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kwh_per_kwp
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# import standard python libraries\n", | |
| "%matplotlib inline\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import matplotlib as mpl\n", | |
| "\n", | |
| "import pandas as pd\n", | |
| "import numpy as np" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# configures plotting for nicer figures\n", | |
| "mpl.rcParams['figure.figsize'] = 10, 6\n", | |
| "mpl.rcParams['font.size'] = 14" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# import pvlib and pvlib objects that simplify common modeling steps\n", | |
| "import pvlib\n", | |
| "from pvlib.pvsystem import PVSystem\n", | |
| "from pvlib.tracking import SingleAxisTracker\n", | |
| "from pvlib.modelchain import ModelChain\n", | |
| "from pvlib.location import Location" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# define the pvlib model location\n", | |
| "location = Location(32.2, -110.9, altitude=700, name='Tucson')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# define system parameters for pvlib\n", | |
| "kwp = 1000\n", | |
| "module_parameters = {'pdc0': kwp, \n", | |
| " 'gamma_pdc': -0.004}\n", | |
| "\n", | |
| "tracker = SingleAxisTracker(axis_tilt=0, axis_azimuth=180, gcr=0.4, \n", | |
| " backtrack=True, max_angle=45,\n", | |
| " module_parameters=module_parameters)\n", | |
| "\n", | |
| "fixed = PVSystem(surface_tilt=32, surface_azimuth=180, \n", | |
| " module_parameters=module_parameters)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# pvlib ModelChain object ties together the system and the location\n", | |
| "# make dictionary with model options\n", | |
| "mc_kwargs = dict(dc_model='pvwatts', ac_model='pvwatts', \n", | |
| " aoi_model='physical', spectral_model='no_loss', temp_model='sapm')\n", | |
| "mc_tracker = ModelChain(tracker, location, **mc_kwargs)\n", | |
| "mc_fixed = ModelChain(fixed, location, **mc_kwargs)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "We need to load or simulate some weather inputs to run the PV model. I'll simulate the weather since I don't have our weather data easily accessible at the moment." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# define the time period for our simulated weather\n", | |
| "times = pd.DatetimeIndex(start='20180101', end='20191231 2359', freq='5min', tz='America/Phoenix')\n", | |
| "\n", | |
| "# assume clear sky for simplicity\n", | |
| "# default model is Ineichen and Perez\n", | |
| "# default turbidity values from SoDa\n", | |
| "irradiance = location.get_clearsky(times)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.axes._subplots.AxesSubplot at 0x10d2a05c0>" | |
| ] | |
| }, | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x107c89668>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x111ce4c18>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# ensure irradiance looks reasonable\n", | |
| "irradiance['20180101'].plot(title='20180101')\n", | |
| "irradiance['20180701'].plot(title='20180701')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# sin temperature for simplicity\n", | |
| "temp_air = 20+10*np.sin((times.dayofyear/365)*2*np.pi-np.pi/2)+10*np.sin((times.hour/24)*2*np.pi-.75*np.pi)\n", | |
| "temp_air = pd.Series(temp_air, index=times, name='temp_air')\n", | |
| "\n", | |
| "# assume constant wind for simplicity\n", | |
| "wind_speed = pd.Series(5, index=times, name='wind_speed')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "Text(0,0.5,'air temp (C)')" | |
| ] | |
| }, | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10d1f2320>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10fc0fcf8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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oo5AZNZUFnRfcOCkJmVkcNEH5S0vPxPBPOOeZF0ycybW53YBFHYXEiu0HMXXZTtMxyCIvzd5kOgK5wN2fcnCEV0yc+Ts27OHURk7Hoo5sl5mVjYtf4coRXvLCrN+xZV+a6RjkYOt2HcL0teyL5SW9Js7joAmHY1FHtnth1u+mI5ANznvuJ37A0yllZmWj74s/m45BNuAdF2djUUe2OnAkg7fqPGzK0h2mI5AD8Zz3rpGfrcSh4ydMx6DTYFFHtlFVXPEmlwLzsnumrEJ6Jueuo/85fiKLrfMed/OkJNMR6DRY1JFtftn0FzbuZb8rr3v4y7WmI5CDjOBoV8/7dWsK1u06ZDoGnQKLOrLNtf/lhKN+8EnSdvy2mx/wBCzemsKJan2CfSadyZFFnYgMFZFVInIo+FgoIufneF1EZIyI7BKRYyIyV0QamcxM//T2/K2mI1AI9XmBH/AEDHiD3S385NMl201HoFwcWdQB2AHgPgAtACQCmA3gSxE5J/j6vQBGArgDQEsAyQB+FJGSBrJSLjsOHMXYb9aZjkEh9v1qru3pZxw04z/3fr4K+9PSTcegHBxZ1KnqV6r6vapuUtWNqvoAgMMA2oqIABgO4ClV/VxV1wC4DkBJAFcbjE1BHZ6eYzoCGXDbB8tw4EiG6RhkwJ7U47j7M0407Ef9XppvOgLl4MiiLicRCReRKwGUALAAQC0AlQDMOLmNqh4DMA9AOyMh6W+rucajr132+gLTEciAzs/yQs6vdqcex8a9XGnCKRxb1IlIExFJA5AO4HUAl6jqagQKOgDIvar43hyvner9bhGRJBFJ2rdvny2Z/e74iSz0e5lXbX62ed8R7E49ZjoGhdCqHQeRnsm1gP2s54R5OMH1oB3BsUUdgA0AmgFoDeA1AJNEpHFR30xV31TVRFVNjIuLsyoj5fDo15zagoDeE3/mShM+kZ2tuPBlLgFIwAszOTehEzi2qFPVjGCfuqWqOgrACgAjAJwcL18x15dUzPEahVjKkQx8tJgjoQhIPXYCkxb8YToGhQBXjqCTXp6zCZlsrTPOsUXdKYQBiAawFYHircfJF0QkBkBHBPrckQHsS0U5jfl6HdLSM03HIBslHzqOCTM3mo5BDjKcE08b58iiTkSeEpGOIlIz2LduHIAuAD7QwH2diQDuE5H+wVuy7wJIA/ChsdA+Nnv9XmzZd8R0DHKYu/gB72mXvc456eifvlm1G4u2/GU6hq85sqhDYMDDZAT61c1CYC66Pqr6ffD1ZwBMAPAKgCQAlQH0VFUOwQmxYxlZuOFdrgNI/zZj3V6s2H7QdAyywcLNf+HPlKOmY5ADXfnmIt6GNciRRZ2qDlLVGqoararxqtpdVX/I8bqq6hhVrayqMaraOThfHYUY13mkvFz8yi/8gPeYYxlZuOqtRaZjkIPxtrw5jizqyB22pxzF9LUcm0J5Gz+DH/BecvcUTjJMeXtlzmbsPXTcdAxfYlFHRZKdrej4DCccpfy9/tNmpB49YToGWeCvtHR8u4rLwVH+uj33E6c2MoBFHRXJh4v/NB2BXGTgO4tNR6AzpKocHEEFlpaeiRnrcq8RQHZjUUeFpqp48Et2YaSCW7n9IOZt5EoubjZt5S5s3c9R7lRwt76/1HQE32FRR4U2ZhpXjqDCG/g2W+vcSlVx58ccFEWF99yMDaYj+AqLOiqUldsPYtLCbaZjkEu98dNm0xGoCJ79gb+YqWhemr0Jm5I521iosKijAsvOVlz0Ctd5pKIb9/163sJzmbW7UvHqXBbjVHTdn59nOoJvsKijAvtsKdd2pTPXdfxcjopziexsxfkvzjcdgzxgJgdNhASLOiqQ3anHcN/nq03HII+Yu4GDJtzg7V+2mo5AHnHTe0n4Ky3ddAzPY1FHBdJ23GzTEchDrn93CQ4ezTAdg/Kw73A6Hv/2N9MxyEP6vPCz6Qiex6KO8jV9DVeNIOtxzjPnUlV0f/4n0zHIY5IPp2P1jlTTMTyNRR3lKT0zC4Mnc64hst6m5DQs3XbAdAw6helr9iD1GFcBIev1e3k+TnA9aNuwqKM83TdllekI5GGXvraAgyYcJjtbcdsHy0zHIA977Jt1piN4Fos6Oq3VO1Lx5YpdpmOQx43n5KSO8ggnFyebvbdwG/7866jpGJ7Eoo5Oq9/LnMqA7PfKnM3YvC/NdAwCsGL7Qby/iJOLk/06PTvHdARPYlFHp/TWvC2mI5CPdHuOnfKd4GJOLk4h9PHiP01H8BwWdfQvm/el4YnvOJUBhdYnS/gBb9J/53NOOgqt+6euxu7UY6ZjeAqLOvoXtpqQCfd9vho7DrCfjQmbkg+z8zoZwTlQrcWijv7hi+U7TEcgH+vwNPvZhFpgTjquzUnmcC5U67Coo7/9+ddRjPhkpekY5HPT1+w2HcFX3lvIgRFk1uDJS7H30HHTMTzB8qJORGJEpKuIXC8iQ0TkchGpY/V+yFqqytFI5AiDJy/DzoPsZxMKW/alcQoTcoTWT84yHcETLCvqRKS9iHwK4ACAHwGMBzAawCQAG0XkdxG5R0RKWrVPss6kBX+YjkD0t/ZPzeakxDbLzlacx/6z5CBz1iebjuB6lhR1IjINwKcAtgHoCaCkqpZX1WqqGgvgLACPA+iGQIHXw4r9kjW2/XUEY75mJ2lylo+XbDcdwdOemr7edASif7j+3SXYk8rbsGfCqpa66QBqqeo9qvqzqv7j3omqblHVSaraG0D3/N5MREaJyBIROSQi+0TkaxFpnGubd0VEcz0WWXQ8vpGVrej87FzTMYj+ZdTU1diewtGwdti8Lw1vci5KcqA242axlf4MWFLUqeqrqppRwG3XquqP+WzWBcCrANoBOA9AJoCZIlIu13YzAVTO8ehbmNzENfjI2To+MwfZ2fyAt1JGZjanLSJHe5fdgYrMyj51cSLykIiUOsVrpYOvlS/Ie6lqL1V9R1XXqOpqAP8BEAegfa5N01V1T45HypkfiX9sSj7Mk4ccjxNhW2vIB8tMRyDK06Nfr+PasEVk5ejXOwHUV9VDuV9Q1VQE+tUNL+J7l0Qg64Fcz3cQkWQR2Sgib4lI/OneQERuEZEkEUnat29fEWN4x/ETWZybilzhv/O34ve9h03H8IQ1O1Mx87e9pmMQ5avTs3OQmZVtOobrWFnU9QPwf3m8/jaAi4r43i8AWAFgYY7npgMYiMDgi5EAWgGYLSLRp3oDVX1TVRNVNTEuLq6IMbzjqrfY/ZDco8eEeTh+Ist0DFc7dPwELnhpvukYRAV2z5RVpiO4jpVFXR0Am/N4fQuAWoV9UxF5HkAHAJeq6t+f6qr6sapOU9XVqvo1gD4A6gM4v7D78Jslf6Rg+Z8HTccgKpQBbyzMfyM6rU7PcB5Kcpcvlu/E6h2ppmO4ipVF3QkA1fN4vRoCAx4KTEQmALgKwHmqmudQLVXdBWAHArd56TT2HU7H5a/zlyO5z6odqViweb/pGK40e/1eHDx6wnQMokLr9/J8pB7jz25BWVnULQNwSR6vXwpgeUHfTERewP8KunwnVBKRCgCqAuAaQ3lo+cRM0xGIiuzqt37lckKFtO2vI7jh3STTMYiKrO04rjZRUFYWda8AGCEid4pI+MknRSRCRIYDGBbcJl8i8gqA6wFcDeCAiFQKPkoEXy8hIuNFpK2I1BSRLgC+BpAM4AsLj8lTJi/iGo/kfq2f5DxWBcV5KMkLjmZkYdrKXaZjuIJlRZ2qTgXwNIAJCBRiy0VkOYAUAM8BeE5VPy/g2w1BYMTrLARa3k4+7g6+ngWgCYCvAGxEYCmyDQDaqiqHyZ3Ciu0H8eCXa0zHILIEJ84tmPs/Z0dz8oZhHy3HRo6Cz5dYfcUrIq0AXAOgLgBBoOj6UFUXW7qjM5CYmKhJSf65HXEkPRONHvnBdAwiS314c2u0q1PBdAzH+nHdXtz8nn8+58gfNj3RBxHhVt5kdAcRWaqqifltZ/n/jKouVtU7VfV8Ve2rqsOdVND5jaqiI0e9kQdd/dav2J+WbjqGI/2x/wgLOvKk695ZzO4XebCkqBORAk9VIgF5jZIlC434ZAVSjhRoBTci10l8fCbSMzl/XU7HMrLQZfxc0zGIbPHLpr8wZtpa0zEcy6qWuoUi8l8RaXu6DUSkrIjcBmAdij4JMRXCewv/wJcr2LmUvK3nhHm8cg/Kyla0fYojBcnbJi3chh/W7jEdw5GsKuoaIDAg4lsR2S8iP4jIOyLymoh8LCKrEBiZei2A4ar6skX7pdP4fe9hPPwVr2bI+7b9dRRjv1lnOoYj3DZ5KeejI1+49f2l2PbXEdMxHMeSok5VD6rqPQjMEzcYwG8AyiCwgkQmAqNTm6tqe1Vlj32bpRzJQI8JXNeV/OOdX/7Aoi1/mY5h1Jz1yZixjuu6kn90fnYujqQXak0Dz7N89KsbeHn0q6qi1qjvTMcgMmLu3V1Qs0Jx0zFCbt2uQ+j74s+mYxAZsXVcX4iI6Ri2Mjb6lczJylauj0m+1mX8XKT67PbjvsPpLOjI126clITsbP81UJ0KizoPuez1BVjyxwHTMYiMajp2Bg4f90dhl3Ikg0v/ke/NXp+MIR8sMx3DEVjUecTb87di+Z8HTccgcoQmY2Z4fkRsZlY2Wjz2o+kYRI4wfe0efLuKS7+zqPOAt+dv5eg/olwuf30hMrOyTcewRUZmNpqPZUFHlNPQD5fh06TtpmMYxaLO5SYv2saCjugUkrYdQIen53iuxS4rW9FkzA84zFF/RP9y75RV+NHHo8BtKepEpLKIjBWRKcHHYyJSxY59+dnMdXvx4JdrTMcgcqw9h45j4NveWVZIVdFl/BykZ3qzBZLICje/l4RfNu03HcMIy4s6EekBYDOAKwAcDT4uB7BJRHpavT+/+u/8rbiJazsS5evn3/ej98SfkeXy0XEZmdlo99RsbE85ZjoKkeNd83+/4qsVO03HCDk7WupeBPB/ABqo6sDgowGAtwC8YMP+fOeL5TvwGG+5EhXYhr2H0fHp2a6d9iArW1Hvwe+xO/W46ShErnHnxyswfY2/lhOzo6irCeBl/ff9jlcA1LBhf75y1ycrMOKTlaZjELnOrtTjqD36OxzNcFdftNRjJ1BnNCcUJyqKwZOXYtx3v5mOETJ2FHVJAJqc4vkmAJbbsD9fyMjMxtAPlmHqcv81JxNZqeHDP2Df4XTTMQpkx4GjaProDNMxiFztjXlbcM9nKz07Gj4ny5cJE5GrADwN4FUAi4JPtwFwG4D7AWw4ua2qGpkt0G3LhB1Jz0SjR7hkLpGVvhzaHs2qlzEd47QWbv4LV721KP8NiajA1j/WGzGR4aZjFFpBlwmzo6graCmsqmrkf9ZNRd1vuw+hzwtcAojIDo9d1Aj/aVvTdIx/UFU8N2MjXp6zyXQUIk+aPbIzaseVMB2jUEwWdQXuN6eq2yzdeQG5oajjBztRaJQuFolFo7qhWJT5q/fUYyfQbOwMeGQGFiLHGtOvIa5rVxMiYjpKgRgr6tzA6UXd9pSj6PjMHNMxiHzlnUEt0bVBvJF9qyqmr9mD27h+JVFILXmgO+JKRpuOkS+jRZ2IVATQHkA8cg3GUNVXLd9hITm1qDuRlY2nvl+P/87fajoKkS8ViwzHvHu7hvRDfk/qcbQZNytk+yOif7q9a12M6FEP4WHObbUzefv1WgTmqRMABwDk3IGqqvGVJZxW1GVnK6at3IXhn6wwHYWIAPRtUgnPXtYUxaMjbNvHoeMnMGTyMsz36cz3RE7z+rUt0KtRJUfekjVZ1G0DMAnAWFUt0oRQIjIKQH8A9QGkIzCKdpSqrsmxjQB4BMAtAMoC+BXAUFVdm9/7O6Woy8jM5tqtRA7WrUE8nrnsHJQvYV3L3d5Dx3Hnx8uxaEuKZe9JRNZ55tJz0L9FVUSE27KSapGYLOoOADhXVbecwXv8AOBjAEsQaPEbC6AtgIaqmhLc5j4ADwIYhMA0KQ8D6ACgvqoezuv9TRZ1qoqkbQfw0JdrsH5PnjGJyEHGX94U/ZpWRnRE4QdUHMvIwpRlO/AQ12omco1WNcthVN8GaFa9jPHWO5NF3csANqjqSxa+ZwkAqQAuVtWvg610uxBYueKJ4DbFACQDuFtV38jr/UJV1B0ykBe4AAAgAElEQVQ/kYWUIxlYu+sQvl+zG1OXceJgIi/oULcC+japjJY1y6J6uVhEhochTALLeZ3IUmxLOYJft6Rg+po9WLjlL9NxicgCV7VKQI+G8WhYuTTKFo9EVLAlLxQFn8miLgrAlwAyAKwGcCLn66o6tgjvWRmBIq6jqs4XkdoANgNopapLcmz3LYD9qnpdXu9nd1G3Kfkwuj8/z7b3JyIiIvOqlimGX+4/z/b9FLSos6MX8K0AegPYD6Aucg2UQOBWamG9AGAFgIXBf1cK/rk313Z7AVQ91RuIyC0I9L9DQkJCESIU3M+/s+Ozn5SMjkCd+BKoXi4WYQKkHc/E9gNHsXFvmuloRGSTiqWi0bhKacREhSMyTLD3UDp+T07D/jR3LEFH1th58JjpCP9gR1H3EICRqjrBijcTkecR6CvXQVWzivo+qvomgDeBQEudFdlOJ/XYifw3Ite6tXNtDEisjlrliyOsAEPgMzKzsWjLX3jmh/VYs/NQCBISkZXiSkbjrh710LdJZZQuFlmgr9mflo4vlu3EEz5aTJ7Ms6OoCwcwzYo3EpEJAK4E0DXXwIs9wT8rAvgzx/MVc7xmTKSDRsyQNfq3qIoHz2+IcsWjCv21URFh6FQvDp3qxUFV8evWFIz4ZAV2px63ISkRWWX85U1xSfOqRZq/rEKJaNzcqTZu7lQb6ZlZ+PDXP/Ho15zpgOxlR1H3DoBrULTbrH8TkRcAXIFAQbc+18tbESjeeiAwQhYiEgOgI4B7zmS/RDk9emEjXNumhmWTUooI2tQuj4WjuiH50HEM49QWRI7z7bAOaFSltGXvFx0Rjuvb18L17Wth8dYUDHhjYf5fRFQEdhR1sQBuEpFeAFbh3wMlhuX3BiLyCoD/ALgYwAEROdmHLk1V01RVRWQigNEish7ARgSmN0kD8KF1h1I0Dpy3kAppePezcHvXurbOUxRfKgYf39IWu1OPoc8LP+PgUd62JzLp01vbolWtcrbuo1Wtctg6ri9m/ZaMm94zP18qeYsdRd3ZAJYH/94g12sF7cs2JPhn7rVzHgUwJvj3ZwAUA/AK/jf5cM/85qgjykv9iiXx6eC2Be43Y4XKpYthxcM9sWDzflz91q8h2y8RBYzoXg/DutUN2VxkIoLuDSti67i+uP/z1fgkaXtI9kveZ3lRp6pdLXiPfM8sDczFMgb/K/KIzsjEK5rh4uanHDwdEu3qVMBvY3vjjo+WY+ZvuQd2E5Edfh3dDRVLxRjZt4jg6cvOwc2danEaLLKEbfeWRKSCiLQWkdCtjE1UREsf7G60oDupWFQ4/u+6RLx4VXPTUYg87ZZOtbH5yb7GCrqc6saXxIbHe6O/Az6DyN0sL+pEpKSIfIbA6g4LEJw3TkReF5ExVu/PiQTsVOcWl7aohs1P9rV0bU8rXNi0ChaN6mY6BpEnvXt9S4zue7ZlA6CsEB0RjuevaIYnL2liOgq5mB0tdU8DqAKgBYCcs/J9A+ASG/ZHVCRP9W+C5wY0ddQHe06VSsdgw+O9Ua1sMdNRiDxj0ahu6FI/3nSM07q6dQJmjexsOga5lB1F3YUAhqvqCvxzYMRvAGrbsD/H4ehX5/v+zo64spW9K4tYIToiHPPvOw/9W/C2DNGZ+v2JPqhU2vzt1vzUiSuBlY/0NB2DXMiOoq4sgFOtYF0SQJFXhCCyyk/3dMHZlUuZjlEozw9ohpE96pmOQeRKnerFYePjfVw1MXzpYpFYN7aX6RjkMnb8hC9BoLXupJOtdbci0MeOyJjFD3RDjfLFTccokju6nYVnLj3HdAwiV2lctRTeu6EVoiLcU9CdFBsVgS1P9kWEQ7uIkPPY8VM+GsBjIvIWAlOm3CUisxGYTPhBG/ZHVCCrxvREfEnn33rJy4CW1TH+8qamYxC5wsC2NTBtaAfTMc5IWJhg/WO90TyhjOko5AKWF3WqugBAOwBRADYD6AZgF4C2qrrM6v05Ea+pnGf5Qz1QKiZ0Ewrb6bJzq+Gd61uajkHkaG1ql8PYixojzAOtXBHhYZh6WztEu7C1kULLlp8QVV2tqtepamNVbaiq16rqajv2RZSfpQ92R9niUaZjWKpr/XiM6pN7wRYiAgJ96D68qY3pGJYSEawa0xNnxZcwHYUczI556rJE5F/jxUWkvIj4YqAER786x5IHujtuDjqr3Nq5DiZe0cx0DCJHaVCpJN67oZUnWuhyi44Ix4wRnUzHIAezo6XudGdSNIAMG/ZHdEoz7+qMuJLeLOhOurh5VZzfpLLpGESO8e2wjqYj2EpEsOZRjoqlU7Ns7VcRuSv4VwUwWETScrwcDqAjgPVW7Y8oL+/d0Ap1fXKb4qWrmmPvoeNI2nbAdBQio9Y82suxk4lbqUR0BJY91AMtHvvRdBRyGMuKOgB3BP8UADfhn3PSZQD4A8BgC/fnWFwmzKyXrmqOTvXiTMcImbAwwWeD26LxIz/gSIYvejgQ/cvKR3qiRLSVv9KcrVzxKMy5uwu6jp9rOgo5iGW3X1W1lqrWAvATgKYn/x181FfVXqr6q1X7czI3zofkFSN71EO/plVMxwg5EcGyh3uYjkFkxMy7OqF0MW+Mbi+MWhWK47PBbU3HIAexY0qTrqrK+0AUcjGRYbij21mmYxgTHRGOn+/tajoGUUh9dHMb1I0vaTqGMS1rlsPdPbnaDAWwSYk8Y+mDbKmqXi4Wn9zirakciE6nX9MqaFunvOkYxt1+3lmc6oQAsKizharmvxFZavlDPVDcR/1p8tK6dnnc3LGW6RhEtjq7cilO6ZPDN8M6cHJiYlFH7jfphlaem1z4TD1wfkNc6MO+heQfX9/e3hcjXQsqOiIcy9mv1vcsLepEJEJEhogIf5tQSIy9qBE6+2ika2G8cCVbMcibfr63KyLC2SaRW2xUBL4Y0s50DDLI0rNCVTMBPAvAf8OQKORKREdgYNuapmM4lohw4AR5zv8NTET1crGmYzhW84SyGNe/iekYZIgdlzqLALSw4X2J/mHR6G6mIzhe9XKxeHtQoukYRJboUj8O3RtWNB3D8a5qlWA6AhliR1H3FoDnRGS4iHQUkRY5Hzbsj3xo2u3tfTXR6Jk4r0FFNK5aynQMojP21kBeoBTUCvav8yU7iroPAdQE8DwCExEn5XgsKeibiEgnEZkmIjtFREVkUK7X3w0+n/OxyLKjIMca3LkOzqlWxnQMV5kymP1syN3m3N0FkexHV2BlYqPw5dD2pmNQiNlxhtTK41G7EO9TAsAaAHcCOHaabWYCqJzj0bdokclN7utd33QE14mJDMfMuzqbjkFUJBOuaIpaFYqbjuE6zaqXwSXNq5qOQSFkx4oS2/J6FOJ9vlPV0ao6BUD2aTZLV9U9OR4p1hwFOdWiUd0gwmkMiqJufAnc04sFMblLeJjgkubVTMdwrfGXNzUdgULIkqJORPqLSGSOv5/2YcX+cuggIskislFE3hKReIvfnxzkg5tao1LpGNMxXG1IlzqmIxAVStID3U1HcLXwMMH8+zgK3i+s6mk+BUAlAMnBv5+OAgi3aJ/TAUwFsBWBPnyPA5gtIueqanrujUXkFgC3AEBCAkcGuU2lUjFoX7eC6RiuJyJY/EA3tHpilukoRPn6+vYOnFjcAtXKxuKZS8/BvZ+vMh2FbGZJS52qhqlqco6/n+5hVUEHVf1YVaep6mpV/RpAHwD1AZx/mu3fVNVEVU2Mi+NktW4z465OpiN4RnzJGHx4U2vTMYjy1DyhDJpUK206hmcMaFnddAQKAc8MJVLVXQB2ADjLdBay1rfDOqBUDOeztlK7uhVQoQRbQMi5PrypjekInrP0Qd7K9jpbirrgcmHtRORKERmY82HH/oL7rACgKoDddu2joNR0AA9pXascGlXh1bodZt3VxXQEolP6YXgnFIuy7MYOBZUvEY0pg9uajkE2snz2VhFpAOBrBKYwEQBZwf2cAJAO4L0Cvk8JAHWD/wwDkCAizQCkBB9jAHyOQBFXE8A4BPr0fWHNkZATvHt9K9MRPKt0bCS+GNIOl7y6wHQUor9dcE5l1K9U0nQMz0qsWQ7likch5UiG6ShkAzta6iYCWAqgNICjAM4GkAhgBYBLC/E+iQCWBx/FADwa/PtYBArFJgC+ArARwCQAGwC0VdXDlhwFGfftsA68WrdZ84SyqBPH+b/IOZ4f0Mx0BM+bPZJzVnqVHUVdSwCPq+oRBOaXi1DVZQDuBfBcQd9EVeeqqpziMUhVj6lqL1WNV9UoVa0RfH67DcdDBvRpXIm3XUOEs86TU0wf3hFREZ7p6u1YZWKj8Mkt7LPoRXacPYJACx0A7EOgnxsQGMRQ95RfQZTLxCt5tR4qJWMi8Rn72ZBhA9vWQINKXKM4VFrXLo8qnPfTc+wo6tYAODmF9WIA94lIZwRun26yYX/kMV8NbY/oCN52DaWWNcvhHE4fQQY9fEFD0xF85/vhnCrKa+wo6p5AoLUOAB4EkABgDoCeAIbZsD/ykKtaVUfT6mVMx/ClD2/m7RgyY9rt7RERztuuoVa6WCTeub6l6RhkITvWfv1BVacG/75FVc8GUAFARVWda/X+yFvGXNjIdATfKhEdgXcG8QOeQuuO8+rinGq8kDOla/141KrAwVJeEZJLI1VNUVXfTN/mnyO11uQbW/O2q2FdG8SjZc2ypmOQj4zoXs90BN+bels70xHIImzvJke47Nxq6HAW13Z1gnc4NyCFyPs3tkJYmOS/IdmqbPEoPHPZOaZjkAVY1NlA+BlVaM/yA8UxSkRH4PGLG5uOQR7Xr2kVdDyL63A7xYDE6qhZPtZ0DDpDLOrIuMcubgxhJewo17RO4KTEZKsJA5rmvxGF1NQhnLPS7VjUkVFlYyNxTasE0zEoFxHB1Nv4AU/2ePD8szna1YHKFY/CZedWMx2DzgDPKhtwoETB/TCiE/vUOFTp2Ej0bVLJdAzyoBva1zIdgU6DXS/cjUUdGXNpi2qIL8kZzZ3sucu5sgdZa/59XXkh52AxkeGYMYKTErsVizoy5sn+vCJ0umJR4Zh2O2/DkjUGJFZDtbLsjO909SqWRGUuIeZKLOrIiC+GtOOcdC5xTrUyXCOSLPH4xU1MR6AC+nZYR9MRqAhY1FHIta5VDs0TOMGtm3zDD3g6Q5/c0gZREfyV4xblikfh1WtamI5BhcQzjELuzf8kmo5AhVSueBTGX84pKKhozmsQj9a1y5uOQYXUt0ll0xGokFjUUUg91b8JSsdGmo5BRcCpDqioXrqquekIVESzRnY2HcHxnLQKKos6CplqZYvhSs5J52qz+QFPhfRA37NRPDrCdAwqojpxJTCwbQ3TMaiAWNTZwDk1u7Nw0Wj3qx1XAt0axJuOQS4RExmGGztwTjq3e+iChqYjOJqDGupY1FFotKxZFvGlOILSC17krTQqoFkju3BOOg+IDA/DWwPZF9oNWNTZgB9h//bfQS1NRyCLFI+OwDv8flI+6lUsgaplipmOQRbpfjZb6E/HQQ11LOrIfpNvbI1SMRwc4SVd6seZjkAO9+mtbU1HIAuJCH6+t6vpGI7EgRLkKx3OqmA6AllMRDhogk7r9WvPRZnYKNMxyGLVy8ViTD/2r3MyFnU2cE7Nbh5/8XtX7bgSuKdXfdMxyIF6N65kOgLZZGDbmqYjOI6Tfuc7tqgTkU4iMk1EdoqIisigXK+LiIwRkV0ickxE5opII0Nx6RSGdq2D2nElTMcgGw3tWtd0BHIYLgbvbWFhgnevZ5/anBx099W5RR2AEgDWALgTwLFTvH4vgJEA7gDQEkAygB9FpGTIElKe7u7JVhw/eP1aLiVEAVe3TkC9ivwI9rou9ePRuR771TqRY4s6Vf1OVUer6hQA2TlfExEBMBzAU6r6uaquAXAdgJIArg592n/Kys7OfyOPe/WaFgh8m8jrejWqxFGOBAAY0483S/ziNV7M/U0ddAPWsUVdPmoBqARgxsknVPUYgHkATjnDrYjcIiJJIpK0b98+W8MdOpZp6/u7QR/2qfENEcGXQ9ubjkGGTbyiGaIi3PorhQorNioC17TmCkFO49Yz8GTFsDfX83tzvPYPqvqmqiaqamJcnL3NxqWL+Xv6jl/uP4+tdD4TVzIa/VtUNR2DDLqoWRXTESjEHuZIWADsU0cedmvn2rwV51NPXtLEdAQyZNbIzryQ86HoiHBMHcLlH53ErUXdnuCfFXM9XzHHa2TAyB4cHOFXMZHh+OCm1qZjUIiN6F4PdTjK3bdaJJRF3Xh+/53CrUXdVgSKtx4nnxCRGAAdASwwFeokJ3WaDKV3r2/JPjU+175uBZxduZTpGBRCt5/HaW387qOb25iOYBRvvxaAiJQQkWYi0gyBnAnBfydoYE2OiQDuE5H+ItIYwLsA0gB8aC61f3U/Ox5d6nNtQAI+ZGudb7x2TQuEh/G2q9/FlYzGg+efbToGwcFFHYBEAMuDj2IAHg3+fWzw9WcATADwCoAkAJUB9FTVw6GPSq9de67pCOQQZYtHYUiXOqZjkM2aJ5RBnyaVTccgh7ixQy3TEYxx0t05xxZ1qjpXVeUUj0HB11VVx6hqZVWNUdXOwfnqKMSubZOAyHDH/iiRASN61DMdgWz27vWtTEcgBxERTB/e0XQMI3j7lTzlwfM5rJ3+KTI8DD9yuSjPuuCcyr6fuon+rUGlUpz9wDAWdTZwUtVut2/u6ICYyHDTMciBzqpYEiWiI0zHIBs8e1lT0xHIoabd7r+JyJ30K59FHRVZfMloNK5a2nQMcrDZIzubjkAW+/TWtigWxQs5OrXyJaLxxn/Yx9oUFnVUZN/d6c/+E1Rw8aVi8PwAtup4RdUyxdCqVjnTMcjhejXy1zKR6qDbcyzqqEievrQJKpSINh2DXKB/i2qmI5BFvhjK1QOoYL4b5p+LfueUdCzqqIiuaMmFnKngvr69g+kIdIYevqAh4kvGmI5BLtGwSinc5ONpTkxhUUeFNvMujmqkwmlSrTQuP5ctdm52A39BUyE94JMJiR1095VFHRVO97PjUTe+pOkY5EJPXNLEdAQqIl7IUVGICCZe0cx0DF9hUUeF8uJVzU1HIJeKigjD+Ms5aMJtzqlWmhdyVGQXNauCaK+vCc6WOm9z0PfXUu9e3xKxUZx3jIru0hZVTUegQnr/Rq7lS0UnIph3b1fTMWyV7aD7ryzqqMC61I83HYFcTkQw/z5vf8B7yce3tOHKEXTGKpaKwe1d65qO4Qss6qhAfrn/PNMRyCOqlY3FqD4NTMegAmhTu7zpCOQRXl4P2jntdCzqqACeH9CU6/mRpW7uWNt0BMoHL+TISuFhgm/u4NRGdmNRR/ni5LFktbAw4dx1Dvb0pU14IUeWa1y1NG7t7L0LOq4oQa4xfbh/ZgWn0GpSrTTuOI/9bJyIk4uTXe7txa4XdmJRR6c1rNtZaFCplOkY5GEje9Y3HYFymTGCc9KRfcLDBO/d0Mp0DM9iUUendZeHO7aSc/AD3jmGdq2DehU5Jx3Zq1O9OFzS3DvTGznn5iuLOls46PZ6kU0Z3NZ0BPKJTvXi0KdxJdMxCMDdbDmlEOFE5PZgUUf/0qtRRSTWLGc6BvnIC1dypRLTvhraHiJiOgb5RHiY4JlLzzEdwxJOashhUUf/wqXAKNSiIsIw4QpeuZvStX4cmlYvYzoG+czlidVQO6646RiewqKO/uHDm1ojOiLcdAzyoYubVUX1cpxGw4TXrj3XdATyIRHBl0Pbm45xxtRBvepY1NHfzq5cCu3qVjAdg3xKRPDNHZxCJ9S+uaMDYiJ5IUdmlIqJxGMXNzYdwzNcW9SJyBgR0VyPPaZzAc6q2gvjMw6OIMNKF4vEy1fz9n+otEgog8ZVS5uOQT53besEFHPzhYWDfuW7tqgL2gCgco5HE7Nx3OvbYR1QIjrCdAwiXHBOFZQvHmU6hi9Mvqm16QhEEBEuS2cRtxd1maq6J8djn+lAbtS0ehk0qsKrdXKO2SO7mI7geTPv6ozYKF7IkTOUKx6F169tYTpGkTiooc71RV1tEdklIltF5GMR8d6iciHw0c28WidnKR0biS+GtDMdw7O6n10RdeNLmI5B9A+9G1dGhRLRpmO4mpuLul8BDALQG8DNACoBWCAi5U+1sYjcIiJJIpK0bx8b9E6aNZJX6+RMzRPKolEVLlNnh1euYb9FcqZZIzubjlBoMQ6aMcK1RZ2qfq+qn6rqKlWdCeACBI7nutNs/6aqJqpqYlxcXEizOtWlLaqhThyv1sm5OHjHej/f25XTFpFjlS4WienD3TUKvnRspOkIf3NtUZebqqYBWAvgLPNZTCcomKcu5bgScrbYqAjMvbuL6RiecWe3s1C9XKzpGER5alCpFDrXY+NLUXimqBORGAANAOw2ncUNFj/QDZHhnvn2k4fVrFAc17WtYTqG6xWPCsfw7saveYkK5M2BnBC7KFz7W11ExotIZxGpJSKtAUwBUBzAJMPRHG/85U0RXzLGdAyiAnu4XyMUj+ItwzOxYFQ3ru1KrhEdEY7Fo7uZjuE6ri3qAFQD8BECc9VNBZAOoI2qbjOayuFa1SqHy86tZjoGUaGEhwkW8gO+yKYMbovSxZzT74eoIOJLxWDsRY1Mx3AV1xZ1qnqlqlZR1ShVraqql6rqOtO5AEAd3Klu8o2cvoTcqVRMJD7gZLmF9p82NZBYs5zpGERF8p82Ndi/rhBcW9RR4S0e3Q1REfyWk3u1r1sBt3etazqGazRPKMOWDnI1EcHbg1qajuEa/A1vAyc21L01MBHxpdiPjtzv7l71cXZlzl9XEJ/d2pb96Mj1wsMEv7L7RYGwqPOB+/s0QI+GFU3HILLMl0O52kR+pg/viAiOcCePqFgqht0vCoBnvA2c1lA3uHMd0xGILBUdEY6Zd3UyHcOxXrumBRpUYmsmeUv7uhUwons90zEcjUWdx614uIfpCES2qBtfEpNuaGU6huM0rVYafZpUNh2DyBbDurFPbV5Y1Nng2Iks0xEAALNHdkaZ2CjTMYhs07leHLrU58i4nD4bzFvT5F0iglVjepqO4Vgs6mzw2tzNpiPg+QFNUZvrupIP/N/ARJwVz591AFg1pidHuJPnlYqJxJIHupuO4Ug8+z1oTL+G6N+CEwyTP0SEh2H6cPavm39fV5SK4QTD5A9xJaPx+W1slc6NRZ3H9GtaBYPa1zIdgyikwsP8fUtm2u3tUa1srOkYRCF1bo2yePd6zmGXE4s6D4mJDMOLVzYzHYPIiFIxkfjpni6mY4Tcq9e0wDnVypiOQWREl/rxuLkjGzJOYlHnERVKRGHFwz050Sj5Wo3yxX11S+bObmehL0e6ks+N7ns2+reoajqGI7Co84hfR3dHTGS46RhExp1boyymDvF+YfdU/yYY0YNzdhGJCJ4f0AwXN6tiOopxLOo8YOUjPREexhY6opNaJJTF+zd6dw673o0q4cpWCaZjEDnKhCuaIaGcv/uWsqhzuXVje6F0MY54I8qt41lxeO2aFqZjWG5w5zp47VrvHRfRmRIRzLm7Cy5s6t8WOxZ1Lrb20V6IjYowHYPIsfo0qYzPBrc1HcMyV7Wqjvv7NGDfWaLTCA8TvHhVczSoVNJ0FCNY1LnUb2N7o3g0Czqi/LSsWQ4femAh8Ht61ce4/ueYjkHkCt8N64hB7WqajhFyLOpcpmKpaGx+si+KRXFQBFFBtatbAbNGdjYdo8jGX94UQ7tyzUuiggoLE4y5sBFu6uCv6U5Y1LnIjR1qYdGobhwUQVQEdeJKYPlDPUzHKLQvhrTDZedyhRiionjwgoZ4Z5B/JihmUecST1zSGA9d0JB9aYjOQNniUfhtbG/Uq+iOtWIXjjoPzRPKmo5B5GpdG8Tj22EdTMcICRZ1LjB7ZGdc07qG6RhEnlAsKhwzRnTG4M51TEc5rVa1ymH9Y71RuXQx01GIPKFRldJY+XBPlI319mwRLOocrGXNslj/WG/UjnNHqwKRm9zfpwFmjOhkOsa/PHFJY3x6a1tOJk5ksdKxkVj+cE9HX9CdKRZ1DvX6tefis8Ht+MFOZKN6FUtiw+O90bdJJdNRAACLH+jGVnkim93fpwHm3dPVdAxbsKhzmF6NKmLd2F7o3dgZv2SIvC46IhyvXnMuvrnDXJ+b5wc0xR9PnY/4kjHGMhD5SUL5WGx5si8ePP9s01Es5fqiTkSGiMhWETkuIktFpKPpTEVRs3wsFo46D2/8J5ETChMZ0LhqaWwd1xevX3tuyPZ5U4da2PREH/RvwdGtRKEWFia4qWNtrH+sN/p5ZBUKV1cPInIFgBcADAEwP/jn9yLSUFX/NBqugBJrlMXzA5ohoby/16sjcgIRQe/GlbB1XF/8uG4vbnl/qS37GXZeXQw9ry6iI9i9gsi0mMhwvHRVc4zr3wSPf7MOHy/ZbjpSkYmqms5QZCLyK4BVqnpzjud+BzBFVUed7usSExM1KSnJtlw17/82320euqAhrmmdwD5zRA63PeUoHv16HWb+tveM3qdm+ViMv7wpzq1RllMTETlYdrZi9vpk3D91FfanZeS5bZgAW8adb3smEVmqqon5bufWok5EogAcBXCVqn6W4/lXADRW1c65tr8FwC0AkJCQcO62bdtsy/bsD+vxypzN/3iuV6OKuLZNDbSpXR6R4a6/603kS/sOp2Payl2YtnIXVm4/mOe2FUpE4erWNXBh08qoE1eChRyRC6kq1uw8hGkrd+K9hduQnpn9j9cfu7gx/tPG/sFNfijqqgDYCaCzqs7L8fzDAK5R1fqn+1q7W+qIyH9UlYUbkY+E8pwvaFHHJiMiIguwoCPyFyee824u6vYDyAJQMdfzFQHsCX0cIiIiInNcW9SpagaApQByr9DdA8CC0CciIiIiMsfVU5oAeB7A+yKyGMAvAAYDqALgdaOpiIiIiELM1UWdqn4iIuUBPAigMoA1APqqqn1DW4mIiIgcyHVoIBYAABARSURBVNVFHQCo6qsAXjWdg4iIiMgk1/apIyIiIqL/YVFHRERE5AEs6oiIiIg8gEUdERERkQewqCMiIiLyABZ1RERERB4gqmo6Q8iJyD4AOeeyq4DAsmN+49fjPonH79/j57H7F4/fv8fv5mOvoapx+W3ky6IuNxFJUtVE0zlCza/HfRKP37/Hz2P357EDPH4/H78fjp23X4mIiIg8gEUdERERkQewqAt403QAQ/x63Cfx+P2Lx+5fPH7/8vyxs08dERERkQewpY6IiIjIA1jUEREREXkAizoiIiIiD2BRR54kIiVNZyCi0OJ5T37n2aJORCqLSEcROct0llAKHncHEaltOosJIlJLRL4AcL+IVDSdJ9SC3/8mIpLvzONeIyIVRaSZiFQxnSXUeN7zvOd577/z/lQ8WdSJyEQAawA8C2CNiNwvIuUNx7KVBLwIYBWACQgc9w0iUsxwNNuJiAT/HI7A8WcC+BHACZO5Qi34c78ewKsA1onINSJS1nAs2wV/9l8AsBLA2wDWBo891nA02/G853nP895/531eIkwHsJKIJAB4CUA8gH4A/gRwM4CrAGwG8Jm5dPYRkeYA3gCQAeBCBI77QQCjAHwO4Ji5dPZTVQ1+iF0IYKiqvmc6U6iJyDgAiQB6AdgJ4DYEvv8NATxgMJqtgi3xrwAoBaA/gEMA7gDwMIDfASw2l85ePO953vO89995nx9PFXUAmgA4DuAOVU0KPveIiPwHgJf7WlQH8CWA/6rqXgAQkfcAtAPgl4kIrwYQp6rviUgHAIMRuGJfDuBrVd0qImGqmm00pcWCrRVlAXQH8KmqLgq+NFpEzgNwp4jMVNU5xkLaqw2AIwCGqer64HO3ikgqAK/fiuJ5z/Oe573/zvs8ufr2a47m95PF6XIAL5ws6ETk5PElA5DQJ7SHiESLSHiOp+YCeCfHB3scgKcRuHK/XURqhjqjnU5x/ACQDiBZRK4GMAnAfgR+vm8F8AEAeOWDPefxa2D28DIA6gBYm2vTXQD2AHgotAntc4pzfh6AF09+sAdvyZRBoNXCU4UNz3ue9zzv/XfeF5ZrizoRuRfAUwCgqpkiIqq6S1UXBF8PU9VsEakKoBEC993//uFwKxF5AsAPAD4VkYtEJFZVD6nq7uDrHQDsReCWzDIA/wHwnohcbCy0hU5x/MWDL5UCEIvArfZXVHW4ql4HYAiABBEZHfx61/7MA6c8/pKqugXACgAPi0iP4HbjAdQE8BGAsiLS3lRmq4jIMAC3A/8457edbI0InvMKoBoCrVgbzaW1Fs97nvfgee+7875IVNVVDwAtAcxGoIl9I4AuwefDTrP9ZQhcyUSbzn6Gx10CwHQEBoDcDGBm8LjeyrVdOQBtcvy7EoBfADx5uv8jNzzyOP63cxz3XwCyT/5MBJ+PQaAD+dcAokwfh43HXx2BzuJbAKQh0HG6PoCKwf+X9qaP4QyOvQ2A+cHv7TwAzYPPh+Xa7uSyh0MB/JrzObc+eN7zvOd577/z/kwebrx66Q3gAIBBCBR1Jyv47NO0wiUi8I1OBwAR6SUiN4Qoq5WaAKgL4DpVfQtATwDjAVwvIgNObqSqKfq//hVQ1T0AKgMoru6+DXG64x8oIteoagqAJ4Lbtj35Rap6HEBtAEdUNcPFLbV5Hf/Vqrodgf41VwHopaoNVHUDAv1mIwBEG8p9RkQkEsBFAP5AoBN4OAL9qJD751mDn+YAWiFw4QdVVRHpKiL9QpXZYjzved7zvPffeV90pqvKgj7wv2o8AUA7/V9lvhzAID11BR8GIAmBH4aaAGYh0AfjFtPHU4Tj7x3MXizHc7EIDGP/E6dpiQTQB4Er9tamj8HG49958nsP4GcASxH4kItG4ENxPoCBpo/BxuPfnsf3/z4APwGIMH0MZ3DszQC0Cv59fPD72Sf4b8m1bWkAGwB0Q+CX4clzfoDp47Dh+87znuc9z3v13nl/Jg/XtNRp8Dunqn9qsN8cAk3rvwG4TkTKa6C1LucxNQJQD8B1CAxz3gegvKq+GcLoVgkHsAnA+SefUNWjACYCKI5AgXuyw2hzCUxE+QqAyQj8gCf9+y1dJa/jjwFwT/DpOwEsQaCT9I8AfgWwDoE+Jm6W1/HH4n/f/zARqSaBiWhfQ+DD/SMN9kX5//bOPsauogrgv9PdLQtCi1BSKsFWrATdApFC/KjW0DaQ2FISCqU1oCZGrIkpqRK/grSaGDUaE01EJC1QE4u21QAp1kSpGDRirS1IYqPBVYFqqtlSPpTa7ub4x5lhx9fX7b7d+9699835JTe77368nd+bN3fn3jvnTAnlnjSq+oSqxhQFm7B8ZCtFZJqqaoPXxdijp1uwR1H/BGao6taOFro4vN17u/d2n1+7nzCV7NSJyOnj2EdU9RngQezk9upj2GS3N2FjEnqBK1R1laq+3IYit43ki7sHu/JYEKJ8Is9iJ7JVItITOr/vBb6P5SpapKp3qOpIJ8tdFC34Xx/896rqGmw8xjeB+ap6i6rWMiFpi/UfUzecD6wF5gFXqupd8H+PKWpJaPP7sYu5AeAGOM5rPjZ4/mysza9W1Zc6XthxcqJ/uLm0+wL8a93uC6r/Wrb78XY2u7Hdt5NKdepE5EIReRRLIIgk4esyGsocidseBh4HlorIQNj38rBtN7BYVRer6hPtLPtkEJHzROQtIjIjvE6/7DGE/SCwHbtiWxI3quorWOLFI4zm4vs2cJOqXqmqT3ZAYVIU5P8K8Jp4rKruVtXt4WRQaQqs/3gxtAdYp6rvrnr9j+U+Rpu/B0vZcI2IzA77Xhy2PQQsU9UlqrqvvaWfHGKJc3uT1+n5OId2X4R/ndt9UfVfx3Z/Qvdub/ftphKdOhGZKiKbsaietwMLAVR1JFZ2uI3cJyIfSF5LuPP2I+wL/kUReQTYHR7HPqcVTr4YfO7GGuP9wD4RmRduLcdGPSwi/SKyBPgS8A9skPRbk7eaDhxS1cPhmEN1+GK3wf/Fql6VNqMd/uGYY6p6oLM2rdGCe5+ILEteT1HV57G7FDOxuT5/BjwsImeq6l9U9cclaY2LxP3nwIMisl5E+tLhI5m0+6L869ruC/MPx9Sp3Z/MvevafacovVMnlkfoeSyQYQALwZfQk3/1capYrprYS4/bYkMexCK9lmO5mmap6lAHNVpGRM4CdmKDOpdhmdD/xmjuvZGw31osmeTq4Lse6AMeEZENYuNnbqJmY0fcP1//Ft0PYm3+jLAtDq/4NRY09RHgEPa47XAHNSaEiMzCBrDPBT6BjQO7EdgmItOT892tdFm9g/vn7N+ie1e1+46i5Ua3XI1V7Mpk3fVYAs1pybqPYh2393F81Msi4CUsCeP8Mn0m4P5H4JJk3WeAHySv7wBeCN5TkvUzgK8DW7EQ7neU7eP+7t9G98Y2fw2Wu+q3wGVl+7TovjqU+9yGz2MEWIf94/5UOKd1Vb27f97+E3Dvmnbf0c+5pMqNYeinNdm2CAvVX5qs68XyLTV7r7Oxq5nSP8xxeEvy+7Xhy/z68PocLD3L1wid3OB9xhjv11e2k/u7f6fdsccvHy7baYLunwQGG7avwC5k/wy8uZvq3f3z9i/SvW7tvqylo49fJUxlQpiHVS00u5EDWBRLTzhmiqoOq+q/m7yfqOqQqlb6FnTinX7ej2FjCH8iIjuwW+1DwHnAvSKyEZipY0TwaMUjuyLun69/0e6hzR9US8RaaU7g/i/gBRH5ULJuOXA7NjvCClUdBpqdG4F61Du4f87+RbvXqd2XTid6jti4mb9jt04HwrqeJvvFBMN/AL6crqvjcgLv3mT7WVgo9u+ANcn692CBH+8s28H93d/dC3GfGn6eD3wjbNuJPWp6EruQ/Sqwt+zyu7/7u3t9l7bfqRORpcBtwANYhvOYO+e4/EmqqiIyDXgOmCUiUzV8G+rGGN7DcR+1KW7OxELS75PRsO49wFQscXItcf98/d29qfvRcLfhWeDTwHVYyqUbVfVStQjGfmBQklROdcP98/XP2b1KNOaDKYxQiYolSdwFfBebaHiHiNygqttEpDc90YdjXhSRIWy8zVEZTaxYCybgPYyNKXqdqg6Gdddhdyt/2eHiTxr3z9ff3cd2x863x9RyjD0Qlnj8dCxp7GPNLnirjvvn65+zeyUp+tYfcBkwvWFdb/g5DZvu40CyLR1IGQMoPoalOTmnnbcpS/aOrgPYreiDwAbgXuAw8Nmyndzf/d29cHdp+HkRMBv7R7if8MiqLov75+ufs3uVlyIreAXWU38ayzn1eWywM1hgRKzI+diAyQ3hdbOxdbcBG4HTy/6A2ujdl7zHbCxb9nZsmp8Ly/Zyf/d397a49zS8zxeweSofBeaW7eX+7u/u9V6KquTLsZ72rcCl2J22IeBO4LVhn9iD78eiXY4m205JK7yx8qu6FODdn2wX4NSyndzf/d297e6nMDp4fDawoGwn93d/d++OZbIVHHvka7DghjRh8FpsMOTtTY67APg9sAXLTbMTeFfZH4Z7u7/7u7u7u7/7u3tdl0lFv2qoNeAN2K1YTTZvAvYCS0VkAEBG53QcxMbPrAKeCsftmUxZOkmu3hH3z9ff3YEM3cH9c/bP2b12tNIDBK4CvoVlhl6YrF8OHCGMh2F0IPTV2Fxt65J9T8V69sewSX0rPzgyV2/3d393z9Pd/fP2z9m97st4K3gW8BAWpbYZ65W/HCpesOfk+4GNaUWH338F3Jm8noMNir65bHn3dn/3d3d3d3/3d/duWcZTyacB92GRaRck638BbIsVC9yMzee4sOH4LcCuskVb/mAy9XZ/93f3PN3dP2//nN27aTnpmDq1+VmPAptVdVBEpoZNO4CLkuTAW7GEgneLyGIxzgXmAt872d+pGrl6R9w/X393z9Md3D9n/5zdu4kY0TL2TiJ9GiYRjtmjRWQTlm/q/cm6fiy6ZR6wD0su+gywUm2KkFqRq3fE/fP1d/c83cH9c/bP2b1bGFenrumBIruArap6l4gI9mx9RERmApcAVwB/VdUtxRW3fHL1jrh/vv7unqc7uH/O/jm715EJdepEZA7wG+BaVX08rOtX1SOFlq5i5OodcX+ZQ6b+7p6nO7h/zv45u9eVlvLUhV46wALgP0klfw64X0TmFly+SpCrd8T98/V3dyBDd3D/nP1zdq87va3srKO39d4G/FBErgK+g00H8kFVfbrg8lWCXL0j7p+vv7sDGbqD++fsn7N73Wn58WsYIPkU8EYsUma9qn6lDWWrFLl6R9w/X393z9Md3D9n/5zd68xEx9T9FPgT8HFV/W/hpaoouXpH3D9ff3fP0x3cP2f/nN3rykQ7dT2qOtKG8lSaXL0j7p+vv7vn6Q7un7N/zu51ZcIpTRzHcRzHcZzq0FL0q+M4juM4jlNNvFPnOI7jOI7TBXinznEcx3EcpwvwTp3jOI7jOE4X4J06x3Ecx3GcLsA7dY7jOI7jOF2Ad+ocx3Ecx3G6gP8BMRU4AXXs/iUAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10fc0fc50>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# ensure temperature looks reasonable\n", | |
| "temp_air['20180101'].plot(title='20180101')\n", | |
| "plt.ylabel('air temp (C)')\n", | |
| "\n", | |
| "plt.figure()\n", | |
| "temp_air['20180601'].plot(title='20180601')\n", | |
| "plt.ylabel('air temp (C)')\n", | |
| "\n", | |
| "plt.figure()\n", | |
| "temp_air.plot()\n", | |
| "plt.ylabel('air temp (C)')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>ghi</th>\n", | |
| " <th>dni</th>\n", | |
| " <th>dhi</th>\n", | |
| " <th>temp_air</th>\n", | |
| " <th>wind_speed</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>2018-01-01 00:00:00-07:00</th>\n", | |
| " <td>0.0</td>\n", | |
| " <td>0.0</td>\n", | |
| " <td>0.0</td>\n", | |
| " <td>2.930414</td>\n", | |
| " <td>5</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2018-01-01 00:05:00-07:00</th>\n", | |
| " <td>0.0</td>\n", | |
| " <td>0.0</td>\n", | |
| " <td>0.0</td>\n", | |
| " <td>2.930414</td>\n", | |
| " <td>5</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2018-01-01 00:10:00-07:00</th>\n", | |
| " <td>0.0</td>\n", | |
| " <td>0.0</td>\n", | |
| " <td>0.0</td>\n", | |
| " <td>2.930414</td>\n", | |
| " <td>5</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2018-01-01 00:15:00-07:00</th>\n", | |
| " <td>0.0</td>\n", | |
| " <td>0.0</td>\n", | |
| " <td>0.0</td>\n", | |
| " <td>2.930414</td>\n", | |
| " <td>5</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2018-01-01 00:20:00-07:00</th>\n", | |
| " <td>0.0</td>\n", | |
| " <td>0.0</td>\n", | |
| " <td>0.0</td>\n", | |
| " <td>2.930414</td>\n", | |
| " <td>5</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " ghi dni dhi temp_air wind_speed\n", | |
| "2018-01-01 00:00:00-07:00 0.0 0.0 0.0 2.930414 5\n", | |
| "2018-01-01 00:05:00-07:00 0.0 0.0 0.0 2.930414 5\n", | |
| "2018-01-01 00:10:00-07:00 0.0 0.0 0.0 2.930414 5\n", | |
| "2018-01-01 00:15:00-07:00 0.0 0.0 0.0 2.930414 5\n", | |
| "2018-01-01 00:20:00-07:00 0.0 0.0 0.0 2.930414 5" | |
| ] | |
| }, | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# combine irradiance, temperature, wind into single data structure for pvlib\n", | |
| "weather = pd.concat([irradiance, temp_air, wind_speed], axis=1)\n", | |
| "weather.head()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# this calls the standard modeling steps including tracking, transposition, module temperature, DC, AC, etc.\n", | |
| "# the options were set in the ModelChain initialization above\n", | |
| "mc_fixed.run_model(times, weather=weather)\n", | |
| "mc_tracker.run_model(times, weather=weather);" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10ef20940>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10d2e34e0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x111cd99e8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10d2a07b8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# plot the 5 minute resolution ac data\n", | |
| "# note the hourly change in output due to the hourly temperature inputs\n", | |
| "days = ['20180101', '20180401', '20180701', '20181001']\n", | |
| "\n", | |
| "for day in days:\n", | |
| " plt.figure()\n", | |
| " mc_fixed.ac[day].plot(title=day, label='fixed')\n", | |
| " mc_tracker.ac[day].plot(title=day, label='tracker')\n", | |
| " plt.legend()\n", | |
| " plt.ylabel('AC Power (kW)')\n", | |
| " plt.ylim(0, kwp)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# calculate daily kwh\n", | |
| "daily_kwh_tracker = mc_tracker.ac.resample('60min').mean().resample('1d').sum()\n", | |
| "daily_kwh_fixed = mc_fixed.ac.resample('60min').mean().resample('1d').sum()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.legend.Legend at 0x10d2f8240>" | |
| ] | |
| }, | |
| "execution_count": 15, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x112ca4ef0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "daily_kwh_fixed.plot(label='fixed')\n", | |
| "daily_kwh_tracker.plot(label='tracker')\n", | |
| "plt.ylabel('Daily kWh')\n", | |
| "plt.legend()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# divide by kwp\n", | |
| "daily_kwh_per_kwp_fixed = daily_kwh_fixed / kwp\n", | |
| "daily_kwh_per_kwp_tracker = daily_kwh_tracker / kwp" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.legend.Legend at 0x10fc0fa58>" | |
| ] | |
| }, | |
| "execution_count": 17, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10d2f82b0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "daily_kwh_per_kwp_fixed.plot(label='fixed')\n", | |
| "daily_kwh_per_kwp_tracker.plot(label='tracker')\n", | |
| "plt.ylabel('Daily kWh/kWp')\n", | |
| "plt.legend()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "fixed: 2365.612165723192\n", | |
| "tracker: 2804.829071338888\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# yearly kWh/kWp yield\n", | |
| "print('fixed:', daily_kwh_per_kwp_fixed['2018'].sum())\n", | |
| "print('tracker:', daily_kwh_per_kwp_tracker['2018'].sum())" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 19, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>ghi</th>\n", | |
| " <th>dni</th>\n", | |
| " <th>dhi</th>\n", | |
| " <th>fixed</th>\n", | |
| " <th>tracker</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>4.2</td>\n", | |
| " <td>8.5</td>\n", | |
| " <td>0.5</td>\n", | |
| " <td>7.1</td>\n", | |
| " <td>6.1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>5.3</td>\n", | |
| " <td>9.2</td>\n", | |
| " <td>0.6</td>\n", | |
| " <td>7.7</td>\n", | |
| " <td>7.5</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>6.7</td>\n", | |
| " <td>10.0</td>\n", | |
| " <td>0.8</td>\n", | |
| " <td>8.2</td>\n", | |
| " <td>9.3</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>7.9</td>\n", | |
| " <td>10.5</td>\n", | |
| " <td>1.0</td>\n", | |
| " <td>8.1</td>\n", | |
| " <td>10.7</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5</th>\n", | |
| " <td>8.6</td>\n", | |
| " <td>10.7</td>\n", | |
| " <td>1.1</td>\n", | |
| " <td>7.8</td>\n", | |
| " <td>11.5</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>6</th>\n", | |
| " <td>8.8</td>\n", | |
| " <td>10.8</td>\n", | |
| " <td>1.2</td>\n", | |
| " <td>7.5</td>\n", | |
| " <td>11.7</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>7</th>\n", | |
| " <td>8.5</td>\n", | |
| " <td>10.1</td>\n", | |
| " <td>1.3</td>\n", | |
| " <td>7.5</td>\n", | |
| " <td>11.2</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>8</th>\n", | |
| " <td>7.7</td>\n", | |
| " <td>9.3</td>\n", | |
| " <td>1.3</td>\n", | |
| " <td>7.6</td>\n", | |
| " <td>10.3</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>9</th>\n", | |
| " <td>6.8</td>\n", | |
| " <td>9.1</td>\n", | |
| " <td>1.1</td>\n", | |
| " <td>7.8</td>\n", | |
| " <td>9.3</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>10</th>\n", | |
| " <td>5.6</td>\n", | |
| " <td>8.9</td>\n", | |
| " <td>0.8</td>\n", | |
| " <td>7.6</td>\n", | |
| " <td>7.8</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11</th>\n", | |
| " <td>4.4</td>\n", | |
| " <td>8.3</td>\n", | |
| " <td>0.6</td>\n", | |
| " <td>7.1</td>\n", | |
| " <td>6.3</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>12</th>\n", | |
| " <td>3.8</td>\n", | |
| " <td>7.9</td>\n", | |
| " <td>0.5</td>\n", | |
| " <td>6.7</td>\n", | |
| " <td>5.5</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " ghi dni dhi fixed tracker\n", | |
| "1 4.2 8.5 0.5 7.1 6.1\n", | |
| "2 5.3 9.2 0.6 7.7 7.5\n", | |
| "3 6.7 10.0 0.8 8.2 9.3\n", | |
| "4 7.9 10.5 1.0 8.1 10.7\n", | |
| "5 8.6 10.7 1.1 7.8 11.5\n", | |
| "6 8.8 10.8 1.2 7.5 11.7\n", | |
| "7 8.5 10.1 1.3 7.5 11.2\n", | |
| "8 7.7 9.3 1.3 7.6 10.3\n", | |
| "9 6.8 9.1 1.1 7.8 9.3\n", | |
| "10 5.6 8.9 0.8 7.6 7.8\n", | |
| "11 4.4 8.3 0.6 7.1 6.3\n", | |
| "12 3.8 7.9 0.5 6.7 5.5" | |
| ] | |
| }, | |
| "execution_count": 19, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "def irrad_to_monthly_kWh_m2_day(data):\n", | |
| " \"\"\"Calculate monthly average kWh/m^2/day irradiance. Assumes inputs of W/m^2\"\"\"\n", | |
| " return data.resample('1h').mean().resample('1d').sum().resample('1M').mean() / 1000\n", | |
| "\n", | |
| "kwh_m2_day_flat = irrad_to_monthly_kWh_m2_day(irradiance)\n", | |
| "kwh_m2_day_fixed = irrad_to_monthly_kWh_m2_day(mc_fixed.total_irrad)\n", | |
| "kwh_m2_day_tracker = irrad_to_monthly_kWh_m2_day(mc_tracker.total_irrad)\n", | |
| "\n", | |
| "kwh_m2_day_clear = kwh_m2_day_flat.copy()\n", | |
| "kwh_m2_day_clear['fixed'] = kwh_m2_day_fixed['poa_global']\n", | |
| "kwh_m2_day_clear['tracker'] = kwh_m2_day_tracker['poa_global']\n", | |
| "kwh_m2_day_clear = kwh_m2_day_clear.loc['2018'] # only need 1 year\n", | |
| "\n", | |
| "kwh_m2_day_clear.round(1).set_index(kwh_m2_day_clear.index.month)" | |
| ] | |
| }, | |
| { | |
| "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 | |
| } |
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