283 0.620517 \n",
" 5067334 0.077810 0.159101 \n",
" 5067336 0.028369 0.454292 \n",
" 5067338 0.038462 0.416185 \n",
" 5067340 0.714286 0.058292 \n",
" 5067341 0.734406 0.245309 \n",
" 5067342 0.644909 0.000000 \n",
"2001-01-15 09:00:00 5067320 0.003534 0.720468 \n",
" 5067321 0.073529 0.555456 \n",
" 5067322 0.057343 0.254261 \n",
" 5067325 0.069085 0.211282 \n",
" 5067326 0.052632 0.321320 \n",
" 5067327 0.000000 0.528724 \n",
" 5067328 0.028986 0.049203 \n",
" 5067329 0.468571 0.080998 \n",
" 5067330 0.000000 0.511442 \n",
" 5067331 0.472222 0.166315 \n",
" 5067332 0.000000 0.151689 \n",
" 5067333 0.045283 0.620517 \n",
"... ... ... \n",
"2001-12-15 14:00:00 5067328 0.028986 0.049203 \n",
" 5067329 0.468571 0.080998 \n",
" 5067330 0.000000 0.511442 \n",
" 5067331 0.472222 0.166315 \n",
" 5067332 0.000000 0.151689 \n",
" 5067333 0.045283 0.620517 \n",
" 5067334 0.077810 0.159101 \n",
" 5067336 0.028369 0.454292 \n",
" 5067338 0.038462 0.416185 \n",
" 5067340 0.714286 0.058292 \n",
" 5067341 0.734406 0.245309 \n",
" 5067342 0.644909 0.000000 \n",
"2001-12-15 15:00:00 5067320 0.003534 0.720468 \n",
" 5067321 0.073529 0.555456 \n",
" 5067322 0.057343 0.254261 \n",
" 5067325 0.069085 0.211282 \n",
" 5067326 0.052632 0.321320 \n",
" 5067327 0.000000 0.528724 \n",
" 5067328 0.028986 0.049203 \n",
" 5067329 0.468571 0.080998 \n",
" 5067330 0.000000 0.511442 \n",
" 5067331 0.472222 0.166315 \n",
" 5067332 0.000000 0.151689 \n",
" 5067333 0.045283 0.620517 \n",
" 5067334 0.077810 0.159101 \n",
" 5067336 0.028369 0.454292 \n",
" 5067338 0.038462 0.416185 \n",
" 5067340 0.714286 0.058292 \n",
" 5067341 0.734406 0.245309 \n",
" 5067342 0.644909 0.000000 \n",
"\n",
" available_area poa_global poa_direct \\\n",
"timestamp DF_UID \n",
"2001-01-15 08:00:00 5067320 60.585159 165.158632 130.416289 \n",
" 5067321 41.505882 36.329960 0.000000 \n",
" 5067322 43.104083 80.773503 47.677099 \n",
" 5067325 28.378112 80.773503 47.677099 \n",
" 5067326 7.578947 38.007099 0.000000 \n",
" 5067327 36.800000 32.764538 0.000000 \n",
" 5067328 1.553623 43.535067 0.000000 \n",
" 5067329 3.401143 33.816309 0.000000 \n",
" 5067330 35.200000 195.882099 159.658242 \n",
" 5067331 1.688889 32.527298 0.000000 \n",
" 5067332 1.600000 221.708573 184.148523 \n",
" 5067333 42.771321 142.966784 108.763312 \n",
" 5067334 12.778242 80.773503 47.677099 \n",
" 5067336 17.100709 34.929029 0.000000 \n",
" 5067338 9.230769 233.513131 195.717899 \n",
" 5067340 0.457143 304.846839 263.577160 \n",
" 5067341 8.096379 80.773503 47.677099 \n",
" 5067342 0.000000 80.773503 47.677099 \n",
"2001-01-15 09:00:00 5067320 60.585159 152.569463 63.825737 \n",
" 5067321 41.505882 89.388431 0.000000 \n",
" 5067322 43.104083 140.404660 49.829767 \n",
" 5067325 28.378112 140.404660 49.829767 \n",
" 5067326 7.578947 91.315717 0.000000 \n",
" 5067327 36.800000 101.031209 16.532542 \n",
" 5067328 1.553623 98.243988 0.000000 \n",
" 5067329 3.401143 80.181620 0.000000 \n",
" 5067330 35.200000 213.776012 114.249087 \n",
" 5067331 1.688889 114.809137 28.062838 \n",
" 5067332 1.600000 211.044177 111.631884 \n",
" 5067333 42.771321 151.775588 61.676722 \n",
"... ... ... ... \n",
"2001-12-15 14:00:00 5067328 1.553623 53.592817 -0.000000 \n",
" 5067329 3.401143 53.951954 0.000000 \n",
" 5067330 35.200000 63.122416 0.000000 \n",
" 5067331 1.688889 62.776033 0.000000 \n",
" 5067332 1.600000 63.590564 0.000000 \n",
" 5067333 42.771321 63.122416 -0.000000 \n",
" 5067334 12.778242 65.061957 0.000000 \n",
" 5067336 17.100709 62.402709 -0.000000 \n",
" 5067338 9.230769 61.125804 0.000000 \n",
" 5067340 0.457143 55.004645 0.000000 \n",
" 5067341 8.096379 65.061957 0.000000 \n",
" 5067342 0.000000 65.061957 0.000000 \n",
"2001-12-15 15:00:00 5067320 60.585159 10.535675 -0.000000 \n",
" 5067321 41.505882 10.535675 -0.000000 \n",
" 5067322 43.104083 11.214112 0.000000 \n",
" 5067325 28.378112 11.214112 0.000000 \n",
" 5067326 7.578947 10.276946 -0.000000 \n",
" 5067327 36.800000 10.410973 0.000000 \n",
" 5067328 1.553623 9.237285 -0.000000 \n",
" 5067329 3.401143 9.299186 0.000000 \n",
" 5067330 35.200000 10.879812 0.000000 \n",
" 5067331 1.688889 10.820109 0.000000 \n",
" 5067332 1.600000 10.960502 -0.000000 \n",
" 5067333 42.771321 10.879812 -0.000000 \n",
" 5067334 12.778242 11.214112 0.000000 \n",
" 5067336 17.100709 10.755763 -0.000000 \n",
" 5067338 9.230769 10.535675 0.000000 \n",
" 5067340 0.457143 9.480629 0.000000 \n",
" 5067341 8.096379 11.214112 0.000000 \n",
" 5067342 0.000000 11.214112 0.000000 \n",
"\n",
" poa_diffuse poa_sky_diffuse poa_ground_diffuse \\\n",
"timestamp DF_UID \n",
"2001-01-15 08:00:00 5067320 34.742343 33.120463 1.621879 \n",
" 5067321 36.329960 34.708081 1.621879 \n",
" 5067322 33.096405 33.096405 0.000000 \n",
" 5067325 33.096405 33.096405 0.000000 \n",
" 5067326 38.007099 35.766700 2.240399 \n",
" 5067327 32.764538 30.844545 1.919993 \n",
" 5067328 43.535067 38.809245 4.725822 \n",
" 5067329 33.816309 29.238468 4.577841 \n",
" 5067330 36.223857 35.424675 0.799182 \n",
" 5067331 32.527298 31.585390 0.941908 \n",
" 5067332 37.560050 36.953767 0.606283 \n",
" 5067333 34.203472 33.404290 0.799182 \n",
" 5067334 33.096405 33.096405 0.000000 \n",
" 5067336 34.929029 33.833294 1.095735 \n",
" 5067338 37.795232 36.173353 1.621879 \n",
" 5067340 41.269679 37.125596 4.144083 \n",
" 5067341 33.096405 33.096405 0.000000 \n",
" 5067342 33.096405 33.096405 0.000000 \n",
"2001-01-15 09:00:00 5067320 88.743726 85.965208 2.778518 \n",
" 5067321 89.388431 86.609913 2.778518 \n",
" 5067322 90.574893 90.574893 0.000000 \n",
" 5067325 90.574893 90.574893 0.000000 \n",
" 5067326 91.315717 87.477583 3.838134 \n",
" 5067327 84.498667 81.209436 3.289231 \n",
" 5067328 98.243988 90.147959 8.096029 \n",
" 5067329 80.181620 72.339104 7.842516 \n",
" 5067330 99.526924 98.157808 1.369116 \n",
" 5067331 86.746299 85.132672 1.613627 \n",
" 5067332 99.412293 98.373641 1.038652 \n",
" 5067333 90.098866 88.729750 1.369116 \n",
"... ... ... ... \n",
"2001-12-15 14:00:00 5067328 53.592817 49.769771 3.823047 \n",
" 5067329 53.951954 50.248619 3.703334 \n",
" 5067330 63.122416 62.475902 0.646514 \n",
" 5067331 62.776033 62.014058 0.761975 \n",
" 5067332 63.590564 63.100099 0.490465 \n",
" 5067333 63.122416 62.475902 0.646514 \n",
" 5067334 65.061957 65.061957 0.000000 \n",
" 5067336 62.402709 61.516293 0.886416 \n",
" 5067338 61.125804 59.813753 1.312051 \n",
" 5067340 55.004645 51.652208 3.352437 \n",
" 5067341 65.061957 65.061957 0.000000 \n",
" 5067342 65.061957 65.061957 0.000000 \n",
"2001-12-15 15:00:00 5067320 10.535675 10.309529 0.226146 \n",
" 5067321 10.535675 10.309529 0.226146 \n",
" 5067322 11.214112 11.214112 0.000000 \n",
" 5067325 11.214112 11.214112 0.000000 \n",
" 5067326 10.276946 9.964557 0.312389 \n",
" 5067327 10.410973 10.143260 0.267713 \n",
" 5067328 9.237285 8.578343 0.658942 \n",
" 5067329 9.299186 8.660878 0.638309 \n",
" 5067330 10.879812 10.768378 0.111433 \n",
" 5067331 10.820109 10.688775 0.131334 \n",
" 5067332 10.960502 10.875965 0.084537 \n",
" 5067333 10.879812 10.768378 0.111433 \n",
" 5067334 11.214112 11.214112 0.000000 \n",
" 5067336 10.755763 10.602980 0.152783 \n",
" 5067338 10.535675 10.309529 0.226146 \n",
" 5067340 9.480629 8.902801 0.577828 \n",
" 5067341 11.214112 11.214112 0.000000 \n",
" 5067342 11.214112 11.214112 0.000000 \n",
"\n",
" total_irradiance pv_production \n",
"timestamp DF_UID \n",
"2001-01-15 08:00:00 5067320 39.292271 323.751875 \n",
" 5067321 32.859152 185.483341 \n",
" 5067322 60.203904 352.924635 \n",
" 5067325 57.738458 222.837147 \n",
" 5067326 34.430429 35.488712 \n",
" 5067327 29.680084 148.542882 \n",
" 5067328 39.654143 8.378633 \n",
" 5067329 30.892462 14.289476 \n",
" 5067330 32.681389 156.452347 \n",
" 5067331 29.368759 6.745678 \n",
" 5067332 33.864673 7.368953 \n",
" 5067333 30.863043 179.527224 \n",
" 5067334 40.216130 69.889237 \n",
" 5067336 31.545700 73.365722 \n",
" 5067338 55.054473 69.114538 \n",
" 5067340 37.557119 2.334980 \n",
" 5067341 39.538898 43.536580 \n",
" 5067342 29.786764 0.000000 \n",
"2001-01-15 09:00:00 5067320 106.401764 876.706016 \n",
" 5067321 80.727439 455.690250 \n",
" 5067322 118.630969 695.433159 \n",
" 5067325 129.775545 500.858751 \n",
" 5067326 82.567959 85.105837 \n",
" 5067327 92.836128 464.626256 \n",
" 5067328 89.229193 18.853482 \n",
" 5067329 72.947710 33.742359 \n",
" 5067330 90.607215 433.754859 \n",
" 5067331 79.710023 18.308507 \n",
" 5067332 92.365726 20.098782 \n",
" 5067333 91.952277 534.877168 \n",
"... ... ... \n",
"2001-12-15 14:00:00 5067328 48.615840 10.272175 \n",
" 5067329 48.927092 22.631492 \n",
" 5067330 56.874826 272.271166 \n",
" 5067331 56.574627 12.994563 \n",
" 5067332 57.280554 12.464248 \n",
" 5067333 56.874826 330.835153 \n",
" 5067334 58.555761 101.760600 \n",
" 5067336 56.251080 130.822936 \n",
" 5067338 55.144429 69.227467 \n",
" 5067340 49.839425 3.098588 \n",
" 5067341 58.555761 64.476192 \n",
" 5067342 58.555761 0.000000 \n",
"2001-12-15 15:00:00 5067320 9.504722 78.314932 \n",
" 5067321 9.504722 53.652254 \n",
" 5067322 10.092701 59.164980 \n",
" 5067325 10.092701 38.952004 \n",
" 5067326 9.280490 9.565743 \n",
" 5067327 9.396647 47.028338 \n",
" 5067328 8.379451 1.770517 \n",
" 5067329 8.433099 3.900775 \n",
" 5067330 9.802974 46.928797 \n",
" 5067331 9.751232 2.239750 \n",
" 5067332 9.872905 2.148344 \n",
" 5067333 9.802974 57.022916 \n",
" 5067334 10.092701 17.539509 \n",
" 5067336 9.695465 22.548708 \n",
" 5067338 9.504722 11.932082 \n",
" 5067340 8.590349 0.534074 \n",
" 5067341 10.092701 11.113149 \n",
" 5067342 10.092701 0.000000 \n",
"\n",
"[2628 rows x 22 columns]"
]
},
"execution_count": 138,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"all_data"
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {},
"outputs": [],
"source": [
"# convert to xarray for plotting\n",
"pv_production = all_data.reset_index().set_index(['date', 'hour', 'DF_UID']).loc[:,['total_irradiance', 'pv_production']].to_xarray()\n",
"pv_production = pv_production.fillna(0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot results"
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {},
"outputs": [],
"source": [
"pv_production.pv_production.attrs['long_name'] = 'PV production (kW)'\n",
"pv_production.total_irradiance.attrs['long_name'] = 'Mean irradiance (W)'"
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1.30393803, 2.18265114, 3.57010451, 4.69109863, 4.9334255 ,\n",
" 5.69037857, 5.58659866, 4.88926262, 4.13893556, 2.5291414 ,\n",
" 1.53745882, 1.06245029])"
]
},
"execution_count": 161,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"max_vals"
]
},
{
"cell_type": "code",
"execution_count": 187,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"1400\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Applications/anaconda2/envs/py3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:107: MatplotlibDeprecationWarning: Passing one of 'on', 'true', 'off', 'false' as a boolean is deprecated; use an actual boolean (True/False) instead.\n",
" warnings.warn(message, mplDeprecation, stacklevel=1)\n"
]
}
],
"source": [
"ID = 0\n",
"pv_data = pv_production.isel(DF_UID = ID)/1000\n",
"DF_UID = pv_production.DF_UID.values[ID]\n",
"roof_info = buildings_essential[ buildings_essential.DF_UID == DF_UID ]\n",
"roof_orientation_cat = roof_info.apply(get_orientation_category, axis =1).values[0]\n",
"\n",
"verts = []\n",
"zs = range(1, 13)\n",
"for month in pv_data.date:\n",
" verts.append(list(zip(pv_data.hour.values, pv_data.pv_production.sel(date = month).values)))\n",
" \n",
"max_vals = pv_data.pv_production.max(dim = 'hour').values\n",
"\n",
"matplotlib.rcParams.update({'font.size': 22})\n",
"fig = plt.figure(figsize = (14,10))\n",
"ax = fig.gca(projection='3d')\n",
"\n",
"cmap = plt.cm.Wistia\n",
"norm = matplotlib.colors.Normalize(vmin=0, vmax=10)\n",
"\n",
"poly = PolyCollection(verts, edgecolors = dd('lightgrey'), facecolors = cmap(norm(max_vals)))\n",
"poly.set_alpha(0.7)\n",
"ax.add_collection3d(poly, zs=zs, zdir='y')\n",
"\n",
"ax.set_xlabel('Hour (GMT)', labelpad=30)\n",
"ax.set_xlim3d(4, 19)\n",
"ax.set_ylabel('Month', labelpad=32)\n",
"ax.set_ylim3d(1, 12)\n",
"ax.set_zlabel('PV production (kW)', labelpad=25)\n",
"ax.set_zlim3d(0, 7)\n",
"ax.grid('off')\n",
"ax.set_title(\"Hourly rooftop PV potential\\nUseful area: %.1f$m^2$, tilt: %d°, orientation: %s°\" %(roof_info.available_area, roof_info.NEIGUNG, roof_orientation_cat))\n",
"ax.tick_params(axis='x', pad=6)\n",
"ax.tick_params(axis='y', pad=8)\n",
"ax.tick_params(axis='z', pad=10)\n",
"\n",
"plt.show()\n",
"plt.savefig('pv_hourly.png', dpi = 300)"
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
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"output_type": "display_data"
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x3144aca90>]"
]
},
"execution_count": 127,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.figure()\n",
"plt.plot(range(len(pv_production.timestamp)), pv_production.pv_production.isel(DF_UID = 0).values)"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray 'DF_UID' ()>\n",
"array(5067320)\n",
"Coordinates:\n",
" DF_UID int64 5067320"
]
},
"execution_count": 167,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DF_UID"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
c4science · Help