{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[](https://colab.research.google.com/github/ksachdeva/rethinking-tensorflow-probability/blob/master/notebooks/04_geocentric_models.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 4. Geocentric Models" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Install packages that are not installed in colab\n", "try:\n", " import google.colab\n", " %pip install watermark\n", " %pip install git+https://github.com/ksachdeva/rethinking-tensorflow-probability.git\n", "except:\n", " pass" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%load_ext watermark" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Core\n", "import numpy as np\n", "import arviz as az\n", "import pandas as pd\n", "import tensorflow as tf\n", "import tensorflow_probability as tfp\n", "\n", "from scipy.interpolate import BSpline\n", "\n", "# visualization\n", "import matplotlib.pyplot as plt\n", "\n", "from rethinking.data import RethinkingDataset\n", "from rethinking.data import dataframe_to_tensors\n", "from rethinking.mcmc import sample_posterior\n", "\n", "\n", "# aliases\n", "tfd = tfp.distributions\n", "tfb = tfp.bijectors\n", "Root = tfd.JointDistributionCoroutine.Root\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "numpy : 1.21.5\n", "tensorflow : 2.7.0\n", "tensorflow_probability: 0.15.0\n", "arviz : 0.11.4\n", "scipy : 1.7.3\n", "pandas : 1.3.5\n", "rethinking : 0.1.0\n", "\n" ] } ], "source": [ "%watermark -p numpy,tensorflow,tensorflow_probability,arviz,scipy,pandas,rethinking" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# config of various plotting libraries\n", "%config InlineBackend.figure_format = 'retina'" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# a function to plot the density using arviz plot_kde function\n", "def plot_density(positions, x_label=\"Position\", y_label=\"Density\"):\n", " az.plot_kde(positions)\n", " plt.xlabel(x_label)\n", " plt.ylabel(y_label)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.1 Why normal distributions are normal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.1.1 Normal by addition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.1\n", "\n", "This snippet is showing the notion of \"Normal distribution by Addition\"" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 266, "width": 400 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "u1 = tfd.Uniform(low=-1.0, high=1.0)\n", "pos = tf.reduce_sum(u1.sample(sample_shape=(16, 1000)), axis=0)\n", "\n", "plot_density(pos.numpy())\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.1.2 Normal by multiplication" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.2 & 4.3\n", "\n", "This snippet is showing the notion of \"Normal distribution by Multiplication\"" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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uVrpuOacwXP79wrfV/rk9AACIv6RMSMwsV9KTkmb5L/3aOfe1WJ7Dn52rfsrgcWZ2XjOxjJB0oV983jnHGBKgBU+va1h75PLTaB2Jhw+dM0J5Wd4ik5sPlejlzYcDjggAgOYlXUJiZlmSHlNDq8Q9kj7bjuPMNTPnP+5rptovJdVP5v8rM+t2yjEyJP1BUv3y0j9uaxxAKtlbVK7Ve4olSRlppvmTBgQbUBfVq1uW3n/W8HD5Dwu3BxgNAAAtS7qERNJDki73t5dK+pWkyWZ2WnOP9p7IObdN0g/84nRJS83sA2Z2hpldK+llSZf57z/gnHulvecCUsGCiNaR2WP6qmdeazNqo70+OmekMtO9tV3e2Hlcy3ceDzgiAACalhF0AO1wfcT2OZJWR7FPR1Zc+x9JfSV9QtIUSQ82UecJSR/rwDmAlPBMREJyBd214mpQQa6umTZEj6zwJgz8w6K3dXdh74CjAgDgnZKxhaRTOc8nJV0ir6vYPnkrtx+UN6j+Pc65a5xzVS0cBkh5h05WasWuIklSeprpkskkJPF2+wWjw9svbjqsHUfLAowGAICmJV0LiXOuI60dkcdZqDa0nDjnnpe33gmAdnhxY8PA6rMKe4enpkX8jOmfrwsn9NdLmw7LOene13boO1e3uxcrAABxQQsJgE7x4sZD4e2LGczeaT5y3sjw9iPL9+pEeU2A0QAA8E4kJADirqK6Tou3HQ2XL57YP8BoUsvs0X00YWB3SVJFTZ0eemN3wBEBANAYCQmAuFvy9lFV1YYkSaP7ddOIPt1a2QOxYmaNWkn+smSnaupCAUYEAEBjJCQA4u7FTQ3jRy6eSHetznbVtMHqm58tSTp4slJPrz0QcEQAADQgIQEQV845vRQxoP0iEpJOl52Rrg/OGhEu37N4h5xzAUYEAEADEhIAcbV+/0kdPFkpSSrIzdSM4T2DDShF3TxruLIyvB/5a/aeCE/BDABA0EhIAMRV5HS/88b3U0Y6P3aC0Cc/W9dOGxIuP/g6g9sBAImBvwwAxNWLmxqm+72Q7lqBujmi29Z/1h7Q8bLqAKMBAMBDQgIgbg6frNSavSckeauzXzCuX8ARpbYpQwt0+tACSVJ1bUiPrtgTcEQAAJCQAIijlyJm1zqzsJcKcjMDjAaSdFNEK8lDr+9WKMTgdgBAsEhIAMQN0/0mnndPHazuORmSpJ3HyrXk7WMBRwQASHUkJADioro2pCURq7PPm8Dq7IkgNytd188YGi4/+PquAKMBAICEBECcrNxdpLLqOknS0F65GtWX1dkTxU1nDw9vP7fhkA750zIDABAEEhIAcfHKliPh7fPH9ZOZBRgNIo0d0F1nj+wtSaoLOf39TQa3AwCCQ0ICIC5e2RqRkIxldq1EEzm4/eE3GNwOAAgOCQmAmDtSUqV1+05KkjLSTLPH9Ak4Ipzq0skD1CvPm/Vs/4lKLd3O4HYAQDBISADE3OJtDa0jM4b3Uo8cpvtNNNkZ6bo6YuX2x1bsDTAaAEAqIyEBEHOvbGmYXev8cX0DjAQtuWFmw2xbT687oJLKmgCjAQCkKhISADEVCjm9urXxgHYkpsmDe2jCwO6SpMqakJ5ZezDgiAAAqYiEBEBMbThwUkdLqyVJvbtl6bTBBQFHhOaYWaNWkkfptgUACAAJCYCYWhQx3e+csX2VlsZ0v4ns6mlDlO5fozd2HteuY2UBRwQASDUkJABiqtH6I0z3m/D6dc/W3Ihudf9+a3+A0QAAUhEJCYCYKa2q1YpdReHyHAa0J4WrpzfMtvXE6v1yjjVJAACdh4QEQMwsffuYav0F9iYO6qH+3XMCjgjRuHhif+VmpkuSth0u1cYDJQFHBABIJSQkAGLmtW0R0/2OpXUkWeRlZeiSyQPC5SdW7wswGgBAqiEhARAzS95uSEhmjyEhSSZXnT44vP3U6gMKhei2BQDoHCQkAGLiSEmVthwqlSRlppvOLOwVcERoizlj+6lnXqYkaV9xhVbsLmplDwAAYoOEBEBMRLaOTB/WS3lZGQFGg7bKykjT5acNCpeZbQsA0FlISADExJJtx8Lbs8f0CTAStFdkt61n1x+k2xYAoFOQkACIidciWkjOZfxIUjprZG/16ZYlSTpcUqVVe4qDDQgAkBJISAB02J7j5dpbVCFJystK1+lDewYbENolPc00f1LDbFsL1h0IMBoAQKogIQHQYZHT/Z5Z2FtZGfxoSVaXnjYwvL1g/UEWSQQAxB1/NQDosNfebhg/ci7jR5LauaP7qnu2NyHBnuMV2nDgZMARAQC6OhISAB3inNPSyPVHRjN+JJllZaTpoon9w+UF6w4GGA0AIBWQkADokC2HSnW0tFqS1CsvU5MG9Qg4InTUZZHdtkhIAABxRkICoEMix4+cM7qP0tIswGgQC+eP66ecTO/Xw9bDpdp2uDTgiAAAXRkJCYAOiVwQ8Ry6a3UJeVkZmjuuodvWs+tpJQEAxA8JCYB2q60L6fXtx8Plc0czoL2roNsWAKCzkJAAaLe1+06opKpWkjSoIEcj+3YLOCLEyrwJ/ZWZ7nW/W7vvhPYWlQccEQCgqyIhAdBuSyKm+509uq/MGD/SVRTkZjbqgvfypsMBRgMA6MpISAC0W+SAdtYf6Xoujpj+90USEgBAnJCQAGiXypo6Ld9VFC6z/kjXM298Q0Ky9O1jqqiuCzAaAEBXRUICoF1W7ipSdW1IkjSqXzcNLMgJOCLE2rDeeRrbP1+SVFUbajSjGgAAsUJCAqBdXov44/RcWke6rAsn0G0LABBfJCQA2uW1bQ0D2hk/0nVFJiQvbzos51yA0QAAuiISEgBtdrKyRmv2FkuSzKRZo0hIuqqZI3qpR06GJOnAiUptOlgScEQAgK6GhARAm72547hC/hflkwf3UM+8rGADQtxkpKfp/HH9wuWX6LYFAIgxEhIAbbZse+P1R9C1XRQx/S8JCQAg1khIALTZ6zuOh7fPHtk7wEjQGS4Y11/1a16u2l2k42XVwQYEAOhSSEgAtMnJyhqt23dCkpRm0hmFJCRdXe9uWZo+rKckKeSkRVtoJQEAxA4JCYA2Wb6zYfzIpME9VJCbGWxA6BQXTRwQ3n5p05EAIwEAdDUkJADa5PXtDd21Zo1kdq1UEblq+ytbjqi2LhRgNACAroSEBECbRA5oP5vpflPGxEHdNaBHtiTpREWNVu89EXBEAICugoQEQNRKKmu0bv9JSd76I2cxfiRlmJkuiJj+d9FmxpEAAGKDhARA1JbvKlKdP4Bk4sAeKshj/EgqmRvRbWvhFsaRAABig4QEQNQajR+hu1bKOXdMX6WnefP/rtl7QkdLqwKOCADQFZCQAIha5PiRWaPorpVqCnIzNWN4z3D5FVpJAAAxQEICICplVbVa668/YiadxYKIKalRt63NJCQAgI4jIQEQlcjxIxMG9lDPvKyAI0IQIge2v7r1SPj/BAAA7UVCAiAqjab7pXUkZU0e3EP9unvT/xaV12jN3uJgAwIAJD0SEgBReb3R+BEGtKeqU6f/pdsWAKCjSEgAtKq8ulZrIhbCY/xIaps7PiIhYWA7AKCDSEgAtGrFriLVhsePdFfvbowfSWXnjekrf/ZfrdlbrGNM/wsA6AASEgCtYvwIIvXMy9L04b0kSc5Jr249GnBEAIBkRkICoFUsiIhTzW00juRwgJEAAJIdCQmAFlVU12l1xExKjB+B1Hg9kle2HlWI6X8BAO2UlAmJmfU0s/lm9t9m9oSZ7Tcz5z8WxugccyOO2drjvlicE0hEK3cXqabO+2Nz3IB89cnPDjgiJILJg3uob743luh4WXV40UwAANoqI+gA2mmVpMKggwBSwTKm+0UT0tJM54/rp3+u3CfJm/739GE9gw0KAJCUkrKFRJJFbB+S9FScz3ebpCktPP47zucHAhM5fuTskSQkaBDZbWvhFsaRAADaJ1lbSH4jaYekN5xzeyTJzOLZgXmHc25dHI8PJKSK6jq9tac4XD57FONH0GCOP/1vyElv7SlWUVm1ejElNACgjZKyhcQ59xPn3GP1yQiA+Fi1u0jVdSFJ0pj++erL+BFE6NUtK9xNyznpla0skggAaLukTEgAdI5lOyKn+6V1BO80d1xDt61FrNoOAGgHEhIAzWq8ICLjR/BOc8c3rEfyypYjTP8LAGgzEpLofM/MdppZlZkVmdkaM/uNmU0JOjAgXiprGD+C1k0ZUqA+/riRo6XVWr//ZMARAQCSDQlJdGZLGiEpS1JPeTNr3SFpjZn90swyA4wNiItVu4tVXeuNHxnVr5v6d88JOCIkovrpf+uxajsAoK2SdZatznJQ0j8lLZa0XVKNpMGSLpU3FXCepDslFUi6NdqDmtmKZt6a0IFYgZh6fQfrjyA6F4zrp8dX+euRbDmiz1w0NuCIAADJhISkeW9KGu6cqznl9ZWSnjKz30h6QdJQSbeY2SPOuf90dpBAvLAgIqJ1/rh+MvNm2lq1u0jF5dXqmcf0vwCA6NBlqxnOubImkpHI9zdLujnipTvbcOyZTT0kbepAyEDMVNbUadXu4nB51kjGj6B5vbtlaerQnpK8NUkWbzsabEAAgKRCQtIBzrlFkjb6xfPNjM8TXcLqPcWqqh8/0reb+vdg/AhaNrfROBKm/wUARI8/oDtuvf+cI4l+LegSlm1vWH+E2bUQjcjpfxcx/S8AoA1ISDqO37rochjQjraaOrSneuV5Ew4eKanShgNM/wsAiA4JScdN9p+rJB1rqSKQDKpq67RiV1G4zIKIiEb6KdP/smo7ACBaJCQdYGZzJE3yi4udc6Eg4wFiYc3eE+HxI4V98jSwgPEjiM4FrEcCAGiHlExIzKzQzJz/WNjE+73MbF4rxxgv6cGIl34b4zCBQCx7u6Ghj9YRtEVkC8nK3cU6UdHsRIUAAIQl5TokZjZN0rRm3h5oZree8toC59zBNpyiQNJLZrZO0r8krZC0X97CiEPUeGFESXrYOfd4G44PJKzXdzQMaJ81mgHtiF7f/GxNHVqgNXtPqC7k9Nq2o7piyqCgwwIAJLikTEgkXSPpW828N17Svae8Nk/equttdZr/aI6T9BtJX2rHsYGEU10b0vJdETNs0UKCNpo7rp/W7D0hyeu2RUICAGhNSnbZisJ+STdK+qmkVyRtl3RSXgvJMUmv++9Nds7d6ZyrDipQIJbW7C1WZY03fmREnzwN7pkbcERINheM7x/eXrTliJxjIkIAQMuSsoXEOXeXpLs6sP9OSdbC+9WSHvUfQMpYtj1iul9aR9AO04b1VEFupk5U1OjQySptPFCiSYN7BB0WACCB0UICICxyQUTGj6A90tNMc8b2DZcXbmG2LQBAy0hIAEjy1h9h/AhiYW5Et62Fm1mPBADQMhISAJK89UcYP4JYiFyPZOWuIp2sZPpfAEDzSEgASGq8/gjjR9AR/bpn67Qh3riR2pDTkm1HA44IAJDISEgASJKW7YhISBg/gg6aO66h29bLm+i2BQBoHgkJAFXV1mnFrqJwmfEj6Kh5Exq6bb2w8ZDqQkz/CwBoGgkJAMaPIOamD+ulft2zJUnHyqr15s7jrewBAEhVJCQAGD+CmEtLM106eUC4vGDdwQCjAQAkMhISAI3Gj5wzmoQEsXHZ5EHh7QXrDipEty0AQBNISIAU947xI6MY0I7YOHtUb/XMy5QkHTxZqdV7i4MNCACQkEhIgBQXOX6ksE+eBhUwfgSxkZmepvkT6bYFAGgZCQmQ4hqNHxlFdy3E1mWnDQxvP7PuoJyj2xYAoDESEiDFLd1OQoL4OW9sX+VnZ0iSdh8v1/r9JwOOCACQaEhIgBTG+BHEW3ZGuuZPaui29e/V+wOMBgCQiEhIgBS2es8JVdUyfgTxddXpg8PbT67ez2xbAIBGSEiAFLaM7lroBOeO6RuebevAiUqt2F3Uyh4AgFRCQgKkMBISdIasjDRdflrDmiT/fotuWwCABiQkQIpi/Ag6U2S3rafXHlBtXSjAaAAAiYSEBEhRjB9BZzprZG8N6JEtSTpWVq3XIqabBgCkNhISIEXRXQudKT3NdOXUhlaSx1bsDTAaAEAiISEBUtRSFkREJ7t+xtDw9oL1B3WivCbAaAAAiSKmCYmZXWdm6bE8JoDYq6ypazTTEQkJOsOkwT00ZUiBJKm6NqQnVu8LOCIAQCKIdQvJo5J2mdl3zGx4jI8NIEaW7yxStT9+ZHS/bhpYkBNwREgV7zmjoZXkH8v3BBgJACBRxDoh+a2kPEnfkPS2mT1pZleamcX4PAA6YPG2o+Ht88b0DTASpJqrpg1Rdob3q2fdvpNav/9EwBEBAIIW04TEOfcZSYMl3SZpuaR3SXpCXqvJ/5jZ4Jb2B9A5lrzdkJDMJiFBJyrIzdRlpw0Mlx9ZzuB2AEh1MR/U7pyrdM7d55w7R9JUSb+TlC/pLkk7zexxM7ss1ucFEJ0T5TVau8/7VjrNGD+CzvfeM4aFtx9ftU+VNXUBRgMACFpcZ9lyzq2LaDX5sKRDkq6S9B8z22FmXzKzbvGMAUBjS7cflXPe9pQhBSrIzQw2IKScWaP6aGgvb92bExU1en7DoYAjAgAEKe7T/voJx4ckfUbSEEkmabWkPpJ+JGmTmU2LdxwAPK9ta5ju91y6ayEAaWmmG2c2tJIwuB0AUlvcEhIzm25mf5C0X9IfJE2QdLekGc65GfJaTb4mqa+kX8UrDgCNvRYxfoSEBEG54Yyhqp/uZPG2o9p5tCzYgAAAgYn1OiR5ZvYRM3tD3qD2j0vaK+mzkgY75z7unHtLkpxzpc65H8lLUs6IZRwAmnbgRIW2H/H+8MvKSNPMEb0CjgipakjPXM0d10+S5Jz0wLJdAUcEAAhKrFtI9kv6o6Rpkh6TdKFzbrJz7tfOuZPN7LNPEosgAJ0gsrvWGSN6KSeTdUwRnA/NLgxv/2P5HpVX1wYXDAAgMLFOSErkzaY13Dn3Hufcwij2+Z2kkTGOA0ATlmyjuxYSxwVj+2lkX29ek5LKWj2+ipXbASAVxTohGeGc+65z7mC0OzjnTjrnaKsH4sw5x/gRJJS0NNMHZ40Il/+yZKdc/RRwAICUEeuE5AUz+1BLFczsZjN7KcbnBdCKt4+U6dDJKklS95wMTRlSEHBEgDe4PS/L6zq45VCplm4/1soeAICuJtYJyVxJha3UGSHpghifF0ArXt16JLw9a1QfpadZgNEAnh45mbpuxpBw+f4lNJgDQKqJ+zokTciVxMhFoJO9sqUhITl/LN21kDhuOacwvP3choPaV1wRXDAAgE4Xj4SkyQ7A5hkh6QpJrIIFdKKq2jot2348XL5gXP8AowEaGzugu84d00eSFHLSX5kCGABSSocTEjMLmVmdmdX5L91VX458yGsV2S5vSuCHO3peANFbvrNIFTXeLVrYJ0/D++QFHBHQWGQrycNv7FZlTV3zlQEAXUpGDI7xihpaRc6XtFvSzibq1Uk6JulFeYshAugkjbpr+YvRAYnkookDNKRnrvYVV6iovEZPrt6vG88YFnRYAIBO0OGExDk3t37bzEKS7nXOfaejxwUQO4sajR8hIUHiSU8zffCcEfrBM5skSfct2akbZg6VGZMvAEBXF+sxJCMl/TLGxwTQAYdOVmrTwRJJUma66ZzRfQKOCGjae88YpuwM79fS+v0ntXxXUcARAQA6Q0wTEufcLufciVgeE0DHRHbXOmNEb3XLjkVPTSD2enXL0rXTG6YAvu+1ncEFAwDoNB36y8TM/kfe+JHfOueO++VoOOfcdztybgDReWVrw+rsjB9Borv13EI9/KY3EeOC9Qe1v7hCg3vmBhwVACCeOvpV6V3yEpK/Szrul6PhJJGQAHFWF3JavDVyQDvrjyCxTRjYQ+eM6qOl24+pLuT0wLJd+uplE4IOCwAQRx1NSOb5z7tPKQNIAOv2nVBReY0kqW9+tiYO7BFwREDrPnxuoZZuPyZJ+tsbu/XZi8YqJzM94KgAAPHSoYTEObeopTKAYDWaXWtcX6WlMWMREt9FEwdoaK9c7S2qUHF5jf61ap/ed9bwoMMCAMRJPFZqB5AgIge0X8D4ESSJ9DRrtFDifUt2yjnX/A4AgKQW04TEzArN7Aoz6xbxWoaZfdvMVpvZEjO7NpbnBNC04vJqrdztTZtqJp03hvEjSB7vOXOYcv1uWpsOlmjZ9uMBRwQAiJdYt5B8S9IDkqoiXvuGpG9KmiJplqR/mNmsGJ8XwCkWbTmikP+l8rRhPdUnPzvYgIA2KMjN1PUzG6YAvve1HQFGAwCIp1gnJOdIetE5VytJZpYm6VOSNkkaLuksSWWSPh/j8wI4xUubDoe3LxzfP8BIgPa5dXZhePuFjYe053h5cMEAAOIm1gnJAEm7IsrTJPWVt07JXufccklPSDozxucFEKG2LqSFmxvGj1w4kYQEyWdM/+6aM9brahhy0v1LdwYbEAAgLmKdkGTKW2Ok3rl++aWI1/ZKGhTj8wKIsHJ3sU5UeNP9DuyRo0mDmO4XyenD5xaGtx9+c4/KqmqDCwYAEBexTkj2SpoaUb5C0lHn3MaI1/pLOhnj8wKI8OKmQ+HtCyf2lxnT/SI5zR3XX4V98iRJJZW1enzVvoAjAgDEWqwTkqckzTezn5jZ/0qaL+nfp9QZp8bdugDE2EsbG8aPXDSB7lpIXmlpplsixpIwBTAAdD2xTkh+JGmHpC9I+i9JB+TNvCVJMrP+8ga+vxLj8wLw7T5Wrq2HSyVJ2Rlpmj2a6X6R3G6YOVT52d46vtsOl2rxtqMBRwQAiKWYJiTOucPypve9yn9Mcs7tj6jSV9KXJd0dy/MCaPBSRHet2aP7KDcrPcBogI7rnpOpG2YODZfvfW1ncMEAAGIu5iu1O+cqnHNP+Y+SU97b4Jz7pXNuU6zPC8DzYuR0vxMHBBgJEDu3zC5U/VColzcfZgpgAOhCYp6QAAhOWVWtXo9Y0fpCxo+gixjZt5vmjO0nSXJO+vubewKOCAAQKxmxPqCZ9ZZ0m7xFEHtJaqq/iHPOXRTrcwOpbvG2o6quC0mSJgzsriE9cwOOCIidD5w1TK9s8dbX+cfyPfrsxWOVmc73agCQ7GKakJjZBEkLJfWT1NI8o0yRAsTBs+sPhrdpHUFXc9HEAerXPVtHSqp0uKRKL248rMtOGxh0WACADor1V0s/kbfOyA8ljZKU6ZxLa+LBKFsgxqprQ3phQ8OA9ksn84caupbM9DS954yGwe0PvbE7wGgAALES64RkjqT/OOf+yzm30zlXF+PjA2jG0u3HdLLSW8V6SM9cTR1aEHBEQOy978zh4cHtr249wuB2AOgCYp2QmKQNMT4mgCgsWHcgvH3p5IGszo4uaVjvPJ0fMbj94TdpJQGAZBfrhGSFpPExPiaAVtSFnJ5b39Bd6/IpdNdC1/X+s4aHt/+xfK9q/IkcAADJKdYJyXckXWFmc2N8XAAteGPHcR0rq5Yk9euerZnDewUcERA/F03sr/7dsyVJR0qqGo2dAgAkn1hP+ztM0hOSnjOzv8lrMSluqqJz7v4YnxtIWY27aw1QWhrdtdB1eYPbh+k3L2+T5E0BfPmUQQFHBQBor1gnJPfJm9LXJH3Qf5w6xa/5r5GQADEQCjktiJju9/LT+MMMXV9kQrJoyxEdOlmpAT1yAo4KANAesU5IPhzj4zXJzHpKOlPe4otn+dv1f4Utcs7NjfH5zpL0KUkX+Oc5KWm9pAcl3ctsYgjSqj3FOnSySpLUKy9TZ4/sHXBEQPwN75Ons0f21us7jivkpH+u3KdPzh0ddFgAgHaIaULinPtLLI/XglWSCjvjRGb2X5K+q8bjbfpJmus/PmxmVzrnijojHuBUkd215k8aoAxWrkaKuPGMYXp9x3FJ0iMr9ugTF4xidjkASELJ+pdL5G+cQ5KeistJzG6T9D15n9MuSbfLa5G5UtKTfrXZkh43s2T9LJHEnHN6Zh3dtZCarpgyUN2yvHV2tx8p08rdxcEGBABol7j8EW1m/czsE2b2SzO7+5TXzzKz3A6e4jeSbpA03Dk30Dn37g4e7x38bmE/8Yv7JJ3tnPujc+5N59x/nHNXSar/t10g6eZYxwC0Zv3+k9pbVCFJ6p6dodlj+gQcEdB58rIy9K6pDUn4oyv2BBgNAKC9Yp6QmNlHJO2U9FtJn1HjcSUDJC2V9IGOnMM59xPn3GPOuXj+9vmIpPq5U7/mnGtqXsnPSzrhb385jrEATXomorvWRRP7KzsjPcBogM534xnDwttPrj6gimqG9AFAsolpQmJm8yX9UdIWSddK+n3k+865dfIGg18Ty/PGyXX+c4mkR5qq4JwrjXjvNDMb0xmBAdI7u2tdRnctpKAzRvTSyL7dJEmlVbVasP5AK3sAABJNrFtIvirpgKQLnHP/lnS4iTprJE2K8Xljyswy5Y0VkaRlzrmqFqq/HLF9XvyiAhrberhU24+USZJyM9N1wbh+AUcEdD4z0w0zh4bLjyzfG2A0AID2iHVCcoakp5xzJ1uos1fSwBifN9bGqWEGsg2t1N0UsZ3QiRa6lmfWNrSOzJvQT7lZdNdCarpuxhDVrwW65O1j2nO8PNiAAABtEuuEJEtSWSt1ekpK9E6+QyO2W/u6LXIcy7Bma0UwsxVNPSRNaGugSF2R40foroVUNqggV+eNbWghfGwlrSQAkExinZDslDSzlTpnS9oc4/PGWveI7dJW6ka+nx+HWIB32Hm0TJsOlkiSsjLSdOGE/gFHBATrxohuW4+u2KtQyAUYDQCgLWKdkDwhaY6Z3djUm2b2YUlTJT0W4/PGWuS0xNWt1I0cXxLVdMbOuZlNPdS4+xfQrMjB7OeP7av87JiucQoknfmTBqhHjncf7C2q0LIdxwKOCAAQrVgnJD+StFvS38zs75LOkSQz+7Rf/qOkrZJ+HePzxlpFxHZWK3Wzm9kPiJsFdNcCGsnJTNfV04aEy4+t2BdgNACAtohpQuKcK5K3SOBiSTdKukTequq/8stLJF3knGttnEnQSiK2W+uGFfl+a927gA7bV1yh1Xu95W8y0kzzJw4IOCIgMUTOtvXMugMqq6oNMBoAQLRi3s/DObdb0lwzmyqvhaSPvMUDlznnVsT6fHESOSJyaLO1PJED2VkmGHG3IKK71jmj+6ggLzPAaIDEMXVogcb0z9e2w6Uqr67TgnUHdf3M1n6EAwCCFvOV2us559Y45/7POfd959xvkygZkbyFHeu/WmttKt/ImbFamyIY6LDI7lqX010LCDMzXT+jIQFhti0ASA5xSUjMbISZnWFmM81seDzOEU/OuRpJb/jFWWbW0jiSuRHbi+MWFCDpcEmllu8qkiSlmXTJZLprAZGund6wJsnS7ce0r5ihfQCQ6GKWkJhZXzP7mZkdkLRd0uvy/qjfYWb7zezHZtY7VufrBP/0n7tLek9TFcwsP+K9dc65bZ0RGFLXs+sPyfmzmZ5Z2Ft987Nb3gFIMQMLcnTumL6SJOekx2klAYCEF5OExMzGSlou6bOSBshb+PCwpCP+9kBJX5C03MxGxeKcHWFmhWbm/MfCZqrdI6nI3/5/ZtbUQg8/k1Tgb/84xmEC79C4u9bAACMBElfk4PbHVu6Tc6xJAgCJrMOD2s0sTdKDkoZLWijpfyUtds5V++9nS5oj6b/lzcD1V0mzO3jOaZKmNfP2QDO79ZTXFjjnDjZVuTnOuWIz+7Kku+UNbH/dzL4v6S1J/STdLukqv/oief8uIG6Kyqq1bPvxcJnpfoGmXTJpoPKzM1RaVasdR8u0cneRZo5IpgZ6AEgtsZhl6xJJZ0j6h6T3u1O+inLOVUl6wcxelPR3Sdeb2Xzn3PMdOOc1kr7VzHvjJd17ymvzJLUpIZEk59w9ZjZQ0nckFcpbR+VUSyRd55wLtfX4QFs8v+GQ6vzVp6cP76mBBTkBRwQkptysdL1ryiD9fbk38eGjK/aRkABAAotFl63r5a1W/plTk5FI/nufllQj6YYYnLdTOOe+J2/64vsl7ZL3bz0qr1XkY5LOd84db/4IQGw8Q3ctIGo3nNHQbeupNftVWVMXYDQAgJbEooVkhqTXnHNHWqvonDtsZov9fdrNOXeXpLs6sP9OeQs2Rlv/DTXMugV0upOVNVq87Wi4zHS/QMvOGNFLI/rkadexcpVU1ur5DYf07tMHBx0WAKAJsWghGSZpfRvqr5c0IgbnBVLGSxsPq6bOa4CcPLiHhvXOCzgiILGZma6bzpokAJAMYpGQ9JBU3Ib6xfKm0gUQJbprAW133Ywh4e1XthzR4ZOVAUYDAGhOLBKSLHlT+0Yr5O8DIArl1bVatKWhRySzawHRGdY7T2eP9Aazh5z0r7f2BRwRAKApsVoYkUnegThZtPmIKmu8SdzG9s/XmP75AUcEJI/rI9YkeXTFXtYkAYAEFKuE5C4zq4vmIel/YnROICU8u75hxmq6awFtc8WUQcrNTJckbTlUqnX7TgYcEQDgVLFKSKyNDwBRqK4N6cWNh8PlS0lIgDbJz85olMgzuB0AEk+HExLnXFo7HumxCB7o6pa8fVQlVbWSpGG9czVpUI+AIwKST2S3rSfe2qfqWtaxBYBEEqsWEgBxENld67LJA2VGAyPQVueM6qPBBTmSpKLyGr28+XArewAAOhMJCZCg6kJOz60/FC5fOpnuWkB7pKWZro2YAvixFXTbAoBEQkICJKjlO4/rWFm1JKlf92zNGN4r4IiA5HXdjIZuWy9tOqxjpVUBRgMAiERCAiSoZyNaRy6ZNEBpaXTXAtprdL98TR/eU5JUG3L69+r9wQYEAAgjIQESkHOu8fgRZtcCOuz6iFYSZtsCgMRBQgIkoHX7TmpfcYUkqUdOhmaN6hNwREDye/fUwcrK8H7trdt3UpsPlgQcEQBAIiEBEtKC9QfC2xdPHKDMdG5VoKMK8jI1f9KAcJlWEgBIDPyVAySgBesaumuxGCIQOzdEdNt6fNU+1daxJgkABI2EBEgw2w6X6O0jZZKk3Mx0nT+2X8ARAV3HnLF91a97tiTpSEmVXt12NOCIAAAkJECCiWwdmTu+n3Kz0gOMBuhaMtLTdM20weHyo6xJAgCBIyEBEkzkdL/MrgXE3vUzG7ptPb/hkE6U1wQYDQCAhARIIHuLyrV23wlJUma6ad6E/gFHBHQ9Ewb20OTBPSRJ1bUhPbWWNUkAIEgkJEACiWwdmT26r3rkZAYYDdB1NVqThG5bABAoEhIggTy7jsUQgc5w9bTBykgzSdLK3cXafqQ04IgAIHWRkAAJ4khJld7cdVySZKZG6yUAiK0++dmNukT+c+W+AKMBgNRGQgIkiOc3HJJz3vaZhb3VNz872ICALi6y29Y/V+5VKOQCjAYAUhcJCZAgnl0f0V1rMt21gHi7cEJ/9crzxmntP1GppduPBRwRAKQmEhIgAZyoqNGStxsWaLtkMt21gHjLykjTVac3rEnC4HYACAYJCZAAXt50WDV1XneRKUMKNLRXXsARAakhck2SZ9YdVGlVbYDRAEBqIiEBEsACZtcCAjFlSIHG9s+XJFXU1OmZtQcCjggAUg8JCRCwiuo6LdxyOFy+lPEjQKcxM90Q0Ury2Eq6bQFAZyMhAQK2aMsRVdaEJElj+udrjP9tLYDOce30IfKXJNGy7ce153h5sAEBQIohIQECxuxaQLD698jRnLH9wuXHV7EmCQB0JhISIEDVtSG9uPFQuEx3LSAYkYPb/7F8D2uSAEAnIiEBArRs+zGdrPRm9RnSM1enDekRcERAarpk0gD19Nck2VtUoUVbjwQcEQCkDhISIEALIrprXTp5oMwswGiA1JWTma4bIlZuf3DZ7gCjAYDUQkICBKQu5PTc+obuWkz3CwTr/WcPD2+/tOmQ9hdXBBgNAKQOEhIgICt3F+loaZUkqW9+lmaO6BVwREBqG90vX7NH95EkhZz08Jt7Ao4IAFIDCQkQkMjFEOdPGqD0NLprAUG76ewR4e2H39itmrpQgNEAQGogIQEC4JxrNN0vs2sBieGSyQPUr3u2JOlwSZVe3Hi4lT0AAB1FQgIEYP3+k9pb5PVP756dodmj+wYcEQBJykxP03vPGBYuP/j6rgCjAYDUQEICBCCydeSiif2VlcGtCCSK9501TPUT3r269ah2Hi0LNiAA6OL4KwgIQOT4EWbXAhLL0F55mje+f7j8l6U7gwsGAFIACQnQyd4+Uqqth0slSTmZaTp/XL+AIwJwqltmF4a3H1m+VyWVNcEFAwBdHAkJ0MkiW0fOH9tPeVkZAUYDoCnnj+2rMf3zJUmlVbX6O1MAA0DckJAAneyZdQfC25dPobsWkIjMTLedOzJcvm/JTtWFXIARAUDXRUICdKI9x8u1bt9JSVJmuunCCQMCjghAc66dPkQ98zIlSXuLKvT8hoOt7AEAaA8SEqATRc6ude6YvirIzQwwGgAtyc1K101nDw+X/7x4Z3DBAEAXRkICdKJnIsaPXM7sWkDC++CsQmWkeXMAv7HzuNbuPRFwRADQ9ZCQAJ3k0MlKrdhVJElKM2n+JBISINENLMjRlVMHhcv3LN4eYDQA0DWRkACdJLK71tkj+6h3t6wAowEQrdvOaxjc/uSaA9pzvDzAaACg6yEhATpJ5HS/zK4FJI+pQ3vqnFF9JEl1IaffL3o74IgAoGshIQE6wfGyar2+43i4fOlkEhIgmXzmwjHh7UeX79WBExUBRgMAXQsJCdAJnt9wMLyGwcwRvTSgR07AEQFoi3NG99HMEb0kSdV1If3fIsaSAECskJAAnWABs2sBSc3M9OmIVpK/vbFbh0sqA4wIALoOEhIgzk5W1mjxtqPhMt21gOQ0d1w/TR1aIEmqqg3p7ld3BBwRAHQNJCRAnL208bBq6rzuWqcN6aFhvfMCjghAe5iZPj2voZXkr8t26XhZdYARAUDXQEICxNkz6w6Ety8/bVALNQEkuosnDtCEgd0lSeXVdfo/ZtwCgA4jIQHiqLSqVgs3HwmXL2P8CJDU0tJMd140Nly+d8lO7S9mxi0A6AgSEiCOXthwSFW1IUnSxEE9NLpffsARAeioyyYPDI8lqa4N6RcvbAk4IgBIbiQkQBw9uXp/ePvdp9NdC+gK0tJMX7tsQrj86Iq92nKoJMCIACC5kZAAcVJcXq1XtjZ013r31MEBRgMglmaP6avzx/WTJIWc9MNnNgUcEQAkLxISIE6eXX8wPLvWtGE9mV0L6GK+etl4mXnbL246rJc3HQ42IABIUiQkQJw8ubphdq13n07rCNDVTB5coBtnDg2X73pyvSpr6gKMCACSEwkJEAeHSyq15G1vMUQz6V1TGD8CdEVfvWyCeuRkSJJ2HSvX3a9uDzgiAEg+JCRAHDyz9qBCXm8tnVXYWwMLcoINCEBc9MnP1pcuHR8u/+blbdpzvDzAiAAg+ZCQAHHQeHYtumsBXdlNZ4/QpEE9JEmVNSF9/Z9r5ZwLOCoASB4kJECM7Suu0PJdRZKk9DTT5SyGCHRp6Wmm7183RWn+APfF247qkeV7gw0KAJIICQkQY5GtI+eO6as++dkBRgOgM0wb1lMfOW9kuPzd/2zQoZOVAUYEAMkjqRMSMxtqZj80sw1mVmpmxWa2ysz+x8x6dfDYc83MRfm4L0b/JCQ555weW9HwzehVdNcCUsYX5o9XYR9veu+Sylp96ZHVCoXougUArUnahMTMLpO0VtJXJE2U1E1SgaRpkr4taa2ZzQwsQKSkNXtPaOvhUklSXlY63bWAFJKbla4fXD81XH5161H9iVm3AKBVSZmQmNlUSY9K6impXNK3JJ0naa6kn0uqkzRE0lNmFouvqG+TNKWFx3/H4BzoAh5b2dA6csWUQeqWnRFgNAA626xRffTJuaPD5R8/u1mrdhcFGBEAJL5k/WvpF/JaROokXe6ceyXivUVmtlLSA5IGSvpfeQlFR+xwzq3r4DHQxVXV1umJtxrGj1w/Y2gLtQF0VV+YP07Lth/Tqt3Fqg05feZvq/SfO+eoIDcz6NAAICElXQuJ3w1rnl+875RkRJLknPurpJf84ofMrH9nxYfU9eLGwzpRUSNJGtorV2eP7B1wRACCkJmepl+9b7q6+wsm7i2q0H8xFTAANCvpEhJJ10Vs39NCvT/7z+mSropfOIAncjD7dTOGKq1+DlAAKWdY7zz9MGI8yX/WHtA9i3cEGBEAJK5kTEjO85/LJb3ZQr2Xm9gHiIsjJVVauOVIuHz9jCEBRgMgEVwxZZBunjU8XP5/z2zSkm1HA4wIABJTMiYkk/znrc652uYqOef2Syo5ZZ/2+p6Z7TSzKjMrMrM1ZvYbM5vSweOii3jirX2q86f3PGtkb43o0y3giAAkgm9eOUkzhveUJNWFnO54aKX2HC8PNigASDBJlZCYWbakvn4xmmVw9/jPwzp46tmSRkjKkjez1xRJd0haY2a/NLM2jVQ0sxVNPSRN6GCcCIBzTo9GdNe6gcHsAHzZGen6/c0z1a+7t0BqUXmNbn9ghSqq6wKODAASR1IlJJK6R2yXRlG/vk5+O893UNLvJH1A0ixJMyW9W9Jv5HUZk6Q7Jf2pncdHF7BqT7E2HfQa43Iy03T5FNYeAdBgQI8c/eHmGcpM98aVbThwUl99bA2D3AHAl2zT/uZGbFdHUb+qif2i9aak4c65mlNeXylvfZPfSHpB0lBJt5jZI865/0RzYOdckws2+q0kM9oRKwL04LLd4e2rTh+s7jlM7QmgsZkjeuuuqybrvx/3ZpD/9+r9mjioR6M1SwAgVSVbC0lFxHZWFPWzm9gvKs65siaSkcj3N0u6OeKlO9t6DiS/4vJqPbWmYe2Rm84eEWA0ABLZTWeP0AfObhjk/qNnN+nFjYcCjAgAEkOyJSQlEdvRdMOqrxNN9642c84tkrTRL55vZsn2eaKDHl2xV1W1IUnSlCEFOn1Yz2ADApDQ7nr3ZJ3lr1HknPTZh9/S1kMlrewFAF1bUv0B7ZyrklQ/Z2I0I4fr6+xpsVbHrPefcyT1ieN5kGCcc3ro9YbuWjdFfPMJAE3JykjT72+aoSE9vZ7EpVW1+uj9y1VcHk0vZADompIqIfFt8J/HmlmzY2DMbLCkHqfsEw+MSkxRS98+pu1HyyRJ3bMzdNW0wQFHBCAZ9MnP1p8+dIZyM9MlSbuOleuOh1aqti4UcGQAEIxkTEgW+895ks5sod7cJvaJh8n+c5WkY3E8DxLMX1/fFd6+bsYQ5WUl2xwRAIIyaXAP/ew9p4fLr207ph8u2BRgRAAQnGRMSP4Zsf2RFurd5j/XSfp3PAIxszlqWHRxsXOOr7dSxOGTlXpufcNg1JtmMZgdQNtcPmWQPnvR2HD5T6/u0IJ1BwKMCACCkXQJiXNuhaSFfvFWPyloxMxuknSRX7zfOXf4lPcLzcz5j4VN7N/LzOa1FIeZjZf0YMRLv43+X4Fk9/Cbe1RbvzJ7YW+NG9C9lT0A4J0+e9FYXTShf7j85UfWaIffFRQAUkXSJSS+z0oqk5QuaYGZfdPMZpvZ+Wb2U0l/8esdlPSNdhy/QNJLZrbWzL5rZteY2VlmNt3MrjSzX8tbj6R+BfiHnXOPd/DfhCRRVVunB5Y1dNe6aRaD2QG0T1qa6WfvmaahvbxB7iVVtfrkX1nJHUBqScqExDm3RtINkorljSX5jqTXJC2S9AV5ico+SVc65/Y3c5honCYvoXlc0uvykpAnJX3aP6+T9GtJt3TgHEgy/35rv46UeGtuDuiRrctPGxRwRACSWUFepn5/00xlpXu/kjcdLNE3n1gXcFQA0HmSMiGRJOfcAklTJP1Y3logZZJOSlot6S5JU/zuXe2xX9KNkn4q6RVJ2/1j18gbuP66/95k59ydzjnma0wRzjnds3hHuHzL7EJlZSTtbQQgQUwZWqBvXTUpXH50xV498da+ACMCgM6T1NMCOef2SvqK/2jLfjslWQvvV0t61H8AYa9tO6ZNB71FzHIz03XTWQxmBxAbHzhruJbvLNLjq7xE5BuPr9OM4b00rHdewJEBQHzx1S7QBncv3h7efs8ZQ1WQlxlgNAC6EjPTd66erOF+AlJSVasv/OMt1YVY7gpA10ZCAkRp66ESLdx8RJJkJn343JEBRwSgq+mek6mfv3ea0tO8Rvw3dxbp9wu3BRwVAMQXCQkQpT+/1jB2ZP7EASrs2y3AaAB0VTNH9NKdFzasT/LzF7Zq1e6iACMCgPgiIQGicKSkSo+tbBhg+tE5owKMBkBXd8e80TpjRC9JUl3I6YuPrFZlDVMBA+iaSEiAKNyzeIeqa0OSpKlDC3RmYa+AIwLQlWWkp+nn752m/Gxv7pntR8r08xe2BBwVAMQHCQnQiuLyaj2wdGe4/Km5Y2TW7CRtABATw3rn6etXTAiX//TKdrpuAeiSSEiAVtz72k6V+asmjxuQr0smDQg4IgCp4gNnDdfs0X0kSSEnffnRNXTdAtDlkJAALSiprNG9EYPZ75g3RmlptI4A6Bxmph9eP1V5WemSpG2HS/WrF7cGHBUAxBYJCdCCvy7brZOVtZKkwj55eteUQQFHBCDVeF23JobLf1j0tlbvKQ4uIACIMRISoBkV1XW6+9WGhRA/NXeMMtK5ZQB0vpvOGq5Zo3pLqu+6tVpVtXTdAtA18NcV0Iy/vbFbx8qqJUlDeubqmulDAo4IQKpKSzP96PrTlZvpdd3acqhUv3mJBRMBdA0kJEATyqtr9buFb4fLn7hglLIyuF0ABGd4nzx97fKGWbd+v/Btbdh/MsCIACA2+AsLaMJfluzS0dIqSdLAHjm68YxhAUcEANIHZ40Ir4NUG3L6ymOrVVsXCjgqAOgYEhLgFCcqavSHRQ2tI5+9eKxy/G4SABCktDTTD66fGm6xXbfvpP4YMdYNAJIRCQlwirtf3a4TFTWSvJm1bpg5NOCIAKDB6H75+sL8ceHyL17Yqm2HSwOMCAA6hoQEiHC0tEr3LG5Yd+Tz88cpk5m1ACSYj543UlOGFEiSqmtD+upja1QXcgFHBQDtw19aQITfvfy2yv1V2ScM7K53Tx0ccEQA8E4Z6Wn60Q1TleEv1LpiV5HuX7oz2KAAoJ1ISADfvuIK/XXZrnD5S5eMZ1V2AAlr4qAe+tS8MeHyjxZs1u5j5QFGBADtQ0IC+H60YJOq/dlqpg/vqYsm9g84IgBo2afnjdG4AfmSpIqaOn398TVyjq5bAJILCQkgadXuIj3x1v5w+euXT5QZrSMAEltWRpp+dMPpqm/MfW3bMf39zT3BBgUAbURCgpTnnNN3n9oQLl9+2kCdNbJ3gBEBQPSmDeupj5w3Mlz+3n826sCJigAjAoC2ISFByntyzQGt3F0sScpKT9PXL58YbEAA0EZfmD9ehX3yJEklVbX66mNr6boFIGmQkCClVdbU6YfPbAqXP3xuoYb7v9QBIFnkZqXrh9dPVX1P01e2HNH9S3e1vBMAJAgSEqS0exbv0L5ir2tDn25ZuuPCMa3sAQCJ6exRffTRiK5b3396o7YdLgkwIgCIDgkJUtbeonL95qVt4fLn549Tj5zMACMCgI750qXjNWFgd0lSVW1In/v7W6quDQUcFQC0jIQEKck5p289sV4VNQ2LIL7vzGEBRwUAHZOdka5fvG+astK9X+/r9p3UL1/cEnBUANAyEhKkpGfXH9SLmw5Lksyk7107RRnp3A4Akt+EgT30lcvGh8u/W/i2Fm89GmBEANAy/gJDyimtqtVd/26Y5vcDZw3XzBG9AowIAGLrtnNH6twxfSRJzkmffXiVDp6oDDgqAGgaCQlSzk+f26yDJ71fzH3zs/WVyyYEHBEAxFZamunn752mft2zJUnHyqp1x0MrVVPHeBIAiYeEBCllzd5i/WXJznD5m1dOVEEuA9kBdD39u+fo1++frnR/GfcVu4r0g4hpzgEgUZCQIGVU1tTpC/9YrZC/VticsX111emDgw0KAOJo1qg++vKlDeNJ7lm8Q0+t2R9gRADwTiQkSBk/fnazth0ulSTlZaXre9dMkdWvIgYAXdTt54/S/EkDwuUv/mO1Vu0uCjAiAGiMhAQpYcnbR3XP4h3h8jfeNYkV2QGkBDPTT248XYX+z7yq2pA++pfl2n2sPODIAMBDQoIur6SyRl9+ZE24PG98P73/LNYcAZA6CnIzde+Hz1KvPG/M3LGyat163xsqLq8OODIAICFBCvj2kxu0r7hCktQzL1M/vH4qXbUApJyRfbvpTx86Q1kZ3q/+7UfKdPsDK1TpLxALAEEhIUGX9tiKvXp0xd5w+XvXTFH/HjkBRgQAwTmjsLd+euPp4fLrO47rk39doapakhIAwSEhQZe15VCJvvGvdeHytdOH6F1TBwUYEQAE792nD9bXLm9Yf+nlzUf06YdWsUYJgMCQkKBLKquq1aceXKkKvyvC6H7d9L/XnBZwVACQGG4/f5Q+PW9MuPz8hkP6BN23AASEhARdTijk9Pm/vxWe4jcnM02/v3mmumVnBBwZACQGM9MXLxmn288fFX7txU2H9cF7XteJ8poAIwOQikhI0OX85LnNem7DoXD5+9dO0bgB3QOMCAASj5npa5dP0Kfmjg6/9ubOIr33j0t16GRlgJEBSDUkJOhSHl+1V79b+Ha4/LE5I3XdjKEBRgQAicvM9JXLJugb75oYfm3TwRJd97sl2rD/ZICRAUglJCToMlbuLtJXH1sbLl84ob++dvnEFvYAAEjSR+eM0s/fe7oy0rwp0fcVV+i637+mJ97aF3BkAFIBCQm6hB1Hy/SxvyxXda03S8zY/vn65fumKT2N9UYAIBrXTh+qP33oDOX74+0qa0L67MNv6btPbVAtM3ABiCMSEiS9Qycr9cF7XtexMm/F4V55mbrnljPVPScz4MgAILnMm9Bf/7pjtkb16xZ+7Z7FO/S+Py7TnuPlAUYGoCsjIUFSO1Feow/d84b2FnkrsedkpunuW87U8D55AUcGAMlpTP/ueuKOczV/0oDwa8t3FemKX75KFy4AcUFCgqRVUV2nj/zlTW0+VCJJykgz/f7mmZo5olfAkQFAcuuek6n/u3mmvnzp+HDX15KqWn324bf0uYdXqbi8OuAIAXQlJCRISpU1dfr4A8u1fFdR+LUf3zhV88b3DzAqAOg60tJMd8wbo0c/cY5GRLQ6/+ut/br4Z6/o6bUH5JwLMEIAXQUJCZJOVW2dbn9ghV7dejT82jfeNVHXTmd6XwCItenDe+k/d87RjTMbfsYeLa3Spx5cqdsfWMGaJQA6jIQESaW6NqRP/XWlFm05En7tC/PH6aNzRrWwFwCgI/KzM/TjG0/Xnz50hgb0yA6//tyGQ7r4Z4v0tzd2KxSitQRA+5CQIGlU1dbpjodW6sVNh8Ov3XnRWN150dgAowKA1DF/0gA9/4UL9P6zhodfK6ms1df/uVY3/IHFFAG0DwkJkkJlTZ0+fv8KPb/hUPi1T80drc9fTDICAJ2pR06m/t91U/S3j81SYcTYkpW7i/Xu3yzWd5/aoNKq2gAjBJBsSEiQ8MqqavXhe99s1E3r9vNH6cuXjpcZCx8CQBDOGd1Hz3z2fH163hhlpns/i+tCTvcs3qGLfrpQT63Zz6B3AFEhIUFCO1FRow/e87qWbj8Wfu3Oi8bqa5dPIBkBgIDlZqXrS5eO1zOfPV/njOoTfv3QySp9+qFV+uA9b2iLPzU7ADSHhAQJ63hZtW66e5lW7i4Ov/a1yyfoC/PHkYwAQAIZ0z9fD33sbP3yfdPUN79h0PvibUd1+S9f1beeWMfaJQCaRUKChHS4pFLv++NSrdvXMEDy21dN1icuGB1gVACA5piZrp42RC9+8QLdcs4I+espqi7k9JeluzT3Jwt1/9Kdqq0LBRsogIRDQoKEs+tYmd7zh6XacqhUkmQm/ej6qbpldmGwgQEAWlWQm6lvX32a/nPnnEbduIrLa/Q/T6zXFb96VYu2HGF8CYAwEhIklLf2FOu63y3RzmPlkqT0NNMv3jtN7zlzWMCRAQDaYuKgHnroY2frDzfP1LDeueHXtxwq1S1/fkPv++Myrdh1PMAIASQKEhIkjBc3HtL7/7hMx8q8fsbZGWn6/U0zdPW0IQFHBgBoDzPTZacN1POfv0BfuWy8umWlh997fcdxXf/7pbrtvjdZvwRIcSQkSAh/e2O3Pnb/clXU1EmSeuZl6qGPna1LJg8MODIAQEflZKbrU3PH6OUvzdVNZw9XRlrDxCQvbTqsK371qm5/YLlW7ykOLkgAgSEhQaDqQk4/XLBJX//nWoX87sTDeufqsU/O1swRvYMNDgAQU/175Oh7107Ri1+8QNdOH6LICROfXX9IV//2Nd109zK9upUxJkAqyQg6AKSuE+U1uvPhVY0WPJwypED33HqG+nfPCTAyAEA8jejTTT9/7zR94oLR+ulzm/XchkPh917bdkyvbTumMf3z9cFZI3TdjCHqnpMZYLQA4s34BiJxmNmKGTNmzFixYkXQocTdpoMn9fH7V2j38fLwa/PG99NvPjBD3bLJkwEglWw6eFJ/WPi2nlxzQHWhxn+XdMtK15VTB+vaGUN0VmFvpaWxDhUQCzNnztTKlStXOudmBh0LCUkCSYWExDmnv7+5R99+ckN4vIgk3TFvtL4wf7zS+UUDAClrz/Fy3f3qdj26Yq/Kquve8f6Qnrm6etpgXTN9iMYN6B5AhEDXQUKCJnX1hORYaZW+/s+1jZrmu2Wl66fvOV2XnTYowMgAAImktKpWj6/cq78s3aVth0ubrDOmf74umTRAl04eqKlDC2TGF1pAWyRSQkLfGMSdc06Prtir7z29UcXlNeHXx/TP1+9vmqGxfMsFAIiQn52hD55TqJtnjdDK3cX616p9emrNfhVF/A7ZdrhU2w6X6ncL39bAHjm6ZPIAXTJpoM4a2VtZGczZAyQTWkgSSFdsIXlrT7G+//RGvbGj8eJXt5wzQl+7fKJyI+akBwCgOdW1Ib2y5YgeX7VPL2063Kjbb6RuWek6Z3RfzR3fTxeM66dhvfM6OVIgOdBCgi5v/f4T+u3L2/T02oONXh/SM1ffv26KLhjXL6DIAADJKCsjTRdPGqCLJw1QRXWdXt16RM+uP6QXNx1q1PpeVl2nFzYe0gsbve7Bo/t10wXj+mvu+H46a2Rv5WTyRRiQaJI6ITGzoZI+I+ndkoZLqpW0Q9Ljkn7tnCuK0XnOkvQpSRdIGiTppKT1kh6UdK9zrumvaVJMTV1IizYf0V+W7tSrW482ei8jzXTbeSP1uYvHKi8rqf/bAQAClpuVrksmD9Qlkweqti6kN3Ye13PrD+mlTYcbzd4oSW8fKdPbR3boz6/tUE5mms4s7K1Zo/ro7JG9NXVoT7p3AQkgabtsmdllkv4mqWczVfZJuto516H+T2b2X5K+q+YXkVwi6cpYJD/J2GWrpi6kN3cc1/MbD+nJ1Qd0tLTqHXXeNXWQvnTJeI3s2y2ACAEAqcI5px1Hy7RoyxEt3HxEy7YfU1VtqNn6OZlpmjmil6YN66mpQ3tq6tACDeyRwwB5pAS6bHWQmU2V9KikbpLKJf1Q0ovy/j1XS7pT0hBJT5nZTOfc/nae5zZJ3/OLuyR9X9IqSf0l3S6vZWa2pMfN7ELnXPM/9boA55yKymu0bt8JrdxdpBW7ivTW7mKVVNW+o26aSVdMGaRPXDBapw0pCCBaAECqMTON6pevUf3y9eFzR6qypk7Lth/Toi1HtGjzEW0/WtaofmVNKLwQY71+3bN12uAeGjegu0b3z9fY/vkq7NNNPfMySVSAOEnKFhIze0nSPEl1ki50zr1yyvs3S3rAL97rnLutHefoKWm7pF7yWltmOucOnVLnT5I+6hdvcc7d39bznHK8Tm8hqa0LafXeE6qpC6m6NhR+Lqms1bGyah0rrdKR0irtPFaunUfLdKKipsXj9e+eretmDNX7zxqmEX1oEQEAJI69ReV6fftxLdt+TK/vOP6O7l0tyctK19BeuRrSM1dDeuWqf/cc9cnPUt/8bPX1n/vkZ6tbVjqJC5JCIrWQJF1CYmYzJS33i/c45z7aTL0XJV0oL2kZ7Jw73MbzfFHST/ziB51zf22iTr6kvZIKJK1zzk1pyzmaOF6nJyQnKmp0+ref69AxhvTM1UUT+2v+pAE6Z1QfZaTTHxcAkPj2F1doxa4ird13Qqv3FGvdvhNNLsjYFjmZaerTLVt9u2erX362+nXPUr98r9w3P1v9Ip5JXhCkREpIkrHL1nUR2/e0UO/P8hKSdElXSbq7necpkfRIUxWcc6Vm9oi8VpLTzGyMc25bG88TqOw2DubLy0rX6H75mj68p2YM76WZI3ppaK9cfqACAJLO4J65GtwzV+8+fbAkKRRy2n60VJsOlmjrodLwWid7ispVHmWiUlkT0r7iCu0rrmi1bk5mWjhBqX/06Zal3t2y1Cffe+7dzWt96ZWXxQB8dFnJmJCc5z+XS3qzhXovn7JP1AmJmWVKOssvLnPOvXOkduPz1LfSnCcpqRKSzPQ0nT6sp7LT05SVkabMdFNWRpq6ZWX4Pwy9H47DeudpVL9u6t89m+QDANAlpaWZxvTvrjH9Gy/Y65xTcXmN9hVXaG9RufYVV+pYaZWOllbpWGm1jpZW6aj/3NIg+lNV1oS053iF9hxvPXmRpO45GeGEpXtOpvJzMpSflaFu2Rnedna68rMz1S07XXlZGcrOSFN2hvf7PTsjXdmZaf5r6f5r3oPf6+1TF3Kqrg2psqZOlbV1qqoJqbK2TpU13mtV9e/VeO9VRbx3av0pQwp0y+zCoP9JgUnGhGSS/7zVOffO0dQ+59x+MyuR1D1in2iNU8Nns6GVupuaiC1ppKeZnrjj3KDDAAAgYZmZenXLUq9uWS1O1OKcU1l1nY6WVPlJSpWOlFTpSGm1jpQ0lOuf25K8SFJJZa1KKmu181j0Y1+iUZ+cZKWnKT3NlJFmSvOfvbL/erpXTjeLKKcp3dQoqanfapznRLxvTb3a8Lo1U9c5ycn5z17Z21LEay78Xn05ct/w9inH0juO7VQXcqqqDanaH19bXRvyyv5rdaHYDXsorawlIUkWZpYtqa9f3BvFLnvkJQnD2niqoRHbrZ1nT8R2VOcxs+YGiUyIZn8AAJB4zEz52RnKz85QYStT3TvnVFpVq6MRycqx0iodK6vW8bLq8MQyx/3y8bJqxfDv30bq/9hGcCprU3tJu6RKSOS1dtQrjaJ+fZ38OJ4n8v22ngcAAKQgM1P3nEx1z8mMap2uUMjpREVNOGEprapRaVWdSitrVVZVq5Iq77m0slalVbXhLkNVtXXhb/arakOq8l8Pf9tfRyLSXmZSVnqacjLTlZPpP/td48LPmenKzoioE/F+/WvZGd4Mbqks2RKSyKtVHUX9+rEfbb3KbTlP5PiSqM7T3GwGfsvJjGiOAQAAUkdaWkO3sVgKhZyq6xq6IoWcU23Iqa7OqTbkdUuqc061dV4XptpQ/XNIoZDCderVT94a2ZgTOaNr49cjI3HveO3UumZeFy+vG5dFlL1+XfXvea97b9a/37Cf9179vrLGZbOG7bQ0axiHk+4lEln+mNusjDRlpBnjb2Ik2RKSyFFf0dyR2U3sF+vzZEdst/U8AAAAgUlLM+Wked/WA0FJtvnjSiK2o+keVV8nmu5d7T1P5PttPQ8AAACQ0pIqIfGn3z3qF4e2VPeUOntarPVOkQPZWztP5ED2tp4HAAAASGlJlZD46qfhHWtmzXY5M7PBknqcsk+0tkiqn1K4tal8I2fGaut5AAAAgJSWjAnJYv85T9KZLdSb28Q+UXHO1Uh6wy/OMrOWxpG0+zwAAABAqkvGhOSfEdsfaaHebf5znaR/d+A83SW9p6kKZpYf8d4651xSrdIOAAAABC3pEhLn3ApJC/3irWY259Q6ZnaTpIv84v3OucOnvF9oZs5/LDx1f989kor87f9nZv2bqPMzSfVLtv44+n8FAAAAACkJExLfZyWVSUqXtMDMvmlms83sfDP7qaS/+PUOSvpGe07gnCuW9GW/OFTS62b2MTM708yuMLMnJH3Mf3+RpL+2898CAAAApKxkW4dEkuScW2NmN0j6m6Sekr7jPyLtk3S1c25/B85zj5kN9I9dKOmPTVRbIuk65xxLnQIAAABtlKwtJHLOLZA0RV5XqY3yWkxOSlot6S5JU/zuXR09z/cknSPpfkm75K3MflReq8jHJJ3vnDve0fMAAAAAqSgpW0jqOef2SvqK/2jLfjslWRvqv6GGWbcAAAAAxEjStpAAAAAASH4kJAAAAAACQ0ICAAAAIDAkJAAAAAACQ0ICAAAAIDAkJAAAAAACY865oGOAz8yO5ebm9p44cWLQoQAAAKAL27hxoyoqKo475/oEHQsJSQIxsx2SekjaGfHyBP95U6cHhPbimiUfrlny4ZolH65Z8uGaJZ+2XLNCSSedcyPjF050SEgSnJmtkCTn3MygY0F0uGbJh2uWfLhmyYdrlny4ZsknWa8ZY0gAAAAABIaEBAAAAEBgSEgAAAAABIaEBAAAAEBgSEgAAAAABIZZtgAAAAAEhhYSAAAAAIEhIQEAAAAQGBISAAAAAIEhIQEAAAAQGBISAAAAAIEhIQEAAAAQGBISAAAAAIEhIWkHM+tpZvPN7L/N7Akz229mzn8sjNE5Ms3sUjP7iZktNrMjZlZjZifMbI2Z/drMToviOHdFxNba49ZYxJ6IOumazW3DZ31flMecb2aPmNkeM6vy437azG6MRcyJrJOuWbTXK/JR2MRxuM8kmdlMM/uGmS2I+D9bZmZvm9lDZnZZHM4Zk3vEzG7099vvH2ePf9z5sY45kXTWNTOzXDO71sx+a2avm9lx/3dakZm9aWY/aOreauI497XhXpsbi9gTTSdes1vb8FnfFeUxuc/idM3MrLA9v9OaOVbn32fOOR5tfEjaIck181gYg+P3k3S0hXPUP+okfa+VY90VxXHqH7cG/dkm6zXzzzG3DZ/1fa0cyyT9rpVj/EtSdtCfbZJfs2ivV/2jWFJOE8dJ+ftM0qIo//1PSSqIwflico9IyvbrtXSc38lfSLgrPTrrmkmaKqkkivNUSrqjlWPd14Z7bW7Qn3GyXjP/XLe24bO+q5VjcZ/F/z4rbMP1qn9sauZYnX6fZQjtYRHbhyS9KenKGB4/W1Iff3udpCckLZV0UFI3SRdK+pykAkn/ZWYh59w3ozjulFbe39uuaJNDvK/ZqW7zz9Gcolb2/46kT/rbayX9UNJmSSPkXfvzJF0t6U+SPtSRQBNYZ1yz1u4JSXqXpB/42393zlV28Jhd9T4b4j8fkvSopFck7ZL3C+sMef9vx8r7PP9tZvOcc6EOnC9W98jdfj1JWizp55J2S5og6Svyrucn5X1J9D8diDcRddY16yEp399eJuk/kt6QdERSb0lXSLpD3u++35hZpXPunlaOuV/Spa3U2dGOWBNdZ99n9S6V95k353Ar+3Ofxf+a7VN0v9M+Lukz/vZfWqnbefdZ0JljMj4kfUnS9ZKGRbxWnykujMHxh0h6XtLsFuqMlffD3EmqkTSymXp31ccW9OfWla+Zf7y5isE3BpJGS6r2j7NKUrdT3s+Q9EzEueYE/fkm6zWLMo5/R5y3yXuS+8xJ3rd775OU0cz73SS9FvFZ3tyBc8XkHpF0fkSdp0+NXd4f0W/571dLGh3055yM10zSbEn/kHRaC3XOkVThn6dIUn4z9e7z6+wM+vPrytfMP9atEccp7MBxuM866ZpFGc8a/zx1koY2U6fT77PAL1RXeQT0h9JnIs77+WbqpPwfSp11zRS7hOTXEcc5r5k6I/wfJk7Sk0F/lsl6zaI4Xz95Cb+TtKWFetxn0X2eUyKu4RMdOE5M7hFJT/rv10oa0UydORHn+nXQn2GyXrMoz/XTiHNd20ydTv9DKdkeMbzPbo04TmEHjsN91knXLIrzTI84z/Mt1Ov0+4xB7cnt5YjtMYFFgZgxM5N0jV/c4pxb3FQ959wuSS/5xYvNLL+peuiwD0jhrq2tNW2jFc65tZKO+cV2/cyK1T3il+sH0r7o12/qOK9K2uoXr/HPnzJicc3agN9pMdDJ16xF3GfR6cRrFtl99b44nqfNSEiSW1bEdl1gUSCWCiUN9bcXtVK3/pd3jrx+qIi9W/xnJ+mBIAPpQjL95/b+zCpUbO6RM+WNWYjmOAv956HyWl5STUevWbT4nRY7nXXNWsN9Fr24XjMzy5D3JZvkTTLxeDzO014kJMntgojtja1VNrNnzeyQmVWb2WHzphP+lpkNiGOMqep7ZrbTn9qvyLypmn9jZq0NOJsUsb2hlbqbmtkPMeBfq+l+8WXn3O4o9+M+a4aZTZc3wFmK4mdWM2J1j3CvRSFG1yxabfmd1sfMFpnZMf9eO2hmL5rZF82sIJ5BJro4XbN7zWyf/1kfM2+q5h+Z2chW9uM+i0In3WeXS+rvbz/inCuPYp9Ou89ISJKUmXWTNzODJFXJm4mrNZfI+8+YKa9v/Lny+r5vty68NkJAZsv7hidLUk95/UPvkLTGzH5pZpnN7Dc0Yru12Zj2RGwPa2ecaN4tEdtt6a7Ffda8b0Rs/72dx4jVPcK9Fp1YXLNWmdkQSR/2i0fUuPtWU/LlDZbuLe9eGyBvBsqfSHrbzC6PU6jJIB7XbK6kwfI+697yWhy/LGmLmX29hf24z6LTGfdZe36nddp9xrS/yesnkob7279xzrU0HV/91MFvyJsWLl3eLDU3SLpWUp68bz/knLsvbhGnhoOS/ilvWsPt8gZED5Y3bd5t8j7rO+VN2XxrE/t3j9gubeVcke8zhiSGzCxdDU3bpZIei2I37rMWmNn7JF3nF5er/d0FYnWPcK+1IobXrLXzmKQ/quGafMc1P722k/S6vIHSK+VNpZolb/rYD8r7Y6mPvOlTL3fOvRCPmBNVHK7ZDnm/05bKm6Y3JO/Ltqvk/YzMlPR9M8t2zt3VxP7cZ63ojPvMzHqpYdr87ZJebWWXzr/Pgp5ZoKs81Imz/8j7w7b+fOsk5bZQt2crx7paDdNnlkjqH/RnmazXTN7UfZktvD9e3jdA9ed9VxN1vhnx/oWtnG9URN27g/48k/GatXCeyyPOdW8U9Xu28n7K3mf+v3+qvD82nKQySRM6cKyY3COS7ol4b1Qrx7kwou43gv48k+2aRXGu70R8vs+rhcXxorjX7og41m41sZBpV33E+prJ++KspWtxjqQTaphCdkoTdbjPOvGatXCeT0Z8tt+Kon7PVt6P+X1Gl60k4zeP/cEvHpV0nXOuorn6zrnilo7nnHtC0vf8Yr6kj8QgzJTknCtzztW08P5mSTdHvHRnE9Uir2VWE+9Hyo7Ybvb/ANqlTU3b3GfNM7NCeWsPdJP37eotzrlNLe7UsljdI9xrzYjDNWvpXB+Tl2RK0jZJNzn/L56mRHGv/VYNswcNk9c62eXF45o55060ci2WquH3WJqkTzdRjfusGZ15n6nxBC33t1Y5iPuMhCSJmNn58rqOZMr7VuJS59yWGBz6D/L+k0peP1HEiXNukRoGrJ1vZqfegyUR2601WUe+31pTOKLkD9S72i/uVOszw0Qr5e4zMxsk7xvv+pWKb3fOPdrBw8bqHuFea0Kcrllz53qfGr5g2yvpYudcayt+R+P3EdtzY3C8hNaZ16wJD6rhXprbxPvcZ03o5PtsvKSz/eKrzrkdMTp0TO8zEpIkYWZnyVvtM1des967nHMrY3Fs59whNcx/PbSluoiJ9f5zjrw+mJEiB/21di0iB/3tabYW2uo98q6NJN3f0jeEbZFq95mZ9ZX3C7d+Tv3PO+fujsGhY3WPcK+dIo7XrKlzXSXvm9o0SYflJSNNrlHRDusjtrv0vdaZ16wpzrlaSZv9YlOfNffZKQK4ZvFaeySm9xkJSRIws9MlLZA3OKxK0jXOuddifJqY/NGFqLT0WUdOi9jatIcTmtkPHRPZXavVpu02Son7zG9lek7SZP+lbzrnfhGjw8fqHuFeixDna3bqueZL+oe81v4iSfP9Lq2xwn3WufidFqXOvmZ+L4wP+sVySbFshYnpfUZCkuDMbKK8TLqXvBmbbnQxnjXEzPpL6usXW5qtC7FR/4OoSg3fmNfbKW+GJqnxnPxNmRtxnOWxCCzVmdkYedP0StJi59zbMTx2Stxn/srMC9SwhssPnXP/G8NT7FRs7pE3/dfbcpy9kmL1LX7C6IRrFnmuOZL+JW+8QImky5xza2J8mskR213yXuvMa9ZKHBnyJmyRmv6suc98AV2zeWpoefqnc66kpcptFNP7jIQkgZnZaEkvyFvLoE7Szc65J+Nwqtslmb8dq/7yaIL/y7j+W6LFzrlQ5Pt+96D6Kf/Gmdl5zRxnhLwZSSTpeedcl+5v24kim7bbsvZINLr8fWZmufKmiZzlv/Rr59zXYnmOWN0jfvl5v3iRX7+p45wnaaxf/FesuvAlis64ZhHnOkvSf+RNgV0ur+vxG3E41ScitrvcvdaZ1ywK71fDgn7v+Ky5zzwBXrP2rqcVjdjeZ7GaUizVH2rDdKSSClurLy+j3enXqZ99oa0xTZE0tpU6kdORlksaHPRnmYzXTF4L1rxWjjFe3vR49ce5tpl6Y+S1hjl58393O+X9DEnPRBzn/KA/y2S8Zk3UN3lz7tffCz2ijIn7zPs3ZsmbMSY8za5amDK0hePMjTjGfc3Uick9Iu8b2/o6T0vKOOX9bpJW+e9XSxod9OecxNdsqqTjfp1Ked202nqeWa3dO2o8Hel+SXlBf87JeM38n58zWjnGOZKK1fB3SpP1uc867z47pX6+GqYU3i0pLcrzBHKfsTBiO5jZNEnTmnl7YBOrMS9wzh1sw/H7yGsZqf8m4beSVpjZaS3sVubeOXPCTEn3mNlCeb+c18ibKjhd3i/0GyVdo4Zvbb/gWl5gMWnF+5rJm6/9JTNbJ687wgp5N2mNvFk0IhdGlKSHnXOPN3EcOee2mdkP5K3cOl3SUr+8RV6i+gVJ9d8KP+Cce6UNcSaNTrhmpzpf3i9hSXrcOXcyyv24zzwPyVu/RfIWUfuVpMnemndNc86ta8+JYnWPOOcWmdlf5U3Hfbm8e/jn8gbUjpf0VXkJpyT9wMWwC1+C6JRr5rf213c9lqRvSzrQyu+0IufcvlNeu0zS183sWf946+WNQcmSNFENC7ZJXq+Cjzvnytsab4LrrPusUNLLZla/ON5b8hbHc2pYGPEmNSyw/SPXzEQ73Ged97PxFNfLS/Yk7+dgqKXKEYK5z4LOHJPxIekuNWSG0TzmnrJ/YcR7C5s4/tw2Hr+549wa5b6lkj4S9Oea5NesMMrjhuT9MMpqJV6TN6VeS8f6l6TsoD/bZL1mTZzvzxH1L2lDnNxn3ufQ1p9ZrpnjzI2oc18L54vJPSJvLMO/WjnO79SObzQT/dFZ16wN94hr5TjR/kw4LOnKoD/fJL9mc6M8frWk/27t/uA+67yfjRH1X4qoP64N8QZyn9FC0rU9LW8BtlnyvkUcIG9QbZq8pvP18rLfPzvnjgYVZBexX9434bMknSlvCry+8qZpPilvwa/Fku5xzm1s7iD1nPdT4ZNm9k95Yw9myRtLdFzeN1V/ds49Evt/RmoyszxJN/jFffJaKKPFfRaAWN0jzrkqSdeY2Y3yWjGnSeot6YikZZL+zzn3fPNHQCe6V9639LPkdQHrL2/q9JC8CUJWy2ulvN/FdvBuKlohr0VjlrxW4MHyfq5lyuumtVnSy5Luds61OkUv91nnMrPhapgkYJlr25p1gdxn5mdDAAAAANDpmGULAAAAQGBISAAAAAAEhoQEAAAAQGBISAAAAAAEhoQEAAAAQGBISAAAAAAEhoQEAAAAQGBISAAAAAAEhoQEAAAAQGBISAAAAAAEhoQEAAAAQGBISAAAAAAEhoQEAAAAQGBISAAAScfM5pqZM7O72rjfTjPbGZ+oAADtQUICAGgTPxGIfNSZ2VEze8nMPhBwbAvNzAUZAwCgbTKCDgAAkLS+7T9nSpog6WpJ88zsDOfcF+J87jckTZR0tI37XRSHWAAAHWDO8UUSACB69S0Qzjk75fWLJD3vF0c553Z2cmgys4WSLjg1NgBA4qLLFgAgJpxzL0raJMkknVn/upnNNLPHzOywmVWZ2S4z+52ZDTr1GGY2wMx+YmabzazMzIr97fvMbFREvUZjSMys0E+ULvDLkV3KFkbs1+QYEjPLNrOvmdlaMys3s5Nm9qqZvaeJuoX+ce/ztx/2u6xVmtlyM7uyAx8jAKQcumwBAGKpvmXCSZL/x/lj/uuPStolaaakT0q62szOc87t8OvmSXpN0mh5LS1P+vuNkNcd7FFJ25s5b7G8LmS3+vW/HfHezhYDNsuS9Ky8ZGaTpN9KypN0g6S/m9k059x/NbHrCHldx7ZLekBSb0nvlfSEmV3snHu5pfMCADwkJACAmDCziyWNl5eMvGlm+ZL+Iu93zVzn3KsRdb8q6QeS/k/SJf7LF8lLRn7hnPv8KcfOkpTd3Lmdc8WS7jKzuZJGOOfuakPoX5SXjDwj6SrnXK1/zm/LSzi+bmZPOeeWnLLfXEl3OefCyY+ZPSRpgaQvSyIhAYAokJAAANolYsrdTHmJyDXyWjR+7pzbZWY3yWs1+FtkMuL7qaRPSJpvZsOdc7sj3qs49VzOuWpJ1bH9F4TdJi+J+kJ9MuKf87CZfVfS3ZI+KunUhGSXpP89Jc5nzWy3pLPiFCsAdDkkJACA9vqW/+zkdZl6VdI9zrm/+q/P8J9fOnVH51ytmb0iqVDSdEm7JS2StE/S18xshqSn5XXhess5VxePf4CZdZc0RtI+59ymJqrUxz69ifeai2uPpHNiFCIAdHkkJACAdoliJqsC//lAM+/Xv97TP95JM5slb/zHVZIu9d8/ama/k/S/zrma9kfc8RhPUdzMPrVi0hgAiBo/MAEA8XLCfx7YzPuDTqkn59xe59xHJPWXdJqkOyUdk/Q//iPwGAEAsUVCAgCIl1X+89xT3zCzDElz/OLKU993nvXOuV9Lmu+/fE0U56zzj58eTYDOuRJJb0saYmZjm6gyr7kYAQCxQUICAIiXf0k6Lun9flesSJ+TNFLSC/UD2s1sspkNaOI49a+VR3HOY/7z8DbE+Wd5g/F/HJnImFlfSd+MqAMAiAPGkAAA4sI5V2pmt0l6RNIiM3tE3uD1mfKm+j0o6faIXebLSwqWStoi6bCkofLWIAlJ+nEUp31R0o2S/mlmT8ubsWuXc+6BFvb5iaTL/fOs9vfL84/TX9KPnHOLo/tXAwDaioQEABA3zrknzOxcSf8lb5B6gbxE5A+Svuuc2x9R/Vl5LRvny0sOesgbVP68pJ81sQ5IU+6Wt2Dh+yR9Rd7vuUXyFi5sLsZqM5sv6QuSPiDpM/IGpq+W9Dnn3N+i/gcDANrMnHNBxwAAAAAgRTGGBAAAAEBgSEgAAAAABIaEBAAAAEBgSEgAAAAABIaEBAAAAEBgSEgAAAAABIaEBAAAAEBgSEgAAAAABIaEBAAAAEBgSEgAAAAABIaEBAAAAEBgSEgAAAAABIaEBAAAAEBgSEgAAAAABIaEBAAAAEBgSEgAAAAABIaEBAAAAEBg/j9dl2Sj3XK1ZwAAAABJRU5ErkJggg==", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 266, "width": 402 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "u2 = tfd.Uniform(low=1.0, high=1.1)\n", "pos = tf.reduce_prod(u2.sample(sample_shape=(12, 10000)), axis=0)\n", "\n", "plot_density(pos.numpy())\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.4\n", "\n", "Continuation of the notion of \"Normal distribution by Multiplication\"\n", "\n", "Author explains that - \"The smaller the effect of a variable (locus in the example), the better the additive approximation will be\"" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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AkEjmMaH2nI6Pyi+bWTqudVCvWFilpdOiy6+0dfXqN8+dHnd8AAAAqe7HvlHwV6+fE1gcL790lsoKciRJx+ra9PjBmsBiAUAyjwm253RzbHvZjJEvSTcQM0v4APvp1pPjOh8AAECqO3S+Jdb4LidkesWaWcO8Y+IU5IZ1+7r4vdhPKLUHAkUyjwnlH5kfzfryg3nl2tny+uDpyUO1OlHfNu5zAgAApCr/4MWNy6apepKWoxuMf2Dl/l1n1NzRHWA0QHYjmceESkzmS8d9vullBbpm6dTY/i+ePTXucwIAAKQi55x+sT2ezAdZYt9n5awyXTw9ek/X0R3Rb547M8w7AEwUknlMmI7uXh2uaZUkmUkXzxh/Mi9Jt6+dHdv+zU7mzQMAgMy0+3STjte1S4o2Er7x4mkBRxSd9viq9fF7sR9vpdQeCArJPCbMwfMt6mtyOr+qSEV5OUk57wuWT1NeOPq/7s6TTTpWS6k9AADIPL/dGR/1fsHyacrLSY1b91euiU973Hy4TsfruBcDgpAavxGQkQ6ca4ltL/G60CdDaUGurlk6JbZ//y5G5wEAQOb57a6zse0XrpwRYCSJppUV6LqL4tMef8LoPBAIknlMmIPnW2Pbi5OYzEvSiy+Jf6D9mrlaAAAgwxyuadW+s9FVgfJzQrr+4qnDvGNyvWpd4gpDzrHmPDDZSOYxYQ6ej4/ML56a3GT+lhXTlePVdz17vEE1LZ1JPT8AAECQfrsrPlhx3UVTkzZdMVluWTFdpb4157ceawg2ICALkcxjwhw8N3HJfEVRntbNq4ztP7r/fFLPDwAAECR/Mp9KJfZ9CnLDesklM2P7v9rBCkPAZCOZx4TojbhYJ3tJWjy1OOnXuO6i+Lz5R56vSfr5AQAAgnC+uVPbvJHucMh08/Lgu9gP5GWXxpP5Xz93WpEIpfbAZCKZx4Q41dCuzp6IJGlKSZ4qivKSfg1/45VH95/nAwQAAGQEf8Xh+vmVE3IflQwbF1Wrujga29mmTj19pC7giIDsQjKPCXFgAufL97lkVrmqvA+QmpYu7T7dNCHXAQAAmEwP7Ysn89dflFqN7/xywiG9yNeU+Fc7WGEImEwk85gQCfPlk9zJvk8oZLrWt0TdI8ybBwAAaa434hLuaW5IsS72/b1s9azY9m92nlZPbyTAaIDsQjKPCXHIN19+0ZTkz5fvc93S+Afcw/tI5gEAQHrbfqJBDW3dkqRppflaMbMs4IiGdvnCKk0tzZcUrZTcfJhSe2CykMxjQhyrbYttL6ieuGT+Wl8TvC1H69XS2TNh1wIAAJho/UvszSzAaIYXDple4iu1/93uswFGA2QXknlMiKN18ZH5+dVFE3adaaUFWjajVJLUE3F6hsYrAAAgjT2871xs+4aLU7OLfX/+pfN+t+uMnKMpMTAZSOaRdN29EZ1q6Ijtz62auGRekq5cVB3bprQLAACkq9qWTu042ShJCpl0zZIpw7wjNVy2sEplBTmSpFONHdp1iqbEwGQgmUfSnWpoV6+3TNz0snwV5IYn9HpXLqqKbZPMAwCAdPXEwVr1DWqvnVep8qLcYAMaodxwSC9YPj22/7tdZwKMBsgeJPNIuqO++fLzqyZuvnyfyxbEk/ntJxrU3tU74dcEAABIticO1sS2r06TUfk+t67wJfPMmwcmBck8ku5oXTyZnzeB8+X7VJfka4m3/F13r9O24/UTfk0AAIBke+JgbWz76sXVQxyZeq67aKrycqKpxd4zzQnNkAFMDJJ5JN2xWl/zuwmeL9/nioWU2gMAgPR1or4tVt1YmBvW2nmVAUc0OsX5ObrWV03wu92U2gMTjWQeSecvs5+MkXkpusZpn6cOkcwDAID08sSB+Kj8ZQurYqPc6eRmX6n9w8+fH+JIAMmQfr8lkPKO+cvsJ21kPl6KtvVYvbp6IpNyXQAAgGR43Ddf/qo0K7Hvc91FU2PbTx2uo48RMMFI5pFUzrmEZH5+9cQ3wJOkGeUFsfXsO3si2nGiYVKuCwAAMF7OuX7z5dOr+V2f2RWFWur1MerqiWjT4dph3gFgPEjmkVQNbd1q857CFueFVTmJS6r4u9pvOUoTPAAAkB72n2vR+eZOSVJ5Ya5WzCoLOKKxu+Hi+Oj8w/sotQcmEsk8kupkQ3tse3Zlocxs0q69ztcoZusxknkAAJAeHj8QL7HfuKha4dDk3T8l2/UXTYttM28emFgk80gqfzI/q6JwUq+9bn5FbHvrsQY55yb1+gAAAGPxuK/53dVL0nO+fJ8NCypVmBuWJB2uadVR3ypHAJKLZB5JdSrAZH7ptFKV5udIks43d+pEffsw7wAAAAhWb8TpqUPxZP6qJek5X75PQW5YG30N/B5hdB6YMCTzSCp/Mj97kpP5cMi0Zl5FbJ9SewAAkOr2nG5Sc2ePJGl6Wb4WTZmc5sET6XpfV/uHn68Z4kgA40Eyj6Q6GWAyL0lr/fPmaYIHAABS3FOH62LbVyysntR+QxPlmqXx6oKnDteqN8LUR2AikMwjqU42dMS2J7vMXpLWJYzMN0z69QEAAEZjs2/5tssXVg1xZPpYNKVY08vyJUnNHT3adaox4IiAzEQyj6RKnDNfMOnXXzs3PjK/+3ST2rp6Jj0GAACAkXDOaXPCyHxmJPNmpqsWx0fnnzjIevPARCCZR9J09vTG1kgNmTS9bPKT+fKiXC2ZViIp2lBmxwmeBAMAgNR04FyL6tu6JUlVxXmxe5hM4G+CRzIPTAySeSTNaV+J/YyyAuWGg/nfaz3rzQMAgDSw+Uh8VH7D/MqMmC/f5ypfMv/04Tp19UQCjAbITCTzSJogl6XzS1hv/mhDYHEAAAAMxV9inynz5fvMqSzSvKoiSVJ7d6+2n2gINiAgA5HMI2lOpkoy7xuZ33asXs7RQRUAAKQW55yeOpTYyT7T+EfnnzhAqT2QbCTzSJpTAXey77N4aonKCnIkSbWtXTpW1xZYLAAAAAM5Ud+uM03Re6eS/Bwtn1kacETJlzhvnvXmgWQjmUfSnEpYY37ym9/1CYVMa3yj81tYbx4AAKQY//ry6+dXKiegXkMTaeOieDL/7PEG5s0DSZZ5vzUQGH+Z/ezK4EbmJZrgAQCA1PZ0Bs+X7zOtrCA2b76zJ6KdrDcPJBXJPJImVRrgSTTBAwAAqc3fyT5T1pcfyIYF8QGWZ3x/ZwDjRzKPpHDOpUwDPElaM7dCfau77DvbrLaunkDjAQAA6HOuqUOHa1olSXk5Ia2aUx5wRBNnw/z4g4pnjlAtCSQTyTySoq61S53ePKjS/ByVFeQGGk9pQa4WTy2RJPVGnHadago0HgAAgD7+Ufm1cyuUnxMOMJqJddmCxD5GrDIEJA/JPJIiVTrZ+106pyK2vf14Q2BxAAAA+PnXl8/kEnspuspQeWF0kKe2tStWkQBg/EjmkRRnm+LJ/PTy4DrZ+62ZGy9Z236ChisAACA1+MvNL8vwZD4UMm2Y7583T6k9kCwk80iKM/5kvjQ/wEjiLp1bEdtmZB4AAKSCls4e7T0Tnf4Xsmifn0y33ldq/zRN8ICkIZlHUpzzJfMzUmRkftmMMuV5a7Yeq2tTXWtXwBEBQOYxsyIze7WZ/YuZ/dHM9ptZvZl1m1mNmT1uZp8ws9kjPN8yM/uKd542M6s1s01m9kEzS40PGGActh9vUMSbNn7xjDKVBtxnaDJctiBefbDlKCPzQLKQzCMpzjZ1xranlaXGvVZeTkjLZ5XF9refaAguGADIXCsk/UjShyXdKGmJpApJOZKqJV0l6R8k7TOztwx1IjO7Q9I2Se/xzlMoqUrSFZK+IGmrmS2ciL8EMFn8yex631K6mWzV7PLYAMuhmlbVtHQO8w4AI0Eyj6Twl9nPSJFkXpLW+JZ6odQeACbMaUnfl/RXkl4t6WpJV0p6laRvSuqQVCzpW2b2koFOYGa3SvqGpAJJNZI+JGmjpFskfds7bLmk+8ysZML+JsAES0zmK4c4MnMU5IYTlt9jdB5IjpygA0BmSGiAV5Yac+Ylb978k0clkcwDwATZ5pybNcTrPzWzr0p6TFKupH+W9Gv/AWaWI+nLksKSWiRd45zb5zvkATM7IOmfFE3oPyTpk8n7KwCTIxJx2nrMl8zPy+zmd34bFlTGkvhnjtTphStnBBwRkP4YmUdSnE3RkXl/E7wdJxpZ2xQAksw51zuCYzZL+qO3u3aAkfVXSFrqbX+uXyLf59OS9nvbH/AeAABpZf+5FjV39EiSppbma25VaiznOxk2zI8/uHiGkXkgKUjmMW6dPb2qb+uWJIVDpuqS1BmZX1hdrNKC6P1ebWuXTtS3BxwRAGStZt92/w+K233b3xzozc65iOLl9pWSbkhaZMAkSSixn1cpMwswmsnln1Kw82Sj2ruGfQ4IYBgk8xi3c77md1NL8hUOpc4HUyhkunRORWyfJngAMPnMbKqkF3i7Nc652n6HXON93++cOzXEqR4c4D1A2sjG+fJ9qorztHhqsSSpu9dxTwYkAck8xi1hvnyKLEvnt5omeAAw6cyswMwWmdk7JD2p6Gi6JP17v+NKJM31dncPc9q9vu0VyYgTmEz++fLrsiyZl1iiDkg2knmMm7+T/fTS1Cmx7+OfN7/9eGNwgQBAhjOzl5mZMzMnqV3SQUlflbTYO+RuSZ/v97bZkvpKuk4MdX7nXJ2kNm937lDHAqmmtqVTh2taJUWXz71kdtkw78g8/gcYJPPA+NE8BuPmX2N+RgqOzPvL7HeealQk4hRKoakAAJAFDkh6p3PujwO8VurbbhnBuVokFUka8fJ0ZrZlkJeWjfQcwHj5k9fVs8uVnxMOMJpgbPAl81uP1XNPBowTI/MYt8Rl6VIvmZ9elq8pXlO+tq5eHfKeigMAku5hSau8rw2KrjP/bUkLJX3XzO4Y4D3+dt5dI7hG3xPk7GkDjoyw5Vj2zpfvs3BKsSqLciVJDW3d3JMB40Qyj3FL9WTezLTKV8q28ySl9gAwEZxzzc65nd7XFufcT51zd0h6oaRqSd8ys7/v9zb/MiN5I7hM33yuES9P4pxbP9CXEufgAxNq69Hsni8vRe/J/A8ytlJqD4wLyTzG7UyjP5lPvTnzknTJ7HgTvOdI5gFgUjnn/iDpS97uP5iZv7zdv2TdSErn+44ZSUk+kBK6eiLafiJ+/7FuXnYm8xLz5oFkIpnHuJ1r9s2ZT8GReSkxmWdkHgAC8Qvve0iJ68qflOS87TlDncDMqhSdLy9Jx5MaHTCBdp1qVFdPRJI0v7pIU1OwYfBk2TA/3tH+maN1AUYCpD+SeYyLcy5hZH5aiibzq3zJ/K5TTYpE3BBHAwAmwHnf9vy+Dedci+KJ+XDLzflH9Idbxg5IGdm8vnx/q+eUK8drenfwfKvqW0fSKgPAQEjmMS7NnT1q7+6VJBXmhlVWkJoLJMwsL1B1cXQqZktnj47U0nAFACbZbN92/xL5x7zvS81s1hDnuGGA9wApj2Q+riA3rJW+QZZtxym1B8Yq6cm8mc0xs8+Z2W4zazGzBjPbZmZ/b2ZJ++1lZpeb2d1mdtjMOszsnJk9aGZ3mtmo1vows3Vm9iUz2+XF2+ad9/dm9lEzW5CsuDPN2X7z5c1Sc3kRM2PePAAE6zW+7ef6vfZT3/ZbB3qzmYUkvcXbrZf0UNIiAyaQc07PkMwnWD+PefNAMiQ1mTezFyn6Af0RScslFUsql7RG0j9Kes7M1ifhOh+V9KSiH+oLFO1sO1XRJ/Zfl/TISB4cmFmemX1F0tOS/lLR8r5yRZe7WSDpZkmfkvTK8cacqfxrzKdiJ3u/S+hoDwBJZ2ZvMrMhG9eZ2WslvdPbbZR0b79DfiFpv7f9/8zs4gFO87eSLvK2/9051zPGkIFJdaK+Xee9/kKl+TlaOq004IiCt2EByTyQDEmriTaz1ZJ+rGgC3ybpc5L+4F3jFYomy7Ml/crM1jvnTo3xOm9VNMGWpKOSPi1pm6Rpit4ovFzSVZJ+ZmY3Oecig5wnV9KPJN3m/dGjku5RdA5eq6Tpki5XdI1cJlgP4lxz6s+X77MqoQleU4CRAEBG+StJXzazn0l6RNGkvEnR+4Flkl4t6cXesU7S+51zCV2vnHM9ZvY+Sb9WtFv9Y2b2KUUf3JdIeqOkO7zD90j6wkT+hYBk2upbX37NvAqFQ6lZxTiZ/NUJzx5vUHdvRLlhZv8Co5XMCc7/rugHd6+kFzvnHvG99rCZbZX0XUkzJP2zBimjG4qZVUj6V2/3pKQrnHNnfYfcZ2Zfl3SnpOsV/fD/ziCn+6iiibyT9AHn3H8McMz9kj5pZiNZ9zYr+TvZT0vxzqwJHe1PNco5l7LTAgAgzZQpWi33liGOqZP0F8657w/0onPud2Z2p6T/ljRF0hcHOGyPpJd6TfOAtPDMkXgy7+/kns2mlxVodkWhTja0q6M7oj2nm7R6TkXQYQFpJymPwLzS+Ru93bv7JfKSJOfcPZL+6O2+2cymjeFSb5PU9yjvb/ol8n0+qGgJnyR9eJB4FyiazEvSVwdJ5GOcc7TZHMR5XzKf6suszK4oVGVRriSpuaNHR2vbAo4IADLC7ZLeL+mHkp6VdFpSt6JVbkcl/VLSeyUtHiyR7+Ocu1vSWkUT+oOSOhSdH/+UohUA651zhyfiLwFMFJrfDWw9680D45asehb/erF3DXHcN73vYcXL28dynWZFS+Qv4D2t73vtEjNbMsBh75CUJymieMk+xiAhmS9J7WSeJngAkHzOuUPOuf9wzv2pc26tc26Wcy7POVfinFvgnLvNOfdfzrmGEZ5vr3PuPc65Jc65QudclXPuSufcF5xz7RP81wGSqqWzR3vPRKf2hUy6dG75MO/IHiTzwPglK5m/xvvepmgzucE8OMB7RsSb4365t7vJOdc5xOHDXedPve/bnHMnvPObmc0ws8XDNfJBXDqNzEv9Su1J5gEAwATafrxBEa/z0sUzylRakBtsQCnEn8xvJZkHxiRZyfwK7/v+obrLek3vmvu9Z6QuUnyO/+5hjt07QGySJDObKmmRt7vD62j/cUknFC0NPCCpycy2mNlbjEnVQzrfkl7J/Kp+8+YBAAAmSmKJfUVwgaSgZTNKVZQXXU36VGOHTjVQeAOM1rgb4JlZvqKNaqRoQjyc44om2HNHeak5vu3hrnPct93/Ov7kvk3RdWo39jvGJK2TdLekl5vZ651z3SMJ0sy2DPLSspG8P92cT6MGeNKFHe1pggcAACaKf315mt8lygmHtGZuhZ44WCsp+uBjVkVhwFEB6SUZI/P+xTJH0l2275jRlrKP5jr+1/tfx/+b9G2KJvLPSrrVO7Zc0aX0+ta7fZWiy9+hn86eXjW2R59xhEOmyqLUb/o/p7JQ5YXRErfG9m4dr+MpMAAASL5IxGkbze+GxLx5YHySkcz7H6GNpOt731DuaB+9jeY6/vn0/a9T7NsuULQk/1rn3O+dc63OuSbn3L2KzrU/4x33fjObPZIgnXPrB/pSYul/Rqhpif8YppTkKZQG66aaWcLoPE3wAADARNh/rkXNndHZp1NL8zWnklHn/hLmzR8jmQdGKxnJvH9ocyRDs3212KMdEh3Ndfz13v2v09Fv/+MDrVfrnDun+Ih8rhI79kPp1/yuDx3tAQDAREuYLz+vkml9A1g7L57M7zrVpLauQVtvARhAMpL5Zt/2SErn+44ZSUn+WK/jf73/dfzncZJ+O8R57vdtXzbMNbNOOi1L53fJ7LLY9i6a4AEAgAnwzNG62DYl9gMrL8zVRdOjt+29Eaftx7kvA0Zj3Mm8t0Rcjbc7Z6hj+x1zfMijLuRvejfcdfxN7/pf55hvu8E516zB+Y+dOsw1s066jsz3L7N3zgUYDQAAyET+5dbWLyCZHwyl9sDYJWtpur6l4paa2aAd8s1slqS+YdHhlpfr73lJfbU3wy1r5+8c3/86+xWfcx8e5jz+13uHOTbrpGsyP6+qSGUF0f9NG9q6daKeJngAACB5alo6daS2TZKUlxPSylllw7wje62bRxM8YKySlcw/5n0v0tDl6DcM8J4R8ZaG2+ztXmlmQ82bH/Q6zrkeSU96u2XeuvODWezbPjnCULPG+ZZ4+4F0KrM3M62cFR+d3326KcBoAABApvEnpatnlys/Z7jxo+y1YUF8oamtx+oViVAxCYxUspL5n/q23zbEcW/1vvdKuncc1ymV9NqBDjCzEt9rO51zBwY47Ee+7aEa273Kt/3ISIPMFokj8wUBRjJ6/ifku06RzAMAgOShxH7kFlQXqao4OkbX0Natg+dH21YLyF5JSeadc1skPeTt3mFm1/Y/xszeIOkF3u53vG7x/tcXmJnzvh7q/37PXZL6fjt+xsymDXDMFxRdK16SPj/Iee5WfNm5T5rZ/AHivUTSX3u755T4wAJK3zJ7SVrhS+Z30wQPAAAkUf9O9hicmWmDb978pkO1AUYDpJdkjcxL0vsltSo6z/x+M/u4mV1lZteZ2b9J+rZ33BlJHxvLBZxzDZI+7O3OkfSUmb3dzC4zs5eY2S8kvd17/WFJ9wxynlZJ71O0m/007zwfNLPLzWyjmX1U0qOKr0n/XuccE6v7Od+Svsl8Qpk9I/MAACBJOnt6tcO39O06OtkPa+Pi6tj2kyTzwIgN2qxutJxzO8zs1ZJ+IKlC0ie9L7+Tkl7hnDs1juvcZWYzvHMvkPS1AQ57QtLtzrnIEOf5iZm9W9KXJE1XdES/vy5FE/kfjzXeTOWcS+uR+UVTi5WXE1JXT0SnGjtU39qlyuKh2jAAAAAMb+fJJnX1RG9BF1QXaUoa9RUKylWLp8S2nzxYq0jEKRSyACMC0kMyR+blnLtf0ipFy9v3KDpS3yRpu6RPSFrlleSP9zqfkrRR0nckHZXUtzzew4qOzF/nnKsb/Ayx83xV0hpJX1a0W36bF/MeSf8haZlz7hvjjTcTtXT2qKM7+kFVmBtWcV56NXbJDYe0bEZpbJ8meAAAIBkS5svPrxriSPS5aHqJqr1Blfq2bu07O9TK0QD6JG1kvo9z7oSkj3hfo3nfEUkjfgTnnNuseHf7MXPO7ZX0F+M9T7bpPypvln5PT1fOKtOOE9EyuF2nGnX1kinDvAMAAGBozxyNjyetp8R+RMxMVy6q1n3PnZYUHZ1fPpPl/IDhJHVkHtkjnUvs+6yYSUd7AACQPM45bTnaENsnmR85/7z5Jw4ybx4YCZJ5jMk5fzKfpnPBVtAEDwAAJNGxujbVeA2CSwtytHRaScARpQ9/Mv/U4Vr1st48MCySeYxJJozML5tRqr7ZAQfPt6i9qzfYgAAAQFrzL0m3bl4lTdxGYdGUYk0vi95TNnf0aBdLBwPDIpnHmNT4lqVL1y6txfk5WjgluvpgxEl7zzA6DwAAxi5hfXlK7EfFzLRxUXx0/tH9NQFGA6QHknmMSW1LV2x7Smn6LumWsN48He0BAMA4+JP5DSTzo3b9xVNj2w/tOxdgJEB6IJnHmNS2xkfmq4vTc2ReogkeAABIjqaO+JJqIZMunVsRbEBp6LqlU2NTILcea1BjW3ewAQEpjmQeY1LjH5kvSeeR+XgyTxM8AAAwVs8ea5DzerYtn1mm4vykrwCd8apL8rV6ToUkqTfi9OiB88EGBKQ4knmMScLIfJrOmZekFb5kfu+ZJjqnAgCAMXmGEvukuOGieKn9g3tJ5oGhkMxjTPxz5qvTeGR+Skl+rHNqR3dEh863BBwRAABIR1v9nexJ5sfsxmXTYtsPP39eEQZagEGRzGPU2rp61OYt45YXDqk0zcvIaIIHAADGozfitO0YneyTYfXsclUVRweKalo66WkEDIFkHqPWf1TeLL3XUKUJHgAAGI+9Z5rU6g10TC/L1+yKwoAjSl+hkOl6X6n9H/fS1R4YDMk8Rq22NTNK7Pv4m+DtOtUYYCQAACAdPX24Lra9YX5V2g90BO0mX6n9b3aeDjASILWRzGPUapozY1m6Pv4meHtON8s55mYBAICR23wknsxfsagqwEgyw43Lpik/J5qm7D3TTE8jYBAk8xi1xE726T8yP7eySCXevP+61i6dbeoc5h0AAABRzjlt9o3MX76QZH68SvJzEkrtf7PzTIDRAKmLZB6jlrjGfPqPzIdCpuUzS2P7e2iCBwAARuhQTWvs3qi8MFcXTSsd5h0YiZesmhnb/vVzlNoDAyGZx6jVJiTz6T8yL0nLfU3w6GgPAABGyj8qf9mCSoVCzJdPhpuWT1NeOJqq7DrVpKO1rQFHBKQeknmMWkKZfQbMmZcSO9rvpqM9AAAYoacpsZ8QZQW5uu6iKbH9Xz9HqT3QH8k8Rq3/0nSZILEJHsk8AAAYmacSkvnqACPJPC++JF5q/4tnT9KkGOiHZB6jVtMSH5nPhDnzknTR9FL1VcUdrm1Va2dPsAEBAICUd6K+TScb2iVJRXnhhOVuMX63rpyugtx4V/tdVE8CCUjmMWqZts68JBXkhrV4aokkybnoBwYAAMBQnvYtSbduXqVyw9xaJ1NpQW7C6PyPt5wIMBog9fAbB6MSiTjV+ZL5quLMSOalxCZ4lNoDAIDhsCTdxHv1+jmx7Z8/e1KdPb0BRgOkFpJ5jEpje7d6I9H5SqUFOcrPCQccUfL4583T0R4AAAznKZL5CbdxUbVmVxRKkhrauvXg3nMBRwSkDpJ5jIq/k32mzJfvs4KReQAAMEI1LZ06dD66XFpeOKQ1cyuCDShDhUKmV62bHdv/0TOU2gN9SOYxKjX+TvYZVGIvJZbZ7z3dHKtAAAAA6M+/JN2lc8tVkJs51Yqp5lW+UvsH953T2aaOAKMBUgfJPEYlE5el6zO1NF9TS6PVBu3dvTpS2xpwRAAAIFVRYj955lcX68pF0f/GEUcjPKAPyTxGxV9mX51hZfYSpfYAAGBk/M3vLltAMj/RXnfZvNj2D585rggVlADJPEbHX2Y/JcPK7KXEUvvdrGUKAAAG0NjerT1novcJIZPWz68MOKLM96JLZqisIEeSdLS2TZsO1wYcERA8knmMSk1Lho/M09EeAAAMY+vRejlvYHjlrHKVFuQGG1AWKMgN65Vr443w/u/p4wFGA6QGknmMSm1CMp95I/OU2QMAgOEwXz4Yf3rZ3Nj2b3aeUUNb1xBHA5mPZB6jktAArzjzRuYXTilWQW70n8XZps6ESgQAAABJ2uwr8SaZnzwrZ5Vr1exySVJXT0Q/33Yy4IiAYJHMY1RqW31z5jNwZD4cMl08g9F5AAAwsPauXu040Rjbp/nd5PKPzv/v08flHI3wkL1I5jEqmT5nXqLUHgAADG7bsXr1eJ3Ul04rUVUGNgROZbetmRWrotx7plnPnWwc5h1A5iKZx4h19vSquaNHUrRza0VhZjZ7WTGzNLZNR3sAAODHfPlglRXk6iWrZsb2/5dGeMhiJPMYsTpfiX1Vcb5CIQswmolDR3sAADCYp4+QzAfNv+b8vc+eUltXT4DRAMEhmceI+ZvfZeJ8+T4XzyiTec8pDp5vVUd3b7ABAQCAlNDVE9HWY/WxfZL5YFy2oFKLphRLklo6e3TfjtMBRwQEg2QeI+afLz8lQ+fLS1JJfo7mVxVJknojTvvPtgQcEQAASAXPnWxUR3dEkjSvqkgzywsDjig7mVlCIzzWnEe2IpnHiCUsS5fBI/NS/1J7GqsAAABps2++PF3sg3X7ujkKe1M+nzlar1MN7QFHBEw+knmMWG2rr5N9Bq4x75fY0b45wEgAAECq8K8vfwUl9oGaWpqvqxZXx/Z//Ryl9sg+JPMYsWwamV/uS+bpaA8AAHojTs8cjc+Xv4xkPnAv9XW1v49kHlmIZB4jVpMlDfCkxDL7Paeb5JwLMBoAABC0fWeaY0v0TinJ14LqooAjwgtXzoiV2m871qCTlNojy5DMY8Syqcx+RlmBKotyJUnNnT06Uc+HAwAA2SxxSbpKmWXmEr3ppLI4L6HU/jeMziPLkMxjxLKpzN7MEkrtd1FqDwBAVtt8hOZ3qehlq+Ol9r9iiTpkGZJ5jFhtlixN18ffBG/3aZJ5AACylXNOz5DMp6RbV8RL7Z893qAzjR0BRwRMHpJ5jIhzLmHOfKaPzEsXzpsHAADZ6Xhdu842RQc1SvNzEqr3EKzK4ryElQUe2ncuwGiAyUUyjxFp7uxRV29EklSYG1ZRXk7AEU08OtoDAAApscR+3fzK2EgwUsNNy6bFth8kmUcWIZnHiPjny1cVZ/6ovCQtnlqivHD0n8jJhnY1tncHHBEAAAjC04f9ze8osU81N1wcT+Yf21+jrp5IgNEAk4dkHiNS1+qfL58dyXxeTkhLp5fE9im1BwAgOz3NfPmUtnhqseZWFUqSWrt6E/obAJmMZB4jko0j8xKl9gAAZLvzzZ06VNMqScoLh7R6TnnAEaE/M9ONF1Nqj+xDMo8RqW31N7/L/E72ffwd7RmZBwAg+/hHeS+dW66C3HCA0WAwicn8+QAjASYPyTxGpM6fzGfRyLy/oz3L0wEAkH1YXz49XLmoWvk50dTmwLkWHa9rCzgiYOKRzGNEKLOXnj/bTEMVAACyTMJ8eZrfpazCvLCuXFQd23/8QE2A0QCTg2QeI1Lra4CXTWX25YW5sYYq3b1Oz59tDjgiAAAwWZo7umM9c8yk9fMrA44IQ7l6STyZf/JQbYCRAJODZB4jkq1l9pK0ana80c1zJxsDjAQAAEymrccaFHHR7eUzylRWkBtsQBjSxkVTYttPHqyVcy7AaICJRzKPEcnWMntJuoRkHgCArMT68ullxawylRXkSJLONXfq4PnWgCMCJhbJPEYkscw+u5J5/8j8TpJ5AACyBs3v0ks4ZLpiEaX2yB4k8xiWc65fmX32zJmXpEtmxZP5vadpggcAQDbo6olo+/GG2P5lC5kvnw42+pL5TQdJ5pHZSOYxrObOHnX3RuccFeWFVZiXXeurVhbnaU5ltAleV2+EJngAAGSBXaca1ek9wJ9XVaRppQUBR4SR2Lg4cWQ+EmHePDIXyTyGlc3z5ftQag8AQHbZeqwhtk0X+/Rx8fTS2P1qXWuXnj/HIAwyF8k8hlXnny+fpck8TfAAAMguW4/Vx7bXzqsILhCMSihkunJRvL8BpfbIZCTzGJZ/ZD6b1pj3Y2QeAIDs8qxvZH7dPEbm08nlvmaFzxytH+JIIL2RzGNYta2U2fuT+T1nmtXdSxM8AAAy1dmmDp1saJckFeaGtWxGacARYTQ2+JP5I/WsN4+MRTKPYSV2ss/OZD6hCV4PTfAAAMhkW32juavnlCsnzC1zOlk2o1TFXsPmM74HM0Cm4TcThpVYZp+dybyUODr/3AlK7QEAyFT++fLraH6XdnLCIa31TY3YQqk9MhTJPIZV62uAV5Vla8z70QQPAIDssJX58mlvw4L4z+3pI3UBRgJMHJJ5DIsy+yia4AEAkPm6eiIJD+3pZJ+eNsxPnDcPZCKSeQyLMvsomuABAJD5dp1qVFdP9DN+fnWRpmTpSj7pbs28CoVDJknad7ZZTR3dAUcEJB/JPIaVWGafvcl8ZXGeZlfQBA8AgExGiX1mKMnP0fKZ0VUInEtsaghkCpJ5DMk516/MPrufTlNqDwBAZktofkeJfVrzl9rTBA+ZiGQeQ2rq6FF3b3RtzqK8sAq9ZT6y1ao5NMEDACCTbfMlfWsZmU9r/iZ4zJtHJiKZx5D8o/LZXGLfJ7GjfVOAkQBA6jCz9Wb2MTO738yOm1mnmbWa2UEz+76ZvWiU57vczO42s8Nm1mFm58zsQTO708yy+6kyJtSZxg6dauyQJBXmhrVsRmnAEWE8/CPz247X0+8IGScn6ACQ2up88+WraQCT2ATvdJO6eyPKDfNMDED2MrOHJV03wEt5khZ5X683s/skvcE5N2RZk5l9VNI/KXHAYaqkG7yvPzezlznnGGZD0vlL7FfPKVcOn/FpbUZ5gWZXFOpkQ7s6uiPafapJl86tCDosIGn4DYUh1bSwLJ1fVb8mePvPtgQcEQAEbrb3/aykr0j6U0lXSrpC0nsl7fdef6mke81s0HsPM3urpE8pen9yVNI7JV0u6WWSfukddpWknw11HmCstvnny8+nxD4T+Evt/T9fIBPwQYghUWZ/oUtml8W2aYIHANor6fWS5jjn3uec+6Fz7inn3Gbn3H9JWivpCe/Y6yT92UAnMbMKSf/q7Z6UdIVz7mvOuaedc/c5526T9A3v9eslvXGC/j7IYnSyzzxrfCPxzx5vCCwOYCKQzGNICZ3ss3iNeb9Vs2mCBwB9nHMvc879r3OuZ5DXWyW9y/dHrxnkVG+T1Jc9/Y1z7uwAx3xQUt8v3g+PJV5gMF09kYTP9bV0ss8I/iaG20jmkWFI5jGkmhbfnHlG5iX1b4JHMg8Aw3HOPSep1ttdMshht3vfmyX9aJDztPheu8TMBjsXMGq7TjWqqyfaIG1+dZGm0CsoIyyfWao8r/fB0dq2hIEqIN2RzGNIiWX2fKhJFzbB66EzKgCMRK73vbf/C2aWq+jceEna5Jzr7H+Mz4O+7WuSFBtAiX2Gys8Ja8Ws+BTJ7YzOI4OQzGNIlNlfqLokP9YEr7Mnov3naIIHAEMxs7WS+u6m9wxwyEWKr7Cze5jT7fVtrxhnaECMv5P9OkrsM4p/3jyl9sgkJPMYEt3sB+ZvgkepPQAM62O+7f8b4PU5vu0Tw5zruG977kgubmZbBvqStGwk70d22HY0nsyvZWQ+o/j7H9AED5mEZB5D8q8zTzf7uIQmeCdI5gFgMGb2OsXnwz8j6WcDHFbq2x6u3Mn/esk4QgNizjR26FRjhySpKC+sZTNKh3kH0ol/ZH778QZFIi64YIAkSnoyb2ZzzOxzZrbbzFrMrMHMtpnZ35tZ0h5zmtnlZna3mR02sw4zO2dmD5rZnWYWHuM5i8zskJk57+tIsuJNR865xDJ75szH0AQPAIZnZqsVX06uTdKbnHMD3UUX+raH607ln09fOOhRPs659QN9KbFkH1nMX2K/ek65csKMd2WSeVVFsUGpxvZuHa5tDTgiIDmS+pvKzF4k6TlJH5G0XFKxpHJJayT9o6TnzGx9Eq7zUUlPSnqLpAWS8iVNlXSDpK9LemSMDw7+SdLC8caXKZo6etTdG73nKsoLqzBvTM9IMhJN8ABgaGa2QNKvFb0XiEh6i3NusOS53bc9XBmY/8ly+6BHAaOw9ah/vjwl9pnGzBLXm/c1OwTSWdKSee/p+48lVSj69P0fFO0ye4OkLyravXa2pF+Z2axxXOetkj6laOxHJb1T0Q64L5P0S++wqyT9zMxG/PfzHjK8X1KHosviZL3ETvaU2PtVl+RrVnmBJJrgAUB/ZjZT0u8V/dyXpHc65348xFv8n7vDlc77X+eXL5LCPzLPfPnMlJDMM28eGSKZI/P/rujT915JL3bOfdI597hz7mHn3Ick3eEdN0PSP4/lAmZWIelfvd2Tkq5wzn3NOfe0c+4+59xtipfzXS/pjSM8b473vrAXW91Y4ss0/vny1ay1egFK7QHgQmY2RdFEvm8N+A86574xxFukxKZ3cwY9Ksrf9O74oEcBI9TZ06udp5pi+2vpZJ+RSOaRiZKSzHuj2jd6u3c75x7pf4xz7h5Jf/R232xm08ZwqbdJ6ntc+jfOubMDHPNBSX2Z1YdHeN6/UnQqwB5Jnx9DXBmJTvZD85fa7/bdBABAtjKzckm/k7TS+6OPO+f+fQRvfV5Sj7c93HJz/g70wy1jBwxr96kmdfVEp8vNry7SFAYwMtKlvmR+z+kmdXT3BhcMkCTJGpm/3bd91xDHfdP7HpZ02ziu0yzpRwMd4Jxr8b12iZktGei4Pma2WNEpAZL0LufccI13skZi8zuS+f6Wz4wvT7f7NMk8gOxmZiWS7pe01vujzznnRlSJ55zrlrTZ273SzIb60LnBt/3YaOME+tvqmz/NfPnMVV6Yq0VTiyVJPRGnXaeoqkT6S1Yyf433vU3S00Mc9+AA7xkRM8tVdG68JG1yznUOcfhorvNVRbvhfmugioJsljBnvoRkvr8Vs+LJ/J7TTRq4QTMAZD4zK1S0b82V3h/9p3Pub0Z5mp9630slvXaQ65T4XtvpnDsw2liB/vzz5ddRYp/R1s6NP6zZRhM8ZIBkJfN9JXH7nXM9gx3knDuleJOb4cro+rtIUo63PVxZnb9b7qDXMbM7JL1AUo1GXpKfNWpafHPmGZm/wMzyApUX5kqSmjt6dKKepsoAso83iv4TxUfM71K0oexo3SWpL6v6zCDT8b6g6Co5EtPikCQJneznMzKfydb4HtZsY948MkDO8IcMzczyJU3xdk8MdaznuKIJ9tzhDuzH3xBnuOv4G+IMeB3vJuHfvN2/ds7VjjKeAZnZlkFeWjbIn6cs1pgfmplpxcwyPXko+r/OntNNmltVFHBUADDpvi/pxd72k5L+Q9JKMxv0Dc65nQP8WYOZfVjRhrRzJD1lZp+W9Kyiy8++U/Epeg9LuidJ8SOLnWpo1+nGDknRZXgvnl4acESYSGtZng4ZZtzJvKLlcH1GskRM3zHDLT0znuv4Xx/sOl+SVCXpIefct0cZS1agzH54y33J/O7TTbp15YyAIwKASfcq3/ZGSdtH8J4BM33n3F1mNkPSJyUtkPS1AQ57QtLtzrnIKOMELuAvsV8zt0I54WQu9IRUc/GMUuXnhNTZE9HJhnadb+7U1FIGrJC+kvEbq9C3PZLmcX2124VDHjW+6/jn019wHTN7iaTXeed59yjjGJJzbv1AX0os/U8LdLMfXv958wCA8XHOfUrRhwLfkXRU0c/0GkVH498u6TrnHEvIIim2Hm2IbdP8LvPlhkMJqxGxRB3SXTJG5v0ThUeS8fU9/hrtBOPRXMf/iC3hOl7znP/2dj/nnEu7JHuysM788JbPjBeM0NEeQDZyzg1eTz/2c25WvLs9MGG2+Ebm1zNfPiusmVuhZ7w+Cc8er9ctK6YHHBEwdskYmW/2bY+kdL7vmJGU5I/1Ov7X+1/nU5LmSTog6dOjjCFrOOdYmm4Elk4rVW44eh97vK5dTR3dAUcEAABGoqO7V7tOxpcnW0sn+6yw1leBwcg80t24R+adc51mVqNoE7w5wx3vO+b4kEddyN/0brjr+Jvexa7jjcq/z9t9QNIrB2nQU9z33cxe523XO+d+O/Jw01tTR4+6e6NLrRXlhVWQGw44otSUlxPS4qkl2nsm+qxp7+lmXb6wKuCoAADAcJ472aieSPReZ/HUYlUUMXCRDfwd7bcfb1RvxCkcSnqBETApklFmL0WXirtO0lIzyxlseTozmyWpzPee0XheUo+iMQ+3rJ2/c7z/OjmKVyO8y/sayhRJP/C2t0vKmmQ+YVSe5ndDWjGrLJbM7zndRDIPAEAa2OJfko758lljVnmBppbm63xzp1o6e3TwfIsuYhUDpKlktex8zPteJOmyIY67YYD3jIhzrlvx+XNXeuvaJv06iPLPl69iWbohrZgZb4K3+xTz5gEASAf+9eWZL589zExrWKIOGSJZyfxPfdtvG+K4t3rfeyXdO47rlEp67UAHeKX0fa/tdM4d6HvNOdfgnLPhvhTtnitJR31/vmYM8aYtfyf7KcyXH5I/md9zhmQeAIBU55xLWJZuHcl8VvH3R9jGvHmksaQk8865LZIe8nbvMLNr+x9jZm+Q9AJv9zvOuXP9Xl9gZs77eqj/+z13Ser7zfsZM5s2wDFfkNS35sTnR/63gF/CGvMk80Na7kvm951pVk8vSx8DAJDKjte1xwYuSgtytGTqSHo4I1P4R+a3+R7qAOkmWSPzkvR+Sa2SwpLuN7OPm9lVZnadmf2bpG97x52R9LGxXMA51yDpw97uHElPmdnbzewyM3uJmf1C0TVopeh6tPeM8e+S9RKSeebMD6myOE8zygokSZ09ER2uaQ04IgAAMJQtx+pi22vnVSpEA7SssnpOhfp+5M+fbVZr54DtvoCUl7Rk3jm3Q9KrJTUoOnf+k5IeVzSp/pCiSf5JSS9zzp0ax3XuUvRhQETSAklfU3Qu/X2SbvMOe0LS7c45hkjHqKYlPmd+CnPmh7Vilm/ePOvNAwCQ0rYebYhtr6f5XdYpyc+JNb2LOGnHicZh3gGkpmSOzMs5d7+kVYqWt+9RdKS+SdFO8J+QtMoryR/vdT4laaOk7yg6v71TUo2iDw7eLuk651zd4GfAcCizH53lM+NdUEnmAQBIbQmd7OdXBBcIApM4b55Se6SnZC1NF+OcOyHpI97XaN53RNKIa5ycc5sV726fVM65BRNx3nRCmf3orJhZHtvec7o5wEgAAMBQWjt7tNdrWGuWOH8a2WPt3Er9YPNxSdI2OtojTSV1ZB6ZI7GbPWX2w0kYmWd5OgAAUta2Yw2KuOj2xdNLVVqQG2xACIR/ZP7Z4w1yzgUXDDBGJPMYUMI684zMD2t+dbGK8sKSov0GzjV3BBwRAAAYyObDtbHtyxdWBRgJgrR4aolK86NFyuebO3WyoT3giIDRI5nHBZxzCWX21cyZH1Y4ZLp4Rnx0nlJ7AABS01OH422VLltAMp+tQiHTpQlL1DUEFgswViTzuEBTR4+6e6OlRsV5YRXkhgOOKD2s8K03v4cmeAAApJzOnl49e7whts/IfHbrX2oPpBuSeVyA5ndjs9yXzDNvHgCA1PPciUZ19kRXLl5QXaTpZQUBR4QgrUkYmaejPdIPyTwuUOtbY76a5ncj5l9rnpF5AABSj7/EnlF5+JP5naea1OU96AHSBck8LlDjS+anlJDMj9SyGaUyb3HFg+db1NHdG2xAAAAgwdNHmC+PuOqSfM2rKpIkdfVEGIxB2iGZxwXO+5elo8x+xIrycrSwuliSFHHS82dpggcAQKrojTg9cyReSn3FwuoAo0Gq8M+bp9Qe6YZkHheoZWR+zJg3DwBAatpzukktnT2SpBllBZpbVRhwREgFa32l9jTBQ7ohmccF/GX21YzMjwrz5gEASE0JS9ItrJL1zY1DVlszrzK2vY1kHmmGZB4XqE0os2dkfjSWz4yvNb+bZB4AgJTxNM3vMIAVM8uUlxNNiY7WtiVUqAKpjmQeF2BkfuyWJ6w136xIxAUYDQAAkCTnnDb7mt9dQTIPT15OSJf4Kiu3n2gILhhglEjmcQH/yPxURuZHZUZZgSqLciVJLZ09OlHfHnBEAADg4PkW1bVG728qi3K1ZGpJwBEhlayZ6yu1P9YQXCDAKJHM4wLnaYA3ZmaW2ASPUnsAAAK3+XC8S/mGBVUKhZgvj7jEjvYNgcUBjBbJPBJ09vSquSPa6TUcMpUX5gYcUfpZMZMmeAAApJLNh2tj25TYo781vo722483ME0SaYNkHgn8JfbVxXk8uR4DRuYBAEgdzjk9eSiezNP8Dv3NqSyMVaM2d/bo4PmWgCMCRoZkHgkSm99RYj8WLE8HAEDqOHi+VWebovc3pQU5WjmrPOCIkGrMjFJ7pCWSeSRIXJaOTvZjsXhqiXLD0YqGE/XtamzvDjgiAACy15MHa2LbVy6qVpiqQwzAX2rPevNIFyTzSEDzu/HLywlp6bT4evN7GZ0HACAwjx+Il9hfvbg6wEiQyhJH5usHPxBIISTzSMDIfHIwbx4AgOBFIonz5a9aMiXAaJDKVs+pUF/RxvNnm9Xa2RNsQMAIkMwjAXPmk4N58wAABG/36abYdLcpJflaOo315TGwkvwcXTQ9WlkZcdKOE40BRwQMj2QeCWops0+K5TPjZfaMzAMAEIzHD8Tny1+1uFpmzJfH4BJK7Y9Tao/URzKPBDX+pekosx8z/1rzz59tUXdvJMBoAADITk8c9M2XX8J8eQxt7dzK2PazdLRHGiCZRwJ/mf1URubHrKIoT7PKCyRJXT0RHTrfGnBEAABkl66eiDYfrovtX7WY+fIY2hrfyPzWY/VyzgUXDDACJPNIUJPQAI9kfjz8TfCYNw8AwOTafqJB7d29kqS5VYWaW1UUcERIdUumlqisIEdS9J74aG1bwBEBQyOZR0xvxKmuNT4yX1VMmf14+JvgMW8eAIDJlTBffhGj8hheKGRaNz9eav/MUebNI7WRzCOmoa1LEa+aqLwwV3k5/O8xHozMAwAQnMf2+5J55stjhDb4kvktJPNIcWRriKH5XXL5m+DtPtXEvCsAACZJU0e3th1vkCSZSdewvjxGaP38qtj2lqN1QxwJBI9kHjEsS5dc86qKVJwXliTVtnbpXHPnMO8AAADJ8MSBGvV65YaXzCpXNfc1GKE1cyuUE4ouYfj82RY1tnUHHBEwOJJ5xJxPSOYZmR+vUMi0clZ5bP9Zb4QAAABMrIefj5fYX3cRo/IYucK8sFb6+h5tPUapPVIXyTxiaulkn3RrfUucbGO9UgAAJpxzTo88fz62f93SqQFGg3SU2ASPUnukLpJ5xPjXmK8uJplPhsRknie7AABMtEM1rTrZ0C5JKsnPSUjMgJHY4Js3/8wR7t+QukjmEZMwMl9KmX0yrJkbv4HYcaJRPb2RAKMBACDz+UflNy6uVm6Y212MzoYF8fu37Sca1M39G1IUv90QU0MDvKSbUV6gmeUFkqT27l7tO9sccEQAAGS2hBL7iyixx+hNLyvQnMpCSVJHd0S7TrHEMFITyTxialr9c+YZmU8W5s0DADA5Ont6telQfI7z9cyXxxj515t/5gjz5pGaSOYRU9PMyPxEWOsrtaejPQAAE+eZI/Vq7+6VJC2oLtK86qKAI0K6Wr/Av9488+aRmkjmISna+TWhAR7JfNLQBA8AgMnxMCX2SJKEkfmj9XLOBRgNMDCSeUiSWrt61dkTbe5RkBtScV444IgyxyWzy5UTMknSwfOtamzrDjgiAAAyE0vSIVkuml6q0vwcSdL55k4dr2sPOCLgQiTzkJRYYl9dnC8zCzCazFKQG9aKWWWx/a3HGZ0HACDZzjZ1aO+ZaKPZ3LBp4+LqgCNCOguHTGt9o/NbjjFvHqmHZB6SpNpW33z5Ukrsk22978PgqUN8GAAAkGz+Ufn18ytV7I2qAmOV2ASPwRikHpJ5SJLON/s62RfTyT7ZrlwUHx3YdKg2wEgAAMhMj+yviW0zXx7J4B+MoQkeUhHJPCT1G5mn+V3SXbGwSn0zF5472aiWzp5gAwIAIIP0Rpwe2898eSTXmrkVCnt9j/adbVZjO32PkFpI5iFJqvGNzFezxnzSVRTladmM6Lz53ohjvVIAAJJo58lG1XsNZqeU5GnFzLJh3gEMrzg/J/b/knPSVkbnkWJI5iGJkfnJcOWi+Hqlm5g3DwBA0vjny1+7dKpCIRr5IjkuX+i7fzvMVEmkFpJ5SFLCGvM0wJsYzJsHAGBiPOIrsb+e+fJIIn8yTxNjpBqSeUhKLLOnAd7EYN48AADJ19TRra3HGmL71yydElwwyDiXL4gn88+dbFQr929IISTzkCTVsDTdhGPePAAAyffEgVr1Rpwk6ZLZZUwXRFJVFudp2YxSSdH7t63HmDeP1EEyD0lSTXM8ma9mZH7C+OfNP36gZogjAQDASDxCF3tMsCsotUeKIpmHunoiauqIlgyFTKosIpmfKNf6Sv8eeZ5kHgCA8XDOJTS/Y315TITLF8b7Hj1FEzykEJJ5JHSyryrOpwPsBLpyUbXywtF/dvvONut0Y3vAEQEAkL4O17TqRH30s7Q4L6x18yoDjgiZyN8Eb/vxRnV09wYYDRBHMg/Vtvia37HG/IQqystJ+EDwjyYAAIDR8X+Oblw8RXk53Noi+aaW5mvx1GJJUldvRNt8DReBIPEbDzrfwhrzk8m/ZM7DJPMAAIzZI/vjU9auv4gu9pg4Vyyi1B6ph2QejMxPsusvjifzj+6vUU9vJMBoAABIT509vXryYDypYr48JhJN8JCKSOahGt/IfDUj8xNu6bQSzSwvkCQ1d/To2eMNwQYEAEAa2nKkXu3e3OX51UWaX10ccETIZFf4muBtPVavzh7mzSN4JPNIWJaOMvuJZ2YJpfYP7aPUHgCA0XqYJekwiWaUF2hBdZEkqbOHefNIDSTzUG0rZfaTLSGZf/5cgJEAAJCe/Eu8UmKPyXD1knhfhscPsMQwgkcyj4Qye0bmJ8fVS6cox1sCcOfJJp1r6gg4IgAA0se5pg7tOd0kScoJmTYurh7mHcD4XeNL5h8jmUcKIJmHahIa4JHMT4ayglxtWBBfC/chutoDADBi/i726+dXqiQ/J8BokC02Lq6WRcditP14g5o6uoMNCFmPZB79GuBRZj9Zbrx4Wmz7wb2U2gMAMFL+9eUpscdkqSjK06rZ5ZKkiJM2HWSJOgSLZD7LRSJOdb458yTzk+emZfFk/tH9NepmiToAAIYVibiEEufrSeYxiZg3j1RCMp/lGtq71RtxkqTSghzl54QDjih7LJlWotkVhZKkls4ePXOkPuCIAABIfbtPN8UGIqqL87RiZlnAESGbMG8eqYRkPsvV+krspzJfflKZmW5c5l+ijlJ7AACG84hvSbprlk5RyGsoC0yG9fMrlZ8TTaEOnm/V6cb2gCNCNiOZz3LnmS8fKH+p/R+ZNw8AwLAe9S1Jdy3ry2OSFeSGddmCqtj+4weYN4/gkMxnOTrZB2vjoinK857u7j/XouN1bQFHBABA6mrr6tEzR+ti+9cunTLE0cDEYN48UgXJfJarZY35QBXmhbVxUXxtXJaoAwBgcE8drlN3b7TXz0XTSzS9rCDgiJCN+s+bd84FGA2yGcl8lmNZuuDdeLFv3jyl9gAADIoSe6SCFbPKVFmUK0k639ypXaeaAo4I2YpkPsvVUmYfuJuWTY9tP36wRh3dvQFGAwBA6nrU1/yOEnsEJRyyhCURaWKMoJDMZ7mahDJ7RuaDMK+6SIumFkuSOroj2nSIRioAAPR3prFD+8+1SJLywiFdsbB6mHcAE+dGXxPjB/cxTRLBIJnPcjTASw03Xhz/QHiIDwQAAC7gH5XfsKBShXnhAKNBtrt26VSZtyritmP1qm/tGvoNwAQgmc9yiXPmSeaD0n+JOhqpAACQ6NH9zJdH6qgqztOauRWSpIiTHtnPYAwmH8l8lkucM0+ZfVA2LKhUsTfCcKyuTYdrWgOOCACA1BGJOD12wJ/MM18ewaOyEkEjmc9irZ09aveareXlhFSSnxNwRNkrPyecsGbpH+lqDwBAzO7TTarzypiri/O0YmZZwBEBicn8w8+fV2+EykpMLpL5LOYvsZ9aki/rm/iDQPhL7R9mvXkAAGL8JfZXL5miUIh7FgRv5ayyWM+putYu7TjREGxAyDok81nM3/yONeaDd51viZPNh+tYog4AAA9L0iEVhUKmGy6O37/R1R6TjWQ+iyUuS0fzu6DNqiiMLVHX2RPRM0fqA44IAEbGzCrM7BYz+zsz+4WZnTIz5309NMpzLTOzr5jZfjNrM7NaM9tkZh80s4IJ+isghbV39SZ8JtL8Dqkkcd480yQxuZgkncVofpd6rl0yRYfOR5vfPXrgvK5h9AFAetgmacF4T2Jmd0j6b0n+pL1Q0hXe19vN7KXOucPjvRbSx1OHa9XVG5EkXTS9RDPKeaaD1HHN0ikKh0y9EacdJxp1vrlTU0sZJMPkYGQ+i7EsXeq5xjfa8JhvfiAApDj/BOazkn416hOY3SrpG4om8jWSPiRpo6RbJH3bO2y5pPvMrGRc0SKt+OfLX7OEUXmklvLCXK2fXxnbZ3Qek4lkPovVUmafcq5cVKWw19Rn16mmhJ8RAKSwL0t6taR5zrkZzrmXj+bNZpbjnSMsqUXSNc65LzrnNjnnHnDO3SHp497hyxVN9JElEubLX0TFGlKPv9SeFYkwmUjms1gNZfYpp7QgV2vnVsT2Hz9YG1wwADBCzrl/dc79xDl3fIyneIWkpd7255xz+wY45tOS9nvbH/AeACDDnWns0PNnWyRJeeGQrlhYFXBEwIVuWZG4IhFNjDFZkp7Mm9kcM/ucme02sxYzazCzbWb292ZWOfwZRnydy83sbjM7bGYdZnbOzB40szvNLDzMewvN7E+8BjtPmVmdmXWbWb2ZPW1mnzWzBcmKNVWdZ2Q+JfnnyT+2n66oALLC7b7tbw50gHMuoni5faWkGyY4JqSAxw7ES+w3LKhUUR7PcJB6Fk8t0aIp0SbGbV29evwAUyUxOZKazJvZiyQ9J+kjipbBFUsql7RG0j9Kes7M1ifhOh+V9KSktyjacCdf0lRFP9i/LumRwR4cmNlqSeck/VTSeyRdruhNQY6kCkkbJP0/SXvN7L3jjTWV1TT71pmnUUfKuDYhma+Rcy7AaABgUlzjfd/vnDs1xHEPDvAeZDB/iT1NYZGqzEy3rJwe2//drrMBRoNskrRk3kuSf6xoQtwm6R8U/aC9QdIXJfVKmi3pV2Y2axzXeaukTyka+1FJ71Q0IX+ZpF96h10l6WdmNtDfr0xSX+OcTYrOwXuhpHWSbpb0BUmdij4g+LKZvW2ssaY6RuZT06VzKlSaHx15ONXYoUM1rQFHBAATx2tmN9fb3T3M4Xt92ysmJiKkikjEJTSDvY4l6ZDCbl0xI7b9wJ6z6o0wGIOJl8yR+X9XdCS+V9KLnXOfdM497px72Dn3IUl3eMfNkPTPY7mAmVVI+ldv96SkK5xzX3POPe2cu885d5uinXAl6XpJbxzgNBFJP5K0yjm30Tn3z8653znntjnn/uCc+ytJN0rq8I7/10zsmtvR3avmjh5JUk7IVFGYG3BE6JMTDmnj4urYPl3tAWS42Yp3wz8x1IHOuTpFBwyk+AMAZKjdp5tU2xrt71NVnKcVM8sCjggY3Nq5FbHBsdrWLm09Vh9wRMgGSUnmvdL5G73du51zj/Q/xjl3j6Q/ertvNrNp/Y8ZgbcpWhIvSX/jnBuohuWDkhq97Q8PEMcTzrnXOud2DnYR59yTkv7L261QdFmcjJK4LF2eQiEb4mhMNn+p/aPMmweQ2Up92y0jOL7vmBE/aDezLQN9SVo2mkAxufzz5a9ZMoV7FaS0UMh0ywp/qf2ZAKNBtkjWyLy/cc1dQxzX19QmLOm2cVynWdHR9Qs451p8r11iZkvGcB0pcV7eWM+RshI72VNin2r8681vOlSn7t5IgNEAwIQq9G13DXpUXN/T6MIhj0La81emMV8e6eBW/7z53Wfpe4QJl6xkvq8JTZukp4c4bsyNa8wsV9G58ZK0yTk31ALcyWiQ41+rLePWlzhP87uUtqC6SLMrovepLZ09evZ4Q7ABAcDEafdtj2Sd1L4PrfYhj/Jxzq0f6EuJc/CRQjq6e7X5SF1s/5olJPNIfVctrlZxXnRRraO1bdp/biTFRsDYJSuZ72tCs9851zPYQV6H2uZ+7xmpixTtOC9NToOc633be8Z4jpRVQ/O7lGZm/UrtmTcPIGM1+7ZHUjrfdwx3yRnsmSP16uqJVqUtmlqsWRUUYiD15eeEdcOy+ExiSu0x0cadzJtZvqS+rGPIxjWe49730TaumePbHu46x33bo26QY2azJf25t3teiSP9GYGR+dTHevMAssRJSX21qHOGOtDMqiQVebvHhzoW6e3RA/HPvWsZlUcauXVFYqk9MJFyhj9kWBPeuGYM1/G/PqrrmJlJ+prvep90znUM8Zb+798yyEsp1WSHkfnUd/XiKTKTnJO2n2hUU0e3ygpYdQBAZnHOtZjZcUnzNHw1nf+zdLgqPaSxxPnyLEmH9HHDxdOUEzL1RJx2nGjUyYb22NRJINmSUWY/WY1rRnMd/3z60V7nHyW9xNt+QNJXRvn+tJCYzI9kiiImW2Vxni6ZVS5J6o04PXmwNuCIAGDCPOZ9X2pms4Y47oYB3oMMU9fapV2nmiRJ4ZDpikVVAUcEjFx5YW7CEsO/ee50gNEg0yUjmZ/wxjVjuI5/qHnE1zGzt0v6uLd7QNIb3CjbUKZLkx3K7NNDYqk98+YBZKyf+rbfOtABZhaS9BZvt17SQxMcEwLyuG9JujVzK6hKQ9p56aqZse1fk8xjAiUjmZ+sxjWjuY7/9RFdx8xeJ+l/vN0Tkm52zp0beXjpxb803VTK7FOWvwneA3vOKhJhiRMAGekXkvZ72//PzC4e4Ji/VbQZriT9+1ANd5He/Mn81cyXRxq6deUMhUMmSdp6rEGnGkY7hgmMzLjnzDvnOs2sRtEmeEM2rvH0HTPaxjX+pnfDXcff9G7Y65jZbZK+o+jDjXOKJvJHRxlfWmFkPj1ctqBKFUW5amjr1unGDm0/0aC18yqDDgsAEpjZGklrBnl5hpnd0e/P7nfOxdo8O+d6zOx9kn6t6AP5x8zsU5Ke9PbfKKnvHHskfSFZsSO1OOcSVnC5lvXlkYaqivN01eLq2P/Lv9l5Rm+7ZmHAUSETJWtpur4mNEvNbNAHBN48uLJ+7xmp5yX1PYVPWoMcM7tF0g8l5SpatneLc27fKGNLK+1dvWrpjP6nzA2bygspX0tVueGQblke74p6/06WOAGQkl4p6Vv9vvpcPMBrFzSFdc79TtKdkjoUHSD4oqRNivavucM7bI+klzrnWJYuQx2pbdNJbxSzOC+sNXMrgg0IGCN/qf19O04FGAkyWbKS+b4mNEWSLhviuBsGeM+IOOe6JW32dq80s6HmzY/oOmZ2raSfKzrHvlnSi5xzO0YTVzryN7+rLs5XtIE/UtVL/POudp7WKNs4AEDacM7dLWmtpP+WdFDRxL5e0lOS/krSeufc4cACxIR7zFdif+WiauWGk3WrCkwuSu0xGZL1G9LfuOZtQxzX19SmV9K947hOqaTXDnSAmZX4XtvpnDswyHGXS7pP0QcQbYo+6d880LGZ5nwLJfbp5Kol1SotiBa8HK9r17PHG4INCAD6cc59wjlno/h6aIhz7XXOvcc5t8Q5V+icq3LOXemc+4JzjrvhDPfY/vj68tdQYo801ldq3+c3VFdiAiQlmXfObVG8q+wd3oh3AjN7g6QXeLvf6d9czswWmJnzvh7q/37PXYo+oZekz5jZtAGO+YKkcm/78wOdxMxWS7pf0YcCnZJe6Zx7dJBrZpyaZpalSyf5OWG9aOWM2P4PnxltuwkAAFJfb8TpCd8yrMyXR7p7CV3tMcGSWbv0fkmtksKS7jezj5vZVWZ2nZn9m6Rve8edkfSxsVzAOdcg6cPe7hxJT5nZ283sMjN7iZn9QtLbvdcflnRP/3OY2WJJv5fU10XsHyWdNrNLhviaPZZ4UxUj8+nndZfHezre++wptXbSxBkAkFl2nGhQc0f08216Wb4WTx3JIklA6nqhr9R+y9F6nW6kuAjJlbRk3ptr/mpJDYqWrn9S0uOKJtUfUjTJPynpZc65MXeBcM7dpejDgIikBZK+puhc+vsk3eYd9oSk251zkQFOca0k/4j+pyU9N8zXp8YabyqqaY4vSzeFZenSwrp5lVo8tViS1NrVq1/RSAUAkGH8S9Jds2QqPX2Q9vqX2v/6OUrtkVxJ7SrinLtf0ipFy9v3KDpS3yRpu6RPSFrlleSP9zqfkrRR0eXkjipaKl+j6IODt0u6zjlXN97rZKrzLR2xbZL59GBmet1l82L733zsCGvOAwAyCkvSIRP5S+0ZjEGyJb1FqHPuhHPuI865Fc65EudcuXNujXPuH51z9UO874ivMc4NI7jOZufcW5xzC5xzBc65qc65G5xz33DO9Q7xvrtH2aTHnHN3jO2/Rmryj8xTZp8+XrNhjorzwpKkfWeb9cCeswFHBABAcrR29mjrsfht4lVLqoc4GkgfL1w5Qzleqf22Yw06VtsWcETIJKz3kYX8S9MxMp8+Kory9MYr58f2v/LgAZapAwBkhM1H6tTdG/1MWzajVNNKCwKOCEiOquI8XXfR1Nj+L549GWA0yDQk81mIBnjp623XLFReTvSf7fYTjcy9AgBkhMf2++fLU2KPzPKKNbNi2z9/9iSDMUgakvks5F+abioj82llWlmB3uQbnf/Mb/aoo3vQWSUAAKSFh/bFVyxmfXlkmltWTFeRN1Xy4PlW7TrVFHBEyBQk81mmratHrV3R5C8vHFJZYU7AEWG0/vKmpaosypUknahv19ceORRwRAAAjN3xujYdPN8qScrPCenKRcyXR2YpysvRC1fOiO3/fBul9kgOkvksk7gsXR7LvqSh8qJcffCWi2L7X/7jAR041xJgRAAAjN3Dz5+PbV+5qFoFueEAowEmhr/U/t7tp9TLqkRIApL5LOOfLz+F+fJp6w1XzNelc8olSV29Ef3tT3ewVB0AIC35k/kbLp46xJFA+rpmyRRNKcmTJJ1r7tSmQ7UBR4RMQDKfZc4zXz4jhEOmz75qdWypk6eP1Ov7m48FHBUAAKPT1RPREwfize+uv4hkHpkpJxzSy1bHR+d/Rqk9koBkPsuwLF3mWD6zTO+6fnFs/7O/2aszjR0BRgQAwOg8c7Qu1stnXlWRFk4pDjgiYOL4S+3v33mGJsYYN5L5LOMfmZ9SmhdgJEiG9920RIu8G5+Wzh597Oc7We4EAJA2Ht4XL7G//qKp9PJBRlszt0Lzq4skRe/bHthzNuCIkO5I5rNMwhrzjMynvYLcsD5z+6rY/gN7zur3u/lgAACkB+bLI5uYmV65ZnZs/0fPnAgwGmQCkvksc64pXoY9o7wgwEiQLFcsqtbrL58b2//HX+5WW1dPgBEBADC8043t2numWVJ0udyNi1mSDpnv1evnxLYf2X9epxraA4wG6Y5kPsucbYqPzE8rI5nPFB954TJVFUenTZxsaNd//vFAwBEBADA0f4n95QurVJSXE2A0wOSYW1Wkq5dEH1w5J/1kC6PzGDuS+Sxz1jcyP51kPmNUFufpb168LLb/9UcO6dB51p4HAKQu/3xhSuyRTV67IV5R+cMtx1leGGNGMp9FenojCd3smTOfWV69bo42zK+UJPVEnP7td88HHBEAAANr6+rRo/vjS9LdvHx6gNEAk+uFK2eorCBaiXK8rl2bDrPmPMaGZD6L1LZ2qe/BX3VxnvJy+PFnklDI9PGXrYjt3/fcae040RBcQAAADOLR/TXq7IlIki6aXqIFLEmHLFKQG9Yr18Yb4f3w6eMBRoN0RjaXRfxrkDNfPjNdOrdCL75kRmz/87/dF2A0AAAMzL/yyi0rGJVH9vGX2v9m5xk1tncHGA3SFcl8FkmcL0+Jfab6q1svVshbpvfR/TV6/EDN0G8AAGAS9Uac/rj3XGz/lhUzhjgayEyXzC7XylllkqTOnoh+tpVGeBg9kvkscrY5Pl9+eikj85lqybQSvWZ9/Gnvv9y/V87RWAUAkBq2HK1XXWuXJGlaab5Wzy4POCIgGK+/fF5s+7ubjnK/hlEjmc8i5xiZzxrvv3lprCfC9hONeuj588O8AwCAyfG7XWdi2zevmK5QXzkZkGVeuXa2SvKjjfAOnm/VkwdphIfRIZnPIv4ye+bMZ7ZZFYV6wxXxp71fffhggNEAABAViTj9+rnTsf1bmS+PLFaSn6NXrYs3wvvupqMBRoN0RDKfRc42+crsSeYz3p3XLlLYG+3YdKhOzx5vCDYgAEDW23KsXqe8hryVRbm6esmUgCMCgvXGK+fHtn+3+2xCw2pgOCTzWYQGeNlldkWhbrt0Vmz/fx5idB4AEKxfbj8V237xqpnKDXMriuy2dHqprlxUJSnaHPL7m48FHBHSCb9Bs8i5Zkbms807r18U2/7t7jM6dL4lwGgAANmspzeSUGL/8tWzhjgayB5vunJBbPsHm4+puzcSXDBIKyTzWaKzpzfWOTZkUnVxXsARYTIsm1GmGy6eKklyTvr6o4cCjggAkK02HapTTUu8i/3lC6sCjghIDbeunK6ppdGq2fPNnQkPvYChkMxnifO+UfkpJfnKoawta7zr+sWx7Z9sOZmwqgEAAJPl3u0nY9svWz0r1tcFyHa54ZDe5Js7//VHD7FMHUaEjC5L+JvfzSinxD6bXLGwSpfOrZAkdfVGdPcTRwKNBwCQfVo7e3TfDl+J/aUzA4wGSD1vuGKe8r1lhXeebNLmw3UBR4R0QDKfJfyjsdNKSeaziZnpXdfF587fs+moWjp7AowIAJBtfrXjlFq7eiVJS6aVaI33kBlAVHVJvm5fNye2/43HDgcYDdIFyXyWoJN9drt15QwtqC6SJDV19Oj/nj4ecEQAgGzyg83xz53XXTZXZpTYA/297ZoFse0H9pzV4ZrW4IJBWiCZzxJn6WSf1cIh053Xxkfn73r0EJ1SAQCTYu+ZJj17vEGSlBu2hNFHAHFLppXqRl/j4m89zug8hkYynyUYmcer18+JrWJwqrEjYe4iAAAT5X99o/K3rpyhKlbUAQblH3z50TMnVO+tRgUMhGQ+S5xpZM58tivIDevNGxfE9r/6CJ1SAQATq7WzRz/deiK2//rL5gUYDZD6rlpcreUzyyRJ7d29+vaTR4INCCmNZD5LnPYl87MqCgOMBEF688b5KswNS5L2nG7SYwdqAo4IAJDJ/vfp42rqiDZdXVBdpKsWVwccEZDazEzvuj4+On/3E0fU1kXjYgyMZD4LOOd0sqE9tj+rgpH5bFVZnKfXbojPVfzqw4cCjAYAkMm6eyP6pq8j953XLlKIteWBYb101UzNrYoOvjW0dSdMVQH8SOazQG1rl7p6os3OSgtyVFqQG3BECNKd1y5S373UYwdqtPNkY7ABAQAy0q+fOx0bTKguztOr19P4DhiJnHBI77hucWz/G48eit3LA34k81nglG9UfjYl9llvblWRXrJqZmz/3x94PsBoAACZyDmXUP315o0LVOBN8wIwvNesn6MpJfHGxfduPxVwREhFJPNZ4FRCiT3JPKT33bREfUv8PrDnnLYdqw82IABARvnd7rPafbpJklSQG9KbNs4POCIgvRTkhvXnVy+M7f/PwwcVidC4GIlI5rPAyQZ/8zvmy0NaNqNML189K7b/hd8zOg8ASI7eiNO//nZfbP8NV8xnOTpgDN545XyV5OdIkg6ca9EDe84GHBFSDcl8FmBkHgP5wM1LY3PnH91fo02HaoMNCACQEX6+7aT2n2uRJBXnhfWeGxYP8w4AAykvzNUbrowv5/hfDx1kWWEkIJnPAqcbmTOPCy2aWqJXrYs3I/rn+3ZTvgUAGJfOnt6Eaq87r12k6pL8ACMC0tvbrl6ovHA0ZXv2eIM2HaoLOCKkEpL5LJBYZk8yj7j337xU+TnRXwM7TzbpR1tY+gQAMHbfevxIrIN9ZVGu7rx24TDvADCUaWUFepVvJYj/+MP+AKNBqiGZzwKU2WMwcyqL9M7r4+WPn//tPjV1dAcYEQAgXZ1p7EhINP7ipqUshwskwbuvX6ywNzfyyUO12nyY0XlEkcxnuM6eXp1v7pQkhUyaXkqpGxK96/pFmlkebYxY09KlL9IMDwAwBp/5zR61dfVKki6aXkIHeyBJ5lUX6fa1s2P7jM6jD8l8hjvtK7GfXlagnDA/ciQqysvR375keWz/7ieOaMtRnvgCAEZu06Fa/eLZ+DrYn7htpXK55wCS5n03LYmNzj92oIZ7NUgimc94x+raYttzKimxx8Bevnqmrl06RZLknPThH+1QR3dvwFEBANJBR3ev/vanz8X2X7p6pq5aPCXAiIDMM7+6WK9YE19W+N8fYHQeJPMZz5/Mz6sqDjASpDIz02dftTq2lumhmlZ93rdGMAAAg/nSH/brcE2rJKkkP0cfe+nyYd4BYCz+4qbEZYW3HqsPNiAEjmQ+w/mT+fnVRQFGglQ3u6JQf+e7AbvrscP6w56zAUYEAEh1O0826muPHIrt/+1LlmlmOZWAwERYOKVYr1gTnzv/JUbnsx7JfIY7Wtsa2yaZx3Bed9lc3XDx1Nj+h364XSfq24Z4BwAgW/X0RvQ3P92h3oiTJF2+sEqvv2xewFEBme29Ny6ReaPzDz9/Xk8fYe58NiOZz3BHa/1l9iTzGJqZ6QuvXRPrbt/Y3q33fG+r2ruYPw8ASPSNxw5r58kmSVJeTkifvX2VQn01wAAmxJJpJfoT3+j8536zV865ACNCkEjmM5hzrl+ZPXPmMbyq4jx9+c/WKce7IdtxolEf+uGzikT4oAAARB2uaU1YyvQDNy/VoqklAUYEZI8P3nKRcsPR+7Rnjtbrj3vPBRwRgkIyn8FqWrpi672W5Oeosig34IiQLtbPr9Tfv3xFbP83O8/os/fvDTAiAECqiESc/uYnO9TZE5EkrZhZprdfuyjgqIDsMbeqSG+4Yn5s/1/u3xeb7oLsQjKfwRI72RfJjNI3jNybNy7QW69eGNv/2iOH9N1NRwOMCACQCv736eN66nB0nm44ZPqXV69mTXlgkr33xiUqygtLkvadbda9208GHBGCwG/eDHasjuZ3GJ+/e+ly3bJiemz/73+xU/ftOB1gRACAIJ1p7NBnfr0ntv+O6xbpktnlAUYEZKeppfm685r4oMu//vZ5ehxlIZL5DJbQ/I5kHmMQDpm+9Lo1unRO9EbNOekD/7dNj+4/H3BkAIDJ5pzTx37+nJo7eyRFl8l6/wuWBhwVkL3eft0iVRXnSZJONrTrq48cDDgiTDaS+Qx2pMY3Ml9F8zuMTVFejr7155dr0dTo/0PdvU7v/O4WbTtWH3BkAIDJ9Ksdp/XAnnijrc/evkoFueEAIwKyW2lBrv761otj+//90EGWFM4yJPMZbP+5ltj2kml0mMXYVRXn6Z63XaFZ3pJ1bV29uuNbT+v5s80BRwYAmAz1rV36xL27YvtvuGKerlhUHWBEACTpTy+bq5WzyiRJnT0Rfeq+PcO8A5mEZD5D9UacDviS+aUk8xinWRWF+u6dV8TKuRrbu/Wmu57S8TqeAANApvunX+1WbWuXJGlmeYH+5sXLAo4IgBSdEvmPt62M7f9m5xk9sPtsgBFhMpHMZ6iT9e2xJWOmlOSp0kvAgPFYPLVE3/7zy1XsdU8929SpN931lM43dwYcGQBgojy075x+ui3eKfufX3mJSgtY7hZIFRsWVOn2dbNj+3/38+fU2N4dYESYLCTzGWr/uXj5MyX2SKZVc8r19bdsUF5O9NfHkdo2vfmbm/nQAIAM1NzRrb/72c7Y/m2XztILlk8f4h0AgvDxl67QlJLo4N3Zps6EVSeQuUjmM9T+hBL70gAjQSa6avEU/efr1ypk0f09p5t057efZkkUAMgwn7t/r042tEuSKoty9Q8vXxFwRAAGUlmcp0++4pLY/v8+fVy/p9w+45HMZ6j9Z33J/HRG5pF8L1w5Q5971erY/tNH6nXnd55Wcwcj9ACQCTYdqtU9m47F9j9x20pVl+QHGBGAobxk1Uy9+JIZsf2//tH22MM4ZCaS+Qx1gDJ7TILXbJirj710eWz/8QO1eu1XN+lsU0eAUQEAxqu9q1f/7yc7Yvs3L5+m2y6dFWBEAEbi03+yKrb6UGN7t/7i+1vV3RsJOCpMFJL5DORc/072lNlj4tx57SL99a0Xxfb3nG7SS//jUf36udMBRgUAGI8v/H6fjtZGVyspLcjRP79ylcws4KgADKeyOE//+WdrFfbmQm491qBP3LtLzrmAI8NEIJnPQEdr29TqzV2uLMqNNcMAJsr7blqqf3n16tgHR01Ll97zva2689tP67kTjQFHBwAYjS1H63XXY4dj+x9/6QrN8Eb6AKS+9fOr9OEXXhzb/95Tx3T3E0eCCwgThmQ+A+04GU+eLpldzpN0TIrXbpirb//55ZpeFp9P+cCec3r5lx/TG7/xlH6764x6KPMCgJTW1NGt9//vNkW8Qbxrl07RazbMCTYoAKP2zusWJUyN+adf7aYhXgYimc9AO33J/Oo55QFGgmxzzdIp+t0Hr9efbpib8OePHajRO7+7Rdf+y4P60gP7mVMPACnIOaeP/WynTtRHG2aVFuToM7dTXg+kIzPTv7x6tdbMrZAkRZz03u9t1SPPnw82MCQVyXwG2nGiIba9anZFYHEgO5UX5upzr16t37z/Wt126azY8nWSdLqxQ1984Hld/dk/6t33bNGWo/XBBQoASPCTrSd17/ZTsf3P3r5acyqLAowIwHgU5Ib1tTev1/zq6L/jrt6I3vHdZ7TpUG3AkSFZSOYzTCTitPNkU2yfkXkEZfnMMv3H69fq4Q/fqPfcsFjVxfHeDT0Rp9/sPKNX/fcTeu/3tup4XVuAkQIADpxr1t//Ymds/083zNVLV88MMCIAyTCttEDfu/MKza4olCR1dEf01ruf1hMHawKODMlAMp9hDte2qqWzR5I0pSRPM2lYg4DNrSrSR160TE/87U360uvW6PIFVQmv3/fcad38hYf17SeOKBKh0yoATLb61i699e5n1OY1z100tVj/cNuKgKMCkCxzKov0vTuv0LTSaF+jtq5e3fHNp3X/TlYeSnck8xnG3zl8Fc3vkELyc8J6xZrZ+uG7Nuq3H7hOL/c1Zensiegf7t2lt3xrs2paOgOMEgCyS1dPRO+6Z4uOeRVSRXlhffn161SUlxNwZACSacGUYn3/7fGEvqs3ovd8b6u+/9SxgCPDeJDMZ5inj9TFtlfNqQguEGAIF88o1X++fq1+8u6rtGxGaezPH91fo9v+8zGWswOASdDdG9Ff/GCrnjocvXcwk774p2u0YlZZwJEBmAhLppXqJ+++SgunFEuKNsX76M+e0yd/uZsVh9IUyXyGeeJgvKHFlYuqhjgSCN76+ZX6xfuu1juvX6S+IpJTjR169f88oZ9tOxFscACQwbp7I3rf97fqt7viS1V9+IUX64UrZwQYFYCJNreqSD9610atmh3vq/XNxw/rzd/crLrWrgAjw1iQzGeQUw3tOlzTKknKzwlp3bzKgCMChpefE9bfvni5vnnHZSotiJZ1dvZE9MH/265/+hVPigEg2RrbunXHtzYnJPLvuG6R3n394gCjAjBZppTk6wfvuFK3rpge+7MnDtbqZf/xqJ6i031aIZnPIP5R+csWVKkgNxxgNMDo3HjxNP3ivVdrybSS2J/d9RhPigEgmZ4+UqeXfflRPX4gfs/wjusW6W9fvIw+O0AWKcnP0f+8cb0+dMtFsT871dih1319kz53/1519TCYkg5I5jPIEwfiS0xsXFwdYCTA2CyaWqKfvecq3TLAk+JH958PMDIASG+N7d3651/t1mu/+qSO17XH/vxDt1xEIg9kqVDI9JcvWKpvvHmDygtzJUnOSf/90EG94iuPa9ux+oAjxHBI5jNEb8TpMV8yf/WSKQFGA4xdaUGuvvrG9frgzYlPit9012b9vx/v0LnmjgCjA4D00tzRrW88ekjXf/5BfeOxw3LeCqClBTn67zes01++YCmJPJDlbl4xXb/9wHW6ekl8MHDP6Sbd/t9P6KM/e04NbVRIpirWHckQmw/X6VxzdEmvquI8XUInWqSxUMj0/puXauWsMn34x9tV39YtSfq/Z47r3u2n9CfrZuu1G+bq0jksvwgAAzlwrlnfefKofrLlhFq99eP7XLt0iv7l1as1s7wwoOgApJoZ5QX67luv0DcfP6x//d0+dXRH5Jz0/aeO6VfbT+ndNyzRHVctUGEe03hTCcl8hrh3+6nY9ktXzVROmKILpL+bV0zX7z54vT7+8526f9cZSVJ7d6++/9Qxff+pY5pRVqCNi6t15aIqXb6wWguqi0juAWSt3ojTH/ac1XeePJpQrddnblWh/vrWi3XbpbP4XQngAqGQ6c5rF+mFK2foE/fu0h/2npMkNXX06HP379W3Hj+sv3zBUr1mwxzl55DUpwKS+QzQ1RPRr587Hdu/bc2sAKMBkmtqab7++43r9NC+8/r8b/dp9+mm2Gtnmjr0s20n9bNtJyVJU0rytGF+lTYsqNRlC6p0yexyhUPcsALIbG1dPfrB5uP65mOHdbKh/YLXl0wr0VuuWqDXcgMOYATmVhXpG2/ZoN/tPqvP/mZvbLWsc82d+tjPd+rLfzygO69dqNdfPk/F+aSTQeK/fgZ4cN85NbZHy5BnVxRqPUvSIcOYmW5cNk03XDxVTx+p1w+fOa77d55RS2dPwnE1LV26f9eZ2Cj+lJJ8vfiSGXrJqpm6fGEViT2AjNLU0a3vPnlUdz12+IJVP0Im3bJiut6ycYE2Lq5mJB7AqJiZXrhyhm5aNk0/euaEvvSH53W2KTql90xTh/75vj368oMH9OdXLdRbrpqviqK8gCPOTklP5s1sjqS/kPRySfMk9Ug6LOlnkv7TOZeUtohmdrmk90i6XtJMSU2Sdkn6nqRvOed6h3i7/zy3SHqHpCslTZNUK+lZ7xw/SkasE+1bjx+Obd+2ZpZCJCzIUGamyxdW6fKFVfrs7au061STNh2q1VOH67TlaH3soVafmpZOfXfTUX1301FNLc3XSy6ZoZeunqUN8yv5dwKkuMm6n0hHda1d+tbjh3X3E0fU3JH4ULOyKFevu3ye3nDFPM2pLAooQgCZIjcc0p9dMU9/sna2vrvpiL7+6GGd9/p0NbR164sPPK+vPnJQr14/R2/euCBhiWFMPHN9bU2TcTKzF0n6gaSKQQ45KekVzrkt47zORyX9kwbvxv+EpJcN9UFv0UfUX5H07iEu9QtJf+qc6xxrrL7rbVm3bt26LVvG9Ve/wKZDtXrd1zZJknJCpkc+cqNmVdDQBtknEnE6cL5FTx+p0zNH6vXo/hrVtAz8T3dKSZ42Lp6ijYuqtX5+pRZMKaL0FGln/fr12rp161bn3PqgY0m2SbyfmJDP5olyrqlDX3/0kL731DG19WtqN7uiUO+6fpFes2GuCnL5fQZgYnR09+rHW07oq48cTFjmss+1S6fojqsW6IaLp2VlReRkfzYnbWTezFZL+rGkYkltkj4n6Q/eNV4h6S8lzZb0KzNb75w7Ndi5hrnOWyV9yts9KunTkrYpOqr+TkWf4F8l6WdmdpNzLjLIqT6peCL/nBfvPknzJX1A0jVe3F+X9OaxxDrRunsj+qdf7Y7tv2LNbBJ5ZK1QyHTR9FJdNL1Ub7hivnojTpsP1+m+507p/p1nVNMSL0GtaenSL7ef0i+9xpHhkGl+VZFmVhSooihPlUW5qizKU3lhrsoKc1VRmKvywlwtmFKsaaX5lKsCE2iy7ifSyfG6Nn31kYP64TMn1NWTeFuzcEqx3nPDYr1y7Wzl0vwWwAQryA3rjVfO1+sum6v7njut/37ooPaeaY69/uj+Gj26v0Yzywv0J2tn6/Z1cxitn0BJG5k3sz9KulFSr6SbnHOP9Hv9jZK+6+1+yzn31jFco0LSIUmVij6VX++cO9vvmK9LutPbfYtz7jsDnGexpD2SchUtqb/GOdfqez1H0i8lvcj7o+ucc4+ONt5+10zq03/nnD796z36+qPREvu8nJD++FfXU1IHDKA34vTU4Vrdt+O07t95RrWtY18vdUpJntbMrdSNy6bqpmXTWNoJgcnUkfnJuJ/wnSulR+b3nmnS1x45pHufPaWeSOL92rIZpXrvjUv0klUzs3L0C0BqcM7pyYO1uvuJI3pgz1lFBkgtV88p1wuWTddNy6Zp5ayyjJ7qONmfzUlJ5s1svaRnvN27nHN3DnLcHyTdpOgH9Czn3LlRXuevJP2rt/sm59w9AxxTIumEpHJJO51zqwY45j8lvc/bvdY599gAx8xX9MFBSNKvnHMvH02sA5xv3DcMzjk1tnfrVEOHvv3EEf3fM8djr/3Ni5fpXdcvHk+IQFaIRJx2n47Otd90qE77zjbpRH27xvqrcO28Cr101Uy9eNVMzaYyBpMoE5P5ybqf8J0n5ZL57t6IHt1/Xt958qge2nf+gtcvnVuhv7hxiV6wfBpVQgBSyvG6Nt2z6ah+tOXEBU05+0wtzdcNF03VxsXVumxBleZUFmbU77J0LbO/3bd91xDHfVPRD9+wpNskfWOM12mWNGBzOudci5n9SNHR+UvMbIlz7kDf695c+Vd6u88PlMh75znqjQ7cLOlmMytxzrWMMt6k2nSoTq//+qYL/vyWFdP19msXBRARkH5CIdMls8t1yexy3en9u2nv6tXhmlbVtHSqvq1L9a1dqm/rVmN7t5rao99rW7u0/2yzWvvNU912rEHbjjXon+/bo0vnVmjD/EqtmFmm6pI8dfc61bV26kxjp47Xt+l4XfTrrNc4pqIwV/Ori7R4aolWz63QmjkVunhGqfJyKJVF1pqs+4mU0tHdqy1H6/WHPed07/aTCdOC+lyxsEp/cdNSXb2EzvQAUtPcqiL97UuW669feLEe2ndeP916Qn/Yc05dvfHpQeebO/WjLSf0oy0nJEnTy/J12YIqrZlboZWzyrViVpnKC3OD+iuknWQl89d439skPT3EcQ/2e8+IP3zNLFfS5d7upmGa0j2oeKn9NZIO+F5bIGmOt/3wMJd9UNFkvkDSBkkPjTTeiTC9LP+CP3vp6pn6t9dcSokdMA6FeWGtmFU27HGRiNOhmhY98nyN/rj3nJ48VKteXz3Z9uMN2n68YcTXrW3tUm1rl7Yea4h9qOXlhLRyVpmWzShVWUGu8nJCau7oUWN7t+pau1Tf1qW61i719DoV5YdVWZSnxVOLddH0Uq2YVaaVs8r5EEQ6m/D7iYnknFPERaf2RJxTT8RFtyPR7ZbOHtW0dKq2pVNnGju072yzdp9u1t7TTersubDFj5n0whUz9I7rF2kdy84CSBO54ZBuWTFdt6yYrsa2bj28/7we2ntODz1//oIR+7NNnfrVjtP61Y7TsT+bU1mold49zcpZZVo2s0wzywoyujx/rJKVzK/wvu93zvUMdpBz7pSZNUsq9b1npC5SPN7dQx0oae8AsQ20P9rzPDTM8RNqelmBivLCmlFWoEVTS/T6y+fqpmWU2QGTJRQyLZlWqiXTSvXWaxaqvrVLv9t9Rvc9d0ZPHKi5YE7rWHT1RGKj/SPTqi1HExfumFtVqEtmlWtuVZEqi/KUGzZ19UbU1RNRe1evmjp61NLZo5aObrV09sg5KT83pPycsEoLclRRmBtrBFhRlKcKryFghbdfkBtSR3dEnd296uyJqLWrR62dvWrzvrd29kS3u3oVcU554ZDyckLKzwmpOD9HJfk5Ki3IUUl+rkoKovsl+TkjfijpnJcgOSkywvkR4ZApJ2SB/L6MRJzauqP/XVo6e9Ta2aP8nLAunlE66bGkgcm4n0iqPaeb9IovP65e7//LZJhelq9Xrp2t1102TwunFCflnAAQhPKiXN126Szdduks9Uactp9o0OP7a/T00XptPVqvls4Lf9WfqG/Xifp2/XZXvDVafk5IC6qLtXBKseZPKdL00gJNLc3X1NJ8TSnJV0l+jgpyQyrIDSs/JyQziz1g7YlEFIlEv/f0OnVHIuqNuOh2b0Q9kej3wtywFk1Nr2Z9407mzSxf0hRv98QI3nJc0Q/euaO81Bzf9nDXOe7b7n+dZJ1n0hXn52j3J180/IEAJkVlcZ7+9LJ5+tPL5qmhrUubD9dp16km7T/XrOaOHoVDpqriPE0tzdfcyiLNrSrS3MpCzaooVMhM51s6daSmVXtON2n7iUY9e7x+wGVeRut4XXtSzjPZivLCKsgNK+KiI5l9yXrfKGffiOd45IZNOaGQcsOm3HBIOd5+Xk5IOSFTTjikvHD0e07IEv48bObFEY2p18mLMx5jr28EtrXTe7jR1XNBT4ZrlkzRPXdeMa6/S6aZxPuJpDJTQgnpWC2aWqxrlkzRLSum66rFU6i4A5BxwiHTunmVsUqj3ojT3jNN2nK0XjtPNmrXqSY9f7ZZ3b0XftZ39kS072yz9p1tvuC1gYRMAzbjG8pVi6v1/bdfObo3BSwZI/P+oYWRzCnvO2a0jz1Gcx3/6/2vk6zzDMjMBuuis2wk7weQniqK8nTryhm6deWMEb9ndkWhZlcU6uolU2J/VtvSqR0nGnWivk0tnb3q7OlVaUF0abyq4ujIeFVRnnJzQmrr7NHZpk49f7ZZe880DfkhmA7aunovWDs72bp7nbp7e9XePaGXGdZAIxGYuPuJifxsDver9jCL/lnIqwbp2w6HTEV5YU0piY4iTS3N06IpJVo+s0zLZpZqSsmFU+kAIJOFQ+aV0pfH/qyrJ6L955q161STdntfB8+3jHolorE8++9Jw/unZCTz/vbNI/mv3DfXfbRtn0dzHf98+v7XSdZ5ACDpqkvydeOyaSM+fun0Ul2zNP4woKsnoufPNmvP6Sadb+lUfWuXeiNSbo4pNxRSUX5YpQW5KvOVt5uZOnt61dEdUVN7t+rbutTofa9v61ZjW3S7oa1bDW1d6uqNqCAnrHyvlK04P6yivBwV54dVnJej4vwcFeWFVZyfEx217ImW+Hf2RNTW1aPmWJm/7/sAo9dDCVn0JsBk0nADmE5JLYEei8LcsDfFIPp90VRKpwcwWfcTSbV4aon2/tOLFPYl7gCAsYn2DkpM8CWpsb1bR2padbimVcfr2nS+pVPnm72vlk61dfWqo7tXnd2RhGqpvvuFvt/RfZV3Ob5Kvb4/m1edfkt8JyOZ99dy5o3g+L5Hz6OtAR3NdfyPt/tfJ1nnGdBgyxB4owLrRnIOABirvJxQrFt/OumbV97R3RtNiMwUCkkhi34Ax0Y7x5EsRSLReXI9vdF5cl29kdj8ua7eSGzunH/+XPzPomX0IbPYjUGoL3nzYg17sYZDppL86EON4vwcFeeFlRNmhYIRmLD7iYn8bA6FTAWh8HhOAQAYRnlhri6dW6FL51YMe2xvxMk5590/ZPYD1mQk8/6JCyMpRe87ZrTLvI3mOv7X+18nWecBACRJyEuAS/KT1Zd14Gvkh8KawEtgfCbrfgIAkMGiPUcyO4nvM+6hAm+JuBpvd85Qx/Y75viQR13I3wxnuOv4m+H0v06yzgMAAJJkEu8nAADICMmq++tb4m2pmQ065mFmsyT1LeY83LJw/T0vqa9j0HDL0Pgb2vS/jn9/POcBAADJNRn3EwAAZIRkJfOPed+LJF02xHE3DPCeEXHOdUva7O1eaWZDzacb6jpHJJ30tq8f5rJ95+mU9MywQQIAgPGY8PsJAAAyRbKS+Z/6tt82xHFv9b73Srp3HNcplfTagQ4wsxLfazudcwf8rzvnnKSfebsXmdk1g5xnvqSbvN3fO+eYkwcAwMSarPsJAADSXlKSeefcFkkPebt3mNm1/Y8xszdIeoG3+x3n3Ll+ry8wM+d9PdT//Z67JNV7258xs4HWb/qCpL42zp8f5DxfUrxk/z/MLGGNIK+0738k9bWnHew8AAAgSZJxPwEAQLZI5lo575fUqmgCfL+ZfdzMrjKz68zs3yR92zvujKSPjeUCzrkGSR/2dudIesrM3m5ml5nZS8zsF5Le7r3+sKR7BjnPAUmf9XbXSnrSzP7MzDaY2Z9IelDSi7zXv+uce2Qs8QIAgFGb8PsJAAAyQdIW6HHO7TCzV0v6gaQKSZ/0vvxOSnqFc+7UOK5zl5nN8M69QNLXBjjsCUm3O+ciQ5zq7yVNkfQuSaskfW+AY/wPBwAAwASbrPsJAADSXTJH5uWcu1/RxPjzkvYo+mS9SdJ2SZ+QtMoroRvvdT4laaOk70g6qmiDuhpFR+PfLuk651zdMOdwzrl3S7pV0k8UvTHoUvRJ//2SXuuce6W3VA4AAJgkk3U/AQBAOkvayHwf59wJSR/xvkbzviOSbBTHb1a8u/2YOed+L+n34z0PAABInrHeTwAAkC2SOjIPAAAAAAAmHsk8AAAAAABphmQeAAAAAIA0QzIPAAAAAECaIZkHAAAAACDNkMwDAAAAAJBmSOYBAAAAAEgz5pwLOoasYGa1hYWFVcuXLw86FABABtizZ4/a29vrnHPVQceSrvhsBgAk02R/NpPMTxIzOyxprqROSXsDDgfBWOZ95+efffjZZ7eJ+vkvkNTknFuY5PNmDe+zuUzSkRG+hX/L2YGfc/bgZ50dJvPnvECT+NlMMj+JzGyLJDnn1gcdCyYfP//sxc8+u/Hzzxz8LLMDP+fswc86O2Tyz5k58wAAAAAApBmSeQAAAAAA0gzJPAAAAAAAaYZkHgAAAACANEMyDwAAAABAmqGbPQAAAAAAaYaReQAAAAAA0gzJPAAAAAAAaYZkHgAAAACANEMyDwAAAABAmiGZBwAAAAAgzZDMAwAAAACQZkjmAQAAAABIMyTzk8DM5pjZ58xst5m1mFmDmW0zs783s8qg48PomNl6M/uYmd1vZsfNrNPMWs3soJl938xeNMrzXW5md5vZYTPrMLNzZvagmd1pZuGJ+nsguczsX8zM+b5uGMF7+NmnKTOrMLMPmdkjZnbK+z1wxsy2mtl/mtmtIzjHMjP7ipntN7M2M6s1s01m9kEzK5iMv0eq8/4732Jmf2dmv/D+W/f9G3toAq435n+TZlZoZn/i/UyfMrM6M+s2s3oze9rMPmtmC0YQw939fpcM9XVDkv7qgUqzn/Mdo/j5fGKE8bzGzH7t+11y3Mx+ZGa3JOUvnELS5WdtZgtG8XOOfQ1yLv5NT9DP2czmmtmrvN+vfzSzxtH+++t3vlu8f3t99/envH+brxnleSbv37Rzjq8J/JL0Ikn1ktwgXyckrQ86Tr5G/PN8eIifpf/rV5LKR3C+j0rqHeI8j0uqDPrvzdewP8e1krr7/exu4GefmV+SXinp7DC/A54d5hx3SGof4v27JS0M+u8a9Jekw0P8N3ooydca879JSaslNY/gs6FD0nuHiePuEX7ODPt7Jl2+0uXn7L3/jlH8fD4xTCz5kn4+zDn+S5IF/TPKtp+1pAWj+Dn3fe0d5Fz8m56An7Ok+eP599fvXOb9WxvqfD+XlD/MeSb933SOMGHMbLWkH0sqltQm6XOS/iApR9IrJP2lpNmSfmVm651zp4KKFSM22/t+VtGf7SOSjir6j3ODpA9IWirppZLuNbMbnXORgU5kZm+V9Clv96ikT0vaJmmapHdKermkqyT9zMxuGuw8CJb3ZP/riv67Pqfoz2+49/CzT1Nm9meSviMprOjP+38kPSapRtHf9cslvUzS9CHOcaukb3jnqFH05/+kpBJJb5T0Fu8895nZ5c65lon6+6QB822flfS0ov99k3uR8f+bLFP05ydJmyTdJ2mzpPOSqiS9RNJ7Fb3R+7KZdTjn7homrFOSXjjMMYeHeT1dpMvPub8XKvpzGsy5Yd7/DUXvB6Xo75EvSjomaZmkj0haJendiv6e+PthzpUu0uVnfVLR//7DeYf0/9s7/2g7quqOf3Z4JIU8FAIihQDBSNIKWBC1oU3gScFC66LYVBfKD6muVq1Wi0iri+AKrMpC21qWVK3KCgGxP0QxmBajkRAEJVh/UBGEAMVKEAVJ0oYGCAm7f5xzuSf3zcyd+3Lnzp33vp+1zpozd/b5MXefPTNn5px9+PMYv7qLrGy6ujIceJDwHx8/gbwuIdgawF2EPtt9hBcGfwEsJNjqZ4FzCvIZvE3X/eZmMgdgDaFxbQeOzzh+Fu23NMvqrq9CKZ3+G3AGMJJzfCbhTW9Lr2flyO0NbIwyG4AXZ8h8NsnnnLrPXSG3TZwfdXQ34cGh8O26dN/cAMyn/TV9DfCCAtnpOb+PAOtjHluA+RkySxL9f6ju8675P38/sBg4OPmt3193dtkmCZ2CLwBHFpRzXNJ+NgGjOXLLo8xP6v7/pefMfM5NZObsQn2OT/K5sfO5gvBy6M54fBswt249TTVdlyzrhzGPHcDsHBnZdDV63he4EDiZOMICGEvKWVoyn7nRxpzwwmdmx/ER4KtJvoty8qnFpmtX9mQNwLGJQq8skLuJdod//7rrrdAX3R+V6P6GHJnzE5m8Dv8osDnK3FX3eSlk6ugw4P+A54BFwNJEr2PS/eQKwNejTh4F9p5gHosT/S/JkZlGu8O/sfOBYKqHCh4IB2aTwN8lZb0+R2Y5U+zBv0l6pn+d+ZXJ89+hOTKLkrKuqFsnU03XJco5JilndYGcbLoCPeeUMZaUs7RkmiuSNAtzZA6lPWVjZY5MLTYtB3jV8YdJvGgo3bK43Q04rbrqiEHh7ncBT8Tdl+aItdrHFuC6nHyeTI4daWZ5eYn6+EdgT+Aqd7+1ZBrpvoGY2XzC238IN+DNE8wqvTcsyxLwMNyzNVxzH8LDiaiOQdrkzUlcdj1Yhubaa2ajtK8nN7n7f+fU51bg/rh7uplZlpwYx6B0nQ63Xj6B9KJmok2dHnfXu/ttWXLRRtfE3ZOiDaf51GbT6sxXx8K43UqYJ5JHemNfmCslmsbucbuj84CZ7Q68Ou6uc/dnCvJR+xhSzOxs4LWEeU9/WTKNdN9c3pjEv9KKmNleZna4mXX1lRBp6fJ+L/aTIv0PgBpscnoSH3d/ENUwhNfeVxH8J0BwrFvE2ridTfg6KAoYlK7NbAR4c9zdAny5l/RiaJhDsC3obout9vIrBD9ZKbXZtDrz1fGyuL3f3bfnCcWHuS0daUSDMbNjCM6QAH6cITIPnnc+eU+X7O5N4mofQ4KZ7Qd8LO6+392fKJJPkO6by4K4fRa4Ny5fcxvwv4Qh8b8ws0fN7HIze1FWBvHN/cFxV/ofDgZtkyck8az7Q8q+ZnaLhSULt1lY+vAmMzvfzF44wfKnKlXp+SozeyTq5wkLSxB+1MwO65IuzVfXgv4yKJs+lbbD2+vcfWuJNLLp4aNftlibTaszXwFmNgPYL+5uKJHk4bg9uFBKNIUlSfxfM47PTuLd2sfDSVztY3i4nGDja929m/faFOm+ubRuuJsJnou/Bvx2h8wBwHuBH5hZlhfkg2h73y3Uv7tvJIzsAum/SgZmk2Z2EPDHcfdxdv4qmMUowaHSLMJorxcDJwJ/CzxoZqf2WocpTFV6HgMOJOhnFuFr3QXAejP7YA31EYP7b9+SxMs+B8imh49+tZfabFqd+WrYK4mXWVKoJTNaKCWGHjM7g/Zcre+SPeyql/aRHlf7GALM7HeBMwmeSN/RY3LpvrnMitsXEpyYbQXOIzzIzyCsM/75KHMQsMLM9urIQ/eG4WMgNhnnRX4mKe8Sd386R9yBOwgvhn+P4FD3OMKLgNaczX0Jy5+e1Es9pjD91vNDhOvAHxGGdL+S4NzyasLonRHgUjNbOqD6iDaV/7dmtg/tZdb+C+jmM0c2Pbz0q73UZtNaZ74a9kji20rIt+bz7FEoJYYaM3s5YX1JCA/6Z3t0XdlBL+0jneul9lEzZjaT4PQO4DJ3v6/HLKT75jIzbqfT9kS+Ojl+F3CWmT0NvA14CeFlz98kMro3DB+DssmLCQ/xAN8APlEge16Og8V1wHIzexfwD4RnuGVmNq/gxYAI9FPPXwauzri/fw+43sw+DawiTLe7yMy+FB3jVlUfsTOD+G/PoD0/+pqcZ70U2fTw0q/2UptN68t8NTyVxKfnSrVpXRCeKpQSQ4uZzSGsKTmTsEzZW9z93hzxXtrHjCSu9lE/lxCcpdwPXDqB9NJ9c0kfrG7s6MinfID2jfyMjmO6Nwwfldukmf0JcFHcfQA4s+jhv9tKCe7+Cdqesw8GXl+2LlOYvunZ3f+ni/5uB94Td6cB766yPmIcg/hvW0PsHbimm7BseqjpV3upzabVma+GLUm8zPCJlkyZYZdiyDCzXwVWE4bWArzd3b9YkKSX9pEeV/uoETN7JWE+NMCfdfGQm4d031xS3X01T8jdf0mYYgPwG9GzclYeujcMB5XaZJx61RrNswE4yd0fK1+9XD6VxMf6kN9kZ9DX3s8nZY4NQX2mElXb9HzgN+Pure7+UA91K0I2XQ/9ai+12bSG2VeAuz9jZr8kOMia3U0+kXm4UEoMHdGr+Wra6wWf5+5XFiSBnR1jdGsfqWMMtY96uQDYjeCBer/4kN7JkUn8RDM7IMZXxTfz0n1z+SnBwR1018dPgd8itJdZwC/i748QvuQYXfRvZrOAPUuWJyZOZTZpZqcRvtpNAx4jdOQz1x6eAHcn8TLPGVOdgV573X27md1HmEufVV5nfb6bIdO3+kwxqtZ1VWvLy6broV/tpTabVme+Ou4heKw83MxG8panM7MDaS9j1m0pAzFExGVEvg4cEX+6yN0vL5F0PbCdYH/dlqT4tSSu9lEvrWFRvw78cwn5i5L4McCdSPdN5m7aaxfv1kU2Pf78WuLu/qSZPQwcgvQ/LFRik2Z2MvAFgsfqTcDJE/CxUUS3ObpiZ+q49hbpKM33ZcCKAdRnqlCZrs1sGnB23N0KFI3C7BXZdD102mIRRe2lNpvWMPvquC1u9wReVSA3lpFGDDlxvehVhE4awEfc/a/LpHX3Z4HvxN0FZlY0t2Ysiat9NBzpvtF8M4nP7SLbOv4UsLHjWEuXh8eXuXmMZaQRfaYKmzSzRYQHuRmEoZenuPsPd62m4zgiif+sz3lPOgZ97TWzEWB+3M3Sz3/QdoJ1QpfsWvXZAPRrZMekpWJdv4b2V9Xr3X1LkXCPyKbr4SeEUXNQ3hafYfyX99psWp356rg+ib+tQO6tcbsD+Ep11RH9wsz2AFYCC+JPV7j7B3rMptU+9gLemFPOaHLsR+7+QK91Ff3D3U93dysKBI/VLV6THLsz+V26byY30HZstzhPyMxeAhwdd7/l7s91iKT3hreSQfz603KwtAlY22NdRW/0zSbN7NXAvxNe5G8Fft/dv5Mlu4uky2LeUkH+k5FBXnvfRHvU5Tj9uPuThCl6AL9jZofm1GchcHjcXVHCa7oIVKXriawtXxbZdA1Em2otIz0v2tw4oo2eGHdXRxtO86nPpt1doaIA3EwYNrMdWJRx/Mx43IFldddXoZROpxO81rf0diVgE8hnb8IXOyfMl9k/Q+YzSTnn1H3uCqX0ujTR2Zh0P7kC8PFEL+/IOL47YepNS2ZxhswIYRioE77azs+QuTDJ40N1n/ewheS/WVtCdk43+X7ZJPDyJJ+nCUPrez23BcCBXWTeldTlZ8Cedetkqug5lvOKLnU5Dtgc83guT57w9a5V1o3ASMfxmcAP4vFtwNy6dTKVdJ0hP0pwVuYEvyjTSp6bbLoiPeekG0vSLS2Z5qXAszHN94GZHcdHCI5vW/ken5NPLTatOfPV8l7g2wTlrTKzy4CbCI3iD2h7xv45sKSWGope+Sfg1Bi/nfBwf4SZ5SZw9x9l/LbZzC4gvAyYDdxhZpcS5lW/CHg7cFoUvwW4tk/1FzUj3Teai4HXAYcBn4wrHPwL4aFxHvA+2tOqVrLzV3jgecdY7ybc6EeB28zsw4TryShwFnBuFP8x8LGqTqYJmNnRtEc6dHKAmZ3b8dsqd/95L2X0wybNbC7hq8w+8aeLgUfN7MhO2YRN7v5Ix2+nAB80s6/F/O4mjM6YTvDXcTbtr0M7gD91963lz3Y4aYqeCR2Mm83sDoKN30lwcOnAoTH9mbR9Un3U3b+fU59bzOxags2fCqwxs78ndD7nA38FHBXFL3P3B3s532GlQbruZDHheR7gcz5+1FUesunx9EXPsZxTaDunhZ3nox/dWY67L+/Mw90fiH20JYTps7fH/fWEaRXvA1pf7D/n7t/szCPmU49N1/2WZrIHghFvov2mpjNsAI6tu54KpfWZp8fc0CW/CwkX77z03wJm1X3eCqXbx9JEd2PS/eQLhE77vV3s/gZgtEs+5xLm1OflcQ9wWN3nW3fosKkyYawj/Zzk2NouZU3YJqM+e70/LN+F830MeF3d+pmCeh4rWb9tsZzCkXsEvworuuT1yW75NCk0RdcZea1J0s2r4Hxl0xPQM2EaWulyCvIxwvKARelXADO6nPfAbVpf5ivG3VeZ2VHAewhfdA4hXFgeIszR+Li7b6qxiqJG3P3DZraaMMTqBMLbxS2EN7fXAle5+46CLERDke6bibuvN7NjCF923kB42/4C4HHgDoLeVpbIZ7mZrSPcG14LHETo3K8neEH/lLs/Vc1ZiCyGxCavInzpXUAYtr8/sC9huPYTwH8Shnte4/11vjVl2EU9f4/w1W0BcCxwIGEZ4t0JQ+vvI0yxvNLduy455e7PAKeb2RsIPjSOJixn+TiwDvi0u6/Oz0EU0S+bNrNDaDstW+fu63uohmy6AXjoib/TzK4n3N8XEEZxbCSM6Fjm7teVyGfgNm3xLYIQQgghhBBCCCEagrzZCyGEEEIIIYQQDUOdeSGEEEIIIYQQomGoMy+EEEIIIYQQQjQMdeaFEEIIIYQQQoiGoc68EEIIIYQQQgjRMNSZF0IIIYQQQgghGoY680IIIYQQQgghRMNQZ14IIYQQQgghhGgY6swLIYQQQgghhBANQ515IYQQQgghhBCiYagzL4QQQgghhBBCNAx15oUQQgghhBBCiIahzrwQQgghhBBCCNEw1JkXQgghhBBCCCEahjrzQgghhBBCCCFEw1BnXgghhBBCCCGEaBjqzAshhBBCCCGEEA1DnXkhhBBCCCGEEKJhqDMvhBBCCCGEEEI0jP8H11trxLMpmeUAAAAASUVORK5CYII=", "text/plain": [ "<Figure size 576x288 with 2 Axes>" ] }, "metadata": { "image/png": { "height": 253, "width": 505 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "big = tf.reduce_prod(\n", " tfd.Uniform(low=1.0, high=1.5).sample(sample_shape=(12, 10000)), axis=0\n", ")\n", "small = tf.reduce_prod(\n", " tfd.Uniform(low=1.0, high=1.01).sample(sample_shape=(12, 10000)), axis=0\n", ")\n", "\n", "_, ax = plt.subplots(1, 2, figsize=(8, 4))\n", "az.plot_kde(big.numpy(), ax=ax[0])\n", "az.plot_kde(small.numpy(), ax=ax[1]);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.1.3 Normal by log-multiplication" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.5\n", "\n", "This snippet is showing the notion of \"Normal distribution by log-multiplication\"\n", "\n", "Author explains - \"Large deviates that are multi- plied together do not produce Gaussian distributions, but they do tend to produce Gaussian distributions on the log scale. So even multiplicative interactions of large deviations can produce Gaussian distributions, once we measure the outcomes on the log scale.\"" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "log_big = tf.math.log(\n", " tf.reduce_prod(\n", " tfd.Uniform(low=1.0, high=1.5).sample(sample_shape=(12, 10000)), axis=0\n", " )\n", ")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.2 A language for describing models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.6\n", "\n", "Here the globe tossing model is described again.\n", "\n", "$w$ = Observed count of water\n", "\n", "$n$ = Total number of tosses\n", "\n", "$p$ = Proportion of water on the globel\n", "\n", "\n", "This is the first introduction/usage of Bayes' Theorem\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:@custom_gradient grad_fn has 'variables' in signature, but no ResourceVariables were used on the forward pass.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 261, "width": 398 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "w, n = 6.0, 9.0\n", "\n", "p_grid = tf.linspace(0.0, 1.0, 100)\n", "\n", "b1_dist = tfd.Binomial(total_count=n, probs=p_grid)\n", "u3_dist = tfd.Uniform(low=0.0, high=1.0)\n", "\n", "posterior = b1_dist.prob(w) * u3_dist.prob(p_grid)\n", "posterior = posterior / tf.reduce_sum(posterior)\n", "\n", "plt.plot(p_grid, posterior)\n", "plt.xlabel(\"p\")\n", "plt.ylabel(\"Density\");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.3 Gaussian model of height" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.3.1 The data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.7, 4.8 \n", "\n", "\n", "We are now building the Gaussian model of height\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>height</th>\n", " <th>weight</th>\n", " <th>age</th>\n", " <th>male</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>151.765</td>\n", " <td>47.825606</td>\n", " <td>63.0</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>139.700</td>\n", " <td>36.485807</td>\n", " <td>63.0</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>136.525</td>\n", " <td>31.864838</td>\n", " <td>65.0</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>156.845</td>\n", " <td>53.041914</td>\n", " <td>41.0</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>145.415</td>\n", " <td>41.276872</td>\n", " <td>51.0</td>\n", " <td>0</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " height weight age male\n", "0 151.765 47.825606 63.0 1\n", "1 139.700 36.485807 63.0 0\n", "2 136.525 31.864838 65.0 0\n", "3 156.845 53.041914 41.0 1\n", "4 145.415 41.276872 51.0 0" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d = RethinkingDataset.Howell1.get_dataset()\n", "d.head()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.9" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>mean</th>\n", " <th>sd</th>\n", " <th>hdi_5.5%</th>\n", " <th>hdi_94.5%</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>height</th>\n", " <td>138.264</td>\n", " <td>27.602</td>\n", " <td>90.805</td>\n", " <td>170.180</td>\n", " </tr>\n", " <tr>\n", " <th>weight</th>\n", " <td>35.611</td>\n", " <td>14.719</td>\n", " <td>11.368</td>\n", " <td>55.707</td>\n", " </tr>\n", " <tr>\n", " <th>age</th>\n", " <td>29.344</td>\n", " <td>20.747</td>\n", " <td>0.000</td>\n", " <td>57.000</td>\n", " </tr>\n", " <tr>\n", " <th>male</th>\n", " <td>0.472</td>\n", " <td>0.500</td>\n", " <td>0.000</td>\n", " <td>1.000</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5%\n", "height 138.264 27.602 90.805 170.180\n", "weight 35.611 14.719 11.368 55.707\n", "age 29.344 20.747 0.000 57.000\n", "male 0.472 0.500 0.000 1.000" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(d.to_dict(orient=\"list\"), kind=\"stats\", hdi_prob=0.89)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.10\n", "\n", "For now we are going to work only with the height columns so let's look at it" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 151.765\n", "1 139.700\n", "2 136.525\n", "3 156.845\n", "4 145.415\n", "Name: height, dtype: float64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.height.head()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.11\n", "\n", "We are only interested in the heights of adults only (for the time being; we will incorporate the whole dataset later)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "d2 = d[d.age >= 18]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.3.2 The model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.12 & 4.13\n", "\n", "Author explains that whatever is your prior, it's a very good idea to always plot it. This way we will have a better\n", "sense of our model.\n", "\n", "Here we have assumed certain values for our priors and as per the instruction plotting them" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 576x288 with 2 Axes>" ] }, "metadata": { "image/png": { "height": 263, "width": 503 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 4))\n", "\n", "x = tf.linspace(100.0, 250.0, 100)\n", "mu_prior = tfd.Normal(loc=178.0, scale=20.0)\n", "ax1.set_title(\"Prior for mu\")\n", "ax1.plot(x, mu_prior.prob(x))\n", "\n", "x = tf.linspace(-10.0, 60.0, 100)\n", "scale_prior = tfd.Uniform(low=0.0, high=50.0)\n", "ax2.set_title(\"Prior for scale/sigma\")\n", "ax2.plot(x, scale_prior.prob(x));\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.14\n", "\n", "In the above section we have chosen priors for $h$, $\\mu$, $\\sigma$ and even plotted them. It is also important to now see what kind of distribution these assumptions generate. This is called **PRIOR PREDICTIVE simulation** and is important part of modelling." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 252, "width": 396 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the joint distribution of h, mu and sigma\n", "n_samples = 1000\n", "\n", "sample_mu = tfd.Normal(loc=178.0, scale=20.0).sample(n_samples)\n", "sample_sigma = tfd.Uniform(low=0.0, high=50.0).sample(n_samples)\n", "prior_h = tfd.Normal(loc=sample_mu, scale=sample_sigma).sample()\n", "\n", "az.plot_kde(prior_h.numpy());\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.15\n", "\n", "As mentioned in above cell the prior predictive simulation is helpful in assigning sensible priors. Here we see if we change the scale for *sample_mu* to 100 (instead of using 20 as in the above cell)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 252, "width": 396 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the joint distribution of h, mu and sigma\n", "n_samples = 1000\n", "\n", "sample_mu = tfd.Normal(loc=178.0, scale=100.0).sample(n_samples)\n", "sample_sigma = tfd.Uniform(low=0.0, high=50.0).sample(n_samples)\n", "prior_h = tfd.Normal(loc=sample_mu, scale=sample_sigma).sample()\n", "\n", "az.plot_kde(prior_h.numpy());\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, what the above plot is showing that there are about 4% of people that have a **negative height** and about 18% on the right side have height not common at all for humans to attain ! So clearly this choice of scale (i.e. 100) is not a good one as the prior. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.3.3 Grid approximation of the posterior distribution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.16\n", "\n", "Here we are doing **Grid approximation of the posterior distribution**. A very crude technique that may work for small/simple models. It is customary to do it to make a point but later we will use well established inference methods based on MCMC and VI" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def compute_likelihood(mu, sigma, sample_data):\n", " def _compute(i):\n", " norm_dist = tfd.Normal(loc=mu[i], scale=sigma[i])\n", " return tf.reduce_sum(norm_dist.log_prob(sample_data))\n", "\n", " # Note the usage of vectorized_map\n", " # This essentially runs a parallel loop and makes a difference\n", " # in the computation of likelihood when the samples size is large\n", " # which is the case for us\n", " return tf.vectorized_map(_compute, np.arange(mu.shape[0]))\n", "\n", "\n", "def grid_approximation(\n", " sample_data, mu_start=150.0, mu_stop=160.0, sigma_start=7.0, sigma_stop=9.0\n", "):\n", " mu_list = tf.linspace(start=mu_start, stop=mu_stop, num=200)\n", " sigma_list = tf.linspace(start=sigma_start, stop=sigma_stop, num=200)\n", "\n", " mesh = tf.meshgrid(mu_list, sigma_list)\n", " mu = tf.reshape(mesh[0], -1)\n", " sigma = tf.reshape(mesh[1], -1)\n", "\n", " log_likelihood = compute_likelihood(mu, sigma, sample_data)\n", "\n", " logprob_mu = tfd.Normal(178.0, 20.0).log_prob(mu)\n", " logprob_sigma = tfd.Uniform(low=0.0, high=50.0).log_prob(sigma)\n", "\n", " log_joint_prod = log_likelihood + logprob_mu + logprob_sigma\n", " joint_prob = tf.exp(log_joint_prod - tf.reduce_max(log_joint_prod))\n", "\n", " return mesh, joint_prob\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:Using a while_loop for converting StridedSlice\n", "WARNING:tensorflow:Using a while_loop for converting StridedSlice\n" ] } ], "source": [ "mesh, joint_prob = grid_approximation(tf.cast(d2.height.values, dtype=tf.float32))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.17\n", "\n", "Make a contour plot" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 252, "width": 388 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "reshaped_joint_prob = tf.reshape(joint_prob, shape=(200, 200))\n", "plt.contour(*mesh, reshaped_joint_prob);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.18\n", "\n", "Here we are plotting a heatmap instead of contour plot" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 252, "width": 388 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(reshaped_joint_prob, origin=\"lower\", extent=(150, 160, 7, 9), aspect=\"auto\");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.3.4 Sampling from the posterior" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.19 & 4.20\n", "\n", "We are at point of now **Sampling from the Posterior**" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 248, "width": 378 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# This is a trick to sample row numbers randomly with the help of Categorical distribution\n", "sample_rows = tfd.Categorical(probs=(joint_prob / tf.reduce_sum(joint_prob))).sample(\n", " 100_00\n", ")\n", "\n", "mu = tf.reshape(mesh[0], -1)\n", "sigma = tf.reshape(mesh[1], -1)\n", "\n", "# We are sampling 2 parameters here from the selected rows\n", "sample_mu = mu.numpy()[sample_rows]\n", "sample_sigma = sigma.numpy()[sample_rows]\n", "\n", "\n", "plt.scatter(sample_mu, sample_sigma, s=64, alpha=0.1, edgecolor=\"none\");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.21\n", "\n", "Time to summarize/describe the distribution of confidence in each combination of $\\mu$ & $\\sigma$ using the samples." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 576x288 with 2 Axes>" ] }, "metadata": { "image/png": { "height": 266, "width": 464 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots(1, 2, figsize=(8, 4))\n", "az.plot_kde(sample_mu, ax=ax[0])\n", "ax[0].set_xlabel(\"sample_mu\")\n", "ax[0].set_yticks([])\n", "az.plot_kde(sample_sigma, ax=ax[1])\n", "ax[1].set_xlabel(\"sample_sigma\")\n", "ax[1].set_yticks([]);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As should be clear from the plot, the densities here are very close *normal distribution*. As sample size increases, posterior densities show this behavior. \n", "\n", "Pay attention to sample_sigma, density of it has a **longer right-hand tail**. Author mentions here that this condition is very common for standard deviation parameters. No explanation about it at this point of time." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.22\n", "\n", "Now we want to summarize the widths of these densities with **posterior compatibility intervals**" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sample_mu - [153.86935 155.37689]\n", "sample_sigma - [7.231156 8.316583]\n" ] } ], "source": [ "print(\"sample_mu -\", az.hdi(sample_mu))\n", "print(\"sample_sigma -\", az.hdi(sample_sigma))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.23 & Code 4.24\n", "\n", "Author now wants to use Quadratic approximation but he wants to make a point about using it and impact of $\\sigma$ on this approximation.\n", "\n", "Here the above analysis of the height data is repeated but with only a fraction of original data. The reasoning behind is to demonstrate that, in principle, the posterior is not always Gaussian in shape.\n", "\n", "Author explains that for a Guassian $\\mu$ & Gaussian likelihood the shape is always Gaussian irrespective of the sample size but it is the $\\sigma$ that causes problems." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# We just get 20 samples for now and repeat our exercise\n", "d3 = d2.height.sample(n=20)\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:Using a while_loop for converting StridedSlice\n", "WARNING:tensorflow:Using a while_loop for converting StridedSlice\n" ] } ], "source": [ "mesh2, joint_prob2 = grid_approximation(\n", " tf.cast(d3.values, dtype=tf.float32),\n", " mu_start=150.0,\n", " mu_stop=170.0,\n", " sigma_start=4.0,\n", " sigma_stop=20.0,\n", ")\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 249, "width": 369 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sample2_rows = tfd.Categorical(probs=(joint_prob2 / tf.reduce_sum(joint_prob2))).sample(\n", " 100_00\n", ")\n", "\n", "mu2 = tf.reshape(mesh2[0], -1)\n", "sigma2 = tf.reshape(mesh2[1], -1)\n", "\n", "sample2_mu = mu2.numpy()[sample2_rows]\n", "sample2_sigma = sigma2.numpy()[sample2_rows]\n", "\n", "plt.scatter(sample2_mu, sample2_sigma, s=64, alpha=0.1, edgecolor=\"none\");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.25" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 576x288 with 2 Axes>" ] }, "metadata": { "image/png": { "height": 266, "width": 465 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots(1, 2, figsize=(8, 4))\n", "az.plot_kde(sample2_mu, ax=ax[0])\n", "ax[0].set_xlabel(\"sample2_mu\")\n", "ax[0].set_yticks([])\n", "az.plot_kde(sample2_sigma, ax=ax[1])\n", "ax[1].set_xlabel(\"sample2_sigma\")\n", "ax[1].set_yticks([]);\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 252, "width": 383 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "az.plot_kde(sample2_sigma)\n", "x = np.sort(sample2_sigma)\n", "plt.plot(x, np.exp(tfd.Normal(loc=np.mean(x), scale=np.std(x)).log_prob(x)), \"--\");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.3.5 Finding the posterior distribution using quap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.26\n", "\n", "We will reload our data frame and start to use quadratic approximiation now" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " height weight age male\n", "0 151.765 47.825606 63.0 1\n", "1 139.700 36.485807 63.0 0\n", "2 136.525 31.864838 65.0 0\n", "3 156.845 53.041914 41.0 1\n", "4 145.415 41.276872 51.0 0\n" ] }, { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>height</th>\n", " <th>weight</th>\n", " <th>age</th>\n", " <th>male</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>151.765</td>\n", " <td>47.825606</td>\n", " <td>63.0</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>139.700</td>\n", " <td>36.485807</td>\n", " <td>63.0</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>136.525</td>\n", " <td>31.864838</td>\n", " <td>65.0</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>156.845</td>\n", " <td>53.041914</td>\n", " <td>41.0</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>145.415</td>\n", " <td>41.276872</td>\n", " <td>51.0</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>...</th>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " </tr>\n", " <tr>\n", " <th>534</th>\n", " <td>162.560</td>\n", " <td>47.031821</td>\n", " <td>27.0</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>537</th>\n", " <td>142.875</td>\n", " <td>34.246196</td>\n", " <td>31.0</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>540</th>\n", " <td>162.560</td>\n", " <td>52.163080</td>\n", " <td>31.0</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>541</th>\n", " <td>156.210</td>\n", " <td>54.062497</td>\n", " <td>21.0</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>543</th>\n", " <td>158.750</td>\n", " <td>52.531624</td>\n", " <td>68.0</td>\n", " <td>1</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "<p>346 rows × 4 columns</p>\n", "</div>" ], "text/plain": [ " height weight age male\n", "0 151.765 47.825606 63.0 1\n", "1 139.700 36.485807 63.0 0\n", "2 136.525 31.864838 65.0 0\n", "3 156.845 53.041914 41.0 1\n", "4 145.415 41.276872 51.0 0\n", ".. ... ... ... ...\n", "534 162.560 47.031821 27.0 0\n", "537 142.875 34.246196 31.0 0\n", "540 162.560 52.163080 31.0 1\n", "541 156.210 54.062497 21.0 0\n", "543 158.750 52.531624 68.0 1\n", "\n", "[346 rows x 4 columns]" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d = RethinkingDataset.Howell1.get_dataset()\n", "print(d.head())\n", "\n", "d2 = d[d.age > 18]\n", "\n", "d2\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.27\n", "\n", "We are now ready to define our model using tensorflow probability.\n", "\n", "\n", "There are few ways to define a model using tfp, I am going to use a variant\n", "of JointSequential that uses Coroutines (generator) based syntax. However, you can always\n", "define as a plain function and return log probs yourself. An example of plain function that would be \n", "\n", "```python\n", "def joint_log_prob_model(mu, sigma, data):\n", " mu_dist = tfd.Normal(loc=178., scale=20.)\n", " sigma_dist = tfd.Uniform(low=0., high=50.)\n", " height_dist = tfd.Normal(loc=mu, scale=sigma)\n", " \n", " return (\n", " mu_dist.log_prob(mu) +\n", " sigma_dist.log_prob(sigma) + \n", " tf.reduce_sum(height_dist.log_prob(data)) \n", " )\n", "```" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "def model_4_1():\n", " def _generator():\n", " mu = yield Root(tfd.Sample(tfd.Normal(loc=178.0, scale=20.0), sample_shape=1))\n", " sigma = yield Root(tfd.Sample(tfd.Uniform(low=0.0, high=50.0), sample_shape=1))\n", " height = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=sigma), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=True)\n", "\n", "\n", "jdc_4_1 = model_4_1()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.28" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "posterior_4_1, trace_4_1 = sample_posterior(\n", " jdc_4_1, observed_data=(d2.height.values,), params=[\"mu\", \"sigma\"]\n", ")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.29" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 576x288 with 2 Axes>" ] }, "metadata": { "image/png": { "height": 285, "width": 466 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots(1, 2, figsize=(8, 4))\n", "az.plot_posterior(trace_4_1, var_names=[\"mu\", \"sigma\"], ax=ax);\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>mean</th>\n", " <th>sd</th>\n", " <th>hdi_5.5%</th>\n", " <th>hdi_94.5%</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>mu[0]</th>\n", " <td>154.62</td>\n", " <td>0.42</td>\n", " <td>153.94</td>\n", " <td>155.25</td>\n", " </tr>\n", " <tr>\n", " <th>sigma[0]</th>\n", " <td>7.72</td>\n", " <td>0.31</td>\n", " <td>7.18</td>\n", " <td>8.16</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5%\n", "mu[0] 154.62 0.42 153.94 155.25\n", "sigma[0] 7.72 0.31 7.18 8.16" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(trace_4_1, round_to=2, kind=\"stats\", hdi_prob=0.89)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These numbers shown above provide Gaussian approximations for each parameter’s marginal distribution." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.30\n", "\n", "What should be the starting values for the sampling ?\n", "\n", "Author recommends that we could use the mean from the dataframe" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "def use_mean_from_data_as_priors():\n", "\n", " hm = tf.expand_dims(\n", " tf.constant([d2.height.mean(), d2.height.mean()], dtype=tf.float32), axis=-1\n", " )\n", " hs = tf.expand_dims(\n", " tf.constant([d2.height.std(), d2.height.std()], dtype=tf.float32), axis=-1\n", " )\n", "\n", " init_state = [hm, hs]\n", "\n", " results = sample_posterior(\n", " jdc_4_1,\n", " observed_data=(d2.height.values,),\n", " init_state=init_state,\n", " params=[\"mu\", \"sigma\"],\n", " )\n", "\n", "\n", "use_mean_from_data_as_priors()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.31" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>mean</th>\n", " <th>sd</th>\n", " <th>hdi_5.5%</th>\n", " <th>hdi_94.5%</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>mu[0]</th>\n", " <td>177.87</td>\n", " <td>0.08</td>\n", " <td>177.74</td>\n", " <td>178.00</td>\n", " </tr>\n", " <tr>\n", " <th>sigma[0]</th>\n", " <td>24.66</td>\n", " <td>0.89</td>\n", " <td>23.22</td>\n", " <td>26.05</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5%\n", "mu[0] 177.87 0.08 177.74 178.00\n", "sigma[0] 24.66 0.89 23.22 26.05" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def model_4_2():\n", " def _generator():\n", " mu = yield Root(tfd.Sample(tfd.Normal(loc=178.0, scale=0.1), sample_shape=1))\n", " sigma = yield Root(tfd.Sample(tfd.Uniform(low=0.0, high=50.0), sample_shape=1))\n", " height = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=sigma), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=True)\n", "\n", "\n", "jdc_4_2 = model_4_2()\n", "\n", "posterior_4_2, trace_4_2 = sample_posterior(\n", " jdc_4_2, observed_data=(d2.height.values,), params=[\"mu\", \"sigma\"]\n", ")\n", "\n", "az.summary(trace_4_2, round_to=2, kind=\"stats\", hdi_prob=0.89)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Taken verbatim from the book :\n", "\n", "Notice that the estimate for μ has hardly moved off the prior. The prior was very concentrated around 178. So this is not surprising. But also notice that the estimate for σ has changed quite a lot, even though we didn’t change its prior at all. Once the golem is certain that the mean is near 178—as the prior insists—then the golem has to estimate σ conditional on that fact. This results in a different posterior for σ, even though all we changed is prior information about the other parameter." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.32\n", "\n", "\n", "Now this approximation of posterior is multi-dimension where $\\mu$ and $\\sigma$ are contributing a dimension each. In other words, we have a multi-dimensional gaussian distribution\n", "\n", "Since it is multi-dimensional, let's see the covariances between the parameters" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<tf.Tensor: shape=(2, 2), dtype=float32, numpy=\n", "array([[0.1872727 , 0.00199226],\n", " [0.00199226, 0.09049667]], dtype=float32)>" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# using only first chain\n", "sample_mu, sample_sigma = posterior_4_1[\"mu\"][0], posterior_4_1[\"sigma\"][0]\n", "sample_mu, sample_sigma = tf.squeeze(sample_mu), tf.squeeze(sample_sigma)\n", "vcov = tfp.stats.covariance(tf.stack([sample_mu, sample_sigma], axis=1))\n", "vcov\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.33" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tf.Tensor([0.1872727 0.09049667], shape=(2,), dtype=float32)\n", "tf.Tensor(\n", "[[1. 0.01530354]\n", " [0.01530354 1. ]], shape=(2, 2), dtype=float32)\n" ] } ], "source": [ "diag_part = tf.linalg.diag_part(vcov)\n", "print(diag_part)\n", "print(vcov / tf.sqrt(tf.tensordot(diag_part, diag_part, axes=0)))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.34\n", "\n", "We did not use the quadratic approximation, instead we use a MCMC method to sample from the posterior. Thus, we already have samples. We can do something like" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<tf.Tensor: shape=(10,), dtype=float32, numpy=\n", "array([7.738552 , 7.738552 , 7.5274677, 7.428117 , 7.630042 , 7.630042 ,\n", " 7.630042 , 7.617436 , 7.849563 , 7.5310936], dtype=float32)>" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample_sigma[:10]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.35" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>mean</th>\n", " <th>sd</th>\n", " <th>hdi_5.5%</th>\n", " <th>hdi_94.5%</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>mu</th>\n", " <td>154.62</td>\n", " <td>0.43</td>\n", " <td>153.97</td>\n", " <td>155.27</td>\n", " </tr>\n", " <tr>\n", " <th>sigma</th>\n", " <td>7.73</td>\n", " <td>0.30</td>\n", " <td>7.25</td>\n", " <td>8.13</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5%\n", "mu 154.62 0.43 153.97 155.27\n", "sigma 7.73 0.30 7.25 8.13" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(\n", " {\"mu\": sample_mu, \"sigma\": sample_sigma}, round_to=2, kind=\"stats\", hdi_prob=0.89\n", ")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.36" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(154.61564291381836,\n", " 7.733283771514893,\n", " array([[0.18764797, 0.00199625],\n", " [0.00199625, 0.09067803]]))" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samples_flat = np.stack([sample_mu, sample_sigma], axis=0)\n", "mu_mean = np.mean(sample_mu, dtype=np.float64)\n", "sigma_mean = np.mean(sample_sigma, dtype=np.float64)\n", "cov = np.cov(samples_flat)\n", "\n", "mu_mean, sigma_mean, cov\n" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:From /Users/ksachdeva/rethinkingtfp/lib/python3.7/site-packages/tensorflow_probability/python/distributions/distribution.py:342: MultivariateNormalFullCovariance.__init__ (from tensorflow_probability.python.distributions.mvn_full_covariance) is deprecated and will be removed after 2019-12-01.\n", "Instructions for updating:\n", "`MultivariateNormalFullCovariance` is deprecated, use `MultivariateNormalTriL(loc=loc, scale_tril=tf.linalg.cholesky(covariance_matrix))` instead.\n" ] }, { "data": { "text/plain": [ "<tf.Tensor: shape=(1000, 2), dtype=float64, numpy=\n", "array([[154.30216126, 8.09009322],\n", " [154.25593059, 7.31422545],\n", " [154.83358969, 7.86650229],\n", " ...,\n", " [154.56754863, 7.59428208],\n", " [154.68743594, 7.93243078],\n", " [154.43535906, 7.69745943]])>" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mvn = tfd.MultivariateNormalFullCovariance(\n", " loc=[mu_mean, sigma_mean], covariance_matrix=cov\n", ")\n", "\n", "mvn.sample(1000)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.4 Linear prediction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.37\n", "\n", "So now let’s look at how height in these Kalahari foragers (the outcome variable) covaries with weight (the predictor variable)." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { 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"text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 248, "width": 370 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(d2.height, d2.weight, \".\");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot clearly shows a relationship between weight and height." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.4.1 The linear model strategy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.38, & 4.39 \n", "\n", "\n", "This snippet is in the section titled - \"The linear model strategy\". The section is a master piece and clearly explains the conceptual meaning of *intercept* and *slope* in linear models. Read the section thoroughly with a cup of tea and it will make your day !.\n", "\n", "In brief, we have now started to model the relation between height & weight formally and the strategy is formally Linear Model and process is called Linear Regression. \n", "\n", "Here is the description of the model -\n", "\n", "$h_i \\sim Normal(\\mu_i,\\sigma)$ \n", "\n", "$\\mu_i = \\alpha + \\beta(x_i - \\bar{x})$ \n", "\n", "$\\alpha \\sim Normal(178,20)$ \n", "\n", "$\\beta \\sim Normal(0,10)$ \n", "\n", "$\\sigma \\sim Uniform(0,50)$ \n", "\n", "\n", "where, $h_i$ is the likelhood, $\\mu_i$ is the linear model and rest are the priors\n", "\n", "Important thing to note is that $h_i$ has a subscript $i$, which means that *the mean depends upon the row*\n", "\n", "$\\mu_i$ is also called a **Deterministic Variable** as given the values of other **Stochastic Variables** we are certain about the values it would take !" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "# We are simulating a bunch of lines here\n", "tf.compat.v1.random.set_random_seed(2971)\n", "\n", "N = 100\n", "\n", "a = tfd.Normal(loc=178.0, scale=20.0).sample(N)\n", "b = tfd.Normal(loc=0.0, scale=10.0).sample(N)\n" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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jEARQEQQhNO8Dz6TQAPALAG4H8HxBEJqH3Hdh/9/ylN+XMfRcLABozHh/ADDPdKbTkWu1WmsoFLIOBpdnGxFCoFKpIJfL5z5gv99Hu90W3aZQKKBSqQ59bLvdRr/fZz/LZDKo1WoMbTCH0+120e12RbcplUoolcqZHj8YDNButzHqOZr13CmCIKDdbmP0/VSr1ZDL5ROvb55z43A4HM7ZROq6Mu+16UozGAzQ7XZF1zgK3UuM/o4QArVaDZns+EUxg8EAnU4H/X4f3W4Xg8EAhBAolUrIZLJD3yupvYNMJoNKpWLnR59j9G9AX5tKpZp5n/JsROpvP3obIQSEEKRSKXQ6nSM9x5kTGoSQezDMYnxs1MB9WhEE4Q6p2wkhF2+44YYLDz30ENLpNNJpcfLE4XDA6/XOvRA0m01Eo1G0Wi12m06nQzgchlqtPug8sbOzg0zm8jBahUKBcDgMo9E403NXq1VEo1H0ej1228LCAoLBIBSKwz+qvV4Pm5ubqNUuNxAzGAyIRCIzPR4YLlqXLl1igosQguXlZRgMBkSjUZTLl/Wj0+mEz+eb6bgcDofDOVtUq1Vsbm6KNnEejwdLS0vX8Kwu02w2kU6nUSwWJ35nNpuxtLSETCYj+r1Go8Hy8vKB+4FZ2d3dRSqVQqlUQiaTQb/fh8lkwtLSErRaLQKBAEwmk+RjG40G4vE4ms3LsWJCCJaWluByuUAIQb/fRyqVQjabFT1WpVLB5/PBbDYf+zVcrzQaDaRSKdGept/vY3d3F/l8nok8YCjIPvjBD2J9fT1+lOc6U12n9kumngTQB3C7IAjtkd99CMAHMdl1KgfADsAuCMKexDFrGGY09COlUzUMS6cmdtiEEDuAHICsIAiLx3gtFy9cuHDh4sVhZVWtVkMsFhMpTq1Wi1AoBK1WO9exB4MBtra2UCgU2G1yuRzBYPDQL+be3h62trZYZoEQAp/PB4fDMdNzd7tdRKNRkVhQqVQIh8PQ6/WHPl4QBCQSCeTzedHjl5eXZ34fOp0O1tbWmNiQyWQisVEqldh97XY7AoHATMflcDgcztlg/Fook8kQDAZhsViu8ZkBrVYLqVRqqsBwuVxQKpXY3NxEvX65T47JZEI4HD5SxcQo3W4XsVgMxWIRu7u7qFarTCSYzWbY7XZ4vV7J5xkMBkilUqKgJgDo9XoEAgF2nS8UCtje3hZlOwghWFxchMvlOpFszPVIs9lk4m6Uvb09pFIpAGACgxACs9mMlZUVvP71r8cjjzzy8LTg90GcNaFhBjD5zZLmfwiC8B5CyAMAvgNjLWz3j+cCkAKwLQiCb+T2bQx9Gu5xnwYh5HkAvg7gAUEQXnCM1yISGsAwor+1tSX6AM270R8ll8shmUyKypGcTie8Xu+BqcZarYZoNCr6gjscDvh8vplSlIIgIJVKYXd3V/Q6vF4vnE7nTOeeyWSwvb3NfpbJZAiHw1hYWDjgUZfpdDq4dOkSE24ymQwrKyvQ6/VsgaTYbDYEAoEznX7lcDgczpCdnR3R9UupVCISicwULLuStFotpNNpURCRQgWGTqdDo9HA5uamKHA5y7V/FkqlEra2trC3t8eyGFqtFm63GwaD4cAsRrVaxdbWlqjEWyaTwe12w+l0ghCCZrOJRCIhClYCQ5Hk8/mg0WiOdf7XK9PEZa1WY2VRo8JOp9NhZWWFBXnvuOMOPPzww0cSGmetdKoN4A+m/O4Chr6NBwBcAkBFxb9iKDReMXIb5b6R+4zyrwDevP+YP5zxMcdGoVAgEokgl8the3sbg8GARfgrlQoCgcDMJUTAUBzo9XrRgpPNZlGv1xEOh6fWTRoMBpw/fx6bm5toNBoAhqKl1WohHA4feg6EEHg8Huj1esTjcfT7fQiCgGQyiVqthkAgcGhEZXFxERqNBrFYDP1+H4PBABsbG/B6vVhcPDyRpFKpsLq6ikuXLrG60fX1dayuriIUCkEmk2Fvb5jg2tvbgyAICAaDXGxwOBzOGWUwGCAWi4mCfVqtFsvLy9fUk3GQwFhYWIDb7YZOpwMwFAKxWIz5GY4TrBxlMBhge3sb6XSaZTGAYaDO4XCwcm+pa3u/38fOzg5yuZzodqPRiEAgALVajX6/j3Q6jWw2KwqOKpVK+Hy+U5FJuha0222k02m2Xxm9fXd3F5VKBQqFgr3vSqUSoVAIN954IwwGw4mcw5nKaBzEAaVTIQBP45QN7JPKaIzSarUQjUZF9Yv0AzSrZ4LS7/cRj8dFi6dCoUAoFJoaeQCGC0s8HhcpaLVajeXl5ZmjCu12G9FolAkWYFgjGg6HZyqFajab2NjYEEVm5slAtFotrK2tseyMXC7HysoKdDrdRImWxWJBKBTiYoPD4XDOGN1uFxsbG6Jr1cLCAkKh0LFLjY7KtE0mMDw3l8slyrKMVwLI5XKEw+EDr/OzQL2fmUyGZTGUSiVcLhcsFsuBWYxyuYxEIiG6hsvlcni9XtjtdgBAsVhEMpmcKJNyOp1wuVzX7P2/lnQ6Hfa3H93n9/t97O3tIZvNit4XGuC97bbbRCXynU4He3t7ePGLX4ynn36al04dh2lCY/93PwngtwHsAfgzAB0APwDAi6Gp/H0Sx/sYgPcC2AbwFwBUAF4PwAbgJwVB+Pgxz/dAoQEMN/o7OzsTRqilpSW43e65N8SZTAY7OzuiD63L5WLGq2mk02lW+wcMF4lQKDRzGRONhIxGM2QyGfx+P2w226GPP65JvNVq4dKlS8ykLpfLsbq6ysTG6HktLCwgEolwscHhcDhnhEajgY2NDdFGd3FxER6P55pcC6jAKBQKGN/jmUwmuN1ukcCQ8jbOGxScRjabRTweRzqdZlkMo9HITNsej0dSCPR6PSSTyYksjNlsht/vh1KpRKvVQiKRYMelGAwG+P3+uf2pzwa63S7S6TTy+bzobz8YDFCpVJDNZie6i9lsNly4cIFVewiCgEqlgnw+zwLMb3rTm/DMM89woXEcDhIa+7//PgDvw7DESgbgKQynhd9/wDHfCuCdAG4EMADwMIDfEAThb0/gfA8VGpRyuYx4PC7q5qTX6xEKhebuHCHlvzAajYeWRI2nY4H5u28UCgVsbW2JjmG32+Hz+Q41dgmCwOpCKfOYxJvNJtbW1th7qFAosLq6Cq1Wi+3tbZExzWQyIRKJnFmzGYfD4ZwVrlSp0VGYV2AAww19NBoVbdbn7dYoRbfbRTweRzKZZFkMavh2Op0HZjEKhQKSyaRoz6JQKOD3+2GxWDAYDJBOp5HJZCbKpLxeL6xW65HP+3ql2+1id3cXuVxO9J4IgoBWq4VsNivKtgHDfeDtt9/OKjy63S729vaQy+UmWtlyoXEGmUdoAJe/9JVKhd0ml8vh9/vn/lJKLUxKpRLhcPjAmr5pZUx+v3/mTXmr1cLm5ubc7XcpxzGJNxoNrK2tsWiAQqHAuXPnoNFoJsx/RqMRy8vLXGxwOBzOs5QrVWo0L7TefrxMBhhei6jRepxWq4WNjQ2RufokmpuUy2Wsr69jZ2eH7RM0Gg3cbje8Xu/ULEan00EikRC1XAUAq9UKn88HhUKBUqmEZDI5sRF2Op1wu91nrkyq1+sxgTEahBUEAd1uF8ViEcViUfS5UKlUuPHGG3HDDTdALpeLshdSmsBoNOIHf/AH8eijj3KhcZaYV2hQaN/q0b+7zWaDz+eb6wsqCMLE/A5CCNxu94FZCqkyJr1ej0gkMtdwvqO23wWGi2A0GhV9KWc1idfrdayvrzOxoVQqsbq6Co1GM1EiZjAYsLy8fOYWPg6Hw3k2cyVLjeZhWh0+cLDAAK7MjA9arr2+vo7d3V12jbVarfB6vQd6RPP5PLa3t0Xno1Kp4Pf7sbCwgHa7zRrbjHJWy6T6/T7zvIwPIuz1eqjX68jn8yJBRmeb3XrrrZDL5cjn88jn8xODmul9bTYb7HY7NBrNsbpOcaFxnXJUoQEMN8uxWEz04VKr1QiFQnO336tUKojFYqIUp9lsRjAYnLrBllqklUollpeXWeeLWZBqvztrXexxTOK1Wg3r6+vsy61UKnHu3Dmo1Wrs7u5iZ2eH3Vev12NlZYWLDQ6Hw3kW0O/3sbm5eeKlRvNwHIEBDDf1iUTiRGd80PLieDzO3huFQgGXy4VQKDQ1i9Fut7G1tTXhs3A4HOxavru7i93dXdFrVSgU8Hq9M/k0n030+31ks1lWjjb+u263i3w+L3o/5XI53G43brvtNshkMuTz+YksB8VgMMDhcMBsNosqMrjQOIMcR2gAww9kMpkUeRZmyUhI0el0EI1GRYN9VCoVIpHIgcIhm81ie3tbtNgFAoG5Srmk+n0bDAaEw+FDMyTHMYmPiw2VSoVz585BpVJNpNNpP+qrdRHicDgczsnTbrexsbEhKt21Wq1XrbV5p9Nhk5ulBIbL5Tqwq6QgCNjZ2RF5Co8S5Bsnl8vhiSeeQDqdZtdEo9EIv9+P5eVlyXMSBAHZbBapVEoUkVer1QgGgzAYDCiXy0gmkxMRdypCzlIAbzAYMIExGtilv+v1eqwEanRP5XA4cP78eahUKuTzedFnlyKXy1n2YlpmiAuNM8hxhQalUCggkUiIlLHRaEQoFJq5lAmQXsBmMcVVKhVEo1HR8y8tLcHj8cz83P1+H7FYTFTXOUv7XXreRzWJV6tVbGxssEVSrVZjdXUVKpUKuVwOiUSC3Ver1WJ1dZWLDQ6Hw7kOqdVq2NzcFG3y3G43XC7XFX/uaZ2EgGFwzO12H9q2Xuo6qdPpsLy8PNe1fpRer4f19XWsra2xCDqdvr26ujpVDDSbTWxtbYmCk6NTu7vdLpLJ5IRXQ6/Xw+/3H0sUXW8MBgPk83mk0+kJgUH3TfV6HdlsljXpIYTAarXC4/FAq9WiVqtNlFcBw/fT4XDAYrEc6iflQuMMclJCAxhGaWKxmOhLr1AoEAwGZ25BSymVSmzIHsVqtSIQCEz9IEtFiQ4rv5JivGwJmP1CcFSTeKVSwcbGBlv81Wo1zp07B6VSiXw+j62tLXZfjUaD1dXVIy/qHA6Hw7n67O3tYWtr60RLjWZhWichYHaBAQwzIRsbG6K5WmazmQ2fPQqVSgWPPPIIGw4MXC7BPnfu3NQsBh3YN/p6tFotgsEgNBoNMpmMyN8BDPcjHo+Hzc04CwiCwATGaJdPAKyDV6fTYUOUgaHAMJlMMJlM0Ov1klk2uVwOq9UKh8Mxl6+FC40zCCHk4m233Xbh29/+9okcT8rcDQw7OXg8nrkWo2lD9iKRyFSjXL/fRzQaFRm9tFotIpHIXC14q9UqYrGY6ItpMpkQCoUOzSZIteCdxSReLpexubnJFs5RQbG3t4d4PM7uq9FosLKyck2nxHI4HA5nNsY7CiqVSkQikbn9jPNwkMDQ6/Vwu90zd7aq1+vY2NgQRcPnrRoYRRAExONxPProo6KyY4vFgptuumlqF8l6vY6trS2R2CGEwOVyYWlpCdVqFYlEYqJMym63w+PxnJlqAEEQsLe3h3Q6PdFZi34W6NA96rMghECtVkOlUsFgMMBkMk2IDJ1OB4fDAavVeiRxyYXGGYQQcvH8+fMXPv/5z88c1ZgFqY26VqtFOByeq5vGYDBAMpkUGb4P82BIlV/RLgnzvL5ut4tYLCYyQ6lUKoTD4UMvDlImcbvdDr/ff2ANbqlUQjQaZQvBaKlUsVhELBYTZT1oiRWHw+FwTh+DwQDxeBzFYpHdptVqsby8fMXWbiow8vn8RKnLvAIDGJZGx+Nxdu0hhCAQCBzZQN1qtfDtb39bFJCjA3hvuukmyev0YDBAKpUSXdfp6wkGg5DJZNje3ha9z8BwY+z3+6+ooDtNCIKAQqGAdDo9Ibbo308QBFSrVWSzWfR6PfT7fchkMigUCphMJtjtdpEgk8lkLHtx3HIzLjTOIISQi6urqxf+5E/+BMB8adTD6PV62NraYhMhgeEH1uv1zj2EaG9vD4lEYq4he+NpakII/H7/XGlTQRCQSqVEkShCCLxeL5xO54GPPapJvFgsIhqNsp9HTeDjQkSlUmF1dXXugYkcDofDubJ0u11sbGyIsvILCwsIhUJXxIDc7XaRyWQmZiEAww25y+Wau4w5lUqJKhQUCgUikciB3agOIp1O41vf+tZEt61bbrllaglWtVrF1taWaOMsk8lYGVQ2mxUZyIGhcKG/vxZT1a8FxWIRqVRqwqg9uj+ns1KazSZ7P2UyGUwmE5aWlkSBYK1Wy7IXJ/V55ULjDEIIuRgMBi98/OMfh8PhYB+mkxQcuVxOVH8JDOs6A4HAXGnMZrOJaDQ615A9qQnkTqcTXq93rsWnXC4jFouJPCMWiwWBQODAL+BgMEAikRCZxGfpk14oFBCLxdjPOp0Oq6urkMvlEyVWozM4OBwOh3PtkcpqH+XaMwvThq0Bw2uH2+2eW2BIZWI0Gg2Wl5ePFNjq9Xp45JFHsLa2Jpp+7vV6ceHCBcm9Rr/fx/b2tqiiARiWMQcCATYTY3xjbbPZ4PF4zoyPsVQqIZVKicrJgOHfUCaTQRAEDAYD5HI57O3toV6vo9/vQ6vVQq/Xw+l0ss+HTCaDxWKBw+G4IlkgLjTOIISQi+fOnbvwsY99DLVaDUtLS6JIxUkJjmaziVgsJvoiqFQqBIPBuY7d7/eRSCTmGrLX6XSwubkpiioZjUaEw+G5hI5U+121Wo1IJHKoGWrcYE7TxAct/uO+jNFZGpVKBZubm6IZHCsrK2du2BCHw+GcNsaHuc7SOfEo9Ho9ZDIZZLPZExMYwDAzsrm5KbrWmUwmhMPhI0W2C4UCvv71r4uqG1QqFW6//XZEIhHJLEapVEIikRAFCeVyOXw+H0wmE7a3t0X7AGAYgff7/UfOtlxvlMtlpFIp0d4GAPNb0H05be9bLpfR6/WwsLAArVYLi8UCu90OuVwOjUYDh8MBm812Rdv9cqFxBqEejU9/+tPodrtscI/T6RR92E5CcAwGA2xvbyOXy4lud7lccLlcc0V55h2yJxWdOcoEVkEQkEwmRa9BJpPB5/MdWpIlZRL3+XwHlmCNd5wyGAxYWVmBTCabaIurUCiwurrKxQaHw+FcI8Y7D8rlcoTD4bk8EYdxmMBwuVxTA2+HIZWJcTgc8Pl8c2diBEHAk08+iccee0x0nouLi7j77rslRRBtSTvutTCbzfD5fKw8aPR4MpkMbrcbTqfzTJRJVatV7OzsiIQgMHy/ZTIZBoMBCCHMwE8zQmazGTqdDnq9HouLi9BoNCx7cbXEGRcaZxBCyMVbb731wv3338+6SXS7XZRKJWi12okP30kIjlKphK2tLVH3Cr1ej1AoNFdKtl6vIxqNTgzZC4VCU0126XQaqVSK/TxLZkGKYrGIeDwuWuxsNtvUThmUo5jEx2dpGI1GLC8vQyaToVarYWNjg5V0yeVyrK6unqn+4BwOh3OtkQpCHSWYdRAHCQytVgu3231kgQGcbCamVqvhgQceEJU9yeVyPOc5z8ENN9wgeZ0sFApIJpOivYFSqYTP54NSqUQikZgoD7JarfB6vWeiTKpWqyGVSk1MPwfABAYw3Bttbm4ilUpBoVDAYrFAp9NBqVRicXERdrudZS+udhcuLjTOIHSOxje/+U0kEglRFKHb7aLX60GlUk2k0o4rOKQ6Osnlcvj9/rkmevd6PcTj8bmG7EmJBI/HM/ck81arhWg0Klr4ZumsJZWWPqyUazxKZjKZWMq5Xq9jfX1dJDZWVlbOTJcNDofDuZZItVWfpfHHPMenAmPUJwgMrzkul+vYszhOMhOzvr6OixcvigSDxWLBvffeK3menU4HiURiYrCezWbD4uIiMpmMyOcIDP0ifr//xDplnmbq9TpSqZTo80WhAkMQBJTLZSQSCaRSKcjlclgsFjYHw263IxKJYHFx8Zq+Z1xonEHGB/ZJ1UUKggCVSoVer3esYT/jCIKATCaDVColOu4smYFxdnd3J45zUEmWVGbhsIGAUkiZveVyOQKBwIEL/2AwwNbWlqjG9LDo17jPY2FhAZFIBIQQNBoNrK+vs4VdJpNhZWXlzNSqcjgczrVAalDsUa4lUhwkMDQaDdxu97EFhiAISCQSoszDUTMxzWYT3/jGN0RVA4QQ3HDDDbjtttsk3w+pZjEqlQp+vx/tdhupVEr02mUyGVwuFxYXF5/1ZVKNRgOpVGpCgAFgJu92u41SqYR0Os2aAZjNZhgMBjbZ+6abboLb7T4VWR8uNM4gUpPBe70eksnkhNFKr9dDoVCgUqmcqOCo1+uIxWKi1nVqtRrhcHiuEiCpDlMHDdmTaj+r1+sRiUTm/kLm83kkEgnR+zJLhxEpk/hBUaTx0i+z2YxwOAxCCJrNJtbW1kRiIxKJnGhtMIfD4XCG1Go1bG5uiiL3brcbLpfrWMft9/vIZrPIZDJXTGAAw2tgNBqdaDV7lEzM1tYWvvWtb4mu4waDAffee6+kD7HVamFra0t0/QXAOiDt7OxMmJwtFgu8Xu+zfnZUs9lEKpUSmecpcrkc/X4flUoFpVIJ5XIZhUIBrVYLZrMZRqORzb245ZZb4PV6r/4LOAAuNM4gUkKDUi6XsbW1Jdq4KxQKLC4uot1uM+P4KEcVHFLdpAgh8Hg8h07UHkWqJEupVCIcDktG96WiOUqlEsvLy3P7HBqNBqLRqGih1ev1CIfDBy6M85rEx/uaWywWhEIhEELQarWwtrbG/maEEEQikSN1HuFwOByONFJzmoLB4Fylv+McJjBoidRJRPJbrRY2NjZE1yubzYZAIDDX8dvtNh588EFRh0QAWF5exp133jkhWKZVMmg0Gng8HpTL5Yl2tmq1Gn6//1kfNGu1WkilUhNGeGC492q32ygUCiiVSuh2uyiXy6hWqzCZTDAajVCr1bBYLLjxxhunNsa5ljQaDdxzzz144oknuNA4SxwkNIDpfawXFhbgcrmQz+dPVHBIDeYzmUwIBoMzZxkEQUA6nRZtxg8TLdlsFslkkv182PTxafT7fcTjcVEk4jDPCDD8Am5ubs7c6WNnZ0c0RNBqtSIYDIIQgna7jbW1NXYsQgjC4fCxTIIcDofDGSI1xG55efnIvriDBIZarWYZjJPaOFarVWxuboqe6yg+xZ2dHXzrW98S+Q21Wi3uueceyUh6o9HA1taWKFNBCMHS0hLkcjnS6fREmdTS0hKWlpZO3ab5JGm320in0xM+FACsw2ShUGDZn0ajgWKxCL1eD5PJBJPJBIvFAp/Px4zzpwU6qTyXy6Fer+NNb3oTnnnmGS40zhKHCQ1KpVLB1taWaCMsl8vh9XphMpnYl+QkBEe73UYsFhMtXgqFAsFgcK7IfLlcRjweF6W1zWYzgsGgZJ/oSqWCaDQqWuhcLhfcbvfMz0nJZDLY2dmZ2TMCzG8STyaTyGaz7GebzYZgMAgAkmIjFAqdSLqdw+FwziJSbdK1Wi2Wl5ePVM7T7/eRy+WQyWRE1ylgKDBcLhesVuuJbrLHy3xlMhlCodBcgahOp4NHH30U6+vrE5n45z73uRPdIweDAdLpNDKZjOiaqNPp4HA4kM/nJ1q1ms1meL3eIw0HvF7odDpT906DwQClUgmFQoFVKHS7XRQKBahUKlitVthsNpjNZphMplM3P6TT6SCXyyGfz4s+21xonEFmFRrAcFHc2dmZmINBp3QCODHBIQgCUqmUKGoPzD9ZddqQvWn+j1arhc3NTZGxz2w2IxQKzW3sk/KMGI1GhEKhqRGHeU3iiURC9Pew2+3sb9HpdLC2tiZKjYdCoWOl9jkcDucsIhUIWlhYQCgUmnvA2WAwYBmMqyUwBEHAzs4OMpkMu+0oZcKZTAYPPfSQSGypVCrccccdzC84Sq1Ww9bWluiaSgjB4uIier2eZJmUz+d7Vpf7drtdpNNp5PN50V6JmruLxaKoKmIwGKBSqWAwGMDtdsNut8NgMEChUMDj8cBut5+ajE+1WkU2m5X0lxBC8Ja3vIWXTp015hEalFqthng8LtrAymQyeL1eOByOA1X6vIKjWq0iFouJNuuztJAdRRAEbG9vi6L/hBD4/X7JIXtSrQq1Wi0ikcjc0ZVer4dYLCY61kGeEYrUvI9pJvGtrS3RYu1wOOD3+wEMF7S1tTXRIh8MBmGz2eZ6HRwOh3NWkepSOG/QCxhuGHO5HHZ3d6+awACG17RYLCbqXqTT6bC8vDxzmU2n08FTTz2FS5cuia7HS0tLuOeeeyau6YPBADs7O6LrLjDcAxgMholINy2hWlpaOna3rtNKr9fD7u4u6w41enu9XkexWJyYE9JoNNDv9+H1emG321nmzG63w+PxXPU5GFL0+30UCgVks1nRXoOiUqngcDhgt9txzz33cDP4WeMoQgMYLiKpVEoUHQGGEftAIAC1Wn1igkNqVsas07hHKRaL2NraEpVGTWtDKBX9USgUCIfDc/tOjuIZoec7Ou+DEAKv1ytpEo/H46L6TqfTCZ/PB2AoNtbX10ULmN/vP9IQJg6HwzlLnMQQu4MEhkqlgsvlgs1muyJR6U6ng42NDdH6P2+WPpfL4ZFHHkE2m2XXcqVSiVtuuQXnz5+fOI5UqTXthNRqtSY6TdHSn2drmdS0QYu1Wg31eh3ValUk3oDh300ul2NpaUn02dDr9fD5fKdiTlar1UIul8Pe3t6EtwgY7gdpFzF6/rzr1BnkqEKDUq/XEY/HRSpWJpPB7XbD6XSCEHJigiOXyyGZTIqOYbFY4Pf7Z1b1UkP2NBoNIpGIZIZEqrPItEzIYVQqFcRisZk9I8AwmrGxsSFahKRM4oIgIB6Pi0quFhcXmSGv1+thfX1dZMI7qLMVh8PhnHWOO8TuWgoMYHh93tjYED330tISPB7PTI/vdDpYX1/HM888I7pmOhwO3HnnnROZ8V6vh+3t7QlTMy3zGS+nUalU8Pl8z9pGJVJzUHq9HusW1ev1JuaTEUKg1Wphs9lEVQ8KhQJer/eaVyPQwYDZbHbqhHKbzQan0ym5p+JC4wxyXKEBTDd66fV6BINB9mE7CcHRbDYRi8VEi55KpUIoFJrZCDUYDJBMJkXlRgd1mZLqlX6UtDkwv2cEmN0kLggCYrGYqHZ21Mze7/exvr4uOo7X652rfTCHw+E82xEEAclkUuR/U6lUWF5ehlarPfTxg8EA+Xweu7u7E5FqlUqFpaWlK15XXygUEI/HRUGyQCAw80Y1n8/jySefxM7ODovC0/fg5ptvnjC/F4tFJJPJiXb4BoMB9XpddDv1aLhcrmdlmZRUF7F6vY5SqYRGowFCyITA0Gq1WFhYgMFgEJWzEULgcDjgdrvn9gKdJNRPk8vlRJkqikajgdPphNVqnXqe3W4Xd9xxBx5//HEuNM4SJyE0KI1GA/F4XCQCCCFwu92iKZ7HFRyDwQDb29sTpvTDujqNI9VKd1pL2U6ng83NTVFG4KCOUAcxzTNyUDp+VpO4IAiIRqOiyNHoAKl+v4+NjQ1R6vokBkxxOBzOswEpj55er8fy8vKha/1pEBiAdPvdSCQyUzCOBsPW19dF5co2mw3Pec5z4Ha7Reff7XaRSCQmshVUkI17DoxGI/x+/9xTx68HxjNYvV4PlUoFxWIR/X4fcrkc3W5X1PFrYWEBDocDCoViYj9kNBrh8/lmErdXinq9jlwuh0KhMHF+wLAqw+l0Tt2z0QxIPp9HuVzmXafOIicpNIDhh2p3dxfpdHqijV0wGBR9YY4rOEqlEra2tkSZBoPBgFAoNHOrwWaziWg0Kir90ul0CIfDki36xlsbHtQR6jDm8YxQZjGJC4KAzc1N0UVitEd6v9/H5uamKO151Da+HA6H82yh3W5jY2NDdD04bE0GDhYYSqUSLpfrqggMqWuURqPB8vLyTP6HfD6P9fV1JBIJ9jpUKhWCwSBuuummCV/A3t4eksnkxOwLlUqFdrstuq4rlUr4fL5nZYv18b9/o9FAqVRCpVKBTCabEBharZZt0GUy2YSB+lq/V4PBAMVikc2+GEehUMBut8PhcEzdazWbTeTzeRQKBd7e9qxz0kKD0mw2EY/HJwbzuFyuieE7xxEcnU4H8XhctGmWy+UIBAIzf0n7/T62trZEi7NcLkcwGJSsHZXa7IdCoSO142u329jc3JzZMwJIm8THsyGDwQCbm5uiqNxomZTU70c9HRwOh3OWkCqRPSzbKwgC8vk80um0pMCgGYyrUR4kVWJrMpkQDocPLbmh19FYLCZquWq1WnHu3LkJH2Gn08HW1pbo+gEMX3O/3xdVCRBC4HQ64XK5rmnpz5Vg9O/farVY9qLdbkMul0OhUKDT6UAQBBBCYDabYTabYbFYoFarUa1WRSLtWpeUTZt9QdHr9XA4HLBYLJLnR7tP5fN50d5vlLe85S148sknudA4S1wpoQEMv4SZTAapVGqiFjEYDE54Eg4SHEajES6XS1JwTHseu90On8838xc2m81ie3tbdIzFxUV4PJ6JSNT4Zh842mRVYH7PCDCbSXwwGGBjY0Mkwka7TQ0GA0SjUVHmY7RbFYfD4ZwFpJp+BIPBqesv3WDu7u5O1KtfbYEBSLffnVYGPE4ul0MsFsP29jbbHKpUKni9Xpw/f170HgiCgFwuJ/JtUGQy2cRtBoMBfr//mpb+XAkEQcDe3h7S6TTK5TJKpRLK5TIEQWACo9vtYjAYQKPRwGKxwGg0Qq/XY2FhAdVqdWIjvrCwAJ/Pd006b1UqFeRyuamzL6xWKxwOx9ROV5VKBXt7eygWi5LlVSqVCjabDTabDffeey83g581rqTQoLRaLcTjcVGk5SDlflTBUa/XEYvFRPM9NBoNQqHQzAOJ6vU6otGoaME2GAwIh8MT/calFnebzQa/33+kC8w8nhFgukk8EomwyNFgMMD6+rrIkxEIBFjXLClPx+jQPw6Hw3k2I+VnWF5eltxUjW4wT4PAACbb7wKzdRSkWYxUKoVUKsUeb7VaEQwGJ+ZGtVotbG1tia4lo1n10WuUUqmE1+t91g2HFQSBmd7pxpyWPcnlciiVSiYwFhYWYLFYoNFooFar4XA42KyMUa7VgMJ+v4+9vT3kcrlDZ19IeZPa7Tb29vawt7cnaQ6nGRy73Q6j0cjb255lrobQAIZf0Gw2K1rQgKEQCAaDkov6UQRHv99HIpEQmaZnmVkxitTcDoVCgVAoNNHWsNfrYXNzU7T46vV6RCKRmQchjdJsNrG5uSkSSzqdDpFIRLIWclpN7mjplVS3qdGhfVLdqmw2GwKBwKmZNsrhcDgnidTaqdVqsby8PLHWHiQwFAoFlpaW4HA4rnq5y1Hb7+ZyOSQSCaTTaRZkUqlUcLvdCIfDoqYq03yX3W4XhJCJTajT6bzmHZKuBMViEZubm8hkMiiVSiJDt0qlQq/Xg1wuh8VigclkglwuZw0A+v0+0um0aO8jk8mwtLSExcXFq/q5abVayGaz2Nvbm8hAAcNyO4fDIZp9QRkMBiiVSsjn85KtbYHhfsVut8NisUgKFC40ziBXS2hQ2u024vH4xMCexcVFuN1uyS/cUQSHVHbAZDIhGAzOLAB2d3exs7Mjuk2qZlcQBCQSCVHpk1KpxPLy8syZlFGmeUYO8oEcZhLv9/tYW1sTpWtDoRCLOEnN4aCRLS42OBzOs4lZ/QxUYOzu7oqCP8C1FRhS15xZGpPQLAYtf6KiyWq1wuPxTHSmkuok2e120e/3oVarRdeGZ2uZVKFQwDPPPIN0Oi16H6jA6Pf70Ol0sFgs7LXT7JZKpcLOzs5ExsBiscDr9c7ctOa4HDb7Qi6Xw2azweFwSH5+6vU69vb2UCgUJAfzKRQKWK1W2O32Q//+XGicQa620KDkcjlsb2+LhIBarUYwGJzagm9ewdFutxGNRkWb62mZiWlUq1XEYjGRF8JkMiEUCk2o9Ww2i2QyyX4+zGdxGFKekaWlpYn2gpTDTOJSQ/vC4TAzzUtdvCwWC0KhEBcbHA7nWcEsfgZBEFAoFJBOpyUFxuLiIusYdLXp9XqIRqOiDaPBYEAkEjmw/S695uZyOeRyOQiCwLIYbrcbgUBAVHI7PhtrMBig2WxCoVCISqpOyyC5k2Z3dxdPPfUUdnd3JzIRarUacrmceS7o+0YneZvNZuzs7Ex4HjQaDfx+/0wDik+C48y+6PV6rDRqvEUxZWFhATabDWazeeY9AhcaZ5BrJTSA6Z0rHA4HvF7v1EW83W5jd3d3JsEhCAJSqRR2d3dF95tm8pai2+0iFouJFnaVSoVwODxR8lWpVBCNRkWqf55JrOPM4xkBDjeJ93o9rK2tsYWDEIJwOCzqrpVIJEQzShYWFhCJRLjY4HA41zWH+RlOs8AAhmUvGxsbonM7rMy13W6zDHkqlWJZHDq9ebSMFhh234rH46LnqNfrGAwGMBgMouehg+TmnSV1WqGNWZ566qmJ6eZ0Yrder4dOpxNVK8jlcjidTjgcDtYkYPQzJpfL4XK54HQ6r8p1tF6vI5vNSpqzCSFYWFiQnH0hCAIqlQqbeSG1r1er1bDb7bDZbEcqD+dC4wxyLYUGJZ/PY3t7W7Q5V6lUCAQCB2Ye5hEclUoF8XhctAHX6XQIhUIzzcCQEizTvB+tVgubm5uidKnZbJ5oETgrvV4PsVhMJMiUSiVCoZBkZKTb7WJjY0OUuRgtC+h2u1hbW2PnRwhBJBIRlWUlk0nRQEGTyYRIJPKsnOLK4XCe/YxnnEfLUanJl7YpHYVGqR0OxzX1HVSrVWxuboquk4d1OqRZjEqlglQqhX6/z7IYNptNNC+q3+9jZ2dHFGTqdruo1WrQ6/WiMh+9Xg+/33+k0uDTCDW6X7p0aSLwSQiByWSC2WyGSqUSiSqZTAaHw4GlpSXUajUkk8mJzIHNZoPH4znSpnwe6OyLbDYr2VpWoVAwc/d4yVar1WLZi/E2zcDwdVosFtjt9pmGPh4EFxpnkNMgNIBhdiORSIgM2MCwA5LX6z1wgZ9VcEiZvGUyGXw+H+vCdBjlchmxWEy02EuJCKnpslqtdqKTxzyM+zCA6ReawwY3dbtdXLp0iUWtCCFYXl4WCbudnR2RsDIajVheXuZig8PhXDcIgsC6BFFUKhXzMxwkMGgG41obm/P5PBKJhMiAHAwGp86KolkMWpdPrwM2mw12u52VS9HoerlcRiKRYJtkKrzkcrkoACWXy+H1eme+Xp5mBEFgQ39jsdjEYDraGVOqLIgQwgRGv99HMpmcECg6nQ4+n+/YG/PDmGX2hdPphMViEb2Ofr+PYrGIfD4vOZQPGFZP2Gw2WCyWY30HBoMBmzHy3d/93Xxg31njtAgNSqFQQCKREG3klUolAoHAoe3fZhUcUt4Hi8UiqlE9iE6ng2g0KvpyqtVqhMNhUYRHEATs7Owgk8mw2xQKBcLh8JFrNCuVCmKxmGhBWVhYQDAYlExfj7dulMvliEQiMBqN6HQ6WFtbY2JDJpNheXlZdG7jjzcYDFheXr7mF14Oh8M5DKmAj16vRzgcRq1WO/UCQ+oaclijEZrFaDQazPBNsxjUX0jX+F6vh2QyKWoCUqvVUK/XYbPZRNcUu90Oj8dz3ZdJtdtt5PN5JJNJ7O7uTjSmUSqV8Hg8MJvNE+VzhBDYbDY2fHB3d1fkYwGG13i3233FJ8HPMvvC6XROfE6q1SqbeSHVdUqpVLKZF7NUe0yDlmEVi0WUSiU2Lf2d73wn4vE4FxpnidMmNIBhujaRSEx8gWw2G7xe76EL3SyCQ6FQIBqNii4yKpUKoVBopgiEIAjY3t4WlRcRQuD3+yeiPVLDoMYnec9Dt9tFNBoVLZDTPCPAwSbxTqeDS5cusUiWTCbDysqK6D0Y776l1+uxsrJyzS/CHA6HM412u42NjQ3RGm+1WmEymbC7uyspMJxOJxYXF0/F2tbv9xGLxUQZeJ1Oh+XlZckyHJrFqFarKBQKyGazEASBZTGsVisCgQC7fhaLRSQSCRa06na72Nvbg1arFQX1dDod/H7/1GFt1wM0e5HP55HNZifasxJCYDAY4PV6YTAYJsQHMPzsuN1uqNVqFAoFbG9vT5QZXWnPylFnX3Q6HVYaNS6egMu+DbvdDpPJdGSBNC4uut0uKpUKSqUS84X+/M//PBcaZ43TKDQo4wshMFTbfr9fZF6exmGCY3FxkS0+o7jdbiwtLc30ZZOaEC41tK9WqyEajR44yXsepCJdhBB4vV7JQU31eh2bm5ui53c6nfB6vUxs0N9JiY3xfu06nQ4rKyvXfXSLw+E8+6jVatjc3BRdO2jbzfEOOqdNYADDjeHGxoboXM1mM0KhkGTpKs1i0M6MtVqNZTH0er2oPHg8kEdb+Ha7XTgcDramy+VyuN1uOByO67YRSKfTQT6fRz6fR61WQz6fn/A6ms1meDweqFQq1Gq1ib2C2WyG2+2GVqtFs9lEIpGYECIGgwE+n++KeVaazSZyudyBsy+cTqdIJAwGA5TL5YnXPIpWq2Ui9KjXckEQUK1WUSwWUSwW0e/30Wq12LR0er5KpRImkwnvec97sLa2xoXGWeI0Cw1AOrULDEud/H7/TF+OwwSHVqvF3t6eqFzLYDAgFArN1Oe61WohGo2KLgparRbhcFiUeux0Otjc3BQZtYxGI8Lh8JG/5KVSCfF4XHTu08rADjKJU4M4FRtyuRwrKyuiKBYd8jT6GldXV7nY4HA4p4ZCoYB4PM7W+lqtBqVSOeGNk8lkrETqNK1h9XodGxsbIpE0rXPhaBajVquxgbhWqxUOhwN6vV7U8GS88Uq9Xkc+n4fNZhMFlq6WgflKQGdG0M5JVGyMZoYMBgMsFgsTl9VqdWJvYDKZ4PF4oNPp0O/3kUqlRBUMwOUyqyvR2pdmYXK53FyzLxqNBsteSM28kMvlbObFUYXRqLgolUro9Xro9/sse0GzLVRcmEwmlil77Wtfi0cffZQLjbPEaRcalFKphEQiIYrIKxQK+Hy+medUHCQ41Go1Op2O6Ha5XI5AIDDVcDfKYDBAIpEQtcSTMuxJmbRnGbR02Osanxei0WgQDocnhuccZBIXBAGXLl1iFzi5XI7V1VXRYpTP57G1tSV67Orq6nV5QeJwOM8uRj1ltITI4XCI1jCZTMYyGKdJYACTIokQgkAgILmRzWaz2NnZQa/XY4ZvtVoNt9sNjUYjauE+KkiAYQAvk8lALpeLumlptVr4/f4rbmC+EtDyoHw+j06ng263K2rTqlAoYDabYTabmbm5Wq1OZAgMBgM8Hg97D/L5PHufKYQQOJ1O5tU4Seh553I5yQ5QWq0WDocDNpuNZbd6vR4KhQL29vYkO04BQ+FEZ14cpaGLIAio1WooFApMXABg3otKpQJBEKBUKmE0GrGwsACNRjPRDpd3nTqDXC9CAwDr7jDe39psNsPv98+82Z0mOARBQKvVgiAIoguT3W6Hz+eb6ctJTWaji5dUiZTUJO+DJn8fxmAwYMOYKDKZDH6/X/IiNW7ypiZ1hUKBtbU1togoFAqsrq6KBMve3h7i8Tj7mYsNDodzLRkMBtja2kKhUEC1WkU+n8dgMIDP52NZ6dMsMADpNXl8UjcgzmK0Wi2kUil0Oh2WxVCpVAgGgzCZTBAEAdlslmU66JyQSqUCp9PJMtYymQxut/uqzXk4KUbnPtBSMDqkrlQqQRAE6PV6WCwWGAwGGAwGKJVKVKvViWi/Xq9nhnlgmO1JJpMTHZlMJhN8Pt+xjNJSHDb7wmw2w+FwiGaE0c86fa3jqFQqtsk/yhRyKi5oWRTdF/R6PZTLZZRKJXQ6HSYuaOaCEMLa4Y43vuFC4wxCCLl48803X3jooYeO3Hb1alOpVLC1tSXqVy2Xy+Hz+eZKYU4THFShLywssIV4WoZAimazic3NTZHpinY6Gf2yl0olxGIxkSg5rC/6YRQKBWxtbYmOOU0oSUXPaG/0tbU1thArFAqcO3dOtLCOP1atVmN1dfVIixmHw+EclW63i83NTWQyGWaS1ev18Hg8kMvlolkHp1FgHNaKfBSaxaAzEzKZDPNiaDQaUQfCZrOJra0ttlFuNBrY3d2FXq+Hw+Fg1wOr1Qqv13tdBYqocX104jWdZF0sFiGTyVj2QqVSsTkg1Wp1ogWsVquF2+1mvs9er4ednZ0J76ZKpYLP55vJHzorh82+UCqVsNvtotkXtGvWQTMvzGaz5CZ/VkYzF6PPUavVUCqVUKvVIJfLmbiggVnq+bDZbBOZHlrC9pKXvARPP/00FxpnCULIxfPnz1/49Kc/DavViqWlpZk209caqeFCwDDaEAgE5trwSgmOfr+PdDqNfr8Pu90OvV5/oNla6vzoNFaKVNai2WxiY2NDJJpod5CjzqtoNpsTHbV0Op1oOBNlmkncarVifX2diQ2lUonV1VWR2CiVSohGo+w9U6lUWF1dvW4EK4fDub5pNpv49re/jVQqxda70dr70ywwgMsiaTRqPjpcldJutxGPx1Gr1dDr9VhbVtpRis63cDgcEAQBu7u7SKfTEASBlVa1Wi0mSIChmPH7/UfejF4LqtUqa+lKrzu0bKhQKECr1cJiscBoNIIQAp1OB41Gg2q1OrEp12g0cLlcrPRaEATkcjk22JBCCMHS0hKWlpZObIZUu91m5m6p2RcGgwEOh4PNvqCChJrapdDr9bDZbLBarUcq5xrNXIy+V71eD6VSib3n4+JCJpMxz4dUZ7Lxv9mb3vQmPkfjrDEqNChmsxlLS0vXRTu7arWKra0tUfZALpfD4/HM3T5WSnCUSiXs7u4ypa7X6w+cWzGO1MyOpaUl0bCkXq+Hzc1N0QKi1+sRiUSOHGUaLSWgyOVyBIPBiYiMlEndZDJhcXERm5uboq4R586dEwmJcrmMzc1N9vqkBAmHw+GcNIlEAhcvXhRt0hcXF2G32+FwOLC4uHiqo/RSQSapMtvRLAad/UE7Qmk0Gmi1WoRCIWi1WtTrdWxtbaHZbIrMxFarFTabDYQQyGQyuFwuLC4uXhdlUjRTkcvlRNf5fr+PQqGAcrkMo9EIs9nMrk1arRZarRa1Wm1iUjfNAFmtVvb6q9UqksnkREcys9kMr9d7YsGzSqWCbDY7MZgYuLxhH/UU1Wo17O3toVAoSHabUigUbObFUQLE9XodhUJhQlzQkinalnbU0E3fM71eD7vdLjnMbzAYsBbL4+8pFxpnEELIxZtuuunC/fffP/E7o9GIpaUl0bTo08hgMMDOzs5ERwij0YhAIDD3IjEuONrtNouY6XQ62O12Ng18lvemXq8jGo2KFjyDwYBwOMwuhIIgIJFIiNK1hw1mmoVcLodkMikSOqMmQcpgMEAsFhPNLtFoNFhaWkIikWCLnEqlwrlz50QZo0qlMiFIVlZWrovMGIfDub6oVCp4/PHHEYvF2G0ymQwejwfhcBhLS0unWmAAwwBNNBoVbR59Pp8oWz6axaBei2KxyLIY1JBMu1GlUinW7rzZbGJ3dxeEELhcLnYNtFgs8Hq910WJK/UfjHsW6CaWboCNRiPLNGi1Wuh0OtTr9Yk5E0qlEi6XSzRIr9PpYHt7W1R5AAxLgX0+35E9k6PQ2RfZbFZyhoVarWbmboVCwcrC9vb2JGdlEEJgMplgt9uxsLAwt1is1+ssczEuwjqdDiuN0ul0MBqN0Ol07Dlopyu73S55faeZmnw+L9nxSqfT4XWvex2efPJJLjTOEtQM/tWvfhXpdFpyyqRer8fS0tKJ1iZeCWq1Gra2tkRfTnoBmqXcaZxRwTEYDJDNZlmGgAqOcDg8sWmXotfrIRaLTfTwHp3SCgyjV8lkUnT+gUBg5s5aUjQaDWxubh4odChShkSHw4FMJnOg2KhWq9jY2GD3kTKRczgczlGpVCpIpVLY3NwUbQyVSiUuXLiAYDB46gUGMDmTSC6XIxwOi4JWo1kMGugSBIFlMRQKBYLBIBYWFkRZ/V6vh1wuh3K5DKfTyUpv1Go1/H7/qQ8a0jIoqYF0g8EAlUoFvV4PBoNBlDXXaDTQ6/VoNBoTEXSFQoGlpSWRL0UQBGQyGaTTaZHYO8lszzyzLwCIZl5I7ac1Gg2beTHv57zRaKBYLKJQKEyIC2oqr1arkMlkMBqNrFScYjQaWYBVqnysXC6zz50USqUSMpkMnU4Hb3zjG3lG46wx3nWq1Wphd3cXhUJh4sNOaxrp4nUaGQwGSKfT2N3dFd1uMBgQCASOVNIzKjiq1SrS6TSrq6RTU2+55ZaZMifj3aaA4YBAl8vFfq5UKohGo6KIwLQ+6rPS6/UQj8dFC4FCoUAoFJq4+EiZxC0WiyiypFarce7cOdGCV6vVsL6+zhZVqfa4HA6HMw/VahWpVArlchk7OzusVIoQArfbjXvuuee6WGOkstYqlQrLy8ssIDOaxQCGpbuZTIbVwNMJztTDt729zY5XKpWQzWZZJlqlUkEmkzF/wWm9ZgNgw/SKxeLEpnwwGKDT6aDf70Or1Yo2umq1GgaDAc1mc8JMLZfL2ZyU0dKecrmMZDI5kV04CVM8LVfLZrOSXgqaEXA6nVCr1Wg2myx7IeXVOMz/cBBUXBSLRclMSrvdZu19dTrdhLhQKpUseyG1tzkoUyMIAjqdDhQKBWQymei4vHTqDDKtvW273UYmk0E+n5ecObG4uCjq43zaGK1VpRy3hR8VHJlMBqlUSrSQGAwG3HbbbQgGg4cep1qtIhqNihaWcd9Hq9XC5uamKKpDy7WO07d7d3cXOzs7otvGhQ4gbRKnk1EpUm1t6/W6yEQuNfiPw+FwDoMKDFpnn0wm0el0WKvPSCSC1dXVU3sNGqXX6yEajYoGrxkMBkQiEbbmj2YxqOG70+mwLMZoM5LRuVI0ONhut7G4uMgqD8xms6i972mDeixyudxEFgIA+7t2u92Ja55KpYLRaESr1ZpoP0vbGC8tLU0Y6pPJ5ETUXavVwufzHcsUP8/sC9pieG9vb+LcKUajETabDRaLZa7Pd7PZZJ4LKXExGAxQr9fR7/ehUCgmxAUw3IscVJY1LVMjCALq9TqbWTKtmuFHfuRH8NRTT3GhcZagHo2vf/3rkmnVbreLbDaLbDY7EWlQKpXMfHfSQ2tOAkEQWHZj9POp1+sRCASOXNZDBcf6+joymYzo2C6XC3fcccehZWbdbhfRaFQkVlQqFcLhMNuU9/t9RKNRUbmVVqtFJBI5ljmtWq0iFouJFkSTyYRQKCQyuEuZxAkh6Pf7oprY8engjUYD6+vrTEjJZDKsrKxcl0OgOBzO1YVOuKab8mazyWYTmc1m2Gw2+P1+uN3ua3yms9FqtbCxsSHa+NlsNgQCATZMbzSLUa/XkU6n2YaPEMLaqyuVSiQSCRSLRfT7feRyORSLReanVCgUJ+ovuBLQaeTTDM5arZa15x2P8iuVSiwsLLBo/CiEEDgcDrhcLtH1aDAYYHd3d2IfQA31DofjyNmeWq3G/gbTZl84nU4YDAZUKhXs7e2hVCpJvm7aytZms811fW82myxzIeXpAIbX8sFggMFgIDJ0Uw6bt3HQlPJGoyFqdyv1eI1GA6vVCqvVinvvvZfP0ThrjHadotNErVbrhIru9/tMcIx/+eVyOZxOJ5xO56lsI9hoNLC1tTWxYXa5XMdKKbfbbcRiMTz++OOiiwjtzhSJRA6MkgiCgFQqJSrzGm+hKwgCdnZ2mMkPuDxc77gRmFgsJlo0xoUOIG0Sb7fbkMlkLJMhJTaazaZo8J9MJsPy8vJ11UqRw+FcPcYFBjAscxnddNNhdMfxrF1NqtUqNjc3RWWwdFaS1DC9XC6HWq0makPrcDjg9XpRKpWQTCZZu9FsNgtCCBYXF2Eyma5IG9aTot/vo1gsIpfLSc6LkMlksFgsUCgUKJVKE9F4OtW70+mIAm/A8Jppt9tZudgoxWIR29vbE74Eu90Oj8dzpP0KNaNPey1UMNBWw3Tmxfg50HMfnXkx616k1WqxzMU0cQEM9w+DwWCifGnW56aen/FMTavVQrlcRqfTYe1uxz9zarUaFosFVqtVFNTlA/vOIISQi+Fw+ML999/PPgzUACwlHAaDAXK5HDKZzESKkA5GOo1tBan5i5rqKDqdDoFA4Fg1vs1mEw8//PCEr8FutyMYDMLj8RwYzS+Xy4jFYqKLkcViQSAQYJmivb09bG1tiY7v8/nmbuE7yixCh7KzsyO6X71eZ33KgeH7uLq6KspstVotrK2tsc+JTCZDJBI59YZEDodz9ZASGACQz+fR7XZht9uhVCqnTso+reTzeSQSCbZmy2QyBINBWCwWtFotbG1tsSxGp9NBKpViLUMJIVAoFOzalEgkUC6XWZlUs9nEwsICu0abTCb4/f5TN8PoMEM0LSkihCCTyUxsmqnAoOJqHJvNJuqqRWm1WkgkEhOfKb1eD5/Pd6RS3sM6KtHZFwsLC8zYPf78FJ1Ox2ZezCp2Wq0Wy1xIlZoBYAHAwWAgWcIFXDaV0y5XUkhNKW+326hUKqhUKlCr1bBarRP7JqVSycTFtPeYC40zCCHkYiQSufCLv/iLLL1F1S0hhBmXxsuMBEHA3t4eqw0dOybsdjsWFxdP5cI3Oi0VuDyQx+VyHcswt7u7i4cfflj05dTpdKxnt9vtnnqRbLfbiEajogiJWq1GJBJh732tVkM0GhUtIFJ91+dlFqEDTJrEy+UyBEFgZWJ6vR4rKysHig1CCCKRyKlN63M4nKtDvV5HKpWaiFALgoBWqwW5XM4i1NMmZZ9GpLLQtFW5VqsVZTEAsGFoS0tLLIthMpkQDAZRKpWws7ODTqfDSnSUSiWWlpZgMBiuyLTq40KHy+VyOUkPAs1e2O12Nnh3fOMsl8thsVjQ7/dFw/koFotFlPWh0EG72WxW9BiFQgGPxwO73T736zmoo9Lo7Au6JyoUCpJCRKFQsHkmswY22+02y1wcJC7opr7dbktmTkbf82l7EKm/W7fbRblcZt2+LBYLyzyNvi6z2Qyr1QqDwXDoXoQLjTMILZ26//77USqVWNtAq9UqamVGB7iNR6MFQUCxWGRRlnFO47Tx8ZQ1RavVIhAIHMu43Ol0cOnSJWxtbbGNODWhG41GGI3GqYJDEAQkk0nRtHOZTAafz8cWSCnfhNFoRDgcPlbZWqfTQTQaFV0YxoUOMGkSp2luarA3GAxYWVkRpVHb7TbW1tbYAkgIQSgUgsViOfL5cjic65NpAoMQAqPRiGazOeEfG5+UfVrp9/uIxWKiTalOp0MkEmFDVGkWo9/vY3d3F2q1mg3TI4TA4/FgYWGB3bdcLrOSZYvFAofDAYVCgcXFRbhcrlNTJtVsNlmZkNRGW6PRwOFwwGq1otFoIJVKSRq5rVYrM0yP7ysXFhbgdrslN+p7e3vY2dkRfXaob8Ptds/1+en3+8zcfdDsC5q92NvbmyoEFhYWYLPZYDabZwoIttttlrmQKs0Chu/TwsIC5HI5ut3u1Ja4NGN00LRwKmLz+Tx6vR56vR7LXDSbTTZtnZbn0eenomP09lngQuMMQgi5ePPNN1+4//77IQgC66lcKBTQbrdZGoxuYrVaLZxOp6SPg9bTSkUxTuO08fH0NYVmN466gAuCgN3dXcTjcezt7THBYbFY4HQ6Wa/qaYKjUChga2tLJIKoAVImk2EwGCAej4t6yavVaiwvLx9rIrcgCNje3hYNPhwXOsBwYdrY2GALa7FYZHXF1BC2vLwsev86nQ7W1tbYok0Iua5qrTkczvGgJmepyDDdiNHOUpSTyNheLcbXReByp8B8Pi8KbDUaDRQKBdjtdrZmazQaBINB1kK90Wggk8mg0WhApVLB5XKxIWp+v/9Ya/1JMRgMmElYqp0rbY3ucDhgMBhEncRGoQIDgKRJ3Gg0wuPxSO4fGo0GksnkxDGNRiN8Pt9cQc5ms8nmZUmVeo0a9PP5PLu2j6NWq9nMi1m6fnU6HTbn4iBxYTKZYDAY2LyRadmL8QnjUlSrVWSzWZRKJfR6PSZqG40GGwpotVrZ54x6OiwWCxYWFo68P+JC4wxC29v++7//O7LZLHK5HItG0MWwVqtNfOgUCgWcTieLroxSrVaxu7s7EbEChl9+l8t1qkzBo20FKRqNBoFA4Fj1wLVaDbFYDLVajQkOpVIJj8fD3sdpgqPVaiEajYouWlqtFuFwmD12fCaHXC5HKBQ6dllSsVhEPB6fKnSASZN4oVBAqVRiU2dNJhMikYhoMep2u1hbWxPV4QaDQdhstmOdL4fDOb3Q6LWUwLBarXC5XCyjOhoJH5+UfZqp1+vY2NgQNUpZWlqCzWZDPB5nwTdaXgOAZTGAoTnZbrczXwGdKQGAzVGg3aROQya41Wqx7IXU/IfxadfTfDiEEFitVhBCWCetUfR6PTwej+R+odfrIZVKiSoAgGGZmtfrnTmINcvsC2qYptdyKf/DLOVJo1BxUSwWp7a5pXNTaGlcsVicOhSP+nukgsCUwWCAvb09Vh5VrVZRqVRYW1qlUgmz2Qyz2QyFQsEEh8VigdlsPpGsIhcaZ5DxORr0g5jJZFj0udPpsI2kVquFzWZjXySqnhcXFyciLPV6Hbu7u9fFtPF2u42tra2JhdDpdMLj8RxZvff7fWxtbaFYLKLT6TDBQbNCFCnBMRgMkEgk2IUJEBsKAWlRQLuaHIdZhA4gNonTloVerxc6nQ4LCwuIRCKiaGS328X6+rrouIFA4Ei1sxwO5/Qyi8DQaDTIZrNIJpPsdzKZDOFw+LrxcUkNOPX7/cx/QG+n11Gz2czWULlcDr/fz0ze5XIZmUwGvV6PDcilVQQul+ualo/RMulpJmca8XY4HEwYHFQmR8t5CoXChFih3kapzwDt5JRKpUSPox24Zq1GmGX2BRWDNGsvhcFgYDMvDvv7dDodlEolFAqFA8UF3dxrtVoUi8Wp4ob6Pux2+4GZm1arxbpHVSoVlMtl1Go1kZd01GNhNBpZ+fxJdxLlQuMMMm1gnyAIbNEbrSmlPg5qFB9ta0a7YIz7OA6aNq7VarG0tHRqpo3n83lsb2+LIitqtRqBQOBYWZh8Ps96wVPB0e/3We9zipTgGO9eAgwFkNfrBSEEzWYTGxsbojTqeAbiKEgJHblcjkAgIIqqjXbEyufzyOfzTESazWaEw2HR37bX62FtbU0kNq6n6CWHw5lOo9FAOp2WDDCNCgypUs3xSdmnnVQqhXQ6zX6mpuN8Pi/aSI6aaelaaDQa4XA4mBjLZDKsmx/tCkTLpK7l+9Fut9m6LpW9UKlULHtBu002m02kUqmJzwAVGAqFAoVCYWLzrNFo4Ha7p2ZtarUaksnkRHmRyWSCz+ebqZysVquxkiGp2Rd0g0+7PE2beWGz2WCz2Q59zm63yzIX08TKqLgwmUwsqzWta5XRaITdbhf5aMcRBAGVSgWZTAbpdBqVSoVNAqfPSUuh1Go19Ho9rFYrLBbLiXcNpSX5pVIJr3jFK/D0009zoXGWmCY0RqnX68hkMuyLST/AdKEYV75arZbN4xjdYHY6Hezu7p76aeOdToe1ExzF4XDA4/EcOarUarUQi8XYIkmjGwaDYaKWclxwNBoNRKNRkTFNr9cjHA5DpVKh1+thc3NTtJDp9XpEIpFjLxqHCR1guHhvbm6yvtv5fB5Wq5VlbkKh0ITYWF9fF10wvF4vFhcXj3WuHA7n2jBtcwkMuwTR6DwgbZo+qfXqajDNJ2cymUTXt36/j3K5DJ1OJ6p1X1paQq/XQyaTYZlgQRCg1WrhcrlgMBjmKv85aWigkUbAx6ElPTR7Qdf2VquFVColel8o1K8g5S1Qq9VwuVwTewZKt9vFzs6OKOhFH+f1eg+tjKCzL7LZrKRpmw4CJISgUqlIGsDpa7bb7YcaoLvdLstcHCQujEYjK0uiGRapDA89R5vNxsroptHr9bC3t4d4PI58Po9KpSIKnKpUKuazMBgMTFycdEe3fr+PSqWCUqmEcrnMzuFNb3oTnnnmGS40zhKzCA1Kp9NBNpsV9ZEe9XEsLCzAarWyD6xSqYTD4ZjwcVwv08b39vaQTCYnvqSBQODIsyCkWh92Oh0QQiQvsKOCo9/vIx6Piy7kCoUCwWAQCwsLEAQBiUQC+Xye/Z62VTzOnBDgcKFDXwc1Q2azWezt7cFgMLDpq8FgULQ49/t9rK+viyJ/brcbLpfrWOfK4XCuHvMIDEDaNG2xWBAMBq95kGkWut0uNjc3Jzr0EUJE/rNWq8UGmtF1j3aYov4GOo+Klv3QhiHzdkk6KTqdDsteSJXq0AnSdLYJpdVqIZ1Oo1AoTDzGbDZDq9WyBjPjx3O5XCK/yii0Q2Q6nRZdh2UyGZaWlrC4uHjgZ+aw2Rd6vR5qtRrdbndq9oCWUB00dwIYbvBp5mLascbFhUwmQ6FQmMiAjULFDRVC02g2m4jH49ja2mIG71EMBgMsFgub30EzNycJbYdbKpWmdsLiQuMMMo/QoNDWb9lslkUmRn0cNAVHO0TIZDI2j2M0zXg9TBvvdrtIJBITF1GbzQafz3fki0G5XEY8Hhe9boVCAY1Gw4xZo4wKjkwmI6r9BYbGQ7fbDUKIZM1zIBA4dnRsmtAJhUJMeI3eJ5PJoFAoMBPj0tISgsHgxDE3NjZEUR+XywW3232sc+VwOFeWZrOJdDotGb02m81wu90TGxkp0/T19H0fL1Md9WVQBEFAo9GAQqEQRYlp1D2bzYpKkvV6PVwuF8xmM/x+/7GDQvNCKxSmzYoAwLIX45H8drvNBMb4NctsNkOn00nOgFAoFHC5XLDb7VOFQqVSQTKZnBjiZzab4fP5DuzmdNjsC61WC7lcjkajIZk9kMvlbObFQZ0y6SDBQqEwVVwAYOKCzqCo1+sseyFVmjVN0I0jCALS6TQ2NjaQTqclhyibzWY4nU4sLS1JDtk7Lu12m82CmZa9AYavyWw245WvfCUeeeQRLjTOEoSQi7fffvuFhx9+eO7HUnMYbcEHDDeOVNVTo9Lo4rSwsIDFxUWR3+F6mDZeLBaRSCREi5JSqUQgEDiyabHb7SIej4tS0zKZDIuLi0y4TRMcACaG9xmNRoRCISiVSlQqlYkuLktLS/B4PEc611GkhI7L5WIDD0cnju/u7qJYLEIul8Pr9cLv9yMQCIiONxgMsLGxIVqoT+pcORzOyXJQeYzZbGZtWMeRMk0HAoHrputcuVxGNBplG8N2uw1BEETBs16vh06nA61Wy655crmczVvY3d3F3t4eBEFgwTS73Q6v13vV3wdaqpPP5yXbpCqVSrbZHd/UH1QGvbCwAL1ej1KpNOGlkMvlWFpaYm3epeh0Otje3p74fGk0Gvh8vqnVBLRkaNrsC7lcDqVSCUEQJH8PzOZ9oOKCZi6m7X1HMxdKpRL9fh97e3vI5/OS5VvUM0FLsw6CliqPz76i0K5fwWBw5i5Y81Cv15m4GBeCo2i1WubVpGsCN4OfQejAvr/7u7+b6QM+jVqtxnwcAEQ+jtGJkjQDoNPpWP0+XZBP+7TxXq+HRCIxsQBarVb4fL4jZ16kNu60kxft6S0lOJxO50QNrVKpRCgUgtFoRKvVwubmpmghoH3dj5uWl5pSPj44kJrEaVkFrU1eWVmB3+8XHW8wGGBzc1P0WpxOJ3w+37HOk8PhnAyHlcdMExjAZCtuhUKBSCRy4hugK0Umk8H29jaAy+1QVSqVKNpN18LRgJharYZCoUAmk8Hu7i67j9FoZPOa3G73Vc3aj2YvpPZtJpOJDaMbL9XpdrvY3d1FLpebeKzJZILRaGQdjUahAbTFxcWp157BYMDep9Eov1wuh8vlYkNhx2k0GsjlcpLZASroZDIZ+v2+5Oul2QObzTY1S0Ib4dDMxbT9Li1PGjVUj7YrlnqcRqNhz3/Q56Db7SKZTCIajSKTyUga2RcWFhAKheDz+UQle8dl1MxdKpUky+ooRqMRZrMZCwsLkns1LjTOIFRofPrTnwZwedDMaAeJeWi1Wqw+n37p6/U6a+dGR9XTL7RSqWRRHfolO+3TxkulEhKJhOjLplAo4Pf7j9zjXMoDoVarEQqFoFAopqanDQYD5HL5RIqYtrjt9/uIRqOiDbxWq0UkEjm2YOv1eojFYhNCJxwOsw0EjbyMmuttNhtuuummCbEhCAKi0aioNMvhcEzcj8PhXD0OEhgHTWoGwKZhjz5Wo9FgeXn5mgWM5mHc90Y7MI12GxIEAYPBADKZjG3sCCFQq9VsSCHN1ioUCiwtLWFpaemqlkl1u10W7ZfKXigUCpa9kPq79Ho9JjDGN/MGgwELCwtsJsMotCJhvLviOKVSCdvb2xMBRpvNBo/HM7EXoXuEaYMC+/0+y0hIbbZpSRGdjyHFaJfNaX4D+vrHxQV9v/P5vGT2ZNaZG6PGbqkyMmB4zfX7/VheXj7RZjrTzNxSr8VkMjFxcZho5kLjDDIuNEZunzmNJwXtPjTao7rdbqNYLLJOSzabjYmFaT6OUqmE3d3dUzdtvNfrYXt7e6ILhsVigc/nO5JIk2onSwiB2+1m5VTTBAchBO12WxSRWVhYYNmLcQO6QqFAOBw+9uBEWiM62uKREAKPx8M6SHU6Hayvr4syFkajEbfddttEGZUgCIjFYqKskd1uh9/vPxXtjzmcswKtvx9f44DDBQYAyU54RqMRkUjkmjf6mIVer4doNMoi2Ht7e6jX6/B4PGwzRQjBYDAQrU2EEOaVGy0tolkfv9/PpktfaarVKnK5nGQrV+Byi12z2Sx5PrQzllTjFr1eD4vFgmq1OhHoohUILpfrwGthq9XC9vb2xON1Oh18Pt/EJrzb7TJz93hUfTAYoNfrgRDCshjj6PV6ZoaW+gzSLmGFQuFAcUFfu8ViYddcGvU/KFuk0+nYUL1p3wEqcDKZDKugGN/k0/d3eXkZgUDgxDJis5i5geH+gQ4SHB1xMAtcaJxBCCEXb7nllgt/+7d/i0KhIKlaj5PlEAQBhUIBmUyGZSdGaxyVSiWsVqsozSfl4zit08bL5TISiYQoSqRQKODz+Y5svi4Wi9ja2hL9LUb9F9MMeLTrhV6vZxsAlUqFcDgMvV4vmncBDBcrn88Hh8NxpPMcpVKpIBaLiTwso2VaNLPy1FNPseieWq3GXXfdNWEQFwQB8XhcFAW1Wq0TXas4HM7Jc5jAcLlchwZ3Wq0W1tfXReuiw+GAz+e7Lr7DrVYLGxsbaLfbbA4U7ZBEhYRCoZDc7NJ28KOlVC6XC4FAQCRSrhSHeRUUCgVrkzptBgRt1JLJZCb2BHS4W71el/TpUIFxkFl7MBggnU5PlAApFAq43e4JIXbQ7ItWqwVBEEAIkXw99PWOBjbHX2u5XGZTt+cRF8DlTl17e3uS2SJqLLfb7Qdm/ug5pFIp7O3tSZrL9Xo9AoEAlpeXj1zmPk6r1WIlUdM6XwGXzdxms5kN9jsKXGicQQghF8+dO3fhs5/9LFPZUjWW+/c9VpaDDo+hYoH26qa1lVarFQsLCyIfB235Rz/Up3HaeL/fx/b2tqitLDC8KPv9/gMX3Gl0Op0Jo5dCoUAgEGCvT0pw0HaArVYLDocDOp0OhBB4vV44nU5Jb8VJbQCkzlmtViMcDkOn07EBXQ8//DBbROVyOe666y4sLy+LjiUIAra2tkSbHYvFMjGPg8PhnAwHdRAymUxwu90zZY+lGlFcTzNyqtUqmwlEy19oWREAUXkMpdfrsXKZ0Q2i1WpFIBBAMBi84pn3w7wABoOBZS+mRaAHgwGy2Sx2d3cnBAZt89psNiVF6OgwxoMoFArY3t6eEGkOh0PkVzlo9kWv10O9XmcdpMbFGx2AN60tLN3Y08yFVOcnYLgHoeJitKTssDkjwPD9ttvtsFgsku/3qI91b2+PeUDGxQp93yORCFwu14kI1VnN3DqdjpVEnVSZHxcaZxBCyMVgMHjh4x//ODND0UEuoxOsx6FZjlFvxaw0m03W+pR+bqiPo9FoTNQ7Svk4ms0m62h0WqaNVyoVbG1tiRYK2m2JXqTmQaosCRguyF6vly1eUhuEarWKVCoFjUbDBIfFYkEgEEC/38fm5qaoI8i4kfuoSE37JYSwcgFgOADwa1/7GrsgE0Jw++2348Ybb5w4XiKRQC6XYz9LTRrncDhHp91ui7ohjTKPwACAXC6HZDLJjiOTyRAOh4/cme9qQ4eT0utLq9WC2+1mnRP1ej2azSa7JtJWtpVKRRQNV6lU8Pl8iEQicDgcV2y96vV6KBQKyOVykhtGuVzOshcHeRpp58fd3d2Jdq/UrEz9KVJtbKVaGY/TbDaRTCYnIvV6vV7kV2m328znObr3EAQBtVoNnU4HKpVKMqqu0WhY9mK8+mI0a1Aul+cWF8Aw+k/Fp1Rb3MOyRfQ10FEANCs0fj4ajQZGoxFerxcej+fQGRqHcRQzt9lsPlKQ9DC40DiDEEIuer3eC7/wC7/A1Cv9kqrValitVshkskOzHHRC6DzQestcLse+tNTHUS6XmY+DfmGpj2O081S73WbTVU/DtPHBYICdnR3RRhsYXrADgcCRvri1Wg2xWEwkYLRaLUKhkGhxHxccnU4HOzs7aLVa0Ol0cDgcsFqtCIfDUKvVkpNtl5eXD41IzYJU+ReN7slkMlQqFXz5y18WRYNuvvlm3HbbbRPHSiaTovdzYWEB4XD4uhjuxeGcVqjnS0pgjM7tmQWpAINKpcLy8vI1a9oxD3SQKhVc+XwecrkcPp8PGo2GzV0YvQa2Wi2Uy2VUq1W2cSOEwGaz4dy5c/B6vVesJXutVmPZC6kNs16vh8PhmBpNpwiCgHw+LzmDgbZIpaVB488zqwjt9/tIpVIT10SlUgmPxwObzcai+9lsdiJD0Gq1mDgxGo0T1yeZTMZmXox/XgeDAcsaHCQutFotLBaLaODw6DFKpdJU4zl9L2hbXClBQAOpxWIRnU5H1CCHolKpmKna4/HA4XAc61p8pczcx4ULjTMIIeSiz+e78P73vx/dbhdKpRImk4l9cZVKJRMTer3+0CyHw+E4tE3bOIPBgE1JpTWloz4OlUo1sYiYzWYsLi6y27rdLjKZjGRXDDpt3OFwXLXNaa1WQzweF9XIymQyeL3eI3kier0em/h52PFGBQettaWCgpajnT9/HjabbaLtpFwuRygUOpEIZLvdxubmpijtrdFoEIlEoNFo0Gw28aUvfUnkxVhdXcWdd9458Xfa3t4WmdlNJhMikQgXGxzOnJykwACGG5pYLCYy9Op0OiwvL1/T2UezQs8/k8kgnU6j1WpBo9HA6/WyuvRGo8HWcnq9qlQqouCPRqNBOBzG6urqFWnb2+/3WfZCqhsjDcQd5AWgUHN7Op2eKNVRqVRwOp3o9XqSJnCDwQCPxzPTa8zn89jZ2RFF/wkhcDqdcLlc7DxGh//S11qpVNBoNKDVakUl1RSj0QibzTYhpqi4oI1nDhMXFotFckPfbDaZ90Jqv0PnjNhsNslOXc1mE4VCgZVD9Xo9llEZ9e8YjUZmrKb7p6M2S+h2uyxrcVAb3uOYuY8LFxpnEELIxaWlpQtve9vbYDAYYDKZMBgMIAgCjEYjFhcXRSVLNMshl8tRLBYlzUPHyXLQbgs0cjDq4xAEgfk46Bdj3MdBu11JTRtXKBRwOp1wOBxXpW/5YDBAKpUSbZCB4QIZCASO1N4xn88jmUyKFk+z2SzZeWJUcJRKJaTTabbw6HQ6nD9/HufPn2dG7tFj0va4x2UwGCCZTIr8K6OTyrvdLr70pS+Jol3BYBB33333RPYnlUqJysiMRiOWl5e52OBwZuCgIWtHbajR6XSwsbEh2vhaLBYEg8Hr4ntJO+JRjx297rndbhiNRmi1WpEgq9frSKVSExvnxcVF3HzzzVhcXDzxMqmD5kQAYNnq0TlV06DNWdLp9IRRnAbk6DwLKRO4x+OZyZ9Zr9eRTCYn9gdGoxF+v5+Vao2/JuodEASBmY7Hz1Fqcz/qdzgoeq/RaJi4mGYMLxaLyOfzU/c2CwsLzKc6/rdut9tMXNBStlarJTKay+VymEwmmEwmVkVCp64fhVnN3Gq1mmUtjmPmPg6NRgPPfe5z8fjjj3OhcZYghFz0eDwXfuInfgKNRgONRgMqlYqlEGUyGVQqFTweD5xOp6itH10I2u32iWc5Go0GMpmMyINB043NZpMtFvSYKpUKDocDDocDcrn8VE0br9friMfjohpamUwGt9s9dQjRQbRaLUSjUdHFfXRQ3zhUcKTTaSSTSVHkyGq14p577oFOp8PGxobodzabDX6//0Q2DHt7e0gkEqKLCjWh9/t9PPDAA2wgFjA0j951110TafnxDIzBYMDy8vJ10S6Tw7kWHCQwDAYD21TPS71ex8bGhmjTvbS0BI/Hc+xzvhrU63U8+eSTSCQSbG2mpbkOhwPNZpOV7PT7fSSTSZTLZVEARKfT4cYbb0QkEjnRawk1QudyuYnp2sDlciG73T6zf4YKjHEvBw3AAZAM0Gm1Wrjd7pmarPR6Pezs7Ew0RqF7CPocoxti2lK1Wq0yf8ToezzahGa0OyUVFzRzcVRxAQw/C/l8fqqYO6jzZqfTQbFYZB7T8XNrNpusPMloNEKv1zPB5HA4jlROPa+Z22w2X7MSxmazyd6fdruNN73pTXjmmWe40DhLjAoN2hN8dIGlaT2FQgG1Wg2PxzPR+UCtVjMfxElnOTqdDutHThcSGjWoVCqszItGN2QyGex2O5xOJ9Rq9amZNj6tnZ9er0cwGJy7FnOaF2RpaQlut1tSvLTbbezs7ODJJ58UlTnIZDKsrKxgZWVFlE2i53dSF9Fms4nNzU3R30Gn07G++t/85jcRi8XY++PxeHDrrbdOtAkendJLz3FlZYWLDQ5nhIOmOB9HYABDD9bod5UQgkAgAJvNduzzvhrs7e3hoYceYuKLEMJEksViEZmiS6USNjc3oVQq2Took8ng9/tx6623nmhb9UajwTa8UhtnrVbLvHazrnelUgmpVGqi3IoKDJlMJhmQU6vVcLvdMzVVEQQBuVwOqVRKdN6EEFitVigUCuzt7bH3dDAYsPkb/X4fFotlooRHq9WymROjw3yr1SrL0k8TF2q1mnkupm2wqZE+n89LlqIRQthQvfG/MW0lXygURNfL0ZLvfr8Po9EIk8nEMgg6nQ5Op/NQ78w4s5q5CSEwGAxX1Mw9CzSLM5rZ6ff7qNVqePvb345oNMqFxlmCEHJxdXX1wkc+8hGk02lUKhX0ej0MBgO0223UajV0u12o1WosLCxAq9VCp9OxyaajG1D6xdTr9Wi1WgfO5Zg3y9Hv95HP50W1nPRLXSgUWL3lNB/HQdPG6XlfjWnjjUYD8XhcdA6jQ/nmzW6Uy2XE43FRFEqv1yMUCk0VT+12G0888QSeeeYZ0QbEYrFgeXkZ/X5/IluyvLx8Iu3t+v0+tra2RCZ06gsxGAz49re/jfX1dfa58Xg8WF1dnYiSZrNZJJNJ9rNOp8PKyspVKYnjcE4zBwkMvV7PuigdlfGsokKhQCQSuSK+hCvB5uYmvv3tb7MNEO0MGIlE0O12WTS+1+thbW0N5XJZ1PXHaDTi9ttvP7GZIIPBgE25nhako9mLed7jcrmMVCo1kRGRy+WsOiGbzU4E4Oi8EJvNNtPrq1arSCaTkkJGpVKh2WyyzyEt86lUKtDr9RNCgHbJstls7HpDN9k0cyHV7Qm4LC4sFsuB16rD2gDTTo2jAge4PEivUChM+B8ajQaKxSKq1SoMBgOMRiOMRiObFm+xWOBwOOb2Po0OzzstZu5pSGV2er0eqtUqqtUqGo0GCCH4hV/4BWxubnKhMSuEkF8DcCeAVQB2AE0AWwA+D+DjgiBMNJsmhNwL4OcAPBeAFsA6gP8N4HcEQZD8JBFCvhfA+wDcDkAO4EkAnxAE4f4TeA0XXS7XhY985CMIh8Po9/vY3d1FJpNh0YZms4lms8mmbmq1WpYCdLlcCIVCExF5jUbDOlYdlOWYFjGYhiAIzMdBjznaWQIA83HQRVKv17MoAiHkmk8bFwQBu7u7Is8EMNwsB4PBucVOt9tFPB4XdeuQy+Xw+/0HDg0sFov41re+JSqp0Gq1bFPf7XbZgj3qqzgJstkstre3Ra9/aWkJTqcTTz75JNbW1tDpdNiUcZ/Ph1AoJIoC5fN5bG1tsZ+1Wi1WVlauCwMqh3PSUIEh1SHoJASG1CBNjUaD5eXlK54RPgn6/T4eeughbGxsiNrQnj9/Hj6fD+l0mm2WM5kMLl26BIPBwNZjuVyOc+fO4eabbz6RSPFhZuNpG97DqFQqSKVSE9c3mUwGp9MJlUrFZi2NolQqsbS0NHM73m63i+3tbdHngVZEqNVqds7UBD2avTCbzaLXNDrzQiaTTbSBnSYuVCoVy1wcJC7ojJN8Pi85xFAmkzExMHrtH523MT7Mb9R0Tn0XRqORZZqUSiUcDgfsdvvM16R5zNxUWFxtM/co3W6XiQv6eet0OqhUKqjVamg2myzLsrCwAL1ejx/5kR/hpVPzQAjpAHgYwFMAsgD0GAqIOwGkADxXEITkyP1fBeAvAbQA/BmAAoDvA3AOwF8IgvA6ied4F4DfAbC3/5gOgB8A4AXwMUEQ3nfM13DR5XJdeOtb34rBYAC73Y5z587BbrejVqshnU4jl8uhVCqh2WyiVquxRUgmk0Gn08FgMLCN4PiFjIoJg8HAujBMW1RpDeSsi2qtVkMmkxF1YqKLU7vdnljQaDcNu90OuVx+zaeNN5tNxONxUcSJEAKXy4WlpaW5o2WZTAY7Ozuixclms8Hn801Ns/f7fVy6dAmbm5uoVCrMrOZ2uwEM0+6ji/hJ1mDX63VEo1GRL8RoNMLn82F9fR3RaJR93ujAwUgkIrrI7+3tIR6Ps581Gg1WV1e52OCcGQ7quEeDQcftItfr9bC5uSkqEzEajazs8bRTqVTw1a9+VZRJNRgMuPvuuyGXy9m62Wq18NRTT6FSqbDrBDCcdn333XcfO9ByWKvUo0a/gcuzk8aPSz2JWq0W2Wx2IsOhUCiYwJhlwyoIAuvQRT9v7XYb5XIZSqWSeTmoj6BWq7GKg1GPBS25pvO7qLgoFosoFouHigtaPXHQeVYqFeTz+akTv3U6HSvPon/rUWO5VNcqurnudDrQ6/UwGo2iPYvBYIDT6Zza6nacec3ctAPotZolNVpJQkvsaQviarWKdrvNxMVoZgcYrkc/+IM/yM3g80AI0QiCMOHEIYT8MoD/BuCTgiD8P/u3mQBsAFgA8B2CIDxEjwHgXwE8D8APC4LwmZHjBAE8A6AO4A5BEOL7t1sAPAggAuBeQRC+cYzXcNHlcl34iZ/4CQDDhbDVakGtVsPn82F5eRkqlYoZyWhHJ7oBpF9OhUIBjUYDv9+PUCiExcXFiUWLDtORyWQTPaRHzmfuLAedpbG3t8cWBVojWKlUsLCwAKvVyjao4z6OazltnC7aqVRKtBBqtVoEg8G5y5UajQai0agoaqNWqxEKhQ5clDOZDGKxGJt0KggC+xvs7Oww8xo1lwWDwRPZYPR6PcRiMZHYUyqV8Hq92NnZQTKZRKFQYGLDYrEgEomIXkuhUEA8Hmfvn1qtxurq6jWrT+Vwrga9Xo+VSI1vhnQ6Hdxu94m0qW61WtjY2BCtKXa7HX6//9QPzhQEAbFYDA8++KCort3tduOuu+5imXsAiMfjWF9fx8LCArv2KJVK3HbbbVhZWTlW1LjVarHshdQG+qhNU4Dhhn5nZ2diEB4hhEXoxw3YwDBDs7i4CKfTOfNaXqlUkEgk0G63RcJAJpOxjlWj2Qu6MR6dhUWv77SkmTZ5Och7oFQqmbg4TIDRuR97e3sTrXvp66alaFLlWdRfMU6tVkOr1WJTx0eDWdScT4fjHsb1ZOYGJsvGBoMBGo0GqtUqK6+nAy2puJDL5ZKeEd7e9oQghNwK4BEAXxQE4aX7t/0ogD8A8MeCILxl7P4vAvAvAP5NEIT/MHL7fwfw8wD+uyAIHxx7zNTjzXmuF0Oh0IV3vetdaDQaos1ur9dDr9eD2WxGJBKBx+NhNaw7OzuIx+Nsc087VAHDiIPdbsfy8jI8Hs/EBpcuNnTK6kllOXq9HvNx0AVrVH3rdLqJFKvFYoHT6WQZl2s1bbzVaiEej4suBrRtosvlmusiRzuk7O1drtyjPpCDWtbWajVEo1HWgaNSqbDXTUvV9Ho9+5tEIpETK5kYr/sGhl2pKpUKMpkMdnd3AQy7URmNRgSDQVF0cdycqlKpsLq6el2UdHA489Dr9ZDJZCRnHJykwACGG8toNCpan71eLxYXF0/k+FeSZrOJxx9/HOvr6yLT+q233gqfz8e8bZVKBY8//jiazaaoC1AgEMAdd9xxZG8aLfPN5XITIoCey1HbwAPDoFIqlRI19qDHpRv5fD4/8dy0hGpxcXFmUdNut7G9vc3KmOgmmWZL6Ea02WyyjMPo7At63aAteEczFychLuh7Ta9bUhgMBnYO9Hp62Hn0+320Wi0MBgOoVKqJ68msApFmSejwvNNu5gYuZ99oa95+v8/ERbVaZWuCTqdjLXMVCsWhnhEuNE4IQsjPAfglAP+vIAj/Zf+2TwN4I4A3CILwp2P3VwAoA1ABMAiC0N6//QEA3wGJrAUhxIVheda2IAi+Y5zrxfPnz1+4//77mcFWapBTt9uFQqGAy+VCMBiExWJBvV5HJpPB2toai6Kr1WqoVCoQQthC6vP52FyG8ciJVquF1WoFIeTEvBy0V3gmk2E1t7Secm9vj0U0RtO4er0ei4uLMJvN6HQ6B04bX1pamtkoNw+CICCbzSKVSok2EBqNBsFgcG7fSKFQQCKREG0SjEYjQqHQ1NKi0QwDjQw1Gg24XC5WlgZczvTcfPPNJ1ZeVq1WEY1GRRE/rVaLdruNarWKnZ0dDAYD+Hw+VhJCS7yAYZlXNBoViY2VlZUTmXTO4VxrDhMYLpfrRDOvuVwOyWSSfZ9kMhlCodAVy+6eFNQD98QTT4hmGOn1etx7772sk2Gv18P6+jri8ThMJhMLIul0Otx9993wer1Hev52u418Po98Pi+ZvaCt2KVapc5Cs9lEKpWayMBT0/jCwgL29vYkBYjD4cDS0tLMzzsYDLC7u8uaqNBuj3RDDIB5CYxGo2j2hVKpZJkDjUYjmo59kLgwm82wWq0zlY4dlilSKBRsiCG9DlDjNh2kJ4UgCBgMBuj3+5KbfZPJBKfTKTlLgzJq5j5oKrlMJhMNz7uWDU3GJ6l3u13UajWWuRj1ctJZIAqFAnK5HAsLC5Ldw8bhQuOIEELeB8CAYVnUnQCeD+AxAC8RBCG3f58H9393pyAIFyWO8QSAmwDcKAjC0/u35TA0mdunGMtrGPpC9IIgTDbbFt934jn3OX/+/Hndpz/9aXYDnWqdTqdRr9dFXzT6ZTEYDPB6vfB4PFCpVKhWq1hbW8OTTz6Jvb091g6XLmh6vR42mw0ulws+n09k1gauXJaDRsRHoxx0w9zpdJiPgwqgUR8HHVx0taeNt9ttbG1tTUSiFhcX4Xa753q+druNWCwmEnAKhQLBYHBq1FMQBDZ3AwCbBq9SqSCXy7G7u8sWHIPBgNtuuw3BYHDOVylNt9tl3oxRaCe0ZDKJbrcLv9/P0sqjJvFKpYLNzU3291IqlVhdXeVig3PdcpDAmGfGwawIgoDt7W1R6+yT7Dx3JaFd/aLRKNuI04YSz3nOc9iGOZPJ4Omnn0a73Wb+BUIIzp07h9tuu23uzR4dLEtLT8ehg96OO5gtlUqJfCYUq9UKi8XCNvLjz02vvfNEyEulEhKJhMij2e/3QQiBQqHAYDCAXC6H2WyGxWKBUqmcGGhHN/XU0yCFQqEQZS4OC+DRLl35fF7S5wJcNpdTnwTtglksFqeWKtENc6/Xk9x70I5YDodj6vVkXjO32WwWeRiuBePzSGi3UTqZnb4GjUbDxAVt9Tz6GmYNvHKhcUQIIbsARnPJ/wjgrYIgZEbuswZgBcCKIAgbEsf4GoB7MZK92DebKwEoBUGYkOuEkB0AbgBuQRDS478fu+9UoXHTTTfpPvWpT01cxGgHqo2NDRbJptkKYPgBpcP9PB4P7HY7ACCZTOLRRx9lLe80Gg3UajXkcjkMBgObQO52u+H1eie+tFqtlvVjP6ksR7PZRDabFWVrqI+jWq0yHwcVRnK5nPk4ZDIZG/43vgBdyWnjuVwO29vbor+LWq1GIBCYK4swLhwoTqcTHo9n6iJHJ4bTSFGn02FGr3Q6LYog+f1+3H777SeS3RAEATs7O6JoZLfbRavVgk6nYy0b/X4/a7c8ahKvVqvY2Nhg75tCocDq6uo1rXHlcOal1+shm80im81OrDtarRYulwsWi+VEn7Pf7yMWi4mi4TqdDsvLy6e6wQLNYiSTSWxvbzPDM+1E53A4sLu7i0ajgaeffhq7u7tsTgPdQD73uc+d+/2kWd98Pi8ZpadlxPN0Hhqn3W4jlUqJujtRLBYLbDYbm0Y9jtVqhdvtnquEtNVqYXNzE4lEgpVKNRoNdDod6HQ6qNVqNgSPRq9HA4CdTodt6g8SF6OZi1k2qYfNGFGpVCx7oVKpROchNfQQGF7njUYjBEFAo9GQ/BtqNBo4nc6ps0uuNzM3gImuXqMlUaNtilUqFfMsqdVq1kKYvoajwIXGMSGELGIoFn4VgBHA9wqC8PD+766p0DjgnC9euHDhwoMPPshULa3HG4V2CKJdklQqlUh0KBQKVoe5uLgIk8mEQqGAZ555BhsbG8jlciCEMNFhNBqh1WpZPaff74fD4ZA0WOl0uhPLcnS7XeRyOeRyObZRpsN3SqUSdDodbDabSPxYLBYsLi5Co9Egn89f1WnjnU4HW1tbE1Eyh8MBr9c7IRJoZmG0ExOlWq0iFouJzr1QKOBlL3sZ3vKWt+CP/uiPJJ8/FotNRI4UCgU2NjZEi5JOp8MNN9wAn893Ij31S6US4vG4aFBjqVSCzWZjnUT29vbw7ne/Gz/+4z+Oj370o2zxe8ELXoAHHngADz30EDvflZWVUx+R5czGBz/4Qfzar/0a1tfX4fMduXL0VNLv91kG47gC43Of+xxe+9rX4otf/CJe/OIXH3jfTqcz8Z0ezxieRmgWo1wuI5FIMGOqw+FAKBQCIQSFQgHJZBIbGxvodruwWq0sMnvrrbfi3LlzM2/8aAQ4l8tNlCdRRrMXR91QdjodpNNpyVJmOim7VCpJ/t5iscDlcs0VXOn3+1hfX8elS5dY9yDaopS2UaUlZlqtlpUg0zJimrmQah8LXBYX492nDjsnOlRPSiyMZ1DotbxYLE7NdshkMmZQp8FGqf2r2WyG0+mcCJ5RAzsVF9NeL3B6zNyUUU8KFRb0b01RKpVMXGg0mhN5Dc1mE5VKBeVyGa961auO3N6WT8kCsJ/B+L+EkIcBrAH4YwA37/+arkjTXHr09tLIbWUMS6cWMGxvO+0x0qvdHNAvn9lsFhmXaERDr9fjlltuwQ033IBcLof19XWk02n0+32mdHu9HmuJS6MVt99+O2655RYkk0nEYjHWRaharbKoSL/fRzabhVarhdPphN/vZ+llOjyJ1iADk1mOVquF7e1t7OzsHNoaUKlUMlP03t4e6ydOa2YrlQp2dnagUCiYj4N+MePxOH7gB34Ad911F/7u7/4OmUyGfUEHgwHuv/9+/NzP/RwA4Omnn8b58+dFz91sNpkRrVgszhRloj6DfD6P7e1ttvGgF7lAIDBzKt5oNOLGG2/E1tYWKyugaeTxdPJb3/pW3H///RAEAaurqxMZhn6/j7vuugvxeJzVcTcaDTz22GMoFotwOBxwuVwTf4cPfehD+MVf/EV86Utfwnd913cdeL5msxk33HADotEoGo0GGxq5vb2NpaUlaDQaPPPMM+x81tbW2KwPGnmSy+Xo9/ts+NbKysoVmZEyz+viHI9kMonf+I3fwDve8Q6RyNjb28P//b//F3/3d3+Hxx9/HDs7O1CpVLjlllvwtre9DW9729smNsz0c34QL3rRi/Av//Iv7Oevfe1r+Ku/+it86UtfYvNr3G43XvziF+MDH/gAlpeXj/S6DhIYGo2GTWmeh+///u/HhQsX8N73vhff/va3pwqGer2Ozc1NURDiJFtZXwlopnZ3dxe1Wo1lf6kYczqdaDQayOVyeOaZZ1AoFKBSqViE3+v14q677po5+EAboeTzeclIPe3MRyPqR6Xb7SKdTkt6BKmAoSWiUr93u91zBVT6/T42Njbw5JNPslr8Wq2GTqcDk8kEv98Pm83GWsUbjUbY7Xao1WqUSiXEYrGpm21aWjXuiTyMWq3GhupJeRvUajULLtLr6fr6uqTpHrgsSCwWCwaDAcuMjKNQKGC320VNAYDLk8xH90TTnod6VRYWFk5F58NGo8EyXuVymYmL0e+6UqmE0WjEwsICNBoNew1HNaTTQX3lchmVSmWqJ2deuNAYQRCELULIUwBuI4TYBUHIA7iEy8P9RGVM+2bwEIAegOjIry5hKDRWAUiZwfUYmsEP9GfMC/1SLiwswO/3MxVMN6d0zkOtVmMCgrYg1Wq16Ha7aDabKBaLyGQyrF5yaWkJN9xwA3Z3d7G9vY10Oo1EIsH6actkMiSTSSSTSRgMBrjdbrjdbuj1ejQaDTQaDZblsNvt7AtEL8rUBF4oFA7NctAMhMPhQLlcRiaTQbVaZV8umlbMZrPMYEcF0MMPP4xKpYLz58+jUqmwut8HH3wQhBAIgoA/+ZM/wdve9jbRtPGvfe1raLfbeOlLXzp3NyQ6zGhra4tF0TqdDtbX12G32+H1emdqUUin+NKyLArdaAQCgYn3i7aWNRgMLMMgCAJyuRwz+tPe83R4YLfbRaVSgclkkhQcs6JWq3Hu3Dlsb28jl8tBo9FgaWkJyWSSiUPgsocjFouJRNPq6irW1tbQ7/eZGFlZWbluphhzJvmlX/oltNtt/Nf/+l9Ft3/2s5/FT/zET8DlcuGFL3wh/H4/MpkMPve5z+HHfuzH8A//8A/47Gc/K9rsvPrVr57qL/rUpz6FaDSK++67T3T7a1/7WuRyOdx777144xvfCIVCgW984xv4gz/4A3zmM5/BP//zP+N5z3vezK+HBlqkSjM1Gg3LYBwlMk4Iwfvf/368/vWvx2c+8xm84Q1vmLgPDaLQDR0hBIFAgH23TiM0i9FsNtkAVmBYDmqz2aBWq5HJZBCPx5FIJNDr9Vg03mQy4cKFCzNP9h7NXkhFvk0mExwOx4TvcF4OmuhuNBrhdDpZZcH45ttoNMLtds+1rrVaLSQSCTz55JOsMxad4q1Wq7G8vMzWbnqN1ul0aDQaSKfTU70Oo76NeTI6vV6PDdWTOvZoubRer0epVGLZfqm/C930W61W6PV6FAoFbG9vS256dTodG+pLxfhRzNyjnbauJXT/tbe3xwK7o52iALAhgyaTCXq9nnWKGh+mOAs00EizFgeVkB0HLjQmoe1w6F/2XzHsOvUKAH86dt/vBKDDsL3taGjgXzHsOvUKjAkNAPeN3OeKQb+sRqORiQ7a8owQghtvvBHLy8vI5XLMQJ7P59lcDZpiNBqNMJlM0Ol0bPga9U1sbW2xFqajIoIOkjObzfB4PMy0R6NKtJUjFRijqdV5shxUVDUaDWQyGRSLReYloSayfD4Ps9mM22+/HV/5ylfw13/913jhC1/I2vg2Gg1cvHgRd9xxB9bX1/Hggw/iVa96FQqFAsz708b/9V+Hf6rDShimQQ2ZtAyARlVoGVEgEJj5WPT9oBkjAKxWc9rGazzDAICJujvvvBOJRALZbBblcpkJAQAiwXEUZDIZ/H4/DAYDtra2oNFo4PP5sLW1xc6jXq+zrmejF0GdTodz585hbW2NiZH19XUsLy9f0WGMnCtDuVzG//k//wcvfvGLJ7oCra6u4q//+q/xPd/zPaLI/a/8yq/g7rvvxl/+5V+yUiLKq1/9arz61a+eeJ5SqYRf//Vfh0qlwlvf+lbR737qp34Kb37zm0Udz+jz/OzP/ize8Y534PHHHz/0tVxJgTHKK1/5SpjNZnziE5+YEBrjbaUVCgXC4fCp/W6MZjEGgwGy2SwKhQLLYiiVSjbBnA4hpTMeTCYTIpEInvOc5xwa6KGTpHO5nGT2gka+aWT/OBxk9jcYDFhcXGTDXcc/J3q9Hh6PZ+a/FzWtp1IpXLp0Cdvb26jVauxaQhuFBAIBVnFgMBjYkLpxnx/lqOICABuqVyqVJAUD9dLQTpe5XE7kwRvHYDAwc3yr1WJ7jPFjU+HidDpZlrvT6TBxcb2YuSntdhuFQoF9bml2avR9oq1n6RRz+hpMJtPcAokGE+l/07I8wGVRs7CwcKwSsmv/Ll9lCCGrhJCJMihCiGx/YJ8TwNcFQaAtIP4CQB7ADxFC7hy5vwbAh/d//OTY4f4QQBvAu/aH99HHWDAcCAgAv3vc1zIYDKZ+ocah3aZoGdXS0hJMJhM8Hg+e97zn4SUveQnuvvtuOBwOdLtdZLNZlsGIRqNIJpOo1WrMQOZ0OvG85z0Pz3/+87GysoJms4n19XVsbW2h1Wqh3+9jb28Pjz32GL761a/i4YcfRiaTQafTQaPRQDKZRCqVgl6vRyAQmOgCRUXIpUuX8OSTT7K2hlLodDqEQiHcfPPNWFxchFwuZyULoVAIABAOhwEA//7v/85KHZ544gk8/vjj2N7exn333Yd77rmHeQOA4ablmWeewd///d8DEAuNcrmMn/mZn8G5c+fYwv7yl78cX/ziFyfO78tf/jIIIfjt3/5t1Ot1vO9978OLXvQi3Hnnndja2sLGxsbU11atVvHe976Xme/Pnz+PT37yk+x1UTqdDtbW1iTrYQVBwGc+8xn8x//4H/Gyl70M9957L77ne74HP/ZjP4b7778fHo8HwWAQkUgECwsLyOVyrFVvpVLB6uoqfvEXfxEA8MIXvpC1QB69KK2treEDH/gA7rzzTjgcDmZ+f8c73oFGo4Hz589Do9Gw4ZC0Dlev14sGNNGoVbfbhVarxblz55h35mtf+xruu+8+FvmMRCL46Z/+acmBjY899hh++Id/GMFgkPVMv3DhAt7znvew5wgGg4e+rmnQv+mHPvQhfOMb38BLXvISVh/78pe/XPQ5GqXX6+ETn/gEnvvc5zIBf/vtt+PjH//4xAU4Ho+DEIK3vvWtWFtbw+tf/3rW5ODLX/4yACAajeId73gHlpeXWcvpW265BT/+4z8umscCDC9ov/qrv4pbbrkFOp0OJpMJL3jBC/Dnf/7nE+c5+tzxeBw/9EM/xFpN3nnnnfjbv/3bQ9+jUf70T/8UjUYDr3/96yd+96IXvQjf933fN3HRX1pawo//+I8DAHu9h/GpT30KzWYTr3nNa1iTC8r73//+CZFBb9dqtXjiiScm3jMA2N7exrvf/W6srKyw9/glL3kJfu/3fo/dR61W4/u///vxPd/zPVCpVHjve98Ln88HrVaL2267DZ///OcBDP/+v/zLv8zaN0ciEXz84x+XfC0ajQavfvWr8bWvfY2VGtLN+KjIoOvCaRUZ1MhNG1Fsb2+jWCxicXGRBVnK5TIeffRRPPbYY2wOkNfrRSAQwAtf+ELcddddBwoD2mKblt6Niwyj0YhwOIznPOc58Hg8xxIZ/X4fqVQKjz/+OBNOFL1ej0gkArPZjK2tLaRSKZHI0Gq1WF5envnvRYc7Pvroo/iXf/kX/OM//iOeeOIJVgakUqmwvLyM7/qu78Jtt90Gn8/HgoGJREIyg0GrC6h4o50MZ1n3aHnYE088gfX19QmfBB2qe+7cOXi9XjQaDTz55JPY3NyULKeiAcxbbrkFKysrIIRgbW0Nly5dmjg2LZ++5ZZbmP8onU7j6aefxuOPP45EIiGZJVGr1VhcXMS5c+fwnOc8B4FAAAsLC9dUZNBW/I8//jgeeOABfPOb38Sjjz6KnZ0dVCoVDAYDlnHx+Xy48cYbccstt+DWW2/FbbfdhlAoxGabHAYdarizs4Onn34ajz32GOLxOAqFguS+g7agP3/+PG699VaEw+FjjwU4ixmN7wbwkf1ZFzEMPRSLAP4DgDCAXQBvp3cWBKFCCHk7hoLjy4SQzwAoAHglgHP7t//Z6BMIghAjhPw0gN8G8BAh5M8AdAD8AAAvgI8dZyo4pdls4tFHHxWNjJ+lxlOn00Gn08Hj8bAUdrFYhNlsRjgcZuU52WyW1evRCeNmsxk2mw1Wq5WZD/1+PyKRCPb29rC9vY1MJsPKuPR6PWQyGVKpFNLpNLRaLRwOBxtOlcvlAFyO8ADDmu3xLAftSnJQlkOlUsHr9cLlcmFvb495ExwOB17xilfgD//wD/Hv//7vSCQSrGvGF77wBQDAjTfeyH7O5XIsql+r1fDEE0+wTSFNw3/Hd3wHnnrqKdx11114z3veg3w+jz//8z/Hy172Mnzyk5/Ef/pP/2ni/L7xjW/gIx/5CJ7//OfjzW9+MxKJBNtEDwYD1mKPtrxst9t48YtfjAcffBC33nor3vjGN6JUKuGXfumX8JWvfAXA8AKqUCjYgkH/JjRLAAA/+7M/i4985CMIhUL4oR/6IahUKmxubuLJJ5/EP//zP+OlL30pS7vSbiv5fB6JRAJerxc//MM/jC9/+ct4+OGH8f3f//04f/78RP3n5z73Ofzu7/4uXvjCF+Lee++FSqXCk08+id///d/H3/zN3+Chhx7CDTfcgK2tLRQKBTY4rFwuw2AwoFariS68Tz/9NJskvrq6ive+97345Cc/iYWFBTz/+c9HOBzGpUuX8NGPfhR///d/j2984xvM8/LYY4/hnnvuASEEr3zlKxEKhVCpVLCxsYFPfOIT+PCHPwylUon3vOc9+PznP4+vfOUreMtb3nKkVr/f/OY38ZGPfAQveclL8M53vhMbGxv43Oc+h3/7t3/DF77wBbzgBS9g9+12u/i+7/s+/NM//RPOnTuHN7zhDdBoNPjSl76En/zJn8Q3v/lNfOpTn5p4js3NTdxzzz1YXV3FG9/4RjSbTZhMJqTTadx1112oVCr47u/+brz2ta9Fq9VCLBbDpz71KbzrXe9iZTSdTgcvf/nL8ZWvfAXnz5/HO9/5TjQaDfzFX/wFXv/61+ORRx7Br/zKr0w899bWFu6++26Ew2G8+c1vRqFQwJ/92Z/hVa96Fb74xS/ihS984UzvExXgz3/+8+d6f+n3Y9aSgP/1v/4XAOAd73jHzM9B234CmLhwP/TQQ3j5y1+OQqGAO+64A/feey97j//n//yfeOc73wmXywWr1QqZTIZut4uXvvSlKBQKeNWrXoVOp4M//dM/xWtf+1p84QtfwCc+8Ql885vfxH333Qe1Wo3Pfvaz+Mmf/Ek4HA5JEfYd3/Ed+KM/+iN88YtfxPLyMjY3N0VmWbqBvpY9/KcxmsUQBAHdbhfJZBIymQzhcBgymYzNjdje3ka9XmczJZaWlnD+/Hmsrq4eODuIRoGlvAZSsxiOw0GZLOpF7HQ6zNg+yrxeHZoB2NnZQSqVQjweFwkG+nzLy8tsE0izAFJQL+cs8xLGmcVETxvKKJVKlMtlbG5uTg2eabVaWCwWWK1WqNVqtNttZLNZ5PN5yaYxBoMBTqdTVL1wmJlbr9ezqP9paZFOs0u0CqRarU4EBumcE9pN02q1HqnbVbvdFmUtpmWRgOEaS7MWdD9x0py+1enK80UAyxjOzLgdgBlAHUMT+KcA/LYgCCK3kSAInyeE/AcAPwvgtQA0ADYAvHf//hNpBUEQfocQEgfwPgA/gmH26CkAPycIwsEuxhlpt9tIJBJsQ08vmLQNLe0+cBBarZalr9vtNorFImutVy6XsbOzw9Lco1ESurB4vV624CuVStx8880sCkO7RCmVStbOtNFoIJFIIJlMwmg0YmlpCYuLi6wjBO2IQeta6QTz/fdU5OVwOBywWq0TXwy5XM5a15ZKJWQyGUQiEdjtdnaho4byr3/96ywjQhffb3/723j3u9+NbDaLr371q+j3+7jjjjvQbDaxsbGBX/u1X8NTTz2Ft7/97fi93/s9tgC8//3vx5133ol3v/vdePnLXz6xcf3CF76A3/3d32UipNfrMZM9fX2bm5usm9fHPvYxPPjgg3jNa16Dz372s+z8PvCBD+COO4aNH1QqFW688UbEYjFUq1V86EMfwoc+9CE8/fTT8Pv9sFqt+L3f+z14PB488cQTTIg2m01Eo1FWI10qlaDVamE0GlGtVuF2u1mbwde85jWoVqt4+OGH8fKXvxx33nnnREnVm9/8ZvzUT/3URKTwC1/4Au677z58+MMfZpkYg8GAixcvste8s7MDq9WKVqvFolHdbhdra2sIBoN45JFH8MlPfhK33norfuu3fouZE8PhMD7/+c/jbW97Gz74wQ/iN3/zNwEA999/P1qtFj7/+c/jVa96leh8isUiew/e8573oFQq4Stf+Qre+ta3HskM/o//+I/4nd/5HbzrXe9it/3VX/0VXv3qV+NHf/RHcenSJfZ3++Vf/mX80z/9E971rnfht37rt9imtt/v4x3veAf+9//+3/iBH/iBiXN+4IEH8DM/8zMTQuB3fud3UCgU8Fu/9Vv4z//5P4t+V6/XRZuJj33sY/jKV76C++67D3/913/NvjMf/OAHcffdd+MjH/kIvvd7vxf33nuv6Dhf/vKX8aEPfQgf/OAH2W1veMMb8IpXvAK/8Ru/MbPQeOCBB2AymbC6ujrT/YHh9+OP//iPAQCveMUrDr3/N77xDTz++ONYXV2d+byAoUekWq3iuc99rmiuRavVwmte8xoUCgV8+MMfFp2DWq2GIAi46aabRBuAVCqFCxcu4Mtf/jL7Lrz5zW/Gd37nd+J1r3sdIpEInnjiCfY8733ve3H+/Hn86q/+qqTQuOuuuwCANSsY3VzZ7Xb4/f5r2m5zGqNeDGC43tDvucViQa1Ww+7uLsrlMvL5PAaDAYtYB4NB3HLLLVM35bVaDblcbmrXIYPBAIfDAbPZfCJRa1rqlclkJjbP9NrZ7/eRTCYnMilqtZoJ0VnnTNCgHO2USIWlTCaD0WiEzWZDJBJhDVmkMrr0/tRIfZQIfrvdZt4LKX8EbS9Mu0um0+mpbXFpe1Wr1cpKcCqVCpLJpKR4GfV00onm1LMjxWk0cwNg507/ptVqdSLDRMUF9fPQ78g8pUrU9E6FxTQfzujznURJ1KycOaEhCMITwP/P3p9Hx5pX56Hw89asKklVpRpUmsczdp/u5rSNafpCM13jIQ7hC04MSZysgDP4JnDvwskiiY25xmRBYhzH5vLZjuMhbhtjO8TE/m7jYMCAGdxwgJ7OqHmoKpVKKpWkmqfvD/Hss99Xb5VKZ2hOc7TXqiUdHamGd/j99rP38zwb/+LIXzz8d1/CQTfkOH/zpwD+9Liv1W0YhiEXFrl0oVBILm7gpisBH51axpyenUgkUK1WkcvlMD4+Lp7w9AQvFAqi+VhaWkIoFJLhU9vb2yiXyzJoiC4UfD4Kz30+H3Z3d7G3t4f5+Xlx3YjFYmg0Gtjc3Oyqy0EtRzQaPdTlIJeTG9vjjz+OT37yk7hy5Qr+9//9f0e5XMa3vvUtnD59Gjs7O+J89OlPfxo/+IM/iFgshhs3bgAAXv7ylwM4SID/9E//FH6/H//wH/5DbG1tSUXp1KlTeOc734mf//mfx3/7b/8N733ve03v55FHHjF1Olwul7RAKUYHIBZ2//W//lc4HA78h//wH0ybxNTUFN75zncK7cftduPUqVPY2NhAMplEq9USX33a67rdblO1tqenB2fPnoXf7xegUyqV5Dra3d2VIYj1ev3QJsXrjoCjncvN93//9+OBBx7An//5n8vPYrEYxsfHAUB4wQSyOnFoNptYWFjAf/gP/wEA8Nu//dtwuVyoVCpotVpYWFjA3/ybfxOPPPIIfu/3fk+Ahv6M1rjT8wtmZ2fxkz/5k6afvelNb8ITTzyBz3/+8/jiF7+IJ554As1mE7/yK7+CRCKB//Sf/pPpXDidTnz4wx/Gb/3Wb+H3fu/3DgGNwcFBU6JvDbvPaXXo+s3f/E0YhoFf/MVfNAHzeDyOn/mZn8E73vEO/MZv/MYhoDExMSGObIw3vvGNGB8fx9NPP932PekgTYDUiG7jPe95D55//nn80A/9EN74xjce+fu//uu/DgD4iZ/4iSN+82YsLi7iX/7LfwmXy4Vf/MVfBHBw3W1ubuLJJ5/E6uoqXv3qVwvI4BrZiUrwS7/0S6Z19lWvehWmpqawuLiID33oQyYwMz09jccffxx/9Vd/hUajcaijkkgkAAA3btwwgYzR0VHpCt5LYe1iABDu/Pj4ONxuN5aWlpDNZlEoFGRN7+vrw8zMDM6fP29rbEEq7ubmpm0SxaQ3Go3escSJ10E6nT6U4FKLw0KJtbrudrsxNDSEaDR65DXPieeLi4vY2trC/v6+HLNmsym28v39/UgkEpJ829nA3i64aLVa2NnZQTabtR1gCBycq97eXjSbTezs7LTtonDCOAf6Aje7QplMxrYj4fV6ZS4Whwm/lMTcAAT8sRvFSd06OMme+yfdwY47N4XuUJ10KcDBcdUaj26PFWexlEqltiCym7jvgMZ3W3AxaTQaMk+DFxUnSOuhQB6PRxatvr6+tm1pj8eDwcFBDA4OYnp6Gjs7O9jc3BQK0/b2NnZ3d2VORjabhcfjEUcoAJI4jo6OSvuVA9xyuRwcDgd6enrEbm9nZ0emVo6MjGBgYEC6HJFIBPF4XFyluPg0m01sbW1ha2tLuhyRSOTQjdTb24s3velN+OQnP4nnn38eb3zjG5FKpbC9vY23ve1t4nz0wAMP4Otf/7o4iXz6058GcOBYMzg4iC9/+csol8t4+OGH4fP5hIfLaeOve93r8PM///P45je/eeiYEqxYIxQKwe12mzazfD6PhYUFDA0NSVKu4zWveY0ADeBg4UokEujr6zPZFm5tbeEHfuAH8Pu///s4f/48/s7f+Tt44okn8NhjjyEYDEqHgVa3vI78fj/K5TKazaZMk+X1poOAo6+vD1/4whfwB3/wB3jmmWeQy+VMbXBrhYmdtv7+foyOjmJtbQ2lUkneN+1tAeBrX/sa3G43/sf/+B9yvvWxKpVK2NzcFND3d//u38V//s//GX/rb/0tvOUtb8Eb3vAGPP7445iZmbE9/rcTr3rVq2w389e85jX4/Oc/j29+85t44okncP36dWxvb+PUqVP4+Z//eZtnOgAMV65cOfTzhx9+2HYD+pt/82/i3/7bf4v/4//4P/Dnf/7neOMb34jHH38c58+fNyU3HIQ4MjJyyLoZONBIALC9Zh955BHbTWlsbAxf+Up37E/qHo4D8n75l38ZH/7wh3H27FlbOpk18vk8/vAP/9BWBN4uMpkMfvAHfxCbm5v4f/6f/wff933fJ7SGer2OZ555BgCECsiEoFPiGAqFbK+z4eFhLC4uSidSx8jIiHSBrYCd9x2nRjscDkxNTZnAyr0S1i4GcHDu6Ya1v7+Pb33rWyiVSiiVSsJDHxsbw9mzZ3HmzJlD6wspRO3sUgOBAGKxmMl16Haj1Wohm80ilUodShDZoaA+QH9W4KB4lEgkDmkO7WJvbw8rKyviSNhoNFAqlWR9CwQCQnNm99+6TwBmC9hb7eKUy2Vks9lDayvD7Xajt7cXTqcThUKhrbi83bRwvUbbnUfO6Wo2myaQavc+CC7uFTE3AAFdKysrWF9fx97enu1x9Pv9UlTlBPRu53c1Gg2T9WynxJ/dL+aBRwGYZrOJcrks92apVEKxWDR9hk6i8aPiBGi8hINV6t3dXVlsPB4Pms2mLFg+n0+4d06nE9VqVRJzAOK9zIcdP8/tdguAYPV/dXUV8/PzclPx4kwmk1hfXxeOJKd3VqtVea16vS62pXRb8Hg86OnpgWEYyGazMp+D9rqVSkVoYbfa5aCY+6//+q/x0EMP4amnngIAfN/3fR/i8Tii0She9rKX4Ytf/CK+8IUv4PTp05ibmxMBbqFQENoNwRRw0OVYW1tDOp2WpMyunc3qZLvgcDq6eQEHydkLL7yAsbExk21lu+cKBAI4d+4cVlZWBFy+613vwtDQEJ566il88IMfxAc/+EG4XC780A/9ED784Q9jdnYWgUAA8/PzsnhxuCPPE6PRaODcuXMyrZ3xvve9Dx/72McQj8fx+te/HhMTE1JZ/O3f/m0sLy/bvt+BgQGcOXNGKoPcYLa3tzE0NIRisYidnR00Gg383M/9XMfjt7+/j0gkgpe//OX44he/iA984AP44z/+Y0lUz5w5g5/92Z/FW9/61o7Pc5xoV1Xm+SEtgMfqxo0bJoBo9xnaPZc1JiYm8PTTT+N973sfPvWpT+ETn/gEgAMQ8FM/9VN45zvfaXoP7dzD+HO7a7ZdQqvB51HB66BTO1/HRz7yEbzrXe/C+fPn8ZnPfAYDAwNH/s2TTz6JYrEoovWjIpPJ4HWvex2uXbuGX/qlX8Jb3vIWPP/886bEkt7+Dz74IB588MGuujHWRJnBddXu//l/+rV5P8zPzwM4SHDpXnevDa+062LQSIJ7yvz8PObm5mAYhiQsgUAADzzwAM6dO4eRkRETlXB7exubm5uHEnngIIli9+JOHotWq4WtrS1bChCBptvtRjKZPMStdzqdSCQSsle0C1b05+bmkMlk5PORflytVoVm7Ha74ff7kUgkbLv1unNxK9V8UrWy2WzbIXl+v180gAS71mjnXMXuCLWe1qjVanC5XHC73SiXy23Xhzsx1fpuRKvVQi6XE2v/dlqInp4ehEIhjI6Oip1yt+erWCwKsCgUCh27Fj09PdK16O3tbXsdVqtVARLM28gSuFtxAjRewkH7P+oZ8vm8dAroz+10OoU/6XQ60dfXZxIW8QanKJs8fV6s1htC2wM+9NBDYll37do1bG1toVQqoVwuo1gsYn19HQ6HAx6PR4RZhmGg0WjAMAx4vV7RMdA7Op/Py1TLarWK9fV1rK2tIRAIIB6PY2hoCLu7u3C73YhEIhgcHMTe3l7bLgfBSiQSEdH63Nwckskkvv71ryMUCuGNb3yjbGqvfvWr8cu//MvyO61WCw8//DBarRb29/fFZ5rDvjY3NyVBqNfrUpH2eDyo1WqmakU3iUp/fz/Onz8vx31rawuNRkNcIiYmJuDxeERbYRdOpxNTU1MyvwMA3vrWt+Ktb30rarUaVlZW8Md//Mf4oz/6I7zwwgt44YUX4Pf7Reuh530YhmFasPb397G0tISZmRkMDQ0hlUrhxo0b+PjHP46ZmRn85m/+pnh708v9Yx+zukKbI5FIIBAImEBuMplEuVyW2RmtVguf/exnJdnyeDy4fv36oQnnjMceewx/9md/hkqlgkuXLomW4m1vextisRje8IY3HHkuugk9DFEHzw8TS35985vfLICg2+h03Zw7dw4f//jHpQL/F3/xF/iVX/kVvOtd70IgEMDb3/52ee121wyrk+2S5NsNDo+yc3Syxi/90i/h//q//i88+OCD+MxnPoN4PN7Va1AEbmfCYI1UKoXXv/71uHr1Kj74wQ/ita99LVZXV02/wwFxwAHgeDF1EKQM5vN5uRej0SjOnTvXdfXzxQq7Lkaj0UCtVkMoFEI+nxc3L6fTKa5u1GHMzMxIEs0hfXot1+H3+6V7cSdpMtT+pVIpWwoUZyolk8lDCTn3YLodtotyuYyFhQU5r1ZAViwWhWrk8XiEHaC1HYZhyEyRUCh0y8egWCzK4Ds78bXD4ZDrzM7FkL9DwbJVXF6v15HNZg9ZDLdaLZRKJQEYLCy2cz6618TcwE1wsby8jLW1tbazQOhEOT4+LlPKu+m+1Ot1mWnRrfUsH1bWADtk1ofdOW8XZJ309PTclu7lBGi8hINIn8495E2SzrK2tibCHz7oocxKgvXi4cVI3mUgEJBuhxUls4qTSCTw2GOPYWVlBVeuXMHc3Bz29vYEOZdKJaTTaWxsbMDpdGJwcBDBYBDNZhP7+/swDAORSASJRAKlUkkmi7ZaLfj9fgQCAZRKJSwuLmJpaUmS2N3dXQQCAbHubTabh+ZylEolU5fj1a9+Nebn5/EXf/EX+Mu//Es88cQT0q3Z29tDMBhEJBLBs88+K5Xk8+fPi0ibNrMvvPAC5ubmMDk5CZfLha2tLVQqFbE1nZqawnPPPYdoNHpsbqPT6cT58+cxPT2NpaUlrK2tYXR0FLu7u7h8+TJGRka6svvkwKPFxUUBSG63G2fOnMF/+S//BVtbW/jsZz+L559/Ho8++iicTidmZ2eRTqcFZLVaLaE4AJBu2dWrVzE9PY3JyUmsrKyg2WziFa94hVSceA0Wi0UsLCy0fY+Mvr4+fN/3fZ8JLGxvb+Py5cu4ePEiPve5z2F+fh4zMzO4du0aJicncfr0ady4cUPON9+H7jJ4vV688pWvxCtf+UqcOnUKP/7jP45PfvKTAjR0FfVW4q/+6q9Mx4fB8/Oyl70MAHD27FmEQiF89atfPQRA70S4XC48+uij4oz06le/Gn/yJ3+Ct7/97cJ/X1hYwI0bN3Dq1CnT337uc58DAFy8ePGOvicdFy5cwDe/+U3R9djFhz70IbznPe/BI488gk9/+tNddSYAiDXk6dOnjxT0r62t4XWvex3m5ubw0z/903jDG95waNIuufWve93r8NGPfhRPPfWU2Oze7ahWq5ibm5PEfWlpCcABfeteAhmtVgvJZBIbGxumRIvFAs69uXbtGsrlsiSVgUAADz/8MM6ePSudNCaldkmtFgXfjWo2xdfWajopUH6/H+l0+hAQNQwD8XgciUSirUsPh6Nev34d6+vrh2hY1GL4fD6EQiE5Rv39/RgcHITL5bpj4IJdomw2a3ucm82mAMFms2mrnzjqvRSLRTGO0UCqWCxif38frVbLROm2PreeD3GvXevb29sCLtrpIejYODY2Jl2oowoUNMEhuGgH7BikXnFYH7WdnMWhAcVx8w6v1yugwu/3C6292Wwe2U05Kk6Axks8xsfHhT5FARlv1lqtJsg4lUqJEJs2uE6nE81mEx6PR2hV1oupUCigUCggnU7LRqGBB28kVtGnpqZQLBbFPpXce92u4xCeYDCIeDyOnp4eGT7U39+PqakpjI+PiyNJJpOB0+lEb2+viMh3dnYwNzcnQvRIJILe3t4juxxMsv7jf/yPyOVyJncafq7Xv/71+LM/+zPhlL/xjW/EwMCATCh94okn8Od//uf4yEc+gn/9r/81DMNAKBTCzs4OPv7xjwstiRsNk4Xjchzf/va349/9u3+HX/u1X8P//X//36LF+cpXvoJf+qVf6vp5stkspqampKJdr9dx9epVqcZb6QdcJBcWFlCr1eTzARD//nq9jhs3bmBsbEychK5fvy7HATjYeN7znvfI597f3+84AZfGBTr29vbwqle9Cp/73OfwgQ98AB/60IcQi8WwsLCA4eFhnD59Wvz3L1y4gLW1NTz99NN4wxvecEgUavd5SUdbWVnp7mBa4saNG/joRz96yHXq85//PGZnZ8Xe1uVy4V/+y3+J97///XjnO9+JX/zFXzz0/lKpFHK5HM6fP9/Va1+6dAmzs7OHNm67z/mP//E/xr/7d/8O/+pf/Sv89//+3yVJyGazeP/73y+/c7fiNa95DS5duiTnxhrvf//78d73vhePPvoo/tf/+l9d0aUYFIEfZWm7tLSEJ554Amtra3jve9+LH/mRH5H/Y+U6Go0KaPyRH/kRTE5O4n/+z/+Jj33sY4codywA3KkoFou4evWqKSFdXFwEcFNHcy+EXReDXXTaoM7NzWF5eRlOp1MszicnJ8WXH4Bo/exAPm3QBwYG7orIl05AVmoWi2d9fX0yR0qHYRiIRqNCo7KLarWK+fl5zM/PH6Ij1ut1SQR5zfHz+Xw+DA4Oyh7LhP527EZpxmKncaGlOp+fhSVrcEq33XthhT+TyUgxi0L1/f19lMtlKd5Zj5c2sLmXxNyMra0tKfTZUb+Am7TyiYkJDA0NdUXlq1arkq9Zp35bw+VyCTjr7++XrlChUEA2m5Vr6TgggN0k64PrXq1WE2e3/f19FItFsae+1TgBGi/hqFQqeOaZZ8S9gDxAzsaguDoajYpDAVHzxsaGaCaYwPf29sLr9cLpdMoFpoP0of39faRSKTgcDqHJELzQTeHChQt44IEHsLW1hStXrmB+fh6pVAr9/f2oVCooFovCD/X7/QiFQiL+LhQK8Hq90pqtVqvihLGzswOfzydcUFbDfD6fOF3R6YIidK3l+N7v/V4YhiEUpzNnzqBQKJiqZW94wxvwh3/4hygWi5iZmcHw8DDq9broODhB+A//8A/x/PPP4+Uvfzl2dnbw6U9/GsViET/3cz+H06dPy8LLRSCTyWB+fl6oQkfFu9/9bvzJn/wJnnrqKaytreF7v/d7kcvl8Bd/8Rd42ctehi984QtH8t5LpRJe9apXYXZ2Fg899BD6+/tRLpfx13/911hcXMRrX/vaQ8P/gAPx/Llz58Q293u+53vgcDjw0Y9+VFzCAOAd73gHYrEYfuzHfgx/8Ad/gL/1t/4WXv/61yOVSuELX/gCPB4PTp8+LUOYup00/spXvhJf/epX0Ww2cerUKfy9v/f38Pu///t485vfjMcffxzDw8PS/fra176Gl73sZQK+PvzhD+Ntb3sbXv3qV4vY/YUXXsBTTz2FcDhsSkhf+9rXwuFw4N/8m3+D559/XsCl1WmpXfzAD/wA3v3ud+Opp57Cww8/LHM0fD4ffvM3f9PU6fiZn/kZPPPMM/jVX/1V/Omf/ile97rXYWRkBJlMBjdu3MCXvvQlfOADH+gaaPzu7/4ufu3Xfg3/2//2v4nd5fz8PP70T/8UXq8X/+f/+X/K7/7UT/0UnnrqKXzyk5/Eww8/jB/6oR9CsVjEH/3RHyGTyeBf/+t/fewZF8eJv/23/zY+/OEP48///M8PAY3f+Z3fwXvf+144nU686lWvwi//8i8f+vvJyUlbkffu7i4+/vGPw+v14h/+w39o+9oU9z7++ONIJpM4d+4ckskkfu3Xfk0KGFy7/tE/+kdC5/R4PPijP/ojfP/3fz/e9ra34dd+7dfwile8AuVyGVeuXMFnPvOZ2xJIWmNxcVG6qIZhYHx8HF/96lcRCoXuCaDRrovR29uLnp4eLC4uYn19HYuLi9jY2BB79WAwiPPnz+P8+fPweDxYWVmRtVGHw+Fo6yB4p4LTte00FpzVkMlksL6+fuhvub+0E9Zubm7i2rVrWF1dPaRr4+uRSqwLKg6HA/F4XOzIbxdcUO+RzWYP7Q9MVPmZ232WQCAg+6gdoKpWq7L31ut11Go17O3tiV6TXZqRkRFTVZ9mL9Rv3mvWzJubm1heXsbq6qrtNQrc7HaNj49jeHj4SGoXmRsEF0dZzxJokm3CfW51dfVY641hGPD5fKYORU9Pz6HzST0v3UQ7zSe51TgBGt8FUSwWUSwWkU6n4XA4xJOZsyEIOjjRm3oOejpz1gX/rre3FwMDA2Lft7+/LwuIDno3E+1z09bDA0lLevTRR5FKpXD16lWpZIVCIZRKJeRyOaysrCCdTiMcDouOpFKpiBtFKBSSiacEKNVqVV6nVquJnVxPTw8GBwcFdMRiMXGscjgcmJ2dxY0bNxAKhRCNRnH16lWTlkN3Od74xjfiwoUL2N7exsbGBsrlMiYmJvDkk0/i13/91/GXf/mXePLJJ+H1evHAAw/gx3/8x/GKV7wC9XodAwMDh25angtaFXaaDuv1evEXf/EXeN/73oePf/zj+L3f+z2Mjo7i7W9/O17zmtfgC1/4AgqFAq5du4aJiQnbBS8QCOBDH/oQPve5z+FrX/saMpmMDGt8z3vegze96U24cuUKxsbGDlFVaJtLDv/73vc+PPnkk/jEJz4hn+sd73gHNjc38Z73vAeTk5P4oz/6I/zqr/4qYrEY3vSmN+Gf/tN/ine84x3ynJrW1ymmp6fh9Xrx1a9+FaVSCT/wAz+Ac+fO4fOf/zy+9a1v4fOf/7wMcnrLW96Cf/JP/onMAPnRH/1R9Pf34+rVq/irv/or1Ot1jI6O4id/8ifx7ne/W6YRAwcah9/5nd/BL/zCL+CjH/2obALdAo3v+77vw3vf+178zM/8DD7ykY+g1Wrhda97HT7wgQ/IDAR9PP/kT/4ETz75JH77t38bf/Znf4b9/X3EYjFMTU3h/e9/P/7e3/t7Xb0ucKC7qVQq+PKXv4xLly6hVCphZGQEP/ZjP4Z3v/vdePDBB+V3PR4PPv3pT+MXf/EX8fu///v4lV/5FbhcLplNcicF8nbx2GOPiQ3xBz/4QVP1klX7RqPRtlP3xBNP2AKN3/u930OhULAVgRNgpNNpVKtV6cZduXLF1t0LOOi86Pk33/M934Nvfetb+OAHP4innnoKX/7yl9HX14fZ2dkjzQm6Da6rrDg7nU7MzMwglUrhq1/9Kt71rnd9xwXghULh0NA4h8OB4eFh7O7u4pvf/KaAjFKpJK5D7Hgygber3naaiXSnYnd3F8lk8lDyyCQ/HA4jk8nIBHYd4XC4bUJZrVaFkqjnQRBclEol6dxXKpVDXYXR0VGcOXMGsVjstj/77u6uFOPsmAnValU6THbdA069D4fDbQHI3t4eNjc3sbOzg1KpJLlBuVwWahVZCgyCjntNzA3cXCPYuegELugAOTo6eiS1q1wuy163t7d3pHEGaexklrRz9WoXNNPRD5/PdwjIMWej3nR/f78r2rDP57ut69O4m0rzk7h7YRjGpfPnz1/83d/93Y5tM5fLJeJun8+HcrmMnZ0dERrRLk1XeDRgCIVCsgnQ25qDYY5CvnbDA+mHvry8LNawhUJBLG+3t7eFr8lhMvQRd7lcaLVa8Hq94gJF0Tdb9z6fD/V6Ha1WS0DX0NAQBgcHxf+eNKp2nGBOH7dbFPP5PDY2Nkyt1HK5jK2tLZTLZQwMDJj8y10uF/x+PxqNhu0iFggEMDQ0dCwhbqFQwPLy8iHqwvDwMOLxeFdVIloV62snHA5jYmLCdhPa3d3F4uKiVFRYpdGbltfrxezs7KENuVKpIJVK2YqB+/v7MTw83HYD2tjYwNe//nVxPAkEAhgbG4PL5TItkG63G9PT00ilUib/93g8jrGxsSOPx3HjL//yL/Ha174WP/uzP4v3ve99d/z5vxvjYx/7GN72trfhE5/4BN785jfftdfp5B50HPvRux2tVgvLy8um+0LfQ+9+97vxkY98BFeuXBG60XfiPdp1MWg28uyzz2J+fh6rq6tIJpNwOByIRqNSqEokErYJOmccRaPRjsWW2439/X2sr6/birhphb65uYlsNntoHw0GgxgZGTlEcWRyev36dVOVmeCClux0GbLqBukk9cADD9y2AQNdJFl400EgANzsOlmDcys6DYij9nFjYwPb29uSA5BKo7sUTEbvVTE3cHM+CgcHt9NFuFwuDA8PC7jolGjTepZdCzt9RL1eR6VSQbVahcvlksdx9ChanK27FO1oZ6RBEViQBtUp2FWhrpdGLY8++ii+8Y1vfKPVah326D4iToDGSzQMw7h08eLFi08//bQp+T+KSsOkPRAISLeC7TxSq/RNolt58Xgcg4OD0k6tVqvy2hR/dwrr8MBqtYp0Oo3l5WWk02nkcjns7+/Lwlmv16X17vf7pTLicrmEW+r3+2VGx+bmJvb29uQmdDqdsgm4XC7xr04kEhgbG0NPT88hLYeOTjxh0s/0dNparYZcLieCV12hI6WMYmq710okEjK876iws5QEDhZ4bS3bKSiw1+/H4/EI3cgarN5pwMTBftxMtOOVNW4VcGxsbODy5csiUCfYoBCOx8vhcGBiYgK5XM7EjdYDAu9UnACN40er1cJjjz2GUqmEb33rW3ecNvFSARjAQdIxPz9vSoD7+vowPT0Nl8uFVCqFmZkZ/ORP/iR+4Rd+4TvyHtt1MahL+dKXviRWrXt7e/D5fCKgHhwclAF9OrxeryT4d6t7wfeeTCYPDZ0zDAOxWAzRaFQGAFrX/nZrUblcxtLSEubn56XwQaFsoVBApVKRvSUUCknlv9VqifXowMAAJicnTVblx41WqyX6RetUbVbSa7Wa0Jqt1zvdrQYGBjp2yiqVCjY2NrC8vIydnZ1D1W+/34+BgQExiblXxdwAZAjwysoK1tbWOoKLkZERAReddCPFYlG6FhS7AxBxtn5w8CJpmt2sQaQ96cdR8zAILgksuqFBsSDMB2mk1jgBGvdhEGhcunTJ9HMm/7wBjuL0cRiQYRjiSLW3tyddD2tbjQvmyMgIEomEaUBQpVKR1243sEYHuao9PT2ShGYyGfH1zmQyQldil4MgiZQp3uAcbkQBfCaTQa1Wg9/vF+cEBqs4w8PDmJiYwODgIJrNpoirrNGpy1Gr1ZDJZLC5uSnHqtFoiNUw29G6qsPFwk58383kYR0U1+uF0zAMqSYe9RzNZhNra2tib8wYGhrC0NDQob9vtVpYW1szTYPlBqTBBa8Pu7gVwJFKpYQDXqlUTE5jAEwbwtDQkHTIGNFoFOPj43csuT0BGrcWzz77LD7xiU/gJ37iJ9pOkz9udLInvdcABnCQDM7NzZneq/X6/MpXvoL/9b/+F971rne96MP5ms2mFDF0sIuxuLiIZ599Fuvr61heXkaj0ZCks6+vD+fOnTMl0jSTiEajbR3H7lQUi0WZxqyDzobxeBy5XA4bGxuHAEZvby+Gh4dNHZZGo4FsNov5+Xmsra2hWq0KuCA1yu/3Y3R0FGNjY/B4PDI7wuPxiPWo2+0We/ZbFT1XKhUZqqeFuRQXU9to10XgID0Cg06xtbWFhYUFsfPVexTPJWlQHJ7X399/z4m5a7WadO7X19fbggu32y3gQs9zsQatZ/mo1Wqo1+syIoCggkUOdgMCgUBHa1irOJtF1aPWK16HGlh0S4PSwKLbaeQnQOM+DMMwLj3wwAMXv/jFL6K3t7dtBaFUKknifxRXkFQjDuPitFBWM+yS4mAwKDeotQVeKpVMHY+jbgKv1yt2b7lcTriEm5ubSKVS4j/O6aB9fX2IRqPw+Xxys+mFtlwui6Wf0+mEz+eD0+mUz0EXrmg0iomJCUxPT6O3t/fILge1HHpBIlDJZDKSQLBjRGqXdZGnnWC7SaycNn7UgtNqtbCxsSEVf4bf78fExERX/O6dnR0sLy+b3ktvby+mpqZsF0l6ifOcspKmXXs4u6Td+z8u4OAwyHQ6jXw+j76+PoyMjKDRaEj3ixEOh2VgFCMSiWBiYuKOgI0ToPGdj6MABmcM3SsAAzjguM/Pz5vWwk6g/MWOdl0MgsIXXngBCwsLMum+Wq1iYGAAkUgEk5OTOHXqlHQqOAvCznHoTgeHxdoNnaQTYT6fRzqdPrQPUbOmQdD+/j7W1tawsLCAXC5nokWVSqVDAm7DMGSvpVMQP3NfX5900I8bnDidzWZNdN16vS46Syb/elgecHOQHgFgp3WvVCphfn4eS0tLpjkfDHZBuPfdq2JugrGVlRWkUqm24IIT3icmJmTemDVarZYMzNvZ2cH29jYqlYqAinK5bMoRfD6fAAu7rgDzDeuj23tD06D29/e7cptyOBzw+/2HaFDHCZrxvPa1r8Xly5dPgMb9FIZhXBobG7v4H//jfxTBNZPvdsBDC7tZAekULpcLHo9HJntvbW2JCMzudwcGBjA+Pm5L3aHbBV97f3+/I+ihHS5pXexUMMkslUpy4waDQSQSCfT396NQKMiCQNcqp9OJYrGIra0t7O3tyef69nEEAHHQSiQSOHXqFCYmJm6py8HkdmNjw3R86exQq9VkmqteiDjI0JoUuVwuxOPxrsSCbO3r1zUMA4lEwrY7YXfMl5aWTBua0+nExMSEuDHpqFQqmJ+fN0233dzcxMDAgFRJAoEAZmZmOi6mxwEcBBo7OztIp9MyKb7RaKBcLpuGUXKqraZPhMNhTE1N3XMb5El0H7TUTCaTbQFGLBa75yqsTIC45zocDkxNTb3oHQu76NTFiEQiQnG9fPkyrl27hv39fbhcLjGRuHDhglgS6+7F3b7PyuUyUqkUtre3D/3fwMAABgcHxSXRWtDx+XwYGRmR41+r1ZDNZrGwsICNjQ1xXiS4AA7Ws5GREYyMjEhhw+PxoFKpoF6vm9Y5j8eD0dFR27XzqKDT0Pb2trxvaip3d3dRrValm6ALQZ0G6dm9BjvFVgougxrH0dHRe1LMDUD29tXVVbHZtfssPT09Ai60rbCOarUqDAUO8WX+YQ2n02lK4vX+rMXZeiZFt/dDq9VCuVw2AYtu5mK43W6TvqIdDeqooJaXupxisYh3vvOdWFhYOAEa91MYhnFpaGjo4j//5/9cBEIcIMThP9oByi7R0wImOkd0Clbg6fzE9qE1dLVnYmLCtjXHagFf265jAtx0SaD+olqtyg3ITaBSqYgn9/DwsFSz2WbWAsVWqyUdi0qlAofDAafTaVp0+FwTExNCA9jd3T22lqNQKIiOg1Gr1bC9vY39/X3ZKPSQKx4b6yJI8eLg4GDHpL3VaiGTySCZTB6qtkxOTh65UbTrjnAQkXXjajabWF1dRTabNf09ASAAmeZ9VGelXC4jnU4fCTjW1taEUre2toaenh6Z4ry7uwu/3y/HiG4eGnyFQiFMT0+fgI2XWBBgpFKpQ2sVB4HG4/F7DmC0Wi2sr6+bpsh3e0+8GNGui5FIJFCpVJDJZHD9+nX89V//tTgbhsNhJBIJTE9P48yZM/D7/VLtvp0Jwt1Gp+IE31uxWLTV63i9XtknAEjRYmVlBdvb21IIY8XY7XYjEolgbGwMkUhEqsShUEisZHWXhMWdRCJxrG4aRdfZbFbWK71HF4tFEVnrGVZ0e6I1brvXZKExl8thdXUVGxsbbQ1RhoeHMTU1hcHBwXtOzE3Ww9bWFtbW1oRqbZc/UHhPirQGA/V6Xaakk7Jt183RwbwqEAiIE5Ndl+K4a9CLTYOyi/39fSSTSaRSKSkoE+S2Wi389E//NFZWVk6Axv0UhmFcGh0dvfjOd74TlUrFdHNQcBePxxEKheD1emVmBjsedpsBuZ5c2DppLJrNponmZG0jqvcpntPj4+NtbwTeaKRZ2VUliLJJo9rb20OlUpFppmxpUlg9ODgIp9MpCX8+n4ff75fjojmXBB2GYRyqTITDYZw9exazs7NwuVwduxx2U2y5WWezWTlGWscRCARMloLNZhONRkMEZNbjGY1GMTg42HFRqVQqWFpaOuS2Mjg4iOHh4SM3wEKhgMXFRVPF2OfzYWpqyjY52traksncAATIDQ4OwuFwiFC7m0Fs3QCO7e1tsctMpVJwOp0yn2N3d1dsHIGD8+JyuUwJRzAYxPT09D1FqzkJ+3ipAgzg4F5eXFw0UXr8fj9mZ2e/44LZdl0MJi2ZTAZbW1v44he/iKtXr6LZbIrmbGhoCA899BBOnTqFWCz2onQvAIj159bWlq1LFPVZdnQ6j8eDoaEhRCIRoQWzQ5rJZEzDyUgjZjeYdJhwOIxwOIxarYaVlZVD+0AwGMTY2NixEj4OX2MhS89dYOfI6uoEdB6kx2g2mzLgliYrOzs7hwqEhmFgYGAA09PTmJycvK2E9W4EDV9yuZzY49tN6DYMQ2zPJyYmhAmgJ2bn83kR6h818drlcpkGKPb395sAxa2C6u8UDUpHqVRCJpNBOp1GKpWSXKHRaKBSqaBWq6FSqQjo+fVf/3WkUqkToHE/Be1t//N//s8ywVGLknheKd7mEKRAIGACHux62N0w5JweRXUiLYoLWqVSsX0+h8OBwcFBTE5OmlrPdtFoNITmtbe3Z6q8NBoNcZnKZrMCIpxOJ1wulwAPWigmEgl4vV40Gg1JUEulEkKhkPBNtYMWBX8ej8eUiBLAXLhwASMjI1Id6rbLQecLCtV57NhhcTqdGBgYkASZlLVWq3XovXBjaGcfyeDwKasYfnJy8khRYKPRkCqfft2RkREMDg4e+v1SqYSFhQVJBqlPGRoakushkUh0LQI+CnBoy2DS0sh15+Ah8qftor+/HzMzMydg4x4OUqReagADuDkhWq9doVBI5ht9J6NdFyMcDmN3dxepVAorKyv42te+hu3tbXg8HqmmX7hwAU888YTpvr7bUavVkEqlbG1oWXzgrBTrtcIJ3AMDAzLFOplMIplMis05n1MPmiP9iODC5/OhVqtJoqvD6/VibGysa7ta2ryzaMWiHQtowAHgY/eCcdQgPeCmfoOGLiwG7u7umo4dnaJGR0cxPT1921a7dzq4z29vb4vAf3d399B+S1AYi8VkOjfdHUulkjAfmNR3mnBN0xk6kw0MDMhMilu9Z7/TNCjg4JrgMchkMlKsLZVKqFar8mAOWavVpEDH1/6FX/iFk47G/RaGYVwCcPE7/T5O4iRO4iRO4iRO4iRO4rs+bglonEwGfwnH+fPn8f/+v/8v/H4/AoEAenp6hCO/srIiHEy2wMrlMkqlEhqNhiBlt9stLTk+j9frlXkb7HhYW6maO9ppeB/9zLe2tsQZqKen51CngBxYDnA6qnrA1iOpXoVCQdw5OJdDVy5IpaFgngMAKTInL7bVaiESiSASicigPa3p8Hg8piqe0+lEOBzGgw8+iMnJSTQajbZdDvKYdZdjb29POjL6s21vb6NQKIiOg7/P88mulI6jpo1ns1msra2ZuJ9erxcTExNHDs2qVCpYWFgwVWddLhempqZsLSv1QMBGo4H19XV4vV4ZKNjT04OZmZljtejtOhwcKNZoNBCLxeB2u1GpVKQrVK/XsbGxgXA4LJQv2kCy7dzb24vZ2dl7tjJ+PwUpUlZKitPpRDweRzwev6vzF+5E7OzsYHFxUdYAwzAwPj5+aHL5ix12XQzSJNjlrVQquHLlClZWVsRFJxgM4pWvfCW+//u//0Xj6/O+zWQybW1oAYgFqw6n04lgMAiXyyV6BHL59Tnx+/3o7+/H4OAghoaGRLdhNTLZ3d3F6urqoU5JOBzG6OjokV2dWq0m3YtKpSL0HVrAU2MRCoVkjfL5fGJH2+6YF4tF7OzsmAxaOMtpZ2dH1nnayNOlkZPQ7xWNWqVSkc+xublpOjatVgu1Wg21Wk30Mj09PUJj4rFhd5tVeyvt2+12w+fzwev1inNkNBoVavntxK3SoJiD8eut7j+1Wk0+N/Ogvb095HI50Z0wF2o0GqhWq2JeQGeyUCiEYDAoOlweK2pAIpEI3vKWt+DZZ5+9pfd40tF4iYZhGJfOnj178cknn5SfURROizW3241CoSCuHPT+1sADuOnjzAu9HfDQ4nLrzdmNvmNvb0+mzBJ08GEYhvArw+EwRkZGxJ2pmxtQU5+SySTS6bTMXbAmLdxguNjyJudNyoWb3uOxWExAHCeRNxqNQ6Ivt9uNsbExPPDAAwiHwya3Eh12Wo5yuSycaK3j4PsJBAImm0gmBWxt6ug0bbxarWJlZeWQz3wsFuvoIQ7cTOqtnO7BwUGMjIwc2rgKhQIWFhaE/sVkhlNWXS4Xpqenjz0Z2Ao4KLbd29tDIBBANBo16UgIvinqBA6uRW4+wMExO3Xq1AnY+A7Fzs4OksnkofuFxhJWIee9Gul0Guvr6/Jvp9OJmZmZuzr9+qhoNpuy7jK0Hq5er6PZbGJrawsvvPACCoUCIpGIUG5/8Ad/EGfPnn1REtNGoyEAo50NrdPplPvdGnT22djYwPr6OpLJpImmwqQ7HA5jaGgI09PTsr5bo1KpYG1t7ZBlbk9PD8bGxjqeU1JimThrGjKTPtK0OIPC4/EILcpOB0cxN/cE/bm0JTzfIwuFPp8PAwMDiMfj94T5AHCwf+3s7CCXywmtizlKrVYTKo8GhHQy47kqlUqSYHPdcDgckiAzWfZ4POjt7ZWZJhwweCtxOzQoDSpulQbVbDaFCra3tydOmtRS0GimXC4LSKtWqwLUmCMSWPD64DHzer3o7+83aXk5H+2Hf/iHceXKlRPq1P0UdkDDLjg92zAM6WjQbUEDj2q1KskfgENcTnZMCDy4YBN8WKsuxWKxrZUtBWobGxvY3NxEsViUSgUFVrTpC4VCIt4OBoNdc4Lpp720tITnnnsOS0tLhziq5O5q4bbX64XD4UCxWEQul5OhTFysCX6q1SrW19exs7MDl8t1iMPZ29uLmZkZnD59Gi6Xq+0ME2uXgxaxmUzG5PjArorL5UIkEpHFlosevdvtNCV21SvaAerN3OPxYGJi4sihWru7u1haWjJ1jPx+P6ampg5dB/V6XbzZAUjVamhoSJxTbrXaqwGHBhvAAXCgjS2PI236ODRrZ2cHTqdTEga/32+aA3ASdz9o7mB1v3mpAYxWq4Xl5WVTt83r9WJ2dvY76tqjuxjk7nMuBNejcrmM1dVVLC8vSxLu8XgwOTmJH/7hH74le9bjRqPRkAGtdkNih4eH4fF4bIfxcaBrpVIx8fm1jTB57nTK6jRfqNlsIp1OH7J8dTqdGB4eRiwWa5sk0gaeTki7u7vI5/OSjOp9ja5F3FfsNHNazJ3P500FvGazKeezWq2KaJlWq5xjEo1G74l7iCCJzlqbm5sCLjg9GzgAYAQX1Mn4/X7U63Wp2heLRTidTimCMklmIY7OkXzcqpboVt2gtDvV7bhBEUCwO7Gzs2PSUVB7wTyFuVyj0UCr1ZLrwO/3IxKJyPHUx8sKSvUYAhY0K5UK/uk//aeYn58/ARr3UxiGcemRRx65+KlPfUpaht0g61arJRdOo9GQxJoXNIVxXAQ5qEgnye2Ah+546M2VN6umOTHo/LSxsSHCPLqb6AcrP2zz0cK3m2AS+swzz+CZZ57B5uamqQ1OWoZ2qeKCzlZjuVyWn7N1yw0in89jeXkZ5XIZPp8PHo/HZD0Yi8Vw+vRpDA8PSzfJGuxyxGIxEbNtb2+LjSuD8zjq9ToikYgk6xyq43A4DrmQtJs2TucUa8WONLZO1X0rgOBnIP3NGrrSWyqVsLa2hnA4LO8pHo9jdHT0lj2/0+m0UMM0lYKVR65zHAA5NDQEn88nSRffc09PD06dOvUddwT6bo98Po9kMvmSBxjAwb0wPz9vuu76+vowPT39HfsMuovBogm7F3TXY8d0Y2MDpVJJusc+nw8XL17Eq1/96rt+HzSbTWxubiKdTtvOuRgeHkZPTw+SyaTJJpygifvF9va20FsZdOgZGBjA5OQkZmZmjnS929nZwerq6qG9NBKJYGRkpO18KtJvs9msdC70uq33MLfbLQJzu6F3VjG3tUBVqVSQy+Wwv78vSWIgEJD1uq+vD/F4/NCsphc7yABIpVLIZDLI5XLY3t4WYMQglZbni8fJ7/dLUs1rg8DCbiZFIBAQYKHnKR0nvpM0KNK0yZrgOdYgDDgAsyzksgPE98iip9/vF1cy0tENwzC9197eXvT09Ei3LZvNIpfLSX5onR/yMz/zM1haWjoBGvdTGIZx6eLFixcvXbokP6vVatKp4KMT+uaCxmRRuyuwRddqteD3+6WFViwWuwIebrfbZKerQQEHDxE1c3OoVCrY3d1FJpMR3/BKpSIUFyb4kUgEfX194mXOQULdLCzFYhFXr17FN7/5TbFJpEsXk31W2wmy2Iqs1+tCM2BrknaPdH/SCbXP5zNtTF6vVxw+ent7UavVuupy5PN5OSaMarUqFXoeA4fDgXq9LjaJrJox2k0b397exurqqmmjd7vdGB8fP3KYWCaTwdrammkxDofDmJiYOLTY7u3tYXFxUTi3a2trUiV0uVy3nZyVy2Ukk0k888wzJjBLagTbxqRE0HGMNodDQ0NwOBzw+Xw4ffr0Cdi4C9EJYMRiMSQSiZcMwAAOrrm5uTlTgnsnJ9DfSuzv78vQOSZ1TBh4TbOwpOcQORwORCIRPPHEEzh37txdfY8chmrV0gE351z4/f5DFElq2orFIgzDkAIW9zlSVEiNmp2dxejo6JFUGXZ19BoLHKzF4+PjtvOH2DVPp9PI5XJCkWJQK8KiWCgUsh3WyuciJcqqOWGwQ8IOjd7zeO7i8fh3pIPWaDSEypTJZMTOnR13XmcMTfP2+/1ynILBIBqNBur1Omq1mollYQ23223qWhx33fhO0qB4LXPW1/b2tqnzZQ3Sl+jq2Wq1YBiG5F0s9nJYI2enOZ1OARV9fX3o6ekRx052lKxOpTpIXfP7/XjnO9+J69evnwCN+ynsgIZd6A3FDiQwOKOCizYFQT6fTxJGdjm8Xi+q1apoEAqFQlfAQ3c8NPCgvoMdD7YDydukvzmTe6/XK8l4IpEQUTsXq6MmogIHYOfGjRu4cuUKNjY2kM1mhevYaDTQ19eHwcFBBINB+P1+1Go1aWFrH/JmsykTYfmeBgcH0Wq1sLKygq2trUMaGIr/xsfHMTw8DLfbbXtOrF2OUqkkkzp537Iqmc/npXrncrlQr9elOmG1SOS0cW0NWq/XsbKyYqoaAgfTdcfGxjou4lZbW+CAhjU1NXWIDlCr1bC4uChUMvLyR0ZG4Pf77wjdpFgs4itf+QpSqZT8jBXy3d1d0bqsr6/D5XJhaGhIxHPUj3i9Xpw+ffpFs+/8bo98Po9UKmUCgED3gyjvxdjb28P8/LypmDMyMiIWyy92NJtNzM3N4dq1a0ITpdjb4/HA5XLB7XajXq+jXC4jn8/L+fD7/RgbG8MTTzxha119p4KDVFOp1CGA4fF4MDw8jN7eXlmTmQymUimkUik0Gg0xfGAhjDq7UCiEwcFBjI2NdWVwAUDm8GQyGVOi5XK5MDIycqg722w2pQuUTCalIKb/ljbA7MAPDAwgGAwe2pPsxNx2749FLk6b1uHz+RCLxRCJRF4UfRkZEaTqkGbDuRbs+pNuZAUXBBakRMdiMQQCAdTrdZNu1C54ngksjqs3uV0alB4PcJygtmZzc1NAhd0sE2uQasbzT50sWRMEEqSZEfToboVhGEK7Iqg56nXZXWLexoHG/+gf/SNcvXr1BGjcT9Et0LAGZ17ozode5OjnzcqKVatBDQVvdtJ2dLejHfAgMiZgIfDgDcLQ+g4+6KHN5+eAQKJ6emizss9Fnu4j7aLZbGJ5eRlXr15FOp02uWhxU+PiRoeKarUqi4b1xm02myLGHx4eRigUMrmWeDweoasBBxtaLBbD8PAwBgYGZFK5NXSXo9lsIpPJYHNzUxZKPdCIokKfzydApFAooL+/31RNI00lHo9Lkrezs4OVlRXTZ3K5XBgfH+/I1bZOCGcMDw8jkUiYKj5WUTkXQb1hTk1N3Zave7PZxPPPPy/aHOBghoff7xeAEY1GpQo5MjIi7jujo6OymJ8+ffqeG171Uord3V0kk8nvKoABHFyzKysrJh3A1NTUkR3AuxGcd/Pss8+aBNLsGjHxdTgcyOVy4oJUKBSkEj47O4tXvvKVd00srGk01qqtx+NBIpFAMBgU3V69XpcZQCzWeL1elMtl+Xuv1yudi2g0ivHxcXGe6ya2t7extrZ2KPHieqz3DQ43W15eFkqLFZhwv+E6rd0CeQzaibmtQUfERqNhu38Fg0HE4/Ej9XS3E7VazTTojg+KjPWMK3b/uTfz2GiBO8EFO/VM+NvN5+LfB4NBESgfB0xVq1UBFLdCgyKwOM5r6mnjpPMdda71++VcC3ZzKMjW1wABF13EqEGhxnN3d1eoV5oGbo1ms4larQan0ymFUpoIGYYBt9ttoqj9/b//90+Axv0Wtwo07EI7GWi9BylO1pawDlqfsYvQaDSkCkPgwYWIYQc8KMrVLT4O3mN3Y2trS6xg9cKnKxM+nw/xeFw2LlK4uAl0mkyeSqVw/fp1oRyww0E6Da1tfT6f8JlLpRKSyaS0IbkIEwSRL0tKCFvKjUZDBFnfPp/w+/1CbWJFwVoF010On88nx0RXjorFIra3t9FoNETHQeEgOx9ax8Fp44lEAh6PB/V6HWtra4cG5YVCIYyPj3fcyHd2drC0tGQ63729vZiamjrUHcjn81hcXBRu6vr6Onp7e0WsfbvV4Uajgbm5ORFn7u7uYmhoCP39/Uin08jn8zJdlf/ncDiQTCYxPDwsgyxPwMbxox3AoGYpkUi8JAEG9V7awcntdmN2dvZFd/QpFovY2NjAtWvXTACfHG5SaXp6esR0o1arie4rEAggHo/j3LlzePjhh+8KZY1T3ZPJ5CFtGs04QqGQGGCwU0BnQg5h5ZpKO06CC1bFj2PXWiwWsbq6eoii1Nvbi/HxcekacMDr4uIi0un0oUnU1k5KJBJBOBw2HUct5taWs9bgXkHTFjsdn9PpRDQaRSwWu6PrkR5upx/WBJX0nb29PZTLZRNdqlQqwe12i1aT2gAm67zXi8Vix6SbtDCCi2472yygamBxHBqUtQvQzevRqpgC9+3tbdHmHJVXt1otGQrcaDTk+ua4AWtwuCK7Y/w9Wttacze+BunepKLRTllPO2eX5ihAdQI07sO4k0DDLtj+5COXy2Fra+uQ84V6P+K5zioLW/dOp9PU8egWeFipVnQQ2tvbE21ANpsVgbV20QJgsvWjpoMbg/Ys10Fx4vz8vEwe54Rycm79fr8sqmxhAhDHE05qbzabIqzyeDwycTYajYqdLauK7PIAN6tj2kfdjgfq9/sRi8UQCoWwv7+PjY0N0+ZJHUepVBLfccMwhJLG46PBjtab5PN5rKysmBZsp9OJsbExsYm1i2q1isXFRdN7cTqdmJiYONQVqVarWFhYkErY2toaAEhXIRKJYHx8/JbtCBuNBm7cuCEc4Ww2KxXenZ0dk7NMrVZDPB5HIBDA+vq6eK273W6cPn36O+oe9FIJ2ktbk7iXOsAADtaGxcVFk3mC3+/HzMzMi0axo/CZa1MymTTROPf29hAOhyVh3tnZkY5APp+X650Uz/Pnz2NmZuauTCpvN9Xd5XLJpO5sNosbN25gZWUFqVRKfpegQlOj2B1lcYsFmW6jXq/L+qzD7XZjdHRUhOL7+/tYWlrC8vIy8vn8oYq72+0WsDM4OCguXfp1CCzauQ0CNzUcgUBAukx2tJaenh7pBNzueWJyTFYDXYXaBalRe3t7qFarUgVn0ko6nu46sLrO/Yz25u2ChbvjWM9yboYGFp06IwxNg2K3oJvX0iwQggoev3YdAx2kOLE7wUKutTOmX7PVaiEYDJpMA1qtFlqtluRR+Xxepp1bAQUZGV6vV56nnbuZXdAqmPqPv/E3/gaeffbZE6BxP8XdBhp2UalUZIR9Mpm09ToHblr4BYNB9PT0yEJDFO9yueRmYTVE36ydgAfBBxPvSqWCVColGxXt3XgjVioVcbXg7AxWWXjzUcOgE3kCjtXVVVNFnC4g/BtWcDgIiNV5cooptiIvmjbC8XhcHFXoCsN2KYXL2kOci3AwGDyU8OouB2dGaK0Fhwju7e1Jd4eWu9lsViwWteCRG6nX6xVApyMYDGJ8fLztQt1qtZBOp5FKpUwLaTQaxdjYmGkzabVaWFtbE0vftbU1lMtlqXYGAgHMzMzccoLaaDRw/fp1oZJUKhX09PSIqJ/0CWqFotEohoaGkE6n0d/fj6GhIQEb3Tqd3W/RCWDobtlLNarVKubn500i9lAohKmpqbuSpFtD0zFqtZq4+DBqtRrcbrdYTFerVaTTaUlqtre3kclkZB7P0NAQHnjgAQwNDd3x99puJorT6RT3u5WVFXzzm9/E2tqa0L00lYPuOcPDw9KF1HqE43RfSNtaX1837TOGYWBwcBCJRAKtVgurq6tYWFiw3dfYcUgkEhgbG0M4HDatw92IuQFIwSkUCsEwDGxubiKXyx1KNg3DEKpRt4mhjnq9btulOCoZJ3WatCZS1shS4GwL7k0sBPJvOfCtU1eA7AWCi27WBSsNymomYRe3QoMiECOIoMifowHaiaYZhmHA6/VKl4BMCBYBqGPhc7RaLaFK0QWUNO1wOGyiqZGRwG4NBxoCEBtbFkCZ21DTYXc+DMMQKje/6u+t99ijjz6Kb3zjGydA436K7wTQsEa9XkcqlcL6+jqy2axtdYQXPdt9AET0RfDhcrngcDhMAOEo4MEWKxc6v98v3H89FZ2cSS4crI7xBqSeguJvUqyYPBBwpFIpGTBE4Vu5XJahN2xt6omlpVIJy8vLWFlZQSaTEfcqalqq1apsntFoVBLfYrEIh8MhNzz5kvyc2rrOmnyzyxEIBLC1tYXNzU3ZXLSOw+v1Sjdjf39fhhCyNcuFidPGOSfA2t0YHR3tOANjf38fi4uLpr/z+XyYmpo6VI3M5XJCu0qn09jZ2UEwGEQikRCR+K3SU+r1Oq5fvy7Jj2EYGBoaQrlclvO7t7cnfv4OhwPT09MoFovw+XzSYTl16tQ9M/TqXgiCauvwtO8WgAEcJPlzc3OmanO7IZV3MprNJnK5HDY3N4WCViwWpYtBw456vS5TjklV2t/fRyAQEDvRfD4vLmtjY2M4c+bMHZ+P0c5RjPbhvb29uHz5Mr71rW+ZBpOyI01OeiKRwMjICAYGBmAYBoLBIGKx2C1ptgqFAlZWVg69p/7+foyNjSGfz2N+fh6rq6u23QSPx4N4PI6pqSmhoTG6EXMDN61t6QKYy+WQyWRsk2W32y30qG4KKxTLW7sURwl+ddDQhOeBySoTXBbXtDYgEAjIvAYCw073OQtm7OB0um9eDBqUpovxmBEEdAvMCMKYQ/T09EgRlcdT61jq9boMImTxlUXQUCgkGhTmQbu7u/J++D4cDod0KXie3G635Ef8yvyFv2sHJKjF6DZOgMZ9GPcC0NBRqVQkseWgl1KpZPJiZhehr6/PVAUkrYp+0HQ5YOJtXTiPAh7sNHAoHYWPpOfw5nW5XFLxoI0e6VVDQ0OyudEVin7v7EBoS0P+HSsabFOyvb+5uYlr165hfn5e6Ew8PhS205rO7XZLF4RVDj2fwzqxPRqNHpqgTpFnOBxGsVhEJpMxLdbUcbRaLelmlEolsSRkp4dVjUAggMHBQelo6ejv78fExETbjabRaIiIkmEYBkZHRxGPx02/Wy6XsbCwgFKpJHNEvF4vRkZG0NPTg4mJiSO98NtFvV7HtWvXhJ5hGAZmZmbg9XqRSqUwNzeHTCYjU5L39vYwMDAg7mmjo6MyQdzO7vJ+iv39fSSTSVuAwYr5Sx1gAAfV+cXFRdnob2fAZLfB+5DgH4AYQNDsIRgMCkWCdDSC5t7eXhkct729DeDAcjoajWJkZOSOg2Xqq+wE/6x2X758GTdu3JDkmgkyZw+Nj4/LesD1/3b0CLVaTYTkOthR2NrawtLSkm33gRTS6elpuef5nrsVc2uKrjYQyWaztlSb3t7eI7UmFAvrRzd6AB3smBNIkNrLYIJL90lNYfZ4PLIXc79td244QJb7fSfQdLdpUDxu2imLRVH973bnk5V/airZZSe1j1Qy4CCXyefz2Nrawu7uroAG7jm6W0cdJnUaGjCS9qQp2loUrl08OUneCiQ4+Ph2g8DvscceO6FO3W9xrwENHRw6k8vlpFrCm4hCN4IOuw2PwIMib1qsUfNhBR7kP1qBBzsVLpdLNmFaOlJ3wW4Hq2l+v18Sdo/HIwn28PCw2KJStEiqDTsd5XJZwAvbx2xhak7x0tISnn/+eayursr0cYIfVvYGBgbQ29sr2hMtLqeAmV0OCsNYDbTSwOhYxVa9rqSRVkFw0d/fL6Bxb29PWrjcULi4Wz2/HQ4HRkdHEYvF2l4X2WwWq6urpk0kGAxicnLykICS1sD7+/tYX19Hq9XC0NCQdDhGRkaOc0lK1Go1XL9+/RDYCAaDKJfLmJ+fx/PPP49arYZ8Po/t7W3pLkUiEUxPTyMUCmF2dvaWKA0v9bhfAAZgHjIJHKwzMzMzXdmmHjdom0p9l45isYhUKgWfz4dQKCRFDzobkRpEW+6NjQ0UCgUxOwgEAhgaGkI8Hr+jepJ21wLpoZVKBcvLy1hbW5O1gklltVpFIpGQQaZ8T7erR2i1Wtjc3EQymTTRn3SFWduD6/D7/ZicnMT09LR0dWmiQQvxTmJuPVCW6xn1hNahqPwbagj1PmgVZzNB7saKVT+3deity+USvaXWBnBg2+7urli1M3knxblarQqtx06rRo0mwUUnIEsalJ7yfVR0Q4PShUkeM+pBNZVMW+Vbg9PGCSo4k0XnHywCUhCey+XELY2OldyvnU6ngAQWrAKBgAxJ1rmM7lCwqEg2gx4SzDli3Qi4jxs8Tvr40bHrHe94B+bm5k6Axv0U9zLQYHDzJLrXwSoDnRfsOIEMDTyYzPPG121fRjvgoXUdbF9qsfve3p50OqytV9IUBgYGxA2Jri8EUqRVlctlWWD493pgUywWQywWQ61Ww/z8PK5evSqLFGeZcHHnQsdNgm1sDitix4UdHrZjKfbUrX6n02miS+nNz6rjCIfDaDQaYgAQCARMOg5WqMjZZfT29mJycrJtpatcLmNxcdG0ubjdbkxOTh6yatza2sLKyopMEq9WqwiHwyLAnJycvKWFtlar4dq1a1LJMwwDs7Oz8vr7+/t4+umnhQZCu81Go4H+/n6cOnUK4+PjmJ2dvStJ570Y+/v7SKVSh+5jAgzS274bgjNwtC7pTsx3sYtyuSzdC2ulm0kuu53NZhMbGxsCut1ut7jehMNhmbPDmQScGk2HpjulJykUCjJDQn+O/f19cR2kux4BBiu7LpcLU1NTOHv2rNw7t6tHYOzt7WF1dVVoTPV6XdavZrNpm1i6XC6Mjo5iZmZGbLi1mJvzSOyCDlikBvPY0q0qk8nYzoXweDyiNWHhzFppP04wifX7/QIqSLnlfCxanDPK5bKAi1qtJpb1Xq9XjGAqlYroAu20adrmvr+/33Yt1jQoAos7QYOi9a7uUhA8aMBhZVVY3z8BBQcCayCl9RF6qJ8WhHPuFwDpIugZF+xc+P1+NJtNNJtNNBoN2cM5jFh3L0h3GhgYwMDAAPr7+++KNtCqR6GmtV2n52Qy+H0YLwWgoYOV862tLdvFt9VqmW46LhR2oYEHhyURpPBm1lVzO+DB6gRt5Xw+H2q1miTg2WxWJubatYjZraBDExPRRqMhOohCoXAIPNFphNUJukal02nMzc3JRslqOl2vAIgehIJzLqJ0laBAnVNSa7UavF6vJBq6fc3qEAf72ek4CKwcDod0qEgLY8WPImoK2IGD6tPw8DDi8bgtDcDOIhSw572XSiUR4ZKeQc1Ef3+/UJ+OG9VqFdeuXZNF1OFwHAIOi4uLeO6555DNZrGxsSHVJ7/fj3g8jgcffBAXLly4q1723+mwSyqBm9VYGgZ8t0S9XsfCwoKpSt/b24uZmZk7Zv/aarWke2HtBgCQKmahUBDaJhObeDwuXY1cLifrE+1XmSjTcIIucrfaAdRBfUg+nwdwsA5zxhFpNqz+s6rLeUS9vb04deoUJicnZR1yu92iT7sdJ7JqtYq1tTXkcjlZf5PJJHK5nCTgOgzDQDwex/T0NCYmJqT7clwxt7VzzK65prwxOHCPw2W5dndDEWI4nc5DXQo9CJZBai+HvTFoT8tuNI+N0+mUva/ZbIp7lNXpkB11Agu75FfToJiU3w4NSmtQdEKsQbmmlJGOZ53/RTDBB0FGIBCAx+MR3ajeczXdutFooFqtynvh4GANLNiBYPdBU+74HjQFyvp3ZGD09/cfqWM5ThDs8djpDpl1Vkq7To/b7ca//bf/FgsLCydA436KlxrQ0FEoFIQ/3M61itV/p9NpAhV21R4r8OBkc1Y3dBsTOAw8nE6nVHb4fxwOtbu7K2JMp9PZ1rmCvEun04lIJAKv1ysLPgEHW7iMQCAgWgjykQFgfn4eCwsL2NnZEbcKJru7u7tif8sNkl7mFPINDAyIWDwcDkvHJxgMYmRkxDRIyul0or+/X9xGdOWHnR4AQhtj18bhcMh7dzqdAlZ4zvj5Jicn21aBd3d3sbS0ZHpNv98vzjkMajxYJeTr87NMT0/fUmehUqng+vXrJrBx6tQpU1V1d3cXV69exfr6Oubm5kQwyI12ZmYGjz32GIaHh4/9+vdytAMYAIQi9d0EMICDRHFubs60xkQiEUxMTNyRTZ/2yu14+qTnsTsKHHSS0uk0vF6vaDF4r5PmSJoQDSi8Xq842k1MTHS0ou4mOCuIAIIC4Xw+D8MwpKixvb0twIJGH5FIBJOTkzIbBzgAbgRMt3Nc2eEh+Mlms0in0ygUCuJqpDvSfX19mJqawvT0NAKBwC2Jua2ghYWZTCYj3Q8mrZVKBbVaTZLobu8Xds+tgKKTw1877QjpvZwJxedxOBySNGsAYU1wWcQi+LB2xDQNihSbo6IdDcpKb+L3Oke1ahmslDIWK3Wnwu12CwWbYm2tKeUxo5MTo9lsCogheKeImsCYmpd4PI5IJCKdLXb62dmwC3Yc6Sh5J2hQdtQn3enRgMLOmpcaU338fD4f+vr68KM/+qN4/vnnT4DG/RQvZaDBIDWA1Kp2SDoSiSASiUjngJUGggu7wUJW4FGv16V9TnoRqU0aeHAB3tvbk2mZ9L8mjYZVGruBeo1GQypDkUhE6EtMUF0ulwwh1NZ0TNpJrQoGg9ja2pIuBzcPUi04DI38Tb3BETB4PB6hQUUiEfj9fhnYQ3td+nMDkOoYRYIMdqMqlYoIz6hLaTQaJiu+dDoNv9+PgYEBuFwuGIaB4eFhDA4O2iYVtVrNNL0bONiIxsfHDyVInJ2Sy+VkHgCHknEq8HGjUqng2rVrAnacTuchsXetVsPCwgKy2SwuX76MtbU17OzsoL+/X4YsPvLIIzhz5sxLXiRurVrr+G4FGMAB7WZ+ft6UtNzuwEjgIAnM5/NCjbQLFhocDgeWl5clQaXWgm547GQyAWD1nHN98vk8wuEw4vE4PB4PZmZmbouKVC6XkUqlkE6nhWZTLBZlcF0gEBCXq3K5LMUdJqecGURXQeoR7gQNJJfL4cqVK8hkMvL+qP2LRCKStPn9foyMjGB6ehqRSEQScqvGzBpWMbc16Li4trYmr02KTqvVkonY7ShFDK7f1sdRAEwPArTOtuJ0aA6PYwEMgOgLNLjQnRmHw2GiQ+nPfqdoULRftgIK63PpPc1KKyMY473Aa4zgwOFwyM+4J/J46fNkd1wrlYrkC1pfQcMX6ksTiYQ4RdFRslNwPyZou915Qtqlk8dSH0MWIdtZ81r1KPyqnbRIW3M4HLh48SK++c1vngCN+ykMw7j04IMPXvzc5z4ni9OL4ed+t4IVsa2trbZVEW4i1umrGlgQXOh2bTvgwQFE7HiwtckWNQDhOwMw8S0dDocsWqwK6c2BSUE+n4fH4xEAQU9tUiLy+bwkubQPJOiggJwe73SsYjJUq9WkQqppFmyJkjdNUKQnpLPDwjkRg4ODUq1zOp1SBdLdBnKX9/f3ZSOi8L9Wq8nzl8tlbG1tIRgMSieEQst2ScbGxoaIvhkDAwMYHx83bdSFQkG6PfTF7+npwejoKIaGhjA2NnbsKmm5XMb169dNYOP06dOm6qWme6VSKVy+fBmrq6uyGA8ODmJ2dhZjY2MYGhp6yQGOTgCDFKnv1oGF2WwWKysrcu05HA5MTk7elv1rtVqVe7MdPzwajcpMiPX1dWQyGRF2c7Dk0NAQXC6XrFu9vb3iqFStVhGLxaSjOTw8LInc7OzsLQPCSqWCpaUlLC0tCUWTolDgABgBEPEwAAEevb298rnINSc96nYrtq1WC9lsFi+88AKWlpZkpgATQhajenp6EIlEMDU1hcHBQdGxdBJzM8HW6yND6yi2t7flXNl1pbgGWgEeh7JqHQUF2t1Go9EwCdP1HsdBtpz5wK4FE2fg5v5iHYzX09NjGpjH9fNO0KA4W8oKKuyeR5vGsBLPvZL7MudLkbbL+RMEBBRZs+umr9F20Ww24XA45BEKhaS7w8/Bbog+rkeJ2MkWILi41fvRSn3SIne7Y2d3jHWnh4CCJjIEFXzQPMdKtfqxH/uxk8ng91sYhnHp7NmzF5988kn5GYfGaWGYFiS/VKJYLAq1qt0UcibinHatg7xOPdlccw/bAQ8Kodjx0NUSis6ZtOv2NoVenNmhuxUacHBYIatlFJ95PJ5D3GDNBR4YGEA0GkVfXx92dnawsLAgswv4OrVaTdxEKPpjNYgtUzqNkAqgrXsdDgdisRgmJycFEAEQm2GCMR5fDg/ic/GccTZIIBAQ//P+/n5JAhKJBIaGhmyvyWKxiMXFRVNlyOPxCNWBUa/XsbS0hGw2K8P9nE6nVKCnp6ePzacvlUq4fv26XG8ul8t2QN/Ozo4kOTdu3MC1a9dQr9elKn327Fk5ti8FwEFHIztXnO92gAEA6+vrSKfT8m+3242ZmZlbOm+k0dDdzi44E4Lr1t7ennQx9vf3RczNLgZpj0x0OM2eCX06nRZNFC1Fp6enbymp39/fx9WrV7G8vCwVUCaZdLxyOp2mdUXbnAaDQUSjUbHfjcfjd0S/tL+/j2w2i6tXr2JxcVFsQwEIhZMW32NjY4jH47JGdRJzu1wu0bbxfFiFsKTrUrdmVwSjKDwcDgu4snYouGccN2q1mmnKuJVGxIS6UChIEk6aDHDTDYrzpmgdTCOR/v5+k7HH7dCgmGuw0t5J2G6d/8HKO5N9PfiPomwG3ZboCkbBOzssduebHQ6CBbIUSJOmXbzOl/g8BDhW7afda9ByltTa457zRqNhAhN2Dlns9GjgpouVdl0Krgfa+Yr6FM7uOgoI/v2///dPgMb9FnZAwy4cDodta/ZOCRvvZnDj3traws7OTlvXECbinVryrEBoyhUXQTvgQS4oW83AzQWOXQO6SrBSwYoV53KwkkYeqQYcAMQJixzPQCAgojy+Jm0TaT0bjUYRjUZRr9eRTqdlPoXVspafhS1pcoa5mRSLRdmEaJfHqojP5xO6QSwWE6DF46ivHeo46D7ELguTfwDiu97X14doNCqOUXYWiM1mE6urqybHHw7XoysMI51OY3V11WSxGYvFMDIycksOQaVSCdeuXZNKUTuwUalUsLCwgO3tbSwtLYl4mE4hFy5ckGr4vQo4NO/eGuFwGMPDw9/VAKPZbGJxcdH0+Xt6ejA7O3ts+1fdWbSjknAIG5Nwvv7a2ho2NzeFJrW3tyczfKi/IsWz0WgglUqhWCzKEMS1tTWhRQIH1/5xO3rVahWZTAY3btxAMpkUaure3p4Ihmn+UK1WhaZDG2/e17Tuvp3ZFzo45yeXy2FlZQULCwvI5/OHOp4TExNIJBKIxWJwOp1SgW8XLOBQF2B1J7J2CUgRtSt4+f1+DA8Pi6X4nWIWdBKmU7OXz+dF/A/g0Dn3+/1iHsJzZbWe1TSo/f39rob8kUZEwMLnOcp+l/sa9SKk2mntpN0AOQqpCaJITebezPuNWiE+CMxZ2ItGo6KD4PPYgXEWGvmaR+VJVgH3cc79UdQnfezsBNvtqE88hjzvGghqpyk936Ob+Af/4B/gypUrJ0DjfgpSpz75yU/KxXecsOOG0gb2Xgy6I3H4nl2wZW43Mbvdc2rgQb0HN592wIM3Oh1eGo0GAoGAqS2p308gEDBZxW5vbx9qfXMQHzcHVoZYNQQOgAwBB8EVp/8mk0kRi+sqEjs1/HycSq4X/lKpBIfDIRVJr9cr1Si/34/R0VHZ0Cn8tGpU6Cdeq9Ukyd7a2pJBjNVq1TTFNBqNYnp6GkNDQ7bXXC6Xw/Lysmnz6uvrw+TkpCkR3Nvbw+LiIlKpFDY3NwEcLP5jY2M4derUsacJF4tFXL9+XV7X7Xbj9OnTh5JuAiKCvcXFRbFG9ng8eOihh0yakXsFcBwFMIaGhu6KleK9FLVaDXNzcyZwHgwGMT09faz1T3cv7PZRFgasomd2Mehys7m5CcMwpIvByimTItLa6HZGdyPdbWIlv5uoVqvY2dlBJpPBysqKGFawAMGu58jIiOga6BBHcS1wc8gc3fNudfYFg8dje3sbhUIBmUwGCwsLJm0LB/lx7XC5XLJm2wXXT3LPSUPpRKehiQc7CAR7TOYGBwcxNjZ2y4ND271mO2F6s9nE/v6+zDZiWPc4dshZTdcD8wzDuCUaFOk1OkHvdKyp72OnhV1tbedqN/+BNF0CD4IQu4IfgQQpvgQUrObTCCUWi0nxrp3gnzmATtw7FRoojCYlqpvOIbs3VlBhB8zaCbbbUZ8YzB80/YnFVV1w7DaslskOhwNPPPEEnnnmmROgcT8FOxp/+Id/KNUUom9dpemmSqGes23b914KagCoDbAGuwCRSOTYziZ2eg/eqHbAg7/PLkS9XpfBRuRLMyFn0uFwOLC9vY21tTWk0+lDCw4pEDzubB1zs9MWuawm0q1mc3MTqVRKaAO6M0JfdW6i9POuVqsyyIqdCJ0gsVrl9/sxNDR0yMmGVoHAzSpgoVAQahb9xkl56OvrE9rZyMgILly4YJuAV6tVLC4umqp6TqcTk5OTwhMHboq1U6mU6Dzcbrd0No4r6C0UCrhx44YJbJw5c8b2Ptja2sLy8jJWVlbELpdJzfT09CE3qu8U4CiVSkilUqbp7Iz7BWAABwnd3Nycad2ws1VuF7VaTTQUdrQQl8sl3Qvr9aK7GIVCAel0WmblMGnm7zkcDtEk5PN5qZpzzYvH45IATk1NHQmoSa2k7Skd3JgMUiAcCoXk/k6n0zLczufzyfGhAcLw8DBisdhtCc5ZoNje3pY1lvNzmOjr4atjY2Myld2au7CIQltyPfzsqKC4mok872E9bflOWPEy6PJHcGG9llqtFvb29pBOp4XyqidDM3w+nwAKFqGCwaAIlLulQbVaLRm0yGo+f65/h9pG6iPYPWeXgWYrepq1vq8IRkhxYqeCro0AhMrMa1IDCQYTb07qpmFMX18fqtWqXOfW40q9SKFQEFcoDvW1C/4/gcVR15KV+mTnnKXDbmZFJ+oTg3QvumZabYCPM9xRvwbXlEajIfcSAcoJdeo+jHbUKat1nNfrNflMd+LgtYt7lX7FxZjUKrvPxCF17CzcymtY9R47OzuHqFbkirLlT5E3wQEXKp4bbb+4urqKjY0Nk0YEuNl1oiUfF2kAkqiTG0x6FSlkm5ubYt3HNrt+XgpM6V7FihMX6e3tbRSLRXi9XkSjUdGhEIiwHU2KDfmptPfTOg5WRegwls1mZQgZO0Hnzp3DuXPnDi2orVYLqVQKqVTK9PNYLIbR0VHThphMJrG0tIS1tTWpjsXjcRmwd5xq6/7+Pm7cuCHXlMfjwenTp23BRqlUwsLCAlZWVvDcc8+hUqmI6wwniVvjxQIc5XJZZgpYIxQKiQ3q/RA7OztYXFw08dfHx8clce0Ue3t7cj/Z7ZmaFmgHWPb29rC0tCRDPnd3d+FwOKSLoQeQAgdJczKZhM/nQywWg8PhwObmplhiAgfX5OzsbNvzx0ru9va2DNOjromiYWrNSEMKBALY2NjA1taWiR4DHFTMh4eHMTk5eVsJN0EPOxd6QB47GgBk5hEtw+ngp5Mg6kWq1arQVkkX6hTc00i3KhaLcDqdh/7uTlnxAjepwPys1q5Kq9USAMjiit2cDO4nBD5MlDUVqlOBkR0gVvF5PLxer3QWrGCiVqtJ8s89ii6O7OJaj531edgx4P5HYxSCF3Y+dPBvtNXqwMCAdP5JV9rf3xdwoT87O1j6HHe6Rvj/7Ax1oo9qLQoLkp26BlbBdrVaNQEmK/VJvyd9L1AIz9fuNocnXYwPgjye26PiBGjch9GtRgO4KQDSw3D0TWK1jus2mAhrJw1d+Xoxg5Ott7a22nJ0fT6fUKuOy8PWYdV7EOhYgQe7BOwUADfdR9jxGBwcxODgIDweD7LZLDY3N2UT4OLLqgoAcbjihsDn6+vrw+DgoFQYSWXY39+XBEkLB4GbLiSGYYibCueFeDweU0LAwYB0/KI9ICeUU2PSbDbR09MjCZTD4RAdBxfx/f19rK6uSjLDY9Hf34+XvexltnML9vf3sbi4aFrIfT4fpqenTYkWRdoUtAIHSeDs7CxOnz59rORob28Pc3NzJrBx5swZ22un0WhgZWUFi4uLuHTpkggbo9EoLl68iGg0KgmUjv7+fgwPD99xwEFrUrvXDIVCGBoastXIfLfGxsYG1tbW5N9OpxPT09MdxcqcLL25uWm7NrLzF41G2yYk7GJkMhnkcjlsbm6i2WxKF4MVdy1izefzyOVyiMfj8Pv9srZxdg7QfoggwQW7lnwPBOGsjtOwIRwOI5FIoKenB9lsFtvb24fuPZ/Ph8nJSczMzNxywk0wwe6mruizGr69vS26NyaynAlCETppnzz+TFo78eO9Xu8ht6dKpSLrojVoxUvdye2EHuC6u7t7qNLcaDSkKET7czudh9vtFu0UncpIf21Hg+Iews67Dl43VkBh18EAcMjBSL8/DrPjnsCilS6q0eWqnciZbAr9YOKtrXE554P7ay6XO2Tvy8IgX8Pv95vegw7qFAksrEMKeRy6pT5Z/0brV7hX6/kedkETH4JA0qmOys/IfKhWq2g0GqbuFLs3t5qbeTwevPWtb8ULL7xwAjTup+AcjS9+8YvH9rWmQIo3rr55rZ2Po/isNu/rWMOG7kZwGA9dkOxCU6vuhC5FO04xOaHvPNupBCRWSpvb7RaXFrrHpFIp0/Ar4GAhId+Wgjq+NnCwQdLmcWhoCPF4XBIht9stvvuVSkW6DVy8CEYbjQZWV1eRyWRQLpel+0FeN7UlnK6q55JQQzIwMCCLHudccJHn7A0CDnLlta876VSDg4OHNjSK3xmGYWB0dNTET69Wq5ibmxMbXB7jqakpPPjgg8dKHnZ3dzE3NyfnwOv14syZM203ic3NTVy7dg1f+9rXBPD29/fj5S9/OR555BGho1jjTnU4OgGMYDCI4eHh+wpgtFotrKysmMwFvF5vR7MAgvNcLmdbLWQ3LxwOd1w72MWgU1SlUjF1MXp6esRVCji4vjc2NoR+5XA4hPOu6UnsPvC1rUk8o1qtYmVlRVytfD4fent7JemmUxPXSmvi5PP5cObMmY5dk07RaDQE9ND9iYJyVvTZnWA1mElzIBDAwMDAoWuVMxnsJlczSbc+eJyok2Mxxxq04mUif6uhOzR2rlechUQNGxNPaxLodrsRj8eliANAEl1raC0DqUykJrGCTcpvu9BuSwQMupvCDoaeR8WElq5Welo590Q+uNfoKr6mpjEZZm5Ciq222yVo0xrHWq1m0hgBkPdjN2GbwMNq88vXOA71icEOg6aPdaI+6XNMQMD3qcG0NUh11t0idqb0BPTjdhvtgJ4+Nw6HA48++ii+8Y1vnACN+ykMw7j00EMPXfzKV75islHTnElyM486x0T1uuuhF1qr60G3N58OzqawPu7ENMxOQWoVJ1fbvS86t9wO19gueC7YqaCYT0/WJQdSAyKXyyV8U5fLBafTaZpaSitJp9MpWoxKpSJuWNSE0O2GoGN8fBzhcFgGiFFwpvUctGr0eDwitGbFiBUR2gmWy2WZlkq/dm5qFMJzyCLb/RyARf/zvr4+bG9vm4al+f1+RCIRnDp1CtPT04jH46brJJvNYnV11XQ+g8EgJicn5brl7JFr167JfAK6Vz3yyCPHEnLm83nMz8/L9e7z+Tp2RwqFAq5evYqvfOUrAoq8Xi8uXryI17zmNTLs604CjhOAcTgajQbm5+dNyXe7TsBRSSjpO0e52/G51tfXkUqlkMlkxOqWXQzaSjIZBG66LOnuiB4axhgeHsbQ0JDJEUnTIkknXVlZQTKZFOcZv98vItpEIoFQKCSf15rUBAIBnDt3DrOzs8dOuDkbSCeDfE/sqpJGoydqU8xKOqguAFk1b4Zh2O4l7e7HcrmMTCaDra0t2z2AHVk7q/RuQ+sCrB11Co7Z3a7X60KptQMXnBUVCAQkmdTBoYm6wMi1m+txJ1t7ittZXCRgoDZIH0fuKdqgwKrj5PVpdTRiR8o6DE4n9gS/muptPXa8ngjadFGPw2k12LECUArