diff --git a/docs/sphinx/source/whatsnew/v0.4.0.txt b/docs/sphinx/source/whatsnew/v0.4.0.txt index 7a43bccfc6..dd551f085c 100644 --- a/docs/sphinx/source/whatsnew/v0.4.0.txt +++ b/docs/sphinx/source/whatsnew/v0.4.0.txt @@ -28,6 +28,9 @@ Enhancements * Adds the PVWatts DC, AC, and system losses model. (:issue:`195`) * Improve PEP8 conformity in irradiance module. (:issue:`214`) * irradiance.disc is up to 10x faster. (:issue:`214`) +* Add solarposition.nrel_earthsun_distance function and option to + calculate extraterrestrial radiation using the NREL solar position + algorithm. (:issue:`211`, :issue:`215`) Bug fixes @@ -35,6 +38,11 @@ Bug fixes * dirint function yielded the wrong results for non-sea-level pressures. Fixed. (:issue:`212`) +* Fixed a bug in the day angle calculation used by the 'spencer' and 'asce' + extraterrestrial radiation options. Most modeling results will be changed + by less than 1 part in 1000. (:issue:`211`) +* irradiance.extraradiation now raises a ValueError for invalid method + input. It previously failed silently. (:issue:`215`) Documentation diff --git a/docs/tutorials/irradiance.ipynb b/docs/tutorials/irradiance.ipynb index 82c3c3c311..7d7819c557 100644 --- a/docs/tutorials/irradiance.ipynb +++ b/docs/tutorials/irradiance.ipynb @@ -81,7 +81,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Many solar power algorithms start with the irradiance incident on the top of the Earth's atmosphere, often known as the extraterrestrial radiation. ``pvlib`` has three different algorithms to calculate the yearly cycle of the extraterrestrial radiation given the solar constant." + "Many solar power algorithms start with the irradiance incident on the top of the Earth's atmosphere, often known as the extraterrestrial radiation. ``pvlib`` has four different algorithms to calculate the yearly cycle of the extraterrestrial radiation given the solar constant." ] }, { @@ -92,7 +92,7 @@ }, "outputs": [], "source": [ - "times = pd.date_range('2014-01-01', '2015-01-01', freq='1D')" + "times = pd.date_range('2014-01-01', '2015-01-01', freq='1h')" ] }, { @@ -105,7 +105,8 @@ "source": [ "spencer = pd.Series(pvlib.irradiance.extraradiation(times, method='spencer'), times)\n", "asce = pd.Series(pvlib.irradiance.extraradiation(times, method='asce'), times)\n", - "ephem = pvlib.irradiance.extraradiation(times, method='pyephem') # approx 100x slower than the above." + "ephem = pvlib.irradiance.extraradiation(times, method='pyephem') \n", + "nrel = pvlib.irradiance.extraradiation(times, method='nrel')" ] }, { @@ -118,7 +119,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -127,9 +128,9 @@ }, { "data": { - "image/png": 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lTyb7E7zvLM5BQTR/8R+4/m+XS1E3acZvEF5aT57u8BiDIvtTUl3Ge4c/4vv0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t3MttzvULRmAiyRvPnoMAxFl3eTFoOB7FVfkfvdOrBY8Lr7HgJ690Xr4WHj1P+MI47flfalH2Dx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\nLVu2BC5fcnTPnj3cd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s7hh2E2H6UBpszeQ25PFB0cccbzzRdUzW3IlccWU6QV4rhWYj/cvLuWZsHAAf\n7DzNE6/sw2Z3dXcJIYQQQoizcqqihXe2FtFicRITFsiYMR4cew/Q1JSG1uvEOeAo19x4KzP7T/V1\nqecsacbPI0ZdEE9OfpQHp9wJwLbK3fz5yMs02ZvxKl4AYrJSWXTXVGI0rdQrYZzYVMCSoSEMTAzF\n7VFY8/EJ9hyv8WUMIYQQQviJtZ+cYOOeMkAhY4BC4P4Kmu1J6N2tjJsfyU8WP0CApueWW1606HJc\nLv8aWJRm/Dw0On4YPx5xG8OiBqOg8MtdT/OHQ3/rej4oPIQr7r+UQRHt2DQmSo42MVrTcTPF/oI6\nXv30RHenFkIIIYT4VgcK6njilf3UNNqICtOTMvYQqv2l2FWpGD1NXHTbQIaP7I0lCs+NXTN7kswZ\nPw+p1WoGRw4iVB+CGhWF5hIKW0pYm/cWY2NHkRWZgUarYeYd84j89zb25GsoOe3h9hTY6gnlZIWZ\nn72wi4tHJzJ3fJKv4wghhBDCR3Z9UURxQd1ZvcYLtNmchLq9hKm9aK1WNPtGYddoUCke4kekMm74\n+G9ctnHjxg3s3r0Tu91OVVUl119/Ix99tJ7w8Aja2lpZuXI1q1atoKKiHEVRuP32uxg5MhvwuxW5\npRk/n/UzxXPH8Jt459QHbC7fwd6ag1RYqggzhBIbFI1apWbEldMIiTnK51urOVyqZ7C+jKbgaBpb\n7ew8Vs34wbGEmQJ8sv2rEEIIIc4vDpeHtvaOaSIqlYJW40bt1KKoNKjxEBQahDEo5Dudy2q1smrV\nH6ioKOehh+4nMjKK2bPnMHXqDN577x3CwsJ5+OFf0tpq5sc/vp1XX327N6P5jDTjfuDqgQuY2X8q\n/y/nL1Raqvnt3lXMT53NpamzAUidPJzLo0L56N3jVDrCmaY0sCs4ksp6K8ue38nV0wdw6cQU34YQ\nQgghRJ+bNDONSTPTvvU4r6JQWGHm0/3lHD1ZT8zQYjTOEtLyxuHQhpJsbGXOXfPRaL97a5mengFA\nTEwsTmfHSixJSSkAFBUVcfToYfLyjqEoCl6vF7O55ewDngekGfcDKpWKCEM4iwddyZH6Y+ys2seu\nqn3U2eq5fMA8IgPDiRmUzA9+GML6l3dQ7gxjmL2RpIH92VdsJreokeTYYDKTw9Fq5DYCIYQQQnxV\n3ukmnnvrCCqDBV1aIcHOduLyJuLQmkgObmLuXVegVp9dD/F1n8p3PpacnExMTCxLl96Mw+Hg1Vdf\nISQktEfyqFd/AAAgAElEQVSynGuk8/IjQyIzWTzoKmKComhxmDlQe5jtlbsxOzrmbJliwrnqnouJ\n07TQog4jpKiKUJycrDDz3NtH2C2rrAghhBDivyiKws7cajbnVILOTr+sOuI8ZmLzs3FqTQyLtTP/\nx1eddSN+JtVXmvOFC6+mtLSEe+65g7vuuo24uLgvn/e/abUqRVH8bib8N90w4A+io4O/MaPH66HY\nfJrVh/4KgAoVj45/gHhjbMfzThcfP7+RMkcIRk8bAYNi+bTQQlZyOGMyY5g+IgG1um9+2L8tiz/w\n54z+nK2TP2f052ydJOP5zZ+zwfmRr7rRyqMv7kVtakY/eC+xNUHEl0zArTGQnehk/A2XfO3rzods\n31d0dHCPnEdGxv2QRq0hLSyVS1NnMzAsFQWFd0+t5/OybR3PB+iYd++lDAyxYtUEYz9RT4zTQn5p\nM69+coIT5f45J0sIIYQQ393nByt4Y9NJtAmFRA46TXx1EPElE3Gr9YxL9XbbiIuzI824n1Kr1MxP\nnc1lqXMAyG86yb8KN9Bs72i01RoNF/9oHkNiHbRrjKRrdMxN1gOwYddpNu4p9VntQgghhPAtl9vL\nG5+dJK+mFF1iIaE1bcSenohbHcCEDDWjr53p6xL9hjTjfi49fABPTn6UifFjAVi+6ymeP/J3oGO9\n8mm3zGFUfzdOTSCtxRbina3klzbzzy1FNLXafVm6EEIIIXxg86FKfrcuh4DBuzEM20W/yiCiyzsa\n8YmDdYy6erqvS/Qrvd6MHzlyhKVLl37lsfXr17N48eKur99++22uvvpqFi9ezJYtWwBwOBzce++9\nXH/99dx55500Nzf3dql+K0wfyrTEiWSGpxOoNVDQdIp9NTldo+QTrp/FuFQvLo2eVE0gF8d2/Fi8\nuD6PT/eX+7J0IYQQQvSxDw/mUeI4jtpkJqkqrKMRVwUwaXAAIxdO8XV5fqdXm/GXXnqJ5cuX43K5\nuh7Ly8vj3Xff7fq6oaGBV199lbfeeouXXnqJVatW4XK5ePPNN8nIyOD1119n4cKFvPDCC71Zqt9L\nCk7kJ6NuZ0hkJl7Fy5q8dbyW/8+u50dfO5NxaeDS6GmvstPf0cKJ8hb+tbXIh1ULIYQQoq/szavl\nsb/vwxq7l4DU48RXGQkvG4NbpWPSYB0jFk72dYl+qVeb8eTkZJ5//vmur5ubm1m9ejWPPvpo12NH\njx5l9OjRaLVaTCYTKSkpFBQUcPDgQaZNmwbAtGnT2L17d2+WesG4auBlXJ+5iEBtIKdby/hb7lpK\nzB3zw0cvmsH4dA0ujYH+WiPjwjw43V5WvHaQnbnVPq5cCCGEEL3p8xOHqQvdhjrQQv/qSGLKJuJR\naZmUpWOEjIj3ml5txmfPno1GowHA6/WyfPlyHn74YQIDA7uOsVgsBAf/Z2mYoKAgLBYLVqsVk8kE\ngNFoxGKx9GapF4xQfQiTEsYyKHwgdo+DI/XH2F65p+v57KunMm6gCpdGj7bRS5yrjZMVZjYdqPBh\n1UIIIYToLQWlzfzib3soV3LRRNQRWxdIROmojkY8U8uIK6b6ukS/1mc3cB4/fpyysjIef/xxli1b\nRmFhIU8//TQmk+krjbbVaiUkJASTyYTVau167L8bdvH9/XDoDTw1+ZcA7K05yP1bHuVkc8eUlNE/\nmM7YL+eQp2n0DAhwUtlg5anXDnK8pMmXZQshhBCih31edICWAe+hDqsjttZIwukJeFQ6JmaoGXHl\nNF+X5/e0fXERRVEYNmwY69evB6CyspJly5bxyCOP0NDQwOrVq3E6nTgcDoqLi0lPT2fUqFFs3bqV\nYcOGsXXrVsaMGfOdr9dTi7Cfy3oiYwwhXJZxMbm1BZSaK8ltyaVfdBQp4YnMu2chmhc+YE+RgQSb\nlVa1lcIKLwcLG5gxLrkHEvyHfL/Ob/6crZM/Z/TnbJ0k4/nNn7OBb/NV1Vt44vVPaAo8hirMS5al\nH4biDFwaPdMGa5lx27zvdX5//971lD5pxv97e9P/KyoqiqVLl7JkyRIUReGBBx4gICCA6667joce\neoglS5YQEBDAqlWrvvP1LoQdn3oq47zEOYwMH8lv967ii5JdfFGyi4fG3EtSSCKjFl2E5eWPOVZn\nZKjHQo67nf3Ha3joj9u4fnYG8ZHG7339C2WHLn/N6M/ZOvlzRn/O1kkynt/8ORv4Pt97B3bTHL8J\nFRDZEEDQqQwcmkBGJ3sZcvmU71Wbr7P1hZ76Y0OlKIrSI2c6h1wI3/yezKgoCruq95HbkEduQz6j\nY0YwPHoIY2JH4vV62fzix5xsDiLI1cI+jYF2dQBXTx/ApRNTvve1L5RfVn/N6M/ZOvlzRn/O1kky\nnt/8ORv4Lp/d6ebJDe/RpC6FkFqGtKcReDgRu8bIyEQPE2+4+Htfw9+/d9Bzzbhs+iNQqVRMThjP\n9MSOJYsO1h3hleNvYHa0olaruej2uSQHtWHThTFF5UDr9bD1cBV/ef8Y7Q63j6sXQgghxNk4WllK\nU9g+CKkluFVH0OF+2DVGhsY5e6QRF2dHmnHRJTM8nZ+NuYeR0cMA+EfeOjaX70CtVjPn7vkkaFto\nUYUyyWWmscXGvvw6TpS1+LhqIYQQQnwXiqLw9KfreC3vHQBS2zMYnDeBdo2JzHAbU26a7eMKL0zS\njIsuKpWKlJAkRkUPRYWKk82FvF+0EQCNVsP8e+YSRQvt+ijma9tAUfhwz2n+va0YP5ztJIQQQvgV\ni91OhTYHT2Aj+nY1MYejsaqDSTO1Mf32ud94j5/oPdKMizOMiRvFs9OeIDM8HZfXxRO7V/JF2TZ0\nBgOX3Xkxwd426jzhTGivpaiylfW7TtNotvu6bCGEEEJ04/ld77B8+0oAItqTGJ87EasmlGSDmVl3\nzUetlpbQV+SdF1/LoDWQHTOcMH0o9e2N7K3JASAwPJgFN03A4LXhCUpgnqEVgPd2lJBzst6XJQsh\nhBCiG/ltubg0NlQ2A1lHYmkilHitmTk/vhT1lxs0Ct+QZlx0a3K/8Tw5+VEiDOFUWKq4d/Mj7Kzc\nS2i/aOZfPQSt10ljewjp9kZ2Havh7x/m+bpkIYQQQvyXdbkf8+PPH0LRtaO1hzL35GjM6miiVK1c\n+uO5aHR9ssq1+AbSjItvNTNpKikhSXgUD8cbC7C52okdlMzsixIAhciAMEaa3LQ7PGzOqaC22ebr\nkoUQQogLntVl40DVMVApeMxhjDuaRLkzlFCljQV3z0IXqPd1iQJpxsV3MCNxMj/N/hEARxqO8/Pt\nj5PbkEfKxKFMHmbAo9JiNHsIdbfz6qcnWbOxwMcVCyGEEBe2raV7+fn2x2nX1aF4NFzTMIo2VSJG\nr4WFt0/FEBzk6xLFl6QZF9+JTq3lyoGXkhGWhoJCftNJWhxmhl02meHxDpyaQLJVHkK1CvUt7RRW\nmHF7vL4uWwghhLjgNNtb2F6SC4CnJYphhzM40RiIwWNjwQ1jMEaF+bhC8d+kGRff2ayk6SzKWAjA\n1opdPLrzSSot1Uy88RKSDa1YNCFkW5toMrfz1GsH+fe2Yh9XLIQQQlxYTjQVsXzXU1R7TwJwadsw\ncCej8zi49KrBhCfF+bhC8X9JMy7OSrwxlgUD5jIwLBWAYw35tLrauOSuuUSqzFj00cxTd2wEVNNk\nw+WW0XEhhBCiLzS2N7O95AgAHnMkcUcGUlWpQ6N4mDM7kZisFN8WKL6WNOPirKhUKuamzGR64mQA\nPij+mMd3P4NL4+HS22cQ5LVSr0QxylbDoVMN3P3cVo4WNfq4aiGEEMK/Ndtb+NXuFRwy7wFgpCWD\neFsyikrN9LGh9B83xMcViu5IMy7+J0MjM1kwYA79g/vh8rrJbcjHa9Jw6TUj0Hqd6AJjGae34vEq\nnK5u9XW5QgghhN8yO1rZX5WLgoKnLYzAkwPQlwXg0ugZm65h0Oxxvi5RfANZXFL8TwI0AcxNuRiv\n4qW8rZI1eeuIMkTwxKSHmTm9ic+2NaBpDyDKY+XznAoKypr50RVDCQkK8HXpQgghhN/wKl6e3Psc\nVnfHssLhrYlk1Ydg1RkZHO1g9A/m+LhC8W1kZFx8L5MTJjA/dTaRhnAa7E2UmEvpPyGTsQPVuNV6\nMgHFZqegrIXCCrOvyxVCCCH8RrvbTkHTKaxuGyqHCXfZQIaXG7HqwkgytDH1ltm+LlF8B9KMi+8l\nVB/MpamzSQ7pD8CzB5/n5eOvM3rRDNKD23DogpmkWEBR2Hyokk0Hyn1csRBCCOEfXjjyMs8f+TsA\n7pYIJpaG0aKOJEplZs5dc1Crpc07H8h3SfSI+amzmZ00gwBNANWWWmqstUy/fQ7RKjPNqnAm2us4\nXtLEG5tO0dRq93W5QgghxHnL4/VQZamhsq0GjaLHVTWAqZWxtOtjCPa2cdkdM9HqZVro+eI7NeNt\nbW0cP36c/Px82traersmcR6KN8ZyxcD5RHw5XeU3e1fxScVm5t82nSCPFXdgPLMDLQAcOtVAg7nd\nxxULIYQQ56d/nvqAJ/c9h8Nrx9kWRPqpcFpdUeg97Vx2w1gCw4N9XaI4C994A+fWrVt56aWXKCws\nJC4uDq1WS3V1NWlpadx6661Mnz69r+oU54kfDFxATt1RdlXvo7ytCm9/HXOvHMz77xXSag2iv6uF\n1z87yUd79Kz68WRflyuEEEKcV9qcFspaKwFQ6pNJq4kgVB+Boni4ZN4AwmRTn/NOt834ww8/TFRU\nFI899hjp6elfee7UqVO88847rF+/nmeffbbXixTnj6zIDDLC09hdvZ9jjfk8tP0J7hh2I9PGhrH5\ngIVkrQFNoJfTbQ68XsXX5QohhBDnjV1V+3m94J8AKG4t+lMpRKDCqdUxbUQgidmDfFyh+F9024zf\nf//9xMbGfu1z6enpPPLII9TU1PRaYeL8pVFruDp9AbkNeZxoLqS8rYpLZ82moeozcquDSGltplJj\n5M5nt7Bg6gAun5js65KFEEKIc5qiKFRYOkbEA+3x2MrDGY2LNm0Yw+KcDJk3w7cFiv9Zt3PGY2Nj\nyc/P54svvjhjnvjmzZsBiIuTj0LE17uo/xSuHHgZABtPb+Jn239F+tWj6KdvxaoLZ6q7GbwKh07U\n+bhSIYQQ4txW3lbJA9t+ydaKXQA0Hc9gXHUQbdowEvWtTLpxlo8rFN9Ht834mjVrePDBB3n77beZ\nO3cuu3fv7nruD3/4Q58UJ85vCcZYxseNJiYoina3nSpbDXPunE2I0kZbQCzjXfXUNNl4cf1xSmSX\nTiGEEOJrlbaW4/Q4CVLCcdf2Z6rTRrshhjDFzJwfXSJLGJ7nup2m8s477/DOO+8QGBhITk4O9957\nL6tXr2bMmDEoisz1Fd9Oo9Zw4+Br2VeTw5q8dbxR8A4JpjiWLrmc91/LxaWNJrG1nt3HPahUKn54\n2WBflyyEEEKcM+xuO3849CK1tnoAlMpM0ord2A3RGDw2Lr1lEgGBBh9XKb6vb/xTKjAwEIDs7Gye\ne+45fvrTn3Ly5ElUKlWfFCf8Q1poKv1NCXgVL4UtJXiidMy8qB+gEBsQTKTLSnWjjfzTTbg9Xl+X\nK4QQQpwTqqw1lLaV4/EqeC2hBJR7CAsIQ+11M2d+GiEJ0b4uUfSAbpvx0aNHc//991NUVATAuHHj\neOyxx7jllluorq7uswLF+S8yMJyHx/2Uqf0mAvCPvHUUxNcxJhVcaj1ZipfKyiZ+t+4wu47JTcFC\nCCHEvws/ZN2JfwMQ5x6OJjebDMWAR61j4tBAEkbJyin+ottm/LHHHmPSpElYrdauxy655BL+/Oc/\nk52d3SfFCf8yIDQZjUpDWVsFG09vIvuaixhoasMREMp02kBRaDDL7pxCCCEubHa3nU1lW6m0VKN4\n1RQVwFhXG+1aE4PCbQy/XPbp8CfdNuNqtZpFixYxfPhw8vPz2bt3LwDDhw/nhRde6LMChf8YHj2E\n1TOeZHDEIDyKh3+e+oBhtw0nXDHToo5ktL2eT/eV8Yu/7aGpVZpyIYQQF57jjQW8c2o9AINMQ7Af\nmM2MNgWbIYYodSvTb5vj4wpFT+u2Gfd4PHz44Ydcd911rFy5smv+uBDfh1qlJtbYMcdtW+Uu3jix\ngbk3TCDAY0djiCHd1UxNk01WVxFCCHFBevvk++yu3g/AyUI3mfYmWtUxBHpszL9lGhqtxscVip7W\n7Woq06dPZ8iQIaxcuZL+/fv3ZU3Cz1018DImxo/lj4dfpMHaxMm4SqZMi2bzDjOh3iAivFZ25tZg\nc7iZOjzB1+UKIYQQvc7saKWg6RStjlaiA6Mo3zeIeJuGsIAAFK+b2ZcNxBgd5usyRS/odmR8xYoV\naDQali1bxrp167BYLH1Zl/BjapWafqZ4Ig0RmB1trMlbx+GYckangkujZ4ji4fjJGl75qECmqwgh\nhLggvHtqPWvz38LpdeFpD0RnDSTNo+BRBzBhsJ5+IzJ8XaLoJd0241OmTOGFF17gueeeo6Kigvff\nf78v6xIXgJsGL+a27MUA1NnqSb18BEmGVuwBYUz3mkFRqGmyyXKHQggh/JaiKDS0N1Hf3ogKFYG1\n2VTlpDLe0YJdG8xAUysjrpjq6zJFL/rWLZsSExN58MEHuf766/uiHnEBiQmKYvbAqahVagqaT/Gr\nPc8Qc2U8oUobZm00Y9preXbdYX679oCvSxVCCCF6xfbK3fxq9wrK2ioI0gbiqE1gQrsVe2AMYUor\nF90+19clil72rc34P/7xD8aNG0dWVhZZWVlkZmaSlZXVF7WJC4Bapea6QVczLKpj981aTzPzbhiH\nzmNHHRjHEG8L5bUWvLLrqxBCCD9Uba0DIIYBNBekE2mux6ONQud1MPf6cWj1AT6uUPS2bm/g7LR2\n7Vree+89EhLkRjrROyYljCUpuB+5DXlsKttKjuEIV0+ZzvZdFkK9gYR5rPztg+NMGBzHyPQoX5cr\nhBBCfG/V1lp+ve93NNqaAQioH0ZAfStJGg8OlYZpEyMIT4rzcZWiL3zryHhaWhpRUdIAid4Va4wh\nKyIDg1ZPra0eZ1YgI5PBpQ1kmNdFTl417+8o8XWZQgghRI8oaimh1lJPoCaQcG8yVVUuxrracGhN\nZEXZyZgxytclij7yrSPjS5cuZcGCBYwYMQKN5j9rWz799NO9Wpi4sOjUWu4Z+UP2Vh9kbf5bfF62\nlYxxA0msdVJBBJMcteTagqhqsBIXGYRapfJ1yUIIIcRZ83g9vF+0kZPNhQCkuCaz7wCMaa+mPTCe\nSFUrU2++1MdVir70rc34k08+yYIFC+jXr19f1CMucPGmWNQqNSWtZZS0lrF86X2Y/5ZDmz6WpLoK\nlr/k4NKJyVw9Pc3XpQohhBBnrdxSyefl2wDQqjQ4WgNJdlSjNsSi89iZe8tE2djnAvOtzXhAQAD3\n3HNPX9QiBEnBiTwz5Ve8X/QRO6r2csRSwJjLk9j+fg0qQxSJzlZqmmy+LlMIIYQ4a6Wt5RyuOwbA\n6LCJ7Nhk5JTLzEiNARcwY2ocIQnRvi1S9LlvbcYnTZrEihUrmDZtGjqdruvxsWPH9mph4sIVpAsk\nOqjjPoX1xZ9g0hm5bdw8Pj9gJVmt42RJLX95X8VV0wYQEx7k42qFEEKIb+fyuvl/OX/B5XUBoHKa\nwKNmvLcNiy6SodHtpE0b6eMqhS98azOel5cHwPHjx7seU6lUrF27tveqEhe8KQkTCNaZ+LRsCzXW\nWvrNGMrgks3kNRnJbG1ge56KxGgTl01K8XWpQgghxDdSFIVmewsur4uk4EQM5oGU5JsY3X4aS1A8\nUbQw+eYFvi5T+Ei3zfgbb7zBtGnTePXVV/uyHiEAMGj1jI8fTW5jPjXWWn6+/XHGT8om+kMX9YYo\nxrVXU9scT4O5najQQF+XK4QQQnTrb7lrOdrQMagZrolhzwED/R3VaAJj0HodzLlpMmqNzBO/UHW7\ntKHJZGL16tUsWbKEp59+mp07d+J0OvuyNiGY1m8iw6IGo1VpKLVUMPfmaeg9NhRDHLX78/j5n3dT\nUt3q6zKFEEKIbpWYS9FrAhgaMZgYJQODx0mqRoei0jB1QjQh/WSe+IWs25Hxyy+/nMsvvxxFUcjN\nzWXbtm389a9/xWg0MmXKFK6//vq+rFNcoDLC08gIT+Px3c/QYG9iTc2/GTcpjYN7PETrTDS6bdQ1\nt5MaH+LrUoUQQoivyG3IY2vFLiwuK0nBiZzYPpD9lmamO5qwBSWQFe1k0MxsX5cpfKzbZnzfvn1k\nZ2ej1WoZPnw4w4cPB6C5uZkdO3b0WYFCAKSFpbKn+gB5jScIig0kOyWWg6UGhjqa+Wx3MWV1bfxg\nehoqWX9cCCHEOWJrxS7ym04CkGRKosDqZIK3AVtQAsGKhSt+ejUtbQ4fVyl8rdtpKs899xyTJ0/m\nzjvvZO3atRQVFQEQHh7OggVyk4HoW0uzruF3Ux8HOrYQVs0IJ1bTgl0fTnzpaTbuKaOupd23RQoh\nhBBAu9vOvpoc6tsb0aq13BB3H435A4h2tqEiDLXXzSU/GInOEODrUsU5oNuR8XXr1uFwODh8+DD7\n9+/nt7/9LTU1NYwcOZKpU6cyf/78vqxTCAK1gQRqDVRaqvlH/jp+cPl8LO9asAbFM7S9hupGGxHB\nBnTabv/GFEIIIXrdF+Xb+ajkMwCiDBH8e2spTS1Wpnrd2AL0jB+kJSY90cdVinPFN3Yter2e8ePH\nc8899/DQQw9xww03cOzYMZ566qm+qk+ILiqVintH3cHclIsBaNW2M+fKIai9Lkz6SN5+YwdP/GO/\nj6sUQghxIVMUBbPDDMDCAfO4IeN6rHYX01wN2AyRJOgtjLpiso+rFOeSbkfG6+rq2LFjB9u3bycn\nJ4e0tDQmT57MypUrycrK6ssaheiSFJyIVqXl49Of82npZrZpdnN52hTySgJIV6nZW2fG61VQq2Xu\nuBBCiL5V2lrO6py/4PxyY5/a4gjW7TvFQHsDVn0sBm87l9wyQ+5vEl/RbTM+bdo0pkyZws0338yK\nFSvQ6/V9WZcQ3YozxjAhbgzFraepszVgmhHLgPoyii0hjGuv5fXPTjI2M4bM5HBflyqEEOICUtpa\ngdPrIt4YS0Z4GiUH3Jjc7cRpjTiAi2alEhhm8nWZ4hzT7TSV5cuXo9Vq+fWvf81jjz3GBx98QGNj\nY1/WJsTXUqvULB18DfNSZgGwpWIH7lk6jG4zjsBYGncd5u3NhT6uUgghxIXC4/XwXuFH7K7eB8Ds\nhEsIqB1OTYOVMa42HFojQ+I9pIzL9HGl4lzU7cj4DTfcwA033IDL5SInJ4cdO3awZs0aFEVh0qRJ\nPPjgg31ZpxBniDfGokJFsbmUYnMpP124lM3rawjUR2BrbPB1eUIIIS4Q5ZZKPivbAnQMGJ0qcvPF\nntOMtlVjDepHuKqNyTfIwhfi633rshM6nY7ExETS09MZMWIELpeL/fvlJjnhe/2D+7Fi6mNMThgH\nQH2kndGDdXjVOuKtTu5asYnPD1b4uEohhBD+rMVhpthcCsDspBk8M+Ux3O2BJDjNaA2xaL1O5iwZ\nj0Yr292Lr9ftyPiaNWs4dOgQOTk5hIWFMWHCBKZMmcIDDzyAySTzncS5waQzEmWIBOD1gn8SHh3G\nqJOZ1AVEMNZWzYmyWC4eLctHCSGE6Hker4ff/n/27js6yjpt+Ph3ekkmvVcgJKQAISQEBARBbCh2\nRUHdR1117W1VdF236aK7uuJanrWuyKIiFhQLSDMWekmAQCAJBEJCek8m098/8pp93N3sIJK5k8n1\nOcdznJkk8/2dZMg1d+6y5Rmszm4ANM5AHvnbTmwdVvJR0a3WMjXHTGhilMKlYiDrcxgvKyvj7LPP\n5rHHHiMsLMyXTUL8KKfFTcDhcbLl+HYau5uZfds5vP/XDXSYY9EcOMh3eyLIHRWJUd/nj7sQQgjx\no3U6u7A6u4kxR5EXnYOmOYG2zgrOsDXQaYxlWGAnWeecoXSmGOD63E0lLS2Nc845p89B3OVysWTJ\nkn4LE+JEWfSBnD/8LBIt8QA8u+8VYk5XoXY7UbksfLxiG98UHVe4UgghhD/54vBantv1CgApIcNI\n9IzjUGUXmdY6Oo2xBLg7mXnDTIUrxWDQ56bC+Ph45s+fT35+Pnl5ecTExKDRaKiurmbz5s1s2bKF\nX/ziF75sFeK/ygwbxYHmMqo6juMJ8DB92Dj2HNWS4eyktaVT6TwhhBB+5JuqTbTZOwjQmonUJvGX\n94oIcXSRqQvG6XExa04GBrNJ6UwxCPQ5jM+cOZOpU6eycuVKli1bxpEjR1CpVCQnJ3PGGWdw9913\no9frfdkqxH81JX4iU+In8tjGJ2m1t6E9I4iYt49RQyh8t4s/N1i5+cIsggPk51YIIcTJabW1UdJU\nSqfTSqIlnocm3MW+iiZUnp2M93TTrosgJ9lD3JgRSqeKQeK/7kSr1+u57LLLuOyyy3zVI8RPFmwI\norG1iSUl7zFlRh6GzzvoNsbiOlBGaWU8eelyII0QQoiTs7z0E3bV7QZ6ft8s+fIAJUeaybfW0m6O\nJ0rbTv7c8xWuFIOJ11Mb/lRFRUVce+21QM9BofPmzWPevHk8/PDDuN1uAN544w0uvfRSrrjiCtau\nXQuAzWbjrrvuYv78+dxyyy00Nzf3d6rwEz/LnMvctEsAaNN1cc6Faag8LsJ1FqoO1dDaYVO4UAgh\nxGDVamtDhYprMq7kwuQ5bNhZhb6qCo8pBr2rm3Oum4pa3e/jlfAj/frT8tprr/Hoo4/icDgAePbZ\nZ7n//vt5++23AVi/fj3t7e0sWbKE5cuX8/rrr/PHP/4RgHfeeYe0tDSWLl3KRRddxEsvvdSfqcKP\nRJjCmRo/ERUqihtLeKljObHBTTg1Rpq2HuSBFzfSYXUonSmEEGIQ2dOwj4e//QMVbUcxa03kRebQ\n2qLG5LKTpDXgUWmYdnosgVGhSqeKQaZfh/Hk5GRefPHF3tsvvPACubm52O126uvrsVgsmEwm4uPj\n6YLR2ccAACAASURBVOzspKurq/fd5I4dO5g2bRoA06ZNY9OmTf2ZKvyMWqVmavwkQg0htNhaYZaF\nYFcT3cYIsrtqaWrrVjpRCCHEILK/6SBt9nbCjaFMiZ/I0+8W8ue3dzLB1ky3NpC0MCup07KVzhSD\nkNcTL+/bt4+//e1vtLa24vF4eu9/6623vH7xs846i6qqqt7bKpWK6upqrr/+eiwWC+np6QBER0cz\ne/ZsPB4PN998MwAdHR29FxcKCAigo6Pjx61MDHlXjbqEyvYqntz2HOXth8k7fxRdn3XjNEay7tPt\nZJ6WycTMaKUzhRBCDGB2l53Nx3dw+P9fZfOunJsJM4ay7tNvyHXUYzXHYvG0M/1/zlW4VAxWXofx\nhx56iLlz55KamopKpfrJTxgXF8fq1atZvnw5Cxcu5Oyzz6ahoYENGzbg8Xi48cYbycnJwWKx0NnZ\nczq6zs5OLBbLT35uMfSEGIJRoaK89TDlHObMhEnUHg/DU9XGW5/sIT8j6pT8XAshhPBPhfV7WXbw\nIwB0ai3NzR7WHygnoK0ZnTYM3A7OvTIHrV6ncKkYrLwO40ajkWuuueaUPNmtt97KggULSE5OJiAg\nALVaTXBwMEajEZ2u54fYYrHQ0dHB+PHjKSgoYMyYMRQUFJCXl3fCzxMZ6f+Duz+tsT/XEomFp85+\nhK8Ob+Tz0g2MuiwN898Pc5ggxluPExRi9smVOf3p+/Wv/Hlt3/PnNfrz2r4naxzclF6bp8kJwGWZ\ns5mSnMcby4+wo7iaqW4nVp2eGeNMZJyWcdJfX+n19Sd/Xtup5HUKmTp1KkuWLGHq1KkYDIbe++Pi\n4n70k918880sWLAAvV6PyWTi8ccfJyIigtGjR3PllVeiVqvJzc1l8uTJjB8/noceeoh58+ah1+t5\n5plnTvh56uvbf3TbYBIZafGbNfpiLQEEE2dIAOB/ty4hekwYid9kYDXF8vtfLiFpWg6XTU/pt+f3\np+/Xv/LntX3Pn9foz2v7nqxxcFNybR32ThZuW0SrrQ2ABEMiBlsgTa1WJlnrsJrjide3Meqc6Sfd\nKN+7we1UvdlQef7vjuD/wcyZ/34pV5VKxbp1605JQH8YCt98f1mjr9bSbu/gH/vfo7K9ilZ7Oxda\nZ3N4twuN20FdkI5f3Xlmvz23P32//pU/r+17/rxGf17b92SNg5uSayttLmfRrpcJNYSQZIkn13QW\n7645THh9NcH6cEyebubefjqm4JMfyOR7N7idqmHc65bx9evXn5InEkJJFn0gt2bfwCflq1h9ZD2N\nKQ2MqNNQXhtKQlMDew/Vk5oQhkGvUTpVCCGEwgrr9lBYvxeAGYlTOTNpGkvXHMTW3EqkJgAHMPPs\nET9pEBfie15PbdjU1MQ999zDxIkTycvL44477qChocEXbUKccuHGnvO/fle9lS+StxFgb6TLEMHX\nb67l/a/KFa4TQgihNJvLzmt7/8G22l0AhBpCOHy8jdqGDsbb27FrzWTFOknKS1e4VPgLr8P4Y489\nxpgxY1i3bh3r168nOzubX/3qV75oE+KUOy1uAveNv43koETsOBl/0Th0rm7Uxii6jlR5/wJCCCH8\nWpejCw8e0kNT+WXuHahaY/nD4u0Y9pdgNUUTRhuTr+m/XRvF0ON1GK+srOTGG28kMDCQoKAgbrrp\nJqqrq33RJsQpp1apSQkZRoQxDIC/Nb5C6LA6PGoN2uNtLPmsmMZWuSCQEEIMRW/sXcqvNy4EIMoc\nwfDgJBrauomzt6E1RqF12znnmklotLJLozh1vA7jKpWK48eP996urq5Gq+3/U8EJ0Z8mxeaRGjIC\ntUpNcUodAfZauvXBWLfsZmNxjdJ5QgghFHCguQydWktaSAq5UeP46OtDbCuqJAUVbrWWKbkhhCRE\nKZ0p/IzXqfruu+9m7ty5ZGdn4/F4KCoq4g9/+IMv2oToN5nho8gMH8VvNz1Fq62NiIuDca3spNsU\nja30MEwepnSiEEIIH6nprGN3fTFdTivJlgTuHn8Lh6rbWLlxO1O6auk2x5JkaiPznDOUThV+yOsw\nPmPGDLKzs9m9ezdut5vf/e53hIeH+6JNiH4XZgyl3trIZw3rmZSaDuXDaTvayYLnvuLe6/KJDjUr\nnSiEEKKfrSj/jD0N+4Ge3wsAnd0OMrobsJtjCXB3MOvnZymZKPxYn8P4smXLmDt3Li+88MIP7t+3\nbx8Ad9xxR/+WCeEDN4yeT3lLBa/sWUx7GoSWN9CiiyStsYYjNe0yjAshxBDQbu9Eo9Jw69jrSQpK\n4KmlO2msrCFVF4Tb7eKsOekYAkxKZwo/1ec+416uBSSEXwjUBTA2IhMVKvY1HWD3xH2YnW3YzDEc\n/WYXVfUdSicKIYToJ4V1e3jw699ypK0Sk9ZIRngaboeWA0ebybRZcWqMZMS5iB0zUulU4cf63DJ+\n1VVXARAfH88ll1zyg8eWLl3av1VC+JBKpWJG4lT2NuynztqAZnQHqv0BtNR5+NOrX/P7u2cRHKBX\nOlMIIcQpdqC5jE5nFzHmKMZHZ9PWaae4ookJ1jqs5liiNa1MvW6O0pnCz/U5jL/55pt0dHTw7rvv\nUlX1z/Mvu1wuVq5cyfz5830SKIQvXJY6h/yYXJ7ctoiGpDbijqhotMaSY62lqdUqw7gQQvgRh8vB\nzrrdHG3vmW/uGPdzQo0h/PaNrXgqq4g1RaNzWTn7+tNRq72eeE6In6TPn7Dk5OT/eL9er+fJJ5/s\ntyAhlBJssKBCRWnLIb7O3EmAswmrKZrv3tnAt7uPe/8CQgghBoXC+r28tX8ZFW1H0aq1BOh6jg9q\na24nWa3Dg4r8vHACo8MULhVDQZ9bxmfMmMGMGTM477zzSElJ+cFj3d1yURThf4L0Fu7LvY0tNTv4\ntmoz+lwd1l0OurrNrFy5gyljzkelUimdKYQQ4idqs7cDMCtpOrlR2VTWWNlYfJjRbfXYTDGkBXcw\n5pwZCleKocLrqQ3Lysq499576erqwuPx4Ha7sVqtbN682Rd9QvjUiOBkWm1tfFu1mZ2BO8gKi6Or\nJY2M7jas3XbMJoPSiUIIIU6S1WnlxcI3qO2qA2B0eDpJQQn8ZVUhnuIDmE0xmB2tTLv+XIVLxVDi\ndUeoP//5zzzyyCOkpKTw9NNPc+mllzJ79mxftAmhiGFBicQFxOBwO9k6spRAZwNWYwRL//QhHxSU\nK50nhBDiJB1rr+Zw2xHcHg+JlnjiA2N7HmhsxqIPRe12cs5lY9AZZcOL8B2vw3hQUBCTJk0iOzub\n9vZ27rzzTgoLC33RJoQiQo0h/GrifZyRMAXUKtynqdC6bLh1kRzeeVDpPCGEECehuqOG/U2lAJw3\n/EwWTLibg0e6eOCFrwmra8Kl0ZM7UkNM5giFS8VQ43UYNxqNHD58mJSUFLZu3Yrdbqe9vd0XbUIo\nKkhvAWCragu26GLcai0R7d2UHWnE6XIrXCeEEOJE2V0O/rT9eVYfWQ/889/3vYcaSamrwmoIJ8TV\nyPjLpyuZKYYor8P4Pffcw6JFi5gxYwabNm1iypQpzJo1yxdtQihqUmweV426hBhzFPtH1BDgqMeq\nD2XD66t5b0OZ0nlCCCFOUKejE4fbQZIlnnnpl5EdMZqq+g5sZRVgisbgsnLhzWfKaQyFIrwewJmf\nn09+fj4AH3zwAa2trQQHB/d7mBBKM2mNnB5/Ggeay6npqqN6cjWRm8w4TDHYDh6CWWlKJwohhPBi\n7dECdtbuBiA5KIkpcRMpLGvglfd2kOey49HqmXxaNAGRIQqXiqGqz2H817/+NX/4wx+49tpr/+Pp\n3N56661+DRNioEgNGUFh3R4qVVUEDwcqs6HRwSfr9nPGpBSC5IJAQggxYK09WkC7vQO1Sk1K8DAA\n6putTLA1022KIU7fQvpMOY2hUE6fw/jcuXMBuPPOO30WI8RAND1hMtMTJvObjU9yJKmVtEPH6dbF\n0liwi2/MJs4/bZjSiUIIIf6Fy+2ipqsOq7ObZEsiD064E7fHw5rtlVQVbKfbFIPF1cb5t8sZ4oSy\n+tw5ymq1sm3bNlQq1X/8T4ihJkAXQLujg6L8QozOVrrNcdj2liidJYQQ4j94u+QD/rj1WZxuJ2ad\nCYAjNe18+UUhdpsZtdvJhHMy0Brkr5tCWX1uGf/rX/8KQEtLC5WVleTk5KBWq9m1axdpaWm8++67\nPosUYiC4eORsdtQV8W3VZpxZtahKLDTXunn29W/4nyvzCbXIeWmFEGKgqLPWo0LF9ITJTIjJAaC9\nw0qW245VZ2FMoptReakKVwrxX4bxJUuWAHDTTTfxwgsvkJycDEBVVRWPPfaYb+qEGEDSQlMYGTKc\n76q2cCiylpRSLXbVCEKPVlFa2Ux+ZozSiUIIMeTVdtax4dh31HbWY9aauCLtIjweD698Uoy2cA82\nQwxhnmYmX32R0qlCACdwasPq6ureQRwgLi6O6urqfo0SYqBSq9REmyNps7dTmFNCgKsJqymGum92\nYrO7lM4TQogh75vqzXxTtYlOZxfRAVEAdFgd1Owswa6LQufsYvylE+U0hmLA8Hpqw6ysLB566CHO\nO+883G43n376KXl5eb5oE2JAemjCXexvOsgre97CMa4TdVEQxxs0/O4vq3nk7rMINOmUThRCiCHJ\n5XbRYe8C4O6cWxgenIzT5abySD3xGgN2VMyYkUDKqDiFS4X4J6/D+OOPP84//vGP3n3EJ0+ezLx5\n8/o9TIiBSq/RExvQs0vKTtMesiyNuDvHMaq7nvqmTgLj5Vy1Qgjha4daK/jrrldwuJ0AJATGolNr\nWfiPHUSXlmE3RROubiJlipzGUAwsXodxvV7PpZdeynnnnYfH48HlcrFt2zZOO+00X/QJMSBFmMKY\nGjeRstYKijOqmLQlgQ5jJLve24D7ypmkxMuFsYQQwpeOtB3D4XYSHxhLemgqZp0ZAHPFYWymaAIc\nrUy+UQZxMfB4HcafeeYZ3n77bZxOJ6GhodTW1jJ69GiWL1/uiz4hBiS1Ss3V6ZexvbaQvxe/Td24\nBoIKLdRbLSxZXMBvHp4jpwAVQggf8Hg8bKvdxf6mgwBcOvIC0sNSqW+xsmv7IUwqCx63k3MvG0tU\nXKjCtUL8O69HL3z22WcUFBQwe/Zs3nrrLf7+978TFhbmizYhBrxQQ88uKYdMh+iIKMSt1jLM4cLa\naVO4TAghhobK9ioW73uX4sae6z6EGIIAeOfLA1R9V4JLYyBY10pU5nAlM4Xok9dhPCoqisDAQFJT\nUykpKWHSpEk0NDT4ok2IAW9EcDL3jr+V7MjRlKU2YnHVYTWEsuKvn7C5uEbpPCGE8Htt9nYAJsbk\n8svc24kJiAbAcugQ3YZwwlxNnPsLucqmGLi8DuOBgYGsWLGCrKwsVq5cSWFhIW1tbb5oE2LAU6lU\njAwZTmJgPADFOQfQOTtpU0Ww5YttCtcJIYT/cnvcvLLnLZaWvA/AsKAkhgcnc/h4G3977Svs7iC0\nrm7OvW4yIRaTwrVC9M3rMP7EE0/Q1NTExIkTiY+P57HHHuOee+7xRZsQg8aosJFEGMPoMnXRGL8L\nj0pNkNWDvaNL6TQhhPBLHY5Oiur3YnVaiTJFMDKkZzeU73ZVoa9uxa3WYjZZCU6UC7KJgc3rAZyL\nFi1i4cKFACxYsKDfg4QYjEYEJ/O7yQt4ZfdiijzFTKiuxqqLY+mfVpB+9SxOy4hSOlEIIfxGm72d\nkqZSACZE5zA/4woA3G4P6r0l2PShxGuauOCei5XMFOKEeN0yfvDgQTo7O33RIsSgF6gPAGBXXhEG\nZyvd5jgOb5DdVYQQ4lR6fterLN7Xc/2TQH0gAGXHWnn8j5/Q6gpG7+hgyvxpcpVNMSh43TKuVquZ\nMWMGw4cPx2Aw9N7/1ltv9WuYEIPROckzCTOGsvbo17SOKsNUloO1ScXe3RWkZyWh1cgvBiGE+Kma\nupsJ1luYnjCFSbE9VwU/VFFPvEeDHRUhcTrC4yIUrhTixHgdxh944AFfdAjhF8JNYZw77Ey21xZS\nEdFA1qFD2FUj2fHBZmrtGs7MS1Q6UQghBq19jQfYdHwb3S4biZZ4zhk2E4DSYy3Uf7Mbuy6MJEMT\n5994qcKlQpw4r8N4fn6+LzqE8CuJlniOd9aye/xB8raE0WWKoXVLIcgwLoQQJ23N0QIONpcBkGCJ\nA6CqvoP3X19HiCEck72FzKtOVzJRiB9N/mYuRD+4LmMuT0z5FR4NWPNq0LgdNLQa+Pjj7djsLqXz\nhBBi0LE6u+l0dKJX63hy6mNcNnIOALWVDURoA1C7XaSMj2VYsuyeIgYXGcaF6AcqlYoQQzA6tY69\n+gocliJcaj1NhUfZU1qndJ4QQgwq31Rt5pdfP0ZVx3HMOjMWfSAqlYpVW46w9/OdODVG4s1tnH7B\nRFQqldK5Qvwofe6msm3bfz8DxIQJE055jBD+5sKUc9nfUsK+jINM3nKcNkMs1eu2Q9YcpdOEEGLQ\nONp2DID00FRyo7MB6Ox2sO+LrZiMkZi76xl++XQlE4U4aX0O43/961/7/CSVSiVnUxHiBMxMPJ3T\nRmTzy9WPU5lbQ+T2IKo6A3j5hVXc8Iuz0Gk1SicKIcSA1e208VXldxxprwTgusyrCDZYAKgpqyZA\nH4LaZWPmFXkkjpTrOYjBqc9hfMmSJb7sEMJvhZqCUavUVOqPo4nrJLB2CtpmJ0ePNJCSEq10nhBC\nDFibK3eyvPRjAPQaPWZdz2Xt//7ZPjw7DuLWhxBhaiYxa7iSmUL8JF7PprJ9+3Zef/11urq68Hg8\nuN1uqqurWb9+vS/6hBj0LIZAHsm/l03Ht7GOr5naUEWLKoHCDzYSd/ccTAavL0MhhBiSWrvbAbhg\n+NnkRmejU/f8e2nbsQ+PPoKg7hoyrzpbyUQhfjKvB3A++uijzJo1C5fLxfz580lOTmbWrFm+aBPC\nb8QGRJMS3LPlZlv2AYyORurcofz9mRV4PB6F64QQYmDpcnTxp+3P89H+VQCkhqYQZY7E5nCx4+ti\n0IWhd3Zx8a1nkjEsTOFaIX4ar8O40WjksssuIz8/n6CgIB5//HGvB3cKIf7dsKBEEgLjwABH0gpR\nu51oPUHUH6pWOk0IIQaUo+1VHGnr2U88OSiR+MAYABav3EthwSE8KjX6QDsB0ZFKZgpxSngdxg0G\nAy0tLQwfPpyioiJUKhVdXV2+aBPCrwQbgng4/x5mJE2lPtKG3nQMl0bPl+9s5fCxFqXzhBBiQKjr\nqqe85TAAV46+gAfz7sSk7dlX3LC/DLvOQqS7jjPmyV/phX/wOoz/z//8D/feey8zZsxgxYoVnH/+\n+YwePdoXbUL4pUBdAADbxxRjclXSrg3l6ze/VLhKCCGUZ3fZ+ePWRXxesRaAIEMgAA0tVj76x9d0\nqcMwONq54PZzSYwKVDJViFPG65Fj5513Hueeey4qlYoPP/yQiooKMjIyfNEmhF+aGJOLx+Pmm6ot\nFI/dx6iicKyaCCq37ycxT15bQoihq93eicPtIDEwjkmxE5gQP462ZhtrN5bTUdEOGhP2QA/G4CCl\nU4U4Zfocxp9//nnuvPNOHn744f/4+MKFC/stSgh/ZtaZmJk0jYq2SnZY62mLKMPUMpa1q8oZqwsg\nNztJ6UQhhPC576q2sLNuNwDDg4dxRuIUDFo9YMNdeACHNpxEQxMzb71Q2VAhTrE+h/GsrCwA8vPz\nfRYjxFCSFJTAjroiytOOMX6riW5tKgdWbpFhXAgxJH1yaBUdjk4AEi3xABytaWPxsyvxqMMx2luY\nesvZmI1yOljhX/r8iZ45cyYAK1eu5I033vBZkBBDxayk6UyOzeep7X+lLP84ad9G0qqPpOjjb8m+\naKrSeUII4RMej4dORxdWZzdJlgTuyrmp94DNndsPobHpcalcOCMDCAoJULhWiFPP6wGcNpuN48eP\n+6JFiCHHrDMRoDXTRgcVo3aidjvZureTb78qVjpNCCF84r2DK3jo29/h8rgI1AX0DuJNbVaOrivC\nqTEyPKyLm249C7VKpXCtEKee17/1NDY2MnPmTMLDwzEYDHg8HlQqFevWrfNFnxB+75xhM9lSs4Mi\n9hJ3vAxndzoV3x7ktKnpaLQapfOEEKJfVbZXoULFuKgxTI2bCEBtcxfvLFqJwRSNydbIyAtmKlwp\nRP/xOoy//vrrvugQYsjKjsxiTEQGd214mCM5jaQVHKddH8uqv33Oubedj0bt9Q9YQggx6LTYWtly\nfAcN1iYCdGZ+Pvqa3scq9x/FbAgFt4OwcckMjwtRsFSI/uX1t/yTTz5JfHz8D/575JFHfNEmxJCh\nVqkJM4bQ6mplb85udM4uKtsD2PT5dqXThBCiX6w7+jWfHFpFu6ODMOM/h+0txdXsX7cPl1rPsGg3\nF16Uh1otu6cI/9XnlvHbb7+dkpIS6urqOPPMM3vvdzqdxMbG+iROiKHkvtzb2NOwn3cPfIgjthrq\nUigtqid3ajumEIvSeUIIcUq123vOnHJ95tWMCksFoKvbwc73CsAUi6m7npQLzlUyUQif6HMYf+qp\np2hpaeGJJ57g0Ucf/ecnaLWEh4f7JE6IoSTEEEx6aM8vpP0jDpFd76Rbk86KF7/kigUXo9XI/uNC\niMGvsr2K1/b+gxZbKwCZ4emYdT0HbVbuLkdliELj6mbiZflMzIqloaFDyVwh+l2fu6kEBgaSkJDA\nc889R3t7O/Hx8ezcuZM333yTpqYmXzYKMWSEGUPICk/HqDFQOP4QJnsjLZpwNi8rUDpNCCFOidKW\nQzRYGwnQmsmNysakNQLwwdoDbFpVgketISTcQ8aYZFRy9hQxBHjdZ/yBBx5g9erVFBUV8fzzzxMY\nGMiCBQtO+AmKioq49tprASgrK2PevHnMmzePhx9+GLfbDUBBQQFz585l7ty5/P73vwd6Tql41113\nMX/+fG655Raam5tPZn1CDCoatYbbsm9g7qiLcWuhJaMRjdvOvgoXdQcrlc4TQoifpKzlMBWtRwG4\nLnMuN4ye3ztwt367E6s+BJOtjtQzJyiZKYRPeR3Gjx07xt13383q1au5/PLLuf3222ltbT2hL/7a\na6/x6KOP4nA4AHj22We5//77efvttwFYv349nZ2dPP3007z88sssW7aM+Ph4mpubeeedd0hLS2Pp\n0qVcdNFFvPTSSz9hmUIMLkH6nn3ES8PLsAUX4lLr+HzZThzdNoXLhBDi5Bxrr+bZnf/Ljroi4J//\nzrncbnav24HdEI3e2cXce85jXGqEkqlC+JTXYdzlctHU1MS6des444wzqK+vp7u7+4S+eHJyMi++\n+GLv7RdeeIHc3Fzsdjv19fVYLBZ27dpFWloaTz75JPPnzyc8PJzQ0FB27NjBtGnTAJg2bRqbNm06\nySUKMfikhAzjZ5lXMcIygpKMBsy2aqy6YAreXKt0mhBCnJRmWwsAYyOyuCFrPrEB0QAs/qiQ7Rur\n8ajUqELVmILlgHUxtHgdxm+88UauvPJKpk+fTlpaGtdccw233377CX3xs846C83/OehMpVJRXV3N\nnDlzaGlpIT09nebmZrZs2cKDDz7Iq6++yuLFi6moqKCjo4PAwEAAAgIC6OiQAzjE0KFWqcmPGU9W\nZBoAJeOPYHC0U9oSwK5V2xSuE0KIE+fxeFh2YAUfl38BQFb4KHKjs3t3T9HtK8OmsxCmauKMSyYr\nmSqEIrxe9GfOnDnMmTOnd9eUzz77DK3W66f1KS4ujtWrV7N8+XIWLlzIBRdcwJgxYwgLCwMgLy+P\n/fv3Y7FY6OzsOe1RZ2cnFsuJv1OOjPT/d9X+tEZ/WktfTnaN49yjWFWxlraAZmqSdxJWdTo7djQw\ncZaN4NiB8Wdc+f4Nbv68tu/JGpXVYm3l66qNABi0BrKT0ogMs1DX3MXnr6+mQxeF0d7KzX+6Cr3J\n8G+fP5DXdir48/r8eW2nktepuqSkhHvuuYfu7m6WLVvGNddcw6JFi8jKyvrRT3brrbeyYMECkpOT\nCQgIQK1Wk5mZSWlpKS0tLQQGBlJUVMTcuXOpra2loKCAMWPGUFBQQF5e3gk/T319+49uG0wiIy1+\ns0Z/WktffsoaY9Tx/GX64/yt6C2K2Ufk0WM4tEm8++wqLr5/DmqFr84p37/BzZ/X9j1Zo7JsLjul\nzeUATI7NZ176ZahcKurr21n20Q7aj7lQq6A91Ehrhx067D/4/IG8tlPBn9fnz2v73ql6s+F1GP/D\nH/7Aiy++yP333090dDS//e1v+c1vfsP777//o5/s5ptvZsGCBej1ekwmE48//jhhYWHcd9993HDD\nDahUKmbPns3IkSNJSEjgoYceYt68eej1ep555pmTWqAQg51apSbY0LPLVuGkPUzYpKeWGNa9vpqz\nbjpP4TohhOjbszteorKjGoAAnbl31xS3242z+ChObSgjQjqZ8rOzlcwUQlFeh3Gr1UpKSkrv7SlT\npvDUU0+d8BPEx8fz7rvvApCTk8M777zzbx8ze/ZsZs+e/YP7jEYjzz333Ak/jxD+bGbS6eg0Or6t\n3Mr+USWMLA2hvF7P6D1lxI4ZqXSeEEL8R7Vd9Vh0geTFjGNq/CQAKus6+PLVVdi1EZi765ly7RwC\nTTqFS4VQjte/cYeEhFBSUtL7bvaTTz4hODi438OEEP8UGxDNlWkXEWOJwBppo81chketYc3KEmyd\nVqXzhBDiB0qby1m6/33sbgexAdFcnnohEaaeY8OKNxbjUIWidXXTPSKOAPO/7ycuxFDidRj/7W9/\ny+9+9ztKS0vJy8tj8eLFvRfmEUL4Vow5CpfHxaHsoxhdh+hUB/LZ/65SOksIIX7gs8Nr2Hh8KwAx\nAVG99x851kjt3lo8ag3paSZuuW6KXGVTDHled1P57rvveOedd+jq6sLtdveeblAI4Xs/y7yK84ef\nxe+3PM3+sQ1k7AqnllD2rdpM5rmTlM4TQgjsLjudji6MGgMPTbi7d4t4VUMna1/5Ers5Fn1X9lIq\naAAAIABJREFUDcnTzle4VIiBweuW8aVLlwJgNptlEBdCYRq1huiAKPQaPZ0BDRxJ3YHa7eS7Ha00\nHK5WOk8IMcR9U7WZewsepbqzBrPOTJQ5ArWqZ9Qo37AduzkWo7OdYefmkRglM4UQcAJbxmNiYrju\nuuvIzs7GYPjnfl133HFHv4YJIfo2Z/jZ7Kzdw2GOEHm0HLVnFF++s5W5D85Bo9V4/wJCCNEPKtqO\nApAWOpK86Oze+7/4cjfVBzpRaQzEj4nizMly4LkQ3/O6ZXzcuHHk5+f/YBAXQihrZtI0rs28AoDK\n3FZM9uO0qkPYuGStwmVCiKHI6uxm7dECKtoqAbgxaz5T4iYC0NpupXbjAexaM+7uepJz0pRMFWLA\n8bplvKqqioULF/qiRQjxIwQZLGjVWtppoDinmfSiYIprjMRt3EvK5NFK5wkhhpAdtYV8VPYZACat\nEZPWCIDH42HX8gKsxkgCHU3Muf8iQoJMSqYKMeB43TJ+8ODB3svSCyEGDpPWxK/y7+OM2Ol0Bbho\nMFfhQcXXG45ibW5TOk8IMYR0OHrmhItTZvPwhHvRqHt2l3v95XWU1OrQuboxjE6WQVyI/8DrlnG1\nWs2MGTMYPnz4D3ZVeeutt/o1TAjhXZQ5gozIEXx1vIDKceWM2+aiW5XOl29sYM69c1Crvb7fFkKI\nk9Zqa+fP25+n1d6zAWBkyHDCTaEAdLd1oq7vxqMLRBvYRf5pqUqmCjFgeR3GH3jgAV90CCFO0ojg\nZDLC0jjUfIyinEPkbo6imjAKV3zL+EunKZ0nhPBjxzqqaba1EGIIJtESR3xgHAB1LVYKXl6NTRdG\nkLOW+XfPVbhUiIHL62az/Px8NBoN5eXljBs3DpVKRX5+vi/ahBAnwKwzc8e4nzMt4TTcWjiSVIPG\nbWd7iY36g5VK5wkh/FRx4wF21e0G4JzkGfxi7PXoNT2XtV/92ioaPGGYbM10ZqUrmSnEgOd1GF+8\neDGLFi3izTffpLOzk8cee4zXX3/dF21CiB8hOqDnwhp1SRXYgotwqXWsWr4Lp82ucJkQwt90Oaz8\nb9EbbDq+DYAQQ3DvY3X7K+iyB6Jx20mdlsrV52QolSnEoOB1GP/oo494/fXXMZlMhIaG8v777/PB\nBx/4ok0I8SPkx4zntuwbCFFHU5JRj9FaQ4cmiIK/r1E6TQjhZzocHXjwkB6ayh3jfs7oiJ6Be/e+\naj5/vwi3WofD08aUGaOxmPUK1woxsHkdxtVqNXr9P19IBoMBjUYuKiLEQKNRa8gKT2dUVAIAe3KL\nMTjbOdgSQOlXuxSuE0L4i6X7l/P09hcBiAuMISMsrfcqm/tXfItVF4yxu5aQCWOVzBRi0Dihfcaf\neuoprFYra9eu5dZbb2XixIm+aBNCnIScqDHEBkRjC7BTHb8HlcfF19/V0F7XqHSaEMIP7Kgrwua2\nExcQw5iITADcHg8b39tAkzoKg72NObefx/yz5eI+QpwIr8P4gw8+SHJyMqNGjWLFihVMnz6dhx9+\n2BdtQoiTMCYik0cn3k+ILpyapA5UriPYNSbWvPktbrdb6TwhxCDVYG3iu6ot2Fx2hgcl8auJ95EW\nmgLApvV72FtqR+12UqaC4NAAhWuFGDy8ntrw1Vdf5ZZbbuGqq67qve8vf/kL9913X7+GCSF+mtig\nMFqaGtg9aT/5mwKo1UWz8R/rmHrdWUqnCSEGoWUHPmJf0wHghwdsOqw2Dm06jEsbTIixnctnn4ZO\nK7uzCnGi+hzGn376aRobG1m/fj0VFRW997tcLoqKimQYF2KAm59+OaUth1i8712Kh1WQejSY4mM6\nUnaXETt2pNJ5QohBptXehk6tY3765aSH9VzAx+Zw8eGilXRoIzBYa8m75hxSE0IULhVicOlzGD/7\n7LMpLy9n8+bNPzivuEaj4bbbbvNJnBDi5IUaQ8iPGc/bJR/QFd9MW8cezK0TWPNpCXNHxGEINCud\nKIQYBHbV7eGD0pW02tsI1gcxISan97FNy7+mRRWB0d7KnqBILg+Tf1eE+LH6HMbHjh3L2LFjmTVr\nFhaLpfd+j8fDsWPHfBInhPjpJsflU1i7l0Oj6sndWEGndhhrXl3DBfdepHSaEGIQ2Nu4n2ZbC+HG\nUCbEjO+9/+iecg5WONEA0WNiuPbCCWg1Xg9FE0L8C6+vmo8//pjx48eTkZFBRkYGmZmZXH/99b5o\nE0KcAlemXcSdOTcBsDvrOEZHC5W2YIo/36xwmRBiILO77Gw6vp2q9moAHsy7izkjzgGgvbmddSuK\ncal1dNoaCU1NlkFciJPk9ZXzxhtv8PHHHzN79mzWrFnDE088QXZ2ti/ahBCnSLDBglqlxhHczJHU\nnajdTjYWttJ89LjSaUKIAWpb7S7+sf89Kjuq0Wv0mLRGANxuNxveWEe3LogAey3xZ+SRPTJc4Voh\nBi+vw3h4eDiJiYmMGjWKgwcPcumll3L48GFftAkhThGzzsQvc28nJ3QC9VHdODiCU21g9dKtuJwu\npfOEEANQm60DgHOHncn9429Do+45Q8rqV7+gyhGC0daCNm80V84YidmoUzJViEHN6zBuMpnYvHkz\no0aNYsOGDdTX19PW1uaLNiHEKZQclMikxNEAlEw4iMl5jGZVMN8t/lLhMiHEQNJqa+OxjU/yRcVa\nAMZEZJBgiQPg2I4SjjQa0bhs7FVrSYgPVTJVCL/gdRj/9a9/zYYNGzj99NNpaWnhvPPO45prrvFF\nmxDiFBsRnEx6aCp6rYm944rROzsprjNS/vUupdOEEAPEsY5qGrubCNQFkBWeTlxALACd9c2sXVWG\nR63BY7Tz2H1nMy07TuFaIQY/rxf9+fTTT3uvuPn888/3e5AQov+YdWbuzLmJd/d8zjeer6gJKye8\ndTRffVNLZGoDQbERSicKIRS0o7aQwvq9AJw3/ExOjz8NALfLxcd/W4tVF4naWottZAbBAXolU4Xw\nG163jG/YsAGPx+OLFiGEj4yIjAGgOv0YKsNe7BojqxZ/i9sl+48LMVR12Dt5o/htdtbtBiDMGNb7\n2HdvfkmrLhKjrQlt3mhmT0pWKlMIv+N1y3hISAjnnnsuWVlZGAyG3vsXLlzYr2FCiP6TFz2OCFM4\nr27/gN1jK8n7NoZGYxTfLV7D6Tecq3SeEMLH3B43zbYWAEaHZ3De8DNJtiQCsO2TjeytM6JzdVEa\nFMQf52QpmSqE3/E6jF9yySX/dp9KpeqXGCGEb6hVakYEJzMqOoFtdTUU5+4io2gqe2tNxH+3mxFT\nxiqdKITwoed3vcrBlnIAYgOiGRaUBEDT4SoK97SjUmupdNkIj5N9xIU41bwO43V1ddxyyy0/uO8v\nf/lLvwUJIXxneuJEut1d7HUfoDZ2N2F1E9nwVRWRI+OxRMt5g4UYKg63HcGkNZEWMqL3cvf2Liuf\nv7MTp8aCs+s4N9x2AQlRAQqXCuF/+hzGn376aRobG1m/fj0VFRW997tcLoqKirjvvvt80SeE6EfD\ng5P5xdj/4ZGv/kzVsAbC68uwa9JY/ea3XPrLC1BrNEonCiH6UUlTKdtqd+FwO0kJHs7NY38GgMfj\nYeVLX9KuDsbYdZxvTVH8IsKMRi1X2RTiVOtzGD/77LMpLy9n8+bN5Ofn996v0Wi47bbbfBInhPCN\nUVGJbK2pZ3deKfmbgqjXxfDNm2uYfqPsPy6EP/vs8BoOtVYAEBsY3Xv/9vcKqHMGY7I1054xkusy\n4tBp5c25EP2hz2F87NixjB07loyMDNLT03/w2KpVqxg2bFh/twkhfOTajCs5f/hZ/GbjU+xOKyej\nNIj9dUaSNu5h+OQxSucJIU4xl9tFdWcNrbY2zFoTD024m3BjzwV8yjfuZcchNzq3nWK1hlumpTEy\nPljhYiH8l9e/N91222289tprALS0tHDPPffw8ssv93uYEMJ31Co1EaZwzDoz3ZGtNCbsAGDDhmO0\n1TQqXCeEONW+qFjHk9ueo7G7CYs+kAhTGCqVirbj9Xy1oRIPUO9op9sSQnSoSelcIfya12H8ww8/\npKSkhKuuuoorrriC7Oxs3n//fV+0CSF87LrMK8kJz+FoUjsqyrFpTHz+929xOZxKpwkhTqF6awMA\np8efxpVpFwPgtNn57M2N2DUmVNYaxs+eyKK7pmIxy8V9hOhPXodxj8eDTqfDarXi8XhQqVSo5QAO\nIfzSmIhMLk47B4Dd4w9jclbRrArmq9dXKVwmhDgVqjtqeHr7C+xt2A/AxSmzSQ9LBWDdK6toUQVj\ntNay1RRNqMUgB2wK4QNeX2UXXHAB8fHxfPDBB7z33nsUFhZy+eWX+6JNCKGAUEMww4OS0OpV7Bm/\nB6OznYMtgez9bKPSaUKIn2hf0wEOtx3FjYf00FQMmp6t3oUfFnCoMwiDvY3jiQnMOyuNcSMjFK4V\nYmjwep7xV199lczMTADCwsJYtGgRX3zxRb+HCSGUoVFr+GXeHWwo38H7R5ZxOLqU+PoxbCxyEDni\nMNEZw5VOFEL8SG6Pm201uyhpKgXg9uwbGRnS81o+tqOELSUONLg5oFIxfkQUs/ISlcwVYkjpc8v4\n22+/DUBmZialpaU/eGznzp39WyWEUFxKVM9pzhpTaugO3YlLrWP1h8VYWzsULhNC/FiHWo/w1v5l\n7G86CPT8BQygo7aRtavKcau1tDja8ESEM3q4XPBLCF/qcxhfvnx57/8/+OCDP3hs+/bt/VckhBgQ\nEgPjuXf8rSRo0zg4qhGdvZJOTSBfvroWt9utdJ4Q4gQ5XA7quuoBmBI3kQfy7iDcFIbL7uDzN77G\nqglAZa1FlZbCn26dTNbwMIWLhRha+hzGPR7Pf/z//3RbCOF/VCoVI0OGMy5uJACFk/ZgctZR7Qxh\n85I1CtcJIU6E3eXg15sWsrSk5yxoI0OGMywoCYCvXl1FoyoUQ3cjW40RhAcZlUwVYsg6ocOkVSrV\nf70thPBfkxLGMTEmF63GzP4xReicVnZX6ygt2KV0mhDCixZbK+32DsKNYUyOnUBm+CgAij76moPt\nFgzODvYEBHPPleO4elaqwrVCDE19DuMycAshAEKNIVyXOZd4YzIdFge1UXsBD199V0/1vgql84QQ\nfVhVsZ6/F/cc/5UdmcX8jCsI1AVQtesAm/fb0bgdHHC7MVgCGJsSjsng9ZwOQoh+0Ocrr7S0lDPP\nPBOA2tra3v/3eDzU19f7pk4IMWBMGT6aowcOUD2ynpCu3Xi6c3jn1U1ccdt0TCEWpfOEEP9i9ZH1\n2F12NCoNKcHDAGivbeTLz8txa8y0ddcTl5XGxKxoZUOFGOL6HMZXr17tyw4hxAA3OW4Cp8Xmcd+a\nJynOqiVv8xE6dcl88cp6LrrvAjRajdKJQgigtrOOfU0HsbvspIWO5K5xN6FSqXqusPnGt3RrgtHZ\najlgjOTFC7Nki7gQCuvzFRgfH+/LDiHEIKBSqRgeHsWB1mZ2TipmwhYjtdpoCl5bxcxfnK90nhAC\nePfgCg42lwEQZgjp3e10/Wtf0qwKxthdxzeGCJKiAzHq5U20EEqTt8NCiB/l+jFzKW85zKt7llCU\nWs7og2YOtFiI+Pgbxl50utJ5QgxZHo+Hpu4WWrpbMGqMXJd5JakhIwDY+eE3lLcHYnK0sVUfzAPz\nxpOeFCLHhwkxAMgwLoT4USz6QMZFjUGvNmKLbOGoZxtxh6ayqVhNaPx+EvMylE4UYkhafWQDKw+t\nAiDKHEF25GgAKnccYOsBOxq3kxIPdKt1hAcbZRAXYoA4oVMbCiHEv7o642LGRo2hPqqbzsBy3CoN\na1ZX0HKsTuk0IYak6o7jAORGZXNxymwA2qrrWbPqEB5UtDhaSctN5aF5OUSFmJRMFUL8HzKMCyFO\nSn7MeG7MvRKA0oyjqLX7sGlMfLZkC7b2LoXrhBg6DjdX8sSWv7CnYR8A12RcQXbkaBxWG58t3oRN\nY0JlraXEGEFGciijkkIVLhZC/F8yjAshTlpUYChpISMxaLXszqnA4qqiTWXhs7+tweV0KZ0nxJBQ\nVLOP6s4adGod2ZGj0al1uN1u1ryymhZVEEZrLRUxSUwfF8eYlHClc4UQ/0KGcSHESdOoNdw9/mYu\nSLgY1Co2ZVZgstdS6wpm3ctfKJ0nhF9zuBysKPucjUe3A/CL7Ou5ecx1qFQqtr+7niPWIEz2VjYb\nQslJj+Jn56YTaNIpXC2E+FcyjAshfrLRcUmoUEFwK3tyd2F2tlHeHsiWpeuUThPCb5W1HGbN0a+o\naDmGVq0lwhQGQOlXO9l5RI3W1c1etQZjoImM5DCFa4UQfZFhXAjxk0UHRLJw6q9JNeTQbXKzL6oS\nndPKzqNq9n+5Vek8IfxOafMhihqKAbhy9ByemPIrgvQW6g8e5auNDYCH484uYkbG89xdpzNWdk8R\nYsCSYVwIcUpY9IFkJwwHoGPkEWqSt6H2uPh6exvHdpYoXCeE/+hwdPLcrpf5pmoTAMNDEwnUBdDV\n1MYX7+/BqdZj666nwhBCdKhZ4VohhDdynnEhxCkzNTGPIKOJZXu+5Hh8PYHVNRjc8Xz5xWEuCQ8i\nNDlO6UQhBrVup41DLRV48DAqdCSnx5/GuJhM6mva+OzVr+hUB2Gy1bAvNI7fXp1DXESA0slCCC9k\ny7gQ4pTRqbXkRmeTHJQAQOmE3ah1Jdg0Jj5dupOuplaFC4UY3P684wVe3rMYgBHBw8iJGoNGrWHd\ny6to8ARh7q7jG30EYUFGkqItaDXya16IgU5epUKIU+7yrDOZnjAFlUtP0ehjBLvr6VAHsvKVAuxd\nVqXzhBiU3B43tZ11BOuDmJE4lclxEwBY+/KnlHf0XOp+iz6IS6aP5OcXZCpcK4Q4UTKMCyFOueiA\nKK5Mu4hAdQgqvYPvcrcR6KymiSA+e0nOQS7Ej/Vh2afc/dUjePCQFBTP5akXEmYMpXT9NjYdcPWc\nOQUV3Wo9505MIjEqUOlkIcQJ6vdhvKioiGuvvRaAsrIy5s2bx7x583j44Ydxu929H+fxeLjppptY\ntmwZADabjbvuuov58+dzyy230Nzc3N+pQohT7NLMmSRbkkAHOzMrCXI2U+MMYs3/fvGD178Q4r8r\naSoFICV4GJNj8wGoKy7jq01NgIdqp5WY1ASuPjNVdk0RYpDp11fsa6+9xqOPPorD4QDg2Wef5f77\n7+ftt98GYP369b0fu2jRItrb23tvv/POO6SlpbF06VIuuugiXnrppf5MFUL0g/zY8Tw44Q5wa7FZ\nmtk+qhizs5XDnYF8++aXSucJMeDtbdjPwq2LqOmsI9QQzH25tzE2Mov24/V8vuIATo2BbnsTRwzB\nXDY9hbMmJCqdLIT4kfp1GE9OTubFF1/svf3CCy+Qm5uL3W6nvr4ei8UCwOrVq1Gr1UydOrX3Y3fs\n2MG0adMAmDZtGps2berPVCFEP8qJGoNeq8Ue3kZlSg1GVxfFdUZ2LP9K6TQhBrTttYUc66hGr9Ex\nNjILAFtHF5/+fRNWTQBYazkWGcfoEWEkRMqZU4QYjPp1GD/rrLPQaDS9t1UqFdXV1cyZM4eWlhbS\n09M5ePAgn376KXfdddcPPrejo4PAwJ593gICAujo6OjPVCFEP/r52Kt5IKfnNV4VUkV51EF0Lhtb\ny9xyUSAh/oMGaxNv7F3KgeYyAB6f/CsuT70Ql9PF539bQ4s6CLO9jm3GCK49L5P7rhyHTqvx8lWF\nEAORz88zHhcXx+rVq1m+fDkLFy4kIiKCuro6rrvuOqqqqtDr9cTHx2OxWOjs7ASgs7Ozdyv6iYiM\nPPGPHaz8aY3+tJa++PMaT3RtIWFGLHuCaKeN5pRq0sxxuI6E8fX2NqLiykifkdPPpSdPvn+D22Bc\n48b9m9hRVwRAQlAsCTHhqFQqlv9xOTXOYEzdjXxnDMViNpCaFDIo13ii/Hlt4N/r8+e1nUo+HcZv\nvfVWFixYQHJyMgEBAajVan75y1/2Pv7CCy8QGRnJ1KlTKS0tpaCggDFjxlBQUEBeXt4JP099fbv3\nDxrEIiMtfrNGf1pLX/x5jT92bU9MeZgvSrbwRc0KNgaWMdIQRqA9jQ8/OcRsl5v47LR+rD058v0b\n3AbbGh1uJ6sr1lHc2HPV2jvG/Zy0kBQaGjrYvHQd+xuNmBxtbNOZmTlhGFedmTro1vhj+PPawL/X\n589r+96perPh02H85ptvZsGCBej1ekwmE48//nifH3v11Vfz0EMPMW/ePPR6Pc8884wPS4UQ/UGj\n1pCbNJIvakBjaeFwTgvnHY2l8ngQqz79f+3dd3xUdb7/8deZmmSSmXRIgSS0hBIQEggIIlWQoiK9\nXxcV3d2rV1kV9Kes2L0re3elqNgAYUURlCZdeglFuhCTAAnpvcwkmfr7gzUrdqQcJnyejwePh5lk\nMu9vjnPmPd8553syuctoICwhVu2YQqgmrSyDL89tAUCraInyj0Cr0XJy7W6+ztKgd9VwEqjRGmX5\nQiEaCMXj8XjUDnG13QzvxBrKGBvSWH5OQx7j7x1beV0FHxxYS7r9CM7iSDqdDcLticHHZeOeCbcQ\nFBN5DdL+PrL9vJs3jTE1/zBHi05ypOg4g+P60yOqK2ZDAJk7v2bTzhLAQ46zGr9mTfnjsETMJgPg\nXWO8XA15bNCwx9eQx/adqzUzLouRCiGuu0CjhaToi4ek6EJzOZp8koSwGmq1fqz+6DBVeUUqJxTi\n+iqvq2DhqY85UnQcgOaWOMyGAHK/TmPzziI8ioZiRyUXDBaiwvzri7gQwvtJGRdCqKJHTCeeSP4z\nZncUigLLDNmYKcCq9WfVB3upKSlXO6IQ10V6+Vm2Zu8EoGNYIk91foRWQc0p/jaLL9dl4lL02F1l\nFAaF8+zkZMb2a6lyYiHE1SRlXAihCo2iIdbclPiQGAC0UensSfyGWFM1lRozq97ZTl2VVeWUQlx7\n7xxfyJasHQA0C4ylaUA0VXnFrPnkOHatD67aAo7ogmgU5EdchFmusClEAyPPaCGEqsa1H8TD7e9D\n6/THY6xlnaWUIEooVSysmbcJR22t2hGFuCYKbEVsv7AHq8NGtH8kf+wwhduiumErq2TVh/uo0Zrw\ncxZy2DecP97Tjj/dm6h2ZCHENSBlXAihKoPWQLvQ1jTyDUfRuHFHn+BwmxzCtZUUegL5cs6XuOwO\ntWMKcdX96/RnfJL2OQBNAqJoGxKP21rHqre+okoTgNGWx3ZtCL5GLZ3iw7DIceJCNEhSxoUQN4T/\nThnPlHYTwK1QrSthX3glZncFOc4g1s9dh9vlUjuiEFdFpb2KnTn7yLcWYtL5MaXdBIa1GIzdVsuq\nuZsoUywEOIvZ7RvGsNubM2NCEhpFUTu2EOIakTIuhLghmA0BdApvj68SgOJTg63JMS60r8TiqSKr\nzsLGeetwu91qxxTiiq07u5mPz6ygylFNuF8oncLbY3BqWT1nA8UE4lNbxDZtIB5FQ7c2jYgOk/XE\nhWjIpIwLIW4oT3Z7iCFNhwBw3pPNychy/F2VnLUGsOXtL6WQC69V66xlx4W9ZJSfBWBi61H8od14\nnHV21sxdT6HbgtlZyh5jID1uieapcR0JDfRVObUQ4lqTMi6EuKGE+4XSKzYFxaNBMZVT3uQ4SrIG\nf1cV6RUmti1YL4VceKV9eYdYlraSXGs+vjpfUhonYdEGsHbOevKdFnxri9mh8celaEmKDyO+aZDa\nkYUQ14GUcSHEDcdXZ+TplP8hObA7AHtqTpERWYqfq5ozZX7sfH+DygmF+O1cbhdfZe/icOExAIa1\nGMwTyX/G7XCy7p9ryXWYCXCUss8QQOuWjXh8dAfaxgWrnFoIcb1IGRdC3JAi/RvTK7YzAIq5mKKY\nkzS5PRRfl5VTxb7sfH+9ygmF+G3SyjJY/u0qMirOoqDQuVFHQrQW1r65lgsOC751pezRmrBr9LSN\nDaZdXIicsCnETUTKuBDihhUXHMkzXR4nTn9xfeVPCndyIaIEH5eNE4U+7F0oM+TixuXxeNh0fhsb\ns7YB0L9pL57t+hf83EZW/3MdOY5A/J3l7NebaBQRzF/G3ELvTlHqhhZCXHdSxoUQN7RI/8Z0a9oe\nAG1gEXmxJ0geGIfRXcORPCP7F29UOaEQP620tozPM9aRVpYOQIewtgThz6o315PvCsRkL2W3xo86\njZ7mUWbaxAbL1TWFuAnp1A4ghBC/pntMB9o0imH2rqWUas4xN/sLWkQ1ISgnhMM5PvDRJlIm9Fc7\nphD1Np3fxrHiUwDcGtGZwc3uwNeh54s3N1HssWB2lLDfNxAfHyNPjWhPk3BZvlCIm5W8BRdCeIUg\nn0C6RLcDD2jNpZxtfJoufWIxuGo5fEHPviVb1I4oBHDx8JTVmRvIrDiHRtHQNiQBo01h5ZubKPaY\nMTuK2a41U+1SaBZhJi7CLDPiQtzEZGZcCOE1hib0ZGDLbjy1eTZ1+hLmlX5M29hW+J0L4utsX9wf\nbeHWCX3VjiluYhvPf8WunP24PC7ahiTwQOIkavJLWfHuNio1FgIcxaT6heB0eHhlalfCLLKOuBA3\nO3krLoTwKnqtnu7RSRgxofGxkRaYRfMuYRhdNo5e0LJroRxDLtRhd9nZn3eI0toygoyBdApvT0VG\nHis/OEClxkyIUspWXRBWJ8Q3CaRRkB8ajayaIsTNTsq4EMLrDG/bj9l9ZoLTgMu3lGWaT/DE2/Bx\n2TieZ2DHe1/i8XjUjiluIpuztvPY9v9Hvq2QcL9QXuz+NE0KzHzx6UlsWhNGewGbPIGgKDw7OZmn\nxndSO7IQ4gYhZVwI4bXuaNKXEE0UigLHfbIwtNbi67JyssiXbe+skyt1imvO7XGTUX6O4/8+WbN1\ncCsGxPQhY9cx1q47j10xEh1QzS5DGBazkVtahBIZalI5tRDiRiJlXAjhte5u3Zu/dL0fPODwy2dP\n4BZ8k7T4ua2cLjOxed5a3C6X2jFFA7Yv7yCzD88jvfwsOo2OP3b4A34Ha9i0swi3osEfzVmjAAAg\nAElEQVRuL2RllR8Ao3q34JER7dHr5KVXCPEfskcQQng1s4+JsS3H0FSfAMAu+wkKmlXg764mozqA\ndW+uw2l3qJxSNDQut4utWTvYl3cQgB6RKdzfZjx7PtzIrpNONB43UZFw1BhGVJiJAV2akNgsROXU\nQogbkZRxIYTX69G0E8NbDwDA7V/I+fAjRPQNI9BdQXZtAKv+sQ671aZyStGQnC77ls/S15Dx7+UL\n74jqTdbSDI4X+ODjqqFQU8fKvIsnZ3ZvF8HoPi3xNcoCZkKIH5MyLoRoEFqERvFsyjSaGzoA8FnJ\nl3zdIoswpZwCl4WVb27CVlKuckrh7VxuF++d+IhlZz4HYGBsX55oOZUt83aRVWsmwFWBJy6ITPxo\nEu7P1Lva0rujXOJeCPHzpIwLIRqMxqZG9G/eFa3biMZowxqajf72JjTWlVOKhRVv76TiQoHaMYWX\ncrqdZFac43DhMcrqyrEYAkioiWLbolOUeMxEaMs5GxbCrqyLn8K0bx5CSptGGA1alZMLIW5k8pmZ\nEKJBSYxozj8jXuClrR+Syyk22pahiw9hUFZbMqsCWLHwEAPvaU1E2zi1owov89qBf5JrzQdgQEwf\n2uaGs+WLHBwaExH6UrYQjLXUTqjFh6cnJmExGVROLITwBjIzLoRokEa270uMvjU4DTh8yzgYa6WJ\nuZxarR+rv0jn221fqx1ReImc6jw2nd9GrjUfi8FM18ZJBO5xsWFnKU5FT3xjO6cbxWB1uIkO86dv\nUjSB/kYURS7oI4T4dVLGhRANUqvQJjx5230Ea6JQNG5yfQ+xLe4c3Vtr8Sgatuwt4+CyrWrHFF5g\n6enP+DxjHQCJlgRCN/ty/IIvOo+DZi0MfJSvI+1CBXqdhr/e15kBXZqqnFgI4U2kjAshGrTpPScx\nseUEcOmw6fOZr91Go+Y2dB4HB85q2DJ3FS6HU+2Y4gZ0pPA4L+2fTVbVBSwGM1Maj0BZo+eczYzZ\nXYVfCws7K/QA9O0UzX8PT5TL2wshLpuUcSFEg2YymOjapD0xxgQ0Hh0avyp2+mcQnmTEz20lrcrM\nytlrsZVWqB1V3CDcHjeZFefYdmE3udZ8/HS+pFS14sjnJZQpFqL0FcQNTGRzpo2cYis+Bi133xZH\nuzhZR1wIcfnkBE4hxE3hyZ6TKLdZeXrv89T65LKBXHp2H4D//koK3RY+eWs3A+5KIKJdM7WjCpXt\nzT3A0jOfAaBXtIzK78mBdDceRaFdeC0rqoKo2JgJwMQ7WnFruwhZMUUI8bvJzLgQ4qYR6GdiaNS9\nNFZaAbDDtpvU1hdoYa6kRuPHqlWZHF+9S+WUQi02Rw0fnFzKxvNfAdAjJJlehzuSmqGg9bho10rH\n+eg4KmqchAX60K1tIzq3lqULhRBXRsq4EOKmcmdCV6Z0GgYuPRirqTadIz1RS2JzFwoedp10smnO\nKhy1dWpHFddReV0Fu3P3c7DgCMW1pURXWHCv9SHPEU6Ap5pho9uw9JyHrYdzABjQpSkPDG2Lv69e\n5eRCCG8nZVwIcdOJtITwz76z6OzfB4ATju0sDdzCHUNiMbmtpFeb+fTvGyg5m6NyUnE9VDuszNzz\nav2KKcPLehD6TWcqNWZi/KrRdWzGMyvTqXO4aBltYcaETtx+S6TKqYUQDYWUcSHETUmr0XJP4m0k\nGLugs1tQtE7+fmEFVck1NPWppEIx89m/TrHnX7L8YUO27uwm5h/9AKfHRZxfE/oe78iZb8240XBL\nHNAlkb1pJXg8HppHmhmY0pSW0YFoNfLyKYS4OmRvIoS4aQX6mvjv7iPoGtYNjwecPiWcVA7j6BVO\nhxg7AJsPWln79y+oKa9UOa24mirtVRwvPsW6s5s5V5lFcIWRyK+iKaiJwM9tZciQWE6awlm+LYMq\nm4PmkRaemZRMx5ZhakcXQjQwspqKEOKmNzapD6PctzNj45tYDblsKl1BQFBTpiXdxaYVx8iqs7Bs\n7k5u6xlN89s6qB1XXAXvn1jCt+UXV0TpmdOaquxIKjRGIvUVRPftyF/XZ+ByewB4bFQHYhsHqBlX\nCNGAycy4EEJw8bCV+24ZQTtjdzwuLZW6bJ4/+x7Bd4XTOrSWGo0vG3eXsWneWuqsNWrHFb/T/rxD\nPLP7JdLLzxLk9qf3150ozYnDhZZOMW5qO7Rm9df5uNwemkWaubtHHInNQgjwM6gdXQjRQMnMuBBC\n/FvrxtG0bhzNq1uruWD/Fo/BxpfZm2kW34o7EppxYHsu6ZX+5P5jKz17RhPXQ2bJvUWlvYodF/Zw\nqPAo5XUVtCoJx5IWT5E2gAB3FSn9WpHu9mHDtgwADHoN/zOyg6yWIoS45qSMCyHED0zvM54aex3T\ntj+PU19OmiMVp9bJ0MkpZK8+RVq5H+t3lRFzaBW3j78dU6hF7cjiFxRYC9l2YQ87cvaguDwkn4yj\nriaeGq2WFgHVJI3pxVPvHaw/LGXigHi6tA7H5CNFXAhx7clhKkII8RN8DUae6Pg/dA++E4BM12H+\nkTafRve0Y3D/CALcVZyvMfOvd/Zx5PNduN1ulROLn3KmOINZ+//Gjpw9hBb50O1Ad2pr26B3O+iT\nbOJs0zhmLT2Ky+2hRbSFEb2a0yOxsRRxIcR1IzPjQgjxM+JCw+nYKpbCFeVk2c5S55PP/JNv4esO\n5sXH/sThT3ZyPEfL3tNOzpxeze2D29I4sYXasQVgd9n526G5FNeUoLg8dE9rQ2VlUyo1WqIMFTTt\n3Z7UIjv7TuZg0GmICPFjZK/mtIwOVDu6EOImI2VcCCF+gV6r5X96DeNYdhYLji3Fpa+iRlfE87sX\nkNi+DSN7tmb7ZwfJd1r4fE0Wcdu+oceYHpjCgtSOftPadH4bp0rOkFOdR7OSIELTOlKuDcHgriUp\n0QdP61v515ZvKSqvBaBPp2hG9ZE3UUIIdUgZF0KI36B9k6a82WQ67+xaz1H7Vio1OewuyafGVcNt\nkzvR5ngR+/blkWkNIGvBAdo11ZA8/Db0vka1o980zldmc6okjbVnN6KvhaTjzbC7W2HTaojSV9Bt\nfDdWHyth12fHAYgOMzH17nZEBPupnFwIcTOTMi6EEJfh/u4DOFfQhfmHl2DzyeZw5S5OHD7JyNZ3\nMrzLbZxYuY/j2R6OXNBxZvZmkhMttBncDY1Wq3b0BsvmqOHb8gxWpq+lyFpMq/QQ/EvaU6f1w9dj\no1uXcCqj2vDUkhMAKAqM7t2CNnHBRIWaVE4vhLjZSRkXQojLoFEUmjUO5tGUiez49hS7yzdgN5Sx\nJH0pG7VNeOje0bSz6tj76R4yKv3YecrJ0RNr6dw1kha9OqGRy6hfNR6PhzxrAR998ynnq7JpnO9H\nytlkrNpGODQuWofW0G1CP1746GtKjn4DQNu4YBLjgrmjS1OV0wshxEVSxoUQ4neIDglkXMitBB71\n50DucQqNRylyZfPC/r/RK/wOhkztS8fzJexZdZicOjNbUqs5nLqGLrfF0qx7e7Xjez2bw8bW7F18\neW4zlnI9nc+0poZYrFqFMKWC24bdwpp0K4v+b1f9fVrHBPHI8PbodfKGSAhx45AyLoQQV2BQh/bc\n2T6Rv20MILPuOBr/CrYVbmRb4Ub+nPgwgx8dTOGJs+xbf4J8dyAbdpYSuusLkrvHykWDfgeH20lG\n+VnePLIA/yodSWeaYXe1pEbRXrx4T9dILlhaMHdXLheKqgHwMWh5dnIyESFySIoQ4sYjZVwIIa6Q\noig8MeAuKmvu4Pn1i6m1fAvAnOPz0XoMzOr+BHcn3sWFg6fZ/1U6xW4L63eVEbxrFR27NqFFzw5y\n+MqvcLldlNWV8+L+2fiWeUg60xyHuzl1Gh0+7hpuSfDDeEs39mWU8NXGtPr7PT6uE22bWFAURcX0\nQgjx86SMCyHEVWL29eGNYQ9wIjuXefs/RQnOwaXYeWbPSwRogpne7WGGJyeQdeA0h7d9S4HbwpZ9\nFRzYu5YO7YJpPTAFrV52y9/n9ripqKvkfw++iT7HToezsdS5m1Gn0WL01NAuRkPEbSkcyCxnzafH\n6u+XFB/GhP6taBEXSlFRlYojEEKIXyZ7fSGEuMraNYlkXpNHWfP1MdZkbEYbnE+Vu5Rndr9EmD6C\nBzuO5Z7OQ8k/ks7BLafIcZjZedLBwWMbSIg10mFICr6WALWHoSqX20W+rZD3j36E/wkH8UXNseki\nqQV8PDbaN/cjru9t7DhZyFsfHam/X1CAkUdHtCcqzIRWPm0QQngBKeNCCHGNDOnYngGJ7Xh3206O\nlB5GF5pHkSOPl1Jn08gYycjWgxj8+FDKMnI5sP4oWVU+fJ2t49jcfcRY7HTs25bwhFi1h3FdOdxO\n0soyWL93DeYzRqJqEqjTBWDTQaCnnMT24TTr3Y31B3OY+07qJfedPr4TTcL98TXKS5sQwnvIHksI\nIa4hvU7Dw/1ux+7owd/WbeR8bRq6sBwK6nKZc+Rdwozh9I3twYA/D6KmqIKv1+4nLddNZpWJzM/P\nEcoR4tuEkNC/MwZfH7WHc8043U62n9jOuR2n0JY3wk+XhBNwa5xEGEvp0q8DjdvdzvJtGcx9ax91\ndlf9fR8Z3p64SDMWk0G9AQghxO8kZVwIIa4Dg17L03ffids9kBdWrCPXmYEu/AJFdYV8fGYFq9M3\nkhKRxL3/NYhuDiffbDrAyRMlFHsCKT7lYv+JHTS12GndpRnRSQkN4oRPj8dD4emz7PxqF9WlPtRo\nw0BJBB2Y3cVExxrpMqgXvoEBLN2cxu7NO6ip+08Jf2BIG9rEBUsJF0J4NSnjQghxHWk0CjNHDKbO\n7mL26h2ctaWhj8rA6qpm64XtbL2wnQjfCMb1GMbdA5KozCzkxNZjnCvRkFnlT+aWQnw3nqVJCLTs\n3Jzojq28qphX5BSSnvoNF86XUmLVU6f1B5qC1oOvs4iQcDfxtyfSotXtFJbXsGBzOsczS3C5PQAY\n9VomDmhFx5ZhcjiKEKJBkD2ZEEKowGjQMmN4b6ps3flkexp7zx9HH5WBxlRJXk0ebxyaB0CfJrfR\nY1JXbtcFkr7zCGeO5ZFf40tauZ60TfkY158lwt9BdPNQ4lLa4B8WqPLI/sNurSHvZCb56fkUFdgo\nsSnYtP7//m4QOurwdWdDSDWdeqeQ0LwHLqfCwTOFvDVvN+XV9vrfFRcRwJBbY+nYMkydwQghxDUi\nZVwIIVQU4Gdgyp3tGGVrxb5TBXy692sIykUfmQnA1uydbM3eiVFjpHN0R9p1SGCAXzMydx4l81Q+\neTU+nKsxc+6EnV0njhDgriI0wEN4ZBCNW0UR3ioanfHaHsbhrKujNDOHonMFlOZVUF5hp6JGoVox\n4VE0gBYIQKvY8XXlYvctojisjHYpKXSNHkiobyiVVjvvrzlD6jeFl/zunh0iSE4Ip11cyDUdgxBC\nqEXKuBBC3AAC/Az0T25Cr1siuVBkZdm2b8gsyUMTdQaNqZI6XR27cvaxK2cfOkVLaGAod4zpxS1+\nEbjTKzl/7Bx5BbWU4k+VVcfZb13wbRaa1WfxowZ/oxuzSYs50AdTUAB+QQHYY0Kxa7QYTCa0Bh0a\nrQZFUfB4PLhcbpy2WhxWGzUVVmwVNmzl1dSUV1NdWUu1zYm1FmwuHbWKz79LN4AP4IMGB0ZXKehK\nsfmXUxxahSPSSJPAJgyKG0kjvzCy8m0cOFrGZ9uP/+jvMWlAPC2iLUSH+f/oe0II0ZBIGRdCiBuI\nXqclLsLM9LEpAGw+mM3htCLSKr5FYy5BF5aDU+cg31rAom+WAWAxBGBuZyaxVxva+kahPV9LZWYp\nxYVWymwK1R4fqh168suBcuCcDbABBZc+uMeNggePov2FhBrAr/4rg6cGExV4NFU4jNVUmMopC7RR\nFliHR6vgq/OlV3R3+gbGEesfx9ncStZsySW3OJucYuslv7ljy1DG9m1JYIARndZ7joMXQogrIWVc\nCCFuYP2Sm9AvuQm5xfGk51Tw5f4sCioq0AYVoA0uQDFaqaCKCnsV2VU59ffziTQS1CyQOHMMEXoD\nYTYNmmI3rjIH7ioXtTVOnC6w1bpwuTy4PQpuRcGDggY3GjxoNKBoPGi1bjRaJ06DE7vRQam+gkJj\nGeX+NuzGS/OG+4XS1BTPoNDWdAxL5GyOjW+zy/l8TylpF3Zc8rO+Rh0toy30SIygQ4sQ9LpfehMg\nhBAN0zUv40ePHuVvf/sbixcvJj09neeeew6AmJgYXnrpJTQaDR9++CHr1q1DURR69uzJn/70J+rq\n6njiiScoKSnB39+fV199laCgoGsdVwghbkiRoSYiQ0307BCJrdbJ198WsedEPrm5Vipqq9H4VqEN\nKgS9Ha2lmFqPnTxrAXnWH8x+B138p6Cg0+rQKzr0Gh1uPHg8F/85PU7qXPafzPEdnUaHj9bELSHx\nmA0BtDK3wugO5HxOHUWFNSzfUciCqt0/vp9Ww9BbY0hsHkJsY/NV/AsJIYR3uqZl/N133+WLL77A\nZDIB8Pe//51p06aRlJTEjBkz2Lp1K/Hx8axZs4bly5cDMHbsWPr378+ePXto1aoVf/7zn1m3bh3z\n5s3jmWeeuZZxhRDCK/j56OieGEH3xAgA8kqsZORU8tXXOVgrHRRm1ACg+FhRdHYUHysGXyc6nzpM\nJlAMdrRaNzq9gsNlB8WNXtGgUTRoFQVFUfDR+qDX6AgwBKBXDJi0AWg9PpiUIOpsWjx1fhRX1JJ7\n3srJqjpWV2QD2T/KGmI2khQfTosoC8kJ4dfzzySEEF7hmpbxmJgY5s6dy5NPPgnAnDlzUBQFu91O\nUVERAQEBREZG8u6779bfx+VyYTQaOXToEA888AAAPXv2ZN68edcyqhBCeK2IEBMRISZ6tL9Yzksr\naymprOVoegmFZTbySm3k59iocXuouqJHcgJFP/mdELMPAX56mkWaiQrzp2m4P3ERZjQa5YoeUQgh\nGrprWsb79+9PTs5/jmFUFIXc3Fzuu+8+AgICSEhIQKvVEhh4cV3c1157jTZt2hATE0N1dTX+/hfP\nojeZTFRXV1/LqEII0WAEm30INvvQMvo/a457PB6qahzYap3klVgpr6rDo9WQV1BNrd2Jw+XG6fJQ\na3fi8YBGubjPRgGNomDy0aHXaQjwM+Bj0BJi8cFiMhJq8cHsZ8BokOO9hRDi97juJ3BGRkayYcMG\nPv30U1555RVeffVV7HY7M2bMICAggJkzZwLg7++P1XrxTHur1UpAQMBvfoywsN/+s96qIY2xIY3l\n5zTkMTbksX2noYzxu4NEElVNcf01lO33SxryGBvy2KBhj68hj+1quq5rRz388MOcP38euDjb/d0l\nnB9++GFat27NX//614szMUCnTp3Yvn07ANu3byc5Ofl6RhVCCCGEEOKau64z4w8++CDTp0/HYDDg\n6+vLiy++yObNmzl48CAOh4Pt27ejKArTpk1j7NixPPXUU4wbNw6DwcAbb7xxPaMKIYQQQghxzSke\nj8ejdgghhBBCCCFuRnKJMyGEEEIIIVQiZVwIIYQQQgiVSBkXQgghhBBCJVLGhRBCCCGEUIlXl/GJ\nEydy9uxZtWNcdTk5OSQlJTFp0iQmTpzIpEmTfvYKpDf63yA1NZWEhATWrVt3ye1Dhw5lxowZKqW6\ndhYsWECPHj2w2+1qR7liN9u2gxv/+XQ1/NIY+/Tp47X/7zak594PvfPOO9x3331MnDiRyZMnc/Lk\nSbUjXVUXLlzgkUceYdKkSYwbN45Zs2bVX2fkh/Ly8vjqq6+uc8LfLzU1leTkZAoKCupve+ONN/j8\n889VTHV1pKamcuutt9Z3lbFjx/Lll1+qHeuaulavEdf9oj/it2nZsiWLFi1SO8ZV0axZM9atW8eg\nQYMASEtLo7a2VuVU18bq1asZMmQIa9euZdiwYWrHuWI307YT1F/nwRs1tOfedzIyMti6dSsff/wx\nAKdPn2b69OkNoswB1NXV8fDDD/Pyyy+TmHjxclSff/4506ZN46233vrRz+/bt4/MzEx69+59vaP+\nbgaDgRkzZvD++++rHeWq69atW/3S0zabjQkTJhAXF0dCQoLKybyLV8+MA5SWlvLQQw8xZcoUhg4d\nypYtWwC46667ePHFF+tnlqurq1VOenl+asXJ2bNnM378eMaMGcOGDRvqb//HP/7B5MmTefDBBykr\nK7ueMX+ThIQEcnNz67fBqlWruOuuuwBYsmQJkydPZvTo0Tz00EM4nU5WrlzJhAkTGD9+PPv27VMz\n+mVJTU0lJiaGMWPGsHTpUuDiu+iZM2cyceJEJk6cSElJCampqYwaNYoJEyawatUqlVP/ssvZdg6H\ng2nTptVfrCsjI4OpU6eqlv33evPNN1m2bBkAmZmZTJw4EfD+fcr3/dwYvXWl25977n03g/Xxxx8z\nZ84cAObOncu9997LlClTGD9+PAcOHFAt92/h7+9Pfn4+y5cvp6CggISEBD799FPS0tKYNGkSkyZN\n4pFHHqG6uprU1FT+8Ic/MGXKFO655x6WLFmidvxftW3bNlJSUuqLOMA999xDeXk558+fZ+LEiYwZ\nM4b77ruPkpIS3nnnHdauXetVs+Ndu3bFYrH8aHt88MEHjBgxgjFjxtQX2uHDh5ObmwvAhg0bePnl\nl6973t/Lz8+PsWPHsn79embPns24ceMu6StHjx5lzJgxjB49mkceecRrP8W6Fr3T68v46dOnmTJl\nCu+99x6zZs2q3xFXV1czdOhQFi9eTHh4ODt27FA56eVJT0+/5DCV1atXc+HCBZYsWcKiRYuYP38+\nVVVVAAwYMICFCxfSq1cv3n77bZWT/7Q77riDTZs2AXDs2DE6duyI2+2mvLychQsXsmzZMhwOB8eP\nHweo33F17dpVzdiX5dNPP2XEiBHExsai1+s5duwYAElJSSxevJhBgwYxf/58AOx2Ox999FF9sb2R\n/dZtd+LECUaPHs3KlSsB+Oyzzxg5cqSa0X+XH84Of/e1t+9Tvu/nxuitfuq591NjOn36NLt27WLF\nihXMmzeP4uJiFdJenkaNGjF//nwOHz7MmDFjGDRoEF999RXPPvssM2fOZNGiRfTs2ZMFCxYAUFhY\nyNtvv82yZctYuHAhpaWlKo/gl2VnZ9OkSZMf3R4VFcXw4cN56KGH+Pjjj5k0aRJnzpxh6tSpDBky\nxKtmxhVF4a9//SsLFy4kKysLuLg/Wb9+PZ988gkff/wx58+fZ9u2bYwcObJ+H7pixQpGjRqlZvTL\nFhwczPr168nJyWHp0qWX9JWZM2fyyiuvsGzZMm6//XYyMjLUjvu7XIve6XWHqdhsNoxGI1qtFrhY\ndBYsWMDy5csBcDgc9T/bunVrACIiIrzuHdgPD1N59913OXnyJJMmTcLj8eByucjJyQEgOTkZgE6d\nOt2QBUFRFIYMGcLMmTOJjo6mc+fOeDweNBoNer2exx9/HF9fXwoLC3E6nQDExcWpnPryVFZWsmPH\nDkpLS1m8eDHV1dV89NFHKIpCSkoKAB07dqx/B+0t47vcbdelSxdeeOEFSktL2b17N9OmTVN7CL/q\nh/uU7/vhTLG37lMuZ4ze5ueee9/33RgzMzNp3749AEajkbZt2173vJcrKysLk8lUP0N68uRJ7r//\nfux2O88//zwATqeTmJgY4OJ+RqfTodPpaNmyJdnZ2QQHB6uW/9c0atSofuLi+86fP09dXR0dOnQA\nqC/f3xVVb2OxWJgxYwZPPfUUSUlJ9WPTaC7OiXbq1In09HTGjBnDuHHjGDlyJFarlRYtWqic/PLk\n5uYydOhQVq1a9aO+UlxcXP/aN3z4cJWT/nbXo3d63cz49OnTOXToEG63m9LSUl599VXuueceXnvt\nNVJSUrz+heU7PxxHs2bNSElJYdGiRSxatIiBAwfWzyZ8tyM7ePAgLVu2vO5Zf4vo6GhqampYvHhx\n/WxwdXU1W7ZsYfbs2Tz77LO4XK76cX+3g/IWX3zxBSNGjOC9997j3Xff5ZNPPmH37t2UlZXVn2x1\n6NCh+u3jTeO73G13991389JLL9GjR4+fLH83mh/uU+Lj4yksLARoMCfKNeQx/txzT6vV1o/x1KlT\nALRo0aL+0ze73V5/+43szJkzzJo1q/4FPyYmBrPZTExMDK+//jqLFi3iL3/5S31ZPXXqFB6Ph5qa\nGtLT0+tL+o2qb9++7N27t367wMVPOoKDg+nVq1f97atXr2bJkiUoioLL5VIr7hXp3bs3cXFxrFix\nAqPRyLFjx3C73Xg8Hg4ePEhsbCz+/v60bduWV155hXvvvVftyL/q+12lurqaTz75BLPZ/JN9JTw8\nvP6TgQULFrB582a1Yl+W69E7vW5m/A9/+AMvvPACiqIwcOBAmjdvzmuvvcY777xDeHg45eXlwKUf\nu3rjR7A/zNynTx9SU1MZP348NTU19OvXD5PJhKIobN68mQ8//JCAgABee+01lRL/ukGDBrFq1Spi\nYmLIyspCp9Ph6+vL2LFjAQgPD69/8fQ2n332Ga+//nr91z4+Ptxxxx0sX76clStX8sEHH+Dn58fr\nr7/OmTNnVEz6+1zOths2bBj/93//x5o1a9SM/Jt9f59y5513MnjwYB599FEOHDhwycypN+9Tfs8Y\nvcVPPfcGDBhA48aNmTVrFhERETRq1AiAVq1a0bNnT0aNGkVQUBB6vR6d7sZ+Gezfvz+ZmZmMGDEC\nk8mE2+3mySefJCIigieeeAKXy4VGo+Gll16ioKAAp9PJ/fffT3l5OX/84x8JDAxUewi/yM/Pj/nz\n5/Pyyy9TUVGBy+UiPj6e2bNnU1paynPPPcf8+fPx9fXlf//3f8nJyeHtt9+mbdu29SeWe5Onn36a\nffv24e/vz8CBAxkzZgwej4ekpCT69esHwKhRo3jggQd45ZVXVE776/bv38+kSZPQaDS4XC4effRR\n+vXrx6uvvvqjvvL8888zY8YMNBoN4eHh/Nd//Zfa8X+T69E7FU9DmUoW4gY0cUGPO9cAAAM1SURB\nVOJEZs2a5TWHpVwNBQUFTJ8+nQ8++EDtKEJcorS0lPXr1zNu3DjsdjtDhw5l4cKFNG7cWO1oV0Vq\nairLli2rPxlQCOEdbuwpASG8nDfONF6JTZs28eabb9YfyyrEjSQoKIjjx48zYsQINBoNI0eObDBF\nXAjhvWRmXAghhBBCCJV4xcy40+nk6aefJicnB4fDwUMPPUSLFi2YPn06Go2Gli1bMnPmzPqfLy0t\nZezYsaxevRqDwVB/e0ZGBqNHj2bPnj2X3C6EEEIIIcTV6Jw9e/YkNjYWuLjC0WOPPfaLj+kVZXzV\nqlUEBQXx+uuvU1lZyd13301CQgKPP/44ycnJzJw5k82bN9OvXz927drFG2+8QUlJySW/o7q6mtdf\nfx2j0ajSKIQQQgghxI3sSjtnVlYWbdu2rb+uyG/hFeur3XnnnTz66KMAuFwutFotp06dql9fu2fP\nnuzduxcArVbLhx9+iMViueR3PPfcczz++OP4+Phc3/BCCCGEEMIrXGnnPHHiBAUFBUyaNImpU6fW\nXwn4l3hFGff19cXPz4/q6moeffRRHnvssUvWdTSZTPVXo+zWrRsWi+WS78+ZM4devXoRHx/fYNYh\nF0IIIYQQV9eVds7w8HCmTp3KokWLePDBB3niiSd+9TG9oowD5OXlMXnyZIYNG8bgwYMvuWiK1WrF\nbDZf8vPfX8Vi1apVLF++nIkTJ1JcXMyUKVOuW24hhBBCCOE9rqRztmvXjj59+gAXr9ZZVFT0q4/n\nFceMf1egn3vuObp27QpcvOTogQMH6Ny5Mzt27Ki//Tvff5eycePG+v/u06cP77///vUJLoQQQggh\nvMaVds45c+YQGBjI/fffz+nTp4mIiPjVx/SKMv72229TWVnJvHnzmDt3Loqi8Mwzz/Diiy/icDho\n3rw5AwcOvOQ+P7e+s6IocqiKEEIIIYT4kSvtnN8dmrJ9+3Z0Ot1vupKqrDMuhBBCCCGESrzmmHEh\nhBBCCCEaGinjQgghhBBCqETKuBBCCCGEECqRMi6EEEIIIYRKpIwLIYQQQgihEinjQgghhBBCqETK\nuBBCCCGEECqRMi6EEEIIIYRK/j/u4aZPtrCv8AAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -140,6 +141,7 @@ "spencer.plot(label='spencer')\n", "asce.plot(label='asce')\n", "ephem.plot(label='pyephem')\n", + "nrel.plot(label='nrel')\n", "plt.legend()\n", "plt.ylabel('Extraterrestrial radiation (W/m^2)')" ] @@ -148,7 +150,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The ``pyephem`` method is probably the most accurate since it uses an external library specifically designed for astronomical position calculations. However, as shown in the plot below, the difference is only +/-2 W/m^2 over the entire year." + "The ``pyephem`` and ``nrel`` methods are the most accurate. However, as shown in the plot below, the difference between them and the spencer method is only +/-2 W/m^2 over the entire year." ] }, { @@ -161,7 +163,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -170,9 +172,9 @@ }, { "data": { - "image/png": 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4/e9/D61WCwCoqKgwWkBT4uZghd9PD8effjMC0WHuKKtuxvr9V/D8pyfwyaZM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\nFud679188800adKEGTNmEBoaSuPGjQFo3bo1ffv2ZfTo0QQFBWG1WrF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GDSdbUWTF+w+jstYJAPho3QG8+tluPHjtCFgtUuAukIiIKIzIitp8lgmdNHtKji5z0i2S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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -189,7 +191,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "You can also control the solar constant." + "The difference between the nrel and pyephem methods is negligible." ] }, { @@ -202,7 +204,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -211,9 +213,50 @@ }, { "data": { - "image/png": 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1WZpZMrX7BB5ufz8FlYX8b8SHRGfHqR1LCCGEEDeprLqM1dGf8GvaATxs3Hm1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\nGknLKiXpQgFJaQUkns8nPOo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nMRoVhvfzZeSgdjJveAO75rsbFhbGqlWr6NChA1999RVj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kyYwMyZM6mpqWHbtm1MnjyZSZMmkZSUpGbpDZKcnIyfnx9RUVF88sknQN1v0nFxccTExBATE0Nx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\ngg==\n", 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MEf8GocbnrxMhYAcAAAFCpdZeHdfRDkdCdDuzUHbCFwA4B2azNTX3zZrUCzI/3nH8uuSy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"text/plain": [ - "" + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "et_diff = nrel - ephem\n", + "et_diff.plot()\n", + "plt.ylabel('nrel-ephem (W/m**2)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can also control the solar constant." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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883OprKzo0NxXwuI2/SkwFVNeawY0vyz9rkGjOXuk0bSewUprhd7aQcWkQgghhBDicv75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\nB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+ "text/plain": [ + "" ] }, "metadata": {}, @@ -230,6 +273,52 @@ "plt.ylabel('ET Irradiance (W/m^2)')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compare the time it takes to do the calculations." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "times = pd.DatetimeIndex(start='2015', end='2016', freq='1min')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10 loops, best of 3: 47.1 ms per loop\n", + "10 loops, best of 3: 29.2 ms per loop\n", + "1 loop, best of 3: 8.66 s per loop\n", + "1 loop, best of 3: 963 ms per loop\n", + "The slowest run took 13.88 times longer than the fastest. This could mean that an intermediate result is being cached.\n", + "1 loop, best of 3: 223 ms per loop\n" + ] + } + ], + "source": [ + "%timeit spencer = pd.Series(pvlib.irradiance.extraradiation(times, method='spencer'), times)\n", + "%timeit asce = pd.Series(pvlib.irradiance.extraradiation(times, method='asce'), times)\n", + "%timeit ephem = pvlib.irradiance.extraradiation(times, method='pyephem')\n", + "%timeit nrel = pvlib.irradiance.extraradiation(times, method='nrel')\n", + "%timeit nrel = pvlib.irradiance.extraradiation(times, method='nrel', how='numba')" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -2371,21 +2460,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 2", "language": "python", - "name": "python3" + "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 3 + "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.1" + "pygments_lexer": "ipython2", + "version": "2.7.11" } }, "nbformat": 4, diff --git a/pvlib/irradiance.py b/pvlib/irradiance.py index bb27f4faa7..d6ff7af81a 100644 --- a/pvlib/irradiance.py +++ b/pvlib/irradiance.py @@ -35,32 +35,35 @@ 'dirty steel': 0.08} -def extraradiation(datetime_or_doy, solar_constant=1366.1, method='spencer'): +def extraradiation(datetime_or_doy, solar_constant=1366.1, method='spencer', + **kwargs): """ Determine extraterrestrial radiation from day of year. Parameters ---------- datetime_or_doy : int, float, array, pd.DatetimeIndex - Day of year, array of days of year e.g. pd.DatetimeIndex.dayofyear, - or pd.DatetimeIndex. + Day of year, array of days of year e.g. + pd.DatetimeIndex.dayofyear, or pd.DatetimeIndex. solar_constant : float The solar constant. method : string The method by which the ET radiation should be calculated. - Options include ``'pyephem', 'spencer', 'asce'``. + Options include ``'pyephem', 'spencer', 'asce', 'nrel'``. + + kwargs : + Passed to solarposition.nrel_earthsun_distance Returns ------- - float or Series - + dni_extra : float, array, or Series The extraterrestrial radiation present in watts per square meter - on a surface which is normal to the sun. Ea is of the same size as the - input doy. + on a surface which is normal to the sun. Ea is of the same size + as the input doy. - 'pyephem' always returns a series. + 'pyephem' and 'nrel' always return a Series. Notes ----- @@ -69,8 +72,8 @@ def extraradiation(datetime_or_doy, solar_constant=1366.1, method='spencer'): References ---------- - [1] M. Reno, C. Hansen, and J. Stein, "Global Horizontal Irradiance Clear - Sky Models: Implementation and Analysis", Sandia National + [1] M. Reno, C. Hansen, and J. Stein, "Global Horizontal Irradiance + Clear Sky Models: Implementation and Analysis", Sandia National Laboratories, SAND2012-2389, 2012. [2] , @@ -102,8 +105,9 @@ def extraradiation(datetime_or_doy, solar_constant=1366.1, method='spencer'): doy = datetime_or_doy input_to_datetimeindex = _array_to_datetimeindex - B = (2 * np.pi / 365) * doy + B = (2. * np.pi / 365.) * (doy - 1) + method = method.lower() if method == 'asce': pvl_logger.debug('Calculating ET rad using ASCE method') RoverR0sqrd = 1 + 0.033 * np.cos(B) @@ -115,6 +119,12 @@ def extraradiation(datetime_or_doy, solar_constant=1366.1, method='spencer'): pvl_logger.debug('Calculating ET rad using pyephem method') times = input_to_datetimeindex(datetime_or_doy) RoverR0sqrd = solarposition.pyephem_earthsun_distance(times) ** (-2) + elif method == 'nrel': + times = input_to_datetimeindex(datetime_or_doy) + RoverR0sqrd = \ + solarposition.nrel_earthsun_distance(times, **kwargs) ** (-2) + else: + raise ValueError('Invalid method: %s', method) Ea = solar_constant * RoverR0sqrd @@ -1075,7 +1085,7 @@ def perez(surface_tilt, surface_azimuth, dhi, dni, dni_extra, return sky_diffuse -def disc(ghi, zenith, times, pressure=101325): +def disc(ghi, zenith, datetime_or_doy, pressure=101325): """ Estimate Direct Normal Irradiance from Global Horizontal Irradiance using the DISC model. @@ -1093,7 +1103,9 @@ def disc(ghi, zenith, times, pressure=101325): True (not refraction-corrected) solar zenith angles in decimal degrees. - times : DatetimeIndex + datetime_or_doy : int, float, array, pd.DatetimeIndex + Day of year or array of days of year e.g. + pd.DatetimeIndex.dayofyear, or pd.DatetimeIndex. pressure : numeric Site pressure in Pascal. @@ -1128,18 +1140,8 @@ def disc(ghi, zenith, times, pressure=101325): dirint """ - # in principle, the dni_extra calculation could be done by - # pvlib's function. However, this is the algorithm used in - # the DISC paper - - doy = times.dayofyear - - dayangle = 2. * np.pi*(doy - 1) / 365 - - re = (1.00011 + 0.034221*np.cos(dayangle) + 0.00128*np.sin(dayangle) + - 0.000719*np.cos(2.*dayangle) + 7.7e-5*np.sin(2.*dayangle)) - - I0 = re * 1370. + # this is the I0 calculation from the reference + I0 = extraradiation(datetime_or_doy, 1370, 'spencer') I0h = I0 * np.cos(np.radians(zenith)) am = atmosphere.relativeairmass(zenith, model='kasten1966') @@ -1176,8 +1178,8 @@ def disc(ghi, zenith, times, pressure=101325): output['kt'] = kt output['airmass'] = am - if isinstance(times, pd.DatetimeIndex): - output = pd.DataFrame(output, index=times) + if isinstance(datetime_or_doy, pd.DatetimeIndex): + output = pd.DataFrame(output, index=datetime_or_doy) return output diff --git a/pvlib/solarposition.py b/pvlib/solarposition.py index 188132166d..29f91c362d 100644 --- a/pvlib/solarposition.py +++ b/pvlib/solarposition.py @@ -771,3 +771,54 @@ def pyephem_earthsun_distance(time): earthsun.append(sun.earth_distance) return pd.Series(earthsun, index=time) + + +def nrel_earthsun_distance(time, how='numpy', delta_t=None, numthreads=4): + """ + Calculates the distance from the earth to the sun using the + NREL SPA algorithm described in [1]. + + Parameters + ---------- + time : pd.DatetimeIndex + + how : str, optional + Options are 'numpy' or 'numba'. If numba >= 0.17.0 + is installed, how='numba' will compile the spa functions + to machine code and run them multithreaded. + + delta_t : float, optional + Difference between terrestrial time and UT1. + By default, use USNO historical data and predictions + + numthreads : int, optional + Number of threads to use if how == 'numba'. + + Returns + ------- + R : pd.Series + Earth-sun distance in AU. + + References + ---------- + [1] Reda, I., Andreas, A., 2003. Solar position algorithm for solar + radiation applications. Technical report: NREL/TP-560- 34302. Golden, + USA, http://www.nrel.gov. + """ + delta_t = delta_t or 67.0 + + if not isinstance(time, pd.DatetimeIndex): + try: + time = pd.DatetimeIndex(time) + except (TypeError, ValueError): + time = pd.DatetimeIndex([time, ]) + + unixtime = time.astype(np.int64)/10**9 + + spa = _spa_python_import(how) + + R = spa.earthsun_distance(unixtime, delta_t, numthreads) + + R = pd.Series(R, index=time) + + return R diff --git a/pvlib/spa.py b/pvlib/spa.py index b6a2962d8d..80aae7c24b 100644 --- a/pvlib/spa.py +++ b/pvlib/spa.py @@ -907,6 +907,7 @@ def solar_position_loop(unixtime, loc_args, out): delta_t = loc_args[5] atmos_refract = loc_args[6] sst = loc_args[7] + esd = loc_args[8] for i in range(unixtime.shape[0]): utime = unixtime[i] @@ -915,9 +916,12 @@ def solar_position_loop(unixtime, loc_args, out): jc = julian_century(jd) jce = julian_ephemeris_century(jde) jme = julian_ephemeris_millennium(jce) + R = heliocentric_radius_vector(jme) + if esd: + out[0, i] = R + continue L = heliocentric_longitude(jme) B = heliocentric_latitude(jme) - R = heliocentric_radius_vector(jme) Theta = geocentric_longitude(L) beta = geocentric_latitude(B) x0 = mean_elongation(jce) @@ -970,14 +974,24 @@ def solar_position_loop(unixtime, loc_args, out): def solar_position_numba(unixtime, lat, lon, elev, pressure, temp, delta_t, - atmos_refract, numthreads, sst=False): + atmos_refract, numthreads, sst=False, esd=False): """Calculate the solar position using the numba compiled functions and multiple threads. Very slow if functions are not numba compiled. """ + # these args are the same for each thread loc_args = np.array([lat, lon, elev, pressure, temp, delta_t, - atmos_refract, sst]) + atmos_refract, sst, esd]) + + # construct dims x ulength array to put the results in ulength = unixtime.shape[0] - result = np.empty((6, ulength), dtype=np.float64) + if sst: + dims = 3 + elif esd: + dims = 1 + else: + dims = 6 + result = np.empty((dims, ulength), dtype=np.float64) + if unixtime.dtype != np.float64: unixtime = unixtime.astype(np.float64) @@ -992,6 +1006,7 @@ def solar_position_numba(unixtime, lat, lon, elev, pressure, temp, delta_t, solar_position_loop(unixtime, loc_args, result) return result + # split the input and output arrays into numthreads chunks split0 = np.array_split(unixtime, numthreads) split2 = np.array_split(result, numthreads, axis=1) chunks = [[a0, loc_args, split2[i]] for i, a0 in enumerate(split0)] @@ -1006,7 +1021,7 @@ def solar_position_numba(unixtime, lat, lon, elev, pressure, temp, delta_t, def solar_position_numpy(unixtime, lat, lon, elev, pressure, temp, delta_t, - atmos_refract, numthreads, sst=False): + atmos_refract, numthreads, sst=False, esd=False): """Calculate the solar position assuming unixtime is a numpy array. Note this function will not work if the solar position functions were compiled with numba. @@ -1017,9 +1032,11 @@ def solar_position_numpy(unixtime, lat, lon, elev, pressure, temp, delta_t, jc = julian_century(jd) jce = julian_ephemeris_century(jde) jme = julian_ephemeris_millennium(jce) + R = heliocentric_radius_vector(jme) + if esd: + return (R, ) L = heliocentric_longitude(jme) B = heliocentric_latitude(jme) - R = heliocentric_radius_vector(jme) Theta = geocentric_longitude(L) beta = geocentric_latitude(B) x0 = mean_elongation(jce) @@ -1063,7 +1080,7 @@ def solar_position_numpy(unixtime, lat, lon, elev, pressure, temp, delta_t, def solar_position(unixtime, lat, lon, elev, pressure, temp, delta_t, - atmos_refract, numthreads=8, sst=False): + atmos_refract, numthreads=8, sst=False, esd=False): """ Calculate the solar position using the @@ -1100,6 +1117,11 @@ def solar_position(unixtime, lat, lon, elev, pressure, temp, delta_t, numthreads: int, optional Number of threads to use for computation if numba>=0.17 is installed. + sst : bool + If True, return only data needed for sunrise, sunset, and transit + calculations. + esd : bool + If True, return only Earth-Sun distance in AU Returns ------- @@ -1126,7 +1148,7 @@ def solar_position(unixtime, lat, lon, elev, pressure, temp, delta_t, result = do_calc(unixtime, lat, lon, elev, pressure, temp, delta_t, atmos_refract, numthreads, - sst) + sst, esd) if not isinstance(result, np.ndarray): try: @@ -1241,3 +1263,37 @@ def transit_sunrise_sunset(dates, lat, lon, delta_t, numthreads): sunset = S + utday return transit, sunrise, sunset + + +def earthsun_distance(unixtime, delta_t, numthreads): + """ + Calculates the distance from the earth to the sun using the + NREL SPA algorithm described in [1]. + + Parameters + ---------- + unixtime : numpy array + Array of unix/epoch timestamps to calculate solar position for. + Unixtime is the number of seconds since Jan. 1, 1970 00:00:00 UTC. + A pandas.DatetimeIndex is easily converted using .astype(np.int64)/10**9 + delta_t : float + Difference between terrestrial time and UT. USNO has tables. + numthreads : int + Number to threads to use for calculation (if using numba) + + Returns + ------- + R : array + Earth-Sun distance in AU. + + References + ---------- + [1] Reda, I., Andreas, A., 2003. Solar position algorithm for solar + radiation applications. Technical report: NREL/TP-560- 34302. Golden, + USA, http://www.nrel.gov. + """ + + R = solar_position(unixtime, 0, 0, 0, 0, 0, delta_t, + 0, numthreads, esd=True)[0] + + return R diff --git a/pvlib/test/test_irradiance.py b/pvlib/test/test_irradiance.py index 3b8b8e4f51..c3c213f40c 100644 --- a/pvlib/test/test_irradiance.py +++ b/pvlib/test/test_irradiance.py @@ -14,7 +14,7 @@ from pvlib import irradiance from pvlib import atmosphere -from conftest import requires_ephem +from conftest import requires_ephem, requires_numba, needs_numpy_1_10 # setup times and location to be tested. tus = Location(32.2, -111, 'US/Arizona', 700) @@ -74,6 +74,30 @@ def test_extraradiation_ephem_doyarray(): irradiance.extraradiation(times.dayofyear, method='pyephem') +def test_extraradiation_nrel_dtindex(): + irradiance.extraradiation(times, method='nrel') + + +def test_extraradiation_nrel_scalar(): + assert_allclose( + 1382, irradiance.extraradiation(300, method='nrel').values[0], + atol=10) + + +def test_extraradiation_nrel_doyarray(): + irradiance.extraradiation(times.dayofyear, method='nrel') + + +@requires_numba +def test_extraradiation_nrel_numba(): + irradiance.extraradiation(times, method='nrel', how='numba', numthreads=8) + + +def test_extraradiation_invalid(): + with pytest.raises(ValueError): + irradiance.extraradiation(times.dayofyear, method='invalid') + + def test_grounddiffuse_simple_float(): irradiance.grounddiffuse(40, 900) @@ -144,10 +168,10 @@ def test_perez(): expected = pd.Series(np.array( [ 0. , 31.46046871, np.nan, 45.45539877]), index=times) - assert_series_equal(out, expected) - + assert_series_equal(out, expected, check_less_precise=2) +@needs_numpy_1_10 def test_perez_arrays(): am = atmosphere.relativeairmass(ephem_data['apparent_zenith']) dni = irrad_data['dni'].copy() @@ -157,7 +181,7 @@ def test_perez_arrays(): ephem_data['azimuth'].values, am.values) expected = np.array( [ 0. , 31.46046871, np.nan, 45.45539877]) - assert_allclose(out, expected) + assert_allclose(out, expected, atol=1e-2) # klutcher (misspelling) will be removed in 0.3 @@ -302,7 +326,7 @@ def test_erbs(): out = irradiance.erbs(ghi, zenith, doy) - assert_frame_equal(out, expected) + assert_frame_equal(np.round(out, 0), np.round(expected, 0)) def test_erbs_all_scalar(): diff --git a/pvlib/test/test_location.py b/pvlib/test/test_location.py index e0bcea859e..d08887db75 100644 --- a/pvlib/test/test_location.py +++ b/pvlib/test/test_location.py @@ -66,7 +66,7 @@ def test_get_clearsky(): [ 0. , 0. , 0. ]]), columns=['ghi', 'dni', 'dhi'], index=times) - assert_frame_equal(expected, clearsky) + assert_frame_equal(expected, clearsky, check_less_precise=2) def test_get_clearsky_ineichen_supply_linke(): @@ -86,7 +86,7 @@ def test_get_clearsky_ineichen_supply_linke(): columns=['ghi', 'dni', 'dhi'], index=times_localized) out = tus.get_clearsky(times_localized, linke_turbidity=3) - assert_frame_equal(expected, out) + assert_frame_equal(expected, out, check_less_precise=2) def test_get_clearsky_haurwitz(): @@ -121,7 +121,7 @@ def test_get_clearsky_simplified_solis(): columns=['dhi', 'dni', 'ghi'], index=times) expected = expected[['ghi', 'dni', 'dhi']] - assert_frame_equal(expected, clearsky) + assert_frame_equal(expected, clearsky, check_less_precise=2) def test_get_clearsky_simplified_solis_apparent_elevation(): @@ -142,7 +142,7 @@ def test_get_clearsky_simplified_solis_apparent_elevation(): columns=['dhi', 'dni', 'ghi'], index=times) expected = expected[['ghi', 'dni', 'dhi']] - assert_frame_equal(expected, clearsky) + assert_frame_equal(expected, clearsky, check_less_precise=2) def test_get_clearsky_simplified_solis_dni_extra(): @@ -180,7 +180,7 @@ def test_get_clearsky_simplified_solis_pressure(): columns=['dhi', 'dni', 'ghi'], index=times) expected = expected[['ghi', 'dni', 'dhi']] - assert_frame_equal(expected, clearsky) + assert_frame_equal(expected, clearsky, check_less_precise=2) def test_get_clearsky_simplified_solis_aod_pw(): @@ -199,7 +199,7 @@ def test_get_clearsky_simplified_solis_aod_pw(): columns=['dhi', 'dni', 'ghi'], index=times) expected = expected[['ghi', 'dni', 'dhi']] - assert_frame_equal(expected, clearsky) + assert_frame_equal(expected, clearsky, check_less_precise=2) def test_get_clearsky_valueerror(): diff --git a/pvlib/test/test_modelchain.py b/pvlib/test/test_modelchain.py index 7168fa4bb3..6578ce6c80 100644 --- a/pvlib/test/test_modelchain.py +++ b/pvlib/test/test_modelchain.py @@ -67,7 +67,7 @@ def test_run_model(system, location): expected = pd.Series(np.array([ 1.82033564e+02, -2.00000000e-02]), index=times) - assert_series_equal(ac, expected) + assert_series_equal(ac, expected, check_less_precise=2) def test_run_model_with_irradiance(system, location): @@ -116,7 +116,7 @@ def test_run_model_with_weather(system, location): expected = pd.Series(np.array([ 1.99952400e+02, -2.00000000e-02]), index=times) - assert_series_equal(ac, expected) + assert_series_equal(ac, expected, check_less_precise=2) @requires_scipy @@ -129,14 +129,14 @@ def test_run_model_tracker(system, location): expected = pd.Series(np.array([ 121.421719, -2.00000000e-02]), index=times) - assert_series_equal(ac, expected) + assert_series_equal(ac, expected, check_less_precise=2) expected = pd.DataFrame(np. array([[ 54.82513187, 90. , 11.0039221 , 11.0039221 ], [ nan, 0. , 0. , nan]]), columns=['aoi', 'surface_azimuth', 'surface_tilt', 'tracker_theta'], index=times) - assert_frame_equal(mc.tracking, expected) + assert_frame_equal(mc.tracking, expected, check_less_precise=2) def test_bad_get_orientation(): @@ -182,7 +182,7 @@ def test_basic_chain_alt_az(sam_data): expected = pd.Series(np.array([ 1.14490928477e+02, -2.00000000e-02]), index=times) - assert_series_equal(ac, expected) + assert_series_equal(ac, expected, check_less_precise=2) @requires_scipy @@ -204,7 +204,7 @@ def test_basic_chain_strategy(sam_data): expected = pd.Series(np.array([ 1.82033563543e+02, -2.00000000e-02]), index=times) - assert_series_equal(ac, expected) + assert_series_equal(ac, expected, check_less_precise=2) @requires_scipy @@ -229,7 +229,7 @@ def test_basic_chain_altitude_pressure(sam_data): expected = pd.Series(np.array([ 1.15771428788e+02, -2.00000000e-02]), index=times) - assert_series_equal(ac, expected) + assert_series_equal(ac, expected, check_less_precise=2) dc, ac = modelchain.basic_chain(times, latitude, longitude, module_parameters, inverter_parameters, @@ -239,7 +239,7 @@ def test_basic_chain_altitude_pressure(sam_data): expected = pd.Series(np.array([ 1.15771428788e+02, -2.00000000e-02]), index=times) - assert_series_equal(ac, expected) + assert_series_equal(ac, expected, check_less_precise=2) def test_ModelChain___repr__(): diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index dda74d0f17..f80786c64b 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -469,9 +469,7 @@ def test_PVSystem_get_irradiance(): 'poa_ground_diffuse'], index=times) - irradiance = np.round(irradiance, 4) - expected = np.round(expected, 4) - assert_frame_equal(irradiance, expected) + assert_frame_equal(irradiance, expected, check_less_precise=2) def test_PVSystem_localize_with_location(): diff --git a/pvlib/test/test_solarposition.py b/pvlib/test/test_solarposition.py index fae0da1534..af39e77332 100644 --- a/pvlib/test/test_solarposition.py +++ b/pvlib/test/test_solarposition.py @@ -3,7 +3,8 @@ import numpy as np import pandas as pd -from pandas.util.testing import assert_frame_equal, assert_index_equal +from pandas.util.testing import (assert_frame_equal, assert_series_equal, + assert_index_equal) from numpy.testing import assert_allclose import pytest @@ -320,3 +321,19 @@ def test_get_solarposition_no_kwargs(expected_solpos): expected_solpos = np.round(expected_solpos, 2) ephem_data = np.round(ephem_data, 2) assert_frame_equal(expected_solpos, ephem_data[expected_solpos.columns]) + + +def test_nrel_earthsun_distance(): + times = pd.DatetimeIndex([datetime.datetime(2015, 1, 2), + datetime.datetime(2015, 8, 2),] + ).tz_localize('MST') + result = solarposition.nrel_earthsun_distance(times, delta_t=64.0) + expected = pd.Series(np.array([0.983289204601, 1.01486146446]), + index=times) + assert_series_equal(expected, result) + + times = datetime.datetime(2015, 1, 2) + result = solarposition.nrel_earthsun_distance(times, delta_t=64.0) + expected = pd.Series(np.array([0.983289204601]), + index=pd.DatetimeIndex([times, ])) + assert_series_equal(expected, result) diff --git a/pvlib/test/test_spa.py b/pvlib/test/test_spa.py index b9f2c03bc1..46f665f0e3 100644 --- a/pvlib/test/test_spa.py +++ b/pvlib/test/test_spa.py @@ -240,7 +240,6 @@ def test_equation_of_time(self): assert_almost_equal(eot, self.spa.equation_of_time( M, alpha, dPsi, epsilon), 2) - def test_transit_sunrise_sunset(self): # tests at greenwich times = pd.DatetimeIndex([dt.datetime(1996, 7, 5, 0), @@ -310,7 +309,12 @@ def test_transit_sunrise_sunset(self): assert_almost_equal(sunrise/1e3, result[1]/1e3, 1) assert_almost_equal(sunset/1e3, result[2]/1e3, 1) - + def test_earthsun_distance(self): + times = (pd.date_range('2003-10-17 12:30:30', periods=1, freq='D') + .tz_localize('MST')) + unixtimes = times.tz_convert('UTC').astype(np.int64)*1.0/10**9 + result = self.spa.earthsun_distance(unixtimes, 64.0, 1) + assert_almost_equal(R, result, 6) class NumpySpaTest(unittest.TestCase, SpaBase): """Import spa without compiling to numba then run tests""" diff --git a/pvlib/test/test_tracking.py b/pvlib/test/test_tracking.py index 033d71b62c..5f5e14e2d7 100644 --- a/pvlib/test/test_tracking.py +++ b/pvlib/test/test_tracking.py @@ -278,9 +278,7 @@ def test_get_irradiance(): 'poa_ground_diffuse'], index=times) - irradiance = np.round(irradiance, 4) - expected = np.round(expected, 4) - assert_frame_equal(irradiance, expected) + assert_frame_equal(irradiance, expected, check_less_precise=2) def test_SingleAxisTracker___repr__():