{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# TMY data and diffuse irradiance models\n", "\n", "This tutorial explores using TMY data as inputs to different plane of array diffuse irradiance models.\n", "\n", "This tutorial has been tested against the following package versions:\n", "* pvlib 0.3.0\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 > 0.3.0 and IPython > 3.0.\n", "\n", "Authors:\n", "* Rob Andrews (@Calama-Consulting), Heliolytics, June 2014\n", "* Will Holmgren (@wholmgren), University of Arizona, July 2015, March 2016" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See the ``tmy_to_power`` tutorial for more detailed explanations for the initial setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# built-in python modules\n", "import os\n", "import inspect\n", "\n", "# scientific python add-ons\n", "import numpy as np\n", "import pandas as pd\n", "\n", "# plotting stuff\n", "# first line makes the plots appear in the notebook\n", "%matplotlib inline \n", "import matplotlib.pyplot as plt\n", "# 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": [ "# Find the absolute file path to your pvlib installation\n", "pvlib_abspath = os.path.dirname(os.path.abspath(inspect.getfile(pvlib)))\n", "\n", "# absolute path to a data file\n", "datapath = os.path.join(pvlib_abspath, 'data', '703165TY.csv')\n", "\n", "# read tmy data with year values coerced to a single year\n", "tmy_data, meta = pvlib.tmy.readtmy3(datapath, coerce_year=2015)\n", "tmy_data.index.name = 'Time'\n", "\n", "# TMY data seems to be given as hourly data with time stamp at the end\n", "# shift the index 30 Minutes back for calculation of sun positions\n", "tmy_data = tmy_data.shift(freq='-30Min')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtQAAAF1CAYAAADIhX0mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tmy_data.GHI.plot()\n", "plt.ylabel('Irradiance (W/m**2)')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtQAAAF1CAYAAADIhX0mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWj9g9qMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tmy_data.DHI.plot()\n", "plt.ylabel('Irradiance (W/m**2)')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SAND POINT: latitude=55.317, longitude=-160.517, tz=US/Alaska, altitude=7.0\n" ] } ], "source": [ "surface_tilt = 30\n", "surface_azimuth = 180 # pvlib uses 0=North, 90=East, 180=South, 270=West convention\n", "albedo = 0.2\n", "\n", "# create pvlib Location object based on meta data\n", "sand_point = pvlib.location.Location(meta['latitude'], meta['longitude'], tz='US/Alaska', \n", " altitude=meta['altitude'], name=meta['Name'].replace('\"',''))\n", "print(sand_point)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtQAAAF1CAYAAADIhX0mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8XFdh9//PnX3VvsvaLTve7dhOTAzGQAKBsIVAfyQl\nhJYCaUuhmJK4IWACCSEQlvJ7oECBQJwS4jZbE8rTJhAIOJuXLF5lW5u178vMSLPf54+RFHmR7ESW\nZMnf9+vl14zvPffOuTO6M985c+45hmmaJiIiIiIi8rpYZrsCIiIiIiJzmQK1iIiIiMgUKFCLiIiI\niEyBArWIiIiIyBQoUIuIiIiITIECtYiIiIjIFMxYoO7p6WHz5s3U19dz/PhxrrvuOj7ykY9w2223\njZXZsWMH11xzDR/+8If5wx/+MFNVExERERF53WYkUMfjcbZt24bL5QLgzjvvZMuWLdx3330kk0me\nfPJJuru72b59Ow888AA//elP+fa3v00sFpuJ6omIiIiIvG4zEqjvuusurr32WvLy8jBNk4MHD7Ju\n3ToANm3axDPPPMMrr7zC2rVrsdls+Hw+ysvLqampmYnqiYiIiIi8btMeqB966CGys7PZuHEjo5My\nJpPJsfVer5dgMEgoFMLv948t93g8BAKB6a6eiIiIiMiU2Kb7AR566CEMw2Dnzp3U1NRw880309fX\nN7Y+FAqRlpaGz+cjGAyesnwy8XgCm806bXUXERERETmTaQ/U991339j9j370o9x2221885vfZNeu\nXaxfv56nn36aDRs2sGLFCr773e8SjUaJRCLU1dVRXV096b77+obIzfXT1TV/W7Ln2/HNt+M5nfl8\njPP52EbN52Ocz8cG8//4YH4f43w+tlHz+Rjn87GNys31T7hu2gP16dx888186UtfIhaLUVVVxZVX\nXolhGFx//fVcd911mKbJli1bcDgcs1E9EREREZGzNqOB+t577x27v3379lPWf+hDH+JDH/rQTFZJ\nRERERGRKNLGLiIiIiMgUKFCLiIiIiEyBArWIiIiIyBQoUIuIiIiITIECtYiIiIjIFChQi4iIiIhM\ngQK1iIiIiLxuHR3tPPXUU695u69//TZeeOG5c1KHBx/cAcDzzz/LY489ck72+VooUIuIiIjI67Z3\n72727t07q3W4996fAXDppW/gPe95/4w//qzMlCgiIiIyH+z4/TF2He48q7JWq0EiYZ6x3PqL8viL\nty6ccP3QUIhvfON2gsEgPT1dXH31B/nd756grKycxsYGAL761TtpaKjn3nt/jmFY6Ovr4T3vuZoP\nfOBDvPTSXu65598wTZPh4SG2bbsDm83GTTf9IxkZmWzYsJENG97A9753NwBpaenccsuXqak5zL//\n+y+x2+20trZy+eVv5y//8gbuu+8XxOMxqqqWsHHjm05b5wcffIAnnvgfDMPg8svfzjXX/H9j6+Lx\nOHfffSfNzU2Ypsnf/M2NpKWl8y//cjff//6PALjpps/xiU/8LS0tTTz00H+QSCQwDIOvf/1bPPLI\ngwQCAb7znbtYsmQZjY0N3Hjjp7n//vv4/e//F5vNxqpVF3PjjZ/m5z//CW1trfT19dLR0c5nPrOF\n9es3nNXrNxkFahEREZE5pLm5icsvfwebNm2mu7ubT3/6k+Tl5bFixSr+6Z/+mUce+U9++cuf8+Y3\nv4Xu7i7uuedXJBIJbrjhw7z1rVdQX1/Hl7/8NbKzc9i+/R6eeupJrrjiSvr6+rjnnl9htVr51Kf+\niltu2UZZWTmPP/4o9933S9avv5SOjnbuvfcBIpEI73//lVx//V/xkY98jO7utgnDdENDPb/73RP8\n67/+DNM0+dzn/v6EEPv444+QkZHJ1q1fYnBwgL//+0+wffsOYrEoHR3t2Gw2BgcHqK5exHPP7eRb\n3/oXnE4n3/rW13n++Wf56Ef/mgcf3MGWLTfz298+jmEY1NUd4w9/+B0//vEvsFgs3HrrTTzzzJ8B\ncDgc3H3399m163l+/et/V6AWERERmU1/8daFk7Ymj5eb66erKzDlx8zKymbHjvv54x9/j8fjJZGI\nA7B27XoAli1byZ/+9DSGYbB8+SpsNhs2m42KiipaWprJzc3lu9/9Fh6Ph66uTlauXA1AYWERVqsV\ngMbGer797W8AqRbkBQtKAKisXIhhGLhcLpxO11nVt66ulvb2Nj772b/FNE2CwQAtLU1j62tra3nl\nlZc4eHA/pmmSTCYZHBzgqqvex29/+zgOh4N3ves9AGRmZnLHHV/B5XJx/Hgjy5evPO1jNjY2sGzZ\nciyWVO/mlStXU19fC0B19WIA8vPzicWiZ/msT06BWkRERGQOuf/++1i+fCXvf/817N27m2efTbW8\nHj58iDe+MZd9+16moqIS0zQ5erQG0zSJRCI0NNRRUlLC1q1b2LHjUdxuN3fc8RVMM9UNxTCMscco\nLS3n1ltvIy8vn337Xqa3t+eUMvDqdolEYsL6lpaWUVlZxd13fx+AHTvup6qqmqee+h0A5eXl5OXl\nc/31HyMSibB9+z2kpaXztre9nc9+9m+xWi185zs/IBQK8rOf/YSHHvrNWEv3yXUZVVZWzgMP/Ipk\nMolhGLz00ou8851XcfTokZOO4dxQoBYRERGZQzZufBPf+963+N3v/hefz4/NZiMWi/Lb3z7Gr399\nHx6Ph1tv/Sq1tUeJx+N8/vOfYXBwgI997G9IS0vnHe94F3/3dx/H7faQlZVFd3cXcGJY/vznt/K1\nr32ZRCKBxWJh69Yv0dV1cl/xVPmqqoX86le/pKSkire97YpT6rtwYTUXX7yev/3bjxOLxVi6dBk5\nOblj69/73g9w11238+lPf5KhoSE+8IEPAuB2u6muXkQikcDtdgOwcuUqPvnJj2GzWfH708fqXl5e\nyde+9mXWrbsESLWkv+Utb+PGG/8a0zRZtWoNb3rTZo4ePXJuXoSTnwlz9GvJHNTVFThnP5+cr+bb\n8c234zmd+XyM8/nYRs3nY5zPxwbz//hgfh/jfD62UdN5jP/wD5/iC1+4hdLSsrFlL764h0cffYiv\nfOWOaXnM8S6U128iaqEWERERmeOmoxvDa/Vf//UwTzzxf8fqYpomhmHwqU99mmXLls9y7aaXArWI\niIjIHDc6vNx4a9asZc2atTNWh/e+92re+96rZ+zxziea2EVEREREZAoUqEVEREREpkCBWkRERERk\nChSoRURE5LxkmmbqXzyOaZokhoeZw4OTzSvJcOq1MJPJ2a7KeUEXJYqIiMiERkdqMJNJDIuFZCSC\n4XCQCAawOF0kgkEwDEgmSQQC2DLSCTc04CwtZejAftwLqwnt34eropJwQz1Wrw8zHiPW1YWjeAHB\nvbvxrlhF++7ncFy0jMGdf8ZdvYjgKy9hS88gGR4m1tGBLSeHeHc3aW98EwUf+/hsPy0XtEQoRO1n\n/x5bVjbx3h7Ciy/i6L6X2fwX1zJccxj/+kuJdnZgz83D6vGQGB7CXVFJpK0Vz0VLiXW046qoJD44\niC0zExIJDNvkkfTWW2/i9tu/SV3dMQKBIKtWreZDH3ovv/rVg9jt9hk68okpUIucx8xkEgwDMx7H\nsNlIDg9jcbtJDAxg9fmI9fVidXtIDA2BmcSw2Yj39mHPzSVcX4uzvJLhw4dwVVYxfOwIzuIFxDo7\nMew2DLudaHs7rrJygq+8jHfFSoJ7duNduYrgSy/iWbyYyPHjWLzeVNnmZsw1K2j945/xX7yOweef\nxXfxutSH4bIVhOtrsWZkYlgsRJqbcFcvIrB7F/516xl8dif+9ZcQeP55vKtWMXzsGPbsbDAsRNta\ncS9aRHDPbvzrL2Xw2WdI2/AGAruex7dmLcNHj+AoKMTEJNbZibt6EaGXX0yVff450t5wGYHdL+Bf\nuz5VtrgYkibx/j7cVQsJ7d+Hf90lBPbswn/pBoK7d+Fbu47ho6nnw4zHSQQCOMvKGDp4AN78xtQx\nrr+U4It78V18MeFjx3AUL8CMRkiGwziKihk+dhTvipWE9r2Cb83FDB3Yj2f5CiKNjTgKCkhGIpiJ\nOPbsXKKtLbiqFhKuO4Z78UWE6+pwVVYR6+zAlpmFGYuCCVa/j/jgII68vFTYKCwi1t2NPScnFV48\nXsxEAsMwMGy21H2HAzMex2K3p/5vtb4agEZuZe4Za4VNJMBqxYxGsTidxAYDmMkk8YEBrG4XiVAI\nMMCAxOAgtswswo31uErLGDp8CFdFFcM1h3GWlBBpacHiSk0VHe1ox1lSQvDFvXhXrCLw3DN4V60m\n8MLzeJYsZfhIDdb0dEgkiTQdx1VZReCF5/CtuZjB557Fu3IVoZdfSv0919djz8mBRIJYbw+GzU5y\nKPSajje4Z3fqzv4Dqfq1taYOv79/rEy8uxuAwT//SYF6lsVGJniJj8yeuOeFZ2mLRFjxyEMADB06\neNb7sni9JEMhXJWVWH2pcZ69K1YxXHeMtA2XMXykBv8lG7jpXe8j1tfHk488RG7xApZXVwOcN79Y\naGKX89x8O765eDxj4WQkrCTDwxh2B4lAAMNuT/3sFY1iOJzEOjsoWLqQ5p27cFVVEdr3Cu6F1Qwd\nOoijqJhYVxdmIo7V62P46BHcixYTeP5ZfGsuZmDnn/GtXkNg9y7c1YuIHG/EsNuxejypsosvSgXe\nFSsJvfIy7ouWMFxzGFdFJdH2Nqxe30hIbsNRWES0pRlHQSHR9jbsefnEOjuw5+SmQrjPnwqHw8Oz\n/fTK62TYbJjx+FgLkbO0jMjxRtzVi8b+tuIDAxgWC47iYsK1teS96TK6nnmetDe+ieCe3aS94TJC\nBw/gWbSYeH8/GAb23DzCdbV4V60i+OKL+C+5lOCLe/BfvI6hw4dwVy1MlbVasGVmEWk6jueiJQwd\n2I939RpC+17Bu2IV4WNHcZaVkRgYAKsVq99PrLMDV0Ulw0dq8CxZxlDNITyLlxBuqMNRVJw6pywW\nLF4vse5unCUlhOtqcS9cxPCxo7gXVhM53oA9v5BEYBDDasXichHr7cVZXIyju5Vo7gLCx47iqlr4\natmBfhgpG+/pxlFcQvjYUdzVixiqOYS7ehHh2locxcXERwKh4XQS6+xMtbIeOoh36bLUF8+lywgd\nPIC7sopoezuGw47F6STS0oK7qorgiy/iXbWa4O4X8K5aQ+ilF3EvWkSkqQmL243hcBBpbEh94dz1\nAr616xh8Zie+i9cS3PUCnqXLGK6rxerzY9isqdd0YTWBPbvxrVpNcO8ePMuWM3TwQOr5aG7ClpEJ\nhpE6x/MLUud+YRHRtlbsuXnEujpTrbs9PamQbJqpL+VpaSQGB7H6/SQCASw+H8lg8IRbTJNkKHTa\ndclgEIvHS3IohMXrBSAZem1B+vVa9NNfzMjjnI2Hjj3Oi537zqqs1WKQSJ45dq3JW8EHFr57wvVD\nQyG+8Y3bCQaD9PR0cfXVH+R3v3uCsrJyGhsbAPjqV++koaGee+/9OYZhoa+vh/e852o+8IEP8dJL\ne7nnnn/DNE2Gh4fYtu0ObDYbN930j2RkZLJhw0Y2bHgD3/ve3QCkpaVzyy1fpqbmMP/+77/EEo1y\n/MB+Lk1L551ZOXyp/hjRZJK/LChktS/tlPrWDg/xYFcHAIFEnGgyyV1Vi3myt4fnA/0YGFyals7b\nMrP5WVszdsOgOxZjIB7n44XFlLrcfO7oYbZVVPH1xjpshsEnChfwr61NLMvNp2OgH3tWFv+4Yg1F\nl7+docOH8F+6gVhnB47CIgybDcNqw5aZmfoMTkuHZBLDaj2r123UZBO7zOlA3VbXQkFFEV0dA6/5\nSZkr5mIAncy5Ph7TNCGZBItlrPU23tONLSOTSEsz9qxsIm2tWL0+EqEgyeFhrH4/4WPHcFVVEdi9\nC++y5QSefw7PsmUEX3oJV2kp0Y4O4v192NLTGXz2GXxr1xF65WV8a9YSeOE5PMtWMHToAK6ycmLd\nXRg2Gxa3h2hrC+6iQoZbWrHn5hLr6hoLPNb0jLGfSA2rhUQggNXnTy0b+YZ+ug8rLMaJy04uO/p/\njxeM1Afa2LIz3IrIuWf1p5EIvBpUx85znw9g8vN53HKMc3Dujwu8o8sxSS0bXTd26yE5NHTCcjBP\nWXZCWbc79d7r8aSObWhoRp7jCz1QHzlymPb2djZt2kx3dzef/vQnycvL46qr3ss73vEuHnnkP2lo\naODNb34L3/nOXdxzz69IJBLccMOH+dGP7uGpp55k06bNZGfnsH37PQBcccWVfOITN/DII7/FarXy\nqU/9Fbfcso2ysnIef/xRWltbWL/+Ur7znbv48Ve+Tu0dX2XLscP8YNFSdg700R6NcE1uwaTHFUok\n+JfmRj6SX4jNMPhleytbSyswgW83NXB9QRG/6emiwOHkquxcnu7vpTEc5vqCIj537DDfXXgRj3Z3\nkm6zsTkji5tqa/hkUQkL3R5+1tbMKq+fdWnpZ34dRs5N/6UbGD5SQ+YV7yDS2oqrogLDaoNkEmdp\nKbGuLtyLFhHr6sJVWUVe/sT7ntNdPuo+9xmaMjOJ9fXhW3cJQ4cPkvX2K4m0NOMqKwebDTMSxVVR\nQaS5Ge/yFYSPN+BZspRYe+rnrkQoNPYTg2G1wkgw18+kr8/41lwsFsxoNLU8kSAZiRD3WAg3NqS6\nJNTW4iwpZajmEM6SMsL1ddgyUqEzEQxiz8oitH8/niVLGHxmJ97Vaxh8ZieeRYsJ7HoBe04u0a4O\n4t3d2DKziPf1pvrxvcbviP1P/A8Ag8/uBCC4+4VTygR37wIgdGAfmCbhhjpIJIi2t5OMhFM/cUYi\nYJrEBgYBUt0wgGQknHoOYrFU3ZIJRms4djHHaJ2TJ92aSUhaTlqXPPHWHFcW46RlZ7gVkXPOTCRG\nblPnqJlM/Z/xQSp50rl4yrlvMvZGcUrZ13Lun1zWPM260+1v3O2kZfWe8oGF7540/I53rhqVsrKy\n2bHjfv74x9/j8XhJJOIArF27HoBly1bypz89jWEYLF++CpvNhs1mo6KiipaWZnJzc/nud7+Fx+Oh\nq6uTlStXA1BYWIR1JAc1Ntbz7W9/A4B4PM6CBSUAVFYuxACcFgsOy9mPbRFOJvj/mxu5OiePUpeb\nXYMD9MRifKupAYChRILOkcxQ5kx1Tcqy2TlmTv4lbbRsutVGxDy7CyQTgdRrEHj+OQC6dvwagME/\nPz3hNjnXfIi8j354wvVzOlADxPr6gFdDUPdD/wm8+iSN13UW+3OWlBBpaiLtso2EDhwg822Xp/pg\nXrqBSGMDjgUlqZ/AwmFcZWUM19am+vrUHMK7ajXDR4/gWbSYaEdHqqP9yNXJtqwsYl1dOBeUEG1t\nwVlSSrS9HXteHonBASxuT6psIoHV6yE+MIg9O5vhllZMi5tYby+29HQSwSAWpxMzkcCMx7B4vMT7\n+rDn5KR+6s8vINrWhj0nh1hvDxa3G+JxEsNhbOnpqS8bpaUMHanBXbWQocOHcZVXEGlqxJqWjhkJ\nkwgEsefmMnT4EJ4lSwnsegHvylUEdj2Pd9kKQgf348gvIBEMEuvuwlFQyOCzO/EuX8ngzj/hWbKU\noUMHx1pmx6t/Ha/xwB+fAiD0yssAhI8dTb32I324gFSYhul/Uz851I7/kDEtI1WY6ANn5MPVNDHO\n9oPMNIGz/CAbf+xnKqOrskWmz5nO78nWnbD8pHWnBOnXcO6P+yI+VvykMubJwX1khI3x6065PXlb\nmRH3338fy5ev5P3vv4a9e3fz7LN/BuDw4UO88Y257Nv3MhUVlZimydGjNZimSSQSoaGhjpKSErZu\n3cKOHY/idru5446vjL2O4xsTS0vLufXW28jLy2ffvpfpHfk8Nwxj3Je81I3Bid8XTxY3k/ywpYm3\nZWazxJv6pabA4aTY6eRzJeUAPNHbzQKni12BgbHvhycY91jj/+Rnqv1z6PChSdfP+UB9rkWamgAY\nfCbVWjka0IeP1Ey4Te9jj6bKPvgf01y7mdf7m8eAV0Nt4LlnTykT4kUABnf+CXj1YoSTw/S8MFmo\nPbml6aQPshM+rM7igyy1PAmG5YQyE37AjWvROvXDL3ni7QXcmiQy7c50fk+2bvy5P5IqXt+5f/pz\n3hz3/mOedDv+S//4bcevO6svCzLtNm58E9/73rf43e/+F5/Pj81mIxaL8tvfPsavf30fHo+HW2/9\nKrW1R4nH43z+859hcHCAj33sb0hLS+cd73gXf/d3H8ft9pCVlUV3d6rJcXyg/vznt/K1r32ZRCKB\nxWJh69Yv0TXWkDUu3QILnC5+09NNmcvNJafpcvFkby/Hw8P80TR5qj/VAPbp4lKWeHx8vbGOuGlS\n6XKTYbOdNkuPf6xyl5v/6Gyn0OE4cfV0B+szPMCc7kO9833XzHYV5AJjOF2YkfC4W2dqBA7DAKsN\nMxLG4nSmhpVyOjHH346MxmBYLKmr9k9eF42eemu3p0b5ON2609wCZ112tDuOiJxbpz33o1EMpxPg\n7M7913g+T1jWbseMxU4sa5qnLDOj0bELXce2sdvHfmUdv+yE29FtRoY8M+PxGXmOz6c+1K/FdF4X\n9Q//8Cm+8IVbKC0tG1v24ot7ePTRh/jKV+44p481dKSG5m/eeU73eb7zrljJ6tu3TbheLdQir8UE\nrTMnduOYvLtFquyZ+kRO8lPuRGXHtyad3M96olsROffOplvWhNdCjDufDePUZROVPdN+T3fun7TM\nPE19T7cMJmj5llk1o9d+TfAZ8sf+Xp4fHDhl+TW5+VS5PdNdq+l1hudXgVrktZikX+LoyWZOFF7H\nb3sWH2Sjy8dO4ZN/pp2kG8fJH3IT3YrINDhTqB237PWc+xOF2vH3z+bcP7XLx2nKTvC+M2HIl1nz\n/e//6JRla9asZc2atTNWhzdnZPHmjKwZe7wZpUAtcg5N9EF2mpacCT/IkknM0fB9hm1IJjEto32o\nX0eL1tm0lInIOXXKuT9J8J24P7P56mhAJ4XX04baic79yUL962nN1nuKwIX5eitQi5w7Z/NBdkqL\n01n81Dph2fGt2a8lJJ+pjLp8iEyfs2mhPptz/2y7hJ3NuX+6luRz8Z5y8voZ0ve//4NnaWpGR1dF\nJbGuLgyXC4vDQbyvF2dJKcNHj+JZsoShQ4fwLFnCcO2xkbkDurF4PBg2G4lAAEdhEZHjDbiqqkcm\nElpIpKkpNdnQQH9qFC6LBTMawZaRmRpZqyCfWFc3jvx84gP92NLSR6ZktzN69Zxhs4FpYlgszLdZ\nSy/IXzkVqEXOobP5wDlTS/Jk+zmbspMtV8u0yOw7F196T1d2om3PtP081LXj/tmuwhnZ8/OJdXSM\nDSWbdtlGal9+ibQ3volwQwOuikoMi4VEMICraiHDR47gW7uOoQP78a+/hKHDh/CuXJUaCjc3D0Z+\ns7BlZpEMBrAXFJAIBLBlZo1NTT9jwX2e/32dzpmeV43yISIiIjJHjY7S4iyvINJQj2/NWkxMLHYH\nrqoqwnV1qYBec5i0Sy5l+OgRvKvWpKblLijETCaxuJxYXG4wDCwOxxmDeWj/Plq+9+0ZPMrZ51u7\njlVf/ucJ16uFWkRERGSOGh0CNdJQD0DwxT1j6/7tsYd5e1YOWc+n5pAYnRl4dGbA03GWlRNpbCDz\nHe+k68A+jubksCE9gx/t3c2mlatYt2I10Y726TqcOUuBWkRERGQe+nB+4WveJtLYAEDf//yWY6Eg\nf3y+jyXFJQy1NdPX3kbbzp3nuJZzhDH5NOsK1CIiIiJzyHAiwS/aWxhOJumPx3hLRjb7QwGGR67d\nOTY8xD+VlPNIdycfLSji+cEBOqMRAokEoUSCt2ZmsScwSEc0yscLi0mz2fhxSxNfLK8C4I6GWm4s\nLuE3PV00RSI8PTK74R/6+vhtTzfDySTX5xdR4XbP2nMw087UNV2BWkRERGQO6YxFuTQtg4v9afTH\nY9zVWM+dVYsAeLCrnWq3h0Ue7wnbOCwWthSV8N89XewLBvnMgjL+3N/HC4MDXJ6VzQlzfo/cf3dO\nHn/o72VTRhZHh4cod7l4d04eOwf62DnQd0EFarVQi4iIiMwjaVYbT/T2sCcwiMtiITEyAsj/7ekm\nEE/wscLiU7Ypc6bCr8dipcjpBMBrtRIbGxnm1bITDVdR7krtI91qI2peYMOvnqGFevK4LSIiIiLn\nlf/p7Wah28Mnihaw3p+GacKf+vs4OhzihoKi0280SSC0GxYCiQSmaTKUSNAdi45tckK4nj9Dab92\nGodaREREZP5Y7fPz751tvBAYwG2xYDUMftHewmKPl281NQCwKSNzrPyZcnC6zcZSr5evNtaSa3eQ\n50i1YOfaHTRHwjzR23NBZ2ngjIFa41CLiIiIiEwi7bKNrLh5y4Tr1eVDRERERGQyZ7goUYFaRERE\nRGQyuihRRERERGQqJk/UCtQiIiIiIpNRC7WIiIiIyOtnqA+1iIiIiMgUqIVaREREZH67qbaG+DmY\nvTCUSPDcYD8A/93TRf3w8JT3OS+ohVpEREREzkZTeJiXAgEA3pWdS4XbPcs1Ok9opkQRERGR6XE0\nex2dvvJzus+8YAPVPbsnXJ8wTe5tb6UzGsEErs7NH1vXG4vxy/YWYqaJwzD4aEExewODDCUTvDcn\nj7iZZFt9LV+tWMgj3R00hMMEE3FKnC7+unABv+npoikS4en+Xo4OD3FpWjpLPD5+3tZMVyyGaZq8\nPSuH9WnpfPN4PSVOFy2RMOFkkr8rLiHL7jinz8X54gx5Wi3UIiIiInPJ0/19+K1Wbi6r5NMLStne\n3jq2bkdnO1dkZnNTaQXvyMrhP7vauSw9g12DAwC8FAiwyucnZibxWmx8vqScL5dVUTs8TH88xrtz\n8lji9bIpI2tsn3/o78VvtXFLWSWfLy3noe4Ogok4AJVuN/9UWsFSr4/nRx5jXjpDlw+1UIuIiIi8\nTtU9uydtTZ4OzZEwR4eHqDteD0ASk2AiMbbu8Z4u/ru3GwAr4LFaKXW5OTIU4s8D/Xw4vwC7YWEw\nEecnrU04DAvRZJKEaZ728doiEZZ5fQC4LFaKHE46o1EASp2pLiFZNjuDIyF7XjpDC/W0B+pkMsmt\nt95KfX0h+pOrAAAgAElEQVQ9FouF2267DYfDwdatW7FYLFRXV7Nt2zYAduzYwQMPPIDdbufGG29k\n8+bN0109ERERkTml0OEky27nquxcYskkj/V08exA6kLCQqeTK7NyqHJ7aItEODIcAmBTRiZP9PUQ\nM5MUOJy8FBikNxbjxuISAvE4e4ODmKRy48m5usjppGYoxBp/GsOJBC2RCLkjXTvO1BVi3pjtFurf\n//73GIbB/fffzwsvvMB3vvMdTNNky5YtrFu3jm3btvHkk0+yevVqtm/fzsMPP0w4HObaa69l48aN\n2O326a6iiIiIyJyxOTOTX7S1cldjHeFkkrdkZo0F27/ILWB7RyuxZJKYaXJtfiEAiz1e7m1v5d3Z\nuQBUuD081tPFXY11AOTZHfTH4+TaHTRHwjzR2zPWKLspI4tftrVwZ2MdMdPkfTl5+G0XVieHM31v\nmPZn4/LLL+etb30rAK2traSnp/PMM8+wbt06ADZt2sTOnTuxWCysXbsWm82Gz+ejvLycmpoali9f\nPt1VFBEREZkzbIaFvylacMKy0T7PuQ4HW0rKT7vdHZXVY/fTbTa+VF512nK3jys36uMnPR7ATaUV\nY/c3Z2adsn5eOUNT/IxclGixWNi6dSu333477373uzHH/Zbg9XoJBoOEQiH8fv/Yco/HQ2Bk2BYR\nERERkVlzvgyb941vfIOenh4++MEPEolExpaHQiHS0tLw+XwEg8FTlouIiIiIzCaP1znp+mlvoX70\n0Uf5yU9+AoDT6cRisbB8+XJeeOEFAJ5++mnWrl3LihUr2LNnD9FolEAgQF1dHdXVp/7kICIiIiIy\nk4aGY5Oun/YW6re//e388z//Mx/5yEeIx+PceuutVFZWcuuttxKLxaiqquLKK6/EMAyuv/56rrvu\nurGLFh2O+Tk4uIiIiIjMHcYZunwYpjnBoINzwM73XTPbVRARERGReS7rqvew5JMfm3C9ZkoUERER\nEZlE729/M+l6BWoRERERYW9gkIF4jIF4nPvGTWc+HZKmyTeP1/P1xjqGRmZ5PNmRoRDNkTAAP2g5\nPq31OaNkctLVCtQiIiIiwpN9PQwnk6TbbHykoGhaH6svHiOcTHJLWSUeq/W0Zf400Ed/LHUx4N8X\nl05rfabqwprmRkREROQcsl2WhbXKe073magNEX+md+L1psm97a10RiOYwNW5+QTicR7v6cJvteK2\nWlnl85Njd/BUXy83FpcA8Lmjh/lu9UW0RML8urMd0zQJJhJcX1BEKJHgeHiYn7Y284miBfy0tZkv\nlldxIBTk4a4OHBYLXquVvy4o5ngkzH/3dGEzDLpiMS7xp/HunLwJ6/vsQD9P9vVgNwzyHA5uKChm\ne3srHdEI97a38tHThPfG8DD7g0GOh8MUOZ18raGO71ZfxDeP17PA6aIlEsZlsVDt9nIgFGAomeTz\nJeU4LZZTnpvFnnP7+pyOArWIiIjIHPJ0fx9+q5W/KqskmIjzjcZ6Iskkt1UsxG2x8N3mxrGyJwxO\nMXK/JRLhw3kFFDtdPDfYz58H+rihoJhSl5sbCoqwGsZY2V+2t/DFskrSbXae7O3hsZ4uVvn89MZi\nfLViIVHTZMuxwxMG6mAizqPdndxWsRCnxcKvO9r4Y38v1xcU8aPWptOGaYAyl5vlPh8b0jLIsjtO\nmPu7yu3muvxCvtPUgNNi4fOlFfysrZmaoRD98fgJz81djfV87TQzP55rCtQiIiIir1P8md5JW5On\nQ3MkzNHhIeqO1wMQM5NYDMa6TkzYIjsyrlumzcZ/dXfisFgIJ5K4rZaTiwAQiMdxW6yk2+wALPJ4\neKirg1U+P8VOF4Zh4DQMHJaJexB3RWMUO504R8os8ng5EAqy0uefcJsTq3zqYHSlTjcAHouVIqdz\n7H7MNE95bpKkQr3POr2RV4FaREREZA4pdDjJstu5KjuXWDLJYz1d7AoMMBiPk2az0RAeZrXPj80w\nxvogd8eihJKpi/9+1dHGJ4tKKHQ6eaSrg554qowBmCZjrcF+m41wMsFAPE66zUbNUIh8x2lmDJxk\nAOZch53WaIRoMonDYqFmKETB6DwjZxi4eaw+J5WdbEjoIueJz83jPV3THqZBgVpERERkTtmcmckv\n2lq5q7GOcDLJWzKz+Gh+Ed9vbsRtsRAdSaEVLjceq5U7GmopcDrJtaeC7BvSM/hh63G8FitZdjuB\nkVE2qtweftrWfEI3jBsKivk/LY1YMFJ9qAuLaYlETtuV5HR8Vhvvz8njruP1WAzIszv5UF4+/fH4\npNsBVLo9/GdXBzkndfkYe9hxy0bvvjkji1+0tZzw3MwETewiIiIiMo/8Z2c7hU4nG9MzZ7sq88rG\nRx+ccJ1aqEVERETmkTPMkj0tXgoM8r99PacsvyIzmzX+tAm3qx8e4j+6Ok5Zfok/nc0z1Lp8LqiF\nWkRERETkDCZrodbELiIiIiIiU6BALSIiIiIyBQrUIiIiIiJToEAtIiIiIjIFCtQiIiIiF4jj4WEe\n6+4EYG9gkIF4jO5YlDsaame5ZnObhs0TERERuUCUutyUulJTdz/Z10ORswibYZxxkhWZnAK1iIiI\nyOu0a8Nbaahcck73WV53iPXP/X7C9U/19bIrMABARzTCMq8PA4POaAQTuDo3n8UeL1+uP8Zij4fm\ncBjDMPiH4lKOR8I81dfLZekZHA8P89PWZj5RtIBAPMH/aT5OfzzGAqeLjxUWn9Njmu/U5UNERERk\nDnlLZhY3lVbwF3kFZNsdFDic+K1Wbi6r5NMLSrmvvRWAcDLBhrQMbi6rJMNmY18oCKQmflnp81Pq\ncvOJogVYDYNwMsHHC4v5Ylklh4aCBOLx2TzEOUct1CIiIiKv0/rnfj9pa/J0aY2Eube9lc8sKOWx\n7i6ODg9Rd7wegCQQTKQCcanTBUCWzU7MTJ6yn9HZ/XLtDtxWKwBpNhvR05SViSlQi4iIiMwh3bEo\nP2lt5lNFJWTY7BQ6nGTZ7VyVnUssmeTxni68llQ4nmwacgMwTU7tPz1n59CePQrUIiIiInPIfe1t\nRM0k93W0YgIZNhtWDO5qrCOcTPKWzCyMk5L06YJ1ldvDT9ua+WhB0YmhWhcovmaGaZpz9nvIzvdd\nM9tVEBEREZELwMZHH5xwnS5KFBERERGZAgVqEREREZEpUKAWEREREZkCBWoRERERkSlQoBYRERER\nmQIFahERERGRKVCgFhERERGZAgVqEREREZEpUKAWEREREZkCBWoRERERkSlQoBYRERERmQIFahER\nERGRKVCgFhERERGZAgVqEREREZEpUKAWEREREZkCBWoRERERkSlQoBYRERERmQIFahERERGRKVCg\nFhERERGZAgVqEREREZEpUKAWEREREZkCBWoRERERkSlQoBYRERERmQIFahERERGRKVCgFhERERGZ\nAgVqEREREZEpUKAWEREREZkCBWoRERERkSlQoBYRERERmQLbdD9APB7nlltuoaWlhVgsxo033sjC\nhQvZunUrFouF6upqtm3bBsCOHTt44IEHsNvt3HjjjWzevHm6qyciIiIiMiXTHqj/67/+i8zMTL75\nzW8yODjI+973Pi666CK2bNnCunXr2LZtG08++SSrV69m+/btPPzww4TDYa699lo2btyI3W6f7iqK\niIiIiLxu0x6o3/nOd3LllVcCkEgksFqtHDx4kHXr1gGwadMmdu7cicViYe3atdhsNnw+H+Xl5dTU\n1LB8+fLprqKIiIiIyOs27X2o3W43Ho+HYDDIZz/7WT73uc9hmubYeq/XSzAYJBQK4ff7x5Z7PB4C\ngcB0V09EREREZEpm5KLEtrY2brjhBq6++mquuuoqLJZXHzYUCpGWlobP5yMYDJ6yXERERETkfDbt\ngbq7u5uPf/zjfOELX+Dqq68GYMmSJezatQuAp59+mrVr17JixQr27NlDNBolEAhQV1dHdXX1dFdP\nRERERGRKpr0P9Y9//GMGBwf54Q9/yA9+8AMMw+CLX/wit99+O7FYjKqqKq688koMw+D666/nuuuu\nwzRNtmzZgsPhmO7qiYiIiIhMiWGO79A8x+x83zWzXQURERERuQBsfPTBCddpYhcRERERkSlQoBYR\nERERmQIFahERERGRKVCgFhERERGZAgVqEREREZEpUKAWEREREZkCBWoRERERkSlQoBYRERERmQIF\nahERERGRKVCgFhERERGZAgVqEREREZEpUKAWEREREZkCBWoRERERkSlQoBYRERERmQIFahERERGR\nKVCgFhERERGZAgVqEREREZEpUKAWEREREZkCBWoRERERkSlQoBYRERERmQIFahERERGRKVCgFhER\nERGZAgVqEREREZEpUKAWEREREZkCBWoRERERkSlQoBYRERERmQIFahERERGRKbDNdgWm4rk3voOK\nYwc4Xr6YyqP7aS8qo7ClgaA/A08ogGEmMQ0LnqEAYZeH9P4ehj1evMFBElYbtkR8tg9BREREZM4z\nR25jdgeGaRJzOInbbFgTCQbTs0gb6KWtqJy8jmaayqrJb2uipaSSrN5OBtKzAHBEI3TlFZPX3kRD\n1VJKGo5QV72c0oYaGisvoripjp6cAhyRMAYmPdkF5Lc3UVe9jMqj+6lZcjHVR16hbuEyShqP0pm/\ngLSBXgCC/nTy2ptoKlvEwiOvULtoBYsP7KWx8iLK6g7Tm1NA2kAPlmSCIa+fvPYWWhZUUHV0P/VV\nS7n0mf+d9PgN0zTNSUucxz7x33tf13beQD8hfwYLGo/RWVBMWV0NpmFgGpDX0UJ3bhGVx/bTuqCC\nqiP76MorpqilniGvH19gAJPUi26YSazJ5Lk9KBEREZEZNBoEow4X9liEvqw8fIF+2ovKyejror2o\nDG9wkEBaJlGnC2d4mObSKvLamzi8fD2FLfXULlpJel83A5k5s3os06WwuY6vfvKDE66/IAP1uZLW\n30PE6aai9gDdecVcdGA37UVlVB49wEBGFjmdbZhGKny7wkMAOMPDGLNaaxEREZmvXg3HTqyJxFg4\nbiqrJqerjbqFy8jtbKWxYjH+wT76M3PpyS3AEY3Qm1Mwq3U/n+V0tnLnx9494fo53eVjtg1mZANw\nePl6AP6c914Aji1eNeE2WV3tBNIyWHzoRbpzC6mueZn+zBwKWxpIWqy4wkO4Q0EwwD0UxDBNBXAR\nEZEL2GhIjrg8WOMxuvOK8A/20VC1lNyOFo5ctIq8jhbqq5ZiTSToyS0g7PbOap3nnTO0PytQz7De\n3NS3v/2r3wBAe3E5APvWbDylrH+gl2GPj+rDL9GXlUf14ZcYyMyhuKmOhNWGJxTAFR7Cmohji0UV\nvEVEROaYmM2ONZmgNzsfb3CQhsqLyO5q49hFq8nuaqOhcgmmYdCbnU/U5Z5wP7WTNObJ9FOgPo8F\nRjrpH1pxCfBq+H7l4jeeUja/7ThDHj+LD+6hJ6eA6pqXGUzPGmv59oQGU8E7kZix+ouIiFzIwi4P\njmiY1uIK0gZ6qa9aSkZfN8fLq7EmkwxkZNNRWDrxDpasmbnKypQoUM8Toyfk7jdcDkB99fIT1jvD\nQ1gTCazxGBW1B+nLymPxwT30ZudTcewgwx4v2d0dJK1W7LHojNdfRERkLgk73VgTcToLSnANh+go\nLMUwTYa8PppLFuIeDtFaUjnb1ZQZokB9gYi4PGP3R1u4m8oXAbD30rcC4A0MEPKnU9RUR3p/NzGH\nk/LaQwxkZFNRe5Ahr5/srjYSVqtaukVEZN6KW60krDaC/gxiDidRh5Ou/GK8wUH2rX4Dmb1dNJdV\nT7qPvhmqq5wfFKhlTMifDkBrSeXYt+rRCyx3XXYF8GroXnRwLwmrjayednzBQQDy2puJ2+z4Av3q\nzy0iIuclE4g5nCQtFnqz83EPhTi2eAU5nW3sX7WB9IEe6qpXTLqPkD9jZiorc4YCtbwmo6H7yNKL\nAahl5SllMns6GHZ7WbJ/N4H0TCqPHiDmcJDe140jGsEZHsKSTCp0i4jIOZewWLEkE3TnFuENDVJb\nvZysng5qlq7FGxzg6OJVxB3OCbfvySuawdrKXJG0WiddP6cDtSWROOMByszry84H4MVLNgOnDiNo\nScQpbqpj2O1l2b7nUxdRHn6ZIa+f3I4WklYrjmhkpqstIiJzxLDbiyURp72oDFd4iPbCMhI2GxGn\nm5pla3FEhok6Jx4RQ+S1OtMY3XM7UCcVqOeipNU21n/7j/kfAGD/6ssAsEUjxB1OShqOpGalNKC0\n4QhBfwZldYcJuz2kj0wjKiIi81PcZiPqcDHs8ZGwWOgoLMUXHOCV1RvxB/o4XnHRpNsrTMtMm9Mz\nJf7dw88Qc7pmuxoyw3I7mgmkZbJk3y5idge5nS24hoewx6L4A/1Y4zEsc/fPWkTkghDwZ2CPRjhe\nsZjs7nZeWX0ZuV2t7F2/GUdkmLDHN9tVFDnBv73r4gnXzfkWarnwdOUvAF7tUnI6iw7uJZCeybKX\nn6c/M4ey+sPE7Q7S+nsAsCaTM1FVEZELUsJiwTDNVMvyYD8NVUvwhgK0LqigPyOHYY9v7Jqc8Rqr\nlgAoTMucM8cDtUKRnN7oRZNtxRXAq+Nz2yNhHNEIaYO9lNUeZiAzm8UHX2QgM5sFjUeJOVy4wkOz\nVm8RkbkgaRjEHE7iNjshXxpDHh9Ji5Wmsmq8oUH2r75M1znJBUWBWi4oMaeLmNNFyJ8+FrZHZ6Ic\nVV57kIjLzYLGYzjDw9jiUbK72klaraQN9Gp0EhG5IEQcrtSU1zkFeEKD1CxdS377cfZc8lb8g720\nllRNur3CtFxIFKhFTtJQtRR4tXV7vPS+bgbTMlmz+2kGMrKprnmZiNNNVk8H1kQc91AQQKFbRM57\nJtCXlYc3OJgah7mrnSMXrcYVHqK+ailDvrRTtjm0Yj0AgfTMGa6tyPltTgdqQ32oZYYNZOYAsPfS\ntwBQu/jUcbhLGo4QdThZ9soLdOUXsfjgXgL+DPJGhgTU1O4iMhOiI2Mt92bnY0km6M/MTXXNsNrY\nv2oD3uCggrHIOTKnA7VaqOV8NDokYEdRGQD71mw8YX3l0X3Yo1HssQhFzfWEfOmUNBxh2OMls697\nxusrInNT1O4gZncS8vkxzNQst2n9PexbfRlZvR2nzAFwMoVpkXNnbgdqU4Fa5p7xU9qOjr89KqOn\nk/7sPFbv+iNhj5eClkZs8RiOaBj/YD+WZAJHJKwuJSLzXMJixTQM+jNz8AwFObZoBfntzexbfRnZ\nXa28vG7TpJOX9OZOPgmFiJxbcztQq4Va5pn+7DwAXlr/ZgAOL1t3SpnC5joCaVmsfHEnPTkFLKx5\nhWGPl6yeDoykiXs4iGGaCt0i56nRUfJ7s/PxBQaoX7iMrJ526qqX4w4FaS8uozcrn4jLDcapZ3Jz\n2UJAk5eInE/meKBWH2q58LQtqATgmTdfBUDNsrWnlClsridmd7B0/y46Ckq46MBu+rLyKG6uI2p3\n4gsOALp4UuRcMwHTMBjIzMEZHqazYAG2WJT+rDyGRsZWPrjyUryBgdOOwywic9OcDtSGWqhFTqtt\nQWqEkqfzi4FTQ7c30I8lmSSjr5ui5rqREUteoSu3iIraA4R86WT0dWEaFqz64ioCpCYrSVqsBP3p\nYBiEvH6GvGlYEgkaKxaT1dvJy2vfhH+gl0B61qT7UpgWmV/m9NTjX/7Jg2PBQUTOLddQkLDHx8Ka\nl7HFYlgTcfLamwikZVJWd5j+rFyKmuuJuNx4RoYLFJmLkhYLYaebpNVKxOlmyOvHFo/RVFZNVncH\nB1ZdSn5bE4eXr8MeCRNzuma7yiIyC+bx1ONqoRaZLqNT/44fKeDAqg3AqzNPjsprO85gRjaVR/dj\nTcSxJhLkdLYQ9GdQ0niUvqxcClsaiLg8Ct8y7UxSITnidGNaLESdLoY8fmzxKC0lVWR1t3NoxSUU\nNdXx0to3kdXbSU9u4aT77MvOB1CYFpHTmuOBWj9Fi5wPOgtLgVTf0JM996Z3nvD/nI4W+rNyWXjk\nFSyJBIaZJLejhcGMbMrqDtOVV0xp4xECaZlk9HYRt9lwRiMzchxy/hn9CTXicmNJJAj50zGSJmG3\nm2GPD3s0SnNpFbmdrRxcvp7ipjpeWftGMrs76MvJn3TfHSN/t2cK0yIiZzJjgfrll1/m7rvvZvv2\n7Rw/fpytW7disViorq5m27ZtAOzYsYMHHngAu93OjTfeyObNmyfdp6Fh80TmnO6Rft2nG8Fk7yVv\nOeH/lkSCpNVKbkczJgau8BB57c30ZudRdXQ/rQsqWHT4JToKSig+XsuQLw3fYD8YYIvHsMbjWBNx\nQBdgzqbRC/WiTjf2aJi+7HzS+ntoK64go6+LzoISXMMhgv4Mwm4PjkiYprJq8jqa2b/qDeS3H6et\nuAIjmcS0WE77GIdHbnvyigDOGKZFRM6lGQnUP/3pT3n00Ufxer0A3HnnnWzZsoV169axbds2nnzy\nSVavXs327dt5+OGHCYfDXHvttWzcuBG73T7hftXlQ2R+S1qtAHTlLxhb1lxWDUDDwmUAHFpxyYTb\nj/YDL689SHthKUv276a1pJKqI/voySkgp7OVpNWKkUySPtDLQHoWhS0NdOUXU9xUR192Hpk9HURc\nHlzhIUzDwJJIYEkmMczkvBuecDT4xm12bPEYIV8anlCAgYwcPEMBAv5MbPEoMYeTqMOFMzJMR0EJ\neR3NHFu0kpLjxzi6eBWFLQ00lVXjC/QzkJFNZGR4t/7sPCzxOEnb2X30tBeXA9BWnLpWZqIwLSIy\n22YkUJeVlfGDH/yAm266CYADBw6wbl2qdWrTpk3s3LkTi8XC2rVrsdls+Hw+ysvLqampYfny5RPu\nV10+RGQyo/3AG6qWAvDiJZuBV3/qP92Qg2fDG+gn5M9gQeNRmsuqWXxgD82lC6k4doCu/GJyO1uJ\n2R0kLVbS+7vpyi+mtL6GxsolVB3Zx/GKRZQ2HKEzv5isnk6iDhdJiwVfYICuvCIWNNXSWHER5bUH\nOV6xmOKmWrryiknv7yHqdBG32fAGB+nKX0BRcx31VcsorztIQ+VSipuO0V5UTnp/N2G3l5jdgTc4\nSHtRGUXN9RxbvJKK2oMcq17BgqZamkurSO/rYSAzh7jNhi0eoz8rb2xYt8lahU92ZGnqgp3jFYsn\nLHO2YVpEZC6ZkXe2K664gpaWlrH/jx9YxOv1EgwGCYVC+P3+seUej4dAIDDpftVCLSKzIeTPAF5t\nLR8N5vvXpGa+HJ12frzGyiXAq2GzdtHKCfc/up9DK9YDr14Metqyq98AwNElq0+4PZ2m8kXAq32G\nRycS6s/KO6Xs6LBuahUWETmzWXmntIx7gw6FQqSlpeHz+QgGg6csn4zGoRYRERGR2TYrgXrp0qXs\n2rULgKeffpq1a9eyYsUK9uzZQzQaJRAIUFdXR3V19aT7UQu1iIiIiMy2WenMdvPNN/OlL32JWCxG\nVVUVV155JYZhcP3113PddddhmiZbtmzB4XBMuh/1oRYRERGR2TanZ0r83p0/nLRvoYiIiIjIuTDZ\nTIm62kREREREZArmeKCes43rIiIiIjJPzPFALSIiIiIyuxSoRURERESmQIFaRERERGQK5nSgNo05\nXX0RERERmQfmdCJNakpcEREREZllczqRJi3W2a6CiIiIiFzg5nSgtscis10FERERkf/H3p0HSXKX\nB97/5ll39VnTd/fc90ijkYSEBUIGvDY4vA4th4DgXa+9EbuLd7G92IHttReEA5B3w7CYV0ZrYxyA\nhQEBbwhkg7CEhKTROaNBM5pDc09PT99n3VV5vn9kVXX3XNJojurqeT4RE5WZlVXzy+npqieffPL5\nietcXaYev1I279vFREcfK08c4vj6bXQPnWC4fw3JuRnSLe04uoHm2qRbUoQLOUrReL2HLIQQQghx\nXdIcG1c3aJ6eYK5tBb2Dxxjr7qf/5GHK4Qi649A0O8XUii4GTh5mcNVG1h1+hcFVG1l54hATHb20\nTo1jmyE8VSGRSTOd6qR76ASnV21g1bGDnF65nt7TR5ns6KFpbhrLDOOpGrF8hqlUF10jgwyu2sDA\nidcYXL2RnqETjHf20TQ3TSkSw9F1YvkM4139dJ05xYl1Wxk4cYgT67YCF54psaGnHn/2N9930ed9\nwFcUbCOEYZfJJluI5dLMtnUQy6ZJN7dh2DZWKEQpHCVcKjDSs4qO8TMc2XAjvUPHObbhBjpGTzO4\naiOJzBzjXX2orosdCl+bgxRCCCGEqKPk7BSZlnYGThzC0Q1C5SJtk2PMtHew8vghhvvXsO7QK4z2\nrqLv1BHSzW0k0zP4qorqupjlEo5uEC3ksE2TcKmIpyioDRaC3vHDH1zwuWUdUF9pPsGNkLYRQvVc\n0s3tJNMzDK1cR2p8mFNrNtM2OcqZgbVE81nmWtophaOonsdo90pCVolCLHFNxyyEEEIIYVhlbDPE\nqmMHGO/qZ9OrLzHXmqJz5DS+oqA5Nsn0LIVYnI6xM6SbW0lNjFAKR4kWcviAUu+DqDMJqJcA2zDR\nbYuZ9k7imVlG+laTnJthpHcV4VIhCL4jMTTH4fTK9cRzGaZWdNd72EIIIYRYotomR5lOdbF999OM\ndfWz4dAe5prb6Rg7g68oGHaZaD4blDzkMgBonlvnUTeuiwXUDV1D3UgM2wKgbWoMgFXHDwXr0+Pn\n7Hv7sz9F9TwyyRYixTwjPauIZ+cY6V1NuFRgpm0FxWgc1XU5M7AWwyqTTzRfu4MRQgghxFWRSM+Q\nbWpl6y+eY7Kjhw0H95BpbqNj9DQAZrlEpJgH3ydcKjRc2cRyJQH1EqR6HgDJzCwAA6cOA+cPvm3d\nQHdsplZ0E8+mOb1yPcn0DKdXbiBSzDGZ6q4U2RvMtndcu4MQQgghxCI9p48x09bB1r0vkG1qoXP4\nFIrvEyoXiWUzoChE8xm0ShwgGocE1A3OcGwAUhMjAGw49AsAukYGa/t4ioLi+2SaWokUcgyu2kjL\nzIZhudEAACAASURBVCRHN95Iy/QEJ9ZtJVLIMdq7EtV1pRuKEEIIcYn6Tx6mEEvQf+owmuNgWmVa\npsexQmFSEyPYhkm0kKv3MMVVIgH1daB6OagpPQPAuiP7AGjfOQrAxkN7ajdcFqIJNM9ltHuAZHqW\n17bsIDUxysGtt9AyM8ngmk0Y5ZJ0ORFCCHHdaJsYIVwqEinm6DpzklyimVXHDzLX0k7P0HEsM0yk\nVLjoe1RLP8XyJDclijfMBywzjG2aFCNxcokmFN9jcPUmmmcm2X/j7bTMTDLR1VfvoQohhBBvWPfQ\ncWwzxKZXdzHR1cemV3cx15qi68xJHMksiwrp8iGuiWrf73RzO6ZVYrRnJbod1HcXo0Ed91D/Ojxd\nLowIIYS4NlqnxphrSXHLCz9jakUXGw7uoRBN0DY1iup5RAo5VM+77lvCidcnXT7ENaEAiu/TMjsJ\nwNojrwKw8uRrtX1KoQimXWaofy0tM5Mc3ryD5tlJjq2/gXCpwODqTfUYuhBCiAa24cDLlCIxus+c\nwLDKmFaZprkpQCGWS0snDHHVSUAtrqlwuQjAwKkjANz6ws8AWHd4Hz7ganpl8huf0Z5VJDKz7L/x\ndjpGh/jFW+4inpkll2yp0+iFEEJca5F8llg+Szw7R9/gUTLJFtYe2Ue6uZ3uMydwdUPqk0XdSUAt\nlgwF0F2n1i4wmQk6lnQPnwJg2yvP4WkamWRrUFrS0k4hlsDVdE6t3ohZLjHePVCn0QshhHgzovks\npVCE7S8/zdSKbra98jyzrSvoO3UE2zRJZubO+7pENg2AKsG0WAIkoBYNQ/V9VMehdWYCWNyX+8Y9\nOwGYa24jms9yYt1WWmYmOLphO5FijqGBdeQSzTiGWZexCyHE9Wzg+CHmWtvZ+soLlCJRUhPDGLZN\nuJjHLJdqLWCrqq1gX69zhhBLhQTUYllpnpsGYOPBPQB0jJ0B4OaXfk7ZDOMrClMruohnMxzaegsr\nxs/wys13kkxPM9y/tm7jFkKIRqXbFo5hsuHAy0SKeVTPpevMKQqxON1nTuLohgTGYtmTLh9CEEx+\nUw5HcXSdXLyJQiyBp+mcHlhHLJ/lta231HuIQghRV6uPvEopEmXr3heYXNHD+tdeIR9P0jo1hq8o\nMrufWPakbZ4Ql8kyTHTXYbh3Ncn0DCfWbSWWyzDct5pMspVcshnbDNV7mEII8aakxs8w15Li5hef\nZLY1xZoj+7BCEZpnJ9EcRzLMQiBt84S4bGblppe+08cAuGn30wCsf+2VoP+2qpJuaiVUKnJy7Rba\nJ0bYe/PbSI0Ps/eWO2V2SSFE3aiui6dpbHp1F5YZIjU+TLSQQ/VcWqfH8VSVWC4jfZiFuBjl4r8h\nkqEW4hqwDJNyOEIxGsdVNca6B4jnMry6/a00zU0ztHJ9vYcohGhgLdPjxDNzmHaZlSdeY7Y1xdrD\n+8g0tdAxOoSraeiuW+9hCtG4NI07/r+HLvi0ZKiFuAZM28K0rVqbp67R0wCsO7wXgEI0jubYTHT2\nESoXmejoxTFMyqEwr225hXAxTzGWqNv4hRD11Tt4lGI0ztZXnmeis5eNB14m09TKirEhPFU7pySj\nb/AoQG3KbAmmhbg8yutkqCWgFmIJqH7p9Z0+hqMYJKbTWFoET9VIHRon7OQ52nczTZkpTq3bhJm2\nyPXGMfI2+a4orqnhG2qdj0II8WaEp0rYcZ3kySx23CA6XsTTFVLTZ4iWMmiWQ0f2FAWzmY7sCdqG\nJ0iWZ0imZ1Fo2IvMQjQW9eLfsVLyIcQ15KHgKyoFownDLTGeWEWyNMXJ1htpKk1yqvVGNM/GVY1L\ne19VAQWcqI5qexRWRDAzFtmVCUJzZdJrmtBKDm5YzqGFuJYiE0WsuEF8OI+vKRh5B60cZIuNvI2P\ngup4l1y/bDhFbD1C/+x+XNUgUZ4i5BRR8IiXZ/FRCLkFqYsW4gpRQiF+6aF/uuDz8u0qxBVW1iLo\nnsVkrJ+4NctoYi1hJ8dUtI+CmaRknL90YzbaDXDJwTSA6gXnxWY2mBwheTrIeIdfCfpyJ0/l8FTw\ndRXPUPFVBStuoJVd8j0xzLRFel0TRsbCTsrkN0JcjOJ6+JpKdLSApyuYORu94ODpKuHpMk5EIzxb\nxtNVNPv1Wsm9uZyWrUcAON2ytbJlwzn7NBXHyZktrJnZQ95spjN7HEc1iVlpVN/BdEvB8bypEQhx\nvZGSDyGuKA+VkhHHR6FgJrG0CK6iMxnvx3DLTMaX5vTnqgdYHpoVfMFXg+/ITBkIgnAfcEMqih9k\nu31FwTMU7LiBannkemMYOZtiR7RORyHE1WVkLDxDJTRnYWZtnJBKdKKElQxKMZyIhpmx8VWldiJ7\nznsUHYA3EExfXelIBwBHUrcDMNy08Zx9VmRPYmth+uf2kw6n6EkfoWTESZamgt7SvtReCwGgqBJQ\nC3FJfKCsRUGBdHgFYTvP6ebNNJfGOdJ+G1E7TcFsrvcwrwoF0MtBEKBZ1vwTE0EmK3EmD4B3aA7F\n87ESBprlYSWCrLpnqtixIPjO9scxsxblVmkXKOrLyFp4uoqZqQTJYZ3oRAEraRIdK2DHDEJzZXxd\nrZ1wni2UCX4fqkGycoFgutFMJFYBMBvtAuBU6/ZFz3dmjmG6RVTfo61whpIepz1/BlsziTj5az5e\nIZYqCajFdcevXLZJh9uJ2lmGk+tJlKcZbtqA6ZQYaTp/C7vqF89yDaYvheoGwUQoE2S59dK5Waym\nU1kAXENFdTyspIlWdrESBooHrqniRHU0yyXfFcPIWhS6Y6hlFy+kXbuDEQ1FK7m4YY3oWCEoqSi7\nmFkLJ6IH9cpNJtHxInZMx0xbtSDZ59wLtuHZIEjWy8FVGi4QTF/PxpJra8unWm9c9FxLYYRcqJVV\nM69gqyGaSpPonoXhlTGdIrrvXOvhCnH1SJcPcT1yFB0UhazZioJPNtQalGaoOiPJ9eieRVmP1XuY\n14VqRi+UrgQv5wm+E0NBpqv10BwAbkRDcXycqI7i+biGihvS0GyPYnuY0JxFti9GeLZMdiAhtd8N\nplqDHJ4uUWoNkTidC7LEs2VQQHF9jLwT1CJPl7HjBqHZEm5IQy+6wT4XSBBXT/JqV1gqQbLUCV95\n1fs+qiUlCym+h6+o9M/uJ282MzC7j1yolVTuNK5qELGDiWSkS4loHDKxi1iGPFRcVaekx1DwmY72\nELGzDLZso7k4Htyo4/uve0Yplgcf8DUFXwFUJciKuz5W3MDI2xQ7IoSny+S7o4SnyxRS4SBgi+m4\npobi+hQ7IphzZazmEKrl4pmSJa+p/C5pBQc3qmPOlYMaYsfDzNpYCYPYaIFiKkJ8OE+pNURkoogT\n1dELQZZS8UCzXDxNQS+5wevdhv36EZdJ9WzCTp6onSWVG6RgNtGdOULebKEtfwZX1TE86/XfSIhr\nRI3Heeu3vnHB5yWgFkvWom4Z5RmGmjeTKM8w3LQe3bWYq9T8CXEleaoSZMVDGqrt4Ya1IKOqB91R\nFDfInBt5m2JbmPBMmUJHhPBUiVJbGDNn40Q08INMq50wCM1ZFDoiRCeK5LqiRMeLFFdECM0G2VfV\n8YJ9YzqhtEUxFSE6XiDfFSU6VqSYCv4eu9KZRfF8nIhOaK5MsT1CdKxAoTNKbDRPMRWp9DU20EsO\n+EFtu5m2KbWYRCeKtfcvt4QIzZZxwkHpjeIT3IhWdnBDGkYuyBIblQ4Wqu1dNDssxJXUlTmKrYVo\nLYxguBa6ZxGz5vBRCDs5VMlui2tIiye4/Vtfv+DzElCLugj+0ynkzGYMr8xMpAfNt0mHU1haBEc1\nmY711nmUQgghlqJ4eYac2cy6qV1kQ230ZI5gaRES5WkU3yPkBjNHyjVKcaVoiQS3P/j1Cz4vNdTi\nqvABT9FxVANLi1A04ijARGyAmD3HqeZtxOw5MuEV9R6qEEKIBpMLtQJwNHUbsPjmyapUbhBbC9E3\nd5B0eAW96UMUjCaaS+N4iiYlJeLSyE2J4mrwAUcNAT7p8AoidpYzTRtJlicZatpC3JphNLkOzbVw\ntfPfLJbRJJgWQghxdVTnBJiLdAILJ8EJpHKDGG4ZzbdpLYxS0mOk8qcp6TGS5SlAMtxiAQmoxZvh\nKDqa7zAb6SRiZxlPrCZqpRlLrMZ0isxGu/FRKJrJs165CYBsuA3ggsG0EEIIUU8LJ+Eaat4CwGHe\nCoDpFLD0KAOzr1LSo7QVRlB9F8MtE7GDlqAhJy913NcTCajF2VxFQ/E9sqE2TLfETLQb3bPIhtqC\nCU2AqVgfiu/WprcVQgghrheWHnwXDrZsA2A8seacfWLlWfKhFtZMvUw6nKI3/VpllslJFHwMt4Tu\n2ct2tsmO//A7mJ1dFA4eILppM87BfahrN5J7eTfRjZsoHDmM3tKCXy5jjY9hdveQfuYpYlu3kdn5\nDOG16ygdO4oaieAVi/U+nNelvE5ALTclLjOOEpwjFcwmAIp6nLIeQ/VdxhOriJdnGG7aQNjOUazs\nI4QQQogrL2znsLQQA7P7SUdWMDC7n7nwCjpzJyhrUWJW0Hvf9Mp1HumlW//3X1+0nkolmJzMvqHX\n+r6Poij4jgOqGgTUvo/vuriZDFoiQenkcUK9/eT2vkJk7Tpye3YTXr2GwqGDaMkkXj5P4chhzI5O\nsi8+j9HRiT0+dhWONKC3tHLb1796wecloG4APsHsfpYWwVM0bD1MSY+heQ6TsX4S5WmGmjfTVJpg\nNLmOsJ2lZCTqPWwhhBBCvAGq55DKn6asR+lJH2Y20klf+hCZUIq2whC2Fq6VmiyVjPflBNRXmu95\nKKqKm82iRiKUR4bREkms0REUXccrFrEnxjHaU2R3vUhkw0bmHvtXwmvWknn2GbRkEjeTuejfEeof\n4Jb/94sXfL6hA+o9f/zntG3bzJnv/YBQ/wDl04P1HtIb5lXmiLK0ML6iYmshynoMzbOZivWSKE9z\npmkjzcVxhpMbiFtzpCMrUD0HT5VKHSGEEKJeFMVHU11UzUPTXDTVQ9M8VDVYVxUfRfFRlGBfRa2s\ns3C50kLWD5Jmvq/UlvHB94N5JD1PxfNUXEcB10e3SiTyUxTVBKm5k8yaHXTNHKkE32ewtTBhOwdw\nVad/X0oB9eXwvWA2Va9YxHdsfMvGnp1BTyTI73+V8KrVZJ7bSct7fp2ezeeW/lQ1dEA9OZkllUow\nMZFBURS8UhEUFWd2FnwPr1TCnp5Gb24m94s9RNatJ/30z4Mzk8f/FbO7h8KB/Zc9Dg8VBZ+SHkX3\nbApGEgUPS4tgaRF0z2Yy1kdTaZIzTRtpKY4y3LSBeHmWbLi9NkWrEEIIIa4uVXUxTRvTcDAMG0N3\n0Q0HQ3fQdQddd4Nlw120TdddNNWtBM5LL3RyHA3H0bAdvbbs2gpaycJyDSK5NFm/iaa5MdJeM82z\noxScKOFsGjzQPRvVd1ArGfDX63CyXALqS5FKXfjq/7IIqN/sD9B1PWzbxSqWyWVLGFaeMzM2nc4M\n+yZ0Vlln2F9opi8/yClSNGfHyKhxvLJNtDjLRKSX1sIYI03rSZSmyIbbr/ARCiGEEOJiNM0lFLII\nh8qVQNkOHk0H07AxFm4zbHTdu6T3d10V29FwHQ3H1YJssavhuipuZdmrLat4nobnBRnn+T9Bxtlb\nsA0/mHZUUUDBD2YhrT5Ws9kKKKqHplaz35VH1Quy45Xtuu6ia8GJQfVRu4Sg33Y0LMvAtjTKVgg1\nVybjJInPTDLrtZOcGiHtNBNPT+ErGqrvkvjYx5meLrBl0wpODM7xrnesYf+hMXo6E5TLLvGYWauV\nXi6WbUA9PDLHT/71KJs2pdi16wzr17dz9OgULS0RslmLUtEmnggxcnqWzp4mho9P09qdZGYojdkU\nxp4r4ukahuNWCjCWzw9dCCGEaFw+huEQDlmEQmVCIYtQyA7Wzeq2YF3XX7+m2HFULNvAtgws28Cy\n9GDdNrBtfVFmN3jUcexg2fcb8wqyqnhBgK276HqQgTcNp3KysfDEY/H6xbLvnqdQLpuUyialUohi\nMUyxFKJQDAfLxRAFV8cEyroCng+6RiRhUs5adK9uZeTULOu3dXDyyBQbtnZy5vQc3b1JyuXg57gi\nFWNkJMMNWzvZu3+M227tY9/+MbZtXsHQSJYV7dHavsmEyfRskYG+Zo6fnGXjujZODM7R251kaiZP\nMh7Gtl08zycS0ZmZK9HdkeDE6VnWrWzh6MkZeruTjI3niMdNypaLZbkkYiZDIxnWrmphz95Rtm/r\nYveeYX77/7nlgv82DR1QP/B3zzN5eKrewxBCCCHEG+ZjGjbhcJlIuEw4UnkMzz+GQ9ZFAzvfB8sy\nKJVNymWTslV5LJvzAXMteDbwPO0aHl8j89H16omMRTgcZP6DKwAW4fD88oV+PpatzwfXlUC7UAyT\nL0QoFMINe4IC8Kkv/MYFn2vou9tmp/L1HoIQQgghaoKALBI+N0iORKrBchlNO38w5vtQKpmkM/Fa\nJrS84E+pEjhblhmUTYgrTMFxDHKOQS4fu8h+PiHTJhIpVf6UiYbnl2PRAk3J3Lmv8qFYCa7zhUqQ\nnY8Ej8XGDrYbOqBeTnU5QgghxFKnaW4lQC6dGzBXHi9Wo1wqG2RzsaBcoBQ657FcDkmg3BCU4KqA\nZTKXPnvGZKhehYhEykQjJaLRIrFoMXiMlUi1z5I6+xU+FIphCoUIuXyEXD5KLhcln49StgyW+kTw\nSyqg9n2fe++9l8OHD2OaJp/73Ofo6+u74P6KurT/cYUQQohGoSheLTA+X3Y5Ei5jGBduw2ZZOvlC\nhNJ5AuViKUS5FMJr4AykuBQKlm1i2SbpzLk38mmaQyw6H2jHokVisSDgTrXPkmqfXbS/betBkJ2L\nBoF25U+xGF4yJ2BLKqB+/PHHsSyL73znO+zdu5f77ruPr3zlKxfcX5WAWoiryEer9ljVXPQFy5rm\noWsuauUOc7XSV3Xhuqp6qJVtiuqjKj4owWXe6m+uUlmv3d2+4EnfV/C9YKt/zh3zwd3yVB49Twnu\nvPdUPFddtOx6C9e12p34rhu0lVrqWQ8hrgwf07Tng+VI6ZzAORSyuNCFX8fRKJZCzKYT88FycT5o\nLpVDuK7UKYs3xnV1Mtk4mWz8nOd0zSEWKxKPFYjHC8FjLCghaWle3NXN9RTy+Qj5BUF2EHRHrnnd\n/JIKqF9++WXe/va3A3DjjTeyf//r9IiW70EhzktRgjZKxoLeqvPLC7ZXHo3qneC1gNm95NZSjcpx\nKsF1JcCuBtqOo+O4C9crPV5tA7v22PidAMRyMN8RIwiOS/OZ5mrdcrh8wTZqnqdQKoWYmW1aFCgX\nS+Fa8Cwnn+JacVyddCZxTmZbUTyi0VItwJ4PuIskE4VF+wa12qFKgB2rlZBkc1Ecx7gq415SAXUu\nlyORmP8H1HUdz/NQ1Qt8UTVsfxIhLkXwZbmwj+p8myNncY/VyrJhXNrUtL5PEEA6KratUyqFKsHk\nfLC5aNnRKv1WVTxfrWWIg96rC9crywt7rwaHFMwGdtZy0HMoWFZqM43N/zln9jFlPjO+qD/rgvXz\n9m7VKj1b9erJQ7BuRm10zb1glu5iqv921ZZbtq3X1oO2XPPbrEowXl33PBUJVsT5qKo332Wh0v1i\n4WO144KmXaxu2SSTiZ+3DKNUDFG2TOT/n1jqfF8lnw9qqscXP0M4ZBGLFUhUMtqxSrC9IjXLitTi\n8pFS2ZwvHVnweLl12ksqoI7H4+Tz8507LhpMA5ouGSHRqKqtiexaP9Wgt6pVa1cUMq1akPxGAjzP\nU7Asg2IpTDqjYztGLXu6KKCr9lqtLttBJla+UKv8WkmLVp0sQZ+fLME4O8NfzfJXMv3hsIWhFy4p\nKHc9pRJcG+cE4rXti9ar+xiVYFw0luCGLbP2e2/Xft9DpkUoXGlRFipjmheuWfZ9KJdNsrlopezC\nXFS/XA2e5eqJWN4USuWg7Gh6pmXRM4Zhn5XNDh7b2+Zob5tbtK9l6+cNtIulEG/k+3FJBdQ7duzg\nySef5Nd+7dd45ZVXWL9+/UX3X5EYpJByK70NI3Kzg6g7RfEImXZlEoL5P2Fz8XrItC7YNqrKsnWs\nskG+EFnUT3XRsq3XtrkSFF8hSmUWNA2sN/sefm364qCcphJ410psgqsLiwLyyoQLsWiBi+QRzuG6\n6nkC8CDYPjcAD4Jzq7IugdaVEFwhmb9aVJnOesFVpZBpY1YCZ9O0CL2Bk2Tb1iiVQwvax4Xmg+ZK\n4Cyt44S4ONs2mJ1rYnauadF2TXODjPZZddrNTRlaWzKL9nWcIDOezUeBBulD/Su/8is8++yzfOhD\nHwLgvvvuu+j+m/tfhf5gudrbMLegp2Gu8lgshpFAQ7x5PnplattFQXJtxq5KhikUfFFeTDDLlEE2\nF6/0VzUW9VgtW8GXpVU25QSxoSmVEhqdYulSXxv8f6sF4NUA7ZygfD5wMwyHkGkRj11aZtxx1Atm\nwt2FNeWuWjvJmN+m4Tpqrc68MT9jq1cjqrPJVct/gnXtrPWFJ0nVkyLDsF/35LjKdjSsssFsIULZ\nMrHKBmXLqCybteVy2ZQb/IS4ilxXI5NJkDlPnXYsWgyC7PjCWu08TU3n9tVe9NpGninxq1/5LhF3\nmlhsvuVKOHRuSsn1FAqFSHAnaCFSm62nOmWmZGmuV/452eTFQbL1huoTIcgmLQyIzxckl8smtq3T\nmIGHaAyVzPjZAfhZ2fHqsrngOV133lTteFVQY6+eVTu/YHnB9mrnlaCuHqhkWX2UWh199ZtpYQZW\nAVhQS19d5uya+rPr6hfW01fr6CvdaN7Uv7LPghORYFa+2vKC0h2rsl4NlmW2PiEalU80UuKPPvvB\nC+6xpDLUl2oq0449GV20TdecSuPw4E+80kg8XilWP1swK1MwPebCKTKrAXepLDdrNBpVdefrkC9U\nclGpWbxYAFGtTwxuVjhfoDw/7a18UYqlYUFm/JJf6y8qTdEXtEfUztMBZr6d4oJtqltrm2gY7qIW\nivWah8v1lPn2iZXyGLdcbaGo4HmVDi6LurnoC9b1WlberqzLibEQ1xuFQjFy0T0aOqD2vXOzC46r\nk8kmyGTPbiQe3ARSzWZHIiWilSkzo5ESrS1p2lrT57yfW2knVCqdVcNWml8ul03Jcl9FiuJjGPN1\niPM1iXbtJp6Fy6/X4cJxVMplk9lC8qLZZKsBZmYS4soJphx2HIPipUfjr6PajWVhr/KgTzlQCbb9\nWj/y6no1CK/2K5/vQ75gmbPWK3+q2XL5HRZCXAsNHVB75wmoL6wya8+ceU5xOgR1M9UpMs8OtiPh\nMq0tmQtmWKqZzFIlCCtbZu1GsbJlYFnmguXr+bJfUK84f8POWZegK38WtoALAuTXvxTt+9Q6XMyl\nL5RNDkltohB1UQ1ykd8/IcSy1NAB9fky1G/6vXyVQqVbyPkoik/ItGoN8mu9QBcsJ+KF1621hSBD\n6jjzLctsR1uwXGlp5uiVm4CCm4G8BbO7zc/0trAOUeHKZGKCTFK1l6+qeYuyStqCx/mWYot7+Z69\nfWEt5xutWfT9YKrRsmWSzcUWnZBYlnnOslyCFUuVh4+Kgq2A4YOtqxiOh2Nq6JaLY6r4tgeKgmpq\nUHLQm0J46RJ6SwR7toTeHMZKl1CjBm45aKOmGhoUHdS4iZKz8KIGasGuva+tKhiVz0gX0AAPkGtp\nQghx5TV2QH0N76f0/fk+h5xbGVLdC03zam2Rzi1HmJ94Q6/clX+pLbIuPsb5y57eWZc/oTK183kv\nqVYeFf+CM2m9Wa6r1GoOC8Xwgpt1LtZfN2gLJ+2gxNXiEHz42boKvo+iq0SbwhTSJdZs7uDEaxNs\nuKGLk0cm2bStkzNn0nR3N2E7QTnRilScsbEs27Z2cODQBLfc1MORY1OsX9PGxHSeluYIruOh6Srh\nkI5luSSTIfJ5m2TCpGy5RMIGjuOh6+rr9ty/GM8LTuJVVcV2XDRVwbI8VBVsx6v9HelMmQ3rVrB7\nzxADfc0cOT5NT1eCoeE0sZhJsehQKFgkk2GOn5hmw/p2XnpxiK3bOtmze5hVa1o5cXSaZHOYbKaE\nbbmEwjqZiTzRlgj2VAEnrKGX3Nq/rxBCXC8ausvHZz79U5Tcm24Uu0RU2jYtmBiiOjW0pgY3BQV3\npAfLWmW5dpe65qEQ1CYqSjDfnKKeO8Nc5a869y56X8Fn/k76xXfjL75D312wzfVUXGfxzTy1KZoX\nrEttubhanJCGXnaJdCfITObpW9fO1ESO7t4mPN9HUxW6u5NMTOTZfkMnx07McNONXYyMZenrTlK2\nXBLx0Dnvm0olmJzM1uGIrr6reWzVwD6TKWOYGlNTBTRNIVewyWRKxGMmh49MsXp1K7teHGLN+nYO\n7R2lvSvB+Ok5jIiBlS2juMHnlQTkQoil5lNfaJA+1JfK9/1lcJF/fhKJcvncL3chrgeOqeI7Pu0D\nTUyPZtlyUw+nTkyz45ZeRkazrBxoAd8nGjVIJsNoqkI8bqJdQlZ3RSoOwJqVrQCYZkN//C051Qx7\nc3NQNhfrN8/ZZ/PGFQDcuLUTgF9++6pz9imWgl7uI6NZOlbEeXHXEBs3pHj2uUFWrmzh4IFx4okQ\ns9MF7JKDogIZq1ZSI4QQ9dDQ3ygNnFwXYllzASVm4FouKzekGD49x62/NMDxY1Pc+pY+pibz9Pc3\nA9DSFEZTVXT9rOD4HasB2L6t6xqPXtRTJGwAsGZVcOLzrrvWAPDB920D4C03957zGsty0HSVsckC\nyZjBi7vP0NfTxKv7x4jFTaYmcpSKDqqqUJjI41fq2IUQ4kpp6IAa+TwU4ppywzqe7dK3IcXo0By3\nvrWfEydmuO0tfUzPFFnZ3wwKtLVEz/v6W7Z3A7C6v+VaDlssc9WrDdu3djE5meXdlSB8w7r2c/at\nlqacOpOmoz3GS7vP0NOTZN/eMWIJk4mxLKWCjaIouDNFyXwLId6Qhg6oJUMtxOWrdoAwUjEKCG0s\ngwAAIABJREFU6SKbd/QwNDjLW27rZ2qqwJpVLaiaSltrhI6OJuZm84tef+uOIGO4UoJk0QCqpSnV\nk7pfvjO4ErJ+zbnBt+24KCgcOjJJX08TT+88SX9/M3tfGSEaM5kez2OXbHzHw3Dl+0iI61mDB9T1\nHoEQS5ujgO5DpCtObq7Ephu7mJ0psnptG7qm0twUprkpRDIRfkPvZ5xdliHEMmboQc/sbZs7APi3\nv74JOLcMyfM8RsayNDdF2Pn8IOvXtvHUz0/Q09fM0QPj6CENe7aEdOAWYvlq6IBaImpxPatmls1U\nDKtk0z3QgmFqRCIGAwPNOLbLqoEWNFV50y3ZhBCvT1VVeruDCcN+7d3rAFj9H4Ia8H/zrrVAEHRP\nTRdQVIVDr03S1ZXgmadOMLC6lQO7h4kkQzjTV3yKSiHENdLgAXW9ByDE1eXHTVRVwQjrrF7bxvRU\ngbfdMcDwaJabbujEcTzpViFEA1BVtdZpJnVHDIB1q9sAeNc7gppvx/GYTRfJZMuMT+TRNIVDB8Zp\nT8U48eo4etRYBq1ihVieGvubWDLUosF5MQPP8dh8UzdDp+f45bvWcGYkzU03dFGyXFqbzz9zZ2dH\nAgDTlMyzEMuFrquk2mKk2mK19o63VbuavGcjnufhoZLJFHnt8CS6rjI8nCGbKeH7PrnhLO6CGTKF\nENdOYwfUQixhtq6iOh4r1rYyO11gx629pDNl1q1uwzA1OlfE8OGcXsoDlXZy0fM3yhBCXKdUVaUj\nlUBX4Zdu6w823rx4H8/zeO3IFN2dCR5/4jgDK5v5xa4zhGMmc6NZuXlSiKuksQNq+VwQdaa2hHEs\nl67+ZiJRg0jE4Jab+pieztHbm7ykiUeEEOJyqapam0Dn/f9uKzDfiQcgnSnh+/DakUlSqRhPP3WC\n/pUtHNh1BiNiQFZKSoR4Mxo8oJaIWlw9tgKoClpYZ2BdG9OTed7+9lWcGc7wS7f1ky9YNCXP7Y6R\nSiWIxxr7V0sIsTxVP7Nuv7UPmJ859F3vWIPneRRLDplsmcmpAtPTeTzP5/jhSWLJEJnBdK1zkBBi\nsYb+1m/8acdFPbmAik+0O0k+XeKWXxpgZCTD7W/po1CwWTXQjOdxzgx+qytfQOcLpoUQolGpqkos\nahKLmnRV7tOA+dkqISgp2XdgnFR7jBdfGiKRCHH65CzFvIVnuxi2zLgmrk8NHVBLyYd4PW5Exyu7\ndK9to1SyWbmqlXjcJJEI0bkiTixqLn7BWfWIUrEhhBDzVFWt9eH+d7+55ZznR8ayxKIGz75wmtWr\nWnnqZ8fo6Ely+uAEKHLDpFi+Gjqglgz19a3ah5lkiEg8CIw3b+lgcirPnXesJJ0u0dvTVM8hCiHE\ndaW7M8hsv/ffrAdgY3X699/YTKnkkC9ajI/ncFyfw4cnaGmNcmjPCOFkCGeqUK9hC3HZGjqgFsuf\nByhxE9dy2XhTN6PDad5x52rGJ3Ns39aJZXvEY+Z5X5uIh67tYIUQQlxQOKwTDuu0tQQtjG7YEsxA\n+e5KSUkobDA1lePAaxOEQzonT85SKtlYZYfccAZXUTAkwS2WqIYOqBV8JE/d2GxNQXF9WgeayGXK\nbLmxi2LRYfXKFmJRg7a26Hln+qu2ljPPH0sLIYRoMMlEmHLJ5vZbghsmz57iHeDg4UnaWyM8+fMT\ndPckeXXPCGbEoDSZl6ndRV01eEAtlrJqSYbSFMZzPdo64nR0JSmVbG7Y2km+YLFmZYtMiy2EEOIN\n2bwhBcA9H7gBgLf/0koguFlyLlPGsV0OHZ6irS3CC88N0tmT5MSr46imhlZ06jVscR1o8IBaQup6\n8fFRULB1FS0U5AXWbFrB5HiWO+5YyehYltvf0kcut7i1XCqVYHIyW69hCyGEWIZUVa3NLFud4n3r\npqCkhF/bCMBcukTJcjh9eo58waZYsBg+PUc0ESJzag5bZpkUF2EbF0/+NXRALa4uD/AjOp7tsnLj\nCibGs7zl9gEmJnPcdGMXtuWyIhUDOCfLLK3lhBBCLCXNTcH3UWcl4F7I9TwU4OjxGVqaw7zw0hBt\nbVGOHJ5EURRKeQs/XcYD5JqqOB8JqK9jbkTHs1y617QxO1Ngy7ZOSiWHnu4kTc1hkjGTcFg/T0lG\nR13GK4QQQlwN1VltN1S6kvzbX98EwB23D9T2KZZsTFPj1QPjdHYmePqpE/T1t/DK7jMkW8JMD2VQ\nPF8Cq+uU/NyXmVoruYSJXXLoGGjGtl1a22KsSMXwPJ9NG1K4rl87WxdCCCHExUXCBjB/s+QH3x/U\ncb/1LX21fcqWg217nDo9S3MyyHT39zfz8ounSXUmGT06ha+rMgHOMiQBdQOxDRXV9ginovieTywR\noj0Vp1i02b69i8nJPDfd2EU+b5FMSLAshBBCXEshUydkztdvv//uYC6Et9zcCwT3EY2Pp8nlLTLZ\nMoWizdBQmqbmCHv3DNPV28SxV8eIJEM408X5JJlY8iSgrjNbV9EcF6M1iu/7hCIGqY442XSJHTf3\nMDVVZPu2DianCgz0N+N6Xu3S1NkGeoNWchJMCyGEEEuTqqokE+Had/X6NUGZyS3bu4MdKpPi2I6L\n6/iMTWQpl12yuTJj41makmEOvjpGR3eS069NYsRMyJTx8FGlWUPdSEB9BdkKQdP5pImdt2nqjON7\nPmZIp7MrycxMgVtv7uXEqRluf0sfE1N5BnqbcRwPXT9/kHzH7UFXjIH+oOHyhYJpIYQQQiwfhq5h\n6LCyv+Wc56rtAvmN4KFsOfgejExkcR2PTKbM1HSBZCLEwf1jdPc1cWz/OE2pGLkzaRxdw3Ck7ORK\nkoD6LNXLK17UwCvYNPUmSU/mGVjXztRkju6+ZnzfR9dUenqamJkpcMPWDkbHcqxb00qp5BCNXny2\nkeqkJNWM8oWCaSGEEEKI1xMyg3Bu9XmC71qN96+sr23zPI9c3sJ2gsfpmSLxmMGhQ5OsXNnCyy8N\nsXJNG4f2jbKiJ8nYqVn0kI6ds9B9Hw9FSlHO0vABtdoUxkuXCHXEyE0VaO1JkpkpkmyNoKoKluXS\n09vEmdNz3HRzDwf2j/HWtw5w6PAk27Z0MjmdpyMVQ1EUwiGdSFjHMLXzzs53MdVLN68XTAshhBBC\n1FO17ASgrSVaS/BVy09u3NoJwDvfsXrR6zzPw7KCq+rjkznaWqLsf22CVf3NHDoyRVdHnP0Hxkml\nYkxO5rFtl0jUYHhwjq6+Jk4dnqSzr5nRkzMkUjFyozmUiA5FBx9AAd1nSdSO1+bbqFQfbKyW5FxA\nQwfUH/uTu2hrizE9nX/Dr6nenVvtk9zf23RVxiaEEEIIsZyoqko4HCQbe7qSwHzt992/sYXJySxr\nVrVe+A3es/G8mz3Pw/V8VFUhn7eIxUwmpwuk2qIMD2dIpWKMjmZpag6Ty1soKOi6yly6REcqxolT\nM2xY186rB8bZsnEFR09M09WZYHauRCikoWsqubzNihUxhobm2Lg+xcHDk2zekGJwaI6uzgTZbJlo\n1ERRCBo/xExKJYemZJhS2SEeu3jCtKEDajh3QhEhhBBCCNE4VFWlGs5VM+fVCXj6+4Ls+epKoN7W\nEq29rrszEWxrDbZV+4bfuiPoqtLbfW7StPq+t1U6r1Q7six836pYpeogrr9+9YFEo0IIIYQQQlwG\nCaiFEEIIIYS4DBJQCyGEEEIIcRkkoBZCCCGEEOIySEAthBBCCCHEZZCAWgghhBBCiMsgAbUQQggh\nhBCXQQJqIYQQQgghLoME1EIIIYQQQlwGCaiFEEIIIYS4DBJQCyGEEEIIcRkkoBZCCCGEEOIySEAt\nhBBCCCHEZZCAWgghhBBCiMsgAbUQQgghhBCXQQJqIYQQQgghLoME1EIIIYQQQlwGCaiFEEIIIYS4\nDBJQCyGEEEIIcRmuSUD92GOP8Yd/+Ie19b179/LBD36Qj3zkI9x///217ffffz8f+MAH+PCHP8y+\nffuuxdCEEEIIIYS4LPrV/gs+97nP8eyzz7Jp06batk9/+tPcf//99Pb28p/+03/itddew/M8du/e\nzfe+9z1GR0f5+Mc/zve///2rPTwhhBBCCCEuy1XPUO/YsYN77723tp7L5bBtm97eXgDe9ra38eyz\nz/Lyyy9zxx13ANDV1YXneczOzl7t4QkhhBBCCHFZrliG+vvf/z7f+MY3Fm277777eM973sNLL71U\n25bP54nH47X1WCzG0NAQ4XCY5ubm2vZoNEoul6OlpeVKDVEIIYQQQogr7ooF1O9///t5//vf/7r7\nxWIxcrlcbT2fz9PU1IRhGOTz+UXbE4nERd8rlUoselyultvxLbfjOZ/lfIzL+diqlvMxLudjg+V/\nfLC8j3E5H1vVcj7G5Xxsr+ead/mIx+OYpsnQ0BC+77Nz505uvvlmbrrpJnbu3Inv+4yMjOD7/qKM\ntRBCCCGEEEvRVb8p8Xw+85nP8Ed/9Ed4nscdd9zBDTfcAMDNN9/MPffcg+/7fOpTn6rH0IQQQggh\nhLgkiu/7fr0HIYQQQgghRKOSiV2EEEIIIYS4DBJQCyGEEEIIcRkkoBZCCCGEEOIyNExAPTMzU+8h\nXFU//elP2bNnT72HcUV873vf44c//GG9h3HV5PN5fvSjH9V7GFfNqVOnKBaL9R7GVbdcP1OGh4cZ\nHBys9zCumqNHj/Lggw8yNTVV76FcNUeOHOGxxx6r9zCuuuV8C5fruriuW+9hiGtoyQfUzz//PL/3\ne7/H888/X++hXBU///nP+d3f/V127dpFf39/vYdzWV588UU+9rGPceTIEW699dba9uX0ofntb3+b\n3/3d3+X06dN4nlfv4VxRR44c4ROf+ATf+c53KJVK9R7OVbNcP1Mcx+Gv//qv+e///b8zMjJS7+Fc\ncZZlce+99/KXf/mXdHR00N7eXu8hXXGlUon77ruPz372s9i2Xe/hXBXPPvssf/Znf0apVEJRlHoP\n56r4p3/6J+677z6mp6frPZQr7sEHH+SBBx6o9zCWpLq0zXsjfN/nD//wD5menuYzn/kMK1eurPeQ\nrhjf91EUBd/3+cIXvsDv/M7vcPfdd7N7924URaGtra3eQ3xTHnjgAd7xjnfw27/92/z4xz9mamqK\nG264Ydl8aH73u9/l0Ucf5Rvf+Aajo6NMTU2xYsWKeg/rslT/L7788sv81//6X/nCF77AHXfcUe9h\nXRXL+TMll8vxpS99Ccdx+Pa3v002m6VcLhMKheo9tCvm5ZdfZmZmhv/9v/83w8PDPPXUU2zbto3W\n1tZ6D+2K8H2fv//7v8d1Xb75zW9y/Phxjh8/zpo1a+o9tCtidnaWz3/+81iWxUc/+lHC4XC9h3TF\nDQ0N8Qd/8Afccsst/Of//J9JpVL1HtIVc+jQIe677z42btzIb/3Wb9V7OEuSdu+9995b70Gcj6Io\nnDhxgnXr1jE3N8f//b//l7GxMZqbmxt6whfXdRkaGqK5uRnXdVEUhRdeeIEHH3yQiYkJHnnkEVRV\nZd26dfUe6kX5vo/v++zfv59UKoWiKDQ1NfHVr36VJ554gnA4zNe+9jVc1+WGG26oBW6NJpPJUCwW\nCYfDRCIRHnroISYnJ/nWt77F008/zcGDB9m+fTumadZ7qG9K9WeSyWSIRCJYlsWXv/xldu/ezfHj\nx9mxY0edR3jlLMfPlImJCWKxGKZp8sILL9Db28sPfvADHn74YXbu3EkoFGroE4cjR44wNzdHa2sr\ns7OzHD16lCeffJK9e/dy8uRJdu/eTXNzM11dXfUe6ps2PDyM4zhEo1FGRkbYuXMnr776Kk8++ST/\n8i//QrlcprOzk1gsVu+hXpadO3dy+PBhvvSlL7Fr1y72799PU1MTyWSy3kO7Yg4ePIjrunzgAx/g\nkUceYffu3RiGQWdnZ72HdtkefPBB1q5dy8c//nEeeeQRBgcH6evrwzCMeg9tyVhSAfWxY8f48pe/\nzF133YXneUxNTfHP//zPeJ7HRz/6UQ4cOMC3v/1t7r777noP9U175JFH+PznP8+HP/xhVFXl5MmT\njI+P88lPfpK7776bZDLJV77yFe655556D/WiFEVh165d/M//+T955zvfSSKRIBqNMjQ0xIc+9CHe\n9773sWnTJu6//37e9773oetL9mLIRf3+7/8+yWSSvr4+UqkUx44dY3Z2lr/5m7/h9ttv51/+5V/o\n6emhu7u73kO9ZJ///OeZnJxk06ZNFItFHn/8cUZHR/nkJz/JqlWrePLJJ5mammLbtm31Huqbtpw/\nU1577TW+8pWv0NXVxYoVK3Bdl/vvv5+PfvSj/P7v/z7pdJoDBw7Q1dVFS0tLvYf7pvz1X/81hw4d\n4s4776Sjo4OnnnqKgYEB/uzP/oxbb72VyclJBgcHufnmm+s91DdlfHyc++67j3g8zpo1a9i4cSPf\n//732b59O//jf/wPVq9ezQsvvMDq1asbqsSlmkDZt28fQ0NDdHd309XVxQMPPMDPf/5zDMNgcnKS\nJ554gpaWFnp6euo95EtWPcZHH32U06dPs2rVKizL4tFHH2Xnzp1s2LABx3F4/vnnKZfLSz5JtlC1\nTPO5557Dtm1aW1tRFIUvfelL/OIXv6Czs5MnnniCwcFBOjo6Gvbz5UpbUgH1Sy+9xBe/+EVuueUW\n+vr6cBwHwzD4yEc+wsDAALfffjv//M//zKZNmxqyLGJmZoZvfOMbHDhwANM02b59O01NTaxdu5a1\na9fWyj2qXxCGYSzJrK7v+5TLZf72b/+WgwcPEo1GueWWWzBNk/Xr17N+/Xo0TaOzs5MXXniBrVu3\nNmQGcM+ePfzt3/4tsViM1atX09zczMDAADfccANtbW3EYjH27dtHJpNpuEzu+Pg4X/3qVzl9+jS/\n+qu/SltbG4VCgdtvv53NmzfT2dlJoVBoyGNbaDl+pnieh6IofPOb32T37t1EIhFuuukmVq5ciWEY\n3HnnnUQiETo7O/nRj37Eu9/9buLxeL2Hfcl+9rOf8fDDD6PrOrqus2bNGlavXs22bduIx+OEw2F2\n7dpFW1sbmzZtaqirYNWx/vCHP+QnP/kJra2ttLe309bWxsaNG9m+fTvxeJyuri4eeugh1q5d21D3\n2FR/Dp/+9KcpFAqsXbuWpqYmNE3D8zz++I//mLe97W3s3bsXgC1btjTUzw+CY7Rtm/vvv58zZ85w\n5513kkqlGBwcZMuWLXzoQx9i69atzMzMMDc3x4033tgwx6coCiMjI3z+85+nra2N9evX09/fz7Fj\nx3j729/OPffcw/bt23n88cfZunXrsiptuRx1vSlxYSeB8fFxdu/ezYc//GE+85nPALBp0yY++MEP\n1mqtBgcH6e7ubpgzvcnJSX784x8zPDwMBN0h7rrrLn7wgx/wta99jXw+T1dXFx0dHTz88MPs3r2b\nv/qrv8JxHGKx2JL65ZucnOSBBx5g7969ZLNZwuEw73znO3nwwQd5/vnnOXjwIKZp0tHRUTu+z33u\ncwANk73dt28f+/btq92Ql8lk+PM//3N83+eVV16hVCqxatUqTNPkW9/6FsePH+fkyZMNkR1zXZeJ\niYna+rPPPsu73/1u1qxZw9/8zd8A8N73vpf169fXul/s2rWrYX52Vcv5M+XgwYPkcjlUVcWyLGzb\n5iMf+Qj5fJ6nnnoKgHvuuYcXX3yRUqnE4cOH0TQNVV3y954DwdW7n/3sZ4yOjgIQi8X4j//xP3LP\nPffw+OOPY1kWAwMD7N27l//zf/4Pjz76KM899xxNTU0AS+rz8kL+9V//lePHj5PL5QBIJBL8wR/8\nAYZh8Oqrr+K6Llu2bOHAgQN897vf5ZlnnsFxnIYsGfjZz37GsWPHmJmZYffu3QC8733v47/9t/9W\n+4zt7OxkdnYWaIyfH7DoZvQf/ehHZDIZDMPg29/+NgC/9Vu/xW/+5m8CEAqFGB8fp7m5uWF+DyE4\nxoceeoh0Os2JEydqJz6f+MQn+NVf/VUAent78X2fTCZTz6EuKXXLUH/5y1/m+9//PseOHWP9+vW1\nG0v+/b//9zz66KPMzs6yY8cOxsbG+Iu/+AueeOIJHnnkEW699Va2b9++5M9mH3/8cT75yU9iGAaP\nPvooyWSyllnp7+/nyJEjPPvss7zrXe8il8uxe/dufvKTn7Bp0yY+8YlP1Hv4i7z00kv8yZ/8Cd3d\n3Rw/fpznnnuOt7/97TQ3N9Pb28uZM2fYvXs3b3vb2/A8j3w+z549exgYGOBP//RP0TSt3odwQb7v\nY9s2f/VXf8XDDz/MzMwMjz/+ODt27KCjo4ObbroJ27Z54YUX6O/vp729nRMnTvDYY4/x1FNP8d73\nvpe77rqr3odxUQ8//DCf+tSn2L9/PzMzM2zbto22tjbWrFnD5s2b+eY3v8mtt95KW1sbX//61/nO\nd77D1772NTZs2MD73//+hqmRW66fKdWSsKeffppnnnkGy7LYsmULGzduZO3atYyMjHD06FG2bNlC\nJBLhH/7hH3jkkUfYuXMnv/d7v8eqVavqfQgXVSqV+Mu//Et2796Nruv83d/9HXfeeScbNmxg9erV\nmKbJwYMHGR8fZ9u2bRiGweDgIK+88gof+9jHuO222+p9CBfl+z5TU1N86lOf4he/+AUzMzM89NBD\n/Pqv/zptbW3s2LGDkZERTpw4QTKZpKOjg9HRUZ5++mn279/Pf/kv/4WNGzfW+zBe1wMPPMCBAwew\nbZuenh5c1+Xd7343qqpy+vRpOjo6aGtrY//+/fzpn/4p09PT/PjHP+aDH/xgQ5y4T0xM8NnPfpYj\nR45QKpUYGBggHA6zYcMGtm3bxk9/+tPa1cvvfve7fPGLX2TXrl0MDg7y3ve+d0nfwD45OckXv/hF\n8vk8ruuSSqXQNI33vOc9jI6Okk6nWbNmDU1NTTz44IP84z/+Iy+99BJTU1PcfffdDXkF7Krw6+Cx\nxx7zP/GJT/hjY2P+X/zFX/hf+tKX/KNHj9aeP3jwoP/Lv/zLfjab9X3f9ycmJvynn37an5iYqMdw\n35Qvf/nL/p49e3zf9/0f/vCH/v/6X//Lf+aZZ2rP///t3XdcVke6wPHfC4hUQToIggVRMagBC2pE\nsVxbbDerxhI12ZtNIprYVo3GGE3UlRDlrlFJWF2jokYMxt6wBhsoShGUIk1qEAHpZe4f3vdcUHfX\nXJP4vux8/5K3OfOZc+bMmTPPM6WlpWLAgAEiJiZGea2qqup3L+c/U1lZKYR43F7btm0TQghRUFAg\nli5dKr755hvlc+Xl5eLtt98WJ06cUF6rq6v7Xcv6IkpLS8WHH34oiouLhRBCrF27VsybN6/RZ9as\nWSO2bdsmioqKhBBPt1V9ff3vU9hf6OHDh2LhwoUiNzdXpKeniwULFoj9+/eLiooK5TObN28WixYt\nEkI8rkd5ebnIyMhQ3tfUujXUlPuUsLAw8dlnnwkhhLh8+bKYOHGiyMrKUt6PiYkRX331ldi3b58Q\n4nF7qY9lTaY+h/Lz88X06dOV11evXi02b96stE11dbW4cOGC8PPzE2lpaU/9Tn19vcYeozU1NUII\nIRISEsTs2bOV1//whz+IkJAQ5e/CwkIRGBgotm3bprSduv8VQnPPwfr6elFaWioWLVokPv30U3H6\n9Gkxbtw4ERkZqXzm3r174i9/+YsICwsTdXV1ora2VoSFhYm//e1vIjc39yWW/vkVFxeLRYsWiW3b\ntomIiAgxbtw4ER0drbyvbr/AwEAhxON2v3Hjhti/f//LKvJzS0pKEjNmzBBbtmwR+/fvF6+//rqo\nra1Vzs9z586JtWvXikuXLgkhhMjJyRG7d+8WO3fufJnF1ki/2wx1SkoK9fX1GBkZERoaipubG97e\n3jg7O5OZmUlqaiqenp6oVCqsra2JiYnh5MmTjBgxAmNjY5ydnTU6yjkhIYF169bx8OFDHB0dOXv2\nLPfv36dPnz5YW1uTl5dHenq6MsOir69PcXExUVFRDBw4EEBjZnLj4uL4/PPPiY+Px8bGhqSkJLKy\nsnjttdcwMjLCxsaG77//nn79+mFkZESzZs2oqKggKSmJnj17oqOjo5EzfQ0dO3aMY8eO0axZM8rL\ny7l37x6dO3emRYsW9OnTh/Xr19O5c2dl5sTY2Jhjx47h4eGBhYWFUkf1elZNqm9BQQHnzp3DysoK\nfX19AgICeOutt7CxsUEIwZ07dzA2Nlbq5uLiQnBwMG3btsXR0ZFmzZphZmamBKZoUt0aasp9yr59\n+0hISMDe3p7y8nJu375N//79cXZ2JjExkaSkJLy9vQGwsLAgOzubO3fu0KVLF4yMjDQ+Xd62bdsI\nDg6mtrYWJycnbt++TXV1Na6urjg6OnLq1Cnatm2Lra0turq6SgYM9VMxtfr6eo3tb/7+979z9OhR\nrKysKCkp4cGDB9jb22NhYUH79u35y1/+wuTJk9HR0cHQ0JCSkhKSk5NxdXXFzMxMCeRW11HTFBYW\nYmRkhI6ODqdPn+a9996jW7du6OrqEhQUxIQJEwAwNzensLBQibdxdHSkY8eOdO/eXeNnNlNSUrCw\nsKCqqoq//e1vSrrNiooKbt26hbOzM2ZmZjRv3hwjIyOOHj2Kra0tTk5O2Nvb06lTp5ddhX9InSGo\nsLCQ+Ph4Pv74Yzp16kRUVBTXr19XxiUODg7cuXOHtLQ0nJyccHBwoEuXLnh4eLzkGmie33xAXVZW\nRmBgIFu3buXu3bskJiYyfPhwNm7cyMSJEzE3N6esrIz09HScnZ2VFDr9+vWjWbNmWrG28cCBAwQF\nBTFixAiys7PZs2cP8+bN49tvv8XX1xdLS0sePnxIQkICvXv3Rk9PD5VKRe/evZWDVlPcuHGD9evX\nM3nyZFQqFUFBQXz00UcEBATg4+ODmZkZxsbGpKSkYGxsrATKdOnShT59+mhkx99QdXU1X331FZcv\nX6ZDhw589913+Pr6cu7cOSwtLWndujW6urqoVCquXbuGj48PAPb29nTv3l2pr/oCrmmYWFQiAAAg\nAElEQVQX8u3bt7N582YqKio4dOgQdnZ22NjYcPPmTXr06IGdnR1Xr17FzMyMdu3aIYTA2NiY7t27\n061bt0a/pWk3CmpNuU/Jy8vj3XffpbKykkePHhEbG4u+vj5CCPT19XFwcMDNzQ1/f3+GDh2KiYkJ\nurq6WFtb07dvX60I/l28eDEVFRWMHTuW2NhYUlNTadeuHcnJybi7u2NnZ0d0dLRyEwGPb2g9PT2f\nCszTxOPz0aNHzJs3DyEEdnZ2REREYG9vT3JyMra2ttja2uLo6MjNmzfJyspSYjBcXFzw9PR8KpuH\nptWxpKSEdevWERoaSmFhIXV1dTx48ABTU1OcnJxwd3cnLCyM2tpaunTpAqAslXN3d9eKvOEJCQms\nXbuWo0ePkpaWhrm5Obq6umRlZeHu7k67du04fvw49vb2tG7dGpVKhZGREYaGhsrSCE0VFxfHmjVr\nOHPmDADl5eWUlZVhaWmJlZUVPXr0YM2aNQwaNEgJJAUoLS2lS5cuGBoavszia7TffPQTERFBTk4O\nP/zwA5988gnnz5/H2tqa9u3bExwcDEC3bt1ITExsdEdubGzMiBEjfuvivRD1DN7PP//M+PHjGT16\nNBMnTqRly5ZYW1vTs2dPAgICAPDy8iI7OxshhDLoFBq0g6C6LAUFBdja2uLj48OUKVPQ19fHyMiI\nUaNGERgYSGVlJcbGxuTm5ja6uGlSXf6ZR48ecf36dTZv3sy0adOwt7cnKyuLiRMncvjwYWXLZgsL\nCzp06AD8X920ITAoMTGRTz75hBUrVtC/f39lljYpKYnbt29jYmKCo6Ojss29+mKtXqOpDe3YlPuU\n6OhoevXqxerVq5kwYQKPHj3C29sblUqlrIG3tbWlV69eZGVlKd+zsbHRiny+OTk5lJSUsHz5cvr2\n7Yuenh5t27ZV1rDv27cPgFdffRVzc/NGx6Oenp5WHJ+pqakUFRWxdOlS/vjHP1JQUKDUMTIykoSE\nBODxMdq+fXvle+qZeE2uY21tLZs2bcLW1pZPP/2U+Ph4ysrK0NfXJy4uTgkonT17NufPn1fqYmlp\nyXvvvac1m9T8/e9/p3///mzYsIEWLVooMUHJycmkpaVhampK586dCQsLU75jamrKiBEjcHJyeokl\n/+cePHjA119/zdixY5k6dSoXL17ExMSEhw8fkpycTHFxMRYWFrz++uv8+OOPyvc8PT2ZPn26TI/3\nL/zmA+qsrCwGDx4MQEZGBpaWllhaWvLOO++we/dukpKSSExMVCLXAY2f5VRTD0ZsbGzo3bs38DiA\nr7a2Fj09PebMmUNcXByBgYHMmDEDNze3Ro9iNWHm4cnH+m5ubrz33nvA47t0c3Nzmjdvjp+fHyYm\nJvj7+zNlyhRMTU1p2bKlxi8LeJK5uTnjxo2juLgYAENDQ3R0dOjbty9t2rRh9+7drF27luDgYK3K\nHgAoTw3UOV1/+uknLC0t8fDwoGvXrqxatYq4uDguXrz4Dx9FakNdm2KfUldXBzwup/qiZWJiQkxM\nDGZmZrz22msUFBSwbt061q9fz927dzU+2PBZ7O3tGTp0KLW1tcDjZQO6urq0adOGkSNHcuLECZYs\nWYK/v79yI9GQNhyfHh4ejBo1itraWqqqqtDX10elUjF48GBatmzJd999x/LlywkNDX3mhjSaXMea\nmhrOnj3L+PHjlWUN9+7d48033yQ7O5uzZ88CkJubqyy30jYZGRnk5OTw+uuvY2FhQXp6OpaWlvTu\n3Rtzc3O++eYb4PHTzu7du7/k0v4ymZmZZGVl4ePjg7e3N4WFhZiYmDB06FBu3bpFREQEAFVVVXh5\neb3k0mqh33qRdn5+vhJQcfHiRbF69Wrlve+//1588cUXYuLEieLy5cu/dVF+FQ2D7Z4VeDd79mxx\n5swZ5e/S0lLx008/iYiIiN+lfL9Ew/LX1tY+9f66devEli1bhBCP61FWViZSUlLE9evXf7cyvoj6\n+vp/GhyZkZEhpk+fLkpKSoQQQvz8888iNTVVbNmypVHQl6Z6VqCSOpCkqqpKvP3220rdhBBi7969\nYvny5VofTNJU+pTo6OhGwaBP2r9/v1iwYIHyd0lJidi7d6/49ttvleBKTfavApMzMjLEqFGjlL+L\ni4tFcXGxuHLliqiurv6ti/ereLKOT7ZjRESEmDFjhvL3gwcPREJCgggNDdWKOlZUVCh1UgdY3r59\nW3l/zZo1yvXu2rVrYt26deKdd94RU6dObRS0p20aBjQvXrxYJCYmCiEeXweXLFki3n//ffHuu+9q\nRVDzkxrWZc6cOUoQ7KlTp8TixYvF9OnTxZw5c0RhYeHLLKZW+tUG1P+qYxFCiCVLlohr166J8vJy\nsXv37l/rv/7NVVVVibi4OOXvf9QRVlRUiGXLloni4mIRGBgo/Pz8GkVqa6KKigrxzTffNOr81IPr\nVatWiVu3bonNmzeL6dOna01E9pPS0tJEeHj4U5k5zp49K7Zt2