{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# TMY data and diffuse irradiance models\n", "\n", "This tutorial explores using TMY data as inputs to different plane of array diffuse irradiance models.\n", "\n", "This tutorial requires pvlib > 0.6.0.\n", "\n", "Authors:\n", "* Rob Andrews (@Calama-Consulting), Heliolytics, June 2014\n", "* Will Holmgren (@wholmgren), University of Arizona, July 2015, March 2016, August 2018" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See the ``tmy_to_power`` tutorial for more detailed explanations for the initial setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# built-in python modules\n", "import os\n", "import inspect\n", "\n", "# scientific python add-ons\n", "import numpy as np\n", "import pandas as pd\n", "\n", "# plotting stuff\n", "# first line makes the plots appear in the notebook\n", "%matplotlib inline \n", "import matplotlib.pyplot as plt\n", "\n", "# finally, we import the pvlib library\n", "import pvlib" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Find the absolute file path to your pvlib installation\n", "pvlib_abspath = os.path.dirname(os.path.abspath(inspect.getfile(pvlib)))\n", "\n", "# absolute path to a data file\n", "datapath = os.path.join(pvlib_abspath, 'data', '703165TY.csv')\n", "\n", "# read tmy data with year values coerced to a single year\n", "tmy_data, meta = pvlib.tmy.readtmy3(datapath, coerce_year=2015)\n", "tmy_data.index.name = 'Time'\n", "\n", "# TMY data seems to be given as hourly data with time stamp at the end\n", "# shift the index 30 Minutes back for calculation of sun positions\n", "tmy_data = tmy_data.shift(freq='-30Min')['2015']" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Irradiance (W/m**2)')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tmy_data.GHI.plot()\n", "plt.ylabel('Irradiance (W/m**2)')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Irradiance (W/m**2)')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tmy_data.DHI.plot()\n", "plt.ylabel('Irradiance (W/m**2)')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Location: \n", " name: SAND POINT\n", " latitude: 55.317\n", " longitude: -160.517\n", " altitude: 7.0\n", " tz: US/Alaska\n" ] } ], "source": [ "surface_tilt = 30\n", "surface_azimuth = 180 # pvlib uses 0=North, 90=East, 180=South, 270=West convention\n", "albedo = 0.2\n", "\n", "# create pvlib Location object based on meta data\n", "sand_point = pvlib.location.Location(meta['latitude'], meta['longitude'], tz='US/Alaska', \n", " altitude=meta['altitude'], name=meta['Name'].replace('\"',''))\n", "print(sand_point)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "solpos = pvlib.solarposition.get_solarposition(tmy_data.index, sand_point.latitude, sand_point.longitude)\n", "\n", "solpos.plot()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Extra terrestrial radiation (W/m**2)')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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PjF/MrgPZXNqlHr2apnodTsQLunCY6NWneTVOaJrKzv3ZfJyxxutwjIko89bt4rVJywG485RmHkcTHaxwlBAjr+gIOFvNrti6z+NojIkMuT7l/i/nATD0zOOoZB3iQbHCUUKUSojnht6NAPjX53NtRrkxwPQV28hcs5MyifFcebwtYhisoAqHiBzvbua0RESWi8gKd2SViSI3920MwNTl2/hzi111mJLtYHYul7w+HYDPbujucTTRJdgrjjeBfwM9gE4428Z2ClVQJjTKJiXw3jXOvh1nv2KbN5qS7XW3X6NDvYq0qFmyt4ItrGALxy5VHauqm1V1W94R0shMSHRrWIXmNVLYczCHz2au9TocYzzh8+nh1W+fOq8NIrYeVWEEWzh+EZGnRaSbiHTIO0IamQmJhPg4Hj27FQAPjJnHoRybUW5Knps+dDY7u++0FjSuZlcbhRVs4eiC0zz1GPCsezwTqqBMaHWsX5lB3eqzPyuXp8Yt9jocY8Iqc81Ovpu7kfg44fz0Ol6HE5WCKhyq2qeAwzZyimJ3nOyMV3/ztxUsWL/b42iMCQ9V5fHvFgLw2NmtqFjWht8WRbCjqiqIyL9FJMM9nhWRCqEOzoROhbKJ3H+6s0HNs98vtuG5pkT44o91TF+xnfb1KnJhp3pehxO1gm2qegvYA1zgHruBt0MVlAmPa3s2pHRiHD8t2syMlbbhk4ltu/Znc8fHznpUecvwmKIJtnA0UtWHVHW5ezwMNDzaE0TkLRHZLCLz/M4NF5E5IpIpIt+LSC33fAUR+VpEZovIfBG5yu85g0RkqXsMKkqS5sjyNny6ZtQMsnJ8HkdjTOh88YczirBzg8o0TC3ncTTRLdjCcUBEeuTdEJHjcVbJPZpRQP98555W1Taq2g74BnjQPf8PYIGqtgV6A8+KSJKIVAYewumc7ww8JCKVgozZBKFLgyrUrliGPYdy+HnRJq/DMSYkdu7PYujXCwB4+RIbEHqsgi0cNwAvi8hKEVkFvAQMOdoTVHUSsD3fOf9e2GQgr2FdgRRxBlOXc5+XA/QDflDV7aq6A/iB/y1G5hjExwkvX+r8It3yYabH0RgTGvd94TR83NC7EakppTyOJvoFO6oq070aaAO0VtX2qjq7KC8oIo+KyBrgUv664ngJaAGsB+YCt6qqD6gN+C/nutY9Z4pR2zoVOK9jHbJyfbzw41KvwzGmWO3cn8W3czcAcFX3NG+DiRGBto69zP16h4jcAVwLXOt3u9BU9T5VrQt8ANzknu4HZAK1gHbASyJSHihoOmeBw39EZHDeqK8tW7YUJbQSS0QYcoKzAOJzPy5h5/4sjyMypvjc8L4z2e+Rs1pRrXxpj6OJDYGuOJLdrykFHMfauzQaONf9/irgc3UsA1YAzXGuMOr6PacOzlXJ/1DVkaqarqrpqam2EUthNa5Wjut7OeMdnvneJgWa2DBh8WamLt9GnUplbLJfMQq0dexr7rc/qurfVsVzO8gLRUSaqGpeW8gAYJH7/WrgROBXEakONAOWA8uAx/w6xE8B/lnY1zXB+b9TmjF6+mren7aaczvUoX09G4dgoleuT3nMnez3wBnHUSoh3uOIYkewneMjgjx3mIh8CEwFmonIWhG5BnhCROaJyBycInCr+/DhQHcRmQv8BNyjqltVdbt73wz3GOaeMyGQlBDH/Wc4kwKf+X4xPp9NCjTR65OMNSzZtJfODSrTr2UNr8OJKUe94hCRbkB3IDVfn0Z54KjlW1UvLuD0m0d47HqcQlLQfW/hTEA0YXBhp3oM+3oBk5dtY/qK7XRrVMXrkIwptO37srj387kAjLi4vcfRxJ5AVxxJOH0ZCfy9f2M3cF5oQzNeedfds2Pwuxk2KdBEpS//WAdAzyZVqW4d4sUuUB/HRGCiiIxS1VVhisl4rF3dStSuWIZ1Ow8wedlW+jSv5nVIxgRtx74shn3jTPZ77sJ2HkcTm4Lt49jv7sfxnYj8nHeENDLjmfg4YcQlzuX9de9meByNMYUz9Ov5gDPZr2o5m+wXCsEWjg9wRkA1AB4GVuJ0VpsY1b5uRU5vXZMcn/LGr7a9vIkOB7JyGZPpjNgf1C3N22BiWLCFo4qqvglkq+pEVb0a6BrCuIzHRIQb+ziTAp8av5iD2bZToIl8eVfIwwa2pEYF69sIlWALR7b7dYOInC4i7XEm45kY1rJWBa7snkZWjo8nxi4K/ARjPJSxcju/LdtKleQkzu9YN/ATTJEFWzgecTdu+j/gTuAN4PaQRWUixu0nNwVg1JSVLNu8x+NojDmyF35y5hbfd3oLyiTZZL9QCnaRw29UdZeqznO3je2oql+FOjjjvQplErnzlL+KhzGRaEzmOn5dupUO9SpyTgdrDAm1QIsc3u1+HSEiL+Y/whOi8dpNfZtQJjGe96et5o/VtlOgiSz7DuVw72fOZL/Hz2njcTQlQ6ArjoXu1wxgZgGHKSGeOLc1APd+NteWIjER5delWziQnUuz6ik0q5HidTglQqAJgF+7X98JTzgmUvVv5az1s3jTHpZt2UvT6vYLary352A2Q9xl09+5urPH0ZQcgZqqvhaRr450hCtI471SCfGMvrYLAGe/PDnAo40Jj9cnOXOMTm1Vw4bfhlGgpqpngGdx9sc4ALzuHnuBeaENzUSazg0q07haOfZl5fLL4s1eh2NKOFVlxC/LALirXzOPoylZjlo43Ml+E4H2qnqhqn7tHpcAPcITookUCfFxPHjGcQA8Nc42ezLeuvOTOajCfae1oGHqse4rZwoj2HkcqSLSMO+GiDQAbJu9EqhX01Qu6lSXhRt289rEP70Ox5RQa7bv57NZawEY2L6Wx9GUPMEWjtuBCSIyQUQmAL8At4UsKhPRru3pfIZ4fOwitu+z/clN+L3oTva785SmVEuxvo1wC3YC4DigCc6OfbcCzVR1fCgDM5GrcbVynNXO+ZT3ScYaj6MxJc3kZVv5ZOZaGqUmc1PfJl6HUyIFe8UBTuFoBrQFLhSRK0ITkokGefscPD52ESu27vM4GlNS5OT6Du8jfnf/5h5HU3IFVThE5CGcPcZHAH2Ap4ABIYzLRDgRYXAvp8nqZXdkizGhNnX5Nuav301K6QTbR9xDwV5xnAecCGxU1atwrjpsh5QS7pYTnWaCT2euZf3OAx5HY2Ldwexcrnrb2QbokyHdPI6mZAu2cBxQVR+QIyLlgc1AwwDPMTGuXKkEnnebrG5431agMaH186LN5PiUhqnJNK1mKxd4KdjCkSEiFXEm/80EZgG/hywqEzX6tqiGCMxeu4s12/d7HY6JYbd8+AcAz13Qjrg48Tiaki1g4RARAR5X1Z2q+ipwMjDIbbIyJVz50ok8e35bAG5yf7GNKW6vTFhGjk85v2Md2tSp4HU4JV7AwqGqCnzpd3ulqs4JaVQmqpzVrjata1dg9pqdjJu3wetwTIzZn5XD0+OdlQqu7dkQ57Os8VKwTVXTRKRTSCMxUSsuTrjTXSvoyXGLyc71eRyRiSVPjl2EKlzTo4Etmx4hgi0cfYCpIvKniMwRkbkiYlcd5rATmqbSs0lVVmzdx0e/r/Y6HBMjFm7YzTtTVxEfJ9zhbmNsvBds4TgVaAT0Bc4EznC/GnPYvy9wRlg9MGY+W/ce8jgaE+1UlZHusun39m9Ocqmjbh9kwijYJUdWFXSEOjgTXVJTStG3eTUAxmSu9zgaE+1mrd7BF3+so2xSPNf1stH/kaQwS44YE1DeCKvh3yywqw5TZLk+5daPMgF44aL2Hkdj8gtZ4RCRt0Rks4jM8zs33O0jyRSR70Wklt99vd3z80Vkot/5/iKyWESWici9oYrXFI9KyUnc2LsRAA9/vcDjaEy0mr12J2t3HKBsUjy9m9kODpEmlFcco4D++c49raptVLUd8A3wIIA7ufAVYICqtgTOd8/HAy/j9LEcB1wsIseFMGZTDK7sngbA17PXcyAr19tgTFS66LVpAIy6qjOJ8dYwEmkC7Tm+R0R2F3DsEZHdR3uuqk4Ctuc75/+cZEDd7y8BPlfV1e7j8vYl7QwsU9XlqpoFfAQMDDo744lq5Uvz6NmtALjybVtgwBTOxxlryMr10TmtMun1K3kdjilAoK1jU1S1fAFHiqqWL8oLisijIrIGuBT3igNoClRyN4qa6bdke23Af8OHte45E+HOaV+HKslJTF+xnRkrtwd+gjE4fRuPu8um33Nqc1taJEIV6hpQRKqJSL28oygvqKr3qWpd4APgJvd0AtAROB3oBzwgIk2Bgn5qtIBziMhgEckQkYwtW7YUJTRTjMokxfPgmU6r4tPjF+MsQGDM0T05bhE79mczqFt9OtrVRsQKdj+OASKyFFgBTARWAmOP8bVHA+e6368FxqnqPlXdCkzCWbp9LVDX7zl1gALHearqSFVNV9X01FTrTIsEA9vVpmvDyvy+YjufzFzrdTgmwq3Yuu/wvA3b2S+yBXvFMRzoCixR1QY4e3NMLuyLiYj/T8MAYJH7/Rigp4gkiEhZoAuwEJgBNBGRBiKSBFwEfFXY1zXeeezs1gDc89kcdu3P9jgaE8ne/M0pGree2ITUFNvuJ5IFWziyVXUbECcicar6C9DuaE8QkQ+BqUAzEVkrItcAT4jIPHe5klNw9i9HVRcC44A5OMu1v6Gq81Q1B6c5azxOIflYVecXPk3jlYap5eiUVglVGGsLIJojmLV6B+9PW01yUjy329IiEU+CaXsWkR+Bs4DHgao4Gzl1UtXuoQ2vaNLT0zUjI8PrMIxr+74sOgz/AYBZD5xM5eQkjyMykSTXp/R9dgKrtu1nxMXtObNtrcBPMiEhIjNVNT3Q44K94hgIHABux7ky+BNbq8oEqXJyEoO61QecGeXG+Mtcs4NV2/ZTOjHO9hGPEsGuVbVPVXNVNUdV31HVF92mK2OCcmOfxgB88cc69h3K8TgaE0kucCf7vXdNF5ISbLJfNAg0AfA392v+iYABJwAa4696+dI8fo7TUW6TAk2ed6asJNendGtYhY71bPhttAg0AbCH+zX/RMAiTwA0JddZ7WpTtVwpZqzcwa9Lba5NSXcgK5dhbtPlv05rYZP9okgwe47H+S9UaExRlUmK55GzWgLOAoi5PpsUWJI9PnYhuT7lmh4NaG37iEeVYPYc9wGzizpT3Bh//VvVpFfTVJZt3svo6balS0k1Z+1O3p26ijiB206yyX7RJtieqJrAfBH5SUS+yjtCGZiJXU+f1wZwdgrcuOugx9GYcMv1KY9846xHNfysVqSUTvQ4IlNYwe7F+HBIozAlSvXypTmzbS2+nr2ekZOWH17TypQMU/7cyu8rt1O+dAKXdqnvdTimCIK94jhNVSf6H8BpoQzMxLa8EVZvTV7B+p0HPI7GhMuBrFwuf9MZVTf6uq4eR2OKKtjCcXIB504tzkBMyVKuVMLh4nH1qBkeR2PC5b1pKwFoVbs8LWvZwMxoFWgexw0iMhdo7m75mneswFlXypgiG9C2FqUS4li0cQ8zV+3wOhwTYqrKY98565o+f2E7RGz4bbQKdMUxGmdpkTHu17yjo6peFuLYTIxLLpXAS5d0AOBfn8/1OBoTajd+MAuAu/o1o3G1FI+jMcci0ATAXaq6Ergf2Kiqq4AGwGXuPuHGHJOTj6vOgLa1WLxpDy/9vNTrcEyI/LF6B2PnbQTg4s42sj/aBdvH8RmQKyKNgTdxisfokEVlSpS8ZbSf+X4Jq7bt8zgaU9x8PuWBMc4c4qfPa2OrI8eAYAuHz90b4xzgeVW9HWduhzHHrEHVZP7RpxEA//5hiW0zG2NG/76aeet206NxVc5Prxv4CSbiBb2Rk4hcDFwBfOOes1k7ptjc1a85FcsmMiZzPdOWb/c6HFNM1u88wP1fOlcbT7oTP030C7ZwXAV0Ax5V1RUi0gB4P3RhmZLoxYvaAzDo7d85mJ3rcTSmODz2nTND/LyOdahdsYzH0ZjiEux+HAuAe4BZ7u0VqvpEKAMzJU+PxlVpXK0cWTk+3p260utwzDFatW0f38xxtgseNrClx9GY4hRU4RCRM4FMnN3/EJF2tlaVKW5xccJrl3cE4LHvFpGT6/M4InMsTn/xNwDeuCKdsknBrm5kokGwTVVDgc6xZtoCAAAaM0lEQVTATgBVzcQZWWVMsWqUWo57T20OwFU2ozxqvTd1JXsP5dCwajInNEv1OhxTzIItHDmquivfORv6YkLi4s71KJUQx69Lt/LL4s1eh2MKafu+LB4YMx+A5y5sR2K8bQcba4J9R+eJyCVAvIg0EZERwJQQxmVKsAplEhlxsdNRfsvoP9hre5RHlSfGOh3i/+jTiLZ1bZ5wLAq2cNwMtAQO4Uz82wXcFqqgjDmlZQ1Oa12DPYdyeGfKSq/DMUEaN28jH2espWq5Utx2UlOvwzEhEszWsfHAw6p6n6p2co/7VdV24DEh9e8L2gHw9PjFzFuXv6XURJrt+7IY8v5MAP5zWQdroophwWwdmwt0DEMsxvxN6cR4hp/VCoAr355BVo6NsopkT493Vr7t1TSVTmmVPY7GhFKwHwn+cLeLvVxEzsk7QhqZMcAlnetRLaUUW/ce4v1ptkd5pFq1bR8f/r4GgP9c2sHjaEyoBVs4KgPbgL78tbT6GaEKypg88XFyeKe4Yd8ssBnlEUhV6ff8JABevqQDyaVszkasC7aPY46qXpXvuDoM8RlD42rluLt/MwAuf3O6x9GY/F78aRkHs300q55Cv5bVvQ7HhEGwfRwDwhCLMUc0qFsalZOTmLFyB59krPE6HONasmkPz/24BICXLmlPgnWIlwjBvstTROQlEekpIh3yjqM9QUTeEpHNIjLP79xwd+vZTBH5XkRq5XtOJxHJFZHz/M4NEpGl7jGoUNmZmJFcKoGR7nIkd306hzXb93sckcnO9R0eRTX0zONoUt129Sspgi0c3XHmcQwDnnWPZwI8ZxTQP9+5p1W1jaq2w1me/cG8O9wmsSeB8X7nKgMPAV1wljx5SEQqBRmziTHpaZW5obezb8ft/80k12eLF3jpvamrWL5lHyc0TeXK420FopIk2NVx+xRw9A3wnEnA9nzndvvdTObvy5bcjLPToP8aE/2AH1R1u6ruAH7gf4uRKUHu6d+c1JRSZKzawdh5G7wOp8Sav34Xw75ZAMC/L2jrcTQm3IJdHbe6iLwpImPd28eJyDVFeUEReVRE1gCX4l5xiEht4Gzg1XwPrw34N2ivdc+ZEuy/g51RVjeN/oOtew95HE3JczA7lwtenQrAwwNaUqVcKY8jMuEWbFPVKJwmpLw+iSUUcckRdwZ6XeAD4Cb39PPAPW5HvD8p6J8o6N8VkcEikiEiGVu2bClKaCZKNEwtx5Xd0wC4aOQ0b4MpgR79diH7snJpmJrM5V3rex2O8UCwhaOqqn4M+ADc/cePdUD9aOBc9/t04CMRWQmcB7wiImfhXGH4b1JcB1hf0D+mqiNVNV1V01NTbRnnWHdP/+aklE5g2ea9jJq8wutwSowF63fznjsR871ruhAXV9BnOxPrgi0c+0SkCu6nfRHpirPQYaGISBO/mwOARQCq2kBV01Q1DfgUuFFVv8S5yjlFRCq5neKn4Nd5bkquMknxfOhODBz69QKWbtrjcUSx71BOLue96iyK/cqlHWwr2BIs2MJxB/AV0EhEJgPvArcc7Qki8iEwFWgmImvdPpEnRGSeiMzBKQK3Hu3fUNXtwHBghnsMc88ZQ6vaFRh65nEAXPbmdA5k2azyUHpozHz2Z+VyRpuanNa6ptfhGA+JauAhjSJSCqdpqhlOv8NiIE5VI7JnMj09XTMyMrwOw4TJte/M4MeFm7miW32GDWzldTgxaUzmOm79KJOk+Dhm3H8SFcokeh2SCQERmamq6YEeF+wVx1RVzVHV+ao6T1Wzca4mjPHcCxc5mz69O3UVk5dt9Tia2PPnlr3c+lEmAJ/e0M2Khjl64RCRGiLSESgjIu39Zo33BsqGJUJjAkgulcAH13YB4NI3prN9X5bHEcWOg9m5nP3yZMDZ0a9NHdvRzwS+4uiHM0O8Dn/NGH8WuB34V2hDMyZ4xzeuyvkd6wAw8OXfCKYJ1gR2z2dz2H0wh4ZVk7nj5GZeh2MixFELh6q+o6p9gCtVta/frPGBqvp5mGI0JijDz2pF1XKlWLP9AE+MXeR1OFFv3LwNjMl0Rr9/dH1X4m3orXEFu+TIZ6EOxJhjVToxnk+HdAPgtUnLGT9/o8cRRa9lm/cy5P1ZAHw0uCvVUkp7HJGJJLYGsokpaVWTefuqTgBc/95MFm+0+R2FtXN/FgNe+g2AB844jq4Nq3gckYk0VjhMzOnTrBr/PLU5AGeO+I0d1lketOxcH1e+PYP9Wbmc1roG1/SwVW/N/wq6cIhIKxG5QESuyDtCGZgxx+L6ExrRs0lVsnJ9XPrGdFuCPUiPfLOAzDU7SU6KZ8TFtne4KViwq+M+BIxwjz7AU9iugCbCvXVlJ0olxLFgw24e+mpe4CeUcGMy1/HOVGcdqgl39bHOcHNEwV5xnAecCGxU1auAtoCtpWwiWmJ8HBPv6gPA+9NW8+Uf6zyOKHIt3rjn8CS/0dd1ITXFfr3NkQVbOA6oqg/IEZHyOJstNQxdWMYUjxoVSvPZDc5Iq9v+m8nvK2yps/zW7TxAv+cnAXD/6S3o3qiqxxGZSBds4cgQkYrA68BMYBbwe8iiMqYYdaxfmRcuagfABa9NtZFWfrbuPcSJz04A4OLOda0z3AQlYOEQEQEeV9WdqvoqcDIwyG2yMiYqDGxX+/BIq37PT2LDrgMeR+S9vYdyOP3FXzmY7aNPs1QeO7s1zq+7MUcXsHCos3bDl363V6rqnJBGZUwIXH9Co8PLkvR5ZgL7DuV4HJF3cnJ9nPefKWzafYiGqcm8dWUnKxomaME2VU0TkU4hjcSYMHjqvDZ0qFeRg9k++j47AV8JHaZ73bsZLNq4h/KlExh/Wy8rGqZQgi0cfYCpIvKniMwRkbnuZkzGRBURYfR1XalfpSybdh+iz7MTOJhdsjaAemjMPH5ZvAWASXf3ITHe5gGbwgn2J+ZUoBHQFzgTOMP9akzUKZ0Yz9c396BG+dKs2rafU56bxO6D2V6HFXK5PuWWD/84PFfjt3v6ULFsksdRmWgUbOF4RFVX+R/AI6EMzJhQKl86kfG396J2xTKs3r6fk/89MaaLR1aOj8vfnM5Xs53Vbife1Zs6lWxLHVM0wRaOlv43RCQe6Fj84RgTPhXKJPLznSeQ5jZb9X56QkzuW56T6+OC16Yy5c9tAEz9Z1/qV0n2OCoTzQLtAPhPEdkDtBGR3e6xB2cC4FdhidCYECqVEM/P/9eb1rUrsH1fFi0eHMfmPQe9DqvYZOf66Pf8JDLX7ARgztBTqFmhjMdRmWgXaCOnx1U1BXhaVcu7R4qqVlHVe8MUozEhFRcnfH5jd9LrVwKg86M/MW/dLo+jOnbrdx6g5YPj+XPLPqqllGL+w/0oX9r2CzfHLtimqmX+N0Qk3l340JiYkBgfx0eDu3KeO8/jjBG/MSYzete2mr9+F92f+JmsXB8ta5Xnlzt7k1wqweuwTIwItnCcKCLfiUhNEWkNTANSQhiXMWGXEB/HM+e35cWL2wNw60eZ3PFxZtTtX/7KhGWc/qKzEdM1PRrw9U09rGiYYhXUT5OqXiIiFwJzgf3Axao6OaSRGeORAW1rUatCac57dSqfz1rHlGXb+O7WnlROjuyhq9m5Pq57N4MJ7hyNFy5qx8B2tT2OysSiYPfjaALcCnwGrAQuFxEby2diVnpaZeYMPYXaFcuwcfdBOgz/gZ8XbfI6rCOat24XTe4be7ho/HB7LysaJmSCbar6GnhAVa8HTgCWAjNCFpUxEaB86UQm3NWbQd3qA3D1qAzOf3UKeyJovsehnFxu++gPzhjhNE31aprKgmH9aFLdWpJN6Egw7bciUl5Vd+c710RVl4YssmOQnp6uGRkZXodhYsjCDbsZ+NJksnJ9AAwb2JIruqV5GtO4eRsY8v6sw7c/vK4r3RpV8TAiE+1EZKaqpgd6XKB5HHcDqOpuETk/3922rLopMVrULM/iR/pzc9/GADw4Zj6tHxrPjws2hb3zfMH63fR9ZsLhonF6m5osGt7fioYJm6NecYjILFXtkP/7gm5HErviMKG0de8h/vHBLKa7uwlWLVeK+05vztnt64T0dSct2cLwbxawdPNeABpWTeaVyzrQvEb5kL6uKTmCveIIVDj+UNX2+b8v6HYkscJhwmHF1n3c/elsZqzcAYAIXNezIdf2bEC1lNLF8hq7DmTzwfRVvD5pOTv2O30rDVOTeercNqSnVS6W1zAmT7CFI9BwXD3C9wXdzh/AWzir6G5W1VbuueHAQMCHs2zJlaq6XkQuBe5xn7oXuEFVZ7vP6Q+8AMQDb6jqE4GSMiYcGlRN5pMh3Vm9bT9PjFvId3M3MnLSckZOWk6TauU4tVUNTjquOsfVLE9CkEuX+3zK8q37+GHBJsbN38hsd6kQgO6NqvDPU1vQuk6FUKVkTFACXXHkAvsAAcrgzOHAvV1aVY+4foGI9MIpAu/6FY7DnewicgtwnKoOEZHuwEJV3SEipwJDVbWLu5jiEpztatfijOS6WFUXHC0pu+IwXsjK8fHt3PWMyVzPlD+3kZXjdKTHxwnNa6TQvEZ5UlNKUa5UPD51ljn3qZLjUzbtPsiKrftYuGE3B7N9h//NzmmVOa11DS7oVJeySTaJz4RWsVxxqGp8UQNQ1UkikpbvnP/IrGTcqxZVneJ3fhqQ11jcGVimqssBROQjnCuWoxYOY7yQlBDH2e3rcHb7OqgqizbuYfKyrSzYsJulm/by69ItbN17CP9NB0UgXoSySfHUqliGk1pUp0XN8nRpUJl2dSsGfaViTDiF/SOMiDwKXAHswtlZML9rgLHu97WBNX73rQW6HOHfHQwMBqhXr15xhWtMkYgILWqWp0XNv3dcZ+f6UIU4ca5EbMtWE43C/nFGVe9T1brAB8BN/veJSB+cwpHX31HQb1WBbWuqOlJV01U1PTU1tThDNqbYJMbHkZQQR0J8nBUNE7W8vA4eDZybd0NE2gBvAANVdZt7ei1Q1+85dYD1YYvQGGPM/whr4XDXvMozAFjknq8HfA5crqpL/B4zA2giIg1EJAm4CNtAyhhjPBWyPg4R+RDoDVQVkbXAQ8BpItIMZzjuKmCI+/AHgSrAK+7le47b7JQjIjcB43GG476lqvNDFbMxxpjAglqrKtrYcFxjjCm8YlmryhhjjMnPCocxxphCicmmKhHZgtOHUlRVga3FFI5XYiGHPJZLZLJcItOx5FJfVQPOZ4jJwnGsRCQjmHa+SBYLOeSxXCKT5RKZwpGLNVUZY4wpFCscxhhjCsUKR8FGeh1AMYiFHPJYLpHJcolMIc/F+jiMMcYUil1xGGOMKRQrHFFMbHlVE2L2M2YKYoUjuh1eayyaf8FFpJmIxMTPoohcIiJt3e+j9j3xExPviyleJeqHQkTOcvc9j2oi0l9ExgPPiMjZABqFnVUicrKITAeuJcp/FkXkJBH5FXgeaA/R+Z7kEZHTReQbYLiIHO91PMfC/b0fISKVvY7lWEXK37CY38TY/dQXB1wF3AvUF5HvVfVXbyMrHDePROAxoBvwJM7+JOeLyDxVXeplfMFy80gAHgAuBu5R1c/974+WP7huLqWBd4BqwCM4WxuXde+PV9Vc7yIsGhHpiLOa9VCgPDBIRJqo6igRiVNV31H/gQjhvj9nA48CKcAEEfkiWuLPE4l/w6L6U14w1JELLMP5JHgj4HnFLiw3jyxgHHCCqn4FTAGygRWeBlcIbh7ZOEvrf5pXNESkp4gkehtd4bi5HAA+UNXeqjoe5z253L0/6oqG6yTgV1X9DhgDbARuFpEKquqLliY49wPIcqAHcCtwGc6HragSiX/DYrZwiMgtIvK6iFzrnpqoqntU9XUgWUSucR8X0f8H+fNQ1R/dfUpOw9n8qinwmIhc6D4+In+p/fIY7J56FagpIm+LyFzgbuBN4Gr38RGZB/wtl+sAVHWMez4ep4jPF5G6R/s3Ikn+fIBfgDNEpJJbGLOB3TjvUUQ3wYnIIBE52e/UPFXdpqqf4eRxjrspXMSL6L9hqhpzB3AlMA3oD0wE/gk08rv/VGA+UMnrWAuZx7+Axu59nYGm7ven4Wx2leZ1zEHmcT9QCTgLZ+/55jj7yw8EvgXqeR1zId+Thn73t8bZuTLF61iLmM99OM1uI4BvgF+Bt4F+wH+AZK9jPkIelYBPgQ3AHCDePR/HX/PVjgd+Ajrke654HX8Q70tE/Q2L6E/bx+BE4ElVHQf8H0479KV5d6rqWGAhMFhEUkTkfG/CDCh/Hkm4eajq7/rXNrsLgC1AjidRBpY/j1LA9ar6JTBYVRep89swB9iJ88kwUhX0nlyWd6eqzgUO4GxzHA0K+l25QlVvxmkSGaaqVwEHgdKqus+7UI9MVXcA3wMtgJk4u4rm3afu18lAJnCqiDTPu/rNuz/CRPTfsJgqHH6XbH8AZwCoagYwFaiVb3TIPcDjwFKgRjjjDOQoeUzDad7JP8rlSpwO2W3hijEYR8ljMtBARI7P94doEFAG2BHWQIMQ4D05/LPlNrF9D5SO8Oa2o703TUSkh6quVtUf3MedDvwZ/kgD8/t/fldVdwKv4DRJ1VenTybeL9/ncT69T8S5soqoZtFo+RsW1YVDRGq4X+MA9K/REpOBOBHp5d6eh3MJW8t9fGOcH64vcS5bR4Qz7vyOIY8rRGQe0AC4QZ32aM8UMo/1/JXHuSIyG2iIk8fBsAZegKK+J+6n12rAvkj6JFuE96am+/heIjIRaILTL+W5AnLJu6I46H6dAYzFGU2Fqua6BaQ68BLwM9BOVR/xf74XRKSliJTOux0tf8OisnCISHsR+Ql3ZEHef7ZftV6K0/53oTskci1ORU5z798F3KSq56jq+rAG7+cY8mjg3j8Hp6lnkKpuCm/0fymGPJYAQ1T1Ci/zgGL52QK4U1XfCl/UR1YM781K4EZVPVtVPd3o6Ci5SAEdxC8Bjd0/zKki0gBnc6ObVXWAqm4Ia/D5iEgbEfkNZwh3Fb/zUfE3LKoKh/sD8hzwLvCOql7nd5//+PI9OJ16STiT5BJxOs+2AajqFvVw3kMx5LEVQFUzVXVKeKP/SzHmMVdVp4Y3+r8rrp8tAHWGTXuqGN+b1ao6P7zR/10Quah7RVFGRMqBEzfwBTAXJ79K7pXHai9yKMD9OMPRz1bVdXB43k9U/A2LqsLhXlKmAH+o6rsAItLI/xdBnFmVo3Eq8oM4/9m/urff8STwfCyPyMoDYisXiK18gszlYZwReg3d2xfjdO4/A7RW1VmeBJ+PiMSJSCNgr6o+7547WUQq4owsREQeIcLfl4hfVl1EugLb1R1BJCLlcYY7foAzRHATsBen02svzmzXB1V1mfv4OJwhhHvCH/1fLI/IysONJWZygdjKpxhy6QpsUlXPJ8cWkEsKMAu4HWe5nTI4+SwEPsRZHSIi35fDNALGLBd0ABVxxvTvwbmsS/a77xacYXW9cIZ2PokzuiDV7zFxXudgeUReHrGWS6zlUwy5xHudQ5C5/AuneAxwb/fCmaXfLRLfl/xHJDdVJeNMarvZ/T5vdAGq+iLQR1UnqeohnJEF6cB++J82XK9ZHpGVB8RWLhBb+RxrLpG0zMsRc8GZXJkG5C28mIGztMtBiMj35W8iqnCIM7z0BBEpr06H0UjgY5z/zC4iUivvsepM+MnTEVgD5Lr3efofbnlEVh4QW7lAbOVTwnKpDaCqc4C7gH+ISFWcSaSt+avz2/NcjsbzwuGOmKgpIr/gTAC7FPiPiFRV1YOquh/4EaeDqK/f80qJSG8RycBp83xCPRz/b3lEVh5uTDGTixtXzORjuYCqvonTpzEUOBe4ViNn1NdReVo4xBl+ljdiYp2qnogzEmI7fhuuq7NUwEqguYhUEJEy7qVqFvCIqp6pfy2/EXaWR2TlAbGVC8RWPiU8l2ZuLinu+X8Dt6tqP1VdEPYEisiTUVUikgAMA+KB73DW/D9PVQe59wvO7NWLVHWie64czmSZ44F6QHv1cPKeG5PlEUF5QGzlArGVj+VyOJfuQH0iJJeiCPsVh4icgLMIWSWc9eWH4yxq10dEOsPhcdvDcC7h8pyOU8kzccZle/3H1vKIoDwgtnKB2MrHcgH+ymU2EZJLkWn4h6j1BC73u/0KcAPOQn0z3XNxONPrP8ZdKhxnye1e4Y7X8oiOPGItl1jLx3KJzFyKenjRxzET+FicTW/AWcyrnqqOAuJF5GZ1RhTUAXJVdSU4m+Wo6iQP4j0SyyOy8oDYygViKx/LJTJzKZKwFw5V3a+qh/Sv8dYn4+wlAc6eui1E5Buc0Qaz4HB7YUSxPCJPLOUCsZWP5RKZuRRVglcv7FZrBaoDX7mn9+DMqGwFrFB38S91r/MikeUReWIpF4itfCyX2ODlcFwfkIizCmcbt0I/APhU9be8//AoYHlEnljKBWIrH8slBni6yKE4i39NcY+31ZkQE3Usj8gTS7lAbOVjuUQ/rwtHHeBy4N/qTOyJSpZH5ImlXCC28rFcol/EL6tujDEmsni+VpUxxpjoYoXDGGNMoVjhMMYYUyhWOIwxxhSKFQ5jjDGF4tnMcWNigYhUAX5yb9bA2Y0ub/mJ/ara3ZPAjAkhG45rTDERkaHAXlV9xutYjAkla6oyJkREZK/7tbeITBSRj0VkiYg8ISKXisjvIjJXRBq5j0sVkc9EZIZ7HO9tBsYUzAqHMeHRFrgVaI0z07ipqnYG3gBudh/zAvCcqnbC2YP6DS8CNSYQ6+MwJjxmqOoGABH5E/jePT8X6ON+fxJwnN8K3OVFJEVV94Q1UmMCsMJhTHj4r2Pk87vt46/fwzigm6oeCGdgxhSWNVUZEzm+B27KuyEi7TyMxZgjssJhTOS4BUgXkTkisgAY4nVAxhTEhuMaY4wpFLviMMYYUyhWOIwxxhSKFQ5jjDGFYoXDGGNMoVjhMMYYUyhWOIwxxhSKFQ5jjDGFYoXDGGNMofw/x/TGdCTk/l0AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# the extraradiation function returns a simple numpy array\n", "# instead of a nice pandas series. We will change this\n", "# in a future version\n", "dni_extra = pvlib.irradiance.get_extra_radiation(tmy_data.index)\n", "dni_extra = pd.Series(dni_extra, index=tmy_data.index)\n", "\n", "dni_extra.plot()\n", "plt.ylabel('Extra terrestrial radiation (W/m**2)')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Airmass')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "airmass = pvlib.atmosphere.get_relative_airmass(solpos['apparent_zenith'])\n", "\n", "airmass.plot()\n", "plt.ylabel('Airmass')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Diffuse irradiance models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make an empty pandas DataFrame for the results." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "diffuse_irrad = pd.DataFrame(index=tmy_data.index)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "models = ['Perez', 'Hay-Davies', 'Isotropic', 'King', 'Klucher', 'Reindl']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perez" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "diffuse_irrad['Perez'] = pvlib.irradiance.perez(surface_tilt,\n", " surface_azimuth,\n", " dhi=tmy_data.DHI,\n", " dni=tmy_data.DNI,\n", " dni_extra=dni_extra,\n", " solar_zenith=solpos.apparent_zenith,\n", " solar_azimuth=solpos.azimuth,\n", " airmass=airmass)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### HayDavies" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "diffuse_irrad['Hay-Davies'] = pvlib.irradiance.haydavies(surface_tilt,\n", " surface_azimuth,\n", " dhi=tmy_data.DHI,\n", " dni=tmy_data.DNI,\n", " dni_extra=dni_extra,\n", " solar_zenith=solpos.apparent_zenith,\n", " solar_azimuth=solpos.azimuth)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Isotropic" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "diffuse_irrad['Isotropic'] = pvlib.irradiance.isotropic(surface_tilt,\n", " dhi=tmy_data.DHI)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### King Diffuse model" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "diffuse_irrad['King'] = pvlib.irradiance.king(surface_tilt,\n", " dhi=tmy_data.DHI,\n", " ghi=tmy_data.GHI,\n", " solar_zenith=solpos.apparent_zenith)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Klucher Model" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "diffuse_irrad['Klucher'] = pvlib.irradiance.klucher(surface_tilt, surface_azimuth,\n", " dhi=tmy_data.DHI,\n", " ghi=tmy_data.GHI,\n", " solar_zenith=solpos.apparent_zenith,\n", " solar_azimuth=solpos.azimuth)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reindl" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "diffuse_irrad['Reindl'] = pvlib.irradiance.reindl(surface_tilt,\n", " surface_azimuth,\n", " dhi=tmy_data.DHI,\n", " dni=tmy_data.DNI,\n", " ghi=tmy_data.GHI,\n", " dni_extra=dni_extra,\n", " solar_zenith=solpos.apparent_zenith,\n", " solar_azimuth=solpos.azimuth)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate yearly, monthly, daily sums." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/holmgren/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/ipykernel_launcher.py:1: FutureWarning: how in .resample() is deprecated\n", "the new syntax is .resample(...).sum()\n", " \"\"\"Entry point for launching an IPython kernel.\n", "/Users/holmgren/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/ipykernel_launcher.py:2: FutureWarning: how in .resample() is deprecated\n", "the new syntax is .resample(...).sum()\n", " \n", "/Users/holmgren/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/ipykernel_launcher.py:3: FutureWarning: how in .resample() is deprecated\n", "the new syntax is .resample(...).sum()\n", " This is separate from the ipykernel package so we can avoid doing imports until\n" ] } ], "source": [ "yearly = diffuse_irrad.resample('A', how='sum').dropna().squeeze() / 1000.0 # kWh\n", "monthly = diffuse_irrad.resample('M', how='sum', kind='period') / 1000.0\n", "daily = diffuse_irrad.resample('D', how='sum') / 1000.0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot Results" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = diffuse_irrad.plot(title='In-plane diffuse irradiance', alpha=.75, lw=1)\n", "ax.set_ylim(0, 800)\n", "ylabel = ax.set_ylabel('Diffuse Irradiance [W]')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PerezHay-DaviesIsotropicKingKlucherReindl
count8759.0000008759.0000008759.0000008759.0000008759.0000004578.000000
mean55.40446852.43292949.10028653.07310153.620056100.715271
std80.44161175.45835672.13629376.34244378.79716378.428181
min0.0000000.0000000.0000000.0000000.0000000.000000
25%0.0000000.0000000.0000000.0000000.00000039.033711
50%3.7320513.7320513.7320514.0096653.73205187.265688
75%95.39094891.32186981.17210591.77729290.936414145.523600
max580.694617533.102519523.420126538.809780544.508380535.970735
\n", "
" ], "text/plain": [ " Perez Hay-Davies Isotropic King Klucher \\\n", "count 8759.000000 8759.000000 8759.000000 8759.000000 8759.000000 \n", "mean 55.404468 52.432929 49.100286 53.073101 53.620056 \n", "std 80.441611 75.458356 72.136293 76.342443 78.797163 \n", "min 0.000000 0.000000 0.000000 0.000000 0.000000 \n", "25% 0.000000 0.000000 0.000000 0.000000 0.000000 \n", "50% 3.732051 3.732051 3.732051 4.009665 3.732051 \n", "75% 95.390948 91.321869 81.172105 91.777292 90.936414 \n", "max 580.694617 533.102519 523.420126 538.809780 544.508380 \n", "\n", " Reindl \n", "count 4578.000000 \n", "mean 100.715271 \n", "std 78.428181 \n", "min 0.000000 \n", "25% 39.033711 \n", "50% 87.265688 \n", "75% 145.523600 \n", "max 535.970735 " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "diffuse_irrad.describe()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "diffuse_irrad.dropna().plot(kind='density')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Daily" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax_daily = daily.tz_convert('UTC').plot(title='Daily diffuse irradiation')\n", "ylabel = ax_daily.set_ylabel('Irradiation [kWh]')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Monthly" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax_monthly = monthly.plot(title='Monthly average diffuse irradiation', kind='bar')\n", "ylabel = ax_monthly.set_ylabel('Irradiation [kWh]')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yearly" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "yearly.plot(kind='barh')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the mean deviation from measured for each model and display as a function of the model" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean_yearly = yearly.mean()\n", "yearly_mean_deviation = (yearly - mean_yearly) / yearly * 100.0\n", "yearly_mean_deviation.plot(kind='bar')" ] }, { "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 1 }