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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Solis testing\n", | |
"\n", | |
"Will Holmgren, June 2016." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"import matplotlib as mpl\n", | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"import logging\n", | |
"logging.basicConfig(level=logging.WARNING)\n", | |
"\n", | |
"import datetime\n", | |
"import os\n", | |
"import itertools\n", | |
"from collections import OrderedDict\n", | |
"\n", | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"\n", | |
"import seaborn as sns\n", | |
"rc = {\"figure.figsize\": (12, 6), 'lines.markeredgewidth': 0.3}\n", | |
"sns.set(style='whitegrid', font_scale=1.5, rc=rc)\n", | |
"sns.set_color_codes()\n", | |
"\n", | |
"# comment out for Python 2.7\n", | |
"from importlib import reload\n", | |
"\n", | |
"from matplotlib.dates import HourLocator, DateFormatter\n", | |
"import pytz\n", | |
"\n", | |
"import io\n", | |
"import json\n", | |
"import requests" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"import pvlib.clearsky as clearsky" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"clearsky = reload(clearsky)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
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] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"aod700 = 0.1\n", | |
"precipitable_water = 1\n", | |
"apparent_elevation = np.linspace(-10, 90, 101)\n", | |
"pressure = 101325\n", | |
"dni_extra = 1364\n", | |
"\n", | |
"solis = clearsky.simplified_solis(apparent_elevation, aod700, precipitable_water, pressure, dni_extra)\n", | |
"solis" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
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" <th></th>\n", | |
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" <td>77.705661</td>\n", | |
" <td>372.232848</td>\n", | |
" <td>42.219835</td>\n", | |
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" <th>18</th>\n", | |
" <td>93.140891</td>\n", | |
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" <td>45.913986</td>\n", | |
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" <th>19</th>\n", | |
" <td>109.023557</td>\n", | |
" <td>441.759591</td>\n", | |
" <td>49.354714</td>\n", | |
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" <th>20</th>\n", | |
" <td>125.281197</td>\n", | |
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" <td>52.578837</td>\n", | |
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" <th>21</th>\n", | |
" <td>141.855285</td>\n", | |
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" <td>55.614949</td>\n", | |
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" <th>22</th>\n", | |
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" <th>23</th>\n", | |
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" <td>547.159341</td>\n", | |
" <td>61.209731</td>\n", | |
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" <th>24</th>\n", | |
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" <td>568.567470</td>\n", | |
" <td>63.801973</td>\n", | |
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" <th>25</th>\n", | |
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" <td>588.467611</td>\n", | |
" <td>66.275154</td>\n", | |
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" <th>26</th>\n", | |
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" <td>68.639959</td>\n", | |
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" <th>27</th>\n", | |
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" <td>624.390142</td>\n", | |
" <td>70.905509</td>\n", | |
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" <tr>\n", | |
" <th>28</th>\n", | |
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" <td>640.675910</td>\n", | |
" <td>73.079655</td>\n", | |
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" <th>29</th>\n", | |
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" <td>655.989208</td>\n", | |
" <td>75.169215</td>\n", | |
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" <td>122.448346</td>\n", | |
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" <th>72</th>\n", | |
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" <td>932.035103</td>\n", | |
" <td>122.973715</td>\n", | |
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" <th>73</th>\n", | |
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" <td>934.333516</td>\n", | |
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" <td>123.963566</td>\n", | |
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" <td>966.582113</td>\n", | |
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" <th>76</th>\n", | |
" <td>975.587394</td>\n", | |
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" <td>124.873697</td>\n", | |
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" <td>984.253713</td>\n", | |
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" <th>78</th>\n", | |
" <td>992.577503</td>\n", | |
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" <th>79</th>\n", | |
" <td>1000.555349</td>\n", | |
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" <th>81</th>\n", | |
" <td>1015.460297</td>\n", | |
" <td>949.237064</td>\n", | |
" <td>126.810277</td>\n", | |
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" <th>82</th>\n", | |
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" <td>950.691624</td>\n", | |
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" <th>83</th>\n", | |
" <td>1028.944241</td>\n", | |
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" <td>127.452808</td>\n", | |
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" <th>84</th>\n", | |
" <td>1035.146395</td>\n", | |
" <td>953.344803</td>\n", | |
" <td>127.746318</td>\n", | |
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" <tr>\n", | |
" <th>85</th>\n", | |
" <td>1040.985272</td>\n", | |
" <td>954.545816</td>\n", | |
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" <th>88</th>\n", | |
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" <th>89</th>\n", | |
" <td>1060.663046</td>\n", | |
" <td>958.536687</td>\n", | |
" <td>128.940710</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>90</th>\n", | |
" <td>1064.653145</td>\n", | |
" <td>959.335463</td>\n", | |
" <td>129.125602</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>91</th>\n", | |
" <td>1068.268073</td>\n", | |
" <td>960.056142</td>\n", | |
" <td>129.292678</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>92</th>\n", | |
" <td>1071.506378</td>\n", | |
" <td>960.699339</td>\n", | |
" <td>129.442001</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>93</th>\n", | |
" <td>1074.366764</td>\n", | |
" <td>961.265599</td>\n", | |
" <td>129.573626</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>94</th>\n", | |
" <td>1076.848083</td>\n", | |
" <td>961.755401</td>\n", | |
" <td>129.687604</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>95</th>\n", | |
" <td>1078.949342</td>\n", | |
" <td>962.169158</td>\n", | |
" <td>129.783976</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>96</th>\n", | |
" <td>1080.669702</td>\n", | |
" <td>962.507216</td>\n", | |
" <td>129.862777</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>97</th>\n", | |
" <td>1082.008472</td>\n", | |
" <td>962.769858</td>\n", | |
" <td>129.924037</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>98</th>\n", | |
" <td>1082.965119</td>\n", | |
" <td>962.957303</td>\n", | |
" <td>129.967778</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>99</th>\n", | |
" <td>1083.539261</td>\n", | |
" <td>963.069708</td>\n", | |
" <td>129.994016</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>100</th>\n", | |
" <td>1083.730667</td>\n", | |
" <td>963.107165</td>\n", | |
" <td>130.002761</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>101 rows × 3 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" ghi dni dhi\n", | |
"0 0.000000 0.000000 0.000000\n", | |
"1 0.000000 0.000000 0.000000\n", | |
"2 0.000000 0.000000 0.000000\n", | |
"3 0.000000 0.000000 0.000000\n", | |
"4 0.000000 0.000000 0.000000\n", | |
"5 0.000000 0.000000 0.000000\n", | |
"6 0.000000 0.000000 0.000000\n", | |
"7 0.000000 0.000000 0.000000\n", | |
"8 0.000000 0.000000 0.000000\n", | |
"9 0.000000 0.000000 0.000000\n", | |
"10 0.000000 0.000000 0.000000\n", | |
"11 3.677270 34.014934 9.605729\n", | |
"12 12.092118 104.936404 17.271649\n", | |
"13 22.875897 172.888696 23.581500\n", | |
"14 35.180738 232.824442 29.026724\n", | |
"15 48.578153 285.244081 33.857949\n", | |
"16 62.810427 331.345960 38.223489\n", | |
"17 77.705661 372.232848 42.219835\n", | |
"18 93.140891 408.800995 45.913986\n", | |
"19 109.023557 441.759591 49.354714\n", | |
"20 125.281197 471.669398 52.578837\n", | |
"21 141.855285 498.977249 55.614949\n", | |
"22 158.697328 524.042933 58.485776\n", | |
"23 175.766278 547.159341 61.209731\n", | |
"24 193.026757 568.567470 63.801973\n", | |
"25 210.447793 588.467611 66.275154\n", | |
"26 228.001911 607.027783 68.639959\n", | |
"27 245.664450 624.390142 70.905509\n", | |
"28 263.413045 640.675910 73.079655\n", | |
"29 281.227235 655.989208 75.169215\n", | |
".. ... ... ...\n", | |
"71 927.247920 929.632783 122.448346\n", | |
"72 937.570397 932.035103 122.973715\n", | |
"73 947.569673 934.333516 123.478712\n", | |
"74 957.241584 936.530392 123.963566\n", | |
"75 966.582113 938.627965 124.428492\n", | |
"76 975.587394 940.628334 124.873697\n", | |
"77 984.253713 942.533470 125.299373\n", | |
"78 992.577503 944.345227 125.705703\n", | |
"79 1000.555349 946.065342 126.092857\n", | |
"80 1008.183985 947.695446 126.460998\n", | |
"81 1015.460297 949.237064 126.810277\n", | |
"82 1022.381321 950.691624 127.140836\n", | |
"83 1028.944241 952.060457 127.452808\n", | |
"84 1035.146395 953.344803 127.746318\n", | |
"85 1040.985272 954.545816 128.021482\n", | |
"86 1046.458509 955.664563 128.278407\n", | |
"87 1051.563897 956.702031 128.517193\n", | |
"88 1056.299379 957.659129 128.737933\n", | |
"89 1060.663046 958.536687 128.940710\n", | |
"90 1064.653145 959.335463 129.125602\n", | |
"91 1068.268073 960.056142 129.292678\n", | |
"92 1071.506378 960.699339 129.442001\n", | |
"93 1074.366764 961.265599 129.573626\n", | |
"94 1076.848083 961.755401 129.687604\n", | |
"95 1078.949342 962.169158 129.783976\n", | |
"96 1080.669702 962.507216 129.862777\n", | |
"97 1082.008472 962.769858 129.924037\n", | |
"98 1082.965119 962.957303 129.967778\n", | |
"99 1083.539261 963.069708 129.994016\n", | |
"100 1083.730667 963.107165 130.002761\n", | |
"\n", | |
"[101 rows x 3 columns]" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"aod700 = 0.1\n", | |
"precipitable_water = 1\n", | |
"apparent_elevation = pd.Series(np.linspace(-10, 90, 101))\n", | |
"pressure = 101325\n", | |
"dni_extra = 1364\n", | |
"\n", | |
"solis = clearsky.simplified_solis(apparent_elevation, aod700, precipitable_water, pressure, dni_extra)\n", | |
"solis" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": { | |
"collapsed": false, | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x10fb81668>" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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SUu6//37MZjPz5s0DYNmyZTzzzDM89thjpKam8uSTT/KLX/yC999//7g12UVERETOtuZW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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10fb81be0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax = solis.plot()\n", | |
"ax.set_xlabel('apparent elevation (deg)')\n", | |
"ax.set_ylabel('irradiance (W/m**2)')\n", | |
"ax.legend(loc=2)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"OrderedDict([('ghi', 722.11943802061967),\n", | |
" ('dni', 874.42266291798796),\n", | |
" ('dhi', 111.0233314650898)])" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"aod700 = 0.1\n", | |
"precipitable_water = 1\n", | |
"apparent_elevation = 45\n", | |
"pressure = 101325\n", | |
"dni_extra = 1364\n", | |
"\n", | |
"clearsky.simplified_solis(apparent_elevation, aod700, precipitable_water, pressure, dni_extra)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"import datetime\n", | |
"import pvlib\n", | |
"from pvlib import clearsky\n", | |
"from pvlib import atmosphere" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Tucson: latitude=32.2, longitude=-111, tz=US/Arizona, altitude=700\n" | |
] | |
} | |
], | |
"source": [ | |
"from pvlib.location import Location\n", | |
"\n", | |
"tus = Location(32.2, -111, 'US/Arizona', 700, 'Tucson')\n", | |
"print(tus)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"times = pd.date_range(start=datetime.datetime(2014,1,1), end=datetime.datetime(2014,1,2), freq='1Min').tz_localize(tus.tz)\n", | |
"solpos = pvlib.solarposition.get_solarposition(times, tus.latitude, tus.longitude)\n", | |
"ephem_data = solpos" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"aod700 = 0.1\n", | |
"precipitable_water = 1\n", | |
"apparent_elevation = solpos['apparent_elevation']\n", | |
"pressure = pvlib.atmosphere.alt2pres(tus.altitude)\n", | |
"dni_extra = pvlib.irradiance.extraradiation(apparent_elevation.index.dayofyear)\n", | |
"\n", | |
"solis = clearsky.simplified_solis(apparent_elevation, aod700, precipitable_water, pressure, dni_extra)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
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"2014-01-01 00:29:00-07:00 0.0 0.0 0.0\n", | |
"... ... ... ...\n", | |
"2014-01-01 23:31:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:32:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:33:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:34:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:35:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:36:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:37:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:38:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:39:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:40:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:41:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:42:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:43:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:44:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:45:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:46:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:47:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:48:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:49:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:50:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:51:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:52:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:53:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:54:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:55:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:56:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:57:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:58:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-01 23:59:00-07:00 0.0 0.0 0.0\n", | |
"2014-01-02 00:00:00-07:00 0.0 0.0 0.0\n", | |
"\n", | |
"[1441 rows x 3 columns]" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"solis" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x10fb6d860>" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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rtVpUKhXNzc1ddg5CCHGl9CUZLP/hGTIrs4nuG8HL0/5PCnILM9RrMAnXPsaUgRMorDvG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Lm5uSgtLUVMTAy3cAj512x5Ojo64v79+7h06RIuX76MK1euoKSkBNHR0XBzc9Nx6xcWExMTrcHZ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\nAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10faba4a8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"solis.plot()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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gp8Pb2Jm7m/+X+Dkr9n3H9d2GMarbUJyka4sQbZIqRfnZL/4hISG89957vPba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\nDMMwjJT9H6QQnzDDH0voAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10fb67ba8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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afUPa8NAdXevc3mg0Mm3aNLRaLUuXLkWn0/HKK6+QmZmJSqUCIC4ujqCgIFavXs3p06d5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\noDfUKB1JiAYnRbkQ4i+VVpfxv6ObsNX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gCChKHYYOpw1VrTVKh0N0RViUE/UDzd1WVLfV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P3Ke/pCP336lF07SbbrzkE7edXU1OD58+cwMTEB0N1Xx8jICGvXrkVJSQnMzMyQlpaG69evc/2e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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10fd70e48>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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WlvLPf/6T1NRUFEUBIDo6Gj8/PzZs2MCZM2d47rnn8PDwYMaMGQCGdnVBinIhhBBCCHHP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\nL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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10fbd2d30>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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Mxo3c8bB1w7PR9Z/Gtu6427hgaWqh9CkYqFQqLEwtcDe1wN3m1r3c2got2cVX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\nPDEwzAAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x104773ef0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"times = pd.date_range(start=datetime.datetime(2014,9,1), end=datetime.datetime(2014,9,2), freq='1Min').tz_localize(tus.tz)\n", | |
"solpos = pvlib.solarposition.get_solarposition(times, tus.latitude, tus.longitude)\n", | |
"ephem_data = solpos\n", | |
"\n", | |
"apparent_elevation = solpos['apparent_elevation']\n", | |
"pressure = pvlib.atmosphere.alt2pres(tus.altitude)\n", | |
"dni_extra = pvlib.irradiance.extraradiation(apparent_elevation.index.dayofyear)\n", | |
"\n", | |
"aod700 = [0.01, 0.1]\n", | |
"precipitable_water = [0.5, 5]\n", | |
"\n", | |
"for aod, pw in itertools.product(aod700, precipitable_water):\n", | |
" solis = clearsky.simplified_solis(apparent_elevation, aod, pw, pressure, dni_extra)\n", | |
" fig, ax = plt.subplots()\n", | |
" solis.plot(ax=ax, title='aod700={}, pw={}'.format(aod, pw))\n", | |
" ax.set_ylim(0, 1100)\n", | |
" fig.savefig('/Users/holmgren/Documents/Renewables/pvlib/solis/aod{}_pw{}.png'.format(aod, pw))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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/64t/aGgo7777Lq+++ioff/wxXbp04f3336dLly7mNu+99x5PP/0006ZNw97e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\ns2MqoHdHAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10fc5b978>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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5V1SJuc6MCUM6c/ugTrg7Wasdz8jRzoJJQ7swfnAn9h/L4dudp9h7JJv9R7OJ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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10fc5b208>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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5HE0J50hSOPE5ScDN+cy+Tj4EunQlqFVX7Myq92TNHw/F89WOaFqYGbJwRg98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ZqcnBwyMjIoLi4G5Pn5IL/OMjk5GWNjY8zMzABwcnLCz8+PsrIyVq5cCdS+spZZPp6kpCTMzMwI\nDAzE1taWwMBA3N3d0Wg0XL16VVlP3Gtd2KlTJ4KDgykvL2fmzJns37+fzMxMjh49Sr9+/TAxMUFP\nr0kmaG5yarUaQ0NDunbt2mB0hJqamgbNgbRarczzMSUlJaHVapk2bRq2trbMmDGDkpISrKyslHXE\nvdFXQOZZX2VlJSUlJQ2un9HR0Vy8eJF33nmHuLg4UlJS0NPTU2Y+BeS18wFaWr3zsZuvrF27liVL\nlpCYmMipU6cYOHAgZ8+e5datW/Tt21cJqF27dmi1WsLCwhg3bhxmZmZKb1iVSoW+vj5eXl507NgR\nlUqFtbU1X375Jc7Ozs/sIF9E9fM8c+YMHh4e3L59W5lwIS4ujvnz52NoaMiGDRvIzc3F3d2dNm3a\nUFNTo3RokHnWqp9namoqgwYNIicnB41Gw+DBg0lOTubdd9/l3LlzbNy4kZSUFAYNGoSpqalyc5F5\n1qqfZVpaGv379ycmJgZLS0sGDBhA69atgdpJQ6Kiojhz5gze3t5YW1vLc/MBjhw5QlZWFs7OzpSX\nlxMVFYWdnR0jRoxQHsJzc3M5dOgQc+bMUW4odbPIqVQqbGxsGDJkCN9//z3x8fFs27YNNzc3QkND\nW1xHufp5AnTv3p3PP/+coUOHYmdnx4YNG4iIiODIkSMUFxfj5ubWYIp2mWdD9fMUQpCRkcH58+fx\n8PDA0tKSlStXKiNTqNVqnJycZJ6NWLduHQsXLiQhIYH9+/fTu3dvLCwsiIyMpE+fPsyaNYvMzExi\nYmIICAi470FF3ocaaon1zsfq6Llq1SpiYmKYOXMmV65cITo6mgEDBtC+fXsOHjxISEgIXl5eyvrZ\n2dmEhobSuXNnli9f3mBfJSUlyq9tLVVjebq7uxMUFIS7uztarZbDhw9z9+5devXqxaFDh4iOjsbR\n0ZG1a9c22JfM8/48t2/fTp8+fXB1dSU+Pp6pU6eSmJiIp6cnw4cP5+TJk6xfvx49PT22bNnSYF8t\nPc9fZ7lt2zaGDh2KWq3m2LFjzJs3jzFjxgCwdetWMjMzycnJwcTEhNWrVzfYV0vPss7du3eZMmUK\nTk5O/OMf/8DCwoKIiAgsLS3x9vbGyMgIlUrF4sWLSUtLIzo6Gn19/QfesCsrK7lx4wZCCNq3b99E\nR9V06uf5z3/+U7kBh4SEkJeXR58+fUhOTsbLy4vk5GQ0Gg3e3t4sWbJEmc4dZJ516ue5ZMkSzM3N\nSUpKYsWKFZSWllJWVkarVq0YPXo0ycnJFBQU4OPjw6JFi2Se91RVVbFs2TJSU1P5y1/+QmVlJRs2\nbEBPT4/Vq1dTVlaGoaEhTk5OJCYmMnfuXEJDQ/H396e6uvq+hxZ57WzB9c5HtW+pqqoS/v7+Yu3a\ntcqy7Oxs4ePjIz7++GMxaNAg8cEHH4i8vDzl8/LycvHFF1+IgIAAZXlBQYHw9/cXX3/99VO2uGne\nGstTo9EILy8vsWjRIpGfny+EEOLOnTsNtouKihIDBw4UmZmZQggh8vPzZZ6i8TxzcnKEj4+PWL58\nuXjllVfEsGHDxNtvv620JRNCiKNHj4oePXqIlJQUIYQQeXl5LT7PR33XAwIChI+PjwgMDBRjxowR\nHh4eIikpSWzYsEGMHTtWXLt2TQghv+u/dvXqVeHh4SFGjRolIiMjhRC1bSQrKiqEELVtH2tqasTI\nkSPFwoULG91HamqqiI2NfW5lfpHVz3PLli1CiNo89+7dK1555RUxffp0pe9IZWWl2LZtm3B1dRU5\nOTnKPmSe/9fY+VlTUyMuX74sPv30U/HGG28IjUYjhKi9t0dGRgpXV1eRnZ2t7KOl53nt2jUxZsyY\nBhnk5+eLHj16iO+++67BusXFxWLx4sXCw8NDaVde1xb6+vXr8topWna985GNvK5du8bNmzdxcXEB\natvqODs789Zbb3Hx4kXc3d1JSEjg2LFjSrtnIyMjOnbsSGFhIW3btgVqXy+MGzeO4ODgZ/iI8eJr\nLM9OnToxZcoU0tLS+O9//wvcP1B9+/btMTIyUp6o64ZLlHnen2fd2LcXL16kb9++5OfnAzSYJc7O\nzg4bGxvlM1tb2xaf54O+6/7+/pw7d46BAweyePFiXFxc8PLyIi4ujmHDhmFubk55eTnm5uaA/K7/\n2s6dOzEwMMDMzEyZklylUilDbqnVai5dusTly5f54x//eN/25eXlhIaGUlRU9LyL/kKqn2diYiLZ\n2dmoVCocHBxo164dgwYNUiagMTAwYNiwYbi4uHDixAkAKioqWLBggczznl+fnzk5Oejp6eHk5ISb\nmxtOTk506tQJqL2G+vj44OLiQlJSEiDzBNBoNFy8eFEZ8Uer1WJmZka7du2UKdzFvUYJZmZmjB8/\nHiMjI6UNdF1TC2tra3ntpGXXOx9ZKa9rO1Z3QavrmDB16lTUajV2dnZ06NCBPXv2NJit686dO7Rt\n27ZB55qAgIBncQzNyoPyDAgIwN7enuPHj5ORkUF2djZXrlxRtisoKMDU1BQLCwtlmczzwXlOmTIF\nfX19zM3NefnllyksLCQmJkbZrqioCLVajZubm7Kspef5sCzbtGlDRkYG7u7uLFiwgLlz5yrn4tWr\nV7G2tm4wm1pLz7JOWVkZp06dYuHChcydO5eff/6Z2NhY5fO6a2NMTAxt27bF3d0dqO3ctHr1ak6f\nPk2rVq3YtWsXkyZNapJjeJE0lud3330HQL9+/di0aRNBQUH3bfPzzz8r42wbGRnJPO95WJ5QO0b5\n7du3ycvLU5bdvXuX/Px8pWmKzBO6devG8OHDlQcTPT098vLyKCwspGPHjvet7+rqytSpU9myZQu5\nubmo1eoGs6G2dC253vlYHT2rqqpYv34906ZNo1WrVsrg62q1mri4OCZOnEheXh67d+/m6tWrZGVl\nERYWxptvvsngwYOVjkxSrQflaWBgQGxsLC+99BIrV64kNjaWiooKLly4wFdffcW4ceMYNmxYUxf/\nhfOo83PChAncuHGDXbt2kZ2dTVZWFitWrGDw4MGMHj0afX19eY7e86AsDQ0N2bdvHx06dODEiRN8\n/fXXVFdXk52dTXh4OJMnT6Z3794yx18R9zoRDxkyBFdXV1JTU0lPT6djx444ODgghKC6uprPPvuM\nXr16MXr0aHbt2sXMmTO5cOECfn5+WFlZtZiOco/yqDwNDQ05d+4ciYmJWFtb06ZNG3bv3s2tW7eY\nPHmyMhGbzLPWg/J0cnJSKt3/+c9/sLS0xN7eHhMTE2JiYrh58yaTJk1SOtq19Dxbt27N0KFDsbGx\nUdrYp6SkcPDgQYKDg7G2tm5wbaz7wejw4cOUlpbi6enZosYafxwttd75WJVyW1tb4uLiyM3N5bXX\nXkMIgZ6eHl27dmX9+vV07dqV+fPnU1VVxYULFzh58iTTp09n2rRpz+EQmp8H5dmlSxc2bdpEt27d\nGD9+PL/88gtpaWmcOHGC6dOnM3369KYu+gvpYednWFgYXbt2JTQ0FLVaTUFBAT/99BOTJ09mzpw5\nylS8Uq0HZdm5c2ciIyNxdHTE09OT06dPk5SURFJSEjNmzMDf37+pi/5CqnsbY2xsDNQ2O4uPj6es\nrIxBgwahr69PaWkpkZGR2NjYEBUVxdatW5k7dy4rVqxoMASd9Og81Wo169evJywsjIMHD7Jr1y4O\nHTrE3LlzlYlDpP97VJ7Ozs6UlJSwZ88e9u7dy759+0hISGDOnDn06dOniUv/YmnVqlWDztkRERFU\nVlYye/bsRtc3NzfH29ub0aNHP68iNisttt75OA3PtVqt2Lx5s3B1dRVpaWkNPps9e7YICQlR/l9Z\nWflUjdxbgoflOWvWLDFv3jzl//UnZpEa9yTnp/Rwj8qy/rlZv5ON9HD1J7X417/+Jfz8/JQOYDdu\n3BCurq7C1dVVLF26tKmK2Kw0lmdMTIwQQoiysjJx/vx5ER0drXQElR6usTz3798vhKjtQJeZmSli\nY2PFjh07mqqIzUpBQYEYMmSI+PTTT5VlhYWFIiEhQengLT1cS613PtZo/iqVijfeeAMfHx/ef/99\nLl68iFarpbi4mMuXLzcYlsbAwOCZPUD8XjwszytXrvD6668r6zabYXya0JOcn9LDPSrL+uemra1t\nE5a0eVGpVEp7+6lTp2JsbMzBgwfJy8vDysqKRYsWcejQIRYtWtTEJW0eGsvz0KFD5Ofn07p1a9zc\n3JgwYUKDyYSkB2ssz8OHD5Ofn4+RkREuLi74+vry5ptvNnFJm4f09HSKiooYO3YsUDve9pAhQ0hK\nSlLaOksP11LrnY81TnmdiooKAgMDyc/Pp0uXLly6dAlra2s+//xzpbe79Phknrol89QdmeWzUTeu\n88aNGwkLCyM0NFS+vn4KMk/dknnqxrp169i9ezeBgYGEh4dTXV3N4sWLGT58eFMXrdlpafeiJ6qU\nQ+0oIOnp6aSmptK+fXveeuutZ1W2FkHmqVsyT92RWeqeuDfBSlVVFSdOnGDo0KFNXaRmTeapWzJP\n3Vi1ahWrVq3C2NiYmTNnNqsh+V5ELele9MSVckmSJOm3q6v4SLoh89QtmefT279/P5cuXSI4OFiZ\nj0CSHoeslEuSJEmSJOmIfLCRfqvH6ugpSZIkSZIkPZqskEu/layUS5IkSZIkSVITk5VySZIkSZIk\nSWpislIuSZIkSZIkSU1MVsolSZIkSZIkqYnJSrkkSZIkSZIkNTFZKZckSZIkSZKkJiYr5ZIkSZIk\nSZLUxGSlXJIkSZIkSZKa2P8A1fCcz98aTycAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1047553c8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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zZgB88MEHDBo0yNDGzc2N119/HQBPT0+6detGfHx8veSTolwIIYQQQvwt4x7yv6PeaiUl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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113aef9b0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"times = pd.date_range(start=datetime.datetime(2014,9,1), end=datetime.datetime(2014,9,2), freq='1Min').tz_localize(tus.tz)\n", | |
"\n", | |
"aod700 = [0.01, 0.1]\n", | |
"precipitable_water = [0.5, 5]\n", | |
"\n", | |
"for aod, pw in itertools.product(aod700, precipitable_water):\n", | |
" solis = tus.get_clearsky(times, aod700=aod, precipitable_water=pw, model='simplified_solis')\n", | |
" fig, ax = plt.subplots()\n", | |
" solis.plot(ax=ax, title='aod700={}, pw={}'.format(aod, pw))\n", | |
" ax.set_ylim(0, 1100)\n", | |
" fig.savefig('/Users/holmgren/Documents/Renewables/pvlib/solis/aod{}_pw{}.png'.format(aod, pw))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"aod700 = np.linspace(0, 0.5, 101)\n", | |
"precipitable_water = np.linspace(0, 10, 101)\n", | |
"apparent_elevation = 70\n", | |
"pressure = 101325\n", | |
"dni_extra = 1364\n", | |
"\n", | |
"aod700, precipitable_water = np.meshgrid(aod700, precipitable_water)\n", | |
"\n", | |
"solis = clearsky.simplified_solis(apparent_elevation, aod700, precipitable_water, pressure, dni_extra)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"OrderedDict([('ghi',\n", | |
" array([[ 1091.08198289, 1089.14253035, 1087.18812297, ...,\n", | |
" 860.84996153, 858.34265127, 855.83625596],\n", | |
" [ 1091.08198289, 1089.14253035, 1087.18812297, ...,\n", | |
" 860.84996153, 858.34265127, 855.83625596],\n", | |
" [ 1091.08198289, 1089.14253035, 1087.18812297, ...,\n", | |
" 860.84996153, 858.34265127, 855.83625596],\n", | |
" ..., \n", | |
" [ 916.45605621, 914.34169208, 912.22857852, ...,\n", | |
" 714.71391675, 712.73094355, 710.75017152],\n", | |
" [ 915.707204 , 913.59224413, 911.4786335 , ...,\n", | |
" 714.16171412, 712.18182246, 710.20413247],\n", | |
" [ 914.96478698, 912.84923837, 910.7351371 , ...,\n", | |
" 713.61496304, 711.63813374, 709.66350656]])),\n", | |
" ('dni',\n", | |
" array([[ 1092.10942406, 1086.92293395, 1081.74156585, ...,\n", | |
" 644.62880822, 640.91336942, 637.21685001],\n", | |
" [ 1092.10942406, 1086.92293395, 1081.74156585, ...,\n", | |
" 644.62880822, 640.91336942, 637.21685001],\n", | |
" [ 1092.10942406, 1086.92293395, 1081.74156585, ...,\n", | |
" 644.62880822, 640.91336942, 637.21685001],\n", | |
" ..., \n", | |
" [ 908.13614138, 903.15949284, 898.20528329, ...,\n", | |
" 518.79542224, 515.76209955, 512.74591868],\n", | |
" [ 907.34707543, 902.37175222, 897.41896839, ...,\n", | |
" 518.32735054, 515.29747797, 512.28473144],\n", | |
" [ 906.56481972, 901.59081345, 896.63944634, ...,\n", | |
" 517.86389208, 514.83744366, 511.82810557]])),\n", | |
" ('dhi',\n", | |
" array([[ 63.02238218, 66.01096263, 68.88587431, ..., 244.62954413,\n", | |
" 245.30133991, 245.95077241],\n", | |
" [ 63.02238218, 66.01096263, 68.88587431, ..., 244.62954413,\n", | |
" 245.30133991, 245.95077241],\n", | |
" [ 63.02238218, 66.01096263, 68.88587431, ..., 244.62954413,\n", | |
" 245.30133991, 245.95077241],\n", | |
" ..., \n", | |
" [ 61.72729644, 64.40172107, 66.95305443, ..., 223.01218064,\n", | |
" 223.66016624, 224.29312918],\n", | |
" [ 61.70438355, 64.37495337, 66.92234455, ..., 222.65533565,\n", | |
" 223.30135368, 223.93241886],\n", | |
" [ 61.68144707, 64.34816249, 66.89161219, ..., 222.29838732,\n", | |
" 222.94243278, 223.57159496]]))])" | |
] | |
}, | |
"execution_count": 17, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"solis" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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H/PjRaJSvfvWrRz5Qg8FgMJQkB4vx8jUw6XS60NDoYPu0tbX1ziBD+lyAHI1GuwXD2WyW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7Xb7Xpk4Y4euSa1cMn6zas5eTiSsuei1MLXeBHW1wrueSPr0CPK+filyNwd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olLKc+pUhzVdW2EhWulOsdKcMGu57dgvGVOQzFWaYadIUjKfLVU7b+kwY7KuPivv/27vz6Kjq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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113d64e80>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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7wzp93ptgUnObSWuJSITltJscy2k/yZbTQkDKRSmVzPWH1IghNPkrKKjI9lbE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nbu3IlSinA4TCwWY9asWWRnZ5/FEAYGcaHp0W0i6bi3j4e4zcJI4bg3HZSlECl40uuOexOpf8pO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\nM+rV74KtBbLNMovEz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vgiX/nKV4CuqXaHHHIIq1ev7v2VVYlyN4u4Ew3rDUzHXxIC5kZP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\ntzPviwfRtynH8zetoOsv25k8fxzTPz6JdGuSza9u45UfvcnSH7zB3M/v/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l88RbKyKjvJ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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x114310cc0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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iFsEyAgSNMiwjNKT1OzJOc+wjWuIfE7Yb0+YXgHYQwiIQqKSk+CBKSw9OGuLR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\nJLZ+QuKjD1y9Pl8yGunWaCU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WXVh7dmLvbiOxuZFIwkH4LYTfpPLH52AE1WrnPFwCpp1r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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113b7bb38>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"cmap = plt.get_cmap('viridis')\n", | |
"n = 15\n", | |
"vmin = None\n", | |
"vmax = None\n", | |
"\n", | |
"for key, irrad in solis.items():\n", | |
"\n", | |
" fig, ax = plt.subplots(figsize=(12,9))\n", | |
" im = ax.contour(aod700, precipitable_water, irrad[:, :], n, cmap=cmap, vmin=vmin, vmax=vmax)\n", | |
" imf = ax.contourf(aod700, precipitable_water, irrad[:, :], n, cmap=cmap, vmin=vmin, vmax=vmax)\n", | |
" ax.set_xlabel('AOD')\n", | |
" ax.set_ylabel('Precipitable water (cm)')\n", | |
" ax.clabel(im, colors='k', fmt='%.0f')\n", | |
" fig.colorbar(imf, label='{} (W/m**2)'.format(key))\n", | |
" ax.set_title('{}, elevation={}'.format(key, apparent_elevation))\n", | |
" fig.savefig('/Users/holmgren/Documents/Renewables/pvlib/solis/{}.png'.format(key))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.5.1" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 0 | |
} |
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