yYKCgrEggULGmUpEeLxMa2p0fUN\nqTv/hudgQkKCWLlypRBCiB07dojDhw8/9T1Nr1tT7lOEeHyeDRgwQBn4P1nfwMBAERMTI+Li4sSq\nVauemeFCUzWsy507dxpljVH76aefxJdffikSEhLEn/70J7F3795G7z/rJl9TPJlZpGHWHPX7QggR\nEhIiwsLCRHx8vJg9e7a4du1ao89pch2rq6vFuXPnxK1bt575fkpKipg5c6aorKwUlZWVIjk5WQgh\nRGxs7O9ZzF9NWVmZEKJxP5OcnKxkoElJSVGychUUFPzu5fulnjy2nuxfjhw5IubPny+EeJy5Izc3\nV5SWloq7d+/+bmVsan61oET1o52TJ09iYGCgrOcT/5vbtaSkhODgYFq2bElQUBB6enr06tVLYwOf\nGrpw4QKBgYEMGjSI48eP4+/vT3l5OUIIbG1tqaurU3JtLl26lMjISBwdHVm0aJFGLeBXZ6RQS0tL\n47PPPqOoqIjp06crr+vo6FBVVcWsWbOIiYmhTZs2LF26VCvWT6nbAh4fe2FhYaxYsYJhw4bh5OTU\nqP7r16/n3Llz3Lx5k549ezbaflr871p3TT82r127xtatWxk6dGijZQ2HDh3i7NmzXLp0ibKyMsaO\nHatE1GtiZpJnacp9Cjw+zxwdHfnv//5vJkyY0KjM+fn5BAUFER0dzaVLlxgzZgxdu3Z9iaX9ZVQq\nFSkpKQQGBhIUFIRKpVIyQKjbb/fu3ezbt4+cnBymTp3KsGHDGv2GJi/TUR9jaWlpLF++nMjISAwM\nDJT1syqVitraWtasWUNkZCQpKSlMnDhRWRoINIqn0STq/qGuro7o6Gi+++47amtrcXNzQ0dHR2m/\n2NhYKioqqK6uZvny5bRq1YoOHTpodL5lNXUd1XWJiYkhJCQEb2/vRm1y9epV8vLyyM3NZdu2bXTs\n2BEXFxeMjIxeYumfj46ODpWVlZw5cwYXFxcluFB9jTx//jwODg5ER0cTHBxM9+7dcXR01JodYzWR\n3v/3i+KJTRDu3LnD7t27iY+Pp3Xr1owbN45+/fopn8nNzeX+/fvcvXuXJUuWaHxwghCC+vp6dHV1\nGThwIKdPn2bx4sXY2dkxa9Ys7ty5Q1BQEOvXr0dfXx+ApKQkRo4cyZw5c3B2dn7JNWisrq5OOaFu\n3bqFkZERxsbG2NjYYGpq+tTn79+/z9tvv8348eM1uq3Ux6E6tZS6jmlpaTg6OlJWVoaJiQk9e/ZU\nPq++kNnb22Npacmf//xnZec89e9p2oCsYfs1TLQvhKBjx47o6Og0+szVq1cxNzfnrbfeemotnCZe\nxNUa9iuJiYns2bOnyfQpDaWnp7Ns2TK2bt3Knj172LlzJ1OnTlXaUAhBamoqCxcuVNKPaZOMjAxW\nrFjBzJkz6d27N2FhYSQmJuLh4aG0X/Pmzfnggw+YMWOG8r0nryuapOH5JYTgyJEj7N27l+nTp1NZ\nWcmWLVuwsLDAzc2N+vp69PT0cHBwoHv37kybNu2p39PEejZM0aevr8+DBw+4e/cuPj4+St3V5T5x\n4gRhYWHU1dWxatUqjc6eo6aun7qONTU16Ovrc+/ePUxMTJ7qR0+dOsWVK1do164dmzdv1uiB9JPn\nzoEDB9i1axd2dnbU1NTg6+uLoaGhUrfdu3ejq6vL+PHj+frrrzU2hag2UQnxy0OKGx5wALGxsbz/\n/vssW7aMYcOGsWXLFlQqFaNGjVICpNQnZsM7dG1QWFiIpaUlmZmZzJ8/n1mzZuHj40NxcTFffvkl\no0ePpkePHi+7mM+Un5/PwYMHGT16NDY2NuTn5+Pv78/9+/cxMDDgT3/6E6WlpVy/fp3/+I//oFu3\nbk+1raarrq5WbmgA7t69i7+/P5WVlfTo0YPu3bsTERFB+/bteeONNxpdMMrLy5UOUlNzvTZsD3WA\nXVhYGLGxsTg7OzNhwgRmzpzJvn370NXVVT6fmppK27Ztld/R1Po9S2VlJbm5uUyePJnly5drdZ+S\nnp7Ot99+y8KFCzEzMyMlJQVbW1tMTExYsWIFLi4uDBgwgPfff58ffvgBQ0NDpQ0rKio06glXQ0/e\nyKrduHGDqqoq7O3t+eSTT9ixYwcAn3/+OfX19Xz00UfPzEaiTcfn/fv3sbe3Z+fOnYSGhnLw4EEA\nlixZgrOzsxLUDY3rpS11vH//PoGBgZiYmDBkyBBKS0uJjY1l0qRJyg6Iurq6hIeHU1NT89STBU3U\ncCJFLTg4mOTkZN566y2srKzw8/MjJCQEPT09pa3Cw8Np1aqVxu9U+eSxJYTgs88+480331Ru8IqL\nixvlqN+xYwc9e/bEzc3tZRW7yfl/LflQ38UFBwdTVFSEt7e38sjLy8sLIyMjbty4QXV1NR07dkSl\nUmFoaNgoIb+mqaur44cffkBHRwcrKyvq6+vZsGEDwcHBXLt2jU6dOlFdXU1OTg7e3t7U1NRw8uRJ\nxo4dq7EXvZ07d7J+/XpatWqFh4cHoaGhuLq6snTpUi5cuKDUpaioiOjoaLy9vZU0Y5qurq6ODRs2\nsH37djw8PDA3NycoKIiDBw/y5ptvMn36dJKSkrh8+TLDhg3j8OHD9OjRo9FGAuottTXxQhcZGYm1\ntbVSxl27drFq1Spu3brFiBEjGDRoEOvXr8fIyIhHjx7RuXNnzMzMlHqol+eoH+9p4mzYs6SnpzN3\n7lymTZtGdHS0Vvcp8DirTEhICPr6+lRWVrJnzx6aN2+Oi4sLzs7ObN26lXHjxpGenk54eDhDhgxR\n2lCTt3yvqalR8rWrVVdXc/LkSRISErCzs6OiooLi4mJcXV3Jzc3l1KlTuLu7P7XNtKYufaiqqmrU\nH16+fJnVq1cr+aPd3NzQ09MjLy+Pjh07kpubC9Ao84N6WQFo3pOhuro6vv/+e4qKiigtLcXGxoai\noiLmzp2Lt7c3AwcOxNXVFUNDQ7KyskhKSsLU1BQrKytUKhVt27ZtlPZPE1VUVKCrq6v0gZmZmWzZ\nsoX09HR69eqFlZUVQUFB2Nra0rx5cyVvvfq4btu27VN5wTWRSqUiIyODvXv3UlZWhp2dHevWreON\nN97AzMyM7Oxsdu3axauvvqr0K127dtWKummT5xpQp6en8+WXX9K9e3cMDQ25cOECX3zxhTITdu/e\nPaZMmcJXX33Ff/7nf+Lg4EBaWhoWFha0bdtW4y/mx48f54svvkBfX58hQ4bQrFkzfvzxR3Jzc9mw\nYQOXLl3i3LlzTJ06lf3793Pr1i0OHz6Mvb09Pj4+GjVgqa2tVTruFi1akJWVRUFBAe3bt8fU1JSM\njAxCQ0Pp0KEDJ0+exM7ODktLSxwcHGjTpo3WzE7X19ezd+9ezM3NSUxMpLy8HBsbG6Kiopg8eTJW\nVlYYGxuTnJyMl5cXBQUFWFlZPTOXtKa0ndqWLVtYuXIlLi4uuLq6EhISwr179/D39+fMmTPk5ubi\n6+uLp6cnCQkJ7Nu3jylTptCiRYunHvtp2kVcTd2neHp6YmBgQEpKCvr6+tjY2BATE0NmZiZTp04l\nICBAK/sU+L+bGRsbG0JDQxkyZAiFhYUUFhbi7OxMq1atiIiI4Nq1ayxdupTmzZtrfCq8Z93Ibtq0\nifz8fDp16oShoSG5ubkUFRXRqVMnduzYwYULF8jNzcXY2JjMzEwGDBjQ6Dc1rS2zs7NZvXo1p0+f\nVm5yqqur2bRpE7NmzaJjx46Ehoaiq6vLK6+8wqZNm4iJiSEqKoqpU6c+c2MWTavj0aNHWbNmDUII\n6urq2LRpE46OjlRVVVFUVMTs2bOxtbWloqKCixcv0r59e0JDQ9HX16dr164aV59niYuLY/fu3ZiY\nmCgbWi1fvhxvb29SU1NJTk7G29sbDw8PQkJCOHHiBG+//bbGTpCp1dXVcePGDXR0dJQJolOnThEQ\nEED//v357rvvaN68Oaamphw4cIDBgwezZ88eUlNTGTZsmNZc47XRcw2o1bMsenp6dO7cmRs3btCv\nXz9GjhxJfHw8ERERTJgwgfT0dE6ePMnQoUNxd3fH1dVVo0+8kpISpk2bRk5ODgsWLGD06NHK3Vti\nYiJxcXFcuHABHR0dHBwc6Nq1K+bm5mRkZODn58eoUaOemqV5WQoKCpg+fTrFxcW0b99eGaQUFBTQ\nq1cvzp8/z6RJk4iMjKRfv36MHj2aAwcO4OjoyLBhw3B3d9eaE029tj0rK4uamhr+67/+iy+//BIX\nFxcSEhKUrX0PHTrEw4cPeeONN+jZs+dTM2OaSldXl6ioKEpKSujRowcPHjxQgkeys7OJjIykVatW\ndOnShZ49e5KZmUllZSVdunTRiGPxefySmVtt6lMaUt/MODo6cvXqVYqLi/Hy8uLGjRsUFBRw69Yt\n4PGmOt26ddP4wTQ8fSNbWVmJmZkZx48fp1evXjg5OREXF0dqaioDBw5k0KBB1NXVMX/+fO7fv6/s\neKipbXj+/HkCAgLw9vZm5syZys6aCQkJnD59GgMDA3bu3MmAAQNwdHTEzc2N4uJiSkpK+Oabb7Ri\nxq+kpITt27fzwQcf8Ic//IFu3bphYWHB2bNnadWqFSEhIfTp04eWLVty+PBhHj58yLhx4xgyZIgS\n9Kstrl+/Tl1dHR07duTcuXPY2dnxzjvv0LlzZ6Kjo1GpVAwcOBAvLy+MjY159dVXlZ2MNdGJEydY\nvnw5BQUF7NixA319fdq0aUNUVBQeHh54eHhw6NAhysrKmD9/vrIBVl1dHR9//LFGrwFvCv7lgFo9\ny2Jra8uePXuURwaxsbH8+OOPDB48mKysLM6ePctnn32GgYEBbdq00diZsYb09fW5ePEinp6eDBo0\niNzcXDZu3IiLiwulpaVERETwyiuvsHDhQsLDw6mrq2PMmDEMGjRI47b4raqq4uTJk1y+fJn8/Hx8\nfHywt7dXHvNkZmZSUVFBXV0dAQEBhIeHM23aNCZNmqQE5GkLdWf34MEDDA0Nsbe35+DBgzx48IBr\n166RlJREZGQkRUVFTJs2DSsrq0bR6ZpECMFf//pXKisrlS1sc3JyqKurw9HRkfj4eCZNmsSpU6ew\ns7PDz8+PI0eOUFZWRpcuXTA2Nub8+fP06tVLWVus6X7pzK2hoaHW9ClPUte1Xbt2bNy4kfHjx+Pg\n4MCZM2fIz89nzpw5WrOBwrNuZP39/Wnfvj03b97E1NQUNzc3bt68SWZmJk5OTjg5OXHlyhU2btxI\nbW0tfn5+jTa30jRHjhzBy8uLiRMnYmhoyP379ykpKcHd3Z39+/eTnp7O9u3bycvL4/z58wwdOhQz\nMzOuXLlC+/bttWJAfeTIEbKzs5kyZYqydKddu3YcOXIEV1dX2rZty9GjRzly5Ajx8fEMHTqU1q1b\na3S7weNJpQ8//BAzMzOsra1p2bIl9fX13LhxA1NTU/T19UlISKBv376YmpoSHh6OtbU1nTp1wsTE\nBE9PT5o1a6Zx1wh4HMv1xz/+kZycHBYtWsQbb7yBo6MjCQkJ3Lp1C1NTU7Zu3cq9e/fYvHkz+fn5\n6OnpMXbsWPr378/gwYM1vv2agn85oG44y3L9+nVyc3MZOnQokZGRjBkzhqysLLKzs+ncuTM9e/bU\nilkWNZVKRbt27QgODiY1NZX9+/fj4ODA0KFDMTc3x8jIiOTkZLZt20br1q2ZOXPmyy7yP2RgYICN\njQ2PHj0iJyeHoqIiqqqq6NChA4aGhpibm3Ps2DFmzZqFh4cHs2fP1oqo7H/mzp07BAQEkJWVxZQp\nU5g1axbZ2dkkJyfj6OiIv78/VlZWGpu5Ax4HAC1btoyrV6+io6ND165d0dPTY+fOnQwbNowbN25g\naWlJWloap06d4tixY3To0IEPP/yQli1bkpycTFZWFsOGDWsUnKnJmuLM7T+io6NDUVERdnZ2xMbG\nUl9fj6+vL/3792f48OEa/3i5oX92IxsVFYVKpSIoKIjq6mrmzp1Lly5dMDAwwN7env79+zNhwgSN\nP0bz8vJYvXo1xcXFBAQE8NNPPxEdHc21a9f44IMPSExM5OTJk8THxzNjxgycnJwwMjLCwMAAFxeX\nZ2ZM0jRVVVWkpKTg5eWFoaEhFRUVNGvWjMLCQiIiIpg7dy7dunXDxMSEefPm0bp165dd5OdSVVVF\naGgou3btIjMzk+LiYoYNG0ZcXBxVVVXKEsjTp09z+fJlkpOTGT9+vFbcBJWXlxMZGcngwYPx9vYG\nwMHBgfr6epKTk5VdfT08PLhy5YqyVMnKykqjYzGamufK8qGO6s3IyGDevHls3LiRvXv3Eh0djbm5\nOcuWLdOKg/IfWb9+PQcOHODkyZNP3cXdu3cPMzMzLCwsXlLpnl9JSQn79u0jKyuLMWPG8Pnnn9O6\ndWveffddbGxsOHPmDKNGjdK6Gel/pKqqinfffZfly5crKdOqq6spKirigw8+4OOPP+bVV1/VyIG0\nWn19PUeOHOHgwYM8evSIyZMn06dPH86cOYOpqSlFRUUkJCTw0UcfERISwsCBA3F3d1e+r4mz7s9D\n3aekp6czf/58AgMDycvLY8+ePQAsXrxYK865f0U9QFOpVOTl5fHpp59qfMaAf+Xo0aOsXr2aXr16\nKQGyCxYs4JVXXsHd3V2ZcVdfWrTt+Lx06RLl5eVKylSA8ePHs23bNoyMjEhJSdHqNszMzGTv3r14\neXk1Ws/+17/+FXd3d3x9fV9e4V7QhQsXOHjwIP369SM8PBxTU1Py8vJwcHBgyJAheHh4EB4eTmVl\nJVOmTHnZxX1uQgguXLjAgQMHWLhwobJ8MSUlhY0bN7JkyRIqKio4dOgQJiYmjVJRSr+f51pD3XCW\nJSYmBl1dXaZNm0b//v0ZN26c1q/LcXV1JSoqCldXV2xtbamurlbWE7ds2VJrZpGaN2+Onp4eV69e\nZdCgQbRp04ajR4+iq6uLj48PnTt31posHs8jPz+fqKgofH19MTIyUpZ1tGjRAmtra2WGTJOpVCrM\nzMx48OABxsbGODo6smHDBszNzenbty82NjbcvXsXT09PBgwYgI2NjZICSlNn3Z9HU5q5/WdMTEzo\n3LkzBgYGLFy48JlBsdqmdevWREREsGDBAjw9PQHo0aMHvXv3Vi706sw52nh8qjM+dOvWDYCtW7ei\nUqnw9fWlefPmyuTRkxtlaYsWLVqQn5/P8ePHqayspKamhnXr1pGXl8eYMWOemdZQW7Rs2ZLU1FQA\nPv74Y1xcXLh9+zZHjx6ltLSU4cOH07VrVzw8PF5ySX8ZlUqFlZUVqampJCQk0KtXLwAsLCzYv38/\nPj4+ODk54eXl1SjLjPT7eq7R1ZOzLFOnTgVoEjNIAFZWVowcOZKVK1cqkczaqmPHjri7u/P111+z\nZs0a3N3dm8RF/FkcHBwwNDRET09PuQFS3zBo0yyLra0tr7zyCgcOHKBv376kpqayc+dOdHR0eO+9\n9/j444+Vz2r7QFrtyT5FPVvUFNf5OTs7a9xGTy+isLAQMzMzjIyMlCcN6jSN6uNTG9e7q5WXl7N9\n+3YKCgrIzc2lU6dOfPTRR0/d5GlrHVUqFePGjcPCwoJbt25x+vRphgwZwtixY1920V5YixYtGDhw\nINu3bycmJgYPDw/WrVvHzJkzqamp0erJPxMTE3x9fdmxYwdZWVno6uoqwfjW1taA9h6TTcVzb+yS\nnp5OdHQ0w4cPb5IXvcrKSo4ePcrYsWO1fsCSlpZGfHw8I0aM0Op6/Dt59OgR3377Lfr6+syaNYtL\nly7h5uambAOribmyX1RT71OaskWLFrFgwQLlQt7UlJSUEBcXh4mJiTKb2RTPQWh69aquriYkJITY\n2FgCAgJednF+VdXV1ezatYutW7fSoUMHxo8fz8iRI192saT/9f/aKVGSNElTuSBERUVx9uxZ/Pz8\nlNkwbV0jLUlNSVPpY/5dpKWlcfv2bYYPH97k+s/MzEzOnj3LpEmTtPppelMkB9SSpCHkRVvSJvJ4\nlSRJ+j9yQC1JGkYOVCRJkiRJu8gBtSRJkiRJkiS9ADkNJkmSJEmSJEkvQA6oJUmSJEmSJOkFyAG1\nJEmSJEmSJL0AOaCWJEmSJEmSpBfQdPahliRJ+je1cuVKbty4QU1NDenp6bi6ugIwceJEVCoVEydO\nfMkllCRJatpklg9JkqQm4v79+7z11luEh4e/7KJIkiT9W5Ez1JIkSU3Uxo0bAfDz86Nfv34MHDiQ\nqKgorK2tmTx5Mjt27CAvL4+1a9fi5eVFRkYGK1as4OHDhxgaGrJs2TI6der0kmshSZKk+eQaakmS\npH8DP//8M76+vhw7dgyA06dPs2vXLvz8/Ni+fTsAixYt4s9//jM//PADK1euZO7cuS+zyJIkSVpD\nzlBLkiT9m3jttdcAaNWqFZ6engA4ODhQXFxMeXk5sbGxLFmyBPVKwMrKSoqLizEzM3tpZZYkSdIG\nckAtSZL0b0JPT++Z/4bHW94bGBgQFhamvJaXlycH05IkSc9BLvmQJElqQv6/cVMD3jIAAACxSURB\nVOYmJiY4Oztz8OBBACIiIpg6deqvWTRJkqQmS85QS5IkNSEqleoXvd6Qv78/n376KcHBwejr67Nh\nw4Zfu3iSJElNkkybJ0mSJEmSJEkvQC75kCRJkiRJkqQXIAfUkiRJkiRJkvQC5IBakiRJkiRJkl6A\nHFBLkiRJkiRJ0guQA2pJkiRJkiRJegFyQC1JkiRJkiRJL0AOqCVJkiRJkiTpBcgBtSRJkiRJkiS9\ngP8Bb4dvXZkN16oAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "solpos = pvlib.solarposition.get_solarposition(tmy_data.index, sand_point.latitude, sand_point.longitude)\n", "\n", "solpos.plot()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtgAAAF1CAYAAADSuZ2oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# the extraradiation function returns a simple numpy array\n", "# instead of a nice pandas series. We will change this\n", "# in a future version\n", "dni_extra = pvlib.irradiance.extraradiation(tmy_data.index)\n", "dni_extra = pd.Series(dni_extra, index=tmy_data.index)\n", "\n", "dni_extra.plot()\n", "plt.ylabel('Extra terrestrial radiation (W/m**2)')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtQAAAF1CAYAAADIhX0mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n334AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "airmass = pvlib.atmosphere.relativeairmass(solpos['apparent_zenith'])\n", "\n", "airmass.plot()\n", "plt.ylabel('Airmass')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Diffuse irradiance models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make an empty pandas DataFrame for the results." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "diffuse_irrad = pd.DataFrame(index=tmy_data.index)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "models = ['Perez', 'Hay-Davies', 'Isotropic', 'King', 'Klucher', 'Reindl']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perez" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "diffuse_irrad['Perez'] = pvlib.irradiance.perez(surface_tilt,\n", " surface_azimuth,\n", " dhi=tmy_data.DHI,\n", " dni=tmy_data.DNI,\n", " dni_extra=dni_extra,\n", " solar_zenith=solpos.apparent_zenith,\n", " solar_azimuth=solpos.azimuth,\n", " airmass=airmass)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### HayDavies" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "diffuse_irrad['Hay-Davies'] = pvlib.irradiance.haydavies(surface_tilt,\n", " surface_azimuth,\n", " dhi=tmy_data.DHI,\n", " dni=tmy_data.DNI,\n", " dni_extra=dni_extra,\n", " solar_zenith=solpos.apparent_zenith,\n", " solar_azimuth=solpos.azimuth)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Isotropic" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "diffuse_irrad['Isotropic'] = pvlib.irradiance.isotropic(surface_tilt,\n", " dhi=tmy_data.DHI)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### King Diffuse model" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "diffuse_irrad['King'] = pvlib.irradiance.king(surface_tilt,\n", " dhi=tmy_data.DHI,\n", " ghi=tmy_data.GHI,\n", " solar_zenith=solpos.apparent_zenith)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Klucher Model" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "diffuse_irrad['Klucher'] = pvlib.irradiance.klucher(surface_tilt, surface_azimuth,\n", " dhi=tmy_data.DHI,\n", " ghi=tmy_data.GHI,\n", " solar_zenith=solpos.apparent_zenith,\n", " solar_azimuth=solpos.azimuth)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reindl" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "diffuse_irrad['Reindl'] = pvlib.irradiance.reindl(surface_tilt,\n", " surface_azimuth,\n", " dhi=tmy_data.DHI,\n", " dni=tmy_data.DNI,\n", " ghi=tmy_data.GHI,\n", " dni_extra=dni_extra,\n", " solar_zenith=solpos.apparent_zenith,\n", " solar_azimuth=solpos.azimuth)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate yearly, monthly, daily sums." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/holmgren/miniconda3/envs/pvlib35/lib/python3.5/site-packages/ipykernel/__main__.py:1: FutureWarning: how in .resample() is deprecated\n", "the new syntax is .resample(...).sum()\n", " if __name__ == '__main__':\n", "/Users/holmgren/miniconda3/envs/pvlib35/lib/python3.5/site-packages/ipykernel/__main__.py:2: FutureWarning: how in .resample() is deprecated\n", "the new syntax is .resample(...).sum()\n", " from ipykernel import kernelapp as app\n", "/Users/holmgren/miniconda3/envs/pvlib35/lib/python3.5/site-packages/ipykernel/__main__.py:3: FutureWarning: how in .resample() is deprecated\n", "the new syntax is .resample(...).sum()\n", " app.launch_new_instance()\n" ] } ], "source": [ "yearly = diffuse_irrad.resample('A', how='sum').dropna().squeeze() / 1000.0 # kWh\n", "monthly = diffuse_irrad.resample('M', how='sum', kind='period') / 1000.0\n", "daily = diffuse_irrad.resample('D', how='sum') / 1000.0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot Results" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtQAAAF9CAYAAAAk1v9LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCgrXwP8HgLLqD7CZrhgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = diffuse_irrad.plot(title='In-plane diffuse irradiance', alpha=.75, lw=1)\n", "ax.set_ylim(0, 800)\n", "ylabel = ax.set_ylabel('Diffuse Irradiance [W]')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
PerezHay-DaviesIsotropicKingKlucherReindl
count4455.0000008760.0000008760.0000008760.0000008760.0000004578.000000
mean108.93089452.42669649.09468153.06704249.094681100.714794
std83.01670875.45620072.13408376.34019172.13408378.428595
min0.9330130.0000000.0000000.0000000.0000000.000000
25%43.9813300.0000000.0000000.0000000.00000039.032486
50%93.7857303.7320513.7320514.0095733.73205187.264803
75%154.70898391.27782381.17210591.74984581.172105145.528344
max580.711022533.105626523.420126538.809780523.420126535.973778
\n", "
" ], "text/plain": [ " Perez Hay-Davies Isotropic King Klucher \\\n", "count 4455.000000 8760.000000 8760.000000 8760.000000 8760.000000 \n", "mean 108.930894 52.426696 49.094681 53.067042 49.094681 \n", "std 83.016708 75.456200 72.134083 76.340191 72.134083 \n", "min 0.933013 0.000000 0.000000 0.000000 0.000000 \n", "25% 43.981330 0.000000 0.000000 0.000000 0.000000 \n", "50% 93.785730 3.732051 3.732051 4.009573 3.732051 \n", "75% 154.708983 91.277823 81.172105 91.749845 81.172105 \n", "max 580.711022 533.105626 523.420126 538.809780 523.420126 \n", "\n", " Reindl \n", "count 4578.000000 \n", "mean 100.714794 \n", "std 78.428595 \n", "min 0.000000 \n", "25% 39.032486 \n", "50% 87.264803 \n", "75% 145.528344 \n", "max 535.973778 " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "diffuse_irrad.describe()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuYAAAFxCAYAAAA/Em01AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "diffuse_irrad.dropna().plot(kind='density')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Daily" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtAAAAF9CAYAAAAtPV8xAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax_daily = daily.tz_convert('UTC').plot(title='Daily diffuse irradiation')\n", "ylabel = ax_daily.set_ylabel('Irradiation [kWh]')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Monthly" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs0AAAGlCAYAAAABAMsrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiIiHrQ0i4iIiIh4+H9+8458p//NowAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax_monthly = monthly.plot(title='Monthly average diffuse irradiation', kind='bar')\n", "ylabel = ax_monthly.set_ylabel('Irradiation [kWh]')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yearly" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAu8AAAFtCAYAAAC3E4QfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "yearly.plot(kind='barh')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the mean deviation from measured for each model and display as a function of the model" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr4AAAGcCAYAAAA/C6PVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAHcm95eUS5A9AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean_yearly = yearly.mean()\n", "yearly_mean_deviation = (yearly - mean_yearly) / yearly * 100.0\n", "yearly_mean_deviation.plot(kind='bar')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }