{ "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 0.3.0\n", "* Python 3.5.1\n", "* IPython 4.1\n", "* Pandas 0.18.0\n", "\n", "It should work with other Python and Pandas versions. It requires pvlib > 0.3.0 and IPython > 3.0.\n", "\n", "Authors:\n", "* Will Holmgren (@wholmgren), University of Arizona. July 2014, July 2015, March 2016" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "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", "\n", "# finally, we import the pvlib library\n", "import pvlib" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pvlib\n", "from pvlib.location import Location" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## SPA output" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Location: \n", " name: Tucson\n", " latitude: 32.2\n", " longitude: -111\n", " altitude: 700\n", " tz: US/Arizona\n", "Location: \n", " name: Golden\n", " latitude: 39.742476\n", " longitude: -105.1786\n", " altitude: 1830\n", " tz: America/Denver\n", "Location: \n", " name: Golden MST\n", " latitude: 39.742476\n", " longitude: -105.1786\n", " altitude: 1830\n", " tz: MST\n", "Location: \n", " name: Berlin\n", " latitude: 52.5167\n", " longitude: 13.3833\n", " altitude: 34\n", " tz: Europe/Berlin\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": {}, "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": {}, "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')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "times" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyephem\n", " apparent_elevation apparent_azimuth elevation \\\n", "2014-06-23 00:00:00-07:00 -34.028887 352.757414 -34.028887 \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 124.028887 124.028887 \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_zenith zenith apparent_elevation \\\n", "2014-06-23 00:00:00-07:00 124.028842 124.028842 -34.028842 \n", "2014-06-23 00:01:00-07:00 124.055012 124.055012 -34.055012 \n", "2014-06-23 00:02:00-07:00 124.080175 124.080175 -34.080175 \n", "2014-06-23 00:03:00-07:00 124.104329 124.104329 -34.104329 \n", "2014-06-23 00:04:00-07:00 124.127471 124.127471 -34.127471 \n", "\n", " elevation azimuth equation_of_time \n", "2014-06-23 00:00:00-07:00 -34.028842 352.757345 -2.150130 \n", "2014-06-23 00:01:00-07:00 -34.055012 353.032330 -2.150281 \n", "2014-06-23 00:02:00-07:00 -34.080175 353.307536 -2.150431 \n", "2014-06-23 00:03:00-07:00 -34.104329 353.582953 -2.150582 \n", "2014-06-23 00:04:00-07:00 -34.127471 353.858574 -2.150733 \n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pyephemout = pvlib.solarposition.pyephem(times_loc, tus.latitude, tus.longitude)\n", "spaout = pvlib.solarposition.spa_python(times_loc, tus.latitude, tus.longitude)\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": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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FSbh5NJXsB1n/+VCr4yiLaZFXXm3zr9NodGYRy6s8RO2wKKvj5Bnh/+rCshJ3EnlgOrvX/ml1HGUhLfLKayWdSqDc4hfZYatGTO8RVsfJc+r2e49jUhKf7x8jIzXZ6jjKIlrkldfa8dljFDOJpHcaS0BAgNVx8pySpcrwd4s3qZq5l7Uz/8/qOMoiWuSVV9q6+EsiTsxjeUhf6ke2sjpOnhXVvgfLg9rReM+n7N8Sa3UcZQEt8srrJCeepORvLxAvlWjS702r4+RpIkKNvv/jjASR+uUQ7BnpVkdSHqZFXnmdzZ89Q7D9OGc6jKFIkUCr4+R5weUqsC3yZWpk7GDtF69bHUd5mBZ55VW2r/iZJglfsTT4Xho1u9XqOPlG8zvvZ2XhVjTYNo4juzdYHUd5kBZ55TVSkxMJnPcUByhH435vWR0nXxERKvQaRwr+nJ49CGPPtDqS8hAt8sprbPh8KBXNYRJueZuixUpYHSffqVg5lPUNh1E7dRPrvnrb6jjKQ7TIK6+wa80iIg7MYFnJOwlv09nqOPlWy7sfY7V/FLU3vsPx/dutjqM8wKVFXkR8RGSNiPzgfFxKRBaIyA7nbUlXrk/lD+mpyfh+/zjHpBT1+71vdZx8zeZjo9R947Eb4ej0wWCM1ZGUm7l6T/5JYEuWx8OAX40xtYBfnY+Vusia6S9R1f43B1r9l+IlS1sdJ98LrVGHuNpPUy95FRt+GGt1HOVmLivyIlIJuAP4OMvgLsBU5/2pQFdXrU/lD/GbVhCxdzKxxdoT2e4+q+MUGC3ve471vg0JXfUmZ478bXUc5Uau3JN/D3gBsGcZVs4YcwjAeVs2pxlF5GERiRORuIQEvRBxQZGZkU7G10M4I0HU7Ps/q+MUKH6+vgTcPR5fk8G+aYO02SYfc0mRF5FOwFFjzKrrmd8YM9EYE2WMiQoODnZFJJUHrJrxCjUzdrIn+hVKBYdYHafAqV2/MctCH6FB4lK2LJhsdRzlJq7ak28JdBaReGAWcIuITAOOiEgIgPP2qIvWp/K4/TvW0XjXh6wu0pomtw2wOk6B1aLXS2y21ab80pdJOnnY6jjKDVxS5I0xw40xlYwxoUAP4DdjTB/gO6C/c7L+wLeuWJ/K2+wZGSR9MZgU8adK3/GIiNWRCqyAQv6Yzv+jiDnHnqlDrI6j3MDdx8mPBNqLyA6gvfOxKuBWzhlF3fTNbAt/kTIhVayOU+A1CG/G0or3E3bqV7YtmmV1HOViYrzsB5eoqCgTFxdndQzlJgf3bKXElDbsLNyIsBfmIzY9H88bJCensH90DCXNaQKfWkXh4nooa14jIquMMZdcPk3fYcpjjN3OiVmDsGOjXK8JWuC9SOHCASTf9gEl7KfZ+tnjVsdRLqTvMuUxsV+9T8PUtWxu+BzlqtSyOo7KplHTf/FXud5EHP+R7Uu/sTqOchEt8sojDu3fTf0No9js34im9zxtdRx1GVH9RxIvFSm+4DlSkk5ZHUe5gBZ55XbGbufQ9EfwJZOSPT5EbD5WR1KXERgYxOn2Ywi2H2PT589aHUe5gBZ55XbLv59EZPJyNtZ9nJDqDayOo66icYsOLC3TjSZH5rJz5Xyr46gbpEVeudXRQ/uou+Y1tvvVpUn3f1sdR+VSo/5vc4ByBPz8JKnJSVbHUTdAi7xyG2MM8Z8/RqA5R2C3Cdh8fa2OpHKpWLESJNz0FpXsB1n/+VCr46gboEVeuU3sz58RfW4R62sMomKdSKvjqGsUflNXlpXoROSB6exa+6fVcdR10iKv3CIh4TDVY//DHt/qRPR8xeo46jrV6/8+x6QkPt89RnpaitVx1HXQIq9czhjD9s+epKQ5g+9d4/Hx87c6krpOJUqWYX+r/xJq38vqaS9ZHUddBy3yyuVWLphFy8R5rA8dQOUGza2Oo25Qk3Y9WFm0HZF7PyV+0wqr46hrpEVeudSJY0cJXfpv9vpUpVGvN62Oo1ykZv9xnJEgMr4eQkZ6mtVx1DXQIq9cattnj1PKnIKu4/EtVNjqOMpFSpYpT3z0CGpm7CRu5mtWx1HXQIu8cpm4BbNpfmYea6r0p2pYK6vjKBeL7DiANYGtiNg1gb3b1lodR+WSFnnlEqeOJ1Dlr2HE+1QhvM9/rY6j3EBsNir3GU+K+HN27hAyMzOtjqRyQYu8conzzTT2zuPx02aafKtMSFV2Rvyb+umbWPHFW1bHUbmgRV7dsHW/zSbm9M+sqtyf6o1bWx1HuVnknUPYULgpjbeOYf/urVbHUVehRV7dkNMnEgj5cxjxtipEaDNNgSA2G+V6fQginJg1GHum3epI6gq0yKsbsnWqo5kmo/M4/AO0maagKFu5JlsbPkejtDUsnfuu1XHUFWiRV9ctboGjmWZ15f7UDG9jdRzlYZF3P8OWgAgiNo9m764tVsdRl6FFXl2Xk1mOponoq800BZHYfAjuOwkjwulZD5ORkWF1JJUDlxR5EaksIr+LyBYR2SQiTzqHlxKRBSKyw3lb0hXrU9bbOvUxx0lPXfRomoKsTMVa7IwYTqP09SydNcrqOCoHrtqTzwCeNcbUA5oBj4pIfWAY8Ksxphbwq/OxyuNW/DKT5mfmsbbqAEIb6dE0BV3jOx9nY5Foona8z+5t662Oo7JxSZE3xhwyxqx23k8EtgAVgS7AVOdkU4Gurlifsk5CwhGqLRvOXp+qhPfWvmmU42ibin0nkSG+JM8ZRHp6utWRVBYub5MXkVAgAlgBlDPGHALHBwFQ1tXrU55jjGHb1CcoZU5ju2uC9k2jLigZEkp80//QIGMzy6Zr3zbexKVFXkSCgC+Bp4wxZ65hvodFJE5E4hISElwZSbnQ0p9n0ippHhurDaRyw5ZWx1FeptHtg9gQ1JKYPePZsTHO6jjKyWVFXkT8cBT46caYr5yDj4hIiHN8CHA0p3mNMRONMVHGmKjg4GBXRVIudPjwAWrHDudv31DCtAthlRMRqvabSIoUwv71YFLTUq1OpHDd0TUCfAJsMcZkPTPiO6C/835/4FtXrE95ljGG+M+GUNwk4nvPRHz8A6yOpLxUsbKV2N/idepk7mDF5y9bHUfhuj35lkBf4BYRWev8ux0YCbQXkR1Ae+djlccs/XYSzc4tYmOtR6hQL8bqOMrLNbh1IOuK3UyzvyeyZe1Sq+MUeGKMsTrDRaKiokxcnLbneYuD+/dQZFIrEvwrUWPoEmy+flZHUnlA4onDpH8QzXFbKSq/sIwA7fLC7URklTEmKvtwPeNVXZY9086Rzx+mEGkE9ZikBV7lWtFS5TncZiS17HuInfpvq+MUaFrk1WUtmzuGiNRYNjd4hpAajayOo/KY+rf0Ym3JDrQ4OIWNcX9YHafA0iKvchS/cxPhm99iS6FwIru9YHUclUfV6j+ek7YSFPnxUZLOnrU6ToGkRV5dIi09g8RZD2NECO73MWLzsTqSyqMCS5ThZNt3qG72sXLys1bHKZC0yKtL/DX9NcIyNrIn6iXKVKxldRyVx9VudTfrynbhXwmzWLHoB6vjFDha5NVFNq2LpcWecWwq2oKwOx61Oo7KJ+oNGMthn/JUXvQUCcf0rHZP0iKvLjh7LhmfbweTLAFU7T8JRKyOpPIJ/yLFsHf9kHLmGFsnD8HbDt3Oz7TIqwuWTf03de27SPjXfwkqU8nqOCqfqdToJjZWf5DWZ+ez+LtPrY5TYGiRVwDE/rWQfx2eysbSHah1c1+r46h8KqzXm+z2q0XY6pfZG7/L6jgFghZ5xfETJyi34HFO2UpSa8AEq+OofMzm50/RXpMpLCkkzHiY9IxMqyPle1rkCzhjDBsnP05lc4jkTuMoVLS01ZFUPhdcLYydjYcSlRbHnzPesjpOvqdFvoBb8uM0/pX4Axuq9qFKk45Wx1EFRMMuz7I1sCnNd41h84ZVVsfJ17TIF2B79+6h/sp/s8e3Bg37vG11HFWQ2GxUHPApGeKHfD2Ic8nJVifKt7TIF1Bp6ZkcnfYggZJMUK9PtY945XFFg6twuM1I6tl3sHSKdmLmLlrkC6jfpr1J0/Q49oQPJbh6uNVxVAFV+5a+bCxzGzcdnsJfi+ZZHSdf0iJfAK1cuYyb4t9ne9EY6nV5zuo4qoCrM3ACJ3xKU3HRU+w/cszqOPmOFvkC5tjpRIr++AgptsJUHjhFz2pVlvMLLAldP6QKh9k8eQjpmXarI+UrWuQLEGMMsZ88S132kHTruxQuVcHqSEoBULZRO3bXfohbU37hx1l6roYraZEvQOb9MIeOp79ge8V7qNS8u9VxlLpIzfve5O8i9bl5++usXLve6jj5hhb5AmLjzr00jhvGUb8K1Or3gdVxlLqUjx9l+0/DVwy+3z5Mwmm9yIgraJEvAE4mpXJsxsOUlVME9pyMFAqyOpJSOQooV4PTt4wiwmxh8afDsNu1t8obpUU+n7PbDd99+jo32ZdzNHooRWvEWB1JqSuq0KY/uyt0osupz5nz9Ryr4+R5bi/yItJRRLaJyE4RGebu9RVEmfZM1ies50TKiUvGzf5xHj2OT+BA6RZU6Pi8BemUunbV+o3npH8ILdcP5/e12y8Zf/TcUbad2GZBsrzH150LFxEfYBzQHtgPrBSR74wxm9253oJmdNxopm+Zjk1sRJeP5vZqt9O2altWbz9B1MpnSfULosKAKWDTL24qb5CA4hTtPZUSUzqy8evH2RkylwqlfPj171/5YfcPLD+0HLux83Lzl+lWu5vVcb2auPMKLSLSHBhhjOngfDwcwBjz38vNExUVZeLi4tyW6XplfZ0M5vLDnLdkeVkvGZdl3pyGXbTebOvKOn1yRjKrj6zmxSUv0qRcE8KCw/h5z8/sS9yHr/hR5awfLdMPU75xf0pXjqGof1GC/ILw9/HHz+aHr80XX5vvhfs2sSEIIoIg2MTxoXD+cdZxl7113r8S4fLjrzav+kf2bcIYc9ntMOvwnOa7aLk5TXO5aXNY55W27ezT2I2dNHsaaZnOP3saqZmppGWmcSr1FPvWzeX0/j9ZWLgKpwPOkWZPpUJgBTrV6MSve38lKT2JN1u9SZ1SdQjyC8KnAF90XkRWGWOiLhnu5iLfDehojHnQ+bgvEGOMeexy81xvkR8VO4o52+dcufA6Hlwy7EobZ14QWiyUyR0nU6ZwGYwx/LYnjg9++i++/pv4u1BhUig4fXbfyAfIlea96virfDZdbdnXUpQLmiJGqJmayglpzX/uGExMhUhsYmNdwjoeWfgIiWmJF6b1s/nhI3m30L9383u0rNjyuua9XJF3a3MNOW/6l2ypIvIw8DBAlSpVrmtFUeWj8PPxc670n9Wev5/1DZ7TG+78+CtNf9F8cumyrjhvDgUmt+vKPu/5cX4+ftQsUZPwsuH42RzP/e8T55gwayfT0pbiU7Yuhe+fz4n0RM6knSExLZGktCTS7emk29PJsGdcdGs39gtF5XxBsRv7xXtrxmDn0mEGc2H+K7rC6KvNe9XxV9hhuZF5r+ZGc2XfDrJvn+e/JeU0jfyzIV54fNlpr7BdZl9erqa93uVlmcYmNvxsfhTyKYS/jz/+Pv6O+zZ/ihUqRnDhYIoknyZtbDN2psQyZl5/mvQHf19oHNyYBd0WEHc4jvgz8ZzLOEdKRkqevn5sSFCIy5epzTX5yK6EJPpN/IsJ6S/SwO8wPkOWQMlQq2MpdeO2z4cZ3ZmRcQuLar/IuN6R+Pnob0xZXW5P3t2v0kqglohUExF/oAfwnZvXWSDtPJrIfR8t58GMmTRiBz5dPtACr/KP2rdCy6fo5fsbAVu/4qnZa8nQPm5yxa1F3hiTATwG/AJsAb4wxmxy5zoLomNJqfT5OJaW9lUMNF9DZD9oeLfVsZRyrVv+D6o0553Cn7Jlwyqem7OOTD1Z6qrc/n3HGPOTMaa2MaaGMeYNd6+vIProj134J+3nHb9xUC4MbtPrZqp8yMcX7vkEv0JF+KLUh8xbu4fv1x20OpXX00atfOCPzQeYHDQeXwzcOxX8ClsdSSn3KF4R7ppImbM7GR04nR83HLI6kdfTIp/HbTp4mp6nJ1EjbSt0GQela1gdSSn3qtUOWj/LnZkLKbnzS86lZVidyKtpkc/jln73MQN9fyGlySCo39nqOEp5xmSPky4AAB6ASURBVE3/JrFcNCPkE76Z/7vVabyaFvk8bGXcCnoeeotDRcMIuO11q+Mo5Tk+vhTt/RkZPoVpulIvG3glWuTzqBOnTlHyhwfJtPlRcsB08PW3OpJSnlUshJTOH1KDA8RPfoBMPaQyR1rk8yBjt7Pl44epbvZxsuN4AkpXtTqSUpYoG34bm+s9QauURSyfod9mc6JFPg9aMedtWib9wtpqDxIao+3wqmBrcO/LrA1sRczOMWxa+pPVcbyOFvk8ZvPyX2iyeSTrCkcT3mek1XGUspzYfKjx8Occ9Amh/PzBJBzYbXUkr6JFPg85cmA3Zec9zBFbWUIfnonN1939yymVNxQtXgr7vdMIMKmcnNKDtJRkqyN5DS3yeURK8jlOTe5BYZNC5r3TKF6yjNWRlPIqoXUj2Rwzitrp21g3aZDVcbyGFvk8wNjtrJ/4IHUytrG9xVtUrXdJR3NKKaDp7QP4q3xfmh7/lhVfvmd1HK+gRT4PiJ37DtEnf2RZxYFEdOhvdRylvFrMA2PYGBBJxPrX2LxiodVxLKdF3sttWfELEZv+y/qApkQPfNvqOEp5PV8/P6o8PIsEWxnK/Xw/B/deeiHwgkSLvBc7sHsL5X9+kCO2clQdNAsf/aFVqVwpVqocmT1m4U8ayVPv5WziKasjWUaLvJc6c+o46dO6YyMTes3SH1qVukZV6kQQf9NYQjPj2f5hL+yZBedax1lpkfdCGelpxH94LxUzD7Kv3YdUrtXY6khK5UlhN3Ujts7zRJz9i5WTn7E6jiW0yHuhVR8NplFKHGsa/R8NW+kZrUrdiGY9hrO85J3E7J9C3HcTrI7jcVrkvcyK2SOJOfYly8v1JPqep62Oo1SeJzYbkYM/YZN/IxqteomNy36xOpJHaZH3Iut+n0OTzaNYW6Q5TR8aa3UcpfIN/0KFqDxoLkd9ylLpl/vZu22t1ZE8Rou8l9i++g9qLXqUeN9q1Bw8U4+kUcrFipUuh0+/r8jEB79Z3Tl2+G+rI3mEFnkvsH/nRsp814dTthKUeOgbgoqVtDqSUvlSSGg9TnaZRnH7aU5P6srZMyetjuR2WuQtduzwPmT63QiQ2WsOZcpXsTqSUvlazYg27PjXWKpm7GHP+HvISEu1OpJb3XCRF5HRIrJVRNaLyNciUiLLuOEislNEtolIhxtdV35zNvEUJyd1paT9FEc7TdVDJZXykPBb7mVl2Ms0TFnFmnF9sefjq0q5Yk9+AdDQGNMI2A4MBxCR+kAPoAHQERgvIj4uWF++kJpyjl3j7qZaxm52/OsD6kTdYnUkpQqU5t2eYkXVQTQ9/QvLP3oEY8+fhf6Gi7wxZr4xJsP5cDlQyXm/CzDLGJNqjNkD7ASib3R9+UF6WiqbP7iHRimrWB3+Ko1v6WF1JKUKpOj+I4kt250WR2exfPILVsdxC1e3yd8P/Oy8XxHYl2XcfuewAi0zI4P1/+tBxLmlrKg7jOi7Hrc6klIFlthsNB38EStL3E7zfZNYMX2E1ZFcLldFXkQWisjGHP66ZJnmRSADmH5+UA6LMpdZ/sMiEicicQkJCdf6HPIMe2Ymq8b2pUnibyyr/gQxPYZbHUmpAk9sPkQ8+hkrg24mZscY4uaMtjqSS+XqYGxjTLsrjReR/kAnoK0x5nwh3w9UzjJZJeDgZZY/EZgIEBUVleMHQV5n7HZWTniImFM/sbzSAzTv95rVkZRSTr5+fjR6fBZr3utC1KbXWe4TQLO788e3bFccXdMRGAp0NsacyzLqO6CHiBQSkWpALSD2RteXF9kzM4kd/8CF7gpi7td+4ZXyNoUKBVDvia/YGBBJ9Lr/Y/nc/HFlKVe0yY8FigILRGStiHwIYIzZBHwBbAbmAY8aYwpcX5+ZGRnEje1HzLGvWF6+NzGDxiM2PT1BKW8UUDiQmk98z8bCUTTb+DKxX4yyOtINk39aV7xDVFSUiYuLszqGS2Skp7FmbG+anp7Pskr30+z+d7TAK5UHpKacY/P7dxORvIzY2s8S3es/Vke6KhFZZYy55ALQWnHcJDXlHOvf7+Yo8FUH0/zBMVrglcojCgUUof5TXxMX2Ibo7e/w1ycv5Nnj6LXquMHpk8fY+W4HIpP+YHnNp2k+MO9/5VOqoClUqDDhT33JquK30nLfR8SOG0hmRsbVZ/QyWuRd7Mj+XZz43y3USt1EXJO3aNZnhNWRlFLXydfPn8gnZ7E8pC8xx79h45jOpJxLtDrWNdE2+VxIT09n//79pKSkXHG6jPRU5OwxBDsZAaXxDyjioYRKKXdLPXuaQmmnyEg8StmwmylXofLVZ/Kgy7XJa6flubB//36KFi1KaGgoIjmd4wVnTx8jIGk/9jJlySxRnYAiQR5OqZRyt6RTCSQfiefY+vkkHq9PzbDmVke6Km2uyYWUlBRKly6dY4E3xpCUsI/As/tIl0JQpo4WeKXyqaASwQRVqkNm8cpUnNuZtT9/YnWkq9Iin0s5FfiM9DSSD+8gKP0YZ32K41++Nn7+hSxIp5TylMKBxaBoCPF+NQhf8QxLJwwhLdV7+6TXIn+dkpNOYRK2EmA/R1JAeYqUrYbNlnd7Uh4wYABz5861Oobl4uPjmTFjhtUxlJuNGDGCt99+m//85z8sXLgQgMWLF9OgQQPCw8NJTk7m+eefp0GDBjz//POXzO/j40v1539nZZm7aHFkOvGjW3Fw92ZPP41c0SJ/jez2TJIS/ibg9B4MNtJK1iSoVMhl2+qVdTKu43A3LfIFy6uvvkq7do6uuaZPn85zzz3H2rVrKVy4MB999BGrV69m9OicOywrVKgwTR+bwppm71E+4wDFP7uZ2G/Get3x9Frkr0Hy2TOkH95KUPpxzvkWx6dcXY+0v8fHx1O3bl369+9Po0aN6NatG+fOnePXX3/lrrvuujDdggULuPvuuwGYP38+zZs3JzIyku7du5OUlARAaGgoQ4cOJTo6mujoaHbu3Hlh/j///JMWLVpQvXr1i/bqR48eTdOmTWnUqBEvv/zyRZkefPBBGjZsSO/evVm4cCEtW7akVq1axMZe2k1RfHw8rVu3JjIyksjISJYuXQrAokWLaNOmDXfddRf169dn8ODB2J1vlKCgIJ599lkiIyNp27Yt53spnTRpEk2bNqVx48bcc889nDvn6DZpwIABPPPMM9x8880MHTqUXbt20bFjR5o0aULr1q3ZunXrhemeeOKJS57vsGHDWLx4MeHh4YwZM8YF/z1rnT17ljvuuIPGjRvTsGFDZs+efdlt4PvvvycmJoaIiAjatWvHkSNHLE7vWm+88QZ16tShXbt2bNu2DfjnG+zHH3/MF198wauvvkrv3r3p3LkzZ8+eJSYmhtmzZ19xuREdB5I0cBF7/WoSvfZF1r91K4f3bvPEU8oVPbomF+yZmSQd3UNg+ilGLE5k8wnB5pMCuOZNUL9CMV6+s8EVp9m2bRuffPIJLVu25P7772f8+PE8++yzPProoyQkJBAcHMzkyZMZOHAgx44d4/XXX2fhwoUEBgYyatQo3n33Xf7zH8ep2cWKFSM2NpbPPvuMp556ih9++AGAQ4cOsWTJErZu3Urnzp3p1q0b8+fPZ8eOHcTGxmKMoXPnzvz5559UqVKFnTt3MmfOHCZOnEjTpk2ZMWMGS5Ys4bvvvuPNN9/km2++ueg5lC1blgULFhAQEMCOHTvo2bMn5w+XjY2NZfPmzVStWpWOHTvy1Vdf0a1bN86ePUtkZCTvvPMOr776Kq+88gpjx47l7rvv5qGHHgLgpZde4pNPPuHxxx29Bm7fvp2FCxfi4+ND27Zt+fDDD6lVqxYrVqxgyJAh/Pbbb5d9viNHjuTtt9++8Jq41M/D4PAG1y6zfBjcNvKyo+fNm0eFChX48ccfATh9+jRDhw7NcRto1aoVy5cvR0T4+OOPeeutt3jnnXdcGndU7Ci2ntjq0mXWLVWXodFDrzjNqlWrmDVrFmvWrCEjI4PIyEiaNGlyYfyDDz7IkiVL6NSpE926dQMcOxhr167NVYYKVWtTfugfrJgzirCt78OnrVle+1Eiuw3Dv5C1v9PpnvwVpKacY/m0lyHxEIHppzjrVxIpUhKbj+c/GytXrkzLli0B6NOnD0uWLEFE6Nu3L9OmTePUqVMsW7aM2267jeXLl7N582ZatmxJeHg4U6dOZe/evReW1bNnzwu3y5YtuzC8a9eu2Gw26tevf2Evbv78+cyfP5+IiAgiIyPZunUrO3bsAKBatWqEhYVhs9lo0KABbdu2RUQICwsjPj7+kueQnp7OQw89RFhYGN27d2fz5n/aMKOjo6levTo+Pj707NmTJUuWAGCz2bjvvvsuet4AGzdupHXr1oSFhTF9+nQ2bdp0YVndu3fHx8eHpKQkli5dSvfu3QkPD2fQoEEcOnTois83vwkLC2PhwoUMHTqUxYsXU7x4cSDnbWD//v106NCBsLAwRo8efdFrmtctXryYu+66iyJFilCsWDE6d+7s8nXYfH2J6fkip+5fwvYi4TTb8S5HRoaz9pcpljbh6J58DpLPJrLuu/8Ruu1TmpHAupo3k1aqNkGFAxnh+m0jV7K3+Z9/PHDgQO68804CAgLo3r07vr6+GGNo3749M2fOvOqyst4vlGWP4/xJcsYYhg8fzqBBgy5aRnx8/EXT22y2C49tNluO7eFjxoyhXLlyrFu3DrvdTkBAwFWf3+WyDxgwgG+++YbGjRszZcoUFi1adGGawMBAAOx2OyVKlLjs3lhOz9etrrDH7S61a9dm1apV/PTTTwwfPpxbb70VyHkbePzxx3nmmWfo3LkzixYtYsSIES7Pc7U9bnfy1O9mFarWpsILv7Dh99kELXmD8GVPsm3lOM5GP0l4257YfDx7gIbuyWexf+dGlk16ipTR9Wm2bRQn/cqy4ZYp+BcvR6HCgZZm+/vvvy/scc2cOZNWrVoBUKFCBSpUqMDrr7/OgAEDAGjWrBl//fXXhbbWc+fOsX379gvLOt/GOHv2bJo3v/LJHB06dODTTz+90KZ/4MABjh49el3P4fTp04SEhGCz2fj888/JzPyn5+nY2Fj27NmD3W5n9uzZF56f3W6/0F4+Y8aMC8MTExMJCQkhPT2d6dOnX7oyHM1S1apVY86cOYCjkK9bt+6KGYsWLUpiYt46bf1KDh48SJEiRejTpw/PPfccq1evBnLeBk6fPk3Fio4rdE6dOtWawG7Spk0bvv76a5KTk0lMTOT777937wpFCLulB5WHr2ZF2KsUyzxJ5NJHOfBGGMtmjeT0iet7D12PAr8nf2D3Jvat+IZie36mftoGQoywoUgMh296hnoxHQDYsmWLxSmhXr16TJ06lUGDBlGrVi0eeeSRC+N69+5NQkIC9evXByA4OJgpU6bQs2dPUp3H777++uvUrl0bgNTUVGJiYrDb7Zfd2z/v1ltvZcuWLRcKQVBQENOmTcPnOvZGhgwZwj333MOcOXO4+eabL+xxAzRv3pxhw4axYcOGCz/CgmOvfNOmTTRp0oTixYtfKE6vvfYaMTExVK1albCwsMsW5unTp/PII4/w+uuvk56eTo8ePWjcuPFlMzZq1AhfX18aN27MgAEDePrpp6/5eXqTDRs28Pzzz2Oz2fDz82PChAl069Ytx21gxIgRdO/enYoVK9KsWTP27NljcXrXiYyM5L777iM8PJyqVavSunVrj6zX18+PmHueJKPzI6z85TNKrJlA863/JW3LaNYENSejXldqN+9E8dLl3ZYh3/Rds2beFFL3r8UnuDbFKtalaJmKBBYrRUCRQNJSU0hLOcfphAOcObyblCPb8Tu8lvJJm6hoHG2xe22VOVi1MzXaPUTZitUuWvaWLVuoV6+eS57f9YiPj6dTp05s3Lgxx/GPPfYYERERPPDAA1ddVmhoKHFxcZQpU8bVMa/bokWLLvtjZ1BQ0IVvEco1vHEbyGuuuyYYw64Nf3F08RRqJ8ynNKexG2GXX01OlAqn/C1DqFo38roy5fu+a1L3LCfq8Gx899thzcXjzre8ls4y7DBlOBhYj32V+lM5pitVqzegqqfCulCTJk0IDAx0+VEQSik3EKFGo1bUaNQKe0Y629ct5tjanylxZBmNjnzLnlPdXL/K/LInD5CWmsLhvVs58fcW0hKPYU8+BWnJ4OuP+AXgV6wcQeWqUaZSLUqVrZjr5Vq9J6+U8i7uqAnpaanYbD74+F7fvne+35MH8C8UQJXa4VSpHW51FKWUuibu6vdKj67JJW/7xqOUskZeqwVa5HMhICCA48eP57l/rlLKtYwxHD9+/KJzPLxdvmqucZdKlSqxf//+C/2mKKUKroCAACpVqmR1jFxzWZEXkeeA0UCwMeaYc9hw4AEgE3jCGPOLq9bnSX5+flSrVu3qEyqllJdxSZEXkcpAe+DvLMPqAz2ABkAFYKGI1DbGZOa8FKWUUq7mqjb5McALQNZG6y7ALGNMqjFmD7ATiHbR+pRSSuXCDRd5EekMHDDGZO8UpCKwL8vj/c5hOS3jYRGJE5E4bfdWSinXyVVzjYgsBHLqXOFF4N/ArTnNlsOwHA9PMcZMBCY615UgIntzmi4XygDHrnNed9Jc10ZzXRvNdW28NRfcWLYcT9rPVZE3xrTLabiIhAHVgHXObjwrAatFJBrHnnvlLJNXAg7mYl3Bucl0mTxxOZ3xZTXNdW0017XRXNfGW3OBe7LdUHONMWaDMaasMSbUGBOKo7BHGmMOA98BPUSkkIhUA2oBl14TTimllNu47Th5Y8wmEfkC2AxkAI/qkTVKKeVZLi3yzr35rI/fAN5w5TquYqIH13UtNNe10VzXRnNdG2/NBW7I5nW9UCqllHId7bumgBBPXeBSuZX+H9W1ylNFXkRCvHEjF5EKIuKefkJvgIiEichQAONFX9lExH3XOrsBIlLO6gw5EZE6InIbeN3/saqIVLE6R05ExCt7ELOihuWJIu88QmcC8AcwUUTutjoTgIgEici7wM/AxyLSyznc0tdVHN4GZgC+IuJnZZ7zRKSwiLwHzBORMSLSxepMcOH/OAb4WUQ+8rLt6x1gJuBvdZ7znP/HMTi2+6ki8ohzuOX1REQCRWQi8LKIlHYOs3zH0MoaZvk/JZc6AyHGmNrAD8CrIlLbykAiUgGYguPN1xL4Fji/12y3LhkAwUAI0MQY84YxJt3iPOc9iqMDu3DgG+BNEalpZSARqQh8juO9cDuON+FbVmYCEJFiwFdAK2NMpDHmW6szZfEEUMEYUx8YATwF1m/3zr33V4FWQFHgZmcub/j2Y1kN89oiLyJBWR4aIAHAubHPAwaJSAkLchV13j0NPGuMecwYkwSUA74RkWDndB59bbPkAigO1DLGpIlIBxF5TkQ6eDJPllxBzlsfoCSODRxjzB/AWRx7XMWtyOaUAnxsjHnSeX7HF8BaEWlkYabzuT4HNgGISEsRuVVEajkfe/y9KyI+zvUKsN45uALwo4jU9XSeLLmKOO+mAhOANsAOoImI1HBO4/G9eW+pYV5X5EWkpvP4+ikicoeIBALJwBnn3jM4ujSOxNHDpUf+gdlzAX7GmL0iUkREngSGAYE4Nvj6xhi7h3NNdr5epYAk4C8ReRVHx3EpwHsi0j/bhueJXFNFpJNzcCIQIyKNnR+GW4HaQHXnPJ54veqIyIciUhjAGHMcWJRlksrOPNvcneUqudKA3wAjIoeBN3H09PqHiDTw4PZ1IZcxJtO5t34QqCIii4FROP6vC0WkvSeLqYjUEpHPcDR/dAaKGmN2Ors6/x0IwIK9ea+rYcYYr/nD8aHzA/B/OHqxnACMBAoBPwK3Af7OaUcAcy3KNQ74n3OcALWzTPsqsMCiXOOBt53j/oejeDV2Pu4GzMXxRvB0rg9xnC/h57ydA6x1/j9fAyZ66PVqheOsazvw4vn/X7Zp6gBfeSLPlXJleR3bAs9l277meUGu4ji+9ZR3DnsU+MmDr1lfHCdaPgLcD0wC+mWb5iEcPeQ28WAur6thHtuQc/kCVQSmAT5ZHscCMUB3YDIQ7RxX1/mP9bMo1zKgs/OxnC8WOPYCvwEKW5RrBY6vq42BBcD9Wab/HUdbqlW5bnU+rgaUct6/B3j6/Ovo5lz1gIZATRxdX1fNYZoewGjn/YeARh54vbLnCs0yLiDbtLVwtNUHWJXLub1XdBbQ6s5hhXDsVJR2dy7n+m4F7szyeBQw2Hnf13lbBXgJGILjm3YbD+TyuhrmVc01xpgDQBSOr6XnH48HXjHGzAG2A8NF5FlgFrDbeOBHxcvkmgA87XxsjDFGRJoDnwJLjTHJFub6P+Po+nkicKeIDHd+td4InLAo1zgcPZZijNljjDkhIm2AZ3B2SW2cW74bc20BdhpjduL4AHwVLmnfbguUFpEvgV44mrrcKodcrzhziTHmwvpFpAXwCbA863BP53L+nw7j+MB5SEQGAL8AK3H8VuV2xpj5wHwROX/WfgqO3wcwxmQ4b/8GgoDXcXx4W7XtW1vDPPGpm8OnXRmgXJbHwj+fvgOAJVnGlcDxtbCpc7rWwPtAHy/INdOZJxDHG2ANcK8X5JoNtHA+bgA8C/Twglwzce5N4diD3wH08kSu7PdxHH2xE2ibbd6fcfzY2c1bcuEoVENxNHHd50W5GuHYS/7RHdvX1bJlm246cHe2YU2BQ0BvN+QKOf8eyzLs/N57Ttu+R2pYjlk9sZJsL8RLOH5wmwuMdA6zZX2hcPzg9FSWYVOBht6cCwj3xlxe/HqVsCLX+WzO26eAH5z3ezrfgDd5YS5fsvzu40W53NokmctsNqAI8DWOI9wE6AAUcnO2TTh2CCKdj7N+MFrynrxsVo+tyPFL90gcn2jBzn/IOf5pm836IjUB9gBdgT7AKqC+l+Zyyz8uH79eDazIlW3arBlP4mhi+AQ3tHO7KJfLi6kLck3CUVxd/jvKtWRzTh+Co6jej6P9+w3nMtyRzYbjm9U8HL8DPA0Enh93lW3fLe/Jq2Z2+wqy7LHhOBng/P2bcHx9b5BtepvztguOJpA/cZwQork01w3nyjK+OI7D2NYDLTWXtbluMNudOI4A+gJo7c5cWYaNBZ7D0ezSJtu489983Lrt5zq/2xYMpZ0vxHwcZ8jVdQ73xfHLeDzwDo5P3p5ZXhh3H2GhuQpwrizz23DDkTOay/PbGI7fxAa5OdfjQD3n8JrAFOf9Z3Ds0T8FVPLEtn/Nz8NN/7Rmzn/ICByH840CPsgyvgz/7Ol1wvGrvCcOhdRcmktzeUkuV2QjWxu9m3P9L8v4D3C0vX+E48iemZ54va7nz12HUJ4C3jXGjDDG/AksBUffEs7Dwo4ZZz8XxpgfcJyhWdFNWTSX5tJc3pnrhrMZ9/WXk1MuIyJ+ItIYCMPRdBUCvA3sPN/lhLdx2ZWhnP8QA2CM2Soi+7IMSwdqGuexveeHi0g9HMew7iUXF/nWXJpLc+XtXN6cLZe50oF1IrIEWGyMmS+Oa1j3wAPnVFyPG9qTF0e/LT2c/VqYrOOMMWezDAvlnw6NAAqJSF8cx3P/ZowZYBx9dbiE5tJcmst7cnlztuvNZYz5P+M4IQvjOLnvv8aYfa7K5UrXXeTFcZbbRiAcxw8f54fbcrhfDUf7FuLoR7kIjjPkYowx4643g+bSXJrLu3N5c7YbySVeeuGbnFxXc404OuO/HehkjNmcdZxxtpGJSCNjzPlPvgbAMRH5GUdb12JjzNHrj625NJfm8vZc3pztBnOdAJa4OpPbmNz/2uyb5X554Dvn/erAA/xz5lc54DMcL0IFHJ0EncHReVHX3K5Pc2kuzZX3cnlzNm/N5e6/XL0wOH49fh9o5xxWG8fJCXcCy3EcXrQReBhHb2uPZ1vGQHf8wzSX5tJc3pHLm7N5ay5P/V3txREcPahNA3oDC4FHnOO+AH4F2jsft8JxGm/WY1j93bQxaS7Npbm8JJc3Z/PWXJ78u9oLVAzH8aFFnY874OgytiOOiyvsADpmmf4HIMztoTWX5tJcXpPLm7N5ay5P/l3x6BpjzBkcpxQPcA76C4jD0SfDLhx9p7cXkYdE5BMcR+vsutIyXUFzaS7N5T25vDmbt+bypNwcQvk1EC4iIcZxwep1OE4MqIHjyjDTcPQrvcsYc7sx5pzb0mouzaW5vDWXN2fz1lyekYuvOyHAW8DwLMOWkKUnOrJ1ZuSJP82luTSX9+Ty5mzemstTf1fdkzfGHMJxzdLbRKS7iITiOH03Pcs0mVdbjqtpLs2lubwnlzdn89ZcHnMNn4a34Wi/2go8ZvWnk+bSXJrL+3J5czZvzeXuv/P9MeeKiPg5PhccF8r1Fprr2miua6O5rp23ZvPWXO50TUVeKaVU3uKu/uSVUkp5AS3ySimVj2mRV0qpfEyLvFJK5WNa5JVSKh/TIq+UUvmYFnmllMrHtMgrpVQ+9v/pw26NYhK/hAAAAABJRU5ErkJggg==\n", 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\n", 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KgebNm7Nq1aoixy1evNivZRXV68Vtffr0oU+fPkWOK9wXYAInFD8D4WTfru2kffAwqTmfsF+qMT/xUVKH3Et0BXfKbVgX+VDZm26MCX8F+fks+vgl2qz5O100l0X1r6Tt8KfpXqeBq7nCusgHkqral4Yx5qTeeurxsHzGBGrNGUN3z1ZWn9WJKoOfo3tid5cS/lpkFPlSdqGMiYlh165ddrphYyKcOueTLzzGY92iGRR88yjJx1axVRqxtOc/SL7wurLpNVNMkVHkSykuLo7MzMzj500xxkSumJgYoo7uY8lzA0k59AM7qcX89n8m5fJ7aHJWpTMvoIyFd5EP0BGvFStWLDdXgTHGBE/WxjQyJ/+ZzrunUI8KzG12Kx2H/YnuRRxxHyrCu8gfF75dKI0xwect7n+h8+4p1CGKJfWH0PLKJ+jZsMmZZ3ZZhBR5Y4zxX9amdWR+9tSvinv85X+me+Py88s+vIu87SQ1xpTAhpXz2DPtOZL3zaAuUSypdznxQx4tV8W9UHgX+UJhcIIyY0xwqcfD6h8/x/Pjy3Q8sphcrcSihlcRP/D/6B7X0u14JRYZRd4YY07haN4RVkx7h1pL/0OHgg3spBZz4++k/cD76HF24M+KW9bCushbn3ZjzKns+HkjP035J60y/0cqe9kqjViQ9AQdL7mVnpWrnnkB5URYF3ljjPGlHg+r537J0Tlj6XhwNnVRVlbpxs/dbiHpvCtoUoJTaIe6CCny1iZvTCTbtT2T9Olv0HDDJDp4trKXaiyKHUGT/nfTqUU7t+MFVVgXeWuuMSZyHTuax+rv/4cufZcOh+bTQwpYV6EtC5JG03HADfSoUs3tiGUirIu8MSayqMfDprUL2T5rHAnbviCZfeykFotjhxPb52batE1xO2KZ8/fyfzHAD0AlZ96PVPVxETkbmAA0BzYBV6nqHmeeR4CbgALgHlX9JmDpi8u6UBoT1rZmrCRz1nvEbv2SeM9W4jSaVdV6srXztSSedwU9QvCcMmXF3y35POB8VT0oIhWB2SIyBbgC+FZVnxGRh4GHgVEi0h4YDiTivcbrdBFpraoFp1qBMcYUx7atGWz6/j3qbPychIIMmgBrKnZgfpvrSOh7LZ3rN3Y7Ykjw9/J/ChReqqeic1NgMNDHGT4OmAmMcoZ/qKp5wEYRyQC6AXNLG7w4rE3emPCSmbGKzHmTqLV5Km2PraEhkF4hgXmt7qP5b66lfZNWbkcMOX63yYtINLAYaAX8W1Xni0gDVc0GUNVsEanvTN4YmOcze6Yz7MRl3grcCtC0aVN/IxWDNdcYUx6px0PGih/ZuehjGmZ9S7xnM3HAhugWzG12O016X0dCqw4kuB00hPld5J2mlmQRqQV8IiIdTjN5UZvSJ1VcVR0LjAVITU21imxMBMs7kkv6wmkcWjGZZjkzSWAnLVRIq5TEvOYP0fScYbRs3obye6KBslXi3jWquldEZgIXAdtFJNbZio8FdjiTZQK+5+KMA7JKuk5/WXONMaHveI+YZV9TZessWh1eQQfJ44hWZG3VrmxJuJeEc4eSWC/W7ajlkr+9a+oBx5wCXxm4AHgWmAxcDzzj/P3MmWUy8L6IvIh3x2sCsCBA2Y0x5dTOrM1sXPglsmEGzfcvJJ69xAObo+JYWX8gldpcQOsel9C5Wk23o5Z7/m7JxwLjnHb5KGCiqn4hInOBiSJyE7AFGAagqqtFZCKwBsgH7nSlZ411oTTGVbkH95G+cCqH06bTIGcu8Z7N1AV2U4OfqnflpxZ9aJp6Cc2atKKZ22HDjL+9a1YAnYsYvgvod4p5xgBjSpSulKy5xhh3FOTns2HFj+xe8Q3Vs2aRkLeGTpJPnlZkfUwH5jUeTN1OF9GiQw9Sw/B8MaHEjng1xgRE1qZ1ZC76kgqbZtLi4GJaO72tN0THsyT2aqq2v5CE1AtJipDTCYSKyCjy1lxjTMDt27OTDQumcGz9dBrvnk+cZtMI2MHZpNfqjbTsS/Oul9CyYRPrCeOiyCjyxphSO3Y0j4ylM9m7aiq1s3+k1bF1pIiHXK1EepVkMptcS2zni2napjP1o6LcjmscYV3kReyDZkxJqcfDlvQVZC/5ipitP9Dq0DLayWEKVNhQMYGFTUZSM7E/rVL60qlSjNtxzSmEdZEvZI01xhTPnpxsNiz4Ak/6DJruXUAzdtIM+FkasLpufyomnE/LbpfSOgwuixcpIqLIG2OKduxoHumLZ7Bv1dfU3TablvkbSBVlP1XJqJrC5ma/IS71Ehq3SDz5fCSmXAjrIm9dKI052c8/rSVz0eectek7Eg4tpb0cJl+jSD+rLfOb30btpP4kJP+GlAphXR4ihr2LxoS5/GNHWbdgGgdWTKbxjh9oolk0BrKkPqvr9ues1v1o0e1S2tWu63ZUEwSRUeTV43YCY8rUgX27Wf/jZ2jaFyTsn0sih8jTiqRV6czPTa+jceqlxLVMopH1ggl74V3krbnGRJBDB/ay9rsPqbD2E9rnLqSLFLCH6qyv2Zvo9pfR5pyBdKpey+2YpoyFd5E3JswdzTvCqpmTYOUk2h2YS6ocZTt1WNLwKmp0vpw2qRfQ1drWI1qEvPvWidKEly3rl5E1Yyxttn1OCvvZTQ1W1LuMGl2H0yb1AhrY+WCMI6yLvPWuMeGkID+fFd+O56zFr5F4dCWxGs3KauewJfV6Es8dTPeKZ7kd0YSgsC7yxoSDI7kHWf7FqzRe+wadNZssqc/c+LtIGHAbKQ2DcblME04iosiLtdaYcujY0TyWfPoPWqz5N93Zw/oKrVmcMork/tfRyNrZTTH5e2WoJsA7QEPAA4xV1ZdF5AngFiDHmfSPqvqVM88jwE1AAXCPqn4ToOzGhCX1eFg27V3qzfsr3TWbtRXbs73PP0nseSliXR6Nn/zdHMgHHlDVJSJSHVgsItOccS+p6vO+E4tIe2A4kIj38n/TRaR1WV0dyk5QZsqbrE3ryJlwN50Pz2djVDOWnftfOvW9yoq7KTF/rwyVDWQ79w+IyFo47SktBgMfqmoesFFEMoBuwNwS5i0RxQ6GMqFNPR4WfvIyHVb8lVrAvNb3k3rVI8TbzlRTSiVu2BOR5ngvBTgf6AXcJSK/Axbh3drfg/cLYJ7PbJmc/kvBmIizf+8u0l+/kW4HZ7IypjP1rnmNHk0T3I5lwkSJfgOKSDXgf8C9qrofeBVoCSTj3dJ/oXDSImY/aTeoiNwqIotEZFFOTk4Rs5SMdaE0oS5rYxp7/nEenQ78wNz4u0j8v29paAXeBJDfRV5EKuIt8ONV9WMAVd2uqgWq6gFew9skA94t9yY+s8cBWScuU1XHqmqqqqbWq2fnqTaRYf2S76k0rj+1PXtY1/89el4/hig7iMkEmF9FXrybxm8Aa1X1RZ/hsT6TDQFWOfcnA8NFpJKIxAMJwILSRS4Bu8arCTHrl8wk9rOryZMY9oz4isRel7odyYQpf9vkewHXAStFZJkz7I/ACBFJxtsUswm4DUBVV4vIRGAN3p45d5ZVzxqw5hoTmjKW/0jDyb9lf1QNKtw0hUZxdplrEzz+9q6ZTdHt7F+dZp4xwBg/cxkTlnb8vJGan1xDLpWJGvk5DazAmyCzzrfGlJEjuQfZ99YwquhhDg97n9hmbdyOZCJAWBd5OxjKhJLlb/2BhPx01vd6gfjE7m7HMRHCqqAxZWDl9x/TPecj5tUbRuf+17odx0SQyCjy1rvGuOjg/j00+O4BNkc1IfmGv7sdx0SYyCjyxrho5Qd/pj67OXLJy8RUqeZ2HBNhwrrIWxdK47Yt65fRJesDFtS6hDap/dyOYyJQWBd5Y9y2c/JjHOUsWgz/m9tRTISKkCJvbfKm7G1cPZ+Ug9+zsskI6jZscuYZjAmCsC7y1lxj3LRnymgOaGXaD3nY7SgmgoV1kTfGLT//tJrkA7NYFXc1Nes0cDuOiWCRUeStC6UpY1u/+QcFRNHq0vvcjmIiXFgXebtkmnHDoQN7ab99Mitq/IZ6jZq7HcdEOKuCxgTYqq/foAa5VO39e7ejGBMpRd6aa0zZqbn+IzZFNbF+8SYkREiRN6Zs/PzTatoeW0N2s8HWXGhCgn0KjQmgLTPfxqNC/Pk3uB3FGMD/y/81EZHvRGStiKwWkT84w88WkWkiku78re0zzyMikiEi60RkQKCfgDGhQj0emmydzJqYTjRs0srtOMYA/m/J5wMPqGo7oAdwp4i0Bx4GvlXVBOBb5zHOuOFAInAR8IqIlPmVisW6UJoysGHlHOJ0G4fbXOF2FGOO86vIq2q2qi5x7h8A1gKNgcHAOGeyccDlzv3BwIeqmqeqG4EMoFsggheXR+2oV1M2chZPxqNCi15Xuh3FmONK3CYvIs2BzsB8oIGqZoP3iwCo70zWGNjqM1umM8yYsFMn6zvSK7ahToM4t6MYc1yJiryIVAP+B9yrqvtPN2kRw05qOxGRW0VkkYgsysnJKUmk01LrQmmCbOe2LbTOX8/uuL5uRzHmV/wu8iJSEW+BH6+qHzuDt4tIrDM+FtjhDM8EfE+/FwdknbhMVR2rqqmqmlqvXj1/I52WlXdTFn760fuv0CB1iMtJjPk1f3vXCPAGsFZVX/QZNRm43rl/PfCZz/DhIlJJROKBBGBB6SIbE3oqbpjKNuoS376r21GM+ZUKfk7fC7gOWCkiy5xhfwSeASaKyE3AFmAYgKquFpGJwBq8PXPuVNWCgCT3h/WuMUF05PAh2hxaxMq6F9PQDoAyIcavIq+qsym6nR2gyGO4VXUMMMbPXAGjp4xrTGCsn/81HSWPmMRL3Y5izElss8OYUjq86ksO61m06XGJ21GMOYkVeWNKQT0emuyaxbqqXYipUs3tOMacJEKKvLXJm+DYvG4JjXQHR1v0dzuKMUUK+yJvbfImmLIXfAJA857WddKEprAv8sYEU63MGWREt6R+43i3oxhTpMgo8taF0gTBnpxsWh9dS04jO8rVhK6wL/JW3k2wbJj7KdGi1Ok8yO0oxpxS2Bd5Y4JF0r9hJ7Vo1elct6MYc0oRUuRte94E1rGjeSQcmM9PtXsRFV3ml0gwptgioMhb7xoTeOsXTqcGuVRsZwdAmdAWAUXemMA7sPwz8rQirXte5nYUY07LirwxflKPh6Y5M0mr0pmq1Wu5HceY0wr7Iq+INcmbgNq0diGNdDtHWlzkdhRjzijsi7wxgbZtgfcCIS17DXU5iTFnZkXeGD/VzfyWdRXaUrdRM7ejGHNGEVLkPW4HMGFie+YGEgrS2d3kArejGFMs/l7+700R2SEiq3yGPSEiP4vIMud2ic+4R0QkQ0TWiciAQAYvLmuON4G08YcPAGjUY5jLSYwpHn+35N8Gitrb9JKqJju3rwBEpD0wHEh05nlFROyoEVOunf3TZ2REt6RZm2S3oxhTLH4VeVX9AdhdzMkHAx+qap6qbgQygG5+5gsIsROUmQDIzFhF6/z17Iwf6HYUY4otUG3yd4nICqc5p7YzrDGw1WeaTGdYmbLzyZtA2TrrXTwqxPf5ndtRjCm2QBT5V4GWQDKQDbzgDC+quha5SS0it4rIIhFZlJOTE4BIxgSWp6CAJls+Y22lDjSIa+l2HGOKrdRFXlW3q2qBqnqA1/ilSSYTaOIzaRyQdYpljFXVVFVNrVevXmkjGRNwa+Z8QZxmc7jDtW5HMcYvpS7yIhLr83AIUNjzZjIwXEQqiUg8kAAsKO36/GXNNSYQjs5/nT1Up8OF17kdxRi/VPBnYhH5AOgD1BWRTOBxoI+IJONtitkE3AagqqtFZCKwBsgH7lTVgsBFN6Zs7MzaTNKBH1nc8Cp6VK7qdhxj/OJXkVfVEUUMfuM0048BxvgbyphQkv7583TDQ9yFd7kdxRi/RcYRr2pHvJqS2bdnJ0lZk1hWow9xrTq4HccYv0VGkTemhNZ8+hzV5DC1Lvw/t6MYUyJW5I05hT052SRufodllXvQsuM5bscxpkSsyBtzCusmPkpVPUytQbZbyZRfYV/krQulKYnNaUvosuNjFtUdRPN2qW7HMabEwr7IG+Ovgvx8jnx0B4ekMq2uetrtOMaUihV5Y06wcMIY2uSnkZHyKHUaxLkdx5hSCfsi722usbNQmuJJW3upzC4AABbaSURBVPQtKetfZmmVc+hy2a1uxzGm1MK+yBtTXHtysqn1xa3sjKpDi5vfQaLs38OUf/YpNgbIPbiPHf8dTG3dx6HBb1LzbDtRngkPYV/kFcAuGmJOI+9ILun/upJWx9azptffSUju7XYkYwIm7Iu8MaeTe3Af61+6lE5HFrK44+N07m+nEjbhxa8TlBkTTnZu28rO14fR/lgaC5JH023I3W5HMibgIqTIW3ON+bX1S2ZSa/INNNODrDjnZboNuN7tSMYERdgXeRU74tX8oiA/nwXvP0mXDa+wM+pssq6YTOeOPd2OZUzQhH2RN6bQ5nXLODzpdnrmr2Vptd7Ej3yNRvVizzyjMeWYXzteReRNEdkhIqt8hp0tItNEJN35W9tn3CMikiEi60RkQCCDG1Nc+/bsZN6rt9Ho/fNplL+FRV3+RvIDk6llBd5EAH9717wNXHTCsIeBb1U1AfjWeYyItAeGA4nOPK+ISHSp0paIWBfKCHX40AHmjX8Sz8ud6bZtAkvPvpijt88ndeBtdqCTiRj+Xv7vBxFpfsLgwXiv+wowDpgJjHKGf6iqecBGEckAugFzSx7XmDM7dGAvKz99kYQNb9ODfayqlMyuS56mW6debkczpswFok2+gapmA6hqtojUd4Y3Bub5TJfpDDuJiNwK3ArQtGnTAEQykWhr+nJ+nvpPEnd8QQ85zMpKKew4/2E6dLeWQhO5grnjtahuLUW2m6jqWGAsQGpqakDbVhQQ60IZtvKO5LLm+0lEL32HjkcW0UCjWVGzL9XPu5Ok1PPdjmeM6wJR5LeLSKyzFR8L7HCGZwJNfKaLA7ICsD4T4dTjYd3C6eyb/y7tdn9LZw6xg7OZ2+x2Ei6+i9SGTc68EGMiRCCK/GTgeuAZ5+9nPsPfF5EXgUZAArAgAOszEchTUMD6pTPZs/hjmm6bRlvdTq5WYk3N3pyV8lva9xpI/YpnuR3TmJDjV5EXkQ/w7mStKyKZwON4i/tEEbkJ2AIMA1DV1SIyEVgD5AN3qmpBALMXi1rvmnLr2NE80uZ9Re7yT4nf9QNt2c0xjSYtphNZ7f5Au/N/S2qN2mdekDERzN/eNSNOMarfKaYfA9hVkE2xbduawZZFXxH100xaH5hHEofI1UqkVevGljaXknDuUJLsNMDGFJsd8WpcdWDfbjLmf8XR9TOI3T2Ppp6faQjspBbravamQuJA2vYaTErV6m5HNaZcsiJvytSxo3lkLJ3J3lVTqb1tDq2OptFZPORqJdIrdySrydU0SL6I5u26UtcOWDKm1MK+yNs1Xt2lHg9b1i8je+kUYrbOotWhZbSTwxSosKFiAgvjrqdG+wtp1aUvnWKquB3XmLAT9kXelL2d27ayacGX6IbvaLZvAc3YTTMgUxqyuu4Azmp9Pi26XkJra1s3JuisyJtSyz24j4yF08hNm06DnLnEezZRF9hLNX6q1oVNzfsQ1+US4uLbEud2WGMiTAQUeTuffKAV5OezYcVsdq+YSvWsWSTkraGj5HNUK7A+pgNzG91F3Y4DaJF0DikVIuAjZkwIs/9AUyxZG9PYuugLKm76npaHFtOaQwBsiI5nSezVVG13Aa1SL6SD9YIxJqRYkTdF2r93FxsWTOHoumk03j2PON1GI2A7dVhX6zdEtepL89SLadmwCS3dDmuMOaWwL/IKoB63Y4S8/GNHyVj2A3tWfkOt7Nkk+HRtXF+lM5lNryc25RKaJnSkgXVtNKbcCPsib05tx88b2TjnYypu+o5WhxbTllw8KmQ4XRtrdhhAq5S+JFeKcTuqMaaErMhHkIL8fNKXfc+eZV9QP3smLQt+oj6wjXqk1T6f6IQLaNntYlrXbeh2VGNMgIR9kdcI712zf+8u0udMxrNuCi33zaUt+8nXKNZXSmRes3uI7Xo5Tdt0pqE1wRgTlsK+yEeindu2sGHWRKpkfEnbI8vpIgXspRoZNXrwU+sBJPQcTPs6DdyOaYwpA1bkw8S2Lelsmj2BGhun0PboauqKslUasajRCGolDyIhpS+pdr51YyKOFflybNuWdDbNfIezt3xN6/z1NAQ2RjVnftObadhjGM3bdaWJNcMYE9ECVuRFZBNwACgA8lU1VUTOBiYAzYFNwFWquidQ6yyOcDtB2d6d21j33XtUX/8J7Y+toiGQXiGBufF3EXfOVcQndCLe7ZDGmJAR6C35vqq60+fxw8C3qvqMiDzsPB4V4HWGvcOHDrBm5gSiV39E+0ML6C4FbI5qwtzmd9D0vOtJaNGOBLdDGmNCUrCbawbjvVwgwDhgJlbkiy192Sx2z3qd9ju/oYscZgdns6ThVdQ95zpaJvWkmTXFGGPOIJBFXoGpIqLAf1V1LNBAVbMBVDVbROoHcH1+JCs/zTX7dueQNu0N6q6fQELBTxzRiqys1ZfKXa+jXY9LqG8n/DLG+CGQFaOXqmY5hXyaiKQVd0YRuRW4FaBp06YBjFR+rFs0gwM/vEKHfTPpLsfIiG7J/HZ/pG3/m+hau67b8Ywx5VTAiryqZjl/d4jIJ0A3YLuIxDpb8bHAjlPMOxYYC5Camlp+NrtLKe9ILiunjqPGijdpk7+eA1qZ5fUGUqf3TbTqdC6t3A5ojCn3AlLkRaQqEKWqB5z7/YGngMnA9cAzzt/PArE+f4TiEa87szaTPuWfJGydRCp72RLVmPnt/kjixbfSvUZtt+MZY8JIoLbkGwCfiEjhMt9X1a9FZCEwUURuArYAwwK0Pr9IiHSh3LxuGdunPEvynm/ojoeVVbqR3eN2Es8dTNPoaLfjGWPCUECKvKr+BHQqYvguoF8g1lGerV/yPQe/fY7kg7OpT0WW1rucxhfdT6dWHdyOZowJc9ZVI0jU42HV7M+RH1+kQ94y9lOV+U1uoM2gB+lev7Hb8YwxESLsi7wiZd6FctWPn1Nh5tMkHVtDDrWZ1+peOgy6l57W3m6MKWNhX+TLUtr8qRR8O5oOR5ezg7OZ3/5PJA+6ix4xVdyOZoyJUFbkA2D9ku85MvUvdDyykJ3UYl7rh0gech/dK1d1O5oxJsJFSJEPTnNN1sY0sv83ii4HZ7KH6sxr+Qc6DnmAHtVqBmV9xhjjrwgp8oG1b3cOayc+Tkr2BGoTxbwmN9HhqkfpYW3uxpgQY0XeD0fzjrDk4xdou+4VuukhFtW+mObDnqZHYzu5rzEmNIV9kQ/UEa/LZ3zI2bOepIdmsapSMpUv/SvdOp4TkGUbY0ywhH2RB0rVhTJrYxrbJ91H59w5bIlqzPLer9Gxz1DETvNrjCkHIqPIl8CRw4dY+sGTdN78JrWIYl7Le0i5+k80rRTjdjRjjCm2sC/yJWmuWT7jQ+rOeoyeup3F1fsQN/xFesS1DEI6Y4wJrrAv8v7YtjWD7A/upnPuHDZHxbHq/Hfo0nuw27GMMabErMgDBfn5LProOTqs/Ts10ONNM82sacYYU85FfJHftHYRef+7k+75aayo3IW6V79Cj/i2bscyxpiAiIAiL0WeTz7vSC5Lxj9Kly1vcUiqsCjlGbpcdpv1mjHGhJUIKPInWzv/G6p8cz89PZksqnkhLa59mVQ7/a8xJgwFvciLyEXAy0A08LqqPhPsdZ7K/r27WPvu/XTf9SnZ1GPFb94gte9Qt+IYY0zQBbXIi0g08G/gQiATWCgik1V1TTDX66uwoWbp1PdoPOdRUnUP8xoOJ+naZ4mtXqusYhhjjCuCvSXfDchwLg+IiHwIDAYCXuQ96kGLOLK1AGi7ZwZV5kzhp6hm7Lr0Tbp2Ps87zlMQ6BjGGFNiURKFc63sgAl2kW8MbPV5nAl0D8aK/jr/r3y47sOTR8RXBio7DxRW3QOrgpHAGGNK55V+r9A7rndAlxnsIl/UV9JJm9sicitwK0DTpk1LtKLz4s6jTuU6Jw3fu3Mb0RUqUL1W3RIt1xhjykqzGs0CvsxgF/lMoInP4zgg68SJVHUsMBYgNTW1RGcT6x3XO+DfgMYYU94Fu1P4QiBBROJF5CxgODA5yOs0xhjjCOqWvKrmi8hdwDd4u1C+qaqrg7lOY4wxvwh6P3lV/Qr4KtjrMcYYczI7ht8YY8KYFXljjAljVuSNMSaMWZE3xpgwJkWdCsBNIpIDbC7h7HWBnQGMEyiWyz+Wyz+Wyz+hmgtKl62ZqtY7cWDIFfnSEJFFqprqdo4TWS7/WC7/WC7/hGouCE42a64xxpgwZkXeGGPCWLgV+bFuBzgFy+Ufy+Ufy+WfUM0FQcgWVm3yxhhjfi3ctuTNKUigr0RgXGHvo/FXuSryIhIbih9yEWkkIpXcznEiEUkSkVEAGkI/2USkodsZiiIiDdzOUBQRaSMiF0PIvY/NRKRkF4AIMhGJcTtDUdyoYeWiyItIJRF5FfgeGCsiV7idCUBEqonIi8AU4HUR+a0z3NXXVbyeB94HKohIRTfzFBKRyiLyd+BrEXlJRAa7nQmOv48vAVNE5L8h9vl6AfgAOMvtPIWc9/ElvJ/7cSJyhzPc9XoiIlVFZCzwuIjUcYa5vmHoZg1z/U0ppkFArKq2Br4AnhKR1m4GEpFGwNt4//l6AZ8BhVvNHveSAVAPiAW6qOoYVT3mcp5CdwL1VDUZ+BR4WkRauRlIRBoD7+L9X7gE7z/h39zMBCAiNYCPgXNVNUVVP3M7k497gEaq2h54ArgX3P/cO1vvTwHnAtWBvk6uUPj141oNC9kiLyLVfB4qkAPgfNi/Bm4TkVou5Kru3N0HPKCqd6nqQaAB8KmI1HOmK9PX1icXQE0gQVWPisgAEXlQRAaUZR6fXNWcv9FAbbwfcFT1e+AQ3i2umm5kcxwBXlfVP6jqNmAisExEOrqYqTDXu8BqABHpJSL9RSTBeVzm/7siEu2sV4AVzuBGwJci0ras8/jkquLczQNeBc4D0oEuItLSmabMt+ZDpYaFXJEXkVYiMhF4W0QuFZGqwGFgv7P1DPAckAIkOvME/Q08MRdQUVU3i0gVEfkD8DBQFe8Hvr2qeso411vO63U2cBD4UUSeAv4Pb8H4u4hcf8IHryxyjRORy5zBB4DuItLJ+TJMA1oDLZx5yuL1aiMi/xGRygCquguY6TNJEyfPumBnOUOuo8AMQEVkG/A0cCHwvYgkluHn63guVS1wttazgKYiMgt4Fu/7Ol1ELizLYioiCSLyDt7mj0FAdVXNUNWdwHdADC5szYdcDVPVkLnh/dL5AngUGIz3W/kZoBLwJXAxcJYz7RPARy7l+jfwT2ecAK19pn0KmOZSrleA551x/8RbvDo5j4cCH+H9RyjrXP8BxgAVnb+TgGXO+/kXYGwZvV7nAgsAD/CnwvfvhGnaAB+XRZ7T5fJ5HfsBD57w+fo6BHLVxPurp6Ez7E7gqzJ8za4D1gB3ADcCrwG/O2GaW4CX8DZbllWukKthZfZBLuYL1Bh4D4j2ebwA6A4MA94Cujnj2jpvbEWXcs0FBjmPpbBY4N0K/BSo7FKu+Xh/rnYCpgE3+kz/Hd62VLdy9XcexwNnO/evBO4rfB2DnKsd0AFoBWTgPaHTidMMB55z7t8CdCyD1+vEXM19xsWcMG0C3rb6GLdyOZ/3xk4BbeEMq4R3o6JOsHM56+sPDPR5/Cxwu3O/gvO3KfBn4Pd4f2mfVwa5Qq6GhVRzjar+DKTi/Vla+PgV4ElVnQSsBx4RkQeAD4GftAx2Kp4i16vAfc5jVVUVkZ7Am8AcVT3sYq5HVXU53qPnBorII85P61XAbpdy/Rv4o/N4o6ruFpHzgPuBrc7woP6kVtW1QIaqZuD9AnwKTmrf7gfUEZH/Ab/F29QVVEXketLJJap6fP0icg7wBjDPd3hZ53Lep214v3BuEZGReK/jvBDvvqqgU9WpwFQRKbyE6RG8+wdQ1Xzn7xagGjAa75e3W599d2tYWXzrFvFtVxdo4PNY+OXbdyQw22dcLbw/C7s60/UGXgauDYFcHzh5quL9B1gKXBUCuSYA5ziPE4EHgOEhkOsDnK0pvFvw6cBvyyLXiffx9r7IAPqdMO8UvDs7h4ZKLryFahTeJq6rQyhXR7xbyV8G4/N1pmwnTDceuOKEYV2BbOCaIOSKLfwf8xlWuPVe1Ge/TGpYkVnLYiUnvBB/xrvD7SPgGWdYlO8LhXeH070+w8YBHUI5F5AcirlC+PWq5UauwmzO33uBL5z7I5x/wD4hmKsCPvt9QihXUJski5ktCqgCfIK3h5sAA4BKQc62Gu8GQYrz2PeL0ZX/yVNmLbMVefd0P4P3G62e84bk8kvbrO+L1AXYCFwOXAssBtqHaK6gvHFh/HolupHrhGl9M+7B28TwBkFo5w5QroAX0wDkeg1vcQ34fhR/sjnTx+Itqjfibf8e4ywjGNmi8P6y+hrvfoD7gKqF487w2Q/K/+QZMwd9BT5bbHgPBii83wfvz/fEE6aPcv4OxtsE8gPeA0Isl+UqdS6f8TXxdmNbAfSyXO7mKmW2gXh7AE0Eegczl8+wfwEP4m12Oe+EcYW/fIL62S92/qAtGOo4L8RUvEfItXWGV8C7Z3wT8ALeb94RPi9MsHtYWK4IzuUzfxRB6Dljucr+M4Z3n9htQc51N9DOGd4KeNu5fz/eLfp7gbiy+Oz7/TyC9Kb1cN6QJ/B253sW+IfP+Lr8sqV3Gd698mXRFdJyWS7LFSK5ApGNE9rog5zrnz7j/4G37f2/eHv2fFAWr1dJbsHqQrkXeFFVn1DVH4A54D23hNMtbKc657lQ1S/wHqHZOEhZLJflslyhmavU2TR458spKpeKSEUR6QQk4W26igWeBzIKTzkRaiqceZLicd4QBVDVNBHZ6jPsGNBKnb69hcNFpB3ePqyb8R4qHXCWy3JZrtDJFcrZipnrGLBcRGYDs1R1qojE4+2HH/RjF0qiVFvy4j1vy3DnvBbqO05VD/kMa84vJzQCqCQi1+Htzz1DVUeq91wdAWG5LJflCp1coZytpLlU9VH1HpCFeg/u+6uqbg1UrkAqcZEX71Fuq4BkvDs+CodHFXE/Hm/7FuI9j3IVvEfIdVfVf5c0g+WyXJYrtHOFcrbS5JIQvfBNUUrUXCPek/FfAlymqmt8x6nTRiYiHVW18JsvEdgpIlPwtnXNUtUdJY9tuSyX5Qr1XKGcrZS5dgOzA50paLT4e5sr+NxvCEx27rcAbuKXI78aAO/gfREa4T1J0H68Jy+6vLjrs1yWy3KVv1yhnC1UcwX7VqwXBu/e45eBC5xhrfEenDAQmIe3e9Eq4Fa8Z1u7+4Rl3BCMN8xyWS7LFRq5QjlbqOYqq9uZXhzBewa194BrgOnAHc64icC3wIXO43PxHsbr24f1rCB9mCyX5bJcIZIrlLOFaq6yvJ3pBaqBt39odefxALynjL0I78UV0oGLfKb/AkgKemjLZbksV8jkCuVsoZqrLG+n7V2jqvvxHlI80hn0I7AI7zkZNuA9d/qFInKLiLyBt7fOhtMtMxAsl+WyXKGTK5SzhWquslScLpSfAMkiEqveC1Yvx3tgQEu8V4Z5D+95pTeo6iWqmhu0tJbLclmuUM0VytlCNVfZKMbPnVjgb8AjPsNm43MmOk44mVFZ3CyX5bJcoZMrlLOFaq6yup1xS15Vs/Fes/RiERkmIs3xHr57zGeagjMtJ9Asl+WyXKGTK5SzhWquMuPHt+HFeNuv0oC73P52slyWy3KFXq5QzhaquYJ9Kzwfc7GISEXv94L3QrmhwnL5x3L5x3L5L1SzhWquYPKryBtjjClfgnU+eWOMMSHAirwxxoQxK/LGGBPGrMgbY0wYsyJvjDFhzIq8McaEMSvyxhgTxqzIG2NMGPt/1sQ69pas0RYAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": 8, "metadata": {}, "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 -25.359550 345.053043 -25.359550 \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 115.359550 115.359550 \n", "spa\n", " apparent_zenith zenith apparent_elevation \\\n", "2014-06-23 00:00:00-06:00 115.154766 115.154766 -25.154766 \n", "2014-06-23 00:01:00-06:00 115.207146 115.207146 -25.207146 \n", "2014-06-23 00:02:00-06:00 115.258730 115.258730 -25.258730 \n", "2014-06-23 00:03:00-06:00 115.309514 115.309514 -25.309514 \n", "2014-06-23 00:04:00-06:00 115.359497 115.359497 -25.359497 \n", "\n", " elevation azimuth equation_of_time \n", "2014-06-23 00:00:00-06:00 -25.154766 344.064134 -2.141078 \n", "2014-06-23 00:01:00-06:00 -25.207146 344.310880 -2.141229 \n", "2014-06-23 00:02:00-06:00 -25.258730 344.557936 -2.141380 \n", "2014-06-23 00:03:00-06:00 -25.309514 344.805299 -2.141531 \n", "2014-06-23 00:04:00-06:00 -25.359497 345.052965 -2.141682 \n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pyephemout = pvlib.solarposition.pyephem(times.tz_localize(golden.tz), golden.latitude, golden.longitude)\n", "spaout = pvlib.solarposition.spa_python(times.tz_localize(golden.tz), golden.latitude, golden.longitude)\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": 9, "metadata": {}, "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 -25.359550 345.053043 -25.359550 \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 115.359550 115.359550 \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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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pyephemout = pvlib.solarposition.pyephem(times.tz_localize(golden.tz), golden.latitude, golden.longitude)\n", "ephemout = pvlib.solarposition.ephemeris(times.tz_localize(golden.tz), golden.latitude, golden.longitude)\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": 10, "metadata": {}, "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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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "loc = berlin\n", "\n", "pyephemout = pvlib.solarposition.pyephem(times.tz_localize(loc.tz), loc.latitude, loc.longitude)\n", "ephemout = pvlib.solarposition.ephemeris(times.tz_localize(loc.tz), loc.latitude, loc.longitude)\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": 11, "metadata": {}, "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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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "loc = berlin\n", "times = pd.date_range(start=datetime.date(2015,3,28), end=datetime.date(2015,3,29), freq='5min')\n", "\n", "pyephemout = pvlib.solarposition.pyephem(times.tz_localize(loc.tz), loc.latitude, loc.longitude)\n", "ephemout = pvlib.solarposition.ephemeris(times.tz_localize(loc.tz), loc.latitude, loc.longitude)\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": 12, "metadata": {}, "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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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "loc = berlin\n", "times = pd.date_range(start=datetime.date(2015,3,30), end=datetime.date(2015,3,31), freq='5min')\n", "\n", "pyephemout = pvlib.solarposition.pyephem(times.tz_localize(loc.tz), loc.latitude, loc.longitude)\n", "ephemout = pvlib.solarposition.ephemeris(times.tz_localize(loc.tz), loc.latitude, loc.longitude)\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": 13, "metadata": {}, "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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\n", 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Xasfmn/lpyghSfv2c3dKA+XH/R6+L76BddC2no6lqOu5d4iISi3W+1/n2ouEiskRE3hCRsunk2gAbvTYr4OgfCsEn2ievwtfBA0XMm/gAdV9LJenXL8mKuZLIOxeTdvl9RGmBDwnHVeRFpD7wEXCnMWYPMA7oCCRhtfSfLVu1ks1/V1FFZKiIZItIdmFh4fFEOn5a5FWYWjpnKjv+3YuMdS+zul4vtl8zh/SbX6Fh42ZOR1N+5PPoGhGJxirwk40xHwMYY7Z53f46MN2+WgB4n5SxLbC54n0aY8YD4wFSUlKCW3ElQvvkVVjZsXUj69+5k5Q9syiQGJae+TY9T73I6VgqQHwdXSPABCDPGDPGa3mM12oXA8vsy9OAwSJSW0Q6AJ2BrOpF9i9BiBAt8ir0eUpLmf/Bs9R6NY0eu2czr90Qmv8jhwQt8CHN15Z8H+AaYKmILLaXPQBcISJJWF0x64FhAMaY5SIyBViBNTLnNjeNrIEj88kbj0eP2lMhq2Dtcva+dxNph5ezvFYP6l/6IhmnJDkdSwWBr6Nr5lJ5P/tnR9lmNDDax1zBI9afY4zRKYdVyPGUlrLgw2dIWPEsDSWSrMRR9L7oNm3QhBE94tVuyXs8pToWWIWUrRvWUDj5JtKKF7Gkbgotrx5PatuOTsdSQaZF3qslr1SoyPn8TTpnPkBHSpnf/UFSL71LW+9hKuyLvHCkJa9UTXdw/z5yJ9xG2s5PWRV9CvWvnEjayd2cjqUcFPZF3mhLXoWIn1cuxDPletI865kXczUp148hulZtp2Mph4V9kcdrdI1SNVXOjP/QLesBDkptlpw2gYwzLnM6knKJsC/yUt6S1yKvap7SkhKyJtxBxpZJ5NWKo/n179KjdazTsZSLhH2RL9vx6tGWvKphdv+ynZ/HX0HGwWzmNxtIz6GvUat2HadjKZfRIl/WXaN98qoGWb9yIVHvX0FXTyFZCQ+RdtndTkdSLqVFHm3Jq5pl+Y+f0W7mEA4RzU9/mUJq6tlOR1IupkXebsmjLXlVA2RPH0+PBSPZEhlDrWs/outJpzgdSbmcFvmyHa86Tl65mPF4yJz0IBk/vcjy2gm0vfkTGjVt4XQsVQOEfZEX7ZNXLucpLWXBuCFk7PiYnAZn0v22ydSuc4LTsVQNEfZF/sjoGm3JK/cpOXyIRS9dTdruL8lsdSWpN72kcywpn2iRL2/J645X5S6Hig+y7IVB9C6aQ+ZJN5N27RM6/4zymRb5sgmGPdpdo9zjQNE+Vr84kOSDC8jsci/pV/7L6UiqhtIiXzbVsLbklUvs37ebdS9cQELxUhb0eJj0S+9yOpKqwXw9/V87EflWRPJEZLmI3GEvbyoiX4nIGvt3E69tRopIvoisEpF+/v4DqkunNVBucqBoL+teuJCuxUtZlPIkvbXAq2rytYOvBLjHGNMNSAduE5E4YATwtTGmM/C1fR37tsFAPHAe8IqIuGuvkU5Qplzi4P595L9wId2Kl7Co1xP0uvBmpyOpEOBTkTfGbDHGLLQv7wXygDbARcBEe7WJwED78kXAe8aYYmPMOiAfSPVHcH/Rlrxyg4MHilj9wkDiDy4mp+coUgbc4nQkFSKOe1e9iMQCPYH5QEtjzBawPgiAE+3V2gAbvTYrsJe5xpETeeuOV+WMQ8UHWfnCJfQ4uICcHg/Te+BwpyOpEHJcRV5E6gMfAXcaY/YcbdVKlv2umorIUBHJFpHswsLC44l03ERPGqIcVFpSwtKXBpN0IJOs+H/R+9I7nY6kQozPRV5EorEK/GRjzMf24m0iEmPfHgNst5cXAO28Nm8LbK54n8aY8caYFGNMSosWQT5Uu7wlrwdDqeAyHg/Z426g195vyex0J6mD7nU6kgpBvo6uEWACkGeMGeN10zTgWvvytcBUr+WDRaS2iHQAOgNZ1YvsX+Ut+d9/wVAqoDIn3EXazqlktv4b6Vc/4nQcFaJ8HSffB7gGWCoii+1lDwBPAlNE5EZgAzAIwBizXESmACuwRubcZoxxV5NZW/LKAZmTHiJj01tkNR1A2pCxTsdRIcynIm+MmUvl/ewAZ/3BNqOB0T7mCp7yPnmHc6iwseDjsaTnP09O/dPpdeubOlWBCqiwf3eVzUKJtuRVECz6ciLJuQ+xpE4KCX9/n8goPehcBVbYF3m0T14FybLvpxL/492sqdWVTsM/1vOxqqAI+yIv2ievgmDNojl0mDWUTZFtibnlf5xQv5HTkVSYCPsir33yKtA2rsml2dSr2B3RkPpDpuoZnVRQaZG3p9LRlrwKhMLN64mafCkApVd9TIvWsc4GUmEn7Iu8HvGqAmX3L4Xs+88AGpq97Bz4Du06JTgdSYUhLfJ6ZigVAAeK9rJ53ADalG5i3Tmv0znpz05HUmEq7Is8ZWOUtSWv/OTwoWJWvXQZpxzKY1n6M3TvO8DpSCqMhX2Rt3trtCWv/MJ4PCx++W8kHchkQfwDJJ9/vdORVJgL+yJ/ZMerFnlVffPHD6f37i+Y134YaZf/w+k4SmmRF/SkIco/Mic9RPrWycxvfgnp1z3pdBylAC3yR+YN0Za8qob5U54un48m5ebXdT4a5Rr6TtRpDVQ1Lfj0JdJWjCK3bprOR6NcJ+yLvOiJvFU15Hw2geRF/8fS2j055fZPdD4a5TphX+TRg6HUcVr81Tv0mH8fq2rF0/HvU6lTt57TkZT6nbAv8lI2usZl5zJR7rb0u4+Jm/t31kV3pN1wnXBMuZevp/97Q0S2i8gyr2UPi8gmEVls//T3um2kiOSLyCoR6efP4H5zZKC8szlUjbHs+6l0+mYYG6Pa0/LWz2jQqKnTkZT6Q7625N8Czqtk+XPGmCT75zMAEYkDBgPx9javSFmz2UXKRkEYjxZ5dWy530yh86wb2RrZmibDpuuMksr1fCryxpg5wC9VXP0i4D1jTLExZh2QD6T6mC/gyiYoA93xqo5u0cxJdPvuZjZGtafJrV/S9MQ2TkdS6pj81Sc/XESW2N05TexlbYCNXusU2Mt+R0SGiki2iGQXFhb6KVLV6OgaVRU5n02g+w+3sy66Ey2Gz6Rx81ZOR1KqSvxR5McBHYEkYAvwrL28shN+V9onYowZb4xJMcaktGgR5K+/2ievjiHrkxdJmn8P+bW60ub2L2jUpLnTkZSqsmoftWGM2VZ2WUReB6bbVwuAdl6rtgU2V/fx/E2nGlZ/xHg8ZP73/8hY9zLL6vTk5L9P1VE0qsapdkteRGK8rl4MlI28mQYMFpHaItIB6AxkVffx/O3I4eda5NURpSUlzH9lCBnrXia74dl0ufsLLfCqRvKpJS8i7wKnA81FpAB4CDhdRJKwumLWA8MAjDHLRWQKsAIoAW4zLhyMfqRPXrtrlOXggSKWvzSY9KI5ZLa6ktSbXiIi0nUDw5SqEp+KvDHmikoWTzjK+qOB0b6GCirtk1dedm4rYPt/LqfX4eXM73QX6Vc/7HQkpaol7GdS0j55VWbt0kzqfXQ1HcwuctKeJa3/EKcjKVVtWuR17hoFLPzyv5zy4z0UST0KBn5Mr56nOh1JKb/QIh9h97W6b3eBCgJPaSnzJ44kY8NrrI7uQtMbPqBT61inYynlN1rky0bza0s+7PxauIWNE64h4+ACshueQ/eb36LOCfWdjqWUX2mRjyibhVL75MNJXtZXNP1sGF3NbubH/5PUy+7VszmpkKRFHh1dE048paXMf3cUKWvGsj2iORsunkpaYl+nYykVMGFf5NGWfNjYtukntr99IxnFC1lUvy8db5pIm8Y6RYEKbWFf5LVPPjxkz/gPnRc8SEdTwvzuD5J66V3aPaPCghb58tE12pIPRbt3bmPNW7eSsncWq6K6Um/wBNI6dXc6llJBo0Xe7pPXqYZDi/F4yPl8Ah0WPEai2ce82JvpffVjREXXcjqaUkGlRb6sJV/5LMiqBtry8yq2v3sbKQcXsDqqC7sHfkBG9zSnYynlCC3y5Ue8aku+pistKSHr/SfosfpFGgGZp9xH78tHEBkV9m9zFcbC/t0vEVaRF93xWqOtyPySWl+NJKN0LbknpHLi4JdIP+kUp2Mp5Tgt8jqEskbbujGfTVPuo9feb9hGM3JSx5B83vU6ckYpmxZ5nWq4Rjq4fx+L3nuUpJ/fpDGGee2HkDT4YXrVa+B0NKVcJeyLfIS25GuU0pIScv43jva5Y8mgkIUNTiNm0NNkaNeMUpXy9cxQbwAXANuNMd3tZU2B94FYrDNDXW6M+dW+bSRwI1AK3G6M+dJvyf1EpzWoGYzHQ+7X79F43hOkejawJqoTO88YS3KfvzgdTSlX87Xj8i3gvArLRgBfG2M6A1/b1xGROGAwEG9v84qIuO8camV9t9qSd60VmV+w6ok+JP1wC5GmhIVpz9PpgQXEa4FX6ph8Pf3fHBGJrbD4IqzzvgJMBGYD99vL3zPGFAPrRCQfSAXmHX9c/5Mj8xo4mkP9Xn7uXIq+eJTEA/MppAlZ3R8kecBw2tWq7XQ0pWoMf/TJtzTGbAEwxmwRkRPt5W2ATK/1CuxlvyMiQ4GhAO3bt/dDpKor75PXI15dY/XC2ez/6gmSDmSyh3pkdvg7iZfdT6ruVFXKZ4Hc8SqVLKu0uWyMGQ+MB0hJSQlqk1pb8u6xcsEsDn39JD0OLmAX9cmMvZX4gfeS3riZ09GUqrH8UeS3iUiM3YqPAbbbywuAdl7rtQU2++Hx/EonKHNe3vwvKfnmSRKKF/IrDZl38u0kDLyb9IZNnI6mVI3njyI/DbgWeNL+PdVr+TsiMgZoDXQGsvzweP6l4+QdUVpSwpJv3qN29qvEHVrKThqR2ekuegy8k4z6jZ2Op1TI8HUI5btYO1mbi0gB8BBWcZ8iIjcCG4BBAMaY5SIyBVgBlAC3GeO+s2VH6OiaoCrau4tlM8bRZtVEepotbKUFmV3uJfGiO0nXPnel/M7X0TVX/MFNZ/3B+qOB0b6GCibtkw+ObQVr+WnGc8Rv+Zg0ilgV1ZWFve6nx9lX0Uqn/1UqYPSI17KWvI6uCYg1i+aw+9uxJO7+luZ4yG1wKvVOv51TUs52OppSYSHsi7yIVeS1He8/5f3tC14l7vBS9pm65LQaRPvz7yY5VqcfUCqYtMiX98m7bndBjVO0dxdLp4+j7eq36Gm2soUWZHa+h/gLhpPeqKnT8ZQKS1rkpWw+eYeD1GBbN65l3WdjiN/yCekUsTKqGwt7jaDH2VcRo/3tSjkq7Iv8kVkotSXvqzWL5rD7m7Ek7vmWFl797V21v10p1wj7In9kdI2qitKSEnK/fo862eOIO7zM7m+/nPbn36X97Uq5UNgX+Qg94rVKrP72V2i7eiLJZitbRPvblaoJwr7IHzkzlBb5ymzdmM+6z5470t8e3Y2FydrfrlRNoUXeHl2jJ/L+rdUL57Dn2+dJ2vMtLTAsbnCa3d9e6XFvSimXCvsiD+Axoqf/o6y//V3qZL9K3OFl7DV1yW71V9qffxe9tL9dqRpJizzgQQjnw6H27d3Fsumv0G71WySbbWyWE8nsci/xf7lN+9uVquG0yAMGCcs++a0b81k3YwzxWz8hnf2sjI5jUfJIEs6+itba365USNAiT1mRdzpF8Hj3tzcHr/Ht2t+uVKjRIo9V5CXED4bylJay5NspRGe9TPyhpeX97Sf1v4teJ2l/u1KhSos8ZX3yoenggSJyZ7xGzIr/kOTZZM3fruPblQobfivyIrIe2AuUAiXGmBQRaQq8D8QC64HLjTG/+usx/SUU++R/2b6ZVdOf45QN75HGHvIjO5Kd8jSJ515Lq1q1nY6nlAoSf7fkzzDG7PC6PgL42hjzpIiMsK/f7+fHrDYTQqNrNqzJZcsXY0jcMYMMOcziuuls6Xs7cRnnH5lxUykVNgLdXXMR1ukCASYCs3Frka/BLXljDHnzZ1I853kSi+bRkihym/ajZb97SOqa7HQ8pZSD/FnkDTBTRAzwmjFmPNDSGLMFwBizRURO9OPj+Y1HpEaeyNt4PCyZPYVa88YSd3gFv9KArHY30OmCu0ht1c7peEopF/Bnke9jjNlsF/KvRGRlVTcUkaHAUID27dv7MVLVWKNrak5LvuTwYRZ/+RZNFr5MomcdW2nB/K4j6Fp/dvcAABT5SURBVHHhcD0ZtlLqN/xW5I0xm+3f20XkEyAV2CYiMXYrPgbY/gfbjgfGA6SkpAS9SV1T+uSLD+4nd/qrtF4+nhSzhZ8j2rIgaTRJ/W/SnalKqUr5pciLSD0gwhiz1758LvAoMA24FnjS/j3VH4/nb4YIV/fJF+3dxdJpYzl5zVuk8gtrojqzqPeLJJ59FSdFRjodTynlYv5qybcEPrGn7Y0C3jHGfCEiC4ApInIjsAEY5KfH8yu3tuF379zGiqnP0G3DO6Szj+W1Etne9zni+w7QkTJKqSrxS5E3xvwEJFayfCfg+mPlPS5rye/euY0VHz9BQsF7ZMgBFp3wJ+qeeS/xOu2AUspHesSrTVzQnq9Y3Bc2OI0m5/+TnvFpTkdTStVQWuRxviVfaXHv/y+S43o7lkkpFRq0yJdxYJy8FnelVKBpkcdqyQezu2b3L4Ws+Gi0FnelVMBpkQcgOEe8Fu3dxdKP/k3c+jfJYL8Wd6VUwGmRx57WgMD1yRcf3M+iT56n86pXSWc3i0/IoGH/R0jurjtUlVKBpUUeIEDTGpQcPsTC6a/RLncs6RSyvFYPCs95iKTeZ/v9sVTgHD58mIKCAg4ePOh0FKWoU6cObdu2JTo6ukrra5HH/ycNMR4Pi76cSLMFz5DqKWBNVGeWnvo03ftepAcx1UAFBQU0aNCA2NhY7AP+lHKEMYadO3dSUFBAhw4dqrSNFnnAXy154/GwdM4n1P3+cZJL81kf0Y6FGS/R85yrtLjXYAcPHtQCr1xBRGjWrBmFhYVV3kaLPP6ZoGzNojkc+vyf9Di0hM1yIguSHif5gmHERulTHAq0wCu38PW9qM1LwMjxt+Q3r1tJzrMX03nqhcQcWs/8riNodn8uvQfeRqQWeFVDXHfddXz44YdOx6jxTj/9dLKzs52O8RtahbBnofSxJb975zbypjxI8tYPaEIk89rdQPdB/yJNT46tlHIRbcljl/cqjpM/eKCIzP8+iLzYk95b32dx0/PYOzSLjCHP0UALvAqQ9evX07VrV6699lp69OjBZZddxowZM7j44ovL1/nqq6+45JJLAJg5cyYZGRkkJyczaNAg9u3bB0BsbCz3338/qamppKamkp+fX779nDlz+NOf/sTJJ5/8m1b9008/Te/evenRowcPPfTQb/IMGTKE7t27c9VVVzFr1iz69OlD586dycrKCsbTEhSTJk0iNTWVpKQkhg0bRmlpKfXr1+eee+4hOTmZs8466zd95B988AGpqal06dKF77//HoDS0lLuu+++8ufxtddeA2D27NmcdtppXH755XTp0oURI0YwefJkUlNTSUhIYO3atdXOry15rJb8sY549ZSWsnDG67RZ+AzpFJJbN5WGF4wiVScPCyuP/G85Kzbv8et9xrVuyEMXxh9zvVWrVjFhwgT69OnDDTfcwIoVK8jLy6OwsJAWLVrw5ptvcv3117Njxw5GjRrFrFmzqFevHk899RRjxozhwQcfBKBhw4ZkZWXx9ttvc+eddzJ9+nQAtmzZwty5c1m5ciUDBgzgsssuY+bMmaxZs4asrCyMMQwYMIA5c+bQvn178vPz+eCDDxg/fjy9e/fmnXfeYe7cuUybNo3HH3+cTz/91H9P0ucjYOtS/90fQKsEOP/Jo66Sl5fH+++/zw8//EB0dDS33norkydPpqioiOTkZJ599lkeffRRHnnkEV566SUASkpKyMrK4rPPPuORRx5h1qxZTJgwgUaNGrFgwQKKi4vp06cP5557LgC5ubnk5eXRtGlTTj75ZIYMGUJWVhZjx47lxRdf5Pnnn6/Wn6lFHuAYJ/JeNncadb59mJTSteRHdmTZGWNI7DsgiPmUgnbt2tGnTx8Arr76al544QWuueYaJk2axPXXX8+8efN4++23+eKLL1ixYkX5uocOHSIjI6P8fq644ory33fddVf58oEDBxIREUFcXBzbtm0DrG8EM2fOpGfPngDs27ePNWvW0L59ezp06EBCQgIA8fHxnHXWWYgICQkJrF+/PuDPRzB8/fXX5OTk0Lu3dVT6gQMHOPHEE4mIiOCvf/0rYL0WZd+ggPLLvXr1Kn8eZs6cyZIlS8q/Ie3evZs1a9ZQq1YtevfuTUxMDAAdO3YsL/4JCQl8++231f4btMhTdsTr761bsYA900aSeHABW2lBdvJTJP/lJiL0bExhqyot7kCpOKpCRLj++uu58MILqVOnDoMGDSIqKgpjDOeccw7vvvvuMe/H+3Lt2kdOIWns7ktjDCNHjmTYsGG/uY/169f/Zv2IiIjy6xEREZSUlBznX/kHjtHiDhRjDNdeey1PPPHEb5Y/9thjv7le2fMYGRlZ/jwYY3jxxRfp16/fb7abPXt2wJ/HgPfJi8h5IrJKRPJFZESgH+/4/HZ0zfZN68h6/grav38OHQ6uILPTnTS+P5eUATdrgVeO2bBhA/PmzQPg3XffpW/fvrRu3ZrWrVszatQorrvuOgDS09P54Ycfyvvb9+/fz+rVq8vv5/333y//7d3Cr0y/fv144403yvv0N23axPbtlZ6qOSSdddZZfPjhh+V/8y+//MLPP/+Mx+Mpb5W/88479O3b96j3069fP8aNG8fhw4cBWL16NUVFRYENbwtoS15EIoGXgXOAAmCBiEwzxqwI5OP6yiAIhr27f2HZlEdJKphMEqUsaPVXug56hPTmrZyOqBTdunVj4sSJDBs2jM6dO3PLLbcAcNVVV1FYWEhcXBwALVq04K233uKKK66guLgYgFGjRtGlSxcAiouLSUtLw+Px/GFrv8y5555LXl5e+YdB/fr1mTRpEpFh0tiJi4tj1KhRnHvuuXg8HqKjo3n55ZepV68ey5cvp1evXjRq1Kj8g/OPDBkyhPXr15OcnIwxhhYtWvh3n8VRiAng7IsikgE8bIzpZ18fCWCMeeKPtklJSTHBHme65rFeNCz9lWgO05Q95DQ4k5hLnqB1h65BzaHcKS8vj27dujmaYf369VxwwQUsW7bsd7cNHz6cnj17cuONNx7zfmJjY8nOzqZ58+aBiBk26tevX/7txgmVvSdFJMcYk1Jx3UD3ybcBNnpdLwBcNxylNKIWLUt3srxWAjvOG02v5NOcjqRUlfTq1Yt69erx7LPPOh1FuVSgi3xlezR/99VBRIYCQwHat28f4Ei/F9n/KZbu3akTiCnXio2NrbQVn5OT49P9hMqoF6c52Yr3VaCLfAHQzut6W2BzxZWMMeOB8WB11wQ40+907nlqsB9SKaWCItDN1gVAZxHpICK1gMHAtAA/plJ+F8h9V0r5wtf3YkCLvDGmBBgOfAnkAVOMMcsD+ZhK+VudOnXYuXOnFnrluLL55OvUqVPlbQJ+MJQx5jPgs0A/jlKB0rZtWwoKCnyaw1upQCk7M1RV6RGvSh1DdHR0lc/Co5Tb6FASpZQKYVrklVIqhGmRV0qpEBbQaQ2Oh4gUAj8f5+bNgR1+jOMvmss3mss3mss3bs0F1ct2kjGmRcWFrivy1SEi2ZXN3eA0zeUbzeUbzeUbt+aCwGTT7hqllAphWuSVUiqEhVqRH+90gD+guXyjuXyjuXzj1lwQgGwh1SevlFLqt0KtJa/+gFQ8QaiqkfR1VL6qUUVeRGLc+CYXkdYiUvvYawaXiCSIyP0AxkVf2UTEledTFJGWTmeojIicIiLng+tex5NEJPgngKgCEan6DF5B5EQNqxFFXkRqi8g44DtgvIhc4nQmABGpLyJjgM+B/4jIlfZyR59XsTwDvANEiUi0k3nKiEhdEXke+EJEnhORi5zOBOWv43PA5yLymsveX88C7wK1nM5Txn4dn8N6308UkVvs5Y7XExGpJyLjgYdEpJm9zPGGoZM1zPEXpYoGADHGmC7AdOBREeniZCARaQ28hfXP1weYCpS1mj3OJQOgBRAD9DLGjDbGHHY4T5nbgBbGmCTgU+BxEenkZCARaQP8F+t/oT/WP+G/ncwEICINgY+BvsaYZGPMVKczebkdaG2MiQMeBu4E59/3duv9UaAv0AA4w87lhm8/jtUw1xZ5EanvddUAhQD2m/0LYJiINHYgVwP74m7gHmPMcGPMPqAl8KmItLDXC+pz65ULoBHQ2RhzSET6ici9ItIvmHm8ctW3f0cCTbDe4BhjvgOKsFpcjZzIZjsI/McYc4cxZiswBVgsIj0czFSW67/AcgAR6SMi54pIZ/t60P93RSTSflwBltiLWwMzRMSxs96LyAn2xWJgHHAqsAboJSId7XWC3pp3Sw1zXZEXkU4iMgV4S0T+IiL1gAPAHrv1DPA0kAzE29sE/AWsmAuINsb8LCIniMgdwAigHtYbPs4Y4wlyrjft56spsA/4QUQeBf6BVTCeF5FrK7zxgpFroohcYC/eC6SJSKL9YbgS6AKcbG8TjOfrFBF5VUTqAhhjdgKzvVZpZ+dZFegsx8h1CPgGMCKyFXgcOAf4TkTig/j+Ks9ljCm1W+ubgfYi8j3wFNbrOktEzglmMRWRziLyNlb3xwCggTEm3xizA/gWqIMDrXnX1TBjjGt+sD50pgP/Ai7C+lR+EqgNzADOB2rZ6z4MfOhQrpeBF+3bBOjite6jwFcO5XoFeMa+7UWs4pVoX78M+BDrHyHYuV4FRgPR9u8PgMX26/kYMD5Iz1dfIAvwAP8se/0qrHMK8HEw8hwtl9fzeBZwb4X31xcuyNUI61tPK3vZbcBnQXzOrgFWALcANwCvA3+rsM5NwHNY3ZbByuW6Gha0N3IVn6A2wCQg0ut6FpAGDALeBFLt27raL2y0Q7nmAQPs61JWLLBagZ8CdR3KNR/r62oi8BVwg9f632L1pTqV61z7egegqX35UuCusucxwLm6Ad2BTkA+1oROFdcZDDxtX74J6BGE56tirliv2+pUWLczVl99Hady2e/3NnYBPdleVhurUdEs0LnsxzsXuNDr+lPAzfblKPt3e+D/gFuxvmmfGoRcrqthAX8xqvCkVGxJrQTO87p+HXbLBRgJfALcg9USHOlgrr8B31ZYJ8N+o//D4efrK/vyIPv5Ggl8j9W6D0hxqOLzNbvCOqcCPwCXBfH5qmP/HgdMtC9HeN3+OvAG8BHWh2IXB3NVXOdPwJwgv79+l8u+HonVYn3Cfs/NxuqCiApittpeBf0R4NFKtnkS+MWuF90Dla3CY7qihpU/fjD+6EqehBOBFO8XzevFug6Y67W8MdbXwt5YLYg/A2OBq12Q6107Tz37TbYIuNwFud4H/mRfj7ffUINdkOtd7NYUVgt+DXBlMHJ53Vb2jasBVuv0rAq3f461s9PvHzzHmwuojzVyazHwVxfl6oHVSp4RiPfXsbJVWG8ycEmFZb2BLcBVAcjVDGhYYZnjNazSrMF4kApPxD/tN8uXwMvebyT7ciTWDqc7vZZNJMCfwtXNBSS5MZeLn6/GTuQqy2b/vhOYbl++wv4HPN2FuaII3DeK6uQKaJdkFbNFACdgtY5b2q9hP6B2AHM9AKzF+sb3u29VTv1P/mHeoD4YnAfMtF+YKKAAaFn24nGk1dALWAcMBK4GcoA4l+YK2AsXos9XvBO5Kqzn/WH0K9Zw2AkEriururkCUkyrmet1u7gGZD9KVbPZ68bYRfUGrP7v0Vgja/yeDWtfwJdYgwiaA18DV3FkZ2qE/Tuo/5NH+wn4EMoK40AjsMZGR2Ht0FmAtXMHYxORSGNMDlaroScwFLjDGLPCpbmWuTSXW5+v5U7k8mbnayQiTwMbgf7GmBuNMQddmuuAC3PdZIzZb+yK5lQ2WwpwOtYHwz3GmH8aYw76K1uFXA2B1VjfbnZgddHeASSBdUCYiEQE43+yygL16YHVZ/US1qfx7VgjKtpi7ZH/HOvAgIex+hnvBk70/iTUXJorELm8to8gACNnNFdQ32Nl3xjrAcOCkKs91mCB14BrsY52fx5rn8SNZZkI0Leb4/47AvSipWN9bXrYflL+DTzndftYoJ99+c/2kxQb8D9Wc2kuzeWaXP7IFqiCWkmupzlyDMpVWMMkM7E+dC6hwsgxN/0EqrtmFzDGGPOwMWYO1jC5SPvo0ChgG1Z/HsaY7+3LTQOURXNpLs3lzlzVzmbsqhuEXHOBunY35GRgGHCRMWYM1nxHP4k1CZnjk6FVFOWvOxIRKXvCjTErRWSj17LDQCdjzH573VrAQBHpgDW2fDfws7+yaC7NpbncmcvN2aqQq4MxptRe/YAxpkhEemLt6M0xxhQHIld1Vaslb3/aDrbntfjNJ6oxpshrWSxHJjQCq5/rfaydEt8aYwYaaw4Rv9BcmktzuSeXm7Mdby5j7WCNxxqfP9MY8y9/ZfK34y7yInIdsAxrr3I9r+URlVzugNW/hVjzKEcbYz4DrjXGvHK8GTSX5tJc7s7l5mzVySUirYw1UqynMeZ5f+byt+PqrhFrMv7+wAWmwrAgY88pLSI9jDFln3zxwA4R+RzrEOMfvNf1F82luTSXe3K5OVs1c/2K1UePcWkXzW+Yqu9tjvK63AqYZl8+GbgRSLavtwTexnoSWmMNO9qDNbfFwKo+nubSXJqr5uVycza35gr0T5WeGOAZrKFMZ9vLumDNQ3Ih1jCip7C+9gzFmm3t7xXu4/pAvGCaS3NpLnfkcnM2t+YK1s+xnhzBmqN8EtbY0FnALfZtU7AO6T3Hvt4X6zDeaK/tawXozaS5NJfmckkuN2dza65g/hzrCWoI/Ih9ogmsiX9exjp8+BSsWQS9p9ScDiQEPLTm0lyayzW53JzNrbmC+XPU0TXGmD3AeqypM8HaCZKNdcaTslnYzhGRm0RkAtZonbVHu09/0FyaS3O5J5ebs7k1VzBVZQjlJ0CSiMQY64TVuVgHBnTEmltiEta80muNMf2NfRBDEGguzaW53JPLzdncmis4qvB1JwZrPomRXsvmAn28rkcG+yuI5tJcmss9udycza25gvVzzJa8MWYL1jlLzxeRQSISCxzE+iQsW6e08q0DR3NpLs3lnlxuzubWXEHjw6fh+Vj9VyuB4U5/OmkuzaW53JfLzdncmivQP2XzMVeJiERbnwumxKdPkgDTXL7RXL7RXL5zaza35gokn4q8UkqpmiXgp/9TSinlHC3ySikVwrTIK6VUCNMir5RSIUyLvFJKhTAt8kopFcK0yCulVAjTIq+UUiHs/wHzebq9j6sC+QAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "loc = berlin\n", "times = pd.date_range(start=datetime.date(2015,6,28), end=datetime.date(2015,6,29), freq='5min')\n", "\n", "pyephemout = pvlib.solarposition.pyephem(times.tz_localize(loc.tz), loc.latitude, loc.longitude)\n", "ephemout = pvlib.solarposition.ephemeris(times.tz_localize(loc.tz), loc.latitude, loc.longitude)\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": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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mzBhVVS1VqpSOGzdOVVVnzZql7du3V1XV/v37a9euXTUhIUG3b9+uN9xwg6qq/vDDD3rvvfeqy+XShIQEbd++va5atUoPHDiggYGBunXrVk1ISNCaNWvqwIED1eVy6ZdffqmdOnX6z+c4d+6cRkdHq6rqnj179EJfr1ixQrNmzar79+/X+Ph4bdmypS5YsEDV/YPT2bNnq6rqmDFjdPjw4aqqeuLEicTlPv300zpp0qTEz9G+fXuNj49XVdVbb71V9+zZo6qq69at0+bNm1/0865YsSKxT1Lb0fHjNbRvv1S9HR0//qLvuWPHDu3QoYPGxsaqquqwYcN01qxZqppy3zZt2lQfeeQRVVX99ttvtUWLFqqqOn36dB07dqyqqsbExGitWrX0jz/+0BUrVmju3Ln1yJEjGhMTo0WLFtXRo0erqupbb72lDz744H9ynTlzRuPi4lRVdenSpdqlSxdVVZ05c6YWLlxYT5w4oVFRUVq5cmXdsGFDir8DqqonT55MXG7fvn110aJFiZ9j2LBhqqoaGxurDRo0SPxdmTdvng4cOPCin3fmzJmJfeKtXzOShKhIPdS1ie6oUFFfvusmrfdeV/3r7OkrWgawUb38TXVsJ7WIXAe0AoYkmTYUQFWnAV2BYSISD0QDPT0fxO94G+r7scce86vhvuPi4hgxYgSbN28mMDDwXwMI1q1bl7JlyybmWrt2LV27dk1xWOpt27bxzDPPcPr0aSIjI/81ymi3bt0IDAwkMjKSn3/+mW7duiXOuzA2VUqfN6NJabhvwNEhv8+cOUP//v3Zu3cvIpI4CCBAq1atyJcvX2KOtWvX0rlz5xR/B1asWMGrr75KVFQUp06donLlynTs2BEg8fPt3r2bbdu20apVK8C9NnQhb0qfN7NIOHWMsN7tiQo9x8e3BrC2bh2W9JxKrmzZU2X5jhUIVY0C8iWbNi3J48nA5FR903Yvp+riLpe3ob4Bvxru+80336RQoUJs2bIFl8tFtmzZLvn5Uso+YMAAvvzyS6pXr86HH37IypUrE9uEhIQA4HK5yJMnD5s3b/a6LG+fNy0VfuqpNH+P5DSF4b69Sc8hv5999lmaN2/OwoULCQ0NpVmzZl5zJH3ubXpMTAz33XcfGzdupESJEjz//PPExMQktrnwXVBVKleunDgacnLePm9mEH9wLwf7diH6RBxTOgSyv0ZzlvR4k2xZsqTaezi9DyJT8DbUN+BXw32fOXOGIkWKEBAQwMcff5y4LRzc26QPHDiAy+Vi/vz5iZ8vpWGpIyIiKFKkCHFxccyZM8fr++XKlYsyZcqwYIH7+AVVZcuWLRfNmDNnTiIiIq7q8/milIb7hpT7NiWpOeT3mTNnKFasGODe75DU0qVLOXXqFNHR0Xz55ZeJaw3efgcuFIP8+fMTGRmZ4pF4FSpUIDw8PPH1cXFxbN++/aIZM9p3IbnY39dxoGsnIk/F8VLXQI7V7sTiXpNStTiAFYh0cWGo72rVqnHq1KnEob7BPdx3iRIlvA73Xa1aNerXr5+4cxb+Ge574sSJl9wR27p1a3r37k2DBg2oWrUqXbt2vepfmvvuu49Zs2ZRv3599uzZk/jfHUCDBg0YNWoUVapUoUyZMok735MOS/3jjz8mXjZ17Nix1KtXj1atWlGxYspHWMyZM4f333+f6tWrU7lyZb766quLZqxWrRpBQUFUr149Q+ykTjrcd7Vq1WjVqlXiztmU+jYlgwYNolKlStSsWZMqVaowZMiQq/5v+4knnuDJJ5+kUaNG//pHAaBx48b069ePGjVqcOedd1K7tnuAUG+/A3ny5OHee++latWqdO7cOXFTWnLBwcF89tlnjBw5kurVq1OjRo3EgyRS0rx5c3bs2JEhd1JHr/mGA3cNICLWxXO9gwiq0Y/PeownMDAN/px72zHhr7dL7qR2wIEDB7Ry5copzh8+fLi+9957l7WsUqVKaXh4eGpFSxUX2zEcEhKSzmkyD1/s25R2DF/qdyC9Of034VpEfvGu7qxcQX+uU1FbvV5ZH/zmnVRZLr62k9rYcN/GmMt3ZsY4jrw1m6P5hOe7Z6FF5ZE8d2ufNH1Pu2CQMSZT8ce/CafGDefY7B/ZV1wYd2cwfWqM5YEGHVNt+XbBIGOM8TPqchH+cE9O/vA7m8oJb3S8jofrvE6/m5uly/tnigKhqikeemmMyTz8aYuJno/h6D0dOLPxMMtrBPBui9y8fMsU2lW4Od0yZPgCkS1bNk6ePEm+fPmsSBiTiakqJ0+e/Nc5PL7KdfZvDvdtR+SeMyxoHMDn9QvxXpsZ1ClxY7rmyPAFonjx4oSFhZFZR3o1xvwjW7ZsFC9e3OkYFxX/10HCet9O1NEY3msTyKpqZfis03uUy1843bNk+AKRJUsWypQp43QMY4y5pLjdv3FwQF9iziYw4Y5AdpSrwrddZ1A4Z25H8mT4AmGMMf4ges03HHrgcaJdyvieQYSXbMDSHm+T08FNYlYgjDHGYZELphI2ZiIR2YVnewaRpUhblvR4hSyBgY7msgJhjDEOOj3xSY5OW8ix/MLoHoGUKdqbmZ1HERDg/EhIViCMMcYB6nJxYmQ/Tnz9K3tKBTCuSyC3lBzBhHZDLv3idGIFwhhj0pmej+HooA6c2XCYdVUCeattEL3LPcPIpl2djvYvTl4wKBSIABKA+OSneYv7pIWJwG1AFDBAVX9N75zGGJOaEv4O53Df9pzbH8FXDYOY3SiYh6u/wj21Wzod7T+cXoNorqonUpjXDijnudUDpnrujTHGL8Ud2Mmhu7oTcyKO99oGs7RaDl5qMImON/1nGCSf4HSBuJhOwEeeoWjXiUgeESmiqkedDmaMMVfq/IYfOThsOLExyitdg9lSOh/TW0yjYakKTkdLkZO7yRVYIiKbRGSwl/nFgENJnod5phljjF85981HhN5zH9Eu5cm+WdhWugTzOsz26eIAzq5BNFLVIyJSEFgqIrtUdXWS+d4GTvrPSFue4jIYoGTJkmmT1BhjrtKZGWM5+tYcInILI3sGEp2rCou7TnPs7Ogr4dgahKoe8dwfBxYCdZM1CQNKJHleHDjiZTkzVLW2qtYuUKBAWsU1xpgroqqcfG4wR96Yy9HCAdzfP5DAvLewrM9MvygO4FCBEJEQEcl54THQGtiWrNki4C5xqw+csf0Pxhh/oHFxHBvSkePz17CjfBCP9gmgVN4ufN97MiHBvj+a7AVObWIqBCz0DL8dBMxV1e9FZCiAqk4DFuM+xHUf7sNcBzqU1RhjLlvC3+EcuasDkXvPsrJWMO+0dNG84DAmtR/udLQr5kiBUNU/gOpepk9L8lgB/+tRY0ymFbd3C4cG9uX8yThmt8rOVzWhX9lnfe4EuMvly4e5GmOM34heuZBDDz9FfLzyStfs/FomC0/UeIW7bm7udLSrZgXCGGOu0dkPX+XIax8Qfx2M7JWNQ/ly8uYtk2l5YzWno10TKxDGGHOV3Ecq3Uv4pz9xrnAgD3YLJCpbYWbfNoNqRfz/sHsrEMYYcxU0OpqjQzpxZv0hjlTIyuMd48kSUJ6v75xO8dz5nI6XKqxAGGPMFUo4HkZYv85E/XmOjfVz8lqzKPJJAxY5fAW41GYFwhhjrkDs7+s4NPgeYs8k8Nlt+fm0+hluzNqRT7uNc/wKcKnNCoQxxlymqO/mEDZqLC5gQo8CrCt1hkbX3820jg/hOa8rQ7ECYYwxl+HM1Oc5+vY8NKfwaLfrOZgvkt6ln+apZj2cjpZmrEAYY8xFqMvFiSf6ceKbX4krnoUhd2QjMruLp26eSO8atzgdL01ZgTDGmBS4Ik5zdFAnzm45zqmqORneJhaVnLzTfApNytzkdLw0ZwXCGGO8iNu3jbB7ehNzLJbtzQoxpv5JsrpuYN7tM7gxfyGn46ULKxDGGJNM1JJ5hI0cg8YrX3Qtw7xyYeSlLgt7TiLvdTmcjpdurEAYY0wSf781ir9mfElQDmFcnxv4rcBBymXtwPwMeBjrpViBMMYYQM/HcOyB7vy9ai9BpbMx+PaChF93iOb5hjCp/fAMeRjrpViBMMZkevF/HeTwgC5EhZ7D1aAI3RvFExd4ggE3PM9jTbo4Hc8xViCMMZlazPrlhI24n/hIF8d61OL+0ntBg3i+9mS6Vm3odDxHOXXJ0RIiskJEdorIdhF50EubZiJyRkQ2e26jnchqjMm4Ij5+g9C7h6NxLtYNb82I0tsJdOXi3ZazMn1xAOfWIOKBR1X1V8+1qTeJyFJV3ZGs3RpV7eBAPmNMBqYJCZx4+m5OfLmebIWCmDawNYtlKdcllGNBlxmUuj6/0xF9glOXHD0KHPU8jhCRnUAxIHmBMMaYVOU6c4oj93QiYtsJclTLy/3tK7GfpRSQ+nzZexK5smV3OqLPcGQTU1IiUhq4Gfifl9kNRGSLiHwnIpVTeP1gEdkoIhvDw8PTMKkxxt/F7vqN0A5NidgeTvbO1enethD7WUfVkO4s7TPdikMyjhYIEckBfA48pKpnk83+FSilqtWBt4EvvS1DVWeoam1VrV2gQIG0DWyM8Vvnvp1NaM9exJ2JI/bBO+hc/jgR8gediz3O3K7PEhjo+P/LPsexo5hEJAvu4jBHVb9IPj9pwVDVxSLyjojkV9UT6ZnTGOPfVJVT40dwfM5ygnML2x69l2ci5gPCEzXe5K6bmzsd0Wc5UiDEfcbJ+8BOVX0jhTaFgWOqqiJSF/fazsl0jGmM8XOuM6c4eu8dnN16nJwVcvLx3b2Z8/csAjU/77ScQqNSFZyO6NOcWoNoBPQDfheRzZ5pTwElAVR1GtAVGCYi8UA00FNV1Ymwxhj/c37rzxweNpjzp+LJ36kGj9Qpx+bTHxDiqsinXaZR6vqMcd3otOTUUUxrgYuet66qk4HJ6ZPIGJORRMx+kyOvTEcCIP+z99AzYSfHz31JscBmfN7rNUKCM851o9OSnUltjMkwNC6O8Cf6cfK7LWQrFETCyy9z267pRMufNMjTn+m3P0JAgO2MvlxWIIwxGUL84f0cubcn5/6IJE/tQuwYOZZHNjxNgkTSr8xoRjbt6nREv2MFwhjj96K+m8Php8eRcF4pMrAlnzZvx9sbHwbNypi673BnlfpOR/RLViCMMX5LExI4OWYo4QvWEJxLKPHGeJ49f4zvdjxJFlcxPmg7lZuLlXY6pt+yAmGM8Uvxfx3iyODunNtzmpyVcpNv8if0WTuVPdHfk1tr8Hn3yRTOmdvpmH7N9tYYY/xO9PLPOdChDef2/U2h3o2Qmd/QculT7In+nhuCb+PHvh9YcUgFtgZhjPEb6nJx6sX7OT5nOVlCoPSbz7D5ptoM+7wn8QEnaVf4AV5re6/TMTMMKxDGGL8Qf/gPjgzrw7k9p8lRLgdFp3/KrKN7eXPZXUAAj1V9kwG1bNiM1GSbmIwxPu/cVzP5o2N7ovb9TaFeDSm2cB2Pb13MG78/QaBez7stP7bikAZsDcIY47P0fAzhI/tz8vstBF8vlHxzPNqgA50WPEpo7I/koQYLuk2mSC7b35AWrEAYY3xS7M6NHL5vEDFHz5OndiEKvT2fQwTQY25vzskebsp+B7O7jCY4yP6MpRXbxGSM8Smqypnp4zjQvS+xJ2Io9mAXiny8klV/H+P2hd2JVPc1HD7t/oIVhzRmvWuM8RkJx8M4OqIvEVuPkb1IFoq9PY0sVRrxzv8WMXXHC0Awz9ScTM/qjZyOmilYgTDG+ITIz2Zw9MU3iY9WCnSsRr6xM9Hg7Az/ZgKrTswi2FWC99tO5uZiZZyOmmlYgTDGOMp19jTHHunL6bX7Cb5eKPP682S7tQcR56Pp9slwDsevJZ/U5fOeb5E/JKfTcTMVR/ZBiEhbEdktIvtEZJSX+SIikzzzt4pITSdyGmPSVvSPCznQuhGn1+4jb5OSlPlhNdlu7cHek0doMbcnh+PXUj2kBz/2fdeKgwPSfQ1CRAKBKUArIAzYICKLVHVHkmbtgHKeWz1gqufeGJMRJMRzYvQgwr9YR9B1UHLcCEK6jgBg0c7/8cwvj+GSc/Qq9QxPN+vhcNjMy4lNTHWBfar6B4CIzAM6AUkLRCfgI88lRteJSB4RKaKqR9M/rjEmVR3bzomnB8+BLOcAAB4pSURBVBC+NpJcVfJSePJcAguXBuCFFbP4NPQtAjQn4+pNo3Plus5mzeScKBDFgENJnofx37UDb22KAVYgjPFX8bGw5nVOvfsO4b/mJFeT6hSdOhsJCiImPpZ+C59lV9RirtMKzOk0mXL5CzudONNzokB4uxa1XkUbd0ORwcBggJIlS15bMmNM2gjbBF8N5+9f/uTYr3nI2aIZRSe+jQQFEfr3cXp9NZxI2UWZ4HbMu3Mc1wUHO53Y4MxO6jCgRJLnxYEjV9EGAFWdoaq1VbV2gQIFUjWoMeYaxUbBD0/D+y05vfUMf23MQ46mTSn25kQkKIjv926k08KuROg+OhR5hEW9XrXi4EOcWIPYAJQTkTLAYaAn0DtZm0XACM/+iXrAGdv/YIyf2bMEFj8Gp//kbGBbjq7ZRkjDehSbNBEJDual1XOZs/91REN4rs4UulVt6HRik0y6FwhVjReREcAPQCDwgapuF5GhnvnTgMXAbcA+IAoYmN45jTFX6fQh+H4U7PoG8pcnovw4Do+fTvaaN1N88mTiAwO467On2H7ua7LrjXzUYTI3FSrmdGrjhSMnyqnqYtxFIOm0aUkeKzA8vXMZY65BQhysewdWvgyq0OI5Il03c3jEg2SrUpkS06ZxOO4cPT8dwVnZQcmgVszr8SI5s2VzOrlJgZ1JbYy5dqE/wbePQvhOqNAe2r5E7BnlcNduBN9wAyVnzGDFX/t4dPVDJMhp2ha+n9fa3IuIt+NRjK+wAmGMuXpnDsPyMbB1PuQpCb3mQYV2uKKiCHugFxIURIl3pvDm7z/w4d6XEc3OkzUn0afGLU4nN5fBCoQx5srFnoOfJsJPk0Bd0ORRaPIYBF+HqnL0+ec5v3cvRaZNZeC66WyJ+IJsrjJ80H4K1QqXuPTyjU+wAmGMuXwul3ttYfkYiDgKlbtAy+fh+lKJTU7Pn8/ZRV8TfO/ddAydzml+p2hgMxb0eJVc2bI7Ft1cOSsQxpjL8+cv8MOTcOQ3KFoTun0IJev/q0n01q0cG/8iUbWq0SvP18TrWW4tMJS32g0jIMCuT+ZvrEAYYy7u2A5YMd592GrOonDHDKjaDZL9wY//+2/CHnyIiJzZub/RbhLIydM13qZXjSYOBTfXygqEMca7E/tg1cvw+2cQnAOaPQUNR0BwyH+aakICBx95hJjjfzG2XwCa7SY+7ziJ8gWKOBDcpBYrEMaYf/v7T1j9Kmz+BIKyQuOHoOEDcF3eFF+y/dUXCfxlHe+3CyBr2TtYdcdosmXJko6hTVqwAmGMcTt7BNZMgE2zQAKg3hBo/DDkKHjRl33+7utUmjWXFVWCKNJ5NG817ZZOgU1aswJhTGYXGQ4/vQUb3gNXPNS8y33Iau6LD38RnxDPe08MoPHiTRwomIXKY2fR9Kab0ym0SQ9WIIzJrKL/hp/fhnXTID4aqveCpk/A9aUv+dLDRw+xcmh3mu4+zW8V8nHr9E8pXLho2mc26coKhDGZTcxZ+N80+HkynD8DVe6EZk9C/nKX9fIVy75En32G6qcT+KlDQwa+MoPAwMA0Dm2cYAXCmMwiNgo2vAtr34LoU1Cxg7swFK5y2YuY+fLj1JjzDdHBwr5nH2VQ70FpGNg4zQqEMRld/HnY9CGsfh3OHYcbW0Lzp6BYrcteRGTkWT4d2o0GGw+yq/h1VHx7Fg1vuvzCYvyTFQhjMqqEONg8B1a9BmfDoFRj6P4RlGpwRYv5bdNaDj82ggZHz7OmYTn6TJ5HyHXXpVFo40usQBiT0bgS4PcFsPIl+DsUiteBzlOgTFO4wuG1504ZR7kZcygM/G9oTwY/9FyaRDa+Kd0LhIi8BnQEYoH9wEBVPe2lXSgQASQA8apaOz1zGuOX/lgF3z8Jx7dD4WrQ+1Mo1/qKC0PUuUg+ub8nDX/ez/7CWcn/ytsMqGdDZmQ2TqxBLAWe9Fx69BXgSWBkCm2bq+qJ9ItmjJ86dQCWPOMeLylPSeg6Eyp1/s94SZdj6+Z1/PnwMBoejWFt3VJ0nzyf3Llyp0Fo4+ucuCb1kiRP1wFd0zuDMRnG+Qj32c+/TIGALHDrs9BgBGS5ust4zp/6ImWnfUxRhXX3duXeR8emcmDjT5zeB3E3MD+FeQosEREFpqvqDG+NRGQwMBigZMmSaRLSGJ/jcsGWT9zXZYg8BtV6QsvnINfVnawWHX2OuSN60vCnfRwoFEzuF99iYKPmqRza+Js0KRAisgwo7GXW06r6lafN00A8MCeFxTRS1SMiUhBYKiK7VHV18kaewjEDoHbt2poqH8AYXxYXDQsGwp7voFht6DkXil/9Lrrft6wn9OEhNDwSw0+1S3Ln5Hlcn+f6VAxs/FWaFAhVbXmx+SLSH+gAtFBVr3/UVfWI5/64iCwE6gL/KRDGZCrnI+CTXhC6Ftq+DHWHXNV+hgs+nfEqpd/5kKIu5ed7ujDo8fGpGNb4OyeOYmqLe6d0U1WNSqFNCBCgqhGex62BF9IxpjG+J+oUzOnmvqLbHdOheo+rXlR09DnmPtCbhmv2EFowmBzjJ3BPk4v+X2cyISf2QUwGsuLebASwTlWHikhR4D1VvQ0oBCz0zA8C5qrq9w5kNcY3RByDj++Ak3uhx8dQsf1VL2r77xvZ99BgGh6O5qeaxenyznzy5kn5Wg8m83LiKKYbU5h+BLjN8/gPoHp65jLGZ50+CB91goi/3Oc13HD1O48/ffc1Sr0zkxIJys8DOnHPyJeQKzxHwmQeTh/FZIy5mBP73MUhNgLu+gpK1L2qxURGnuXT+3vR4Jc/+LNAFrKNe417mrZJ5bAmo7ECYYyvOrYDProdVKH/N1Ck2lUt5n8/LePUk4/S4Hgsa+uU4s6359omJXNZrEAY44tcLvjqPkDg7u8u+1oN/16Ei49eeozq874jb5Cwfnhf7r3/6dTPajIsKxDG+KJtn/1ztNJVFIejRw+xfHhv6u04wY6SIZR9dRr9a9hwZubKWIEwxtfERcOyMVCkOlTtfsUv/+6Lj7julVeocdbFqtY1GPDqTLJlu7qhN0zmZgXCGF+zbqr7+g13TLuik+Biz5/noycGUn/Jb5zMFcDeMSMZ2n1A2uU0GZ4VCGN8SWQ4rHkDKtwGZS5/eO2dO35j50P30ujgOTbclJ9mb8+mafFSaRjUZAZXf46+MSb1rXwJ4qKg5ZjLfsm8qS9xtk8fyhw9x5pebejz2UpKWnEwqcDWIIzxFeG73deOrn03FCh/yeZnz57msxG9aLA+lAMFgwkZ9xqDb2md9jlNpmEFwhhfsXQ0BIdAs1GXbPrTyu+IfHYkDcLjWFO/LN0nziVPbruoj0ldViCM8QV/rII930PL5yEkf4rN4uPjmPXMMGp//ROBWYVNDw1k8NAn0i2myVysQBjjNJcLljwNuUtCvWEpNtvx+yZ2PjaEhn+eY8sNuaj2+nv0valqOgY1mY0VCGOctnUe/PU73Pl+ipcK/XjC01T86AvKumB1txbc89xEgoIC0zmoyWysQBjjpNgoWD4WitaEyl3+M/vw4VB+fOAuam8PZ2+RbOQdO4EhjW91IKjJjKxAGOMUVfeO6Ygj0PWD/5wUt/DjyeSfNJUa51ysalmdfq9+QMh11zkU1mRG6X4ehIg8LyKHRWSz53ZbCu3aishuEdknIpc+rMMYf/PjONjwLtS/D0o1SJx89uxp3r+7AxXHT+F8lgBCX3yWoZPnWXEw6c6pNYg3VfX1lGaKSCAwBWgFhAEbRGSRqu5Ir4DGpKnVr8Ga16Fmf2jzYuLkFT98QfwLz9HwZDxr65Si85sfUyB/AQeDmszMVzcx1QX2ea4sh4jMAzoBViCM//tlinvtoVoP6PAmiLjHUXpyEPW+38jZ7MKvj9zDvYMfczqpyeScGmpjhIhsFZEPROR6L/OLAYeSPA/zTDPGv214H354Cm66HTq9AwGB/LZpLd+1b0CjxRvZUi4vBT/9kj5WHIwPSJMCISLLRGSbl1snYCpwA1ADOApM8LYIL9M0hfcaLCIbRWRjeHh4qn0GY1Ld5rnw7SNQrg3c+T4JCDPHPoRr4L0UPx7N2r7t6fXFasrdcOlhNoxJD2myiUlVW15OOxF5F/jGy6wwoESS58WBIym81wxgBkDt2rW9FhFjHLftC/hqOJRtBt0/YtvOLewcOZz6f0Sws8R1FH/xbe6t09DplMb8S7rvgxCRIqp61PP0DmCbl2YbgHIiUgY4DPQEeqdTRGNS17Yv4It7oUQ9Erp9zEcvj6Lagh+4UWFV5ybcPXYKwVmyOJ3SmP9wYif1qyJSA/cmo1BgCICIFAXeU9XbVDVeREYAPwCBwAequt2BrMZcPZcLVr0Mq16BEvXZXv1JdtzZMnGtofALbzC0QVOnUxqTIlHNOFtlateurRs3bnQ6hjEQew4WDoWdi0io1ovZ27JQ5bNlBCj8r72tNRjfIiKbVPU/Fy331cNcjfFfpw/CJ73h+Hb2Vr6Pze8up+4BW2sw/scKhDGp6eA6mNeHhPhYFpxvS7mxX9q+BuO3rEAYk1p+/Ri+eZiDgcXYsDYL1Q9strUG49esQBhzreKi4YencW14n+9OlafwqkjKaqytNRi/ZwXCmGsRvhs+u5vDf+5m0+ZSlAuNtLUGk2FYgTDmaqjC5jnEffM4y0JzUmhDAUponK01mAzFCoQxV+p8BHzzMLt++ZqDG/NR+i9la5mclHr+DYbWa+x0OmNSjRUIY67Ekd8498kAVm48R8ktecmVDX4acDsDH3+RwEC7BKjJWKxAGHM5XAnwy2Q2LHid6HU5KHs6C+uqFabRS9MYdEMFp9MZkyasQBhzKacOED5nEP/78SA37MxBZJ5ANo8cwsCB9zudzJg0ZQXCmJSo4trwPqs/fJHs67JSKiaIVY0rcOcr79E8X36n0xmT5qxAGOPN2SP8MXMguxeHUvrPrPxROJjA8c8xtF0Xp5MZk26sQBiTlCqxm+ex/O3nKLwhkMIEsLJjAwaMfYfs2bI5nc6YdGUFwpgLIv7i13f6c2rxn5Q+FsjvZUMoPWYSw+xCPiaTsgJhjCrHfpzE+mnvUHZbADmyCz8P7MSAx8bboasmU7MCYTK1+PC9LBnXh3xrIigbHcD6WkVpNv496pcq43Q0YxznxCVH5wMXDhzPA5xW1Rpe2oUCEUACEO/tYhbGXDVXAhtmPszfc5ZQ5ojwR5EgTox5loEduzudzBifke4FQlV7XHgsIhOAMxdp3lxVT6R9KpOZHNuxkp9fuJ9yW+LRbMIv3ZrQd7SNn2RMco5tYhIRAboDtzqVwWQuCTERfPtcdwouC6X8Odhc43rqvTiLu8uWczqaMT7JyX0QTYBjqro3hfkKLBERBaar6gxvjURkMDAYoGTJkmkS1Pi//81/ib9nfES5w3CwcAAnn3iQPj0GOx3LGJ+WJgVCRJYBhb3MelpVv/I87gV8cpHFNFLVIyJSEFgqIrtUdXXyRp7CMQOgdu3aeo3RTQZz/MBmVj9zNxV/jSYgK6zvVIOeY2eRNTjY6WjG+Lw0KRCq2vJi80UkCOgC1LrIMo547o+LyEKgLvCfAmGMN674OL5+oScFF+/gpkj4vWoOao59n/4VqzkdzRi/4dQmppbALlUN8zZTREKAAFWN8DxuDbyQngGN/1rzyauce+9Dyh9WwgoKpx4cRM9+jzgdyxi/41SB6EmyzUsiUhR4T1VvAwoBC937sQkC5qrq9+me0viVvb+uZOuLD1Fx23myZodN7Stw57hPyJ49u9PRjPFLjhQIVR3gZdoR4DbP4z+A6ukcy/ipMyePsfjpXlT4+Sjl4+H32rmoP2YmdW+o5HQ0Y/yanUlt/FZCQgILXx5K4a/WUuMs7LkxkIIjRtGzbV+noxmTIViBMH5pxYIpxEx9h8pHXBwpAPuGteL2+99CAgKcjmZMhmEFwviVXZtXs+2Fh6i8I5qz18Hvt5Wk45h5ZM95vdPRjMlwrEAYv/D3iWP88FRPKv7yF+Vd8HudEBo+O4N65Ws6Hc2YDMsKhPFpCfHxLBx/N0W+2UD1CNhdLpCi9z1O93b9nY5mTIZnBcL4rG/fGUXw/EVUPqYcLgj772pH5xETwH34szEmjVmBMD5n1YJJRLw7nRsOujiVC7Z2qkCn0R+TLSSn09GMyVSsQBifsenHTzn41ngq7okle3bY0qIobZ7/iEYFijkdzZhMyQqEcdzeLWvZ/OKD3LQ1itJBsKV+bho/8y51b6zqdDRjMjUrEMYxR//cxarn76HihlNUdMHOatmp8tir9Kxz0bEejTHpxAqESXcRp8P59pk+3Lj2ENVjYFeFIIoOe4Jubfs5Hc0Yk4QVCJNuzkef46sXBlB82TaqR8D+0kL2fv25o89Ip6MZY7ywAmHSXHxcLIteHcb13/5M1VNwqDCc7NeWDiMm2NAYxvgwKxAmzSTEx7NowghyfbOKm8LhWF7Y3qsmnZ/6kKAsWZyOZ4y5BCsQJtUlxMfzzcSHCflqORWPK8evh9+7VKLj0x+S3c5lMMZvpMn6vYh0E5HtIuISkdrJ5j0pIvtEZLeItEnh9XlFZKmI7PXc20hsfsDlcvH1pEdY3rIa5d9dRtbzytZO5an1w090f/FzKw7G+Jm0WoPYhvua09OTThSRSrivJlcZKAosE5HyqpqQ7PWjgOWq+rKIjPI8tz2ZPurCGkP2r5dz41/KyVywpf0NtH92Fk3y5HM6njHmKqVJgVDVnQDy3zFzOgHzVPU8cEBE9gF1gV+8tGvmeTwLWIkVCJ8THxfL1xNGkHPxWsof9xSGdmVo9+xMGuct5HQ8Y8w1Su99EMWAdUmeh3mmJVdIVY8CqOpRESmYHuHM5Yk7H+M+KumHdVQ8AeF5YOvt5bjtqZk0tjUGYzKMqy4QIrIMKOxl1tOq+lVKL/MyTa82gyfHYGCw5+l5Edl2LctLJ/mBE06HuAyXn/N/u+C1/GmbxruM15fOspypy19yVvA28aoLhKpezXgIYUCJJM+LA0e8tDsmIkU8aw9FgOMXyTEDmAEgIhtVtXZKbX2F5Uw9/pARLGdqs5ypS0Q2epue3mcpLQJ6ikhWESkDlAPWp9DuwhVh+gMprZEYY4xJI2l1mOsdIhIGNAC+FZEfAFR1O/ApsAP4Hhh+4QgmEXkvySGxLwOtRGQv0Mrz3BhjTDpKq6OYFgILU5g3HhjvZfqgJI9PAi2u4q1nXMVrnGA5U48/ZATLmdosZ+rymlNUr2kfsTHGmAzKRkozxhjjlV8VCBHxi7EaLGfqspypxx8yguVMbVeb0y8KhIiEiMhk4HMR6e05AsrnWM7UZTlTjz9kBMuZ2q41p18UCOAFIBcwDrgZ3z2qyXKmLsuZevwhI1jO1HZNOX2+QIhIDiAn8JKqrsZ9BFSAiDzjbDI38Qw4JSIh+HDOC6w/U5cv96f1ZerKjP3pcwVCRCqKyDQReVBEcqlqJO7T1XsDqOpp4BWgq4h4G+ojvXLeKCLTgcdEpKiqnsM99EhPH8tp/Zm6OX2+P60vUz1npu1PnyoQnu1js4H9QHVgmoiUB54CuotIAU/TrbhHeG3vUM7ngc+BPUB5YI5n1nO4zxS/MCiR0zmtP1ORP/Sn9WWq53yeTNyfPlUggIrACVV9DRgC7ALuAs4AXwNvAKhqLJAAhDuUczvQTlUnAI8CJzwV+zfcne8rOa0/U5c/9Kf1ZerK1P3pEwXiwrY93BcaihGRiqoaBywGsgNNgGeBhiIyRNxXorsFcDmRV1UXqOoREakJ7AbyAGPFfSjZQ0AjERnqVE7rz9TlT/1pfZm6fLk/xcPzNE3605ECISLZkz7Xf07nzoJ7Va6xZ/pG3CPAVlHVaGAgcB0wBnhLVb9Jz5xeBAOPqWorz+NRnpx34f7hpFfOkKTPfbg/Qy7RxFf6M2+Sx+KL/Zk8o5cmvtKXBUQk8epRvtiX3nJ64Sv9WUhEmoO7L9O8P1U1XW+4t919AwwFbvJMCwC6eR4PBCYA9T3P6wO/+0hOwb1jKsBL+5uB34Ec6ZzzWWAF8ABQ24f701tOX+zPRrhXwft4ngd67n2mPy+S0df68mlgL9As2XSf6ctL5PS1/nwWCPX8TQpJj/5MtzUIzx72tbivB/EmUA3oJyJZce9pv7ATZQXwFzBa3IdplQbWi8h1PpCzAO5VzGxeXloe2MA1XgDpCnJWEpEfgTLAM7i3QXYQkQCgEL7TnxfLWRgf6c8kBPeOvucBVDVBRIrh/o6Cw/15iYy58YG+FJGyIrIKaAg0VtWVSeYVBS5cIdLp7+alcvrMd9Ozias+UE1Vp6n7SCrEfb2ctOvPdKh6AZ77wsBDSabfAXyI+7/dgOSvAV4HvsS9ba2uj+bMjXtI8xXAcqBOOubMDzRMMv1FYGhKr3GwP68kpxP9eWHAygt5OwHNgS+AyZ5pWZ3sz6vM6OR3szCwAGjteV4OqHzhc/jQd/NKcjr23fQ8bgVM8DyuB9wOlEjr/kzLD5cfmAw8BtzgmZY9yQ+nIvCjly92SJIPWiAdfghXmzOr5749cJcTOZNkfQ04ivtCS08C5X2pPy8zp5P9WSbJ9CGebAVwHwFSPekvYnr25zVkdLIvb/RM6wV8hHtn6XrPH6zJeDbX+sB380pyOtmfZT3T7sJ9GOttwG/ARM9987Tsz7S6YFA+4BMgGvdp3u+ISHNVjVbVC3vP6wH7VfV8ktcVAd4SkZKq6lLVND1k7BpzThGRYqr6rap+lM45pyTZURUNrFXVIsBwIBD3dv4LOd90sD+vJOdkB/tzqojc6pkdA6z39NVO3L+ErT0HjBQlnfrzGjM63ZcNgXnAaWCjqtYFHgeO4bl+vA98N68kp5P9OV1E6gNzce+AHgi0UdUHcV/D4a0kOVO9P9PkgkFAESC3qj4OICKPAm1F5G9V3expUxL41TO/CRCmqgdE5HF1n/GXHq4l52M+kPOsqm5S1a8AVPWQiITzz9FpZ4DHVfWMn+R0sj/biUgo7l/MiSJyDvcfinDgN1VVETlN+vXntWZ0si+7eDI9qu5DLlHVvSJyin+22/vCd/NKcjrZn92BP3DvTH8DiPe0nQc09hwd+Ddp0J9ptZN6H3DY8wcV3KttCbiPGc7imVYSyCcis4BRuP+jJB1/EBkhZ30RSSzynv8i7sRzEoyqRqXjL+C15nS6P+OBdrg3ge0AXlTV23HvCB6bJGd69ee1ZHS6L+OA1iTZietZs+mMb303Lzen0/0ZC9ypqnOA/wH3ikhH4GMgXFXPqWpMWvTnNRUIEckmIjlFEgexurC8XMBmoK6IBKnqftxn9pXxtCuAuyp2B9apantV3XctWTJxzgARyS0iHwLfAV+r6tS0ypjBc5YAtqpq9yRrO1NVNc2GT/CHjFeRcyf//MxDRGQq7m38i1R1uuW84pw7cO8LBfdm2Z3A3cB3qvpQWua8lh0pw3Cfhv4+MNozLele9264DxO9zfO8IO7VpOs9zx8gHY4jzgQ58ySZbzlTL2dg8tdkxoyplLOLn/zM/SJn0p99mme9yg/YC/eRPTWAOrjHJCnomXfh6J/rgftwV+RyuA8R+wIolB4fzHJazqvMmd8yZrqfub/kTLef+4XbZe+kFpFAVU3wPK0KzFXVzeI+SmU3EAWgqi4REVX9G/dRQdlwDzFbFfdOlGOX+55Xw3JazmvMeSIzZ0zlnP7yM/eXnGn6c/ea3VOxUm7g3rn4Au6dsytU9XsRuQt3JYwBauI+qzAvME9VZ3i2ncUnWUY+VT2ZVh/CclpOX87pDxktZ+bNeVGXWB1qCmwBpgL3ABtxn5IO7uEc3geqe57fivuQu/+MXZLWN8tpOX01pz9ktJyZN+elbpfaxOQCXlfVjwFEpBrQAViLuyoWwD1oFar6o4isxn1YaOgllpvaLKfl9NWc/pDRcmbenBd1qcNcNwGfikig5/k63IeEiaoe4Z8zEquI+/DFQOBImqW1nJbT/3L6Q0bLmXlzXtRFC4S6TxI5r//sYGkDHFLPehHQF4gEpgChqtpF3VcsSleW03L6ak5/yGg5M2/OS7qc7VC4q1sA7hOcLgxoVw0I9jy+Lj23i1lOy+lvOf0ho+XMvDlTul3umdQu3FcsOgFUF5GvgUdwX6EIVY26zOWkNcuZuixn6vGHjGA5U5u/5PTuCiphfdwfdi1wj9OVzXJaTn/L6Q8ZLWfmzentdsnzIC4QkeJAP+ANTTL0ta+xnKnLcqYef8gIljO1+UtOby67QBhjjMlc0u2a1MYYY/yLFQhjjDFeWYEwxhjjlRUIY4wxXlmBMMYY45UVCGOMMV5ZgTDGGOOVFQhjjDFe/R8IBzA3AjDtywAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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 02:00:00+02:00'), pd.Timestamp('2015-06-28 06:00:00+02:00'))\n", "plt.ylim(-10,10);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Speed tests" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "times_loc = times.tz_localize(loc.tz)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "9.47 ms ± 106 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], "source": [ "%%timeit\n", "# NBVAL_SKIP\n", "\n", "pyephemout = pvlib.solarposition.pyephem(times_loc, loc.latitude, loc.longitude)\n", "#ephemout = pvlib.solarposition.ephemeris(times, loc)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "8.04 ms ± 231 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], "source": [ "%%timeit\n", "# NBVAL_SKIP\n", "\n", "#pyephemout = pvlib.solarposition.pyephem(times, loc)\n", "ephemout = pvlib.solarposition.ephemeris(times_loc, loc.latitude, loc.longitude)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7.74 ms ± 92.5 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], "source": [ "%%timeit\n", "# NBVAL_SKIP\n", "\n", "#pyephemout = pvlib.solarposition.pyephem(times, loc)\n", "ephemout = pvlib.solarposition.get_solarposition(times_loc, loc.latitude, loc.longitude,\n", " 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": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\solarposition.py:265: UserWarning: Reloading spa to use numba\n", " warnings.warn('Reloading spa to use numba')\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2.82 ms ± 108 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%%timeit\n", "# NBVAL_SKIP\n", "\n", "#pyephemout = pvlib.solarposition.pyephem(times, loc)\n", "ephemout = pvlib.solarposition.get_solarposition(times_loc, loc.latitude, loc.longitude,\n", " 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": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3.86 ms ± 165 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], "source": [ "%%timeit\n", "# NBVAL_SKIP\n", "\n", "#pyephemout = pvlib.solarposition.pyephem(times, loc)\n", "ephemout = pvlib.solarposition.get_solarposition(times_loc, loc.latitude, loc.longitude,\n", " method='nrel_numba', numthreads=16)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3.57 ms ± 112 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], "source": [ "%%timeit\n", "# NBVAL_SKIP\n", "\n", "ephemout = pvlib.solarposition.spa_python(times_loc, loc.latitude, loc.longitude,\n", " how='numba', numthreads=16)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }