{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Advanced methods in Python\n", "[Cycle plots](#Diurnal-and-Annual-Cycle-plots) | [Bar plots](#Bar-plots) | [Resampling](#Resampling) | [Filtering](#Filtering) | [Scatter plots](#Scatter-plots)\n", "\n", "Now you should be familiar with the basics of how to access NetCDF files, inspect their contents, gather information on units, and plot one or more variables over specified date ranges. Now we will look at different ways of filtering and aggregating data." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import xarray as xr\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm # colormaps for plottting\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Diurnal and Annual Cycle plots\n", "[Cycle plots](#Diurnal-and-Annual-Cycle-plots) | [Bar plots](#Bar-plots) | [Resampling](#Resampling) | [Filtering](#Filtering) | [Scatter plots](#Scatter-plots)\n", "\n", "If you are interested in exploring incoming and outgoing radiation, you will want to aggregate the data in different ways." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# open netcdf file\n", "data_url = 'http://hydromet-thredds.princeton.edu:9000/thredds/dodsC/MonitoringStations/broadmead.nc'\n", "ds = xr.open_dataset(data_url)\n", "\n", "# select 4 components of radiation\n", "radiation_ds = ds[['Rl_downwell_Avg', 'Rl_upwell_Avg', 'Rs_downwell_Avg', 'Rs_upwell_Avg']]\n", "\n", "# convert to a pandas.dataframe object\n", "radiation_df = radiation_ds.to_dataframe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In Intro to Python we learned how to inspect data using boxplots:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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RkS3fzfH9ZwA/cPer4/PT2LZ7AD9z99vjdssOhfop4BAze1os34mM/sZud0Jlf4uFTp5/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\nHzdlbJW5XHVp3jo31ytluYXN8Nz9S8C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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# set up the framework for the subplots. In this case the figure will \n", "# have a width of 14 and a height of 4. In this figure there will be \n", "# two sets of axes arranged in 2 columns and 1 row\n", "fig, axes = plt.subplots(ncols=2, nrows=1, figsize=(14,4))\n", "\n", "# axes now contains a list of the subplots. To refer to the first of the\n", "# subplots we call the first item from the list: axes[0]\n", "radiation_df.boxplot(column='Rl_upwell_Avg', by=radiation_df.index.month, \n", " whis= [5, 95], sym='', ax=axes[0])\n", "axes[0].set_xlabel('months') # set the xlabel on the first subplot\n", "axes[0].set_title('Upwelling longwave radiation by month')\n", "axes[0].set_ylim(200, 550) # set the y limits on the first subplot\n", "\n", "radiation_df.boxplot(column='Rl_downwell_Avg', by=radiation_df.index.month, \n", " whis= [5, 95], sym='', ax=axes[1])\n", "axes[1].set_xlabel('months')\n", "axes[1].set_title('Downwelling longwave radiation by month')\n", "axes[1].set_ylim(200, 550)\n", "\n", "plt.suptitle('') # this makes the super title for the whole figure blank\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we will look at this same data but plot all the daily mean for each of the years of record. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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S4PmYyiM9ODhIVVUVLS0tDA4OkslkCAQCdHZ2TukJTyQSiIidneRU8IJrNHOV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\nK9J2u52tW7cu2O1yObB69eoF31OQZdGZMhwOc+rUKUwmk7RHmM1m9u3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URcm5TqibTIkRbRclAl0m1tbbQnEnjm5uidmkLRclLhRI60qqpScWlGkVZVlc6jR6v/ePHFcOON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\n6hXpYrGI0+mUhD0ej3PgwAE2bNhAuVxm0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t27d/PCC7WOY7MugEBdpCgRToMirarq/wH+\nAfgCVZ/0ecCnV3zENxn6L7UewtrxZhFpRVGkLyqspUAIvJUUaT2RFk/q9U+ZJ4safzRIIh22WLBo\nS2cl7QlUBM8XCgVmZ2er3QlzOUgkoKUFOjpoyefxawSyEZZDpL26p2VPOEyLNrBktVUFcU7iWA6H\nozqodHaCopDdvBmAvkCAzlAIvvf/s/fmUXJV973v59Q8d1X13K2phYaWQEISSGKebAYDMsEDftjG\n8UTiJNj3OnFy85ys9eLkvuusOM/XzmAyXMeO4wkDxoDBNhhMwmQQRhKaWnMPUs9d8zyd98fZe+uc\n6upBIGFI6rtWLamr6tRw6pyzv/u7v7/v71+xS59Xd7fqqNXe3g6g/GUbNmxQ1qPFEGn5m5RKJctK\nx9NPP83FF188S6WWkOqAWZFuookmmnirIBQKMTAwwPT09LxEGk6nV5ivmVKxjv3RH/HMNdfg/u//\nXRFpeS0Nh8OWfGX5PvJ1wuEwyWRSbSev9y4RkeoSRLrh2DI0BOUyiPFC/9GP4NZbob8fkkk1rqbT\nacrlMgETwbUdOkQmkyGcy+H49repOBw8/zHDbdvx6KPoN93ER775Tbr+6Z8sRFqOp/F4XJFguQLZ\n2tpq2Wf1SCaTaJpGb2+vhUjXikW6Hn2UtQMD6GJVVTb+qi82lAJNo2JDuc9jsRjBYLAhqZWN0O67\n7z4lDEmuFo/HyYkIQwmH6e/KgQMNv5fEG23Kshhrx1PA88AHgEPAVl3X+1/3O/6aIRXp+awdZhL0\nZsDsv3I4HAwMDPCTn/zE8py3MpGWnrKzrUhb2oMLdTnl9WIXBLMmiLSmacrecfLkSZYsWXJaje7o\nANHFqj0We+NEOpXCZ1omisRiOOT+MBW0mBXpFStWKFIMUBQqSM/hw3zk61+Hj34Uez5P1eUCkU/d\n1tamiK7f7ycQCLBixQplxzBPMuYi0rJpgMxFBRgbG+PQoUNcffXVc35H+VrpdLpJpJtooom3HLZt\n20ZnZyc7d+5suLImUztkR9h6VViSRsemTbxyyy3YRVISoK6x9Yp0KBRSCjcYhHFmZsaSaAHgWWqE\nmrmSSeLxOIODg7OtHdLWccUVlNvb0UZH4bHHjCZiL76oiHsqlaI4M4PbtJLqPHqU6elpNoqV0ROr\nVjFw+eUM9/Vhz2SwC5tIx09/SkGo8nDaW2z2TUtPeDgcJhgMztnsZGpqCp/PRzAYVETa5/PhnplB\nE3ZJXYhBsqukz+dTaWMyA7tSqTRUpHVdx+l0curUKQKBQMNxulAosGPHDiYmJpRyLicEjYi0y/Rd\nFiLSc1k7Tp48uahO14uxdrwGlIALgI3ABZqmeeff5K2LxVo7zobfd//+/bNsGkNDQ6rnvIQ5/9Fu\nt5PNZmctsbzViLTT6SQrPGDngkhbou9qNUWMbZ2daMIjrZtUe7/fTzqdZnR0dE4iHZ2j4FCe7Gbi\nXqlUeOSRR2b9frajR7GZXiMSjysinXI4LMt/8hi6/vrr6RAqOkBVJGQs+8Uv8Ody6CtXEtu+naN3\n3w2aNivGaOnSpXz84x/HZrPR0tJi6aIFcxNpMAi3VE0AnnjiCa699to544UAdcGcnJxsWjuaaKKJ\ntxxsNhs333wzt956KytXrpz1uMPhwOVyKbXTMp5wmkh3dHQoUUE2a5P2uWg0SjweJ51OUyqVCAaD\nFjIejUaJxWKKSKsVyK4uqjYb9myW2NgYExMTs0UaQaTL553HKxs3AqBLseXAAUXcU6kU5brCO/ex\nYySTSVYKcnh4zRrK5TIvXHml8ZorVpAMhfDOzBB57bVZzWCqmQxu0e+g8sorfPzv/x7bY48RDofn\nFJri8TgBv5+WeJyUGO8CgQA+0esAQBNjruyxYF4JsNlsikA3Su2QsbJjY2O0tLTM4l9yjPZ6vXi9\nXvW4FD1jsZiFSJdKJVzmaEI5cZkDcxHp/fv3q34O82Ex1o7P6rp+FfAeYAb4BjB/z8W3MORM71wX\nG9ZqNR544IFZr3Ps2DEGBgZmfSZJpB0OB7lcbtYSi4xne6sQ6e7ubosibVZgzwYs1o5YDKpVai0t\neMNhEBc6hFoAxkl97NgxwuGwQRIbEOnI1FTD31W23DZfbLLZLLt27ZpV9OA/csTydzQexyEKPBI2\nm2Er4bQi3TBGccsWy5/Zv/kbXvnzP2f6zjuB2eq4zWZTjVAaKdLm8Pt6yAQQMI69ZDLJ5s2bGz5X\n4vrrr6e7u1tFMDXRRBNNvNWgaRoXXXTRnN1WzRF4cxFpt9vN1q1bAZQFrlUINVKRfuyxx7jssssI\nh8OWHH2/30+1WiWVSqmmJwCazUZeNhSZnlbJTBYIz+7eUon8H/8xX/n85yn/8R8bjx08qAS/UqlE\nRnipq+I1PCdOkJuZoUPkIw+sWkWpVOLweecRf/ZZjvzgBxzcvh2AVS+9pHKmAZia4rbf/32u/5u/\nMTjF979P2/AwfPCDdCWTc/KLRCLB+UeOENiwgc1PPkm1WsXv9xM0jcFmIl0sFo3GNyaRUBLpRtaO\nSqVCIBCgWq3S0tIya5yWPnTZEEc+LoWeTCZjIdKZTMaq4i9QbDiXtWN4eJjlopvyfFiMteMeTdPu\nA3YBt2EUH75rwVc2tnVrmvaSpmm7NE3bK9qNo2na/6Np2klN014Vt5tM2/zfmqYd0TTtoKZpNyzm\nfc4EcynStVqNTCZDKBQ6K9YOSSrrlxsKhcIstbne2iGVXjMJKxaLc04A3mwkk0l6e3tfl7WjUqnM\nqq5thEbRd+Vo1PCpCVJpS5yez/n9fgYGBgw12rQNnZ0gij98on1pPRrZOuR3efXVVy33twwOAhAX\ny3fheJwOcZKORqOq4lue9I1WPlzd3SQEIT6xejWxDRsscUFzVnlzmkhLglsQEUtzDSZyH/p8Pp56\n6ikuvfTSBbOgu7u7lRWlSaSbaKKJtyPMEXgqHcn0WP04nMvlqFQq6loqt5uZmeHKK68kEonwyU9+\nUj1fdvMbHx9X6rdEUdhNHInErPcGlCJ9SNe5+tprcXR3k1uxwnjswAGlpAeDQeLCWpAXAoz35Enc\nzz6LvViktmULJdEwRtd1XJs3kwXSO3YAsGbvXpyVyulr/r/9G75kku69e6nGYrj27DHuz2RY/fnP\nQx1fkchmsywR49z2l14iE4/jcrloMaV82MS4Lq2zMn5PijxSiW5k7SiVSkosikQiynYiURod5eP/\n+I/wd383S+h0Op2Ew2EKhYJK5UqlUrjFc2o2G86ZGaNmao5UtEbFhsVikampKVX0Px8WY+3wAF8G\n+nVdf6eu61/Qdf3pRWyHrutF4Fpd1zcDm4B3aZq2TTz8ZV3Xt4jbTwE0TVsH3AGswyDrX9Pmqoh6\nnWhUbJhOp3nppZfw+/2zZjyvF5JIN1KWGxFp86wtn89Tq9UsfqX/LET62Wef5fHHH1/weRYFQcx0\nS+GwQTaFIm03ncR+v5+pqSmWCoJrUaSFwuDO5Rqq5o2ItDyxjx49qn7DcrlMu2iKskcsJ3ZNTtJ1\n6hS6zcaJnh7LSTeXSu92uxlYt46y280vb7uNZDKpYpxk0aTFH146nBv5AAAgAElEQVS3raZpaiY+\nPj5OZ2fnnOTY6XTi8Xjw+Xwkk0nVeGUhyOXNprWjiSaaeDtCkuWOjg5L7r58rF7kSiQSyoYABlFe\nt24dt912m7oO1tORaDTK+Pj4LM5QEoKHO5WiWq0S2rMHnnrq9IaCSOeWLFFJIUk5dhw8SD6Xw+Px\nEAqFKIhVUX3lStLhMLZymb5vf9t4nxtvtAh/brfb8H5fcAETS5fiKRZp3bnT+Ny6Dl//uvE9dB3v\nrl14pP935Upchw7Rf+BAw4jYUqlESBDlQCpF+Uc/ArASaWGB8Pv96LqOx+Ox2A6lEl3PFYrFIoVC\nQa3mBgIB1QNBQn/oIbpHRuCLX8RdJ3Ta7Xa1Ei05UzqRwFUqoWsaRTlB2brVaJZj6ucg0YhIj4yM\n0NPTs6gxcLHxd0eAkKZpUXFzLrSRhK7r8mh1Aw5ATjMaEeTbgO/rul7RdX1QvO+2Bs973agvNqzV\nanzta19jbGyM3/iN3zA+6Fkk0vUna7FYVGZ982cye6TlD2om4W8VIl2tVslkMsracSYe6Ww2y4sv\nvrgoC0ijrob5UMhQpAXJc5omJLKiWhFpqUh3dKjne+ZI7ZiLSIdCIfr7+9kjZu2ZTIYu8bqnthmH\nZUsigb1Wo7BuHWWvV10MgDlXNhwOBz+78UZ+8Hd/R2bNGpLJpIpxKhaLloKWRjB73kZHR5UK3ggu\nl8vwsvl8bN261ZqEMg/k8mZTkW6iiSbejpCKtFyaNyucjRIqEonErJXA22+//fQqZwOYibSZiJWF\nuhrIZrHVanR94hNw/fWwaxdkszAygu50UhCZ04FAgKTXC+EwxONok5N4vV7DSiLGHPuSJUyLWpuo\nqLPK3XCDpWsjnLb6TYvOjUFpJX3pJTAV3XU+8gj2YpFcTw+8732AQYzrs5rL5TK1Wg2fEJEA3N/6\nlvF806qwQxBp86RD8gN5f32xYaVSISnes1v0UJDfxzx22l54wfjP6Chtk5PWx0R3Y9m4DCAn9pke\nCFBZvdp44uHDkEhAXUweNOZ8w8PDLFu2bNZzG2ExRPpVYAo4jEFsp4BBYcm4aN4tAU3TbJqm7QLG\ngSd1XZdtaO7RNG23pmn/R9M02RmiFzA760+J+84aCoWCWkKvVqvq4H/Pe95DX18fcO6JdCaTsZzU\n9Yp0oVBQRYfm1/ObKovPBRbTzTGdThMIBAiFQmSzWUv83UKf7dlnn2XJkiWL+g6NrB25QMCiSLtM\nRNrv9+PxeBQBVIp0Z6dSpOuJ9IEDB3juuefmJNJOp5MNGzYoT3v+6FH86TQFj4d1H/iAWr4DOLVq\nlUoPkZiraLVWq4GmkRMV5WZFejHpIWaiPTY2Nu/Sk8vlwu/38653vYvLL7983tc1Q+7HpiLdRBNN\nvB2hkjlEC2hztzx53X3++ef5+c9/Dhh2gLlqTeZCNBo1bAR1nKEsm7okkwSTSaM5iK7Dpz8NQgUu\nLlnCdCKhRLJ0JgPr1gHgGxrC4/EYBY6xGADOpUt5dcsW0j09HNi+neQDD5BfvRq3260mAKVSSXUI\n1C+80HgtWdfzL/8CwLQQe9oFOc2uX6/sj8FMZpb1MpVK4dA0XELJrTocBJ57jurx4xZF2i6K/yWP\nKIkcazO3kdYOKbrdf//9TE9Pc8EFF9DX18dll11mNDmrGzudL7+s/t+zb59lX+u6js/nsxDpghj/\n9UCA2u23kwsG1b6lLuwBGivSQ0NDi/JHw+KI9JPAzbqut+m63ophufgx8LvA1xbaWNf1mrB2LAG2\naZq2Xmy3Utf1TRgE+/9b1Kc14c/+7M/U7Zm6rkBzwRwILpcZ6vMlYW4CdCaYy9ohK1TNP1ojIt3a\n2vqmK9Jf/epXF5xAyKxth8Oh/NyLUaSz2Sx79uzhHe94x5kr0qauhuFwGAIBdIcDZ7GoWn92d3ez\nbdu200tvZmuHVKRFpqfEyZMnmZiYmJNIu1wuOgYGOP9734NyGf0//gOAzMaNtHd0kJSkHdjd0oLH\n47Es/c1l7ZD3yd9dxtN5vd5ZiR2NoFqgYyjSCxHpQCBAe3v7otVoMC4sfr+/SaSbaKKJtyUkkZbX\n8iOmQnGn08n09DSxWIxf/epXZDKZOZu7zAcpOHi9XsvYUhFKZmsyScRUkMfzz8O11wIwJchrJpMh\nGAwalk9B9oIjI0qRls1YHEuWsH/dOh790pd4+LbbcN9yi/pu0vJnJtIusWrqP3IEJ8B99wHw+C23\nAIa9A6C4YQMIZTyYyxETxF0ilUoRSCbRSiXo6iJ21VVouk71Bz+wEGmn2C6fz+NwOEiLHO1G1g6p\nSCcSCZbH47zr934P15NPcq3YN5aJydgYruFh9T4de/ZY9rVsAW8m0kUxGcg5ndg++EH+9k/+xJjE\ngLURjkB9sWGlUuH555/nG9/4huKZ82Exo+Qluq7fLf/Qdf0JTdP+Wtf139Y0beHg3dPbpTRNewa4\nSdf1L5se+mfgUfH/U8BS02NLxH2zsNAXawRJUqTHtFKpkMlkSKVSFl/quVakbTYbmUxGkef6YsNi\nsciyZctmKdLnkkhXq1XS6bSqZK7H8ePHcTgcls6BMtR+MUT6yJEj9PX1EYlEFk2k6xXpuNNJdzgM\nmmaQ48lJI7mjq4toNKpOQoDC0BAeMBTpcBhd0/AWChRN+zQej1Mul+csNnTbbAR++7fZfuoUte99\nD6dYEtKuuopIJMJwOEwHoGsaR7u7ida13J7L2lEoFLDZbBSLRXw+H+Pj4/j9fjRNW5Qi3d3dzYoV\nKygUCqTTaYudpB5Op/N1k+FPfOITcxYxNtFEE028ldHS0sLBgwfVau6RI0e4/vrrAZTqesstt1As\nFjl8+DDZbHZem1wjyFoSSaR1XUfTNHSxuh1NJIhI+0N7O0xNGS3Br7ySn117LZqmqVXesbExWL/e\n+OxjY3g8HgKBgGrGovX04BkYIJfLUavVFE+RDVdsNhvlcllZO5xbt1J0uwmm0yzZtQtSKWpr1zLa\n30+ptxeX6B642+Wiu6MDO4YiPWQi/k888YTRCEVGza5aRf7aa+Hpp9EefhiXaSx3iedks1lcLhep\nVIpcLkdnZyfQ2NpRLpdZ+eqr2IeH4ZvfBEHyLWPn888DkFyxgpbBQSKvvUY5nWZqaor29nZVzNnI\n2pHUdbylkvHbrFxp+IkbKNL11pyRkRG2b9/O3Xcr6ssXvvCFOY+DxSjSY5qm/Q9N05aL2x8BE5qm\n2YHZrnQTNE1rk7YNkT19PTCgaVqX6WnvAfaJ/z8C/F+aprk0TesDVgEvc5ZQT1jL5bLyK5sLAM9G\naofcvhGRjkQi6v2q1apB2gR5stlslEolWltbLZ/pXCvS8vM26mw0MTHBgw8+yAMPPMCLL76oZu2B\nQMASf7cQkV69evWiY/Jki3DxAQCYstlOEztxAStLL3QddLMibbdTEnaeiikTMh6Pk8/n51Skl730\nEpq42FQffBDfr34FgPeGG/D7/cTFZ0n29VGs80fD3Iq0nExJIp3L5VRTgcUo0k6nk1qttmChIaAK\nVl4PIpHInN0Pm2iiiSbeyli+fDmnTp0ik8kodTohSO3w8DAej4eZmRnWrl3LoUOHyOfzKhVpsfD5\nfLjdbtxutyKyALZVqwAj1Skq3rP6W78FX/0qfOc7JH70IyZcLtra2pQinU6nlSLdMT2tkp9UV8Ou\nLrxerwpMkAq0y+XC6XSqv2UCVLStjbQg9JcJEah81VUGaRQRqDVN4zW7nZwYIwKZjGq4BjA5Ocn4\n+Djdksecdx76NdcA4PzlLwGYEaq8U6Ri5EShZCqVmjP+Tu6nYrFIWI7Vu3er97WImYJIT195JVx4\nIfZiEdfOnXzta19jYGBAkXM5lqZSKUpinC+IMdhms1GRNo1FWDv279/POmkFWQQWQ6Q/iKEM/0jc\nlon77BgJG/OhG/iFpmm7gZeAn+m6/jjwV5qmvSbuvxr4LICu6weAHwAHgMeB39UbBvG+PphJilxe\nkMZ6M2k9W4p0o8pgaduQBF4WGkrCIrvRye5AEr8uIl0sFrn//vu54YYbuOeee0gmk6qqVxbHLaRI\nV6tVjh07xurVq1Xx2kJ+7EaKdCkSUfdpgkgXRVtSC2o13LJgQsS45cTvLrsh6rpOLBabm0gXi6wU\nlckAjieeIDA4SNnhwHvllWiaxozoUDgscki7urosrzGXRahYLGK321UWp/xt5WMLKdJyErhQoSHA\nVVddxbZtZ7Vet4kmmmjiLQ+3201PTw+HDx/G5XKxZs0a9u0zNLvBwUE6OjqYmJhg9erVDA4OWqLv\nFgsZgedyuSz2AOd551HTNPyxGO2C1O0rFOAzn4EPfpD9Bw/S0tJieKOFIp3JZJQi3T06Cp//PK59\n+/DLMbmzU9VJyfHi8OHDTIrCRE008zJHzmUEoe8dGgIgf/nlhuglxqxYVxdll4usINL+VEo1XAGD\nF6XTabokP1q1Cn9/v8XWGItEKIdCRofD6Wll56i3dshxSwo/UkSMSrX76FEwtR9XY+dzzwGQ27IF\nbjASkTf+wz+wbmiIH/3oRzgcDqrVqiLSBw8eZIXgByWXi3w+b3C6zk6w243Ujjp+ZybS1WqVAwcO\ncIEY3xeDxTRkmdZ1/dO6rm8Wt3t0XZ/Sdb2k6/pss4l1270i3m6TrusbdV3/f8X9HxF/b9J1/Td0\nXZ8wbfNFXddX6bq+Ttf1Jxb9TRaB+sYn5XJZEWhzkob5R3z22WctRQqLhYxPMxPTarVKtVq1KNJm\nlVzC6XTOIuGSsMrXOduYi0jv3r2bzs5OLrzwQhUNJMms1+ulWq0qz+5cRHp4eJjW1lY1i16MKm0p\nNhQzVruZNIqq6JJoS2r5LseOYavV0CMREK9RFBceTSxbZbNZFTHYiLz6fvUrQkeOQFsb8eXL0cRJ\nNtnXhyZ+r+xll3H0qad4SczQVWKIgMfjmeU3A2NfS7uFnIzIC2N9K9tGcLlcvPTSS7zyyisLZlya\n/dRNNNFEE/+VsGrVKg4ePIjb7ebiiy/mlVdeIZvNEovFWLFiBRMTE3g8HpYsWaISI84U0rJotgf4\nw2HS4TCarrNM9B44Yhq39+/fr1YLZ2Zm+OUvf2lwkGXLqLa14S4U4ItfpO9DH8Km61QiERC8wEyk\nx8fHmZycVDnSmUwGj8ejyGpeNCMD0G02shdfbIy/7343kytW8MpllwGQtdnA68VZKlEyjVmZTIZC\noUC7FKbOOw+/38+gULoBUi0tVORq7MQE2WxWdWWsz5GuFgqQzyu+UC6ViJrHyL17AZMrIJ2GXbuo\n2WwUN22CT3+a0vLlhMbHueMb3+C2UEgV6ZuJ9FKxslB0u08T6VoNli83ij7rGq3JFfVarcbRo0dp\nb28/o0nVYhqyrNE07Z80TXtC07Sn5W3R7/AWQr21o1KpKOI4lyI9NDS0qAYi9SiVSoTD4VltK91u\n9+nCAqyFhoDqOV8fGC+3PdutuCXmItL5fN5iWajVauokdbvdOBwOpaLP9bkOHz7MahlBA4tK+FDF\nhpOTMDxMzeXCKfMgQVk7KnJZyIScyNjUROtXQFk77GKZLR6P09HRodqL1heZtInMz8Jv/iaDl16q\n7k+Idq4A4XCYSY+H6XgcTdOUF0xi27ZtvPrqq7NajJrbkcvmQNLaMV8zFomrrrqKW265hWuuueaM\nlp+aaKKJJv4rYdWqVWSzWZxOJ729vQSDQZ588kmWLl1Kd3c3E2K1s7+/X7UVP1O8853vpK+v77Sq\nDLS3t+MTiqZXcIAhu514PE4sFiOVSlGr1VQXv71791KtVilVKozedx/Pf+xjcOut2GRMrxhbwuEw\nlUoFj8eDruvE43FWrlzJ8ePHVTStTCUDKAmFGyCzbh1Fr9cYt3t7uf9zn2OnSPbI5fMqucMh+E6t\nViObzVKpVGiRY9iqVXg8Hk6Y0iySLS1UpUI9MUEulyMUCilFWvKb6NAQF77//bB2LS4M0SiUzVp8\n1uzeDYUCQdk87ec/h2qV+KpVuKJRWLqU0Z/9jENilXXd4CCbN2+mVCopFXx8fJxWKaC53eRyudOc\n7rzzjPeps3dIgXBkZIR9+/axYcMGwCiGnGzAMeqxGGvH/RhdDf8U+EPT7W2HQqGAD+DCC7nkhz+k\nUqkoojsXkS4UCq/L5tGISEvl03zCzUekJamVfealF+pcEul6K4rFq4xxckm3jTm83vy5xsfHicfj\nDAwM8OSTT7Jv3z7WrFmjXuOMFOnHHgNdJ7FlCyGRoQkoIl1tMMlxPfCA8Z8PflDdV5KdpsTMOh6P\nqyW548ePWz4fgE+sQjwai/FLk2WjaoqQi0QinDhxApfLpTpimhGJRLj66qt5+OGHLSH3cvYMpyd0\n8uK3GEXa4/HQ19fHxo0bX5eC0kQTTTTxXwEdHR0EAgF1ndy2bRt79uxhxYoVdHZ2Mi5WNLds2dLw\nGn4maGlpUf5iTdNwmtTgssNBKRrl+PHjyn+by+WIRqNks1l6enrwer2k02nSXV2cvPFG+MEPiAtr\nhk2QXNmspFwuMzU1ha7r3HjjjWq1Nx6PWyL8auvWURNj9OSGDYpHyDG4VqupKFuZ3OGKxahWq2Sz\nWWzVKug6brkqf955aJrGhEnASba0UK1TpCORiCo29Pl88MgjXPzZz+IZH4eREaKimVuHyUYCwJ49\n8IEPcMVdd+E6eBB+/GMARjZtUgKTOxTiiHz//fsVX/P5fMRiMVavXo0mxnmLIl1PpF96SUURAtx8\n88388Ic/5ODBg6wXE5CBgQF+JWqj5sNiiHRF1/V7dV1/Wdf1X8nbIrZ7y6FQKNA2NgavvcaKnTsp\nl8tqKaa+2LBUKqHrulr6P1OUSiWCwSDValVVqDYi0ma7CRhE1eFwWIh0pVLBbrdjt9vPKZHWNG2W\nIl1PpCuVirKW2O125e02k+MXXniBf/mXf+Gpp56iWq1y4403Wry8CxUmgskj/cgjAJzavNm61CK7\nGx45Ym37efQo/gMHqPp8cOutpz+38IA502kqlQrxeJxwOIzD4aCrq2tWfqhPFBm+41OfonreeYxs\n3Mh0ayvBG29Uz4lEIhw/fpxgMDinxWLr1q3UajWOmWbAZitJIpFA0zR1DCxGkW6iiSaaaGJhaJrG\nqlWr1PV2/fr1RCIRVq1aRTgcplgsksvlsNvtjVt5nwGknUFBdL8FSEYirFm7lmPHjnHgwAHWr19P\nNptVoQLLli1TaV6qlsvr5ee/93tkbr4Zxx/9EWAQaZvNRjabZWBgAIfDQXt7O3feeSder5fJyUmL\nIu1uaSEpoviG+/vVuCrHa03TWLZsmSGgyexrkQaVmZjgv33lK3zmq19Fy2YNO6UYd/XeXrJizEtE\nIpTF/bWxMSYmJli+fDmpVMqYUAhybC8UqAlLY1jYPlqlrUPaIh9+GB55BFu5TO999xlCGnDi/PNP\nE2m3m3FJ3PfvV99FtiRfvnw5NUHQzUS6VCqdJtKPPgqXXQY33WRYPYCNGzfymc98hrvvvlvxAelf\nXwiLIdKPapr2u5qmdZs6G0YXsd1bDul0mhbRQtItCJVs0GL2SNtsNuWhfiOKdH0ky1yKtJk41Wo1\n1aZcmvHNxOtcEumWlpZ5FWmZw60qk202pU6bP1c+n2fZsmXMzMywYcMGLrjggkXlK5tRKpVwVqvw\nhGGTP7J2rZVIi25THQ8/DP39pz1P3/seYHR8wjRBKQvPVKhc5vjx48TjcaLRKNVqdXboej6Pf2aG\nqs1GdMsWVq9ezfc//GH+/tOfptt0cQyHw8rqMheR1jSNpUuXWuxBcvJks9mYnJxUvnFYXLFhE000\n0UQTi8N1113HVlFcZ7fbueeee+jq6lJ2PGnvsBS4vw6EQiFL4oWZSMcjEdatW8eRI0eMDrni/aPR\nKOl0muXLl1OpVEin05ZV6lFNo/Rv/2YQPoxs7FqtRiKR4MiRI3R0dKBpGj09PQSDQWZmZiyikMfj\n4bmPfYzYX/81x3p6LCkfUizs7e01xn1TlnQikSD57LOE0unT8X2ShIrP8cpv/zb7P/ABxlaupCjG\n5syxY0QiEdrb28nlcrSWy/AbvwGFApM7djB+xRUAeKenGRwcPE2k3/te419TCteSp582/l62jLHW\nVjUuut1uJkMhak4nDA3hqVQUkVa2FxORlqu8FkX65z+HWg2Gh+HU6YRlu91usWhms9mzRqR/E8PK\n8QLwK3F7ZRHbveWQTqcJCaLoLBapCh9OOBy2KNJwOlfwjSjSLpcLn8+nVF5JklTUDbOtHdVqVSm9\nUpU2e2rPBZF+/vnnSaVSapnJDBlXIz+ry+VSKr6M+5F2FDORvvTSS9E0raG/fLHWDv/LL0MuB5s2\nMWq3W4n0XXcx/N/+G7mODqPa96/+CnQd/bvfBcBx112W16sJIh0slzl48KDyRZdKpVneZumfyrS1\ngcPB+eefTy6Xw2azWSY9EVnwWCrNm57R1tZm8UmXSiWVdDI+Pq6aBEGTSDfRRBNNnE0Eg0ELGTLH\nhZ5NIt3S0jKnIh0Lh4lGo0SjUdavX08+n8fv9+P1eimXy3R1dVEoFEgmk0xOTtLW1katVjPEP1Mk\nn9/vV17oiYkJVgnrBxhEXjZjkfB4PIx2duK4+26SqZQaX+x2O7quY7fbCQaDFkXaE4/z3e9+l+M/\n/Skg4u2WLIEPfMDyOYb7+jh0xx04XS5FpPODg/T19RljpdvNTQ88YBDVK67g5Oc/b4ypgG96mqGh\nISJyXNy2DWQ7bpuNvDkx49ZbKZhWat1uNxUgL54fGB5W30sKkbr4HfRgUPEWC5E2Y9euOX/TxTbp\nWUxqR1+D28qFtjvXeD3kNplM4jMRZn1qqmFmMxg/lmzl/XreS5JfS9tKMTPyer2USiUqlUpDIi1P\ndDORluRqsTnMZ4J9+/YRj8dnpYyAVZGWSyR5oepXq1XVIaqeSHs8HnUhqMdiFWmvaN2q79ihOioq\nOJ2k776b5/5Q2PXvuw+efBJtYIBMMIh3xw7L61XFie7L5Th8+DCxWIxEIoHP57P4lwEQHbAyQmVu\na2uzqMbm79He3k4ikZg3PaOeSEs/l9frZXR01EKkzcUZTTTRRBNNnDtIIq3r+lkh0hZF2kTa4pEI\nNpuNG2+8kUsvvVRlPUvBrFwu4/f7GRsbU91qU6kUfr9fRcaC0UmxWq0qe6Q5ok2Oj2YiLbvlBgIB\ncrmc6uQsm9K5XK7TCWFCke4CLrvsMi4Q4/6+jRthZAQ+9zn1uj6fj0KhoNp5y/i8yqlT9IlEj/VH\njrBi/35oaYEf/AC710tWFCUGYjGmp6cJy3FxzRrYtMn4/+23Eze9Fzt2WCyPchJQFJMI3/HjyqZi\nt9uN8Vx2g4xGrR5p0+QGaVl9M4i0pmlOTdM+o2naA+J2j6Zpv/Y8rbFG+cELIJVK4ZXLFIA2M0Ol\nUqGtrY18Pm8hVG63W5HAuYj0zMwMe/bsafiYPCnNXmdJiDVNU/aOeo+07FAE1han59LaIYsuI5EI\nuVxO2TXASqRl0LpUpHO5HOFwmJGREfW5pK9cnqiN4t8Wm9rhEAHt+csuw+12z7rI+Xw+xtrbYcMG\no8Phxz4GwLF3vOP0SSJQE+qxM5MhHA5TKBQYGxsjKk40dB3+/u+NYgfRQrQo7CMybF92sTLj/e9/\nP4FAYF7yW0+kC4UCLS0thMNhksmkasIj96n5QthEE0000cS5QVdXF2NjY6oOab7mVgthlrUjEjFI\nJAaRrtVqrFy5knA4rIg0oFaoOzo6OHXqFMlkUgk09RFsMiXL6/XicDhUi3I43WWx3tohO+nKtDA5\njtrtdtVaO5vNKkU6KjoBuo4fB2AqGp0lNvn9fhW55/F4yIjv4pieZtmyZZDJcPWDDxpP/p//E7q7\ncTgcZMT3aUmlKBUKhOWK9erV8KlPGcr0n/85teuuY2zNGli7ltpVV1nicDVNM8ZMQaTdR48qjqZp\nmtFdUhBpt+B2ikgHAoYV1OWCP/1T470Fz2jUsuSsEWngXuAi4GvidpG479eKU6cadg6fE5VKxcjv\nleHfgDY9TaVSIRQK4fV6LWqsy+VSKvVcRPrkyZMq4L0ekvx6vd5ZHmlAEel6RbpSqSg/sWzBfa49\n0tVq1Ug08flwOp2WDj/1irScicq/29raGBkZwWazGd2DhO9czlRnTPtbYrHWDk2cZIlAoGGmo1L7\nP/xh447RUWp2O4k7ZvcJ0iWRTqXo7+8nEokwODioJlE8/TTcc4/xWkKRroiZtZwUmBuuyBzqsbGx\nBbOcpa/NfBz09vZy11130dHRgdPptMQP1hc+NtFEE000cfbR3d1NMplkZmbmDanRgFJM1fipaXDh\nheiaxmRHh2XcNl/nJRfo7++nUChQq9W4//77VUG8GdlsFq/Xywc+8AHe+c53WmqPAoEAdrvdWmwo\nCKSu6yqdQ3IJ+Vw1jorxzROPG6Lj8DAASWE7McPn86nUD6/XayR32Gx0jo/j/p3fge3bCcTjTC9b\nBr/zO4DBXVLi+4RTKbqrVRyVCqVIBEIheNe7jCSN9etxud388NOfhoEBioJLmL+rpmkURaSu68gR\nC5+oVCpoQgT1dHRYiTTAz35mkOf3vc/4e9cuqFZ57O67yZsEWtlnYjHC1mKI9FZd139T1/Wnxe1j\nwNZFbHdOcaaKdDqdJhgMopkbeExPo2kaPp/P4lsG4wDMZrOWbkX1mM8/bVakFyLSZt+tXKIA42DN\nCB/3ufBIHzx4kMnJSUV+PR6PRUGHxkRaWjsKhQLd3d2cPHlSfTY545Xm//oMZViYSFdF5I4mvGsx\np3N+In3nncZFCzixaRMrRMi8BWLm7snlWLFiBZs3b1ZdJvP5PLz6qvG8fftUgaMmIvFGRkaoVCoW\nP9r3v/99HnroIU6dOrVgd0FN0yyqtDwObDYbXV1dyr9VrVaVf7qJJppooolzC7vdzurVq9m7d+8b\nJtKaps1O7vje9yj/4hck5TgjYFakZXfD9vZ23G43F110EffcW74AACAASURBVPl8nmeeeWZWy/Jk\nMkkoFKK9vZ3t27dbHnO5XESjUYvgY7PZlFDT0tKi/MLyu0sRMZ/Po5vi7zKJBAHBlTI9PbOItLSj\nyPi8aeAnt99uFAB+4xtw4ADJri6e+eQnjW6CGGq6JNKhRIIu4Q4oSW+0CW63m6LgCOaO1OZ9XRJE\n2j4woHiYrusGkRYiqK+rS31nxTmWLTNasa9ZAx4PDA5S+/3f59avfx2++EXLbyRDARbCYoh0VdM0\nZfbRNG0lcPZb650hzlSRlgeguSoU0c++PkkDThNpGZEDxkzn3nvvVcsc+Xx+TkI4X7EhGMtAiURi\nVtyZmSRLcn+uFOmdO3dy/PhxKqLq1e12L0ikA4GAOqnS6TQDAwMqL9LpdJJOp5Uvy+v1WpRYiYWI\ndKlUIqDrRhtPv5/JbLahrUKq/fqSJXDzzeg2G7+85JJZHQYBNEGk/YUCJ06cIBAIsHz58tMK+2uv\nnX6yaKfqXL+earXKj3/8Y3p7ey0n6+TkJIlEYlHdBYGGRBqMbojyM8jMTfPMu4kmmmiiiXOHtWvX\nsm/fvjdMpKGBT7qnh8Lmzdjtdss4WG/tyGQyitAuWbKEO+64Q6V6mNHI7iEh+Ua9ECPtHaFQyEKk\nV69eTWdnp0oJywcCoGnYZmawHT+OvVolHYlgD4UaEmkZhdva2kosFmPfxReTfOQRuPRS+NzneOwv\n/oKYqZDf4XCQczopiw6KKw4cAKDYoBW3ubt0IyKt6zrlpUvB40E7dQpbOo2u68rrbhMcxt3erlLY\nZomeDgeIBmu2v/kbADRTrnQmk2HVxARIi8o8WAyR/kPgF5qmPaNp2r8DTwN/sIjtziny+fwsgjYf\nUqkUoWAQTIq0PRZD0zQ8Ho+aFUq4RI922XkIYGJigsnJSUtR3UJE2u/3q5mo2essD776Age5DANG\nKkQ8Hrc852wS6enpaTKZjIrZk0TavF/ribS0KVQqFRKJBCdPnqSnp4eTJ08qO4y8IHi9XlpbW2fZ\nOxbKkc7n80Tl4x0djI6O0tvbO+t5Dofj9Anyve+x+zvfIXjDDQ1nkPZIhJrNhiOfZ/+uXQwODrJi\nxQr1WanzuldtNnz9/UxOTtLa2srSpUuV0pBMJnG73XzoQx9i06ZNZ0SkZfGqPA42bdrEmjVrKBaL\nTVtHE0000cSbjFWrVlm8w28Es3zSGGO6w+GwCFTmWhjJPWSCR09PD36/n0996lOqw57EQkS6ER+R\nwlZ7e7uyOYBBRiXp9vv95Eol6OhA03VaBcmdaWuz2DklzDygtbWVdDpNrVYjctNN8MIL8KUvUa7j\nKk6nk0qlQlKo7MtffhmAsuhS2Oi76LresElZrVZDt9kMZRlYOjGhrCaFfB6bEEUdkYilR8MsbN5s\n+VMbHVX/z6TT3PSP/wjvfz80qPUyYzGpHU8Bq4HPAJ8G1uq6/ouFtjvX6G1rY9T0pRshm83y8MMP\no+s6qVSKsMNhxKkJ2BMJdF2fU5GWRFr+oFIFN8+UGv041WpVRcvMpUhHo1FFpCVRlQedVLyj0Sjx\neHyWIn02UjsKMnQ9k1EzS5l7bT7hzZ9PWjvkDFcS7o6ODlVwKJdD5CxyLiItv0OpVFINXiRSqRRt\n4j69s5NTp041JNJgsncEg+zO5+nv72/4vMGhIYqyICKVYv/+/Sxfvhyv10sxnYaDB9E1DV3MfOOR\nCMFIhO7ubu644w7C4TAJsRQ1OTlJR0cHHo+HHTt2LCquThLpXC6Hw+FQZF9O5GRjgGahYRNNNNHE\nmwe3201fX99ZiR2dFYGHMe57vV527typViUbKdKya7CMVfV4PJbEDkClazXCXERajtcrVqygUCio\n8dwcdKDGUSEKbRBEeioSUYWFZvh8PtVTwuv1qtblZsjaKwmHw0GpVCIhEj78YsLhfec7Z31mcy+P\n+lV7ya+q1SrcfDMAG/fsIZNMcsMTT9D9rW9hq1apOBy4RBDAnOlrdUTabuKUpcOH8aTTRhBBA4uq\n5fPO9YCmae+RN+AWYJW43SLu+7Vi/eTkgkR6YmKC3bt3s2/fPlKplBEOboIzmaRWq6lsZzORlsqs\nz+dTB4B8P3mwzqVISwXZnAUN1vbPkkibq1HlbFESS0nezoW1Q+Y7y5mkJNKL8Uh7vV5mZmaoVqt0\ndHQQCoUYHR1VRFqeuHMRafNk4Kc//SmvSn8y8MQTTxCLxWgVJ2U5ElETnd27d3NcVBJLyN8pm80y\nMTHBypWNkxn37dtHTlw0NvT0YLPZ6GxpwVet4jlxAioV4q2tZEQL8JnWVsvJu2TJEkZEm9TJyUna\n29vPaH+3tbUxNTXFQw89xEUXXWR5TBZCmC+uTTTRRBNNvDno7+8/Kx1l51KkI5EIV199Nd/85jf5\n+te/zujoqErcCAQCjI6Ocv/996Np2ixCasZ8ivRcIpscj8PhsKV7sdkyoQS0978fgOUiuSrT22tJ\n6pIwx7W63W7a29vRdd2S7lEqlQzvtVhhlzyqbKopKnR10SLacddD1g7VWzsKhYJ6LT76UQDW7t2L\ndu+9XPrCC6z71rcAKHo8KvChWq02JtLXXQdOJ/Grr6Zit+NIJJTYqok0DwDqW5nXYT5Fesc8t1vn\n2e5NQUepxOTk5LzPSafTRKNRnnrqKZLJJGHpcRUeVHcyyZLBQdz9/XQcOGAh0rI5icfjUYrhqVOn\nsNvtisgWCgUqlcqsaBizFUNGnMkfUhLiSCSi7pcHpbRFyBPJ6XTi8/lIp9NzWjukL+hMMTU1RUdH\nh/rOUpk3K9KSYMvPJ+0aHo+HgwcPomkara2t2Gw24vE4TqdT5SAvVpGOiTxJMC44L774IlNTU7SI\nx9M+n1KjDx8+zMtiOUhCzqRffPFF1q9frz6rGXJ/yTbhfS0tvPO669Cuuoro9u10iuSVyc5OTrzj\nHQAMrVxp8SrLfZXNZtW+OxNEIhFSqRS6rnP99ddbHpNEWk7cmmiiiSaaePOwZcsWbr31jdOaRoq0\nFNA2b97MnXfeyXXXXcfnPvc5RYg7Ojq48sorueaaawgEApaixHosZO1oJLJ5PB71mjabjbGxMWq1\nGtPT0wSDQcCkSH/2s2Dq9FtcsaIhkZbjdyKRwOPxqA6L5tXlQqGA3W5X20ryq5lqmNJ11hUz5LhY\nb+2QRLpYLMKqVXDllThLJSJf+IJl+6LbvTCRXr0aTp7ktT/5E9JiX8hOhy5zIlvdb1qPOYm0rusf\nm+f28Xlf9U2Ab2Zm1o9bj5SIOuvs7GR8fJygIIgpMRN0ZzJcuG8f2tAQHffdZ/FIy3xhj5jVpFIp\nkskkXV1dFkUamDULrE/ZaGlpYXp62kKkZUchmQsJhvc2GAxaDsZIJEIsFlMnj/QZSRw/fpz777//\nDPee4Y/2eDwkEglLPqPZIy27GsrPJ0myx+Ph2LFjuN1utaSTSqVwOp2KbC9EpOUJH4/HicfjACpz\nOh6Pqw6UcadTEel0Os1RU2YkGBeAyclJXn31Va699tqG31X+jgVBUoujo1yUTsMrr2CbmuIykdIR\nvPxyDvT1se+pp3hFKNMSNpuNpUuXMjQ0pKwdZwK73c5NN93E+973vlkebjlRa3qkm2iiiSbefNR3\nrX29mFVsiNXS2dvbS19fn0XwcTgcXHLJJaxatep0zU4D1Go1QxBcwCNdL6yZibC0qO7bt49IJKLG\nMUWkPR740pfUttXVq9V4Xv+d7Ha7Wslub2+3qOnlcplcLmdJMZHcxWVKv5rp76darfLP//zPs3iU\nLDisV6Tz+bwlMlb2j9B0naklS06P84JIezyeuYk0QEcH6WJRZVwjVp79hw+ffs4bUKTf0nCJroTz\nIZ1OEwqF2LJli7FsLojyhGhT6clkaBdqqPe55yiYiHQkElHFgW63mxMnTtDV1WWpJs3n89jt9lk/\nUH0BoeyeVN/+ORwOWzxQMlnETJSlT1paCep9UJOTkw2zmhfC+Pg44+PjlteSHl2pSJttHfL7SiI9\nMzNDIBCgpaWFdDqtLAnSd2Um0rFYjPIzz8Ctt8LYmPoO1WqVdDqtCLT8N5lM4hdK+aSmKSKdyWSI\nRqMcOnRIfSav18uePXu4/PLL1ey6HrKRTE6cYPmBAfjHf1SPu8U+CF5xBRMTE8QcDhwNCk+WL1/O\niRMnmJ6ePmNrB8DWrVsbRtuZFemmtaOJJppo4u0JSRzNZLZ+3J8P8xFpuWJtHpPNkFyivuZIEula\nrUatVmNoaIjnnnuOK6+8Uj3H3IGZ972P8R07OHrppThXrmyoSEu1GbBYOyR3OXLkCEuXLrUo9A6H\ng1qtRsBk5RhbuZKhoSFGR0dnhUfIcbHeIy27Myre9f73UxaP//JDH+L5q68GIOf1zuokPauLsWnf\nFqU4Joh0i9lG+noV6bc6XOPjC7bultnRckbiFspnUnSs82aztIs4PC2TITowoLZ1OByWGdezzz5L\nOBxWaqqsJg2FQrMIvTmdA4ylm8nJyVknVDAYtNgHZBtsM5GWLaxld516a0dchKefKcbGxli+fLki\ntTabTXl0zUQaYP/+/QDkczl8jz9Oiyi68/l8agYeDodVcYGZSLtcLjZu3Mjxz34WHnsM/vVf1Xum\nUil8Ph+JRIJaraYmBNlsFo/4ThO6Tnd3N7quk06n2b59u/o8YCgJiUSCSy65ZM7vKicAJ8WS1Yp/\n/Vd46CGw2WDr6Uj04OWXk8vliMfjDS0iy5cvZ//+/QQCgbNS4S3RtHY00UQTTbz94XQ6cblcljqj\ns0WkGzVoqUcje4ckwjI4IBgM4nQ6LfVElrQuTaPthz/k0J/8CaGWloZEWiaRSJ7U2tqqOBEYPSrW\nr19v6c8huU7owguN1/B4GGtt5YAobKx/D0mW63ttSKuH4n+BAM/96Z+y6wtfILVhAy9t386ej36U\np66/XnVvlOR7LvE1k8lQlelbJ0/C2Bg+swr9n1WRdoyNLahIp1IpQqGQ0TJS09CEp7rQ2UnZ68VW\nq+E1zYKWHzhgmUnabDY18yqXy/j9fmXoL5VKOBwOI/VhEYr0+Pi4saxhur9eQW1EpO12u8Ve0YhI\ny5NksSgUChQKBa644goCgYDqSijbhBeLRfbu3cv4+Di5XI7du3dTLpdZMjiI84Mf5Oo/+AO6x8bw\ner2KSEdEC1RZoWxejtmxYwcrxH7V9+9XB3Q8HqetrY1AIEAymVQWlnw+j1NMejTRsET6oi644AKG\nhoYsS1Vut3tWdbMZkqDu3ryZyk034c7loFw2FPKvfAUw/NPaihV0iLi9Rhe+7u5uKpXK61Kj54Pb\n7aZQKDSLDZtoookm3uao90mfLSKdSCTmTOyQaEQWpXVQCnyXXHIJN9xwg0XEsyjSoOL6QqHQnETa\n5XKpMd5ut2O325menqZcLnPkyBH6+/sJBoNqX8gVZ3tfH9x7Lz//6EeJp1IcOnSIUIOs6rkEJskt\nzLwrs3EjI5s2GQp0KMRr113H9NKlqp26zM82b1Mul5V6n06nGZJK/siI0e3QjDdKpM3pHabbOzRN\nOzOT6FmGbWxs0Yq0Ip4iQzrudlMUhWeA4QsCVtX5b3VdJ5vNKmLrcDjUgSpVzkYHbiMiLXOWzQev\n3++3EHdJSM1LM+aW4dCYSNtsNou/eyHs2rULh8OhmoHI3vXZbBaXy8WHPvQhfvazn/HYY48RDAYZ\nHR0ln8/TLk40VyrFR77xDbrGxiyKdLlcplQqWVI7JNwi8aQmOkiVSiV1YZAJJjMzM/T29lKtVrFJ\ny41QkeVv6Xa76e3tVQka1WpVkei5lm1k2kipUsHxne+QlBej3/kduOwyHrzjDk5+5Stgs9HZ2cnU\n1FTDC5/dbmfp0qXnhEg3Fekmmmiiibc/6n3SZ0KkG5FWicUq0o2IdDabVeT3oosuYrmpoBCYFXsL\np62mcxFpaXuVcDgcHDlyhKNHj6osbLNHemJiApvNZvCXT32KoQ0bmJ6exu/3093d3VCRLpVKsyyP\nknuZuZoUo8zdpKUFRnZjtqjYwJNPPslLL72ErutkMhli8j1GRqju3AmALm00Z8Ha8Qng/wAfErd/\nBv4H8LymaXctYvtzAi2dRpvny9VqNbLZrOrEp+s6umgrng0EKAqrBADveQ/4/XSOj2P7+Mfhz/4M\nXSRWZDIZiydaEllzIeJ8xYZgeKGlcmqGOaEDThNp8331EXtmIl2r1UgkEnR3d89r7zBnYAOcOHGC\naDSqMowBRaTBsKLccccdnHfeeUQiEVXpGxKfo+Z04i4WWf2Tn6jvEAgEjGgbkStpzqgkkwERt6cN\nDOC02ZQi3dLSogoqZ2ZmaG9vNwowheXGLdqHSiINWAoY5b554okn+Mu//EuefPLJWV4r2UimUqmg\nRyL84i/+guF/+Ae46SYqlQr7zz+frAiF7+rqQtf1OQtPrrjiCjaKbkhnC263m3K5TCaTaSrSTTTR\nRBNvY9RH4NV7fOfDQor0QkTa7/erfgcSS5cuZWRkREXVzbWdObUMTq/oz0WkJf+RCIfDnDx5koce\neoh1olFKKBRSIt/4+DgOh0Pxm0qlgtfrpb+/XxFhM8yxsPWKdD2Rlmqzy+VSnE9yMLlP64l0Mplk\neHhY8bqUFFdNRFqTbdjPgrXDAazTdf29uq6/F1gP6MB2DEL9a0MgkZhlrJfIZrO43W6eeuopNTvR\nBTlLeDykzQfUli0gIslc3/sefOELVF9+Wflvc7kcmqaRy+XULEn+mPXLBTBbkdY0jY6OjlkHscvl\nUs1QKpUKhUJBWTukUi2XQ+TJZSbS6XQan89HNBpl7969PP/88w33xfT0NN/+9rfV3/F4XGVYejwe\ndF23EGmAZcuWccEFF+B0Ounp6eHYsWMExfecESHmkUOH0DSNa3buZN0nPoGeTFIqlWZZOzhxQr2u\nrVjEPjSk9m04HCYajXLq1Cmq1SoejwdHpQKpFDW7naAg0plMRvnEpYINxkmVSqU4ceIEn/jEJ0gk\nEjz55JOW7y9ntDLgPXz++RwRlcMybUQmh3R1dQE0LAoE6Ovro9PU9vRsQNM0nE6ndfLRRBNNNNHE\n2w7n0tqxEJHu7+9nnzm2DYMkd3R0cOjQoTlre2T7cClMVatVcrkcgUBgzmJDv99vIbgej4ebbrqJ\nHTt2KLHJbO2YmJiwpI6Vy2U2bdrEhRde2PA95rN2+P3+WYq0JNJer1fVX8HpfWq321X/DDD408mT\nJ1URZ1IS6RMncDz1lPH/W24x/j0LivRSXdcnTH9PivtiwNnpVf060ZrLzWnvSKVS2Gw29uzZQy6X\nI5rPo0lrh8tFynxArV8Pf/u37LzzTgrCCF/eswe3200sFiOTTLJl5060wUFl5j8TawfQkEhXq1VF\n4mT0nd1uR9M0Dh48iK7rTE1NKcUWrEs3sstRKBRiamqKkydPzrkvCoWCOkGz2SxtMrnE46FWq6mJ\nghkytUMSab840Gc2baJit+MbHoZYjIt//nP8r71G+/79VCoVpbCqfWAi0gDs24fL5VKe6Gg0ytGj\nR2ltbTVmqWIGWwgGCQsbRjqdVkRaJoGAQZL7+vr48Ic/TGdnJ1dccYVFfQcsv5VswTomVidk1viL\nL77I4OCgmqScjSikM4GsLm7U3ryJJppooom3Bxop0m+WR/qCCy7g0KFDsziJJNhzEWmbzUY0GlUr\nvVK4krGAjRTpzs5Obr/9dnWfTOXYsGGD+r6tra3kcjlOnDjBxMSE4gZg8KSrrrqKSCTS8D18Ph+p\nVEpxColGRHrFihVMTU2pWDyXy6WItM/nY2pqipGREV544QW1jawvGxkZwe12k/P7qdjtkMlgKxSY\n7O8Hufp8FhTpZzRN+7Gmab+padpvAg+L+/xAYoFtzyki2eycRXbxeJx8Pk8+nyeXTPLu734XrVLh\n2Lp1uFpaqEajp5+8fj0sWcLx224jfdllANQOHMDr9RKLxdi8axe3/vjHbP72t1WxobR2LEaRBsMn\nXX8ylUolAoEAw8PDlnxIm83Ggw8+yODgIGAljlI5TqfTFiKdzWbnjMGTSyvyNYrFIt2iu5D5c9Z7\npCSR7u3tJRaL4ROP56JRxoVyy7334hb3R8RERSadKG93PZEWBYfyO7e2tpLNZmltbTWWjMRBmwkE\n1D4xWzvMJ3wymWTHjh3KEtHR0UE8HrccF5JIy99OxhEODAzw6quv0tbWxnvf+17uu+8+fvjDH6Jp\n2llpF3sm8Hg8TVtHE0000cTbHOdCkZZcJmSu7WqAQCDA0qVLGTAlkAGsXbuWdDo97+doa2tT46q0\ndYCxCl6tVi2r/9LaYVaKzbYNCZfLxe23386DDz6oeJFccTeLbY2I9KpVqzh8+DBer9dSJybT0sxd\nE7u7u3E6nSQSCeLxuMVKGwwG+a3f+i3Wrl2rxMJaraa6PQ4MDOByuXCY7R3A2PXXQ0sLYofMud9g\ncUT694BvApvE7VvA7+m6ntV1vXEHjDcJ4XR6TkX60KFDBPx+VsVibPhf/4ue48cptLXxwic/aSzz\nCyJZ9XpBdNrxeDxkxP+1Q4fw+XwEg0E27d0LQOeJExaPtFfkFC5Gke7v72eb8OGanxeNRhk8dAge\neoiIOCg1TSMYDPLAAw/Q3t5OV1cXE8KWIi0IBw8eVMUHsuI1Fos17HJorpotFovUajVlYZCfUxZW\nmmFWpAG8wkNVCAQ4JSIE+d//Wz2/W3izpqamrBYFQaTLa9caf+/bp5q3hEIhNcuORqOk02laxAmV\nEqkgYMyQJZEOh8Ok02nlKzZfXOx2Ox0dHYwLUg+niw2lIh0KhSiXy+zbt4+TJ08SDAZZuXIld911\nF7/7u7+L2+1+05Vh2VWyiSaaaKKJty/qFen6znzzoVHzE4DBwUGWLVs2bzqVxMaNG9krOItEa2sr\n7e3t88a2tra2qi7DstAQULVU5s/VaHLQiEgDrFy5km3btrFkyRKLnVWmhQGzUjjAGOdbWlpm5WYX\nCgUCgcCsdurRaJQTJ04onmP+rl1dXQQCAYrFIrquk8vlsNlseL1ejh8/jt1up6urSxHpqstF6sYb\nQXKLN6pI6wYe0HX9s+L2gP56elKfA4RSqTkV6RMnTnDjzp188KtfZdnOnVTtdp6/5x4c3d0EAgG8\ngggW+vqMPGGMHzMpCLb9yBE8Hg9Lq1W6Rd/5YCZDeWholkd6oRxpME6uNWvWkMvlLDnNbW1tBO+7\nj5Wf+xybv/td9fyLL76YaDRKe3s73d3dyoog26JLIh2NRlWWtex8ZIbMX/Z4PJZ23JKgyoNUeqLM\nkETa5/MZGdpC2c56vZyURNqkgrfNzGC32xkeHrZaIwSR1kQLVn3/fmw2Gz6fD5vNhtPpxOFwEIvF\nDJVaLP0UW1os7dMlkbbb7YRCIYaGhvD7/bMuLub9Bac7MkpFWnrWh4eHVdMegJ6eHmWvMM+A3wy4\n3e6mIt1EE0008TZHMBgkm80qBfdsKNLHjh2z5D7Ph/7+fkZHRzl48KDl/nXr1s0r1rS1tSl+kEgk\nLALVYon0XIkjV111FXfeeaci2zLTeq7Xl1i2bNmsXGzpBqjfV/JvudreKNxBRhpnMhkjElnTqNVq\n2Gw2enp6SApeNHbJJXg7O8+eIi3i7o5ompbUNC2laVpa07Qz7wByDhBMJhsq0nIZZKnogLdv2zae\n+7u/41h3t6rqdF96KTqotAYwdnS8vR00DdfwMD6nk2tNhAxg5Ec/Ynh4mOnpaRW9thhrh8TOnTuV\nT6dUKhEMBukWB2/vT34C4v+BQIA777yTa665RhFDXdcZHx/H6XRy6tQpxsbGlLWjWq3S1dVlsXdk\ns1m+/OUvk0qlWLZsGbFYjLGxMRwOh5oJyoO5UqnMqUgDxmxSHExZr5eTotsggC5IZ3hsDMc8RNpx\n223Gcw8dwl6rKeKo6zq1Wo3h4WGGhoaIiP1ZEz5usHqkwZg9Hzt2rGHxRU9PD6Mibg+s1g55Usq8\nalng+OtGU5Fuookmmnj7w2634/f7SafTysLwRon0iRMnFk2knU4nH/7wh3n88cfZvXu3uv/qq6/m\natH1rxHM1g6pgEv4/X4OHTqkVrwbJZFccMEFPPPMM5bVYDPsdrsq+K/nSI1SOwDa29vJ5/Nq3NZ1\nXY3n9fuqXC6zdetWLr74YvWaZrjdbpxOJ+l0mlQqRa1Wo1wuY7PZ0HWd1tZW9m7YQOX889l7880G\n3zhbijTwV8C7dV1v0XU9pOt6UNf1+Y06bxICsVhDRVp2pvMKMvUfV1+N7fzzyWaz6iCPvOMdfOkP\n/5CpP/gDtZ3H4yEHsHw5WqVCNB6n9fHHAZgUSQ1bRMLCiRMn+OUvf8mePXsWZe2QkCTf/LwOQRxt\nxSLcey+1Wg2v14vP5yMQCKgixGQyyfj4OD6fj97eXmZmZohEIors1hPpl19+mUwmQzKZZPny5cRi\nMbW9hCTUcvZsPpjNs8Ydt9yCQxxMKaeTtq1b0QXR1bZvpxQI4MrnCeVyjIyMnD7JdP20R/r880m3\ntaGVy/SYCh/i8TjBYJBPfvKTnH/++YTlxES07JSqurmBTTQa5fjx4w2LL8yKtPnEM3d9cjgc+Hw+\n7HZ7w+WoN3vRpUmkm2iiiSb+c0D6pIvFoqWh2kIwWx8kEokExWKRjo7Ft+7o7u7mIx/5CMePH1dj\nmc1mm9caImNly+UyIyMj9PX1qcfe/e53s3v3bh599FHVwbCeqK5atYqbb76Z73znO3PG8crUDksY\nAXMr0rKr85EjRwDDciK7FdYT6VKpxJo1a9SEo56Dud1uHA4HmUyGRCKh8qOXLFlCTQh7g/39HHvw\nQU5GowaRlpxjgT4diyHSE7quH1z4aW8+fLEYxQY7Px6P4yiXcUxMULPbmfF6lQKp6zqBQMDIGgwE\nsJtaQSt/Un8/AMv//d9hYIBKJMKLV1wBQGBgAI/HQ29vL9dcc43qGGTGfES6UCgoBVsqvi2m3Ef9\nb/8WW7E4i1R1d3czOjrK+Pg4gUCAJUuW4HA4VEtvLj10hgAAIABJREFUTdPw+/2WgsJXXnkFr9dL\nOp1mxYoVKqvZrOzK5BCv9/9v783D5LrKc9/fqqlr7Krq6rkkdUuyJGvwJCOFE9vgARuPGBvCcAIx\nYEgCmJyTkPnmuZDAfZIcck44hAvXJAcOcBiCDcFmCMY2FpgYbNlYlo0Gy5qlVrd67q7qqq5p3T9q\nr61dQ3dXS+pWy/p+z1OPunft2nvV6t2td7/1ru8L0NbWVuHkOh1pXyaDKhahuZl0Ps8bbrzxVI3F\nm27CvXEjAGuLRaanpwlqDb/3e/ClL5XrSDc3QzzOide9DoA3/su/0P3005DPMzAwQEdHB5FIhLvv\nvpuolQN3WUXjp6encblcFXPa0tLCyZMn7YiKE+eCQ5OVMh0izc9qenoapZQttAGeeuop+256sYV0\nT08Py618viAIgnD+YpqyzCfWAafyyJlMht27d7Nv3z4OHDjAypUr5x03bGtr4+677274dU1NTfj9\nfl566SXa29srHOfW1lbe//73c/ToUQ4fPjzj+9qwYQNr167l17/+dd1zzDfaYSqMHbTMuL6+PpLJ\nZEXHQkN1tY56jrRpXjc8PFw2TqemeNe73oXWmmAwiMfjYXh4+FS5Xbf7lJiehUaE9LNKqX9VSr3T\n2d2wgdctKMVAAE82S9ESjk5GR0cJW/UCc93dYAnOfD5vNw+B8h2Y0+U0F7AR0ssffLB8vDe/2Y4y\nhF9+2a7aEYvFKoSxoTro7sS05wZLcHu9+Ix7unYtanCQ933xi3h37qx4XVdXF7usSiLhcJj29nZe\n97rXoZRicnKStz74IJv/4i84uH8/TzzxBE888QQrV64kkUiQzWbp6Oggn88zMjJS4eIWCgWCwSDB\nYJDW1taKEnpOIW0iJ7S22plj/vIvy81sPvhB3Js2AbDGcnfXPP44fOELcO+95detXAlKMXDffbyw\nZQveQoGbv/AFiEYJfvKTFXfbYUvMuzdsAKhxo83PDqgb7XAuOLTHChWOtKkPXiwW7YWL27Zt44EH\nHqhZobwYXHbZZaxZs2ZRzykIgiCcfcyCw/kKaTgV73j00Ud56KGHePzxxxuOdZwpra2tPPPMM3XP\n5/P52Lx5My+88MKs72vdunXstWK11ZhoR6OO9NTUFJ2dnRw+fBiA48ePk7S0mK3XLMzaNLP+qp6Q\nVkrZn9Ib3ZPJZOxeE6aamGnmB5yKd8xCI0K6GZgCbgLusB63N/C6BWXaCK86tZMHBgZIWDGE/LJl\nuFwuO1BuiowDNf3d7R+mJaRduRwoxfBb3sJQLEYxFCIwMoJ3eJhMJsOyz36W3/nUpyhW5WfmcqTN\nOfP5PP6pKVQ6jY5EUF//OoVly+g6cYKOO+6Ad70LDhwAykJ6z549dHZ22t0Er7nmGgCm+vvZ8OKL\nxLdvh1277I9mrr76anw+n+3ImqoYTtFaLBbZtGkT0WiUaDRaIaQLhUKNkNatrXZUgt/8Tfj2t6Gz\n85SLn8kQi0RY8f3vV75x62OiRFsbP3jTm3jmttsYSSQgk6H7O9+hw4ypUMBv1YEOWDUcnc1YDC1W\n+cKZCtR3d3dz/PjxU2MF25EuFAoMDg7i8Xjw+/0MDQ2xf/9+kskkK1assCubCIIgCMJ8Ma2x59PV\n0BAIBDhy5AilUomPfOQjbNmyhXWm4tUCk0gk6O/vn1G4X3LJJezZs2fWSiQrV67kxIkTNcULYHZH\n2lTUcGKE9MTEBFNTU/T19Z2qIhYIVJzDqbtCoVDN+MLhMIVCgcnJSSYnJwmFQkQiESYnJ+2mL36/\nn+HhYbsAAnBqweEsNFK14711Hu+b88gLzLTlqroGBmqeO3nyJMsslzi3YgVaa9s1doqyYDBY8YMw\n0Q5tiUIAbr6Zqa4uXB4P01Z8IXHoULmk2ne+Q/vJk8QtsWuoV7XDUO1IB0zr7J4euPJKXv7Od9j+\nuteBxwNf+xq8/vWQy9EViXDHAw+w4fDhmjux4q5d9tfLjx3jhhtu4L3vfS+dnZ24XC57LC0tLWit\n7QsRymLZRETC4TDHjh2zL+Z6jnTGWiBYXZIGqyUou3dzeV8fgRMnyuL5He8ob7ca3axbt4733nsv\nz912G/90333oSARvNkuX+WNz6BCuQoHx5mai1jgnJiZqHOlYLIbL5ZpRSK9YsYIjR45UdEUyiw1P\nnDhBIpGgo6PDbmazd+9eLr74Ym655Ra7TbggCIIgzBeTkTYdludDIBBgx44drFu3jqamJq699tpF\nWz/T2tqKz+djmanKVUU4HGbFihW4XK5TQrMKr9fLqlWr7FyzEyOkqx1pU72rOiZrjM9ly5Zx+PBh\nO9oB2G4yYGs8c8x169bZn1obOjo6yGQytuMcjUaJRCKMj4/bJXIDgQBjY2OVxt2ZONJKqT+1/v0n\npdRnqh9zHnmBmbLuEuoJ6fHxcbqsCc5bQfJ0Ok2pVKqo/lB9R2MEasbK5gLwoQ+Ry+XKi9IshzRx\n5AilbBasSEbAsUpVa23fGdW7I6sW0k3mtdY5x/J5fvGWt7D/3/8dksmy475nD82PPsplO3ey8ZOf\nJJZOVx7b8THKqv5+XnjhBf7hH/6B/v5+lFL2xWVc3GpH2u12EwwGKRaL+Hw+e8FiPSF9NJOp77Yb\nIf3CC/ynn/yk/PWHPwxf/So89hj86Z8C5V+krq6usuOrFAXrlyJuXP2XXwZgJJEgFArx5JNP8sgj\nj7B69eqK07lcLt797nfPKKR7eno4fPhwRbTD/KIODAzQ2dlJe3s7sViMXC7H7t27WbduHT6fjyuv\nvLLuAkRBEARBmItoNMr+/ft56KGHuNhpzDVAIBDg2LFj837d2WD58uVcccUVsy5KvOyyy+a8OVi7\ndi0vW/+XOzFmVrUjDfUrd5jIxYoVK/jVr35VLl1s/X/uzEibutRm3DfccIOtdwxut5vW1lZGRkbs\naG4kEuHkyZP4/X47ElIR64AzdqTNAsNngefqPM4pKeuNekx216JYLJLL5Wi1hNlUVxdKKbvsWz6f\nr/uDgFPRjmGXi0OXXQY33QS33EIulyu3v7Qu7MTICG3ZLMpyLSOOShmFQgG3202xWOQf//Ef7cV/\nhtvvv5+3fv7zaKv0SrWQHh8fL19QHR3w2teWn9uxA/X88wC4UynWfuYzZBxC2utwxJcdOcIjjzxC\nKBSyV6aaO0ezMM/p7hpH2rjzy5cvt+Md+XyeYrFYXoFrzXM6GKx1o834QyEYGsL3/PMQCMD73ld2\n1m+4AaruqM0FP266OR49Wn7CuinwXXIJu3fvZteuXdx7771cfvnlNafs7e2dcSFFc3Mzfr+fI0eO\n1GSkzeLG1atXs2rVKtra2ojH47Yor1cbXBAEQRAaobOzk7e+9a384R/+oV2OrVH8fj9+v7+i/Nxi\n0d3dzc033zzrPuvWrePOO++cdZ+1a9eyf//+mvVjTke6WkfUy0mn02mCwSA9PT288sorFZ+mO5vX\nzLYuzcmyZcvsNVFmjdzAwIBdire5uZnp6emz50hrrb9n/fvleo85j7zATFpv1FslpE3nv6DlVI8n\nEjQ1Ndm1jUOhkC2+qqMdpr7y4NAQz/7VX8Ejj4Dbbd895awLu2VkhA6HAG8eGbEztcaNHhoaolAo\n8Oyzz9r76VSKi/bsYeXBgxSOHy8f11TJqBLShULBjkPwwgtgCWmA+E9/Suw//sP+vunIkVNj6e/n\nfW96Ez09PbYLb0rcJSyX1yk+jSMddrtp/fa36YlEOGqJ2lwux2OPPcZPfvKTU0La769/t+p2w1e+\nAu9/f/nxzW9CndJ0BqUU4XCYQyZCYS0mMI508rrr2LdvH695zWtqPqJplJ6eHvbu3VvhSOfzeQYH\nB2lvb2ft2rVs3bqVjo6Oirv/et0qBUEQBKERXC6X/QnnfAkGg6xdu7ahLobnArfbzdq1a2fdJxQK\nsWHDBn784x9XbO/s7OSVV16pK3yrhbQpsxcIBEgmk7jdbjvWAZVG6Gzr0pysXLnSPkc8HicSiVSU\nBI5EImitK4/VgCNdP+QCKKW+B8wYFNVav2nOoy8gY8ZlrHJ8+/r6UFrjOnQIgJFYDP/EBCMjI3R2\ndlaIyGAwWLG4Dso/nMHBwYqPBcwPKdXZSTvQMjrK9Y4wfnx8nFwuh9/vt/cdHBwkmUyyY8cOrrvu\nurIQP3gQ84FIzqr+4bYW1mGJ9PHxcWKxWKWQ3rGj/AC47z747Gdpcwj0sHWMjN9PIJul48ABuyxe\nPp+333OpVKqpRWkc6Z777yfxxS8yqRTbrQocY2Nj+P3+ckk4I6Sr+t5XcPfd5UcDTE9Pc/HFF5My\nItkIacuRLq1Zw/5f/5obb7yxoePVo6enhx07dti/JNWOtOGNb3xjxR8tn883Y+t5QRAEQVgotm7d\n+qpYo3PTTTfx+c9/nv3799vRzFWrVuHz+XjxxRfZYFXlMlQL6YwVIzX/N2/atKmitnW1kG4ki75q\n1Sq01iiliEQi5PN5xsbG7G6IZmFoxfyfYdWOfwD++yyPc8qINWl+y4E2HD58mI5SCTU9DW1tpKz6\nylC+23Ba9tUZacBetekU0qYzUSoSAb+fUCqF27HALzY6aq84NXdaJ0+eZO3atSSTSbumYt40JgEK\nr7xS7qpjhLzDkfb7/RSLRXabu6Kf/axcELyrqxyTAJpOnuSBBx6AUomo5b6/ZAlgnnqKUChEKpWy\nW4cDFe2wDcViEW8uR9wq9Rc6dIjh4WGOHz9ONpvlrrvuYnh4mJLVmjxt3cDMl+npaR566CH7+2w2\nW64H2dtb3mDd+BhHur+5mWbrcbr0WHPqdKSHh4dxuVwV7bidv6xQdqRFSAuCIAiLjWnGdr7j9/u5\n4447+KHV1A7Kn0S/7nWvY3BwcE5H2lkoAODNb35zhQF2Oo50IBDA7Xbb/URMzLW69nTFJ9JnkpHW\nWv90tsecR15ghq1JC1QJ6YGBAVaY3uyrV5NOp4lEInapE6eAqo52APaqzWpHOhAIkJmeBuvOyvuz\nn9nPRyYmyKVS/Nu//Ru7du2yhXR7eztbtmzhuefKkfKCcV2B4v79uFwulNnW00MulyuXxPP7KRQK\nHHe7yYdCYBa+bd4MVtOO0PAwe/bsIX/wIN58nlQoxCvm45anniIcDpNOp5menrZrIle32YayI534\n0Y9wWZ2IXPv32wsl3G438XiclpYWCtbCypTff1ql4VKpFC+99BJwaoVtV1cX/eYu8vDhcuOW48fB\n62V3JnPGdZVjsRjNzc0VVTv6+/srfhnrIdEOQRAEQTgzVq9ezdTUFJOOzoBr1qyhq6urxkE2JfAM\nZqHhTDiFdKMZafM60+BtJiFdoQvPREgrpV5USu2s83hRKbVzptctFqZqR7CqFeXY2BjLjJBetYqp\nqSmi0aidh3E6nM7yKQa/38/ExESNkLZLzl10EQBeR6UMl9YUDh6kr6+Pw4cP29GO9vZ2ent76e/v\nR2uNNgvqAA4dIggwOAg+H3R2Mjo6arf8LhQKZKenmXBWELniCjsCEhkdpVQqMfb00wAMJxJMWuX5\n2L6dkM9HOp0mk8nYFShSqVRNGblioUDi618/teHAAdpbWhgYGEBrTdO3vsXVTz9d4UifTkULU7/Z\n/KuUIpFI0Gcu/sOHwZTLuegiXjl48IyFtFKKO++80+4Y6PP5KBaLc7ZalWiHIAiCIJwZSimSyWRF\nx2SlFO985zvZZD5Bt6iu2mEWGs6E1+ulWCzauqLRMoNtbW0Vldvcbrct2M0xxp29QRr4VHzGjDRL\noOnKbLhbWtB+P75stuxkWhOTyWToNHc/1t1Qb28vLS0tXGYyxxb1oh2m173zTiiXy9HS0lIhpA35\nzk68/f0MPP00Y5mM3Y47nU7btY4DgUC58oXJQwOuI0dImGMtXw4uFwMDA7S3t9tVP7LZLKM9PSRM\njOSKK6C1FW1loYOFAlNWdnq4rY1wby/Dra0khoaIHT5sRzvMxZlKpey4g6Fl1y6a9u1Dd3aSTqUI\np1IkSyV+PTKCymTw/P7vc4m5McFypB3fN4oRplNTU7jdbvx+Px6PB9XRgfb7USMjYDn3xYsuYnR0\ndMZalvPBWVjerBKeS0iLIy0IgiAIZ45pjuZsKlNt6EHZxEyn0/b31dGOapxtwhuNdkBZSDuPEYlE\nahzpiYkJe/3YmUY7DpuHtWmN9fVJoLYv9yITDIUoWoJIW3c7w8PDlEolYqaKxaZNTE1N0dPTw5Yt\nW+wufwbjUDodVtNz3bmgLpfLnXKvHUJau1wcsRziyZ07aWtro6mpiXQ6zUqtcf3Wb8GePbS0tJSz\nuY67Mu/x46dqJ69Ywec+9zn6+/tpb2+3S8Rks1mGnWJy82ZQyo53bIhE0JYzPtzSQiKRYNAaX+iF\nF0in07jdblvE1mu13WtV/1DvfS9jnZ0AdKVSTExMsPzECZRDNGulyAYCFbnrRjHCdGpqqqK9aEsi\nQd4K+vMv/wLA9MUXEwwG7WojZwvzs59LSJtPBKS7oSAIgiCcPtWO9ExUZ6SPHTs25//VRpdlMpmG\nHelwOFwRcY3H43ZpYL/fj1KKeDzOoNUs76y0CFdKfQB4ELjf2rQM+G5DI15AgsEg+dZWAIrWgj2T\nwXVbi/sKGzbYCwXroZSqyUmXSqWa/XO5HKFQqPxDdgjp6USCE5Yw9fX10d7eTiKRYGhoiNc88wx8\n5zvwt39LIpFgeHgYt6Nxi39ggKQV9Sht2sTg4KDtSDuF9JAp9xKP2wsSs9bF1To1ZdeQHkokSCQS\npC65pPzen3ySXDbLqqNHIZ+nUCjUttrO5+kx1T/e+U6y1rkSo6Nks1l6rXnVputgSwvayhZVR2Lm\nolpIm9WxsVjMfj9YMZX0HXecVtmguWjUkVZK1e2yJAiCIAhC4xhHeq5KJE4hXSqV2Lt3L+tNo7cZ\nMI50X18fnZYROBcbNmxgy5Yt9vfvfOc77fhnKBTiiiuuKK/f6u8nl8uRaUCLNGL5fRi4CpgA0Frv\nA2ZXIotAMBhk2soxFxxCOlwooI4cAb+fTDJZ4y7XO45TFNYrFJ7L5QiHwzWO9GQiwZAlpENWJjoW\nizE9PU2rEc2PPUbCcqS9Vs5Yu92483lW/epX5fFbjVdOnjxJR0dHhZA+0dUFf/zH8OlPl91oYNy6\ne2oeGyNmLVYc6eqipaWF45bYLjz5JNf+4he88/77ufXRR8lYsZMKR/rRR/GnUuTXroVNmyhaMYhw\nfz+lUonllrOvPvMZDl18Mbuuucb+KCSVSs39Q6qaQygL6Ww2a9+sNDU1kXEu/tu6lUxPz4II6XA4\nzPXXX9/QsaVyhyAIgiCcGZFIBJ/PZ/f4mAmnkD58+HCFUzwTRkgfPXq04QY2iUTCFs5QNtiMRvR6\nvdxxxx10dHTw0ksv8fnPf56vf//7cx5ztoy0YVprnTMnUkp5mKW+9GIRCATIWpNcPH6cH/zgB+VI\nxdhYeYdNm0hPT89ZRqY6Jz09PV1TCD2XyxGJRMpCevlySh4PrkKBkUjEFoHNIyP4OzpIp9O4XC4i\nppxbXx9dY2McHh7GNzqKdrnIrF5N8OWXiVuZ6emtW2HfPqanp4nFYnZGOpPJlMfyqU9VjGcwEKAT\niO/eTWhykulwmJQl4g8Fg9DcTPPoKK994gkALvvlL+l/9lk8Hk/lTcI3vlE+/1134VUKZVX9UPv2\noeJxkuY93Horz0SjDA0NEbCqoKRSqTmrXzhxZqQ9Ho/tSHu9XqYcmSXuuWdeeaf54Ha7ueaaaxra\nV3LSgiAIgnDmJJNJjh8/XtO224mzasfu3bsbapEeCAQYGBggn8/Peuz5smzZMp566inuuOMOmkZH\nazRYNY040j9VSv0lEFBK3Qg8AHzvLIz1jAgGg6QtIa2PH+fo0aO0tLTQbTodXnppbZRhhuM4hXQ2\nm63JTOfzeZqbm8tC2u0ma2V6B0MhlOXixsbGaG1tpVgscmkyicdynwHaduwge/AgSmvyiQR554K/\nNWvIWR0A4/E4Sim7lXk2m60Rc1prjlo3Na1PPQXAUG8vTX4/0WiUyXQa/Ru/AYA3l6PkcuEqlQh+\n4hOVc5HJwHfLCZ3CW98KQJNV9UPv20dyZATf9DSsXAnJJLfeeitvectb8Hg8hMPh03KklVI1jrTP\n5yNtRXTweuHtb18wIT0fpHKHIAiCIJw5Jt4xG2axYT6fZ8+ePXPGOsxrXn75ZZYvXz5r8mC+rFix\ngo9+9KOsW7eO3ssuo1BVqKKaRoT0nwODwIvA7wE/BP7qjEd6hgSDQVKWMCweO8bw8DDNzc20WfWO\nufTSuovrqnHWIoRyyRXnytFCoWCXR8lkMuW2ldbHAtnOTlLRKEW3m+bJSZiaIpfLsd6q22wI/eIX\nKOsiKnZ2UnJ+BHH11bZYNh9jeL1epqenKZVK5KsqZIyMjJCxHFyPJWaPL1tWUcYle+WV9v6PvO99\nFHw+Yk88wUoTnoeyiE6l6F++HJflREcuvxwA95EjXGQaxVx9NVCORbjdbjwej93sZT7kcjmi0ahd\n29oIaa/Xy9CaNeUSgPfcA4nEkhDS4kgLgiAIwpmzbNmyioWE9WhubqalpYVPfepT+P1+Wo3BNguB\nQIC+vr6KqMbZwhbmgQAe01l6BhqJdlwH/B+t9T+f8cjOIolEgp3ZLJcB6f376bj9dkqlEglz13PZ\nZfN2pKenp+2KFMViEbf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# pivot the data to make the index the day of year and the columns the years\n", "pv = pd.pivot_table(radiation_df, \n", " index=radiation_df.index.dayofyear, \n", " columns=radiation_df.index.year, \n", " values='Rl_upwell_Avg', aggfunc='mean')\n", "\n", "# plot the aggregated data, since we don't really care which year is which\n", "# we can turn the legend off and set all the colors to gray\n", "pv.plot(figsize=(12,5), legend=False, color='gray')\n", "\n", "# plot the data that has been averaged across years\n", "pv.mean(axis=1).plot(linewidth=2, color='red')\n", "plt.ylabel('Upwelling longwave radiation [W/m^2]')\n", "plt.xlabel('days of year')\n", "plt.title('Annual cycle of upwelling longwave radiation over period of record')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see how this same general method can be used to look at the diurnal cycle. We can separate the data out by month so we can see how the diurnal cycle changes with season (this is the plot from the presentation)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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MQkIC1apVY9WqVYSFhfHKK6/Qr18/jhzJZEwlpZRSV5SUYLuU/SsCncvGAeB+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\nTdv+SEXoXxYW14fuvrZ2u1cZGF4R3AV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7VwtNFt0LhW41Xq/358sryvJ651Z2bpDrl0Sh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# by changing just these two variables, you can create a whole new presentation-quality plot\n", "var = 'Rs_downwell_Avg'\n", "title = 'Monthly diurnal cycle for downwelling shortwave radiation'\n", "\n", "# pivot the data to make the index time of day and the columns the months\n", "pv = pd.pivot_table(radiation_df,\n", " index=radiation_df.index.time, \n", " columns=radiation_df.index.month, \n", " values=var)\n", "\n", "# set the colors to a discretized circular colormap to fit cyclical data\n", "pv.plot(figsize=(12,5), color=cm.hsv(np.linspace(0, 1, 12)), linewidth=2, title=title)\n", "plt.legend(title='Months', loc='upper left')\n", "\n", "# using this method we can create labels that depend only on var\n", "plt.ylabel('{var} [{units}]'.format(var=var, units=ds[var].units))\n", "\n", "plt.savefig(title+'.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or maybe you want to look at all 4 of the radiation components' diurnal cycles. To do this we create a loop that goes through each component, creates a pivot table with index=time and columns=month, then take the mean across months and concatenates the dataframe with those already computed. This concatenated dataframe is what we ultimately plot." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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zUcySji+zwvtuCgr076agANt6Y6Yn7u41J9E+PtC+PQQEVG7+/uVLlzZw/25j\nkGRZCAFAqaW0zkm2PRL0C27XMYZiSzEWw0KppVQvjdJq66VGKdb/K6yV3Yr/d1TdZ2DYurpcqFm7\nxbg6utLOuR3tXNrRzrkdni6e+Lj5EOgRaEuKA9sF4u/uLzermsFi0X2U16yBoCA9Xm7XrqaGVFAA\np06Vt9On9TItTRfArZXdnJzyCvC5czphawgnJ51MWZu3t56s0JrMenpWXvf1rXy+tbm5tbmifGVr\n1ug+zP7+kJxc7YOXYeguKNbf2/nz+veZn1+5WRPris2azOfn6/dCVpa+vuK6xVL/0L29qyfTAQF6\nTp6wsPIWHi4TWVYkybIQQojW61//gocf1tlfXBwMHmzXhy8q0knumTPly7NndcJjPVY1MT53rn4/\ny81NJ6vWCmLFVnVfTee4u7fxJNdeDENPVLJtG7zyCvztb036o/PyqifR1u2zZyE9vXrLyNCt9BJ6\nD3p66sQ5KAj8/PSHJz8/3QIDISREJ9nW5uHReM/bbJIsCyGEaJ1ycqBjR52drlunu2LUoKCg5i4N\nF2qZmToxPn/+0sNydobQUJ1shIaWt6Cg8mqvtbrr7V2e/Lq5NfD1EPbzySdw44160pJDh1pER2KL\nRb9f09LKk+f0dL2dmqpHyTt5ElJSdMu/xNFr3d11sd3aKnYBCQ6unFwHBur3dEv58CbJshBCiFah\nqKhyNc1n1b8Z8s5cjncYzjMTtpKeXnPiW9iAuaUcHfUf/sBAnewGBurKm4uLzp8CAqonxX5+LSdJ\nELWwWKB3b33DaEyMvmm0FTEMXa1OSdHJ9Nmz+gNiZqZOss+c0Qn26dN6eeaM/vd3KRwd9b8Fa3Jd\ncb22fQEBetTHpibJshBCiGanYhXMmvxebD0rq/x6hYUkIunFASaxlg+ZVOvPcnau3D+3tr66VVtQ\nkF7KnCZt1LJlcOut0KOHng47IMDsiExjGHo0lYpdPqzNWrm2ttOn9XnZFx4hs1Z+fvoDqPVDqHUZ\nFFQ92fbxsc+/T0mWhRBCNBqLpbzfrrWyW9tIDufOVe5zeSn9K0FXqqw3LI1X63nm1/Fkenbk5bsP\n4xfkRECA/kMrN6wJuygqggEDYN8+6NMHNm7UWZuok6Ki8kp1Rkbl9Zq2rYn3pfy/4OBQc8W6pu4i\nFVvVUUNadLL8zDOGrbN5xebvr/vOCCGEsD/rMGaZmeU3rp08WflGNmtLTb30pNfKx6c8+Q0MrLys\nuj8goEpHNvC8AAAgAElEQVQV6eqrYdMmePZZuP9+uz13ISo5eVK/1/buhe7ddYU5MNDsqFoti0Un\nzVVHkrGOJlM1ua5v9drTU+eSvr76voH4+BacLHOBAf6tA4JXHOexarMOk3Mp57i5yVduQojmz2Ip\nH56qsFBXcYqKytdrWhYW6q4M1gpvxWpv1TF7L2UYM39/fVd9QEDNXRyqjtwQGNjAMWE/+AAmT9b/\naR8/rn+oEI0lPV0nzImJcM898NJLZkckylStXte1Vf+A34KT5fvuM2wvgrXjuXX7UjuaXwoHh8qD\nr9c2Rab1Bo+alhc65uxcfWD2S1lWbKD/qFUcWN1i0ceUqnlZdSD4mpqbm+5kb126uNQ+aHzFfa35\ng0ZpaXlCYm2lpXUbdN/6+5Kvgluv4uLqExdY162tsLBycltcXP5eys/XfQIrNut0wjW1vLzGfT5u\nbjoHDQnRiXDFG9gqtpCQJp4I4dQpPfFIZia89hrMmdOEP1y0WTt3wsCB+g/ib7/pgYpFi2S9uTEj\nQxcGsrMhOroFJ8u1xWftaJ6VVfsfEmuzTvFZ19ZWp/m0F6UqJ9I1Jfj1adZEv7ZmGLpZLPVblpaW\nDxZfsVk/iBQV2WfGJmu8NSXUVtafU3VZ12MVfxfWVnXbXsesr1/F19Iw9PGKHzIrfpCq+rjW16Xi\ne6Xq+6bqtsVSuUH1D3DW11Wpyr/Tir/r0lJ9vXVpbRW3L7RunVwgP7/+XREawjqFrvUDrYvLxde9\nvWu/2c3Xt3z63mY5jJlh6OHhNmyAcePgq6/kE6hoOpMmwYcf6g9or71mdjTCjlp0n2Uz4rP+0a84\n/WVN02daE6j6Lqv+ka7LsrS0PD5rMwydlFSseFuTx5oSw4qPVfWxra2kpPwrW2tFzBpzxWSj6rKk\npMl/XU1KqfKEw/otgXUq1oqvY02/N+vvQLReDg7lyau7u042rc2a0Fq3rclrxW+b3Nwu3m2sYvPw\naN3f5NTozTfh9tt1Vv/rr7rkLURT2bMH+vXTf2wPHdJjMItWQZJl0aSsHzQqJtJVE/z6ttoep7S0\n9i4ndVlaq+EVK6FVm6tr5epvfVgr2DUl09bnYFWx+lpxWddj1gpvxQp0Ta2hx2p6LZXSx6pW6Wt6\nXOt6bVXd2iq7VSvN1te2pg9y1g+UNXUbqvrtR33Wrcmxs7MUORvViRN6RIKsLFi9GqZONTsi0Rb9\n3//p99+ECfDxx23wE2vrJMmyEEKIls0w4Prr4csv9fLTT+WTiTDH4cN6SvXz5+GBB+Dpp82OSNiB\nJMtCCCFatvfe05Vkb289hJfcXCXM9O23cM01+uurt96Cv/zF7IhEA0myLIQQouXKz4eePXU3jDfe\ngNtuMzsiIcr7z7u6woED0n+5hbtQsiwdbYQQQjRvS5fqRHngQKngiebjttvg5pv1nfAPPWR2NKIR\nSWVZCCFE85WZCd266cFQv/4axo41OyIhyh0+DJddprtjbN8OgwaZHZGoJ6ksCyGEaJkWL9aJ8ujR\negY1IZqTrl3hrrv0DagPPGB2NKKRSGVZCCFE85SaChER+mvun3+GIUPMjkiI6jIy9Lcf58/DF1/A\ntdeaHZGoB6ksCyGEaHmWLtWJ8oQJkiiL5svfHx59VK/PmaOnDRatSoOTZaWUq1LqR6XUDqXUbqXU\no2X7fZVS3yil9iulvlZK+VS45kGl1EGlVJJSSjqgCSGEqCwnp3w6Yfl6WzR3f/ub/kB3/Ljc7NcK\nNThZNgyjELjSMIxBwEDgj0qpYcACYJNhGL2A74AHAZRSvYHJQCTwR+DfSsnI8kIIISp46y3dV3nE\nCBg+3OxohLgwJyc9lJyjI7zyCmzbZnZEwo7s0g3DMIy8slVXwAkwgAnAirL9K4CJZevXA+8ZhlFi\nGMZR4CAwzB5xCCGEaAWKi+GFF/T6P/5hbixC1NWgQXDvvfpmvxkzpDtGK2KXZFkp5aCU2gGcBjYa\nhvETEGwYRiqAYRingaCy08OB4xUuTynbJ4QQQsATT+ivsyMjYfx4s6MRou4efxz69tWTlNx5p06c\nRYtnr8qypawbRgdgmFKqD7q6XOk0e/wsIYQQrdjKlTpZdnCAF1/USyFaCnd3eP998PDQ7+Xly82O\nSNiBkz0fzDCMLKVULHANkKqUCjYMI1UpFQKcKTstBehY4bIOZftqtGjRItt6dHQ00dHR9gxZCCFE\nc7F1a/kMfS+/DOPGmRuPEPXRu7e+OXX2bLj7brjhBmjf3uyoRBWxsbHExsbW6dwGj7OslAoAig3D\nOK+Ucge+Bp4GRgGZhmE8o5R6APA1DGNB2Q1+q4DfobtfbAR61DSgsoyzLIQQbYRhwODBkJioJ3lY\nutTsiIRomKuugs2b4bnnYP58s6MRF3GhcZbtkSz3Q9/A51DW3jcM40mllB+wFl1FTgYmG4Zxruya\nB4G/AMXAPYZhfFPLY0uyLIQQbcHGjXoq65AQOHIE3NzMjkiIhvniC7j+ej2xzqFDesQM0Ww1arLc\nmCRZFkKINuLqq2HTJnjqKXjwQbOjEaLhLBbo1Usnyh98AH/+s9kRiQuQGfyEEEI0X7/8ohNlT0/4\nf//P7GiEsA8HB7jnHr3+0kvmxiIaRJJlIYQQ5lqyRC9vvx18fc2NRQh7uuUW8PGB//0PEhLMjkbU\nkyTLQgghzHPkCKxdq/tzzptndjRC2Jenpx4RA/S3JkVF5sYj6qVFJsudO3dGKSVNmt1a586dzX5b\nC9E2vfCC7ts5bRp07Hjx84VoaR58ELp3hz174NlnzY5G1EOLvMFPKUVzjlu0PPKeEsIE6enQqRPk\n58OuXdCvn9kRCdE4Nm/WQ8m5uMDOnXDZZWZHJKooywPkBj8hhBDNyKuv6kT5T3+SRFm0bldeCbfe\nqrth/OMfZkcjLpFUloVA3lNCNLncXD3+bEYGxMbCqFFmRyRE4zpzRr/nCwrg11+hTx+zIxIVSGVZ\nCCFE8/LGGzpRHjoUoqLMjkaIxhcUpKvLUD4CjGgRJFluQrNnz+aRRx655OscHBw4fPhwI0TUeCo+\n17i4ODrKjTtCCKucHFi8WK8/8gioGos5QrQ+8+fr8ZdXrYLjx82ORtSRJMt21rlzZzw8PPD29iYs\nLIzZs2eTl5fXoMdUreAPyaU8h+joaPz8/CguLm7EiIQQpnnlFUhLg9/9DsaPNzsaIZpO164waRKU\nlMCLL5odjagjSZbtTCnFunXryMrKIjExkR07drDYWkGpp7bUlzY5OZmEhAQcHBz4/PPPzQ5HCGFv\n586VfwX95JNSVRZtzwMP6OV//wunTpkbi6gTSZYbgTW5DQoKYty4cSQmJl7S9UuWLCEsLIwOHTqw\nbNmySlXZrKwsZs6cSVBQEF26dOHJJ5+0HevcuTM7duwAYNWqVTg4OJCUlATAO++8w4033gjAY489\nxs0338ysWbPw9vamX79+/PLLLwAsX76c66+/3vaYPXr04Oabb7Ztd+rUiV27dgGwb98+xo4di7+/\nP5GRkXzwwQeX9DxrEhMTw/Dhw7nllltYvny5bf+2bdsIDQ2t9MHhk08+YcCAAQAUFBQwa9Ys/Pz8\n6NOnD0uWLJGuH0I0R88+qxPm6Gg9lJYQbc2gQTBhAuTlwaOPmh2NqINWlywrZb/WUCdOnOCrr76i\nR48edb5mw4YNvPDCC3z77bccPHiQTZs2VTp+1113kZ2dzdGjR4mNjSUmJoZly5YBMGrUKGJjYwGI\nj4+nW7duxMfHA7rf8KgKd5t/8cUXTJs2jfPnz3Pdddcxd+5c22MklE3JeerUKYqLi/n+++8BOHz4\nMLm5ufTv35+8vDzGjh3L9OnTSU9P57333mPOnDns27evfi9WmZiYGKZPn860adP4+uuvSUtLA2DY\nsGF4enry3Xff2c5ds2YN06dPB2DRokUcO3aMo0ePsnHjRlauXNkquq8I0ar8/HP5pAxPPSVVZdF2\nPfMMODrC22/rkTFEs9bqkuXmYOLEiXh7e9OpUyeCg4NZtGhRna/94IMPmD17NpGRkbi7u7No0SJb\nNdVisfD+++/z9NNP4+HhQUREBPPnz+fdd98FdKIbFxcHwJYtW3jwwQdt21WT5REjRjBu3DiUUsyY\nMcNWLe7SpQteXl4kJiYSHx/PuHHjCAsL48CBA8THxzNy5EgAvvzyS7p06cLMmTNRSjFgwABuuumm\nBlWXExISOHbsGJMnT2bw4MF0796d1atX245PmTLFtp2dnc369euZOnWq7XVbuHChra/43dbpRYUQ\nzUN+PsycCaWlelrr4cPNjkgI8/Tqpae/tlhk3OUWoNUly4Zhv1Zfn332GVlZWcTFxbFv3z7S09Pr\nfO3JkycrdR+IiIiwraenp1NSUkKnTp0qHU9JSQF0srxlyxZOnz6NxWJh8uTJJCQkkJycTFZWFgMH\nDrRdFxISYlv38PCgoKAAi8Vie5zNmzcTHx9PdHQ00dHRxMbGVkq4k5OT+eGHH/Dz88PPzw9fX19W\nr15NamrqJb5a5WJiYhg7diy+vr4ATJ06lRUrVtiOT5s2jU8++YTi4mI+/vhjhgwZQocOHWyvm3Ud\nkC4YQjQ3Dz0ESUl65rKnnjI7GiHM9+ij4OUFX30FFb41Fc1Pq0uWmwNrJXjkyJHMmjWL+fPn1/na\n0NBQjlcYTiY5OdnWnSAgIABnZ2eSk5MrHQ8PDwegW7duuLu7s3TpUqKiovD09CQkJIQ33niDESNG\n1DmGqKgoYmNjSUhIYNSoUURFRREXF0d8fLwtWe7YsSPR0dFkZmaSmZnJ2bNnycrK4tVXX63zz6mo\noKCAtWvXEhcXR2hoKKGhobz00kvs3LmT3bt3AxAZGUlERATr169nzZo1TJs2zXZ9WFgYJ06csG0f\nO3asXnEIIRrBsWPw0kv6a+eYGHB3NzsiIcwXGFheVX7sMXNjERckyXIjmzdvHps2bbJ1c7iYyZMn\ns3z5cpKSksjLy+Pxxx+3HXNwcGDy5MksXLiQnJwckpOTefHFF5kxY4btnFGjRvHqq6/aktro6OhK\n27WpeOOctbKcn59PWFgYI0eOZMOGDWRkZDBo0CAArr32Wg4cOMDKlSspKSmhuLiYn3/+mf3799f5\ntanok08+wcnJiaSkJHbu3MnOnTtJSkpi5MiR1arLL7/8Mlu2bGHSpEm2/ZMmTWLx4sWcO3eOlJQU\nXnvttXrFIYRoBP/5j/66efJkPQmJEEL729+gfXuIj4eybpOi+ZFk2c6q3lQWEBDAzJkzeeKJJ+p0\nw9k111zDvHnzuOqqq+jZsyejR4+udPyVV17Bw8ODrl27EhUVxfTp05k9e7bt+KhRo8jJySGqbEas\nqtt1ibtHjx54eXnZrvHy8qJbt26MGDHCdp6npyfffPMN7733HmFhYYSFhbFgwQIKCwsv+hxrEhMT\nw6233kp4eDhBQUG2NnfuXFavXm3rIjJlyhTi4+MZPXo0fn5+tusfeeQRwsPD6dKlC2PHjmXSpEm4\nurrWKxYhhB0VFMCbb+r1u+4yNxYhmhsfH7j3Xr0u1eVmSzXnMXyVUkZN8ZXN321CRKKleP3113n/\n/ffZvHlznc6X95QQjWTFCrjlFhg8WI+GISNgCFHZuXPQuTOcP68rzGU30oumVZYH1PgflFSWRatw\n+vRptm7dimEY7N+/n+eff942rrQQwiSGAUuX6vW77pJEWYiatG8P99yj1+fMgdxcc+MR1UiybILF\nixfj5eWFt7d3pTa+lU/7evz48WrP27pd8ea8+igqKuKOO+7A29ubMWPGcMMNN3DnnXfaKXIhRL1s\n2wbbt4OfH0yZYnY0QjRf990HPXvqMZfvuKNhQ3IJu5NuGEIg7ykhGsWMGbBypb7j/5lnzI5GiOZt\nzx4YNkzP7Pfqq1A2WZhoGhfqhiHJshDIe0oIu0tNhY4d9SQkv/2m+2QKIS5szRqYNg3c3ODwYQgN\nNTuiNkP6LAshhGhab74JxcVw3XWSKAtRV1Onwg036FFkrFPDC9NJZVkI5D0lhF0VF0OXLpCSAhs3\nwpgxZkckRMuRmAiDBkl1uYlJZVkIIUTT+ewznShfdhlUGSteCHERAwdKdbmZkWRZCCGE/RhG+c18\nc+fKcHFC1Mcjj+jl66/DqVPmxiIkWW5Ks2fP5hHrP4Bm7Morr+Sdd94BYMWKFYyUAdKFEHX18cd6\n8pHQULj1VrOjEaJlGjgQJk7U1eUlS8yOps2TZNnOOnfujIeHB97e3oSFhTF79mzy8vLMDqtB6jJN\nt1XXrl3p27dvI0YjhGi2Skpg4UK9/vDD4OFhbjxCtGTW4tp//gOnT5sbSxsnybKdKaVYt24dWVlZ\nJCYmsmPHDhYvXmx2WE0iPj6etLQ0Dh8+zPbt280ORwjR1GJiYP9+6NoV/vIXs6MRomUbNKi8uix9\nl00lyXIjsI6qEBQUxLhx40hMTKzztTV1e3BwcODw4cOA7spx5513MnbsWLy9vbnyyis5fvw4AIsW\nLeLuu+8GoKSkBE9PTx544AEACgoKcHd359y5cwD88MMPXHHFFfj6+jJo0CDi4uIa9qTLYp84cSJ/\n+tOfWLFihW3/2rVrGTp0aKVzX3zxRSZOnAhAZmYm1113HT4+Pvzud7/j4Ycflq4fQrQ0hYWwaJFe\nf+IJcHExNRwhWgWpLjcLTmYHYG/qMfvdTGI82rChxE6cOMFXX33FmEscNqlqt4eq26tXr2b9+vUM\nGzaM+++/n2nTprFlyxZGjRrFvHnzAPjpp58ICQkhPj4egK1bt3LZZZfRvn17UlJSuPbaa1m1ahXj\nxo3j22+/5aabbmL//v34+/vX67nm5+fz4Ycf8v7775OXl8cdd9zBCy+8gJOTE9dddx233XYbv/32\nG926dQNgzZo13H///QDMmTMHLy8vzpw5w+HDhxk3bhydZVxWIVqWmBg4fhz69JGprYWwF2t1+dNP\n4bnndBNNTirLjWDixIl4e3vTqVMngoODWWStttRT1fF/x48fzxVXXIGzszNPPvkk33//PSkpKQwf\nPpyDBw9y9uxZ4uPj+ctf/kJKSgp5eXnEx8czatQoAFatWsX48eMZN24cAKNHj+byyy9n/fr19Y7x\no48+ws3NjXHjxjF+/HhKSkpYt24dAO7u7kyYMIE1a9YAcPDgQfbv38/111+PxWLh448/5vHHH8fV\n1ZXIyEhmzZpV7ziEECYoKYGnn9brCxeCg/xpEcJurPcBvPkmZGebG0sb1eoqyw2tBtvDZ599xpVX\nXsmWLVuYNm0a6enpeHt72+3xO3bsaFtv164dfn5+nDx5kvDwcC6//HJiY2OJj4/noYceYufOnSQk\nJBAXF2fropGcnMzatWv54osvAJ2Ml5SUMLoB46HGxMQwefJklFK4urpy4403smLFCiZMmADA1KlT\nue+++3jooYdYvXo1EydOxNXVldTUVEpLS+nQoUONz08I0QK8/76ePKF7d5g82exohGhdLr8crrgC\n/vc/WLEC7rrL7IjaHPn43wisleCRI0cya9Ys5s+fX+dr27VrV2n0jNM19FGy9lEGyMnJITMzk7Cw\nMACioqL47rvvSExMZOjQoURFRfH111/z008/ERUVBehkdObMmWRmZpKZmcnZs2fJzs62dYu4VCkp\nKXz33XesXLmS0NBQQkND+eijj1i/fj2ZmZkAXH311aSlpbFz507ee+89pk2bBkBgYCBOTk6cOHGi\nxucnhGjmLBZ46im9vmABODqaG48QrdE99+jlK6/of3OiSUmy3MjmzZvHpk2b2LVrV53OHzBgAHv2\n7GHXrl0UFhby2GOPVeuzvH79erZu3UpRUREPP/www4cPJzw8HIBRo0YRExND7969cXJyIjo6mrfe\neosuXbrY+iNPnz6dL774gm+++QaLxUJBQQFxcXGcPHmyXs8xJiaGXr16ceDAAXbu3MnOnTs5cOAA\nHTp0sHW9cHJyYtKkSdx///2cPXuWq6++GtA3L954440sWrSI/Px89u3bR0xMTL3iEEKY4NNPYe9e\n6NgRZswwOxohWqcbbtD/xg4ehA0bzI6mzZFk2c6qJrYBAQHMnDmTJ554ok7jFffo0YNHHnmE0aNH\n07NnzxpHhZg2bRqLFi3C39+fHTt2sHLlStuxP/zhDxQUFNj6J/fu3Rt3d3fbNkCHDh347LPPeOqp\npwgMDCQiIoLnnnsOS9mn1UsZVxng3XffZe7cuQQGBhIUFGRrd9xxR6VRMaZOncq3337L5MmTcajQ\np3Hp0qWcO3eO0NBQZs2axbRp03B1db2kGIQQJjAMePJJvf6Pf8gIGEI0FicnPSMmwMsvmxtLG6Sq\n3jzWnCiljJriU0pVu+mtrZg9ezYdO3bk8ccfNzuURrNgwQJSU1NZtmxZk/3MtvyeEqLevvoK/vQn\nCA6GI0fA3d3siIRovTIzdXU5Lw+2bIERI8yOqFUpywNqrBY2uLKslOqglPpOKbVHKbVbKXV32X5f\npdQ3Sqn9SqmvlVI+Fa55UCl1UCmVpJQa29AYRMu2f/9+du/eDcC2bdt4++23ufHGG02OSghxQRWr\nyvPnS6IsRGPz84P77tPr992n/w2KJmGPbhglwN8Nw+gDDAfmKqUuAxYAmwzD6AV8BzwIoJTqDUwG\nIoE/Av9Wl/q9fwu3ePFivLy88Pb2rtTGjx9/0WvNeqkSEhKqxWzdbqjs7GxuvPFGPD09mTp1Kvff\nfz/XXXedHaIWQjSa+Hh9d76vL/y//2d2NEK0Dfffr7/J+fFH+OADs6NpM+zeDUMp9SnwalkbZRhG\nqlIqBIg1DOMypdQCwDAM45my878CFhmG8WMNjyXdMESTkPeUEJfAMGDUKP1V8KJF8OijZkckRNvx\nxhtwxx16Wvm9e0Hu8bGLRu2GUeUHdQYGAj8AwYZhpAIYhnEaCCo7LRyoODZYStk+IYQQLcFHH+lE\nOSCgfEgrIUTTuPVW6N1bj23ehPf2tGV2m5REKeUJfAjcYxhGjlKqapmuXmW7irPfRUdHEx0dXd8Q\nhRBCNFRBgR75AuDxx6F9e3PjEaKtcXLS3+bcfDMsWQJ//aveJy5JbGwssbGxdTrXLt0wlFJOwJfA\nV4ZhvFy2LwmIrtANY7NhGJE1dMPYADwq3TCEmeQ9JUQdPfssPPAA9OkDiYnyR1oIM5SWQq9e8Ntv\n8N57OnEWDdIU3TDeAfZaE+UynwO3lK3PAj6rsH+KUspFKdUF6A5ss1McQgghGsu5c+UjYLzwgiTK\nQpjF0bH8G56nn5aRMRqZPYaOuwL4P+AqpdQOpdQvSqlrgGeAq5VS+4HRwNMAhmHsBdYCe4H1wJwa\ny8dCCCGal6VLISsLRo+GsTLqpxCmmjkTQkL0NzzffGN2NK2aTErSwjg4OHDo0CG6du1qdih1VnEi\nlbi4OKZPn87x48cvfmETasvvKSHqJDsbOnfWEyPExurRMIQQ5rJ2i4qOhs2bzY6mRWuy0TAEdO7c\nGQ8PD7y9vQkLC2P27Nnk5eXZ7fFbw5DUl/IcoqOj8fPzo7i4uBEjEkJc1Ouv60T5iisgKsrsaIQQ\noMc49/HRH2B/+MHsaFotSZbtTCnFunXryMrKIjExkR07drB48WK7PX5bqn4mJyeTkJCAg4MDn3/+\nudnhCNF25efD88/r9YceglbwoV2IVsHbG+bM0evPPGNuLK2YJMuNwJrQBgUFMW7cOBITEwFYv349\nffr0wdvbm44dO/LCCy9c9LGWLFlCWFgYHTp0YNmyZZWqsllZWcycOZOgoCC6dOnCk9Ybb9AV7h07\ndgCwatUqHBwcSEpKAuCdd96xTSf92GOPcfPNNzNr1iy8vb3p168fv/zyCwDLly/n+uuvtz1mjx49\nuLnCHbedOnVi165dAOzbt4+xY8fi7+9PZGQkH9hhZqGYmBiGDx/OLbfcwvLly237t23bRmhoaKUP\nDp988gkDBgwAoKCggFmzZuHn50efPn1YsmQJHTt2bHA8QrRZb78NqakwZAiMG2d2NEKIiu65R09M\n8umnUPZ3XthX60uWlbJfa6ATJ07w1Vdf0aNHDwD++te/8uabb5KVlcWvv/7KVVdddcHrN2zYwAsv\nvMC3337LwYMH2bRpU6Xjd911F9nZ2Rw9epTY2FhiYmJYVjZA+ahRo2zjB8bHx9OtWzfi4+MBiIuL\nY1SF/oZffPEF06ZN4/z581x33XXMnTvX9hgJCQkAnDp1iuLiYr7//nsADh8+TG5uLv379ycvL4+x\nY8cyffp00tPTee+995gzZw779u1r0OsXExPD9OnTmTZtGl9//TVpaWkADBs2DE9PT7777jvbuWvW\nrGH69OmAHpv72LFjHD16lI0bN7Jy5cpW0X1FCFMUFZVXrKSqLETzExysJyoBqS43ktaXLDcDEydO\nxNvbm06dOhEcHGybWMXFxYU9e/aQnZ2Nj48PAwcOvODjfPDBB8yePZvIyEjc3d1ZtGiRrZpqsVh4\n//33efrpp/Hw8CAiIoL58+fz7rvvAjrRjYuLA2DLli08+OCDtu2qyfKIESMYN24cSilmzJhhqxZ3\n6dIFLy8vEhMTiY+PZ9y4cYSFhXHgwAHi4+MZOXIkAF9++SVdunRh5syZKKUYMGAAN910U4OqywkJ\nCRw7dozJkyczePBgunfvzurVq23Hp0yZYtvOzs5m/fr1TJ061fa6LVy40NZv/O677653HEK0eTEx\ncOIE9O0LFb5pEkI0I/fdp4eTe/dd+LHatBWigVpfsmwY9mv19Nlnn5GVlUVcXBz79u0jPT0dgI8+\n+oh169YRERHBlVdeyQ8X6Yx/8uTJSt0HIiIibOvp6emUlJTQqVOnSsdTUlIAnSxv2bKF06dPY7FY\nmDx5MgkJCSQnJ5OVlVUpUQ8JCbGte3h4UFBQgMVisT3O5s2biY+Pt82gGBsbWynhTk5O5ocffsDP\nzw8/Pz98fX1ZvXo1qamp9X0JiYmJYezYsfj6+gIwdepUVqxYYTs+bdo0PvnkE4qLi/n4448ZMmQI\nHSzR/i4AACAASURBVDp0sL1u1nVAumAIUV8lJWC952LhQnBofX8yhGgVunaFe+8FiwVuuUXPtCns\nRv7nawTW6u/IkSOZNWsW8+fPB2DIkCF8+umnpKWlMWHCBCZPnnzBxwkNDa00xFpycrKtO0FAQADO\nzs4kJydXOh4eHg5At27dcHd3Z+nSpURFReHp6UlISAhvvPEGI0aMqPNziYqKIjY2loSEBEaNGkVU\nVBRxcXHEx8fbkuWOHTsSHR1NZmYmmZmZnD17lqysLF599dU6/5yKCgoKWLt2LXFxcYSGhhIaGspL\nL73Ezp072b17NwCRkZFERESwfv161qxZw7Rp02zXh4WFceLECdv2sWPH6hWHEG3ee+/B4cPQowdM\nmmR2NEKIC3n8cT2r3759ejpsYTeSLDeyefPmsWnTJnbt2sXq1avJysrC0dERLy8vHB0dL3jt5MmT\nWb58OUlJSeTl5fH444/bjjk4ODB58mQWLlxITk4OycnJvPjii8yYMcN2zqhRo3j11VdtSW10dHSl\n7dpUvHHOWlnOz88nLCyMkSNHsmHDBjIyMhg0aBAA1157LQcOHGDlypWUlJRQXFzMzz//zP79+y/5\n9QJ9s56TkxNJSUns3LmTnTt3kpSUxMiRI6tVl19++WW2bNnCpAp/yCdNmsTixYs5d+4cKSkpvPba\na/WKQ4g278UX9XLBAv0VrxCi+XJ3h+XL9TdAzz0HZTfri4aTZNnOqt5IFhAQwMyZM3nsscdYuXIl\nnTt3pn379rzxxhuV+uDW5JprrmHevHlcddVV9OzZk9GjR1c6/sorr+Dh4UHXrl2Jiopi+vTpzJ49\n23Z81KhR5OTkEFU2JmrV7bo8hx49euDl5WW7xsvLi27dujFixAjbeZ6ennzzzTe89957hIWFERYW\nxoIFCygsLLzIq1WzmJgYbr31VsLDwwkKCrK1uXPnsnr1alsXkSlTphAfH8/o0aPx8/OzXf/II48Q\nHh5Oly5dGDt2LJMmTcLV1bVesQjRZv38s/5j6+8PFb65EUI0Y7//Pdx9t+6O8c9/mh1NqyEz+IlW\n7/XXX+f9999n8wVmN5L3lBBV/PWvesi4v/+9fIxlIUTzl5EBXbroWTdlts06kxn8RJty+vRptm7d\nimEY7N+/n+eff942rrQQog7On4c1a/T67bebG4sQ4tL4++vRMUBXl6UQ1GCSLJts8eLFeHl54e3t\nXamNHz/e7NAa1fHjx6s9b+t2xZvz6qOoqIg77rgDb29vxowZww033MCdd95pp8iFaANWrYK8PIiO\n1jcMCSFalnvvhYAA2LoV1q0zO5oWT7phCIG8p4SwMQwYMAB279bV5SlTzI5ICFEfL76ou1FdcQWU\nTTAmanehbhiSLAuBvKeEsNmwAf74RwgKgmPH9DS6QoiWJycHwsMhKwsSE/WHYFEr6bMshBDi4gwD\nnnhCr993nyTKQrRknp4wa5ZelyFUG0Qqy0Ig7ykhANi8Ga66Cvz84OhR8PIyOyIhREPs2weRkeDh\noaetL5sVV1QnlWUhhBAX969/6eW990qiLERrcNllMHq0vmF3+XKzo2mxpLIsBPKeEsJWVfbxgeRk\nvRRCtHyffgo33ADdukFSEjg7mx1RsySVZVFvV155Je+88//bu/PwqKr7j+Pvk32b7AmEhMUV0fpT\nAamCCriAu4gVW+patVZtrV2oWquirdraFrW21dpaZdVabMWFVqwIuKHIqiKLggiBhOwLSSbLnN8f\n9yaGkAmELLPk83qeeXLnzL03557cM/nOmbP8HYCZM2dy6qmnBjhHItLtKiuhefXPn/5UgbJIODn/\nfCdQ/vxz+OtfA52bkKRguZsNGTKEhIQEkpOTGTBgANdccw01NTWBzla3abucd0cOPfRQvva1r/Vg\nbkSkW9x6q9OaPGIE3HZboHMjIt0pKgoeesjZvuceKC8PbH5CkILlbmaM4dVXX6WyspI1a9awevVq\nHnzwwUBnq9ctW7aMoqIitmzZwsqVKwOdHRHxZ8ECePppZ+aL2bP1Fa1IOLr4Yjj1VCguhgceCHRu\nQo6C5R7Q3Pc1OzubiRMnsmbNGgAWLlzIMcccQ3JyMgMHDmTGjBkdnqe9bg8RERFs2bIFgGuuuYYb\nb7yRCRMmkJyczPjx49m+fTsA06dP55ZbbgGgsbGRpKQkbnNbjOrq6oiPj6fc/XS5fPlyxowZQ1pa\nGieccAJLly7tchnMnDmTSZMmce655zJz5syW9Oeff54TTzxxr30ffvhhJk2aBEBpaSkXXHABKSkp\nfP3rX+euu+5S1w+RnlJRAc2rW/76186oeREJP8ZAc8zx6KOwdWtg8xNiogKdge5mlizptnPZceO6\ndPyOHTv4z3/+w5lnngnAddddx/z58xk9ejQVFRVsPYCbtW23h7bP582bx8KFCxk1ahTTpk1j6tSp\nvPXWW4wdO5Zbb70VgBUrVtC/f3+WLVsGwLvvvstRRx1Famoq+fn5nH/++cydO5eJEyfyxhtvcMkl\nl7Bx40YyMjIO6rpra2uZP38+//jHP6ipqeGGG25gxowZREVFccEFF3D99dfz+eefc9hhhwHw7LPP\nMm3aNABuuukmPB4Pu3fvZsuWLUycOJEhQ4YcVD5EZD/uuAN27YKTTgL3w7WIhKmRI+Hb33aWs3/o\nIXj88UDnKGSoZbkHTJo0ieTkZAYNGkS/fv2YPn06ADExMXzyySdUVVWRkpLC8ccf3+lzt52x4bzz\nzmPMmDFER0dz//33895775Gfn8/JJ5/M5s2bKSsrY9myZVx77bXk5+dTU1PDsmXLGDt2LABz587l\nvPPOY+LEiQCcccYZjBw5koULFx709b/wwgvExcUxceJEzjvvPBobG3nVXZs+Pj6eiy66iGeffRaA\nzZs3s3HjRi688EJ8Ph//+te/uO+++4iNjWXYsGFc1Tyhuoh0r/fegyeecPozPvkkROjfgUjYu/NO\np5X57393PijLAQm7d0c7bly3PQ7WggULqKysZOnSpWzYsIHi4mLACSJfffVVBg8ezPjx41m+fHmX\nr3fgwIEt24mJiaSnp7Nz507i4uIYOXIkS5YsYdmyZYwbN47Ro0fz9ttvs3Tp0pZgedu2bTz//POk\np6eTnp5OWloa77zzDgUFBQedp1mzZjFlyhSMMcTGxjJ58uS9umJ861vfagmW582bx6RJk4iNjaWo\nqIimpiby8vLavT4R6SYNDfDd7zor9k2bBsceG+gciUhvGDbM6b9cXw8PPxzo3ISMsAuWg0Fz6++p\np57KVVddxU9+8hMARowYwYsvvkhRUREXXXQRU6ZM6fA8iYmJe82k0V4A29xHGaC6uprS0lIGDBgA\nwGmnncbixYtZs2YNJ554IqeddhqvvfYaK1as4LTTTgOcYPTKK6+ktLSU0tJSysrKqKqqaukW0Vn5\n+fksXryYOXPmkJOTQ05ODi+88AILFy6ktLQUgLPOOouioiLWrl3Lc889x9SpUwHIysoiKiqKHTt2\ntHt9ItJNfvc7+PhjZzqpu+4KdG5EpDfdcYfz8/HHoawssHkJEQqWe9itt97K//73P9atW8e8efOo\nrKwkMjISj8dDZGRkh8ced9xxfPLJJ6xbtw6v18u99967T5/lhQsX8u6771JfX89dd93FySefTG5u\nLgBjx45l1qxZHH300URFRTFu3Dj+9re/ccghh7T0R7788st5+eWXWbRoET6fj7q6OpYuXcrOnTsP\n6npnzZrF0KFD2bRpE2vXrmXt2rVs2rSJvLy8ltbkqKgoLr30UqZNm0ZZWRlnnXUW4AxenDx5MtOn\nT6e2tpYNGzYwa9asg8qHiPjx2Wdw773O9hNPQHx8YPMjIr1r5Eg46yyorobHHgt0bkKCguVu1jaY\nzczM5Morr+Tee+9lzpw5DBkyhNTUVJ588knmzZvX4bmOOOII7r77bs444wyOPPLIdmeFmDp1KtOn\nTycjI4PVq1czZ86cltdGjx5NXV1dS5eLo48+mvj4+JbnAHl5eSxYsIAHHniArKwsBg8ezO9+9zt8\nPl+717M/s2fP5uabbyYrK4vs7OyWxw033LBPV4w33niDKVOmENGqr+Rjjz1GeXk5OTk5XHXVVUyd\nOpXY2NhO5UFE/LAWvvc98Hrh8svBHXwsIn3Mz3/u/HzkEWdWHOmQlrsOYddccw0DBw7kvvvuC3RW\nesztt99OYWEhTz/9dI/+Ht1T0ifMng1XXgnp6bBhA2RlBTpHIhIo48bB0qVw333qjoWWu5YQsnHj\nRj766CMAPvjgA5566ikmT54c4FyJhIHiYvjxj53t3/9egbJIX+fO1MWMGWpd3g8FywH24IMP4vF4\nSE5O3utx3nnn7ffYznaR6C5vv/32Pnluft5VVVVVTJ48maSkJL71rW8xbdo0Lrjggm7ItUgfN22a\nEzCPHw+aklFExo2DsWOd5a//8IdA5yaoqRuGCLqnJMwtXgxnnOEsab1uHRx5ZKBzJCLBYMkS5wO0\nxwOrVzsz5PRR6oYhItJXVVTAd77jbP/iFwqUReQr48bBJZdAVRVceinU1QU6R0FJwbKISDi76SbY\ntg1GjICf/SzQuRGRYPPUU3DooU7L8o9+FOjcBCV1wxBB95SEqblznSniEhKcf4RqVRaR9qxaBaNH\nO9NKvvgiXHRRoHPU6zrqhhGSwfKQIUPYtm1bAHIk4Wrw4MF88cUXgc6GSPfZuhWOPx4qK+Gvf4Xr\nrgt0jkQkmP3hD/DDH0JeHqxf7/Rj7kPCLlgWEZEONDY6o9zffRcmT4b58yFAs+eISIhoanJalz/4\nwAmaH3kk0DnqVT0+wM8Y85QxptAYs65VWpoxZpExZqMx5jVjTEqr1+4wxmw2xnxqjJnQHXkQERHX\nAw84gXJuLjz5pAJlEdm/yEj4y1+cn489Bh9+GOgcBY3uGuD3NDCxTdrtwP+stUOBxcAdAMaYo4Ep\nwDDgHODPJlATBouIhJt333VW5DIGZs2CjIxA50hEQsXxxzuD/Hw+uP5651sq6Z5g2Vr7NlDWJvki\nYKa7PROY5G5fCDxnrW201n4BbAZGdUc+RET6tJISuOwy5+vUn/4UTj890DkSkVAzfToMHgxr1mix\nEldUD54721pbCGCtLTDGZLvpucB7rfbLd9NERORgWQtXXw07dsBJJ8H99wc6R9JDiuvrWVhaynav\nF4AYYzg0Pp4j4uM5KiGBmIiO28F81lLv82GMIXY/+0oflJgIf/4znHce3HWXMw/z4MGBzlVA9WSw\n3JZG6omI9JQZM+CVVyAtDZ57DqKjA50j6YTKxkY+q62lvLGR8sZGKtyfrbcrmprY5fWyoqoKn5/z\nxEVEMCIpiUPi42ndv7HRWrbW1bGhpoZy96t1AxwSF8fRiYlkRUeTGBlJYkQEiZGRpEVFMTQhgaMS\nEmiwluKGBlKiojgyPh71nOwDzj0XpkyB55+H730PXn0V+vAHq54MlguNMf2stYXGmP7Abjc9HxjY\nar88N61d06dPb9keN24c48aN6/6cioiEsuXL4fbbne1nnunzrUDBprC+nlVVVXy8Zw+ba2vZ6fVS\n2NCAwWkV3lVfz5ZOrJwWbQxnpqYy3OMhAtjT1MTnbiD8WW0t71RW8k5lZYfniDGGRmvZUlfXqd+d\nERXFCI8HT2QkCZGR5MTEMCgujqMSEhjl8eCJ6s02OOlRjzwCixbBf/8L06bB738f6Bx1qyVLlrBk\nyZID2rfbpo4zxgwBXrbWHus+/w1Qaq39jTHmNiDNWnu7O8BvLvB1nO4XrwNHtDdHnKaOExHZj9JS\nOOEE+PJLZ2DOjBmBzlGf02QtX7rB6qc1NXxZV0cTUNvUxHuVlayvqdnvOWKM4ciEBDKjo0mJjCQ1\nKorUqChS3J+tt0d4PKT4CUpLGxr4oLKS3Q0Ne6UbaAlqs6OjMcZQ7/OxubaWT/fsoaKpiT2tHkUN\nDayvqWFTTQ3xERFkRkezs76eXfX1fq8hAhiakEBGdDTJkZE0Wkudz0debCyTs7I4Jz2dhMjITpSs\nBNzixXD22dDQAI8+CrfcEugc9Zgen2fZGDMPGAdkAIXAPcCLwD9xWpG3AVOsteXu/ncA1wINwA+t\ntYv8nFfBsoiIP9bCxRfDggUwahS89RbExAQ6V2Gv3udjeWUlC0tKeL2sjPU1NdT5/HWMgISICE70\neDg2KYmjEhLIi42lX3Q0Ecbg9flaujxEB/nX3NZavqir45M9e6j1+djT1ER+fT3b6upYU13N6upq\nGvfzPzvKGGKMYaTHwwUZGZzg8RAJJEZGclRCglqmg9Hs2XDllc4MOy+9BOefH+gc9QgtSiIiEo6e\neAJuvBFSUpyR60OGBDpHYamysZH3Kit5q7yctysqeL+qap/geEBMDEclJDAsIYFD4uOJNoZIYzgu\nMZFRycn7HXQXDmqamtjs9ruuamwkyh1A+GFVFfOLivigqmq/5xgUG0t8RASN1pIXG8v5GRmck5HB\n0Ph4ovpAGQatX/4S7r4bkpPh/ffhqKMCnaNup2BZRCTcbNzodL+orXUG9F12WaBzFDYqGht5s6yM\nxeXlvFVRwbrq6n0G1A1LSOCc9HTOSU9nVHIyyWoR3S+ftTRZS2VTE2+UlfFKSQk7vF6arKW8sZEN\nNTXU+/mfH2UMh8fHc2lWFj/IzSVL36D0LmudAX/z58PQoU7AnJKy/+NCiIJlEZFwUl/vLEu7ciVc\ncYWz+IgctEafjw+rqlhUVsai0lKWV1bS1Or1KLfbwCkpKZySksKY5GQyFax1u0afj611dTRaS4Qx\nrKmu5uXiYpZVVLRMkwcQHxHBCI+HkoYGmqxldEoKZ6Smcn5GBqmaBabnVFfDySfDxx/DWWc5s++E\nUT1QsCwiEk5uucVZjnbwYFi7NuxaeHrDF7W1LcHxG+XlLdOpgRMcn5yczJlpaZyWksKo5GQNTAuw\nPU1NfFBZyYwdO3ilpKTdfeIiIrg4M5Nr+vfn9LQ0IjXFXffbssUJmHfvdr7NmjvXWR47DChYFhEJ\nFzNnOouPREfDsmXOAiSyXyUNDbxTUcHrZWW8VlrK5travV4/Ij6eCWlpTEhPZ1xqqrpVBLFNNTXk\ne71kRUfjtZYl5eUsLCnhzfLylgUdBsbGMjkzs+VDzvCkJCakp+vv2h1WrYJx46Cqyvng/uijgc5R\nt1CwLCISDlauhDFjwOuFJ5+E668PdI6CVnlDA4vLy1lUWsqS8nI2tgmOUyIjOdMNjs9KS+OQ+PgA\n5VS6y7a6OmYWFPBMQQFb25k7OsoYxqemMjU7m8lZWQqcu+L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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = None\n", "for v in ['Rl_downwell_Avg', 'Rl_upwell_Avg', 'Rs_downwell_Avg', 'Rs_upwell_Avg']:\n", " pv = pd.pivot_table(radiation_df, \n", " index=radiation_df.index.time, \n", " columns=radiation_df.index.month, \n", " values=v)\n", " df_rad = pd.DataFrame(pv.mean(axis=1), columns=[v])\n", " df = pd.concat([df, df_rad], axis=1)\n", "df.plot(figsize=(12,5), linewidth=2)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bar plots\n", "[Cycle plots](#Diurnal-and-Annual-Cycle-plots) | [Bar plots](#Bar-plots) | [Resampling](#Resampling) | [Filtering](#Filtering) | [Scatter plots](#Scatter-plots)\n", "\n", "Calculate monthly accumulated rainfall across the period of record. Be careful when summing across period of record that the data is comprehensive enough to justify that type of action. You shouldn't do this for Broadmead because the there are lots of months of incomplete data." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_url = 'http://hydromet-thredds.princeton.edu:9000/thredds/dodsC/MonitoringStations/butler.nc'\n", "ds = xr.open_dataset(data_url)\n", "\n", "# convert to a pandas.dataframe object\n", "df = ds['Rain_mm_3_Tot'].to_dataframe()\n", "\n", "# pivot the data to make the index the accumulated rainfall and the columns the years. \n", "pv = pd.pivot_table(df, index=df.index.month, columns=df.index.year, values='Rain_mm_3_Tot', aggfunc='sum')\n", "\n", "# take the mean across the columns (years) and then plot it as a bar graph\n", "pv.mean(axis=1).plot.bar(figsize=(12,5))\n", "plt.ylabel('Accumulated Rainfall (mm)')\n", "plt.xlabel('month')\n", "plt.title('Monthly Accumulated Rainfall across period of record')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Resampling\n", "[Cycle plots](#Diurnal-and-Annual-Cycle-plots) | [Bar plots](#Bar-plots) | [Resampling](#Resampling) | [Filtering](#Filtering) | [Scatter plots](#Scatter-plots)\n", "\n", "Say we want to find the rainiest days on the green roof. To do this we need to calculate the total rainfall for each day on record. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "time\n", "2011-08-29 187.442\n", "2011-08-15 133.860\n", "2014-05-01 70.614\n", "2013-11-28 70.360\n", "2011-07-04 65.534\n", "dtype: float64" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_url = 'http://hydromet-thredds.princeton.edu:9000/thredds/dodsC/MonitoringStations/butler.nc'\n", "ds = xr.open_dataset(data_url)\n", "\n", "# resample to a daily time scale by summing across time (other units are 'min', 'H')\n", "ds_rain = ds['Rain_mm_3_Tot'].resample('1D','time', how='sum', label='right')\n", "\n", "# convert to a pandas.Series object and then sort so that the largest values are at the top\n", "wettest = ds_rain.to_pandas().sort_values(ascending=False)\n", "\n", "# print the top 5 values\n", "wettest.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Filtering\n", "[Cycle plots](#Diurnal-and-Annual-Cycle-plots) | [Bar plots](#Bar-plots) | [Resampling](#Resampling) | [Filtering](#Filtering) | [Scatter plots](#Scatter-plots)\n", "\n", "If we are only interested in times when there is rainfall and the soil moisture is above a certain threshold, we can filter the dataset before we load it all into memory." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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Rain_mm_3_TotVW
count740.000000740.000000
mean1.8209220.313249
std2.5857750.009423
min0.2540000.301000
25%0.2540000.305000
50%0.7620000.311000
75%2.0320000.321000
max34.2900000.347000
\n", "
" ], "text/plain": [ " Rain_mm_3_Tot VW\n", "count 740.000000 740.000000\n", "mean 1.820922 0.313249\n", "std 2.585775 0.009423\n", "min 0.254000 0.301000\n", "25% 0.254000 0.305000\n", "50% 0.762000 0.311000\n", "75% 2.032000 0.321000\n", "max 34.290000 0.347000" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_url = 'http://hydromet-thredds.princeton.edu:9000/thredds/dodsC/MonitoringStations/butler.nc'\n", "ds = xr.open_dataset(data_url)\n", "\n", "# use the where command to filter data as it comes in and drop all the times at which the criteria aren't met\n", "rain_on_wet_soil = ds.where((ds['Rain_mm_3_Tot']>0) & (ds['VW']>.30)).dropna('time')\n", "\n", "# check out what these times look like\n", "rain_on_wet_soil.to_dataframe()[['Rain_mm_3_Tot', 'VW']].describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scatter plots\n", "[Cycle plots](#Diurnal-and-Annual-Cycle-plots) | [Bar plots](#Bar-plots) | [Resampling](#Resampling) | [Filtering](#Filtering) | [Scatter plots](#Scatter-plots)\n", "\n", "One classic use of scatter plots would be to compare the methods of measuring rainfall. The Parsivel Disdrometer records rain intensity (mm/hr) every 30 seconds by counting an measuring drops passing through its laser beam. Tipping bucket gages on the other hand accumulate rain over the period of collection and when the bucket reaches a certain level (in this case 0.01 inches) the bucket tips and empties. The recorded data is essentially tips per frequency of observation. \n", "\n", "In order to compare these dataset we will need to resample the disdrometer data to match the time step of the tipping bucket gages. We will also need to go from rate (mm/hr) to accumulation (mm) so we will by 60. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data_url = 'http://hydromet-thredds.princeton.edu:9000/thredds/dodsC/MonitoringStations/broadmead_parsivel.nc'\n", "ds = xr.open_dataset(data_url)['rain_intensity']\n", "\n", "# resample to match time step and divide by 60 to convert from rate to accumulation/\n", "df_parsivel = ds.to_pandas().resample('1min', label='right').mean()/60\n", "df_parsivel.name = 'parsivel'\n", "\n", "data_url = 'http://hydromet-thredds.princeton.edu:9000/thredds/dodsC/MonitoringStations/broadmead_1min.nc'\n", "ds= xr.open_dataset(data_url)[['Rain_1_mm_Tot', 'Rain_2_mm_Tot']]\n", "df_tipping = ds.to_dataframe()[['Rain_1_mm_Tot', 'Rain_2_mm_Tot']]\n", "\n", "# join the datasets and only keep the time steps when data is availble for every variable (how='inner')\n", "df = df_tipping.join(df_parsivel, how='inner')\n", "\n", "# change the names of the columns to something more descriptive\n", "df.columns = ['tipping_1', 'tipping_2', 'parsivel_1min']" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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7ksq8OrRu3ZWce+6qNqyFIUlS9bJ83MXU3ITvOapC0qy88tRFqr46tGHDRs47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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(ncols=2, nrows=1, figsize=(14,6))\n", "df.plot.scatter('tipping_1', 'parsivel_1min', ax=axes[0])\n", "df.plot.scatter('tipping_2', 'parsivel_1min', ax=axes[1])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At the one minute frequency it is hard to see anything other than the tips. To get away from the limitations of the minimum sample size, we can resample again to get hourly accumulation and then we can compare these." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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wpyRJjZjPKnM/AYZIgmDf1PEY4/cOqYAQngbcDKyIMe4JIWwE/k+M8W9nneeVN0lKWZZH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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_hourly = df.resample('1H', label='right').sum()\n", "fig, axes = plt.subplots(ncols=2, nrows=1, figsize=(14,6))\n", "df_hourly.plot.scatter('tipping_1', 'parsivel_1min', ax=axes[0])\n", "df_hourly.plot.scatter('tipping_2', 'parsivel_1min', ax=axes[1])\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }