{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ``solarposition.py`` tutorial\n", "\n", "This tutorial needs your help to make it better!\n", "\n", "Table of contents:\n", "1. [Setup](#Setup)\n", "2. [SPA output](#SPA-output)\n", "2. [Speed tests](#Speed-tests)\n", "\n", "This tutorial has been tested against the following package versions:\n", "* pvlib 0.2.0\n", "* Python 2.7.10\n", "* IPython 3.2\n", "* Pandas 0.16.2\n", "\n", "It should work with other Python and Pandas versions. It requires pvlib > 0.2.0 and IPython > 3.0.\n", "\n", "Authors:\n", "* Will Holmgren (@wholmgren), University of Arizona. July 2014, July 2015." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import datetime\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", "# seaborn makes your plots look better\n", "try:\n", " import seaborn as sns\n", " sns.set(rc={\"figure.figsize\": (12, 6)})\n", "except ImportError:\n", " print('We suggest you install seaborn using conda or pip and rerun this cell')\n", "\n", "# finally, we import the pvlib library\n", "import pvlib" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pvlib\n", "from pvlib.location import Location" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## SPA output" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tucson: latitude=32.2, longitude=-111, tz=US/Arizona, altitude=700\n", "Golden: latitude=39.742476, longitude=-105.1786, tz=America/Denver, altitude=1830\n", "Golden MST: latitude=39.742476, longitude=-105.1786, tz=MST, altitude=1830\n", "Berlin: latitude=52.5167, longitude=13.3833, tz=Europe/Berlin, altitude=34\n" ] } ], "source": [ "tus = Location(32.2, -111, 'US/Arizona', 700, 'Tucson')\n", "print(tus)\n", "golden = Location(39.742476, -105.1786, 'America/Denver', 1830, 'Golden')\n", "print(golden)\n", "golden_mst = Location(39.742476, -105.1786, 'MST', 1830, 'Golden MST')\n", "print(golden_mst)\n", "berlin = Location(52.5167, 13.3833, 'Europe/Berlin', 34, 'Berlin')\n", "print(berlin)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "times = pd.date_range(start=datetime.datetime(2014,6,23), end=datetime.datetime(2014,6,24), freq='1Min')\n", "times_loc = times.tz_localize(tus.pytz)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "DatetimeIndex(['2014-06-23 00:00:00', '2014-06-23 00:01:00',\n", " '2014-06-23 00:02:00', '2014-06-23 00:03:00',\n", " '2014-06-23 00:04:00', '2014-06-23 00:05:00',\n", " '2014-06-23 00:06:00', '2014-06-23 00:07:00',\n", " '2014-06-23 00:08:00', '2014-06-23 00:09:00', \n", " ...\n", " '2014-06-23 23:51:00', '2014-06-23 23:52:00',\n", " '2014-06-23 23:53:00', '2014-06-23 23:54:00',\n", " '2014-06-23 23:55:00', '2014-06-23 23:56:00',\n", " '2014-06-23 23:57:00', '2014-06-23 23:58:00',\n", " '2014-06-23 23:59:00', '2014-06-24 00:00:00'],\n", " dtype='datetime64[ns]', length=1441, freq='T', tz=None)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "times" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "pyephemout = pvlib.solarposition.pyephem(times, tus)\n", "spaout = pvlib.solarposition.spa_python(times, tus)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyephem\n", " apparent_elevation apparent_azimuth elevation \\\n", "2014-06-23 00:00:00-07:00 -34.028890 352.757414 -34.028890 \n", "2014-06-23 00:01:00-07:00 -34.055060 353.032425 -34.055060 \n", "2014-06-23 00:02:00-07:00 -34.080223 353.307627 -34.080223 \n", "2014-06-23 00:03:00-07:00 -34.104374 353.583047 -34.104374 \n", "2014-06-23 00:04:00-07:00 -34.127518 353.858659 -34.127518 \n", "\n", " azimuth apparent_zenith zenith \n", "2014-06-23 00:00:00-07:00 352.757414 124.028890 124.028890 \n", "2014-06-23 00:01:00-07:00 353.032425 124.055060 124.055060 \n", "2014-06-23 00:02:00-07:00 353.307627 124.080223 124.080223 \n", "2014-06-23 00:03:00-07:00 353.583047 124.104374 124.104374 \n", "2014-06-23 00:04:00-07:00 353.858659 124.127518 124.127518 \n", "spa\n", " apparent_elevation apparent_zenith azimuth \\\n", "2014-06-23 00:00:00-07:00 -34.028842 124.028842 352.757345 \n", "2014-06-23 00:01:00-07:00 -34.055013 124.055013 353.032330 \n", "2014-06-23 00:02:00-07:00 -34.080176 124.080176 353.307536 \n", "2014-06-23 00:03:00-07:00 -34.104329 124.104329 353.582953 \n", "2014-06-23 00:04:00-07:00 -34.127472 124.127472 353.858574 \n", "\n", " elevation equation_of_time zenith \n", "2014-06-23 00:00:00-07:00 -34.028842 -2.150130 124.028842 \n", "2014-06-23 00:01:00-07:00 -34.055013 -2.150281 124.055013 \n", "2014-06-23 00:02:00-07:00 -34.080176 -2.150431 124.080176 \n", "2014-06-23 00:03:00-07:00 -34.104329 -2.150582 124.104329 \n", "2014-06-23 00:04:00-07:00 -34.127472 -2.150733 124.127472 \n" ] }, { "data": { "image/png": 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7gQPAMqAuEAPcYZpmqlUZRUQu5NjRI8TOmUJIeh4HGoTS57kpeLh7WB1LLlPT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\niIiID9RYi4iIiIj4QI21iIiIiIgP/h/fj1HLquftaQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reload(pvlib.solarposition)\n", "pyephemout = pvlib.solarposition.pyephem(times_loc, tus)\n", "spaout = pvlib.solarposition.spa_python(times_loc, tus)\n", "\n", "pyephemout['elevation'].plot(label='pyephem')\n", "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", "spaout['elevation'].plot(label='spa')\n", "plt.legend(ncol=2)\n", "plt.title('elevation')\n", "\n", "print('pyephem')\n", "print(pyephemout.head())\n", "print('spa')\n", "print(spaout.head())" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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x7s20r9PQdCQpYu7veCUNPBeAJ4fRK15l5c6tpiOJSAFQsRaRYmXCws/4/lga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\neRkvz53Cu8vfZ2vuWsiBnK3NOajtUE7d7xA11CI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q5eRKxcYytMt9xPoqkundxsDpIzmck213LBGJYrYX6zz3Ax+YprmE3LOCPA08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\nT7iErDp1gi5NRESkRju2c09+ffQtNC7pQCxjGw/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ERKTaCiUSBzIYXLmccyuBI8xse/Li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\nz83so2CrSz3l8twA5OGtBJSr9+jBK5fnJrwLbMcBC5NTQeQgJKcdPoU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0ERGR3/D4fExY/A2mdzk2d5Cyvno8etmNlI2OsTpaiVZgxdowjElAH+CoaZpN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\n", 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3hJlFk6jMK9AjvSXlpWiwdhz8EBERkTGmbXsPq1vq2NLVRPOOVrb5O/buAQ27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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "pyephemout['elevation'].plot(label='pyephem')\n", "spaout['elevation'].plot(label='spa')\n", "(pyephemout['elevation'] - spaout['elevation']).plot(label='diff')\n", "plt.legend(ncol=3)\n", "plt.title('elevation')\n", "\n", "plt.figure()\n", "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", "spaout['elevation'].plot(label='spa')\n", "(pyephemout['apparent_elevation'] - spaout['elevation']).plot(label='diff')\n", "plt.legend(ncol=3)\n", "plt.title('elevation')\n", "\n", "plt.figure()\n", "pyephemout['apparent_zenith'].plot(label='pyephem apparent')\n", "spaout['zenith'].plot(label='spa')\n", "(pyephemout['apparent_zenith'] - spaout['zenith']).plot(label='diff')\n", "plt.legend(ncol=3)\n", "plt.title('zenith')\n", "\n", "plt.figure()\n", "pyephemout['apparent_azimuth'].plot(label='pyephem apparent')\n", "spaout['azimuth'].plot(label='spa')\n", "(pyephemout['apparent_azimuth'] - spaout['azimuth']).plot(label='diff')\n", "plt.legend(ncol=3)\n", "plt.title('azimuth')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyephem\n", " apparent_elevation apparent_azimuth elevation \\\n", "2014-06-23 00:00:00-07:00 -34.028890 352.757414 -34.028890 \n", "2014-06-23 00:01:00-07:00 -34.055060 353.032425 -34.055060 \n", "2014-06-23 00:02:00-07:00 -34.080223 353.307627 -34.080223 \n", "2014-06-23 00:03:00-07:00 -34.104374 353.583047 -34.104374 \n", "2014-06-23 00:04:00-07:00 -34.127518 353.858659 -34.127518 \n", "\n", " azimuth apparent_zenith zenith \n", "2014-06-23 00:00:00-07:00 352.757414 124.028890 124.028890 \n", "2014-06-23 00:01:00-07:00 353.032425 124.055060 124.055060 \n", "2014-06-23 00:02:00-07:00 353.307627 124.080223 124.080223 \n", "2014-06-23 00:03:00-07:00 353.583047 124.104374 124.104374 \n", "2014-06-23 00:04:00-07:00 353.858659 124.127518 124.127518 \n", "spa\n", " apparent_elevation apparent_zenith azimuth \\\n", "2014-06-23 00:00:00-07:00 -34.028842 124.028842 352.757345 \n", "2014-06-23 00:01:00-07:00 -34.055013 124.055013 353.032330 \n", "2014-06-23 00:02:00-07:00 -34.080176 124.080176 353.307536 \n", "2014-06-23 00:03:00-07:00 -34.104329 124.104329 353.582953 \n", "2014-06-23 00:04:00-07:00 -34.127472 124.127472 353.858574 \n", "\n", " elevation equation_of_time zenith \n", "2014-06-23 00:00:00-07:00 -34.028842 -2.150130 124.028842 \n", "2014-06-23 00:01:00-07:00 -34.055013 -2.150281 124.055013 \n", "2014-06-23 00:02:00-07:00 -34.080176 -2.150431 124.080176 \n", "2014-06-23 00:03:00-07:00 -34.104329 -2.150582 124.104329 \n", "2014-06-23 00:04:00-07:00 -34.127472 -2.150733 124.127472 \n" ] }, { "data": { "image/png": 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XnL5u2/YvQPszLOpZ0llERP5o44/f45gzk5C8QnZ0aM3Aex81HUlKUHBIKJcN\nj2N1XAx1ktL4OXY4bZ4aT8WIPzvtR0TKI2/ZYy0i4pU2rP0W55w3CcorZOfl7VSqy6mgkGA6j4gj\nsXoENVKz2DRpBIePHDYdS0S8jIq1iMhZrPvua/zmvkVgnpv4Lh0YcOdDpiOJQYGBQXQeMZE9NStR\n/XA22yaNJCU1xXQsEfEiKtYiImewduUygua9jX++m93dL6f/7Q+YjiReIDAgiG7DY9ldO5KqR3Ow\nJ48m+VCS6Vgi4iVUrEVE/mD1V4sJ++A9/ArcJPbqSr9b7zUdSbyIv38APWJiia9ThehjOex6diwH\nk/abjiUiXkDFWkTkNN8u/ZyI+R/iU+hmX9+e9LnxTtORxAv5+fnRM2YCu+pXpcrxXPY89zR79uw2\nHUtEDFOxFhEpsuqLj4n89FMcbjjYvy+9rrvNdCTxYn6+fvR+ajw7G9YgKi2PLaOHs3fvHtOxRMQg\nFWsREWDF5x9Q5fOF4IZDgwbS4+qbTUeSUsDX15e+Tz7Nzsa1qJzu4uC0iezZs8t0LBExRMVaRMq9\nrz55l+pfLMHtgNRrrqbbwOtNR5JSxMfHh75DxrKrWT0qZbhImR5H/C7bdCwRMUDFWkTKtWXz51Jj\nyTIKnA6O3XADXfpdbTqSlEI+Pj7cNn4SOy5qQERmPkdffJYd9lbTsUSkhKlYi0i5tfS9mdRe9jX5\nPg7Sb7qJy3sOMB1JSjEfHx/6Dx7BjpaNqXAin/SXp7F922bTsUSkBKlYi0i5tOSd16i34jtcvg5O\n3Pp/XNatr+lIUgY4nU4GPjKcHa2bEJ5VQNaM6fy69WfTsUSkhKhYi0i588Xsl6m/ai25/g5yb7+D\nDlf0NB1JypiBDw1jR7uLCMsuIPfVl9iyab3pSCJSAlSsRaRc+WLmdBqtXk92gJP8O+6h3WVdTUeS\nMmrgA0+y45JWhOYUkv/mDDb9tNZ0JBEpZirWIlJuLHp9Ko3WbiQrwAl338fFl15uOpKUcQPve4yd\nHS4mJKcQ3nqDDetWm44kIsVIxVpEyoWFMybTeN1mMgN98P3ng7Ru28F0JCknBtz7CLs6X0JQbiG+\ns2eyfs03piOJSDFRsRaRMm/hS7FYG7aREeRD0AMP07x1O9ORpJzpf8eD7O5yGYF5bgLens2Pq1eY\njiQixUDFWkTKrIKCAhZOfwZrk016sA+hDz5G0+atTceScqrf7fexp3tn/PPdBM97hzWrlpmOJCIe\npmItImXvT9HuAAAgAElEQVRSQUEBi194BmtLPGkhvlR4aAhW0+amY0k51/fWe9jbsyt++W7C33+P\n1SsWm44kIh6kYi0iZU5BQQFLpo3F+jWBY6F+RD7yFI0aNzMdSwSA3jfdyb4+PfEpcBPx4Xy+XbbQ\ndCQR8RAVaxEpU/IL8lny3Gga/7aPo2F+VHs0hnoNGpuOJfI7va6/jYMD+uJ0u6n88cesWvKp6Ugi\n4gEq1iJSZrjyXXw5eSSNdx7gSLg/NR8fRe269U3HEjmjHlffTPKVA3C4ocqnn/P1oo9MRxKRv0nF\nWkTKBJfLxfK4ETSKTya1QgB1hoymZq3apmOJ/KluV95A6tVXgQOqLljEV5+9ZzqSiPwNKtYiUurl\n5ubwVdwwGiakkFIxkIZPjqV6jZqmY4mcly79r+HItdfidjiosfhLln38julIInKBVKxFpFTLyclm\nZdxwGiQeIblSIE2eGkd01WqmY4n8JZ37DOLYDTdQ4HRQe+lXfPnhbNORROQCqFiLSKmVnZ3FN7Ex\n1N93lKTKwTQfOp7IKtGmY4lckMt79ifjpltw+Tios3wVS99703QkEfmLVKxFpFQ6cSKT1ROHUe/A\ncQ5EhdAqZjyVKkeajiXyt3Ts1pvs/7sdl6+Dul+vZvE7r5mOJCJ/gYq1iJQ6mZnprI2NoU5SOvur\nhNI2JpaKFSuZjiXiEZd07k7u7XeR5+egwaq1fDHnZdORROQ8qViLSKly9NhRfpwYQ+3kDPZGh9Nh\nRBzh4eGmY4l4VLvLriD/jnvJDnDS6Lv1LJr1gulIInIeVKxFpNQ4euwIXz05mFopJ0isVoHLhscS\nHBJqOpZIsbj40k447r6frAAnjdf8zMI3ppqOJCLnoGItIqXC4SMpbIkbSY3ULBJqRNB5eBzBISGm\nY4kUq1ZtL8X33gc5EejE+nEzC1991nQkEfkTKtYi4vVSUpLYNmk01Y5kk1CrMlcMn0hgUJDpWCIl\nonmbdgTc/zAZQT5YP/3KgpdjTUcSkbNQsRYRr5aUdAD72bFUPZrD7tpR3DDlRQIDVKqlfGnWog2h\nDwwmPdiHJhttFrw4HrfbbTqWiPyBirWIeK0DB/aye8o4oo/lEl83mh4xE/EPCDAdS8QI66KWVPj3\nENKCfWnyyy4WTX+GgoIC07FE5DQq1iLilfbt20PilPFEHc9jV/1q9Bo2AT8/P9OxRIxqZDWj8sNP\ncTzEF2vrbhZPf1rlWsSLeEWxtizLx7KsjZZlLSz6uJJlWcsty9phWdYyy7Iqms4oIiVnz55dHJg6\nkcj0PHY2qkmfoePx9fU1HUvEK9Rv1JjowTEcC/XD2pbI4qljyC/INx1LRPCSYg0MBrYB/zlgbBiw\n3LbtxsCKoo9FpBzYtes3UqbHUSnDxU6rDn2fGIePj4/pWCJepU79BlR/bDhHwvyx7P0sfW60yrWI\nFzBerC3Lqgn0B94EHEV3DwLmFN2eA1xtIJqIlLAd9laOvfgcEZn57GhWn35DxqhUi5xFrTr1qP34\nSA6H+9N450G+nDwCV77LdCyRcs14sQamAU8ChafdF23b9qGi24eA6BJPJSIlavu2X0h/eRoVTuSz\no0Uj+j86EqfTG75FiXivGrVqU++J0aRWCKBR/CGWTxpOXl6e6Vgi5ZbRn1qWZQ0EUmzb3sh/91b/\njm3bbv57iIiIlEFbt/xM1owXCM8qYEerpgwcPEKlWuQ8Vatek4ZPjiOlYiAN96SyYlKMyrWIIQ6T\n18G0LGsicDuQDwQC4cAnQHugq23byZZlVQNW2rbd5BybU/kWKYV+WLOa9OnTCckpZPelrbh9+GjT\nkURKpeSkZNYMf4Loo9nsqV2J6599gcBAXfNdpBiccWcwGC7Wp7MsqwvwhG3bV1qWNRk4Ytv2JMuy\nhgEVbds+1wmM7tTUjOIPWg5ERYWhWXqO5nl2P6/7HuecmQTnFrLzkjYMuG/wOR+jeXqW5uk53jDL\no0cOs2XyaKodyWJPjYpcETORoMBgo5kulDfMsyzRPD0nKirsrMXa2/6v9T8tPw7oZVnWDqB70cci\nUoasW7MKn9knS3V8p/bnVapF5M9VqhxJq5jxHIwMod6B43w3cRhZWZmmY4mUG16zx9oDtMfaQ/Rb\nrWdpnv9r7bfLCXnvXQJcbvZc0ZG+/7j/vB+reXqW5uk53jTLtONpbJg0gpqpmeytGkaHYRMIDQ03\nHesv8aZ5lgWap+eUpj3WIlLGfb9yCaHvvot/vpvE7lf8pVItIuenQsUKXDo8ln3RYdROzuDH2OGk\npx83HUukzFOxFpES883yBVT44EP8Ctzs69Wd3rfebTqSSJkVEhZGx+Gx7K1agVqHMvkpdgTHjx8z\nHUukTFOxFpESsXLpJ0R+9Ak+hW4O9utLrxv/YTqSSJkXHBJKp+FxJFavSM3UE2yKG8HRY0dMxxIp\ns1SsRaTYrVj4AdGfLsDhhkMDB9L92ptNRxIpN4KCg+g8IpaEGpWofjiLLXEjST2SYjqWSJmkYi0i\nxWrZZ/OotnAJAIevvpqug643nEik/AkMCKLriFj21KpMtSPZbJ80mkMpyaZjiZQ5KtYiUmyWzp9N\nrS+W43Y4OHbd9VzR/2rTkUTKLX//ALoNj2V3nSiqHs1h57NjSErabzqWSJmiYi0ixWLx+29Sd9kq\nCnwcpN90M516DzQdSaTc8/fzp8ewicTXi6bKsVx2T3maAwcSTccSKTNUrEXE4xa9M4P6K1bj8nWQ\ndcttdOzex3QkESni5+dHr6ET2NWgGlHH80icMp69+/aYjiVSJqhYi4hHLZzzIo1W/Uier4O82+7i\nki49TEcSkT/w9fWl91Pj2dmoJpHpLg5OnUjCnp2mY4mUeirWIuIxC2ZOxfpuA9n+Ttx33UfbTleY\njiQiZ+Hr40PfJ8ax06pDpQwXh6ZPIj7eNh1LpFRTsRaRv83tdrPgtWdpsnYzJwKc+NzzL1pd0tF0\nLBE5Bx8fH/oNGcPOZvWJyMznyAvPsnPHNtOxREotFWsR+VvcbjcLZsTSZP2vZAb6EHj/I7Ro2950\nLBE5T06nk36PjmRH80ZUPJHP8Zem8Nv2zaZjiZRKKtYicsHcbjcLXhpP0593kBHkQ+iDj9K0ZWvT\nsUTkL3I6nQx8dAQ7WzWhQlYBJ2ZMZ+uWDaZjiZQ6KtYickHyC/JZMH0cTX+JJy3Yl4iHn6Rxsxam\nY4nI3zDg4WHsvLg5YVkF5L3+Mhs3/mA6kkipomItIn9ZfkE+i58fS9OtCRwP8aPK4GHUb9zEdCwR\n8YABDz7BrkvaEJpdiOPN11n3wzemI4mUGirWIvKX5Bfks2TKKJps38+xUD+qPjqcOg0amo4lIh7U\n/77B7O50KcG5hQTMnc2a75aZjiRSKqhYi8h5y3PlsfTZ4Vg7kjgS7k+tJ0ZTu14907FEpBj0vetf\nJHTrTIDLTdi77/HtikWmI4l4PRVrETkvObnZfBUXQ+NdKaRWCKDeE2OoXrOW6VgiUox6/9897O/V\nA798N5U//JiVSz42HUnEq6lYi8g5ncjOYlVsDA0Tj3AoIghr2DNUrV7DdCwRKQE9b7yd5P79cbjd\nRH+2kOUL3jMdScRrqViLyJ/KyExjzcSh1N9/nIORIbSImUhkVBXTsUSkBHW95kaOXHUNADUXfcmS\nj2ebDSTipVSsReSsjqUdZV3scOokZbC/ShhtR8RRsVKE6VgiYkDnAVeRdv1NFDgd1Fu6ii/ef910\nJBGvo2ItImeUevgQv8SOoNahE+ytVpGOI+MICwszHUtEDOrYqx/Zt9yOy8dBw6/WsHDuS6YjiXgV\nFWsR+R9Jyfv5bfJoqh/OJqFmZTqPjCMoOMR0LBHxAu27dCf/znvI8XdiffsTC96cYjqSiNdQsRaR\n30nct5vdzz1N9NFcdteJptuIOAICAk3HEhEv0qbD5fjc/S+yApw0+WELn78ah9vtNh1LxDgVaxE5\nZWe8TdLUWKKO57GrQU16xkzAz8/PdCwR8ULN27Un8P7BZAb50PSn31jw0ngKCwtNxxIxSsVaRADY\nvn0zx158lkoZLnY1qUffoU/j6+trOpaIeLEmLVsR/u8hpAX70vSXeBZNH0t+Qb7pWCLGqFiLCJs3\nrydrxnQqZuazs4VF38dH4XTq24OInFvDJs2oMngYx0L9aPLrXpZMGaVyLeWWfnKKlHM/bfie/Ndn\nEJZVwK6LWzBgcIxKtYj8JXUaNKTW46M4Eu6PtSOJLyfFkOfKMx1LpMTpp6dIOfbD2q/xnTWT0JxC\n4i9tS/8Hh5iOJCKlVPXatan/xFhSKwTQaHcqX8UNIzs323QskRKlYi1STn33zRKC575NUG4he67o\nRL9/Pmw6koiUctHVq9Nk2HgORQTRMPEo38YO40RWpulYIiVGxVqkHPp62adEvPch/vlu9vbsRp9/\n/NN0JBEpIypHRdFi+EQORoZQb38aa2JjSM9IMx1LpESoWIuUM8sWvUf0x5/jU+gmqW9fet18h+lI\nIlLGVIyIoO2IOPZXCaNOUgbr44Zz5PgR07FEip2KtUg5suSTudRc8CUO4PCgq+h23c2mI4lIGRUW\nFkbHkXHsrRpBrUMn2BI3gqRDB0zHEilWKtYi5cSi91+n7pKvKXQ6SLvuJjoPvMZ0JBEp44KCQ+g8\nKpaEmlFUP5xD/HPjSNy/23QskWJj/N0fLMuqBcwFqgBu4HXbtl+wLKsS8AFQB0gAbrRt+7ixoCKl\n2II502m8eiMuHwc5t9xGxy49TEcSkXIiICCQ7iNi+WryaOrvOcjBqbHkPvgYjRs2Mx1NxOO8YY+1\nC3jMtu2LgA7Avy3LagoMA5bbtt0YWFH0sYj8BW63m09fi6PJdxvJ9XNScOe9tFepFpES5uvnS+9h\nzxBv1aNyuou0F6ew5dcNpmOJeJzxYm3bdrJt25uKbmcC24EawCBgTtFqc4CrzSQUKZ3yC/L5/MVx\nXLT+NzIDffC772Fad+hkOpaIlFNOHx/6DBlFfMumVDhRgOvVl/npp9WmY4l4lPFifTrLsuoCbYAf\ngWjbtg8VLToERJvKJVLauPJdLJ46imabE0gL8aXiw0/RrHUb07FEpJxzOp30e2Qou9tfTGh2Ib5v\nzWLN6uWmY4l4jNcUa8uyQoGPgcG2bWecvsy2bTcnj78WkXPIyc3hy8kxNLGTOBLmT7XHRlHfskzH\nEhE5pe/9j5DQuRNBuYWEzXuXlcs/Nx1JxCMcbrf5vmpZlh+wCFhi2/bzRff9BnS1bTvZsqxqwErb\ntpv8yWbMvxARw45npLNw+GPU33uclIpBXDp+EtVr1TAdS0TkjD57400qfbGEQiccvn4g1996l+lI\nIufDcbYF3nBVEAcwE9j2n1JdZAFwBzCp6O/PzrWt1NSMc60i5yEqKkyz9KCSmufR40fY8Nxo6ief\n4GBkKG2eega/wPAy97nUv0/P0jw9R7P86zpdfRPf+vgTufBzouYvYs7xNPrfcA+geXqa5uk5UVFh\nZ11mvFgDnYDbgM2WZW0sui8GiAM+tCzrHoout2cmnoj3S049yPapz1AnNZt90RW4NGY8oaFn/8IX\nEfEWV1x5DT8EBhP68fvUX/YdC3KyGHT7w6ZjiVwQ48Xatu3VnP1Y754lmUWkNErcv4e902OpcSyP\nhBqRdIkZT0BgoOlYIiLnrUOvPvwcFEThvNk0+WYDn+U+y73DxpmOJfKXec3JiyLy1+2I38bBqROJ\nPpbH7nrV6T4yTqVaREqliy+/Ap97HuREgJNmP/zKrGeGUeguNB1L5C9RsRYppTb/+hPHX5hC5XQX\n8Y3r0WvYM/j6Gf9PKBGRC3ZRu3aEPjiE9CBfmmzYxcJpo3Hlu0zHEjlvKtYipdC6n77D9eorVDxR\nQHzLpvR5YhQ+Pj6mY4mI/G2NLrqIqMExHAv1o+m2/Sx9bgQ5rlzTsUTOi4q1SCmzevWX+L81i7Ds\nQvZc0pZ+jwzF6dSXsoiUHXUaNqDVhEkcrhCAtSuFr+OGcSI703QskXPST2ORUmTF8k+oMO99gnLd\nJF7RmT736cx5ESmbatWtQ5NhE0iOCKZh4jFWxw3jWPoR07FE/pSKtUgpsXTB21T9aAG++W4O9ulD\nr3/cYzqSiEixqhQVSeuRsRyICqfegUx+jhvJwZQDpmOJnJWKtYiXc7vdfP7eK9RZtAIHcGTQNXS7\n4RbTsURESkR4hQp0HBXH3mqVqZWSTfxz44jfu8N0LJEzUrEW8WKF7kI+nTWZJivWke90cOKm27n8\nyqtMxxIRKVGBwcF0GRXLnro1iD6aR+q0yWz5beO5HyhSwlSsRbyUK9/FZy+Oo/na7WQH+OC850Ha\nd+9hOpaIiBF+/v70Gv4Mu5s0olJGPnmvvMSPG74xHUvkd1SsRbxQdl4OX0wdQfPNiaQF+xH+0BNc\n1L696VgiIkY5nU76DBnOnrZtCMsqIGDWbFZ984XpWCKnqFiLeJm0rHS+njSUZjtSOBIeQI0ho6nf\ntKnpWCIiXsHhcNDnX4PZe0VnAvPcRL73EUsXv286lgigYi3iVVKOpfBjbAyNEtNIrhSCNWwC1evU\nMh1LRMTr9PzHPaT0HYCz0E3tz5ayYP7rpiOJqFiLeIvEpD1smzSKukkn2B9dkbYjJ1GpSqTpWCIi\nXuuK624g4/pbKHQ4aLxsDZ/MnoLb7TYdS8oxFWsRL/Bb/Bb2PzeR6odzSawZzeWjJhESHmo6loiI\n17u0dx8K7/gnuX5Omq/ewievPkOhu9B0LCmnVKxFDPtp8w+kv/A8UWku9jSsS/dRE/EPDDAdS0Sk\n1Gh52WUEPfAYmYG+tNiwm8+njSDXlWs6lpRDKtYiBn235kt8Xn+diicK2N2yOb2eGo2Pj4/pWCIi\npU7jli2IfCyGY6H+XLQtiWXPxpCZc8J0LClnVKxFDFm2bD4V3n6fkJxCEjt2pO8jT+B06ktSRORC\n1W7QgPpDnya1QhDW7qOsjhvK4bQjpmNJOaKf4iIlzO12s+DTN6nx8Rf45bs52LM3ve6533QsEZEy\nIapaVVqMjOVgZDj192fyy+QRJCYnmo4l5YSKtUgJKnQX8tE7U2m0eDXg4PjVN9D15ltNxxIRKVPC\nIyrSYfQk9lWLotahHPZOGc/W+M2mY0k5oGItUkJcBS4+enUcrb7ZQr6vE9etd9NxwADTsUREyqTA\n4CC6jJ5IYt3aRB9zkfXidNZs1FugS/FSsRYpARk5mSycNpzWGxLJDPQl8IHHaN2ls+lYIiJlmq+f\nHz2GjyWheQsqZhYQNHMOy1Z9ajqWlGEq1iLFLOnoIb59Nobmv6VyLDSAqo+PolGrFqZjiYiUC06n\nk96PDmH/ZZ0Jzimk2vsL+HTBTL2RjBQLFWuRYrQ7aTerYh6nUWIGhyLCsEZMpHr9OqZjiYiUO93v\nvofD/a/Cp9BNk0XfMX/eVL2RjHicirVIMdm082cOTI2ldnIO+6tG0XZMHBWjKpuOJSJSbnW69hpy\nb76TfKeT1qu2MP+1ceQVuEzHkjJExVqkGHz38wryXn6Z6GMu9jWoxxVjJhIcGmI6lohIudeme1cC\n7htMZoAvbX5KZOHzMWTkZpqOJWWEirWIhy1ZOZ+wme9QMbOAxBatuPG5yfj6+ZmOJSIiRRpf3Iqq\nj43kWEgALbYfZtWzwzmUnmI6lpQBKtYiHlLoLmT+p69Q64PFBOW6OXh5V3oNfkzvpigi4oWqN6xL\n4+ETOFQxFCshnc2TR7PjoG06lpRy+okv4gG5BXm8+/ZEmi9Zh7MQjg28lq533mk6loiI/ImI6Eja\njZnMgego6iTnkPz8c/xgrzEdS0oxFWuRvyktN4OPXhvNJd/uIt/ppODWe+hw9SDTsURE5DwEhQVz\n+ZgJ7K1Tj6pHXThencmSHz/T5fjkgqhYi/wN+9MP8OVLI2n/czKZAX6EPvAkLbpebjqWiIj8BX7+\n/nQfMYp9zdsQkVFA1bcX8P7yNykoLDAdTUoZFWuRC7Q16Vc2PT+e1tvTOBYSTPUho6nXuqnpWCIi\ncgGcTic9Hh3Moct6EJxTSPNP1jD342fJyc8xHU1KERVrkQuwcvtKUl54nsZ7s0mJqETTUROoWr+W\n6VgiIvI3db77djIG3oRPIXRY9hvvzXmaYznHTceSUkLFWuQvKCgs4IPv3yHojXeomeriQPU6tH96\nIuGREaajiYiIh7S7uh++dzxEnq8PndYeZMmrY9hzPNF0LCkFVKxFztMJVxZvLp5G4/e+plJ6AQeb\ntuGKMaMJCAo0HU1ERDyscae2RA4eQXpQIO22pvHLy7GsSfzBdCzxcl5drC3L6mtZ1m+WZe20LGuo\n6TxSfiWdOMTs+eO5fOFWgnMKOXx5X7oOGYyPj4/paCIiUkxqNKlPgxHjORweQbM9OWS9MZMPNs3X\nSY1yVl5brC3L8gFeAvoCzYBbLMvSmWFS4n5J3crCd2LpsfIguJ3kXH0Hl915s+lYIiJSAiKqRtJm\n3ASSqtShdrKLWu8sZcY3L5KZd8J0NPFCXlusgUuAXbZtJ9i27QLeB64ynEnKkfzCfD6yP2fr26/Q\ndf1xcnz9CbhnMK0GdjMdTURESlBQWDCXPz2a5IatiTxeQMdPNvPKkkkkpO81HU28jDcX6xrAvtM+\n3l90n0ixO5J9jOfXvUzAh4tpvy2LtMAwoh8fQcNLW5mOJiIiBvj4+nD5U49w+JLehGUX0m/JPj5c\nOI3liasodBeajidewtd0gD+htzySEud2u1mX/DOfb/2UnisPUTPFxeHwaC4a9hQVqlQ2HU9ERAxy\nOp1cdt+tbIyKJGDx+1y56hgrsj/mt7Y7+Uezm6gQEG46ohjmzcX6AHD6hYFrcXKv9VlFRYUVa6Dy\npDzO8mB6Mm9seI+9e7Zz1co0Kqfnk1q9MX2eHU1QaNDf2nZ5nGdx0jw9S/P0HM3Ss7x1nr3vu45f\n6tXg8Izp9P4hgx9ObCI28wB3XHwjnetcgsPhMB3xjLx1nmWJw+32zh3DlmX5AjbQAzgIrANusW17\n+1ke4k5NzSipeGVaVFQY5WmWrgIXyxJXsixxJZVTc7jymwxCcvM5ZF3CZY/f/7ev/FHe5lncNE/P\n0jw9R7P0rNIwz/3b4jn00jTC8jLZXjeIFZeG0jjK4mbrWiKDKpmO9zulYZ6lRVRU2Fl/c/LaY6xt\n284HHgK+BLYBH/xJqRa5IDuO7WLi+mksTvgKa28B1y9PIyi3gKOdBtD5yQd1OT0RETmrms0aUG/U\nWI6EVqFpQjbXfZXFnqTfmPDjFJYlriS/MN90RClhXrvH+gJoj7WHlIffajPyMvl01xf8mLwBhxt6\nbg+j2aZ48py+cN0dNO/T2WPPVR7mWZI0T8/SPD1Hs/Ss0jTPnBNZrI97nuikHaQFBfNl7wiSQlxU\nDa7CTdY1NI5oYDpiqZqntyuVe6xFisvPKZt55ofn+DF5A7WCqnHd9+E02xRPpl8IYf9+0qOlWkRE\nyr7AkGAuGzuUlBadqJCdxaBFqXTOqM2hrFSmb3yN2b++T1quSm15oGIt5Ybb7eazXYuZufUd8gpd\nDKrSnc4fp1Jj7y6OhFah7qgx1GllmY4pIiKlkI+PD5cP/ifpva7HryCfVgs3cP3B5tQOq8H6Qz8T\nu24aBzKTTMeUYqZiLeXG2qT1LN+7iujgKvyz8vVUmrGEqOMHOVS1Ma0njKVS9SqmI4qISCnX7qaB\nOP/xL/J8/Km+agWdvgvkqvr9yHBl8sovs8jJzzEdUYqRirWUC4XuQpYmfI2f05crs9uR/9KrVMhN\nI6V5Jy4bN5SgkGDTEUVEpIywrmhP1OMxpAVUoMq2tQS9uYZeVTtzPDeN7w78YDqeFCMVaykXNh/e\nxpGco1yWUIHAeXPxL3CR1vM6Ln/0n7ryh4iIeFx1qy7WuHGkVqxBdPJOol//hgo5Tr49sFbv1FiG\nqVhLmZdX4GLhriVctimT1qu34/LxxfmPf9H+5itNRxMRkTIsPLIil0wYQ3LtFlTOPMx1i4/iTErR\nXusyTMVayjS3280Hm+fTdtku2m/LIi2gApUfj8G6or3paCIiUg74Bfhz+cjHONyuJ2E5edyw/Dg/\nf/3/7d13dBV1+sfxd0hC6EUIGIoBDDwIKiqKKGsBFBRR17auq2LZ1bWuvWHDrot9ddd1bWtd6+oP\nuy6KhSLdAjyAdAgQQocQkkt+f8zEjdmAlEkmN3xe53iO986d8ORzbuY+9zvf+c7rzF+zMO7SpBKo\nsZYa7e3Rr9HhpeHkzC8kr0kr7LYhtLb2cZclIiI7kVq1anHwBWew/rgzSdlUiwFfrODz54ayZO3S\nuEuTiKmxlhqppKSEt957ivYvfkjmymIW5exNj7uH0Kh507hLExGRndQ+x/Wl/oVXszajDgdOXsm4\nB4cwZ+mcuMuSCKmxlhpnU8km3nj2XvZ4+ysyNpaw5ND+HH79laTXrh13aSIispNrt+8edLj5TpY0\nbULHeetZMPQuvps2Ie6yJCJqrKVGWVewnnf/fAPdRjob02ux8Xe/55BBp8VdloiIyE+a7tqcnnf+\nmTnts2mxoojixx5jxPBhcZclEVBjLTXGokXzGXP71XSesYRljTJocsVguvXW7clFRKT6Sc+ozRE3\n3Mrsnj2oW7iJzH+9ybsvPB53WbKD1FhLjTBp3CgW3HcbbfLWM7dVU7reei/ZHXPiLktERGSzatWq\nRf8/XET+yadQnFqLTiPGMuz+m9hYWBh3abKd1FhL0vv07VdIfepJmqwrZvpeHel9y1AaN9ZFiiIi\nkhx69T+GOhdfzvKG6di0BXx5+9XkLV0cd1myHdRYS9IqKi5i2F/upu27H1GrpIQ5/fow8LIbSUtL\ni7s0ERGRbdJpz73JGXw383ZtRNsla5h1901MmjAm7rJkG6mxlqSUl5fH57ddjU2ezpp6qRScdS79\nfjMo7rJERES2W/PMTA679QGmd2lH07XFpD35BB+//nzcZck2UGMtSWfyhG+YdddgsnNXsSCzPlnX\nDYKHJFcAACAASURBVGH/gw+NuywREZEdlp6ezsArhzC3f18A2n00nGEPDKGwcEPMlcnWUGMtSeXj\nN54n9cm/0XRtEb5HNr2GPEDr1m3jLktERCRSR55yJonzL2RFg3Rs6hy+vu1qFi2cH3dZ8gvUWEtS\nKCoqYtiDQ2j34XAAZvfvzbFX3UZGRp2YKxMREakc3fbrQYcb72ZuVmPaLF3LovuGMG7kF3GXJVug\nxlqqvdzcRXx56xXYlDmsbJBG8Xl/pP8pZ8VdloiISKXLzMzk8FvvZ1q3TjRcn6DeP5/hwxefjLss\n2Qw11lKtjR/1BQvvuZk2S9cyL6sR7QffyT7de8ZdloiISJVJT0vnuEsHs/C4ARTXSqHD5yN5777B\nbCgoiLs0KUeNtVRLiUSC9//5N+o+9wyN1ifwvXI47NYHyGyxa9yliYiIxKLPcb8h7eLLWNa4Nh1n\nLGLMkCuZ9eOMuMuSMtRYS7WzevUqPr7nenK+HENxrRTmH3s0x152E+lp6XGXJiIiEqsue+5Dl5vv\nZVbbXcjKL2D1g/fw+ftvxV2WhNRYS7Xy/aRx/DDkGnafk8eSpnWoc9nV9D3+1LjLEhERqTaaNNmF\nI28ayoye+5JRtImst/6PYY/cSVFRUdyl7fTUWEu18dG/noUnHqfZ6o1M79iK7kMeoFPnrnGXJSIi\nUu2kpqZyzB8uY82gs1hTLxX7biZf3noFC+bPjbu0nZoaa4nd+nXreO/ewbT/dAQAs488jIHX3U29\n+vVjrkxERKR66/Gr3rS98c6fluRbet9tfP2f9+Mua6elxlpiNX3q94wfchUdZy4iv1FtuPAS+p96\nTtxliYiIJI2WLbPoM+RBpu/flXqFm2j2r9d4969/pqhYU0Oqmhpric0nb73MhkcfoOWKDcxsl0nX\nIUPZs1v3uMsSERFJOqmpqQy84BryTzuV9RmpdJowhRFDriI3d1Hcpe1U1FhLlVuzejXv3XMD2e9/\nTNqmEmYe2pMBNw2lUaPGcZcmIiKS1Hr1OZqW19/K/BYN2G3xahbdfTNfffpe3GXtNNRYS5WaPH40\n3w+5mo4/5pLfqDZF51/AgEEXxF2WiIhIjdG6zW4cettDTN/HqL8hQfNXX+eft1xPYeGGuEur8dRY\nS5VIJBK899xjpD35BM1Wb2RGTiv2HHI/3XQXRRERkcilp6cz8JIbWHn66aytm0rO5BmMvuUKZviU\nuEur0dRYS6VbsnQxn95+NR2/GkciNYW5Rx/BMdffTcNGjeIuTUREpEbrefiRZN90D7PDG8pseHgo\nH7/+fNxl1VhqrKVSfT38AxbccSPtF65gUfN6NLjyeo486Yy4yxIREdlpZLZowWmPPMHMQ3tSaxO0\n+2g47991HatWrYy7tBpHjbVUig0bChj28B00e+VV6m9I4N060euOR+iQY3GXJiIistNJTU1lwKAL\nKLnoEvIaZ5AzewnThlzDuFFfxF1ajZIW1z9sZkOBgcBG4EfgHHdfFW67ATgXSAB/cveP46pTtt13\nE8ey6qWnsJWFrK6XSuHxJ3Fs3wFxlyUiIrLT27Nbd9bf/iDD/3oPnXwBiWefYdj4r+l33hVkZNSJ\nu7ykF+eI9cdAV3fvBkwHbgAwsy7AqUAX4Cjgr2amkfUkUFRcxLv/eIjUJx6nxcpCfmyXSfbN99JL\nTbWIiEi1Ua9+fQZecye5Jx5HQe1UbJIz5uYrmPL9pLhLS3qxjVi7+ydlHo4BTgr//3jgFXcvAuaY\n2UygBzC6ikuUbTBrpjPn6UfplLeO9Rm1WNivD0drLrWIiEi1ddiAE1nS/SAmPnE/HebnU/SXR3jv\nwH056qyLSU1Njbu8pFRdRoLPBUpvbN8KWFBm2wKgdZVXJFslkUjw4StPs+6Be2mTt455WY1odu1N\nukBRREQkCbRsmcVRtz7A7CMPI5EKHUdO4PNbLmfOrJlxl5aUKnXE2sw+AXatYNNgdx8WvuZGYKO7\nv7yFH1VSGfXJjlkwfy4/PP0wHRasYGNaCjN+dQBHnXmBvuWKiIgkmf6nnsOcHofw41OP0HbJGlbf\nfxcfHnoIR55ylj7Xt0FKSUl8PauZnQ2cB/R19w3hc9cDuPu94eMPgVvdfcwv/Dg131UkkUjwxj/+\nRrP/jKDuxk0sblaXnIuvoFv37nGXJiIiIjsgkUjw8sNDafv1ONITJcxt3YT9L7uWTqZVvcpI2eyG\nuBprMzsKeAA4zN2XlXm+C/Aywbzq1sCnQI67/1KhJXl5ayqr3J1KZmZDNpflnFkzmfHso2TnrqYo\nNYXZ++9N/7MvIT09vYqrTB5bylO2nfKMlvKMjrKMlvKM1rbmOe2HySx+4e+0WraeDekpLDj4QPr/\n7jyNXgOZmQ0321jHOcf6L0AD4BMzm2hmfwVw9ynAa8AU4APgoq1oqqWSJRIJ3n/+CdYMvYvs3NUs\nzKxP2uVXMvC8K9RUi4iI1DCdu3aj152PMKPX/tQqgZwRoxlx82W6JfoviHUqSMQ0Yh2R8t9qZ/gU\n5j3/V9ouWUthWgrzenbnqDMv1LfWraRRl2gpz2gpz+goy2gpz2jtSJ4zZ0xjznOPs9uSNWxMS2Hu\nAfvQ76yLSE/bOQfWtjRiHdtye1L9bdhQwKfP/oX2k6bSNlHCvF0b0uHsSzhGd08UERHZaeR07Ez7\n2x/m4389TeuvR9Fx1ERGTv8TjU8ZxD77HxR3edWKGmup0KjPPqbk3TfotGoj6zNqMe/Qg+n323M1\nSi0iIrITSk1N5ejTz2fur45k2rOP0n7BChJ//zvDRnzIIb+/jCZNdom7xGpBjbX8zOLcRXxwz6Ps\n/uNiAGZ2aMl+51zGPlmtYq5MRERE4pad3Z7sIQ/x2bDXafDpR9jUucy85RpW9u7LESf8Lu7yYqfG\nWoDg4sSP//UMWSNHsXvhJvIb1abk2BMZ0PuouEsTERGRaqb3saew+rD+fPH0w+w+dRaN3vuYTyaM\nod0Zf6SjdYm7vNiosRbGjvyc9e+8yu75BRSlwo899qT3oIupU6du3KWJiIhINdWoUSMGXnEL300c\ny+LXniM7dxUbHxzKsL06cfigi2nYqFHcJVY5NdY7sflzZ/Hdi0+w++ylNAbmtG5Cu9POY9AhPXUl\ntoiIiGyVvfY9gMTe+/105tsmOT79ClYcchh9Tjx9p7o+S431TqigYD3/+efjZE+aQk5xCcsa1ybR\n7xj69T8+7tJEREQkCQUXN55HXr9fM+b5x9jd59Loo+F8OX40DX99Gt17HhJ3iVVCjfVOJJFI8Nmw\n12j4+X/otLaYgtq1mHHwvhxx+vlkZNSJuzwRERFJcpmZmQy86jamfD+Jua8+S3buKkqeepr3h7/L\n3mdeRJu22XGXWKnUWO8kRn72IUUfvsNu+QVsSoHpndqw/5kX0U2rfYiIiEjEuuy5D132fIQRH/yb\n2p98QM6sJay4awgTu3bkV2f+kaZNmsVdYqVQY13DTZ7wDUv//RLZuasAmNOqCVknnM7AfQ+IuTIR\nERGp6Q47+gQK+xzNJy/8nTYTJ2OTpzN32jWM3LcbfU4/j7p168VdYqTUWNdQs2Y60159mg5zlpJd\nArnN6lL7qBPo17tf3KWJiIjITiQjow4D/3AZ+fn5jHz577T/YQYdR0/k++/+RP6BB9H3N4NqzO3R\n1VjXMLNmOlNff472s3PJ2QT5jWqz/rC+HD7w5J3qqlwRERGpXpo1a8axlw5m4cL5THz5STrMmE/j\n4V8ydvwY1vX8FYefcFrSN9hqrGuImTOm4W/8kw6zc+m4CVbWTyP/gAM44tRzSU9P7jepiIiI1Byt\nW7el9TV3MH3aD/z4+nO0n5dH84+GM27Ul6zqcRB9TzozaXsXNdZJbtoPk/nxnVfoMGdx0FA3SCN/\n/wPoc8pZWulDREREqq1OnbvS6eahTPl+ErPefokOc/No9ukXTBg9iuUHHECfkwclXS+jxjpJjf7i\nU1YNf4/shSvoWAIrGqSx/IAD6XPymUn3JhQREZGdV7CCyD741O+Y+e8XaT9nCU0/G8m333zDkr32\npNfJZybNKiJqrJNIUXERI959g7TRX9Jq2Xp2AfKaZLBm/wPpfcLv1FCLiIhI0rI99sL2uC+Y3vrm\n87SfvYhOoycxf/xkvsrJpuuvT6PD7hZ3mVukxjoJLFm6mLH/fonMqdPYbW0RAPN2bUjGIUdw8BED\ndVGiiIiI1Bg5HTuTc/3dLFw4nwlvvUDbaTOxqXMonHYPH7RtTtPDj+KAXr2rZf+jxroa++arz1j2\n+fu0m59HpwQU14If22WSdfRJHNG9Z9zliYiIiFSa1q3b0vrSwaxbt4YRb75E00kT2H3eMnj+RUa/\n8zoru3al5/Gn0axZZtyl/kSNdTWzOHcR4z94g8ZTfqDFykKaEKzwsbRzJ/Y77jS6tG4bd4kiIiIi\nVaZ+/YYMGHQBidMTfPnRO2wc8wW7LVpJ5sgJ5H4zkTG7taD5oUfR/aBDYx/FVmNdDRQUrOerD96m\nZPI3tMldScdNsCkF5rZqTPqBh9Kr/3FJv66jiIiIyI5ITU3l8AEnwoATmTtnFt+++ypZ02eSM2sJ\nzPonY998mbwOHeh0xEBsj71iqVGNdUwKCtYzZvgHrJs8ljYLlpK9cRMQ3NAlv2MOe/Y/kSM75MRc\npYiIiEj1k92uA9mX3EBRURFfffQOG8d9TdvcFewy2WGy88UudVndqTN7HXEs2e06VFldaqyr0MqV\nKxn7n3cpnjKJNovyaVVUAsC6jFpMt7ZkHdKPHgccHPtpDBEREZFkkJ6eTu+BJ8PAk8nLy2Psh29S\nZ8p3tM5bx66jJ1I4eiJf7FKHVdntaHdwX7rsvV+l9llqrCtRUXER344bTe6EUdSfP5eW+evIDgam\nWV0vlbkdsmiy30EceGg/9k3SOwyJiIiIVAeZmZkMOPMCAObMmsn3n/4f9Wf/SNaydey6fBpMnMa4\nBmnkZbWkju1Jt15HkJkZ7YWPaqwjVFi4gW/Hj2bJlEmkL5xHy6UraVi4iYbh9rwmGSxv3YqWPQ6j\ne89DNDItIiIiUgnadcih3flXApCbu4hJw98jdfoPtFqyiqYzFsKMheS/9xFTm9ZhVVYrGnTswh7d\nD2bXrFY79O+qsd5OBQXrmfb9JBZP/4HE4gXUX7aMFsvX0zhRQuPwNevq1OLH7ExScjrT9VdH0Ktt\ndqw1i4iIiOxssrJakXX6eUDQv43/+jNWfD+BRrmLaLm8gF2Xz4IfZrH67XeZ2yCd5c2akMhqQ9P2\nHcnZaz9atth1q/+tlJKSksr6ParU+2+9VlK3UQuy2rSjWbMdv+1lIpFgWX4eebkLyV80j7WLF1Cy\nfBm1V62iwbr1NF2zkdRN/319CbC8UW2WN9+FWru1J3ufA7E99krKUenMzIbk5a2Ju4waQ3lGS3lG\nS3lGR1lGS3lGS3lWLD8/j8lff8a6WU79pUvIXLGOjKKf98Zr66SyonFdCho3gV2ac84NN6ds7ufV\nmBHrxv98FYB8IDcthfUZqWxMT6UoPY3itDSK09MpSQua3BJSICXIJCWRILW4iNTiBKmJBOlFxdQt\nLKZuYYK0TVAbyCr3b21MS2FZ4zqsadqYkhataNK+I532PgCLeJ6OiIiIiFSeZs0y6XPcb356XFRc\nxJRvJ7Jo6iSKFy+k7orlNF21nrZL1sKStcCCLf68GtNYz+zWEdaspvb6AuoWFFKvsIh6hQlqFxdu\n088pSoWCjFTyG9dhQ53aFNWpS6JBQ9Kat6RJq2zadOjI7m12S8qRaBERERHZvPS0dLrt14Nu+/X4\n2fN5eXnM9u9ZsWAOvbawf41prM+6/d4KT3EUFm5g9aqVrFm9ioL16ygpKYGSEkpKSti0KUFGnbrU\nb9CQeg0a06BBfTIy6sRQvYiIiIhUV5mZmWRm9v7F19WYxnpzMjLqkNliVzK3YeK5iIiIiMi2qhV3\nASIiIiIiNYEaaxERERGRCKixFhERERGJgBprEREREZEIqLEWEREREYlA7KuCmNlVwFCgubsvD5+7\nATgXSAB/cvePYyxRREREROQXxTpibWZtgSOBuWWe6wKcCnQBjgL+amYaWRcRERGRai3uhvVB4Npy\nzx0PvOLuRe4+B5gJ9Ci/o4iIiIhIdRJbY21mxwML3P3bcpta8fMbsS8AWldZYSIiIiIi26FS51ib\n2SdARbc8vBG4AehX5rmULfyokq3451IyMxtuQ3WyJcoyWsozWsozWsozOsoyWsozWsqz8lVqY+3u\nR1b0vJntCbQHJpsZQBtgvJkdCCwE2pZ5eZvwORERERGRaiulpGRrBoMrl5nNBrq7+/Lw4sWXCeZV\ntwY+BXLcPf5CRUREREQ2I+6LF0v91DS7+xTgNWAK8AFwkZpqEREREanuqsWItYiIiIhIsqsuI9Yi\nIiIiIklNjbWIiIiISASSrrHWXRijpTyjpTyjoyxFRLadjp3R2tY8K3W5vaiYWQPgHOB9IBdYb2Yp\nuqhx+yjPaCnP6CjLaJlZbXffGHcdNYXyjJbyjI6OndHakTyr/cWLZtYH+BvwPbAM2Ojul8ZbVfJS\nntFSntFRltEys8uBs4F3gLHu/q4+aLef8oyW8oyOjp3R2tE8k+F0QSvgFXc/CbgZ6GVmvwed7thO\nyjNayjM6yjIiZtYXOI1gxMWB28zsQHcvUZbbTnlGS3lGTsfOaO1QntUucDPbzcz2K/NUZ2AdgLsv\nBa4D7ggfb6r6CpOL8oyW8oyOsoyWmaWXedgceN/dJ7r7y8DzwBOgLLeW8oyW8oyOjp3RijrPatVY\nm9mdwNfAfWY21MyaENwk5sLS17j7J8A4M7s5pjKThvKMlvKMjrKMjpmlm9mDwNBwJBCgGDi89DXu\n/giQbmbnhPukVHmhSUJ5Rkt5RkvHzmhVRp7VprE2s+ZAJyAH+A3BH96t7v41MNXM7i7z8meAluW+\nAUsZyjNayjM6yjI64WnJxwlGACcAN5jZH939TaCFmZ1e5uU3AScDaB5rxZRntJRntHTsjFZl5Vlt\nGmugCOgJZLr7CoLbmmNmZwLnA6eb2aHhaw1Y6O5FsVSaHJRntJRndJRldBoDewN/dPfngQeAfczs\nMOBi4G4zywhfu4jgwyJV8y43S3lGS3lGS8fOaFVKnrG9eUtP9YR/RCnuvorglyr9BvsdMAo4CFgC\n3Ab8zsy+CF8ztuqrrr6UZ7SUZ3SUZTTKnx43s1rhh8FcgovAIDilOQ74rbt/DnwMPGpmpxDME2zg\n7gnNu1SeUVOe0dOxM1pVlWeVN9ZmdoGZ7QM0BAj/iEpP+3wJdDKzvdy9GJhFcHVmA3d/BrgCuM/d\n93b3T6u69upIeUZLeUZHWUbup+N12LRsCkf23gG6m1kLd18NfAsUm1l74FrgXYIVGH5w9wviKLya\nUp7RUp4R0bEzWlWdZ5WtY21mXYGXgAXhf3Xc/exw2wvAowSngs4Cdnf30qVNvgTOc/dpVVJoklCe\n0VKe0VGW0TKz3wFXEXwAjHL3V8PnjwVmAOuBPwF57n5fuG0UcIW7jw4fp+uUcEB5Rkt5RkfHzmjF\nlWdVjli3IPijGwhcDTQ3s6Hhtmvdfay7LwSeBjqa2ZNmNobgjje5VVhnslCe0VKe0VGWETGzPQia\nliuB/wAXhY0MQBMgheCD4V3gODM7wcxyCJqZ4tKfo6YloDyjpTwjp2NntGLJs9JGrC1YsqQTMNHd\ni8zsAqCLu/8p3N4emAh0dfeFpaeOwm2ZwD5AVnjBw05PeUZLeUZHWUarXD6HAyeWyfJo4Cl3b13B\nfscBJwAHAw+7+9+qrurqS3lGS3lGR8fOaFWXPCulsTaz84E7CSZ6LwNuDDeNI/iF8sPXPQTs4u5n\nhY//AHzo7gsiLyqJKc9oKc/oKMtomdmtQEvgM3d/3cy6EzQq+5Z5zYfAJHe/vsxzpXNaM4Ai18Vf\ngPKMmvKMjo6d0apOeUY+FcTM6hJcUXmIux8DzANuANYALwNPlnn5C0Bq+C0DoJBg+RMJKc9oKc/o\nKMtomdlNBKN5HwKXmtnV7j4eWGTBTQxKXQMcamaNw/3uBX4L4O6FaloCyjNayjM6OnZGq7rlGXlj\n7e4FBL9gi/CpF4B8grvYXAt0s2BpHYDdgRXuvjLc9wV3XxJ1TclMeUZLeUZHWUbHzNKAQ4Br3P3/\ngJuBVhbcQONC4EIzaxO+fDnBygql7vbgttASUp7RUp7R0rEzWtUtz8gaa/v5ou7PAMcDuPt0YCTQ\nDmgGXAr0NbNPCe69PiaqGmoSM0tTnjsm/DAo/X+9PyOiLKNlZmkeLPP0A8GyYxCs9zsS6AusAB4G\n7rfgwrAbgdYEF4DhwRJmElKe0VKe0TGzWjp2Rqe6fhZtd2NtZoPM7LDS4XT/+aLuXwFNzOyI8PF0\ngm8STd39A4JfcijQ3d1f3P7yaw4zO9vMjjGz3QDcvVh5bj8zuxx4xcz2Br0/d4SZnWFmvUpP7SrL\nHWNmdcr8f2rYtEBwir21mXUNn/uOYPRvL+Bu4DmgH7CJ4AYbOh0MmNn+Ztaw9LHy3DFmlmVmqeH/\npynP7WdmVvaxu2/SsXP7JUvfuU0XL1pw15osgjkrm4CZQAPgMnfPs2AZk28I7qZ0BsGpozPcvdjM\n3gfud/fhEf8OSc3MfgXcC6wjGBFoC/ze3Veb2T3ABJTnVjOz2gR3S9ofuD6cA1i6TXluAzPrQHBK\nbRXBldStCU4F6299O5hZf+BygvVUv/TwynMz6wnUAcYTLF1W192vC7e9A7xaeirdtN7vT8IP0CEE\nDd7V7r4ufL4HUA/luU3K5LmUYM3pP4bP6/25jSy4Gck7wEagn7vPLrNNn0PbIBn7zq0esQ7/YEoI\n7lyz0N37ABcRfGMtnRh+n7u/7sFtIl8GSoB/mdkHBEFMj7T6JBaewkgHjgYecvf+wBMEayduCF82\nVHlunTBLgFSCEZTfuvv40lHW0P3K85eVybILMMLdB7j7jQQHtUfCbfpb3wpmlhJO67qOYFTvMeAz\n4Cgz+3X4soZAiruvIVjvd08zu9LMmgLpBF9sAK33G+aZamYXAy8Cj7n7haVNdagxynObmFkXggGe\nhwnmpe5mZn3DzXp/bqXSkX6Cz6B7gNHA8RashlLqzzp2bp1k7Tt/ccQ6fKPcB9QG3iRY9P14dz+3\nzPZFwG/cfUTZU0fh6GFPoLO7P1nhP7CTKZNnHeBV4Bt3Lwy3PU1w1fUd4fMzleeWlXt/DgMmAYMJ\nvqScAxwIzCZYEmqk/XzdSuVZRpksMwialgFAjrufHm6/jmBEq4+7j9J7c8vCuX8p7p4I556Oc/fp\n4bSFW4Cx7v6amaX4f2+vWzradTmwH/COu98cyy9QzZTL82xgb4IP1SVmNgAYBawt39wpz4qVzk31\nYBm8QcBB7n6hmTUimK96ObDU3TeW2095lhMeO+8E0oD3gGnuvtjMDiL4Qn2lu0/czL46dpaT7H3n\nFhvr8A/vcaARwfyqU4ERBFdZ9nX3b8PXXQic6u6Hh49PABa5uybcl1Euzw8IbqP5DsE3r1OAHgR3\nrzoc2MPdjw73U54VqCDP04FPCG5CMByoD9wFnEdwE4Oe4X7Ks5xyWX4EnERw8cdgguWzagOdgQTQ\nwd2PDfdTlhUws3MJ3nvPuvtgM6tHcCYq1YMbF7wCfOLuz5Tbr1E4Dax2+NqCqq+++qkgzxbAJcC+\nQA7gBMtmzXD3m8rspzwrUEGenYGHCKYp9QfmAPOBEnc/o8x+yrMcMzuM4EzeKILpMucTTJkbEW5/\niOBs353uvqL0i7SOnRWrCX3nL00FaUhwJ5oL3P0F4O8Ew+yLgQfgp28O/wbyzKxduF8JoCuB/1fZ\nPF8kyLAzcJy7v+Tul3mwlNGdQLqZ7RnupzwrVj7PxwnOBKwjaK7d3Ve4+5+BBhbc+QuUZ0XKZvk8\n8FT4/FtAAdCbYL7148Bc++/FYsqyHDNrQHB1+n3A0WaW4+7rPbhwqShsSjIIbmRQdr9LgYsB3H2j\nmpZABXl2cvelBCtTzAVOc/dfExw3jzWzvcL9LkZ5/o8K8jR3nwacSHB27053PxT4PcGUpYPD/S5B\neVakBHggnJL0FMH0j6PKbH+A4JqfLuHj0umJtdCxsyJJ33dusbEO56zMITilDsG3hqUEo4N7W3Cn\nm01AG6DY3eeE+73t7lMrqeakVUGeXxF8w+1jZruWeakRjBxMDfdTnhWoIM8vCHL7gWBh+Ppm1tqC\nVRimAlPC/ZRnOZv5W19C0FR/4O4nhSMB+wKF4XxLZVkBd18LXOruDxOM/t8OP12EA9AUqOfu34Xv\nz5PD559y93uqvuLqbXN5EpydGuzuk8LH0wgusi3N+Rnl+b8qyHNIuKkIGEhwcRjuvgH4F7BLuP1p\n5VmhscDrZeZXjyK41qd0VZUFwD+A68zsPYJ57Lj7mzp2/q+a0HduzcWLbwH7mFmWB+tRTidYt/IW\ngm8Vw4BXCK5ylV9WNs+1BAvpFxIsY9TezG4E/gaMd/dEnIUmifLvTwdWEoysphOc3hwDTHf3mfGV\nmRTKZ/kdwXuznZk1M7M7CC7IGRVnkcnA3eeF//sw0NHM+peZR92eYFmoywnmY+4a7qMRwM0ol+fu\nYZ6bCM5OlbqWYFWlBeE+ynMzyuWZY2YDwjmq7wEPmVlnMxtMsMJC6YCE8qyAuxe4+4Yyn9f9+e97\nsHSpwq4ECxVMdvezq77KpJPUfefWNNZfEdx3/WwAdx8NHEvQ+F1EMDTf292HVlaRNUz5PMcTzK0u\nIVgDtCNwrLv/Ja4Ck0z5PMcQHMB+DN+T9wH9PVjVQrZsc+/NWgR3q0ojuHDxjbgKTDbuvphgWk3Z\n919PglPDpdPAHoujtmRUPk8PLmQcaGZfEDQvg9x9eZw1JpMyed4QPr6LYOWP6wlWthjo7rPiqzB5\nWLD6TyrQEng/fG4PM+tO8AWwo7sPjrPGJJLUfedWrWMdzrG6D/gLwWmPpwlOwY2u3PJqpgryqLHk\nBQAAAUlJREFUfBb4E/C9/3exc9lKFeT5FHCTu2tkdRtVkOUzwFXuXi1HBqq7MhcqvUkwRzAfWAhM\ndfcv4q0u+ZTLMxdYS7AS0HS9R7dduTyXEFxg+wrwXTgVRLZBOO3wHwTzf39P8Dd/jb7sbbtk7ju3\n+gYx4XJGpxDcj/0xjbLsGOUZLeUZHWUZrXBFkI+APYA73P2RX9hFtkB5Rqtcnre7+6Mxl5S0wuX1\nSm/3/qy7Px1zSUktWT+LtvXOi7WBhOb+RkN5Rkt5RkdZRsfMrgJ2A671cM162X7KM1rKMzpm1gYY\nRHAzso2/9Hr5Zcn4WbRNjbWIiGwbK3NTItlxyjNaylMkWmqsRUREREQisDWrgoiIiIiIyC9QYy0i\nIiIiEgE11iIiIiIiEVBjLSIiIiISATXWIiIiIiIRUGMtIiIiIhIBNdYiIiIiIhH4f+QOH6Z3VfoJ\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reload(pvlib.solarposition)\n", "pyephemout = pvlib.solarposition.pyephem(times, tus)\n", "spaout = pvlib.solarposition.spa_python(times, tus)\n", "\n", "pyephemout['elevation'].plot(label='pyephem')\n", "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", "spaout['elevation'].plot(label='spa')\n", "plt.legend(ncol=3)\n", "plt.title('elevation')\n", "\n", "print('pyephem')\n", "print(pyephemout.head())\n", "print('spa')\n", "print(spaout.head())" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyephem\n", " apparent_elevation apparent_azimuth elevation \\\n", "2014-06-23 00:00:00-06:00 -25.154820 344.064195 -25.154820 \n", "2014-06-23 00:01:00-06:00 -25.207201 344.310956 -25.207201 \n", "2014-06-23 00:02:00-06:00 -25.258784 344.558018 -25.258784 \n", "2014-06-23 00:03:00-06:00 -25.309568 344.805380 -25.309568 \n", "2014-06-23 00:04:00-06:00 -25.359552 345.053043 -25.359552 \n", "\n", " azimuth apparent_zenith zenith \n", "2014-06-23 00:00:00-06:00 344.064195 115.154820 115.154820 \n", "2014-06-23 00:01:00-06:00 344.310956 115.207201 115.207201 \n", "2014-06-23 00:02:00-06:00 344.558018 115.258784 115.258784 \n", "2014-06-23 00:03:00-06:00 344.805380 115.309568 115.309568 \n", "2014-06-23 00:04:00-06:00 345.053043 115.359552 115.359552 \n", "spa\n", " apparent_elevation apparent_zenith azimuth \\\n", "2014-06-23 00:00:00-06:00 -25.154766 115.154766 344.064134 \n", "2014-06-23 00:01:00-06:00 -25.207147 115.207147 344.310880 \n", "2014-06-23 00:02:00-06:00 -25.258730 115.258730 344.557936 \n", "2014-06-23 00:03:00-06:00 -25.309515 115.309515 344.805299 \n", "2014-06-23 00:04:00-06:00 -25.359497 115.359497 345.052965 \n", "\n", " elevation equation_of_time zenith \n", "2014-06-23 00:00:00-06:00 -25.154766 -2.141078 115.154766 \n", "2014-06-23 00:01:00-06:00 -25.207147 -2.141229 115.207147 \n", "2014-06-23 00:02:00-06:00 -25.258730 -2.141380 115.258730 \n", "2014-06-23 00:03:00-06:00 -25.309515 -2.141531 115.309515 \n", "2014-06-23 00:04:00-06:00 -25.359497 -2.141682 115.359497 \n" ] }, { "data": { "image/png": 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/1+pIYgGbzUaPV8cQbtSm8rlcYt6YyInIo1bHEhEHUrEWESlGG79eQrXlK8EF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\n44AvgfHOuUedc3XxbhJzY9FzzGw6MN8597uQyowayjNYyjM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reload(pvlib.solarposition)\n", "pyephemout = pvlib.solarposition.pyephem(times, golden)\n", "spaout = pvlib.solarposition.spa_python(times, golden)\n", "\n", "pyephemout['elevation'].plot(label='pyephem')\n", "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", "spaout['elevation'].plot(label='spa')\n", "plt.legend(ncol=2)\n", "plt.title('elevation')\n", "\n", "print('pyephem')\n", "print(pyephemout.head())\n", "print('spa')\n", "print(spaout.head())" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyephem\n", " apparent_elevation apparent_azimuth elevation \\\n", "2014-06-23 00:00:00-06:00 -25.154820 344.064195 -25.154820 \n", "2014-06-23 00:01:00-06:00 -25.207201 344.310956 -25.207201 \n", "2014-06-23 00:02:00-06:00 -25.258784 344.558018 -25.258784 \n", "2014-06-23 00:03:00-06:00 -25.309568 344.805380 -25.309568 \n", "2014-06-23 00:04:00-06:00 -25.359552 345.053043 -25.359552 \n", "\n", " azimuth apparent_zenith zenith \n", "2014-06-23 00:00:00-06:00 344.064195 115.154820 115.154820 \n", "2014-06-23 00:01:00-06:00 344.310956 115.207201 115.207201 \n", "2014-06-23 00:02:00-06:00 344.558018 115.258784 115.258784 \n", "2014-06-23 00:03:00-06:00 344.805380 115.309568 115.309568 \n", "2014-06-23 00:04:00-06:00 345.053043 115.359552 115.359552 \n", "ephem\n", " apparent_elevation elevation azimuth \\\n", "2014-06-23 00:00:00-06:00 -25.149499 -25.149499 344.061394 \n", "2014-06-23 00:01:00-06:00 -25.201890 -25.201890 344.308126 \n", "2014-06-23 00:02:00-06:00 -25.253483 -25.253483 344.555170 \n", "2014-06-23 00:03:00-06:00 -25.304277 -25.304277 344.802520 \n", "2014-06-23 00:04:00-06:00 -25.354270 -25.354270 345.050172 \n", "\n", " apparent_zenith zenith solar_time \n", "2014-06-23 00:00:00-06:00 115.149499 115.149499 22.952125 \n", "2014-06-23 00:01:00-06:00 115.201890 115.201890 22.968789 \n", "2014-06-23 00:02:00-06:00 115.253483 115.253483 22.985453 \n", "2014-06-23 00:03:00-06:00 115.304277 115.304277 23.002118 \n", "2014-06-23 00:04:00-06:00 115.354270 115.354270 23.018782 \n" ] }, { "data": { "image/png": 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z3TvTT6W6XPHy8qLbuNmcrB9IjaRsjs6bTNzZaKtjiUgJU7EWESll3+zYRJX/\nrsE9305kz+70vu8hqyNJCfD08KTn2NmcCKlOcHIOJ16aSkxMlNWxRKQEqViLiJSir0LXU/WDD3Er\nsBPVpxe9/vYPqyNJCXJ3d6f32FmcaFiToJRcwhdMIyrqjNWxRKSEqFiLiJSSLzevo9pHn2ArtBPT\nry897/w/qyNJKXBzc6P3C9M50bg2gam5RC6cQWTEaatjiUgJULEWESkFX2z6hKC163Cx24kdMIAe\nw+6xOpKUIjc3N/qMnsbxpnWpdj6P6EWziDhzyupYIuJgKtYiIiVsx/oPqb7uM7BD3OBBdB9yl9WR\nxAI2m41+o6ZwvFl9AtLyiF00mzOnT1gdS0QcSMVaRKQEbf90DTXWbwQXiL99CN0G3mF1JLGQzWaj\n34jJmC0a4J+eR9zLczh94rjVsUTEQVSsRURKyPZP11Br4+fYXVxIGHY7XfrdbnUkcQI2m43+z07k\nWKuGVM3IJ+HVeYSfDLM6log4gIq1iEgJ2P7ZGmpu/JxCFxeS7ryDzn2GWB1JnIjNZmPgMxM51roR\nVTLyOffKXE6fUrkWKetUrEVEHGz7hg+oueFz7C6QNGwYnXoNtDqSOCFXV1cGPDUes2XRzPW5V+YS\nflrlWqQsU7EWEXGgbRs/oOZnm8AFkm6/g059BlkdSZyYzWaj/zMTitdc5xO3eB5nwnVAo0hZpWIt\nIuIgOzZ9TK3PNgGQOHQYnfqqVMvv+2XN9fHiAxpjF8/lzJmTVscSkT9BxVpExAG+3LyO4E/Xgx0S\nhwylU7/BVkeSMsRms9Hv2YkcbxZSdCq+l+cQEaHzXIuUNSrWIiJ/0TehGwhcuw4XO5wbNIhOA4Za\nHUnKIJvNRv+Rkwkzis5zHf3ybKIidYVGkbJExVpE5C/4bvvn+H/0Ma52ODugP10H6TzV8ue5urrS\nd+RkwprWo9r5PCIXzSY6OtLqWCJyjVSsRUT+pB++2ErlDz/A1W4nul9vug+52+pIUg7YbDb6jnqR\nsCZ1qHY+lzMLpxMTE2V1LBG5BirWIiJ/wq4vt1Pp/f9iK7AT0acHPW+/z+pIUo7YbDb6PD+VsMa1\nCUzN5fSCacTGxlgdS0R+h4q1iMgftOebL/H+73u4Fdg507srfe74u9WRpBxys9noM3oaYY1qEpSa\ny6kFU4mLi7U6lohchYq1iMgfsO/bb/B8713cC+yc6tWJvnc9YHUkKcfcbDZ6j55GWMMaBKXkEDZ/\nCvHnzlkIMbz/AAAgAElEQVQdS0SuQMVaROQa/fT9d7i/txT3AjsnetxC/7sftjqSVADubu70fmE6\nYQ2CqZ6Sw7H5k0lMjLc6lohchoq1iMg1OLx7Ny4r38E9387xbjcy8J5HrI4kFUhRuZ7ByfqBBCdn\nc2jeZFJSk6yOJSK/omItIvI7jv30E3nL38Azr5BjXdox+L4nrI4kFZC7uzs9xs7iVN0AaiZmsX/O\nJNLTUq2OJSIXUbEWEbmKk4cPk7XkFXxyCzlya2uGDn/G6khSgXm4e9B17EzCa1WldnwGP86ZQHp6\nutWxRKSYirWIyBWEHw8j5c1F+GYXcPimZgx9YKTVkUTw8vSm09jZRNSoTN24dL6fO57MrAyrY4kI\nKtYiIpcVeeo08a/NxS8rn0PtGjP0n2NwcXGxOpYIAN4+3tw8dhZR1f2oH3uer+dMIDsny+pYIhWe\nirWIyK+cjYwi5pVZVMnM53Cb+gx9fLxKtTgd30qVaD92JjGBvjSITmHn3Ank5uZaHUukQlOxFhG5\nSHzsWU4vnI5/eh5HWtRm0JOTcHXRt0pxTpUrV+b6MTOIDfChUUQS2+aNJzdP5VrEKvppISJSLCk+\ngeMvTaFaWg7HmgYz4JkpuNncrI4lclVV/f1p/cI0zlX1onF4AqEvTSK/IN/qWCIVkoq1iAiQmpzC\n4XmTCUrNxmwUSL+RM3B3c7c6lsg1CQgMxBg9lfgqnjQ5GcfmBS9SUFBgdSyRCkfFWkQqvPTUNA7M\nmUBwciZhIQH0en6mSrWUOUHBwTQcOZnEyh40PR7NpsVTVa5FSpmKtYhUaFmZGeyeO56aiRmcqluF\nbs/PwMvd0+pYIn9Kzdq1qfvsBJIruWMciWDj6zOx2+1WxxKpMFSsRaTCysnO5ttZE6h9Lo3wWn7c\n9sIsfLx8rI4l8pfUqV+fGs+MJdXXjWY/n2LDv+dYHUmkwlCxFpEKKS83l69mjafe2RQiavjScfQM\nKnn7Wh1LxCHqN2yE/xOjOO9jw9hvsuGtl6yOJFIhqFiLSIWTn5fPjtkTqB+TRHSQDzc8P53KflWs\njiXiUI2N5vg9+izpXjaa7j7ExqWLrY4kUu6pWItIhZKfn8+2uZNoEBlPTDUvWo2egn/VAKtjiZQI\no2UbPP71JBmerjT5fj+bVv7b6kgi5ZqKtYhUGIWFhYTOn0LD8Fji/D1pNnIyQQHVrY4lUqJaXdcO\nlwcfJcvDlUZf7WLz6iVWRxIpt1SsRaRCKCwsZPOC6TQ6GUV8FQ8ajJhAjeBaVscSKRXXt7+J/H88\nSI67CyE7v2XrhyutjiRSLqlYi0iF8Pkrs2lsnibJz506z42lTq16VkcSKVU3dOxE5r3DybO5UHfr\nDnas/a/VkUTKHRVrESn3Nr42nyaHwkip5Ebg089Tv25DqyOJWKJj5x6cv+tuCl1dqPH5Fr7Y9InV\nkUTKFRVrESnXNr31Mk0OHOa8j40qjz9H44aG1ZFELHVrj34kDBsKLlD908/4JnSD1ZFEyg0VaxEp\ntzYve53Guw+Q5m3D69EnMYxWVkcScQpd+gwhduAAsIP/Rx/z/RdbrI4kUi64WR0AwDAMG7AHiDJN\nc5BhGAHAGqA+EA7cbZpmioURRaSM2bJyCQ2/202Glyu2hx6hVct2VkcScSo9Bt3F1rxc6n4eSqX3\n32ePuyftb+1qdSyRMs1ZZqyfBY4A9uLbY4FQ0zSbAtuLb4uIXJPQ/75LyFffkuXhSsH9D3F925us\njiTilHoP+z/O9OyCe4Edj1Ur+GnXd1ZHEinTLC/WhmHUAfoD7wAuxXcPBlYUf70CGGpBNBEpg7Z/\ntJq6O74g192F7OHDad/hNqsjiTi1vn97kFNdbsEz1459xTsc3r/b6kgiZZblxRpYBIwGCi+6L9g0\nzbjir+OA4FJPJSJlzhfrP6LW1q3k21xI/dvfuOmW7lZHEikT+g9/hLBbb8Anp5DcpW9gHjpgdSSR\nMsnSYm0YxkDgnGma+/nfbPUlTNO0878lIiIil/X1ls+ovn4DhS6QeMdQbuva1+pIImXKwAefxrzp\nOnyzC0l/61VOmEesjiRS5rjY7dZ1VsMwZgF/B/IBL6Ay8AnQAehqmuZZwzBqAjtN02z2O7tT+Rap\noEI/XYf7ivdwsdtJued2hvxtuNWRRMqsd2dOpsmuw6T6uNFk8hSaNG9udSQRZ3PZyWCwuFhfzDCM\nLsDzxWcFmQckmqY51zCMsUBV0zR/7wBGe3x8WskHrQCCgvzQWDqOxtOxfj2eu77ajs/q97AV2oka\n0IdeQ+61MF3Zo8+n45Snsfz0lek0//kkyZXcqTVyAnXrhZR6hvI0ns5A4+k4QUF+VyzWzrDG+mK/\ntPw5QC/DMI4D3Ytvi4hcYt/3X+P93/dwK7AT0bubSrWIgwx8cjzHWtTHPz2PqEWzOBsbbXUkkTLB\naWasHUAz1g6if9U6lsbTsX4Zz5/3/oh96Vt45RZyqset9Lv3X1ZHK5P0+XSc8jaWBQUFbFowGeN4\nNAlVPGn6wlQCg2uU2uuXt/G0msbTccrSjLWIyO86/PM+Cpe9hXduIWGdO6hUi5QAm81G31FTOd4o\nmMDUHI6+NIWkxASrY4k4NRVrESlTDh7YT/aS1/HJKcS8+XoG/uNJqyOJlFvuNjf6PD+DEyGBBCdn\nc3DeZFJTdSFkkStRsRaRMuNUmEnU3Dn4ZRVgdmjJoIefszqSSLnn7u5OjxdmcqpuADUTM9k3ZyIZ\n6VpSIHI5KtYiUiacOX2ShNfnUzkzn2PXN2XQo6OtjiRSYXh6eNJlzAzCa1Whdnw6P8yeQHZmptWx\nRJyOirWIOL3oyAhiX5lD1fR8wto0YtCT46yOJFLheHv5cOvYWUTU8KNu3Hm+mT2e3Nxsq2OJOBUV\naxFxamfPxhL+8kwC0vIwjbr8fcpsXFyueEC2iJQgXx9fOoyZSVR1X+rFpvDFrAnk5eZaHUvEaahY\ni4jTSoiPJ2zBVIJScwhrVJP+I6dgs9msjiVSoVXxq0zb0dOICfQmJCqR7XMnkJ+fb3UsEaegYi0i\nTik5JZHDL00mODmbEyHV6T16mkq1iJPw969Gy+encTbAi4Zn4gmdN4mCggKrY4lYTsVaRJxO2vnz\nHJg7mZqJWZyqG0CvMTNxd3O3OpaIXCQoMIimoyZzrqonjU7FsmXBFJVrqfBUrEXEqWRmZPDj3AnU\njs8gvFZVuo6Zibu7SrWIM6oRXIuQERNJqOxO4+ORbHl5BuXois4if5iKtYg4jazsTL6dO556cWlE\n1KhMp3Gz8PLytjqWiFxFndp1qfXsWJL83Gh89DSbXp1tdSQRy6hYi4hTyM3N5cu5E6kfk0pUkC83\nj5uJt7eP1bFE5BqE1G9E4JPPk+rrRpOfj7Pp3/OtjiRiCRVrEbFcXn4e2+aNp2FkEjGBPrQbMxNf\nXz+rY4nIH9C4cTP8HnuW8z42Gu87zOdLFlsdSaTUqViLiKXyC/LZ+tIkGocnEOfvRevR06hatarV\nsUTkT2jWvDWe/3qCdC9XGv24n83v/tvqSCKlSsVaRCxTUFDA5oVTaHLiLPFVPDFGT6FatUCrY4nI\nX9C69Q24PPQImZ6uNPxmF1vfe8fqSCKlRsVaRCxRUFDAplem0dSMItHPg5CRk6hevYbVsUTEAdq2\n60je/Q+S5eFC/S++YduaFVZHEikVKtYiUursdjsb/z0b4/AZkiu5U+e5cdSuXcfqWCLiQB1u7ETm\nfcPJdXehzrad7Pjkv1ZHEilxKtYiUurWvzmPZj+dINXHjeCnXqBu/QZWRxKREnDzbT1Ivftv5Ntc\nqLl5C1+u/9jqSCIlSsVaRErVZ+8spNneo6R526j6xEhCGjexOpKIlKDbuvUlYdhQCl0gaP16vtmy\n3upIIiVGxVpESs36Fa/S7IefyfCy4fPIMzRp1sLqSCJSCrr2HsLZIQMB8P/kE37YscXiRCIlQ8Va\nRErFhtVv0vTrvWR5uOL20OM0b32d1ZFEpBT16H8nUf1742q3U+mD99nzzU6rI4k4nIq1iJS4TR8s\no/HOH8hxd8H+j3/Sul17qyOJiAV6D72P8F5dcSuw47lqJft/+MbqSCIOpWItIiVq87r3aBD6FXk2\nF3L/736u73iL1ZFExEL97nqAE91uwSPPjuvKZRzct9vqSCIOo2ItIiUmdOMa6m3aRqGrCxl330v7\n27paHUlEnMDA+x7heOcOeOcWUrD0DY79fMDqSCIOoWItIiVix5ZPqPXZ5wCkDLuLjt17W5xIRJzJ\noH88ydGbr8Mnp5DMt1/lxNHDVkcS+ctUrEXE4b7csZ7qa9fjaoeEwUO5tU9/qyOJiBMa8vAIjrZv\nQaXsAlLeWEh42HGrI4n8JSrWIuJQ336zhYAPP8GtwE5cv/50HjjU6kgi4sQGPzqaI9c3oXJmAede\nm0dk+CmrI4n8aSrWIuIwP3y/Hb/V7+Oebye6Z0+63n631ZFExMm5uLgw+IlxHG0VQtWMfGJenk1s\ndKTVsUT+FBVrEXGI3bu+xOu9VXjm2onq2pUefxtudSQRKSNcXV0Z+PQkjjarg396HqcXTCc2Ktrq\nWCJ/mIq1iPxl+/Z+i/uKFfjkFHKmy230/L8HrI4kImWMzWZjwIgpHGtSk8Dzufw44QWSEuKtjiXy\nh6hYi8hf8tOBH3FZvhSfnEJO39qR3n//p9WRRKSMcrO50W/UNMIaBBGUks2heZNJSU62OpbINVOx\nFpE/7eChPeQvfQvf7EJOdmxPnwcfszqSiJRx7m7u9Bo9k5Mh1aiRlMWBuRM5fz7V6lgi10TFWkT+\nlCNHDpD79hv4ZRVyosP19PvnU1ZHEpFywsPDg7vmvsKpOv7USshgz5wJZGSkWx1L5HepWIvIH3b8\n+CEy3noVv8wCTrRrTf9Hn7M6koiUM95eXnQeM5PwmlWocy6d7+eMJysr0+pYIlelYi0if8iJE8dI\nef1lqmQUEHZdc/o/McrqSCJSTvl4+3DrmJlEBPtRL/Y8X88ZR3ZOttWxRK5IxVpErtnp02EkvvYS\nVTPyCWvdlAFPj7E6koiUc76VKnHTmJlEB/kSEp3KF3PHkZOXY3UskctSsRaRa3LmzEniXpmHf3o+\nYS0a0u/psVZHEpEKwq9yZdq+MIPYaj40jEhm+7wJ5OXlWh1L5DdUrEXkd0VEnSZ68RwC0vIIM0Lo\n99xEXF317UNESk9Vf39ajZ5GnL83jU8nsHnBRPLy86yOJXIJ/WQUkauKiokg8uXZBJ7P40STevQb\nNVmlWkQsUS0wkGajppBQxRPjxDk+XzRZ5Vqcin46isgVxcRFEb5oBkEpuZxsVIc+z7+oUi0ilgqq\nEUzDkZNJ9POgmRnLxlemkF+Qb3UsEUDFWkSu4Gx8DCcWTKd6ci6nGtSi1+gp2Gw2q2OJiFCjdm3q\njZhIciV3WhyJZsMrUygoLLA6lghuVgcwDKMusBKoDtiBt03TfMUwjABgDVAfCAfuNk0zxbKgIhVI\nXEIs5kvTqJmUw+n6Nej5wjTc3Cz/diEickHtevWwPzuR6MUzaHE4ig2vTGXgMy9ic9UEgFjHGWas\n84ARpmm2BDoCTxqG0RwYC4SaptkU2F58W0RKWHxiHEdemkrNxGxO1w2mx9gZuLmrVIuI86nToD61\nnh1Piq87zQ9FsP7VaRTaC62OJRWY5cXaNM2zpmkeKP46HTgK1AYGAyuKN1sBDLUmoUjFEZ8cz8EF\nU6idkM2Z2kF0HzddpVpEnFrdBg2o8cw4UnzdaXHwDOtfnYbdbrc6llRQlhfrixmGEQK0BX4Egk3T\njCt+KA4ItiqXSEWQkBzPz/MnU+dcFhE1q9Fl/AzcPTysjiUi8rvqNWpI8DNjSPV1o/nP4Xz2msq1\nWMNpirVhGJWAj4FnTdNMu/gx0zTtFK2/FpESkJiSwM/zX6RucanuPGEWHp6eVscSEblm9Rs1Juip\nMaT6uNH8p9N89toMlWspdS7O8KEzDMMd2AB8bprmy8X3HQO6mqZ51jCMmsBO0zSbXWU31r8RkTLo\nXOI5do4bRZ24TCJrVWPoglfx8lGpFpGy6ejBw5yeNY0qmfkcv6EpD0yahYuLi9WxpHy54gfK8mJt\nGIYLRWuoE03THHHR/fOK75trGMZYoKppmlc7gNEeH592lYflWgUF+aGxdBxnHs+klET2z5tE3XOZ\nRNQMoPOE2Xh4OXepdubxLIs0no6jsXSsvzKeJ48fI/m1l6icmc/Rdk0Y/Pj4Cl+u9fl0nKAgvyt+\nmJxhKcitwHCgm2EY+4v/6wvMAXoZhnEc6F58W0QcJDkl6aJS7U+nCbOcvlSLiFyLRk2bUfWJkZz3\nsdF8XxifvTFLy0KkVFh+uL9pmt9w5YLfszSziFQUKalJ7J838aJSPRtPLy+rY4mIOEzjZi0Ie2IU\n519fQPN9YXz65iyGPKaZaylZzjBjLSKlKCU1ib3zJlGnuFTfNl6lWkTKpybNWlDl8VGkedtosTeM\nT9+arZlrKVEq1iIVSHJKEnvnTaRuXAYRNYpKtZe3SrWIlF+NW7TA77Hicr3nOOveVrmWkqNiLVJB\nJKcmsnf+ROrGZRaX6lkq1SJSITRt2QK/x0aS7mWj5W6Vayk5KtYiFUByagJ7502i3sWl2sfb6lgi\nIqWmacuWl5TrtUtUrsXxVKxFyrmk84nsnT9ZpVpEKrwmrVpS6dERpHvZaLXrOGvfUbkWx1KxFinH\nklIT2DdvEvXOZhKpUi0iQtPWraj06AgyPG20+vE4n7w9i0J7odWxpJxQsRYppxJT49k3f3JRqQ4u\nPlBRpVpEpKhcFy8Lab07jHVvqlyLY6hYi5RDCSnn2Df/xeJSHcBtE2bj6aMDFUVEftGkdUsqPz6q\naFnI3hOse2OGyrX8ZSrWIuXMueQ4fpr/IvUvlOpZKtUiIpfRuGULqj45mjRvN1rtO8Wnr09XuZa/\nRMVapBw5mxDLoXkvUjcui4ia1VSqRUR+R8Pmzaj21GjO+7jR8sBpPn11KgWFBVbHkjJKxVqknIg5\nF82xl6ZSJz6bM7WC6KxSLSJyTUIMg6Cnx5Dq407Ln8+w/pWp5BfkWx1LyiAVa5FyIPpsJGELplEr\nIZszdarTZcIMPLw8rY4lIlJm1G/ShOrPjiXF150WhyLYsPhF8vLzrI4lZYyKtUgZFxUTzqmF06mZ\nmEN4vZp0HT8DD0+VahGRP6p+o0bUem4Cyb7utDgSzcbFk1Wu5Q9RsRYpw8KjThK+aBbBSbmcDqlF\nj/EzcPfwsDqWiEiZVadBCHVHTSapkgctjsayadFEcvJzrY4lZYSKtUgZFXbGJGbRHKon53KqYR16\njpuOzc1mdSwRkTKvVr26hDz/Ikl+njQ349i8YALZeTlWx5IyQMVapAw6dvIwCYvnE5iax6nGIfQa\nMxWbTaVaRMRRatSpTcPRU0ms7EXzsHi2LhhPVk6m1bHEyalYi5Qxh8J+IuW1RVQ7n8+ppo3o/cJk\nlWoRkRJQvVYNmoyeRkJlL5qdSGTbggmk56RbHUucmIq1SBly4MhuMl5/hYC0fE41b0rv5yfg6qr/\njUVESkpgzeo0GzOD+Co+GKeS+eKlCaRlpVkdS5yUfiKLlBF7Dn1P7ltv4p9ewOmWLek9YqxKtYhI\nKQgIDqTluBmcq+pL09OpfD1/PMkZyVbHEiekn8oiZcAPB76Gt5dQNaOA8DZt6PXsKJVqEZFSVDUw\ngDbjZ3I2wI/GEWnsmjeRxPOJVscSJ6OfzCJO7uvd23BfupzKmYWEt21H72dGqlSLiFigckBV2k2Y\nTUxgFRpEZ7B/7kTiks5aHUuciH46izixnd9uwu/d1fhlFRLRoSO9n3zG6kgiIhVapSqV6DhpDpHB\nAdSLy+LI/ClEn4u0OpY4CRVrEScVuuMTqq36EO+cQqJu60LPRx+zOpKIiABevt7cNnE2Z2pVp3Z8\nNidfms7pqJNWxxInoGIt4oQ2fr6Kmh+sxyPPztkefej+wINWRxIRkYt4envSdeJMwuvVokZSLjEv\nz8E8fdjqWGIxFWsRJ2K321m3bgkh60KxFdhJ6DeYLvfea3UsERG5DHcPd3qMn87phiEEpeSR/Ooi\nfjL3WB1LLKRiLeIk7HY7H334Kk03fYuL3YXUoX/jtmHDrI4lIiJXYXOz0XPsZE4bTQk4n0/OG2+w\n++C3VscSi6hYiziBQnshH7w3j9ah+yh0cSH7b/fTcUA/q2OJiMg1sLm60mvUWMJbtaFqegGuS5by\n1d5tVscSC6hYi1gsrzCfNctncv2XR8mzucI/HqVdj65WxxIRkT/A1dWVXs+O4Ey7DvhlFuK3fDXb\nvvvM6lhSylSsRSyUU5DLx29P5YbvTpLlYcPzn8/S6taOVscSEZE/wcXFhV5PPEnUTZ3wzS4kaNVa\nNnyxxupYUopUrEUskpGbwbrXJ9FuTyTpnm5UeXw0TdtfZ3UsERH5i7r/62Fiu/TCK8dO/TWb+eTz\nZdjtdqtjSSlQsRaxQEpWKptem0Tbn+M47+1B9efG06B1M6tjiYiIg3T5+/8R32sQ7vl2jHVf8eHa\n1yi0F1odS0qYirVIKYtLi+eLlydx3ZEkUny8qDtqMnWaNLQ6loiIONhtf7uDtCH34mJ3ofXmvaxZ\nPZ/8wnyrY0kJUrEWKUWnE06zd+GLtDh5noTKlWg8bjrBIXWsjiUiIiWkw8A+5N37MPmurrTbeZQ1\ny6eTnZ9tdSwpISrWIqXkYORBTi6aQ+PITM4G+NNm0iwCagZZHUtERErYdd1uw/PhZ8nysNHh+zOs\nfXMy53PTrI4lJUDFWqQUfHv8W5Jee4V6cTnEBNfgxhdnUcm/stWxRESklDTtcB3+T44lzcuDGw6c\nY/Ork4hLP2d1LHEwFWuREvbx15/g8tYyaibmEVW3Abe+OA0vX2+rY4mISCmr37IJdUZOJsXHm+uP\npvDdq1M5nXzG6ljiQCrWIiWk0F7IR9+swvuN/xKYWkBUk1Z0mTgRdw8Pq6OJiIhFghvWocn46ST4\n+dHyZAZHXpnNodjDVscSB1GxFikB+YX5vBf6Fo3e306VjEJirr+ZrqNHYrPZrI4mIiIW868RSJvJ\nM4jzr0aTyGxiX1/Md6e/tzqWOICKtYiDZeRlsuyz+bRduwvf7EJSuvWn61OP4uqq/91ERKRIJf8q\ntJ8yg5jqtah/Npfct5by2cHPdCGZMk4/6UUc6FxmAu9+NItbPzdxz7eT2udOBjz3sNWxRETECXn7\nenPrlClE12lErYR8At/9lBXfLiWvIM/qaPInqViLOMiJlNN8/N/ZdN8RhYvdhdzbH6TDXQOtjiUi\nIk7M3cODzhPHE9P4egJTC2j9wXe8tXURabnpVkeTP0HFWsQBfozZw9fvLaDH94nk2dxw+8dTtOnf\nxepYIiJSBtjcbHR+4Rni2nXFL7OQzuuP8s76uZzN0On4yhqnLtaGYfQ1DOOYYRhhhmGMsTqPyK8V\nFBawNmwD4auWcuuBdNI9vKn61Bia3naD1dFERKQMcXV1pdMTD5DS4w48cu303hrJ+5/M43CiaXU0\n+QOctlgbhmEDXgP6Ai2Aew3DaG5tKpH/Sc/L4N97l+D+3/W0NbNI9qlC3TGTqNeqidXRRESkjLrx\n3kHk3vkQ2F3p+1UCX37yGp+f3kahvdDqaHINnLZYAzcCJ0zTDDdNMw94HxhicSYRACLTolnwzSJa\nrNtL04gc4qvUoPmLUwmqX8vqaCIiUsa16dsZj4eeJcfmQc8f04hbv5Y3f1pOZl6m1dHkdzhzsa4N\nRF50O6r4PhHL2O12voj8ln9/9Qo9N4ZTNy6PuODG3DDtRSpXq2p1PBERKSeadLyOas+OJc3Dl1t+\nziBoyx7m/biYiLQoq6PJVThzsdaJHMWppOWm8+bP7xK692Pu2JJAUEo+Zxu15Zap43SJchERcbg6\nzRtSb9wkknyqcV1YFh22h7Pox9fYEr5DS0OclJvVAa4iGqh70e26FM1aX1FQkF+JBqpINJb/Y7fb\n+SFqH8v3fYBXVCJ3f3Ee79wCUjv24vYxj1zThV80no6l8XQsjafjaCwdS+NZNAa1X53HF8+/SJPI\nKHy2J/NZ/ibM82E8ddP9BFcK+kP7kpLl4qxX+DEMww0wgR5ADLALuNc0zaNXeIo9Pj6ttOKVa0FB\nfmgsi8RnJvLB8XUcSTJpFJ1Hn69TsRXaSetxOx3uHXxN+9B4OpbG07E0no6jsXQsjeelsjOz2fX/\n7d15eBXl2cfxb1YCJGHfIRASeAAlgiAuUEFwQ8CtrrWL61v3pYoKVhGkVeve3Vrxfd2obdXSoohb\nRVRAQBBUuCHsW4AAYUnIft4/ZtKmaVidZHKS3+e6uC7OmTPh5nedzLnPM8888/MnaZ+zgp0pSfxt\neFOKUpIYmX46I7qcSlxs3EH3V57BadMmJeZA2+rsVBAzKwVuBmYC3wCvHaSpFglUSXkpM9Z8wM8+\nf4JvdhqnZDfinFm7IBJD8UVXHXZTLSIiEoSkJkkMfvAecnoMpOXeQi6dsY/2O8uZtmoGD89/muy8\nNWGXKNThEeujoBHrgDT0b7W2M5vXVrzJ1oLtpCYkc9q8BLotNwrik0i5+iYyBvU9op/X0PMMmvIM\nlvIMjrIMlvKsXiQSYe6UP9NyzgxKY+JYemYWn7TaTIQIJ7UfyPmZ55CSmPxf+ynP4BxsxLouz7EW\nqVX5JQW8vvIfzMtZSAwxnNrmBDq8tpz2OUZeUgvS7vgJ7TO6HPoHiYiI1JCYmBhOvuZSFrdrS8K0\nl+k3czHthpzK3D67mZuzgCW5X3NexkhO6TiI2Jg6OzGh3lLiIsDynSuZPO8J5uUspEtKJ27s+gPS\npiygfc4qtjfvRO9JE9RUi4hIndFv9Gk0uvY2CuMb0emTWQyZ3YjvZoymPFLOVHuDZxY9y+4ijVDX\nNjXW0uAt27mC3345hYKSAs7tfjZXND2HgieepdXereR07sMJkyeQ0lJrVIuISN2SeWIW7caOJy+p\nOczfs/QAACAASURBVO2WzSPxudncm3Uzx7U5luy8NTy96Hfk66YytUqNtTRo5ZFy3lg5nfJIOTf1\nu5Zu61PY9fRjpBbvZdtxQxnywF0kJiWGXaaIiEi1OmSk0Wvig2xv1om2OSvJfugpLml7DiO6nMq2\nglz+ZG+EXWKDosZaGrRF25ayOT+HQe2PZ98HKyh/8XcklJey54yLGHLLVYe1RrWIiEiYUls154TJ\n95PTqTet9uSQPWkSJ5b3Ji2lM4u2LWVL/tawS2ww1DVIg1UeKeftte8TSwxpH+wi+Z3XKI2Nhyt+\nzMBLR4ddnoiIyGFLbJzE4Alj2XrsEFKL9rDjyUcZtKMTESLMXPvPsMtrMNRYS4M1P2cRubtzGPNx\nKR2/nMvexBSa3zqW3qedGHZpIiIiRywuNpbv3H4tu0//LgllpbT/63ROWBXHgq2LyNm3PezyGgQ1\n1tIgbSvYzvTFr3PR+3l027iD3GYdyJjwIF2O7RF2aSIiIt/KCZeNIeZHN1Ec14hT5m3h1AV7eG7e\nK5SVl4VdWr2ndaylwSkoKeDVd3/LBR/kkLy/nJy0vpw09mYSGzcKuzQREZFA9PrOALZ0bMP6p5+i\n34pdrNszj9fLUri438XExBzw/ibyLWnEWhqUgpICXv3Tw5wxYw1N95eTe+KZDPnpHWqqRUSk3umQ\nkcYxkyaR07orXXOKSXtpJm9+9ifq0V236xw11tJg7C3axz9+O4FTZ20gQixFF17FKdd9Tyt/iIhI\nvZXcIoVTJt/P1mMG0nJPGRmvvMub059Tc11D1FFIg7BlxxZmP3Iv/ZduZ0/jRFJuvIesc4aGXZaI\niEiNi4+P58Kfj2PraSNJLInQ+++f8ZcXHtac6xqgxlrqvaXLF5H9yAQyN+wjp2Uq3cdPputxLuyy\nREREatV3rriUou9dQ3FCLP0+W8H0x+8lf/++sMuqV9RYS702671plP3qV7TbVczarl04aeJjtOzQ\nNuyyREREQtHvtO/Q/LZx7EhpRO8V2/l80lg2bFgTdln1hhprqZfKysqY/senaPvnN2lUXM6ak0/i\n9Psm6iJFERFp8Lq6HhzzwC9Y26klnbbvZ9svJjP/U91EJghqrKXe2bdvL+8+fC89535JUWIseZdd\nylnXXK+LFEVERHypLZox/IHHWNGvN8n7y2j6f//HzFeeC7usqKdOQ+qVVSuXs2jiXWSs3c7WFkk0\nu+NeTh4xMuyyRERE6pz4uDhG33wPm84bRWlcDOn//JS3f3E/xcWFYZcWtdRYS73xyftvsffpX9Bu\nVxHZ3dpy/ITHSc/sGXZZIiIiddrwMRcTe8Mt7EhNIHPFBj574E42bVwfdllRSY21RL2ysjLeeu4p\nWr/2FxoVl7Pi5OM5a9zDNE1ODrs0ERGRqHBs1vH0uO/nrOnUnI65+eQ8OpHPP/kw7LKijhpriWo7\nduTy/kNj6THvSwoTY9lx2cWMvuZW4uLiwi5NREQkqrRu1YbhDzyO9etF8v4ykl98kbemPENZmda7\nPlxqrCVqLV4wh+yHxpG+cSdbWjWm+V3jGTJiVNhliYiIRK2EuHjG3Hwvmy84j+KEWHp8toj3J99N\n3q5dYZcWFdRYS1Sa8fKzJD73LC32lWC90zhx4pN0S88MuywREZF64bRRF5Byxz1sadWY9A07sEl3\n89UX88Muq85TYy1RZe+ePbz9s3vI+GgOZbExrBt1JmPunERSUuOwSxMREalXMjIdgyY+gbkutNhb\nQsyzv+XdqVPCLqtOU2MtUWP5V4tZOvEuMtdsZVvzRiTccgdnXPC9sMsSERGptxonNWHM2IdYffZw\nymOh2wcf8/bD48jP163Qq6PGWqLCu6/9LyW/fobWu4tZmdGe/hMfp1efrLDLEhERaRDOvuiHcOMt\nbG+eSOaqLSyecCdfL/ki7LLqHDXWUqfl5eUxY/LddHvvI2KA7NMGM2rcIzRtmhJ2aSIiIg1K377H\n0/eBx1nZvT1t8orgN7/inZeepby8POzS6gw11lJnLZw7G3twLBlrt7GteSO44WbOueK6sMsSERFp\nsFJTUxk1/hHWnDGM8ljoPmsO7z00lh25uWGXVieosZY6p6ysjOl/eIrGU56nxb4SVvTqwvGTnuLY\n4waEXZqIiIgAZ116JYm33UVOS2/VkNWT7mXBxx+EXVbo1FhLnbJx43r+OeEOen7+JcUJsWw8fxSj\n73qIJk2ahF2aiIiIVOJ6HcOgSU+x/Nh0UgtKSX7pJd76zS8oKS0Ju7TQqLGWOuOj6X9l+yMPkpaz\nhw1tk2lx908ZPvrisMsSERGRA0hKSuLc2yew5eLzyU+Ko8eib/jk/ttZvcrCLi0UaqwldHl5u3j7\n4XF0/Nt0korLsQF9OHXSU3Tt2j3s0kREROQwDDvrfNqPe5C1HZvRaXs++Y8/wsypzze4CxvVWEuo\n5nw0k5UTxpK5agu5zRLJv/oaxtxwNwnxCWGXJiIiIkegU8cujJjwJCsHn0BMBNI/mM37E+8kZ/Om\nsEurNfFhFyAN0/6CfD74/eNkLltDTASsd1eGX3+XltETERGJYnFxcYy66iaWnbiEzS/+jm6bdpHz\ns/tZfuZIhp1X/6d3asRaat3i+Z+x6P476PnNGvY2iSf3e5cy5s6JaqpFRETqid59shj80C9ZPqAP\niSXldPzHW8yYfE+9X5ZPI9ZSa/bvL+CDPz5NxtIVNCmHld3bc9KPx9KqVauwSxMREZGAJSQkcO4N\nd/PF/M8oeO3/yFi7lTWT7uGrkaMZOvKCsMurEWqspVZ8/smHlL3xJ3ruKWZfUhx5Z57FqHMvCbss\nERERqWHHn3AK+/v2471nn6DnV6tIfX0aMxbOYeB1d9CmXYewywuUGmupUbt35zH7uSfJtPXERmBl\nRnsGXXsnx7dpE3ZpIiIiUksaJzXh3NvuZ8Gcjyl8/RUy1m5j06T7WDLsNIZf9H1iYmLCLjEQaqyl\nxsye+XeS3v47PfNLyUuOp/Cc8xh15piwyxIREZGQDDz5VAr7D+LdKc+Q+eUyusz8gA+WLKTnNbeS\n1i36l9lVYy2B27xpA1++8Csy1m6jPMZb8WPodT8hNbVZ2KWJiIhIyJKSkjj3xntYumQhW6c+T9qW\nPHY/+hBvDTqeM39wfVQvuavGWgJTUlrCey89S+f5C8kojrC9WSIJF17OmMGnhV2aiIiI1DF9swZQ\n0ieLmS/9nq6ff0GPTxcy95tbaHz+5QwcPDTs8o6KGmsJxILPZrH/zalk7iqkKD6GFYOyOONHN9Ko\nUVLYpYmIiEgdlRCfwOirbmHtsFUse/G3ZGzYQeSFF3h79kxOuOpW2rRrH3aJRyS0xto59xgwGigG\nVgFXmdluf9s44GqgDLjVzN4Nq045uO3bcvh8yi/JzN5MKrAqrRW9f3Ajo9Mzwi5NREREokS39Ay6\nTXiCWe9Mo9HM6WRmb2bTxPEsPPlETr/8auKjZHpImDeIeRc4xsyOA1YA4wCcc32AS4E+wNnAb51z\nupFNHVNUVMhbzz/D5gfH0yN7M7tSEthy8QWMfOAJuqmpFhERkaMw9OzzyPrZMywf0Jv48gjdZ83h\ns/G3MHfWe2GXdlhCG7E2s8oJzQO+6//9PGCqmZUAa51z2cAgYG4tlyjViEQifDT9rzT+8F167C2h\nKD4GO743I668hSZNmoRdnoiIiES5Jk2acO4N95C90lj1yu9J37gLXnqFmR+9Q+bl15LRs3fYJR5Q\nXZljfTUw1f97R/6zid4IdKr1iuS/fLlwLrlvvEyXrfsoj/HWpM76/g2M6dI17NJERESknsns4ch8\n8Ck+eX8GkZnTSN+wg6LHH+WtXt05+Uc30bIO3rm5Rhtr59x7QHWzzseb2T/819wHFJvZqwf5UZGa\nqE8Oz9pVK/nmtefpviaHLhHY0DaZlhdewaiBJ4ddmoiIiNRzQ04fScmw03nvz/9Luzlz6fHNatY/\nMJY5A/ox/PJrady47pwxj4lEwutZnXNXAtcBI8ys0H/uXgAze8R//A4wwczmHeLHqfkO2Lq1a/no\n97+km60jvhx2piRQOvIczr3sCuLi4sIuT0RERBqYHTt38vdfP0G3L43E0gi7m8azd8hgLrz2BhIS\na+0CxwPeJjK0xto5dzbwBDDUzHIrPd8HeBVvXnUn4H0g08wOVWhk+/a9NVVugxIpy+etXz1Jt+Wr\nSSyNsKdJHNtOOIERl1yp5fOOQps2Kei9GRzlGSzlGRxlGSzlGaz6luf6dWtZ8tpzdM/e9K/Bv/zB\nQxl2/mXExdfsTOc2bVLqZGO9EkgEdvpPzTGzG/1t4/HmXZcCt5nZzMP4kWqsv6Xt23KY99oU0pat\nJKk4Qn5SLJv6ZTH88uto0rRp2OVFrfp2MAub8gyW8gyOsgyW8gxWfc1zhS1j5V9fIGPtNmIjsL15\nIwoHD2PomItqbIm+OtlY1wA11kdp48b1LP7zFLquWEej0giFiTGsO7YX3/nej2nevHnY5UW9+now\nC4vyDJbyDI6yDJbyDFZ9z3PpkoVs/NsrdF+/kxhgR2oiewedxGkXfp+ExMRA/62DNdZ1ZVUQCcHq\n7OUse/0l0ldvomcZ5CfFsva4Poy+/mayYhqHXZ6IiIjIYembNYC+WQP4cuHnbH77z6Svz6XV+x+z\neM5n5Pbrz9BLrqyVs+9qrBuYSCTCvFnvs/ujGXTdtJMeEdjTJI6c445j6CVX0T8lpd5/qxUREZH6\n6bgBgzhuwCCWLVvKimmv0n31Fpp9Oh9buJBNLpN+F1xB5841t0ywGusGonD/fmb97VWafjGftrsK\naQnkNkskr/8ATrvoBwxMqjtL1YiIiIh8G71796V374dZvWYVX7/xIt2y19PzyxXsWTqBd7q0od3p\nY+h/8qmB/7tqrOu5lcu/xt55g07Za0gvLCcCrO3YjKQhIxg8YpSWzRMREZF6q3t6Bt3vnMjOnTv4\n9M2XafPVV3Rftx2en8LHb05lf/+BDBlzMU2TUwP599RY10MF+fl8+tZfiFu8gM7b9tETKEqIwVxn\neoy6hDP7ZIVdooiIiEitadmyFWOuuY2S0hI+fudvlM/9mK45e+GD2az++BM2dO1Ah2Ej6XfiEGJi\nDnht4iGpsa4nSkpLWPDxh+z8fBad12+ha7G32svm1k0oOPY4Thl9MX2btwy5ShEREZHwJMQnMGL0\nxTD6Yr5eupjV702j0+p1ZGZvhuznmfOXl9nletL3jPNIS8884p+vxjqKlZWVsWjubHLmfEjHdZto\ntb+MVnire1jvNLqNGMOwfgPDLlNERESkzjmmbz+O6duPwsJCZr/zNyJfzKHLlt20/nwp+z9fyket\nm1DQszf9zjqfjp26HNbPVGMdZQry85n/0Uz2fbWQdptySC0oIxUoTIghO70tjfufxMnDz6F/ku6Q\nKCIiInIoSUlJnHH+ZXD+ZWzcsJbF704jeaXRIbeAmNyF7JmzEGvdlPz0DHoOOYM2Q0854M+qN431\n1BuvoTgtna4Dh9Dr2H715qK8srIyVi5byuoFn5KweiUdt+6mQ5k3zaMoIYZVaa1IyBrIyWeMJqtp\nSsjVioiIiESvzl260fma2wBYlW18/eF0mmdn02l7PmxfAp8vgYbQWKdtyoNNi2DOIr5MimNbuxZE\n0jLoeEw/+mQNCPyuOzWlpLSEFV8vYf2iecSuX0WbbXkkF5ZRMctnZ0oCuZ3ak5p1Aiecejp9tUye\niIiISOAyMh0ZmQ6AdWtW89Wsd0hYtZzBB9mn3jTWTSaMZ/EH7xG/bhXtt+XRfV0urMuF2fOw+Bhy\nmzdmX5s2NOqSTtvuvXB9skhqEm5TWrh/P9nLv2LLyq8pWr+G5NxcWuUV0Kg0Qob/mvykWFZ3aUFp\nl3S6DRzCoGP7ERsbG2rdIiIiIg1J1/TudE2/8ZCvqzeNdf/jB9C5S08ASspKWbJwHlu+/oKYzRto\nsSPPnyezDpatAz5ibQzsbprAnmZNKUppRkzzljRu045WHdPomJZBy1atiIv/dvGUlZWxfWsOm9ev\nJm/rJvbv2EZk104a7d5F6p4CmuWXkBiBivv/RICdqQlsbNGMso5pdDn+JLKyBtSbaS0iIiIi9Vm9\naawrS4iLZ8CgwTDo34P1ubm5fLXwM/auyyY2dyvJu/fQYk8hLTblAXnAun+9dhewIwaKEmIpTIyj\nKDGe0oR4ymJjicTGUh4XRyQuFsojxEbKiSkvJ6Y8QmxZGYnFJSSWlNGouIxGJeXERSAZ709lhYkx\nbG3ZmH2pKZS3akOzjN706X8SrnXrWkhIRERERIJWLxvr6rRu3ZphZ537H8+VlZWxYcNaNq/NZk/O\nJop3bid2Tx6JBQUkFhWTVFxKUnEZzfJLiI0c3r9TGgtFibEUNopjT3IjCpMSKW6aTHlKKgktWpPc\ntgNpPXqT0SlNI9EiIiIi9UiDaayrExcXR7duGXTrlnHQ15WUllJQUEDh/gIKi/ZTtH8/JSXFxMXF\nEZ+QSEJCIomJCTRu0pSU5FQ1zCIiIiINUINurA9XQnw8zVJTaZYazH3kRURERKT+0fISIiIiIiIB\nUGMtIiIiIhIANdYiIiIiIgFQYy0iIiIiEgA11iIiIiIiAVBjLSIiIiISADXWIiIiIiIBUGMtIiIi\nIhIANdYiIiIiIgFQYy0iIiIiEgA11iIiIiIiAVBjLSIiIiISADXWIiIiIiIBUGMtIiIiIhIANdYi\nIiIiIgFQYy0iIiIiEgA11iIiIiIiAVBjLSIiIiISADXWIiIiIiIBUGMtIiIiIhIANdYiIiIiIgFQ\nYy0iIiIiEgA11iIiIiIiAVBjLSIiIiISADXWIiIiIiIBUGMtIiIiIhKA+LALcM7dCTwGtDaznf5z\n44CrgTLgVjN7N8QSRUREREQOKdQRa+dcF+AMYF2l5/oAlwJ9gLOB3zrnNLIuIiIiInVa2A3rk8Dd\nVZ47D5hqZiVmthbIBgbVdmEiIiIiIkcitMbaOXcesNHMllTZ1BHYWOnxRqBTrRUmIiIiInIUanSO\ntXPuPaB9NZvuA8YBZ1Z6LuYgPypyGP9cTJs2KUdQnRyMsgyW8gyW8gyW8gyOsgyW8gyW8qx5NdpY\nm9kZ1T3vnDsWSAe+dM4BdAYWOudOBDYBXSq9vLP/nIiIiIhInRUTiRzOYHDNcs6tAQaY2U7/4sVX\n8eZVdwLeBzLNLPxCRUREREQOIOyLFyv8q2k2s2+APwPfADOAG9VUi4iIiEhdVydGrEVEREREol1d\nGbEWEREREYlqaqxFRERERAIQdY217sIYLOUZLOUZHGUpInLkdOwM1pHmWaPL7QXFOZcMXAW8DWwB\nCpxzMbqo8egoz2Apz+Aoy2A55xLNrDjsOuoL5Rks5RkcHTuD9W3yrPMXLzrnhgO/A74CcoFiM7sl\n3Kqil/IMlvIMjrIMlnPuduBKYBow38ym64P26CnPYCnP4OjYGaxvm2c0nC7oCEw1s+8C9wODnXPX\ngE53HCXlGSzlGRxlGRDn3AjgcrwRFwMmOudONLOIsjxyyjNYyjNwOnYG61vlWecCd86lOeeOr/RU\nLyAfwMy2AfcAD/mPy2u/wuiiPIOlPIOjLIPlnEuo9LA18LaZLTKzV4EXgd+DsjxcyjNYyjM4OnYG\nK+g861Rj7ZybDHwKPOqce8w51xzvJjE3VLzGzN4DFjjn7g+pzKihPIOlPIOjLIPjnEtwzj0JPOaP\nBAKUAsMqXmNmzwAJzrmr/H1iar3QKKE8g6U8g6VjZ7BqIs8601g751oDPYFM4BK8X7wJZvYpsMw5\n9/NKL58CtKvyDVgqUZ7BUp7BUZbB8U9L/gZvBPALYJxz7sdm9jrQ1jl3RaWX/xS4CEDzWKunPIOl\nPIOlY2ewairPOtNYAyXASUAbM9uFd1tznHM/AP4HuMI5d6r/WgdsMrOSUCqNDsozWMozOMoyOM2A\nLODHZvYi8ATQzzk3FLgJ+LlzrpH/2s14HxZxmnd5QMozWMozWDp2BqtG8gztzVtxqsf/JYoxs914\n/6mKb7BLgTnAycBWYCLwPefcx/5r5td+1XWX8gyW8gyOsgxG1dPjzrlY/8NgHd5FYOCd0lwAXGZm\nHwHvAr90zl2MN08w2czKNO9SeQZNeQZPx85g1Vaetd5YO+eud871A1IA/F+iitM+s4Gezrm+ZlYK\nrMa7OjPZzKYAdwCPmlmWmb1f27XXRcozWMozOMoycP86XvtNS7k/sjcNGOCca2tme4AlQKlzLh24\nG5iOtwLD12Z2fRiF11HKM1jKMyA6dgartvOstXWsnXPHAK8AG/0/SWZ2pb/tJeCXeKeCfgRkmFnF\n0iazgevMbHmtFBollGewlGdwlGWwnHPfA+7E+wCYY2av+c+PAVYCBcCtwHYze9TfNge4w8zm+o8T\ndErYozyDpTyDo2NnsMLKszZHrNvi/dKNBu4CWjvnHvO33W1m881sE/A80MM59wfn3Dy8O95sqcU6\no4XyDJbyDI6yDIhzrjde0/IT4APgRr+RAWgOxOB9MEwHznXOXeCcy8RrZkorfo6aFo/yDJbyDJyO\nncEKJc8aG7F23pIlPYFFZlbinLse6GNmt/rb04FFwDFmtqni1JG/rQ3QD+jgX/DQ4CnPYCnP4CjL\nYFXJZxhwYaUsRwJ/NLNO1ex3LnABcArwtJn9rvaqrruUZ7CUZ3B07AxWXcmzRhpr59z/AJPxJnrn\nAvf5mxbg/Yd2+K97CmhpZj/yH18LvGNmGwMvKoopz2Apz+Aoy2A55yYA7YB/mtlfnHMD8BqV/pVe\n8w6w2MzurfRcxZzWRkCJ6eIvQHkGTXkGR8fOYNWlPAOfCuKca4x3ReV3zGwUsB4YB+wFXgX+UOnl\nLwFx/rcMgCK85U/EpzyDpTyDoyyD5Zz7Kd5o3jvALc65u8xsIbDZeTcxqDAWONU518zf7xHgMgAz\nK1LT4lGewVKewdGxM1h1Lc/AG2sz24/3H2zrP/USsAPvLjZ3A8c5b2kdgAxgl5nl+fu+ZGZbg64p\nminPYCnP4CjL4Djn4oHvAGPN7O/A/UBH591A4wbgBudcZ//lO/FWVqjwc/NuCy0+5Rks5RksHTuD\nVdfyDKyxdv+5qPsU4DwAM1sBfAZ0A1oBtwAjnHPv4917fV5QNdQnzrl45fnt+B8GFX/X+zMgyjJY\nzrl485Z5+hpv2THw1vv9DBgB7AKeBh533oVh9wGd8C4Aw7wlzMSnPIOlPIPjnIvVsTM4dfWz6Kgb\na+fcD51zQyuG0+0/F3X/BGjunDvdf7wC75tECzObgfeffAwYYGYvH3359Ydz7krn3CjnXBqAmZUq\nz6PnnLsdmOqcywK9P78N59z3nXODK07tKstvxzmXVOnvcX7TAt4p9k7OuWP855bijf71BX4O/C9w\nJlCOd4MNnQ4GnHMDnXMpFY+V57fjnOvgnIvz/x6vPI+ec85Vfmxm5Tp2Hr1o6TuP6OJF5921pgPe\nnJVyIBtIBm4zs+3OW8bkc7y7KX0f79TR982s1Dn3NvC4mX0Y8P8hqjnnhgCPAPl4IwJdgGvMbI9z\n7mHgC5TnYXPOJeLdLWkgcK8/B7Bim/I8As657nin1HbjXUndCe9UsH7Xj4Jz7izgdrz1VGebf+W5\nc+4kIAlYiLd0WWMzu8ffNg14reJUutN6v//if4A+iNfg3WVm+f7zg4AmKM8jUinPbXhrTv/Yf17v\nzyPkvJuRTAOKgTPNbE2lbfocOgLR2Hce9oi1/wsTwbtzzSYzGw7ciPeNtWJi+KNm9hfzbhP5KhAB\n/uScm4EXxIpAq49i/imMBGAk8JSZnQX8Hm/txEL/ZY8pz8PjZwkQhzeCcpmZLawYZfU9rjwPrVKW\nfYBZZnaOmd2Hd1B7xt+m3/XD4JyL8ad13YM3qvdr4J/A2c658/2XpQAxZrYXb73fY51zP3HOtQAS\n8L7YAFrv188zzjl3E/Ay8Gszu6GiqfY1Q3keEedcH7wBnqfx5qWmOedG+Jv1/jxMFSP9eJ9BDwNz\ngfOctxpKhV/o2Hl4orXvPOSItf9GeRRIBF7HW/T9PDO7utL2zcAlZjar8qkjf/TwJKCXmf2h2n+g\ngamUZxLwGvC5mRX5257Hu+r6If/5bOV5cFXen/8AFgPj8b6kXAWcCKzBWxLqM/ef61Yqz0oqZdkI\nr2k5B8g0syv87ffgjWgNN7M5em8enD/3L8bMyvy5pwvMbIU/beEBYL6Z/dk5F2P/vr1uxWjX7cDx\nwDQzuz+U/0AdUyXPK4EsvA/Vrc65c4A5wL6qzZ3yrF7F3FTzlsH7IXCymd3gnEvFm696O7DNzIqr\n7Kc8q/CPnZOBeOAtYLmZ5TjnTsb7Qv0TM1t0gH117Kwi2vvOgzbW/i/eb4BUvPlVlwKz8K6yHGFm\nS/zX3QBcambD/McXAJvNTBPuK6mS5wy822hOw/vmdTEwCO/uVcOA3mY20t9PeVajmjyvAN7DuwnB\nh0BT4GfAdXg3MTjJ3095VlEly5nAd/Eu/hiPt3xWItALKAO6m9kYfz9lWQ3n3NV4770XzGy8c64J\n3pmoOPNuXDAVeM/MplTZL9WfBpbov3Z/7Vdf91STZ1vgZqA/kAkY3rJZK83sp5X2U57VqCbPXsBT\neNOUzgLWAhuAiJl9v9J+yrMK59xQvDN5c/Cmy/wP3pS5Wf72p/DO9k02s10VX6R17Kxefeg7DzUV\nJAXvTjTXm9lLwLN4w+w5wBPwr28ObwLbnXPd/P0igK4E/m+V83wZL8NewLlm9oqZ3WbeUkaTgQTn\n3LH+fsqzelXz/A3emYB8vObazGyXmf0CSHbenb9AeVancpYvAn/0n38D2A+chjff+jfAOvfvi8WU\nZRXOuWS8q9MfBUY65zLNrMC8C5dK/KakEd6NDCrvdwtwE4CZFatp8VSTZ08z24a3MsU64HIzOx/v\nuDnGOdfX3+8mlOd/qSZPZ2bLgQvxzu5NNrNTgWvwpiyd4u93M8qzOhHgCX9K0h/xpn+cXWn7U91h\ngwAAA+ZJREFUE3jX/PTxH1dMT4xFx87qRH3fedDG2p+zshbvlDp43xq24Y0OZjnvTjflQGeg1MzW\n+vv9zcyW1VDNUauaPD/B+4Y73DnXvtJLHd7IwTJ/P+VZjWry/Bgvt6/xFoZv6pzr5LxVGJYB3/j7\nKc8qDvC7vhWvqZ5hZt/1RwL6A0X+fEtlWQ0z2wfcYmZP443+T4J/XYQD0AJoYmZL/ffnRf7zfzSz\nh2u/4rrtQHninZ0ab2aL/cfL8S6yrch5ivL8b9Xk+aC/qQQYjXdxGGZWCPwJaOlvf155Vms+8JdK\n86vn4F3rU7GqykbgOeAe59xbePPYMbPXdez8b/Wh7zycixffAPo55zqYtx7lCrx1Kx/A+1bxD2Aq\n3lWucmiV89yHt5B+Ed4yRunOufuA3wELzawszEKjRNX3pwF5eCOrCXinN+cBK8wsO7wyo0LVLJfi\nvTe7OedaOecewrsgZ06YRUYDM1vv//VpoIdz7qxK86jT8ZaFuh1vPmZ7fx+NAB5AlTwz/DzL8c5O\nVbgbb1Wljf4+yvMAquSZ6Zw7x5+j+hbwlHOul3NuPN4KCxUDEsqzGma238wKK31en8W/34MVSxUe\ng7dQwZdmdmXtVxl1orrvPJzG+hO8+65fCWBmc4ExeI3fjXhD86eZ2WM1VWQ9UzXPhXhzqyN4a4D2\nAMaY2a/CKjDKVM1zHt4BbJX/nnwUOMu8VS3k4A703ozFu1tVPN6Fi38Nq8BoY2Y5eNNqKr//TsI7\nNVwxDezXYdQWjarmad6FjKOdcx/jNS8/NLOdYdYYTSrlOc5//DO8lT/uxVvZYrSZrQ6vwujhvNV/\n4oB2wNv+c72dcwPwvgD2MLPxYdYYRaK67zysdaz9OVaPAr/CO+3xPN4puLk1W179VE2eLwC3Al/Z\nvxc7l8NUTZ5/BH5qZhpZPULVZDkFuNPM6uTIQF1X6UKl1/HmCO4ANgHLzOzjcKuLPlXy3ALsw1sJ\naIXeo0euSp5b8S6wnQos9aeCyBHwpx0+hzf/9xq83/mx+rJ35KK57zzsG8T4yxldjHc/9l9rlOXb\nUZ7BUp7BUZbB8lcEmQn0Bh4ys2cOsYschPIMVpU8J5nZL0MuKWr5y+tV3O79BTN7PuSSolq0fhYd\n6Z0XE4Eyzf0NhvIMlvIMjrIMjnPuTiANuNv8Nevl6CnPYCnP4DjnOgM/xLsZWfGhXi+HFo2fRUfU\nWIuIyJFxlW5KJN+e8gyW8hQJlhprEREREZEAHM6qICIiIiIicghqrEVEREREAqDGWkREREQkAGqs\nRUREREQCoMZaRERERCQAaqxFRERERAKgxlpEREREJAD/D6Kva3dkDP6JAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pyephemout = pvlib.solarposition.pyephem(times, golden)\n", "ephemout = pvlib.solarposition.ephemeris(times, golden)\n", "\n", "pyephemout['elevation'].plot(label='pyephem')\n", "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", "ephemout['elevation'].plot(label='ephem')\n", "plt.legend(ncol=2)\n", "plt.title('elevation')\n", "\n", "print('pyephem')\n", "print(pyephemout.head())\n", "print('ephem')\n", "print(ephemout.head())" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyephem\n", " apparent_elevation apparent_azimuth elevation \\\n", "2014-06-23 00:00:00+02:00 -12.598822 343.918876 -12.598822 \n", "2014-06-23 00:01:00+02:00 -12.640668 344.149982 -12.640668 \n", "2014-06-23 00:02:00+02:00 -12.681923 344.381225 -12.681923 \n", "2014-06-23 00:03:00+02:00 -12.722587 344.612605 -12.722587 \n", "2014-06-23 00:04:00+02:00 -12.762658 344.844121 -12.762658 \n", "\n", " azimuth apparent_zenith zenith \n", "2014-06-23 00:00:00+02:00 343.918876 102.598822 102.598822 \n", "2014-06-23 00:01:00+02:00 344.149982 102.640668 102.640668 \n", "2014-06-23 00:02:00+02:00 344.381225 102.681923 102.681923 \n", "2014-06-23 00:03:00+02:00 344.612605 102.722587 102.722587 \n", "2014-06-23 00:04:00+02:00 344.844121 102.762658 102.762658 \n", "ephem\n", " apparent_elevation elevation azimuth \\\n", "2014-06-23 00:00:00+02:00 -12.593452 -12.593452 343.916041 \n", "2014-06-23 00:01:00+02:00 -12.635306 -12.635306 344.147120 \n", "2014-06-23 00:02:00+02:00 -12.676569 -12.676569 344.378348 \n", "2014-06-23 00:03:00+02:00 -12.717240 -12.717240 344.609723 \n", "2014-06-23 00:04:00+02:00 -12.757320 -12.757320 344.841244 \n", "\n", " apparent_zenith zenith solar_time \n", "2014-06-23 00:00:00+02:00 102.593452 102.593452 22.857453 \n", "2014-06-23 00:01:00+02:00 102.635306 102.635306 22.874117 \n", "2014-06-23 00:02:00+02:00 102.676569 102.676569 22.890781 \n", "2014-06-23 00:03:00+02:00 102.717240 102.717240 22.907446 \n", "2014-06-23 00:04:00+02:00 102.757320 102.757320 22.924110 \n" ] }, { "data": { "image/png": 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gsiu7WR0tYFWrXo3rHr6JL9Z/zs5P95MfVJO1c3awtdYmBo0ZWqE/YllEzh+9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\n76LujwFnA1hrlwPvA52BAuAGYLQxZibOtdcXuFVDU2KMCSrPbyf5YbD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "loc = berlin\n", "\n", "pyephemout = pvlib.solarposition.pyephem(times, loc)\n", "ephemout = pvlib.solarposition.ephemeris(times, loc)\n", "\n", "pyephemout['elevation'].plot(label='pyephem')\n", "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", "ephemout['elevation'].plot(label='ephem')\n", "ephemout['apparent_elevation'].plot(label='ephem apparent')\n", "plt.legend(ncol=2)\n", "plt.title('elevation')\n", "\n", "print('pyephem')\n", "print(pyephemout.head())\n", "print('ephem')\n", "print(ephemout.head())" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-10, 10)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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YrCVJkqQEDNaSJElSAgZrSZIkKQGDtSRJkpSAwVqSJElKwGAtSZIkJWCwliRJ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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pyephemout['elevation'].plot(label='pyephem')\n", "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", "ephemout['elevation'].plot(label='ephem')\n", "ephemout['apparent_elevation'].plot(label='ephem apparent')\n", "plt.legend(ncol=2)\n", "plt.title('elevation')\n", "plt.xlim(pd.Timestamp('2015-06-28 03:00:00+02:00'), pd.Timestamp('2015-06-28 06:00:00+02:00'))\n", "plt.ylim(-10,10)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyephem\n", " apparent_elevation apparent_azimuth elevation \\\n", "2015-03-28 00:00:00+01:00 -34.669825 356.421155 -34.669825 \n", "2015-03-28 00:05:00+01:00 -34.705895 357.939260 -34.705895 \n", "2015-03-28 00:10:00+01:00 -34.721813 359.458321 -34.721813 \n", "2015-03-28 00:15:00+01:00 -34.717561 0.977630 -34.717561 \n", "2015-03-28 00:20:00+01:00 -34.693143 2.496380 -34.693143 \n", "\n", " azimuth apparent_zenith zenith \n", "2015-03-28 00:00:00+01:00 356.421155 124.669825 124.669825 \n", "2015-03-28 00:05:00+01:00 357.939260 124.705895 124.705895 \n", "2015-03-28 00:10:00+01:00 359.458321 124.721813 124.721813 \n", "2015-03-28 00:15:00+01:00 0.977630 124.717561 124.717561 \n", "2015-03-28 00:20:00+01:00 2.496380 124.693143 124.693143 \n", "ephem\n", " apparent_elevation elevation azimuth \\\n", "2015-03-28 00:00:00+01:00 -34.667077 -34.667077 356.419216 \n", "2015-03-28 00:05:00+01:00 -34.703175 -34.703175 357.937292 \n", "2015-03-28 00:10:00+01:00 -34.719120 -34.719120 359.456355 \n", "2015-03-28 00:15:00+01:00 -34.714893 -34.714893 0.975640 \n", "2015-03-28 00:20:00+01:00 -34.690500 -34.690500 2.494378 \n", "\n", " apparent_zenith zenith solar_time \n", "2015-03-28 00:00:00+01:00 124.667077 124.667077 23.803474 \n", "2015-03-28 00:05:00+01:00 124.703175 124.703175 23.886825 \n", "2015-03-28 00:10:00+01:00 124.719120 124.719120 23.970175 \n", "2015-03-28 00:15:00+01:00 124.714893 124.714893 0.053526 \n", "2015-03-28 00:20:00+01:00 124.690500 124.690500 0.136877 \n" ] }, { "data": { "image/png": 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tdsXxzaRHafnAaOrXaWh1PBFxQ5bOWJumWQD0Nk3zIqAt0NswjG7AaGC1aZrR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\ntv0hvGt+2vmPi6YnJqJjZ2nivu/caWPtz1lZindKHbxPDWvxRgcPdt6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bOJ5QMOh1qSKtUlaCtTFmIPAM0JtU2v2NtfZ/G2MeBb4JVKff+iNr7aL0Z34I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\nUzOLhvKMS3nGoyzjMbNyM/sf4LqkJxCgBhiefY2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "loc = berlin\n", "times = pd.DatetimeIndex(start=datetime.date(2015,3,28), end=datetime.date(2015,3,29), freq='5min')\n", "\n", "pyephemout = pvlib.solarposition.pyephem(times, loc)\n", "ephemout = pvlib.solarposition.ephemeris(times, loc)\n", "\n", "pyephemout['elevation'].plot(label='pyephem')\n", "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", "ephemout['elevation'].plot(label='ephem')\n", "plt.legend(ncol=2)\n", "plt.title('elevation')\n", "\n", "plt.figure()\n", "pyephemout['azimuth'].plot(label='pyephem')\n", "ephemout['azimuth'].plot(label='ephem')\n", "plt.legend(ncol=2)\n", "plt.title('azimuth')\n", "\n", "print('pyephem')\n", "print(pyephemout.head())\n", "print('ephem')\n", "print(ephemout.head())" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyephem\n", " apparent_elevation apparent_azimuth elevation \\\n", "2015-03-30 00:00:00+02:00 -31.976429 338.920871 -31.976429 \n", "2015-03-30 00:05:00+02:00 -32.239797 340.360894 -32.239797 \n", "2015-03-30 00:10:00+02:00 -32.485100 341.809413 -32.485100 \n", "2015-03-30 00:15:00+02:00 -32.712074 343.265937 -32.712074 \n", "2015-03-30 00:20:00+02:00 -32.920477 344.729920 -32.920477 \n", "\n", " azimuth apparent_zenith zenith \n", "2015-03-30 00:00:00+02:00 338.920871 121.976429 121.976429 \n", "2015-03-30 00:05:00+02:00 340.360894 122.239797 122.239797 \n", "2015-03-30 00:10:00+02:00 341.809413 122.485100 122.485100 \n", "2015-03-30 00:15:00+02:00 343.265937 122.712074 122.712074 \n", "2015-03-30 00:20:00+02:00 344.729920 122.920477 122.920477 \n", "ephem\n", " apparent_elevation elevation azimuth \\\n", "2015-03-30 00:00:00+02:00 -31.973191 -31.973191 338.919052 \n", "2015-03-30 00:05:00+02:00 -32.236587 -32.236587 340.359056 \n", "2015-03-30 00:10:00+02:00 -32.481918 -32.481918 341.807546 \n", "2015-03-30 00:15:00+02:00 -32.708921 -32.708921 343.264033 \n", "2015-03-30 00:20:00+02:00 -32.917353 -32.917353 344.727991 \n", "\n", " apparent_zenith zenith solar_time \n", "2015-03-30 00:00:00+02:00 121.973191 121.973191 22.813319 \n", "2015-03-30 00:05:00+02:00 122.236587 122.236587 22.896670 \n", "2015-03-30 00:10:00+02:00 122.481918 122.481918 22.980021 \n", "2015-03-30 00:15:00+02:00 122.708921 122.708921 23.063372 \n", "2015-03-30 00:20:00+02:00 122.917353 122.917353 23.146722 \n" ] }, { "data": { "image/png": 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bgYeHh9XRxM01aNyYxmNf4Hi1EGokZ5H0wnNs2bzB6lgi8idYesonwzB8gY2A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\nuu060rH7iTRo2LDC6ty7N5sl389n/ZKFFG5YQ62t20jZnk3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VWXUVbxVvYF9NSWJn2gEyINzQk9FZecwfXcDovgP8LlPkihSsvaJWEBERkZty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\nt3wLC4vyjEt5xqMs4zKz0qyHewCPuvtMd78X+Cv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "loc = berlin\n", "times = pd.DatetimeIndex(start=datetime.date(2015,3,30), end=datetime.date(2015,3,31), freq='5min')\n", "\n", "pyephemout = pvlib.solarposition.pyephem(times, loc)\n", "ephemout = pvlib.solarposition.ephemeris(times, loc)\n", "\n", "pyephemout['elevation'].plot(label='pyephem')\n", "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", "ephemout['elevation'].plot(label='ephem')\n", "plt.legend(ncol=2)\n", "plt.title('elevation')\n", "\n", "plt.figure()\n", "pyephemout['azimuth'].plot(label='pyephem')\n", "ephemout['azimuth'].plot(label='ephem')\n", "plt.legend(ncol=2)\n", "plt.title('azimuth')\n", "\n", "print('pyephem')\n", "print(pyephemout.head())\n", "print('ephem')\n", "print(ephemout.head())" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyephem\n", " apparent_elevation apparent_azimuth elevation \\\n", "2015-06-28 00:00:00+02:00 -12.679250 343.659411 -12.679250 \n", "2015-06-28 00:05:00+02:00 -12.885989 344.817210 -12.885989 \n", "2015-06-28 00:10:00+02:00 -13.077872 345.978615 -13.077872 \n", "2015-06-28 00:15:00+02:00 -13.254779 347.143381 -13.254779 \n", "2015-06-28 00:20:00+02:00 -13.416591 348.311289 -13.416591 \n", "\n", " azimuth apparent_zenith zenith \n", "2015-06-28 00:00:00+02:00 343.659411 102.679250 102.679250 \n", "2015-06-28 00:05:00+02:00 344.817210 102.885989 102.885989 \n", "2015-06-28 00:10:00+02:00 345.978615 103.077872 103.077872 \n", "2015-06-28 00:15:00+02:00 347.143381 103.254779 103.254779 \n", "2015-06-28 00:20:00+02:00 348.311289 103.416591 103.416591 \n", "ephem\n", " apparent_elevation elevation azimuth \\\n", "2015-06-28 00:00:00+02:00 -12.674183 -12.674183 343.658144 \n", "2015-06-28 00:05:00+02:00 -12.880940 -12.880940 344.815897 \n", "2015-06-28 00:10:00+02:00 -13.072843 -13.072843 345.977260 \n", "2015-06-28 00:15:00+02:00 -13.249769 -13.249769 347.141996 \n", "2015-06-28 00:20:00+02:00 -13.411601 -13.411601 348.309859 \n", "\n", " apparent_zenith zenith solar_time \n", "2015-06-28 00:00:00+02:00 102.674183 102.674183 22.840578 \n", "2015-06-28 00:05:00+02:00 102.880940 102.880940 22.923900 \n", "2015-06-28 00:10:00+02:00 103.072843 103.072843 23.007221 \n", "2015-06-28 00:15:00+02:00 103.249769 103.249769 23.090542 \n", "2015-06-28 00:20:00+02:00 103.411601 103.411601 23.173864 \n" ] }, { "data": { "image/png": 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K8vT0pOfoaRxs3pjAvBLOvPIiO7Z+anUsEXEQZynWduATwzC+NgzjoYrbIkzT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\nBbaltWhCTrckeow6ldHJR3lap4iIiEgw6X/MEPofM4TSslK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4esBk5oxSz7R0XArWSXA0bk9ERDqAw7XHeX3HSoprtxPKqgHic6a7h4Yyo/9k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\nTsI7fyCTlwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "loc = berlin\n", "times = pd.DatetimeIndex(start=datetime.date(2015,6,28), end=datetime.date(2015,6,29), freq='5min')\n", "\n", "pyephemout = pvlib.solarposition.pyephem(times, loc)\n", "ephemout = pvlib.solarposition.ephemeris(times, loc)\n", "\n", "pyephemout['elevation'].plot(label='pyephem')\n", "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", "ephemout['elevation'].plot(label='ephem')\n", "plt.legend(ncol=2)\n", "plt.title('elevation')\n", "\n", "plt.figure()\n", "pyephemout['azimuth'].plot(label='pyephem')\n", "ephemout['azimuth'].plot(label='ephem')\n", "plt.legend(ncol=2)\n", "plt.title('azimuth')\n", "\n", "print('pyephem')\n", "print(pyephemout.head())\n", "print('ephem')\n", "print(ephemout.head())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Speed tests" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10 loops, best of 3: 36.3 ms per loop\n" ] } ], "source": [ "%%timeit\n", "\n", "pyephemout = pvlib.solarposition.pyephem(times, loc)\n", "#ephemout = pvlib.solarposition.ephemeris(times, loc)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100 loops, best of 3: 8.42 ms per loop\n" ] } ], "source": [ "%%timeit\n", "\n", "#pyephemout = pvlib.solarposition.pyephem(times, loc)\n", "ephemout = pvlib.solarposition.ephemeris(times, loc)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100 loops, best of 3: 18.5 ms per loop\n" ] } ], "source": [ "%%timeit\n", "\n", "#pyephemout = pvlib.solarposition.pyephem(times, loc)\n", "ephemout = pvlib.solarposition.get_solarposition(times, loc, method='nrel_numpy')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This numba test will only work properly if you have installed numba. " ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The slowest run took 1251.83 times longer than the fastest. This could mean that an intermediate result is being cached \n", "1 loops, best of 3: 4.2 ms per loop\n" ] } ], "source": [ "%%timeit\n", "\n", "#pyephemout = pvlib.solarposition.pyephem(times, loc)\n", "ephemout = pvlib.solarposition.get_solarposition(times, loc, method='nrel_numba')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The numba calculation takes a long time the first time that it's run because it uses LLVM to compile the Python code to machine code. After that it's about 4-10 times faster depending on your machine. You can pass a ``numthreads`` argument to this function. The optimum ``numthreads`` depends on your machine and is equal to 4 by default." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100 loops, best of 3: 4.02 ms per loop\n" ] } ], "source": [ "%%timeit\n", "\n", "#pyephemout = pvlib.solarposition.pyephem(times, loc)\n", "ephemout = pvlib.solarposition.get_solarposition(times, loc, method='nrel_numba', numthreads=16)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100 loops, best of 3: 4 ms per loop\n" ] } ], "source": [ "%%timeit\n", "\n", "ephemout = pvlib.solarposition.spa_python(times, loc, how='numba', numthreads=16)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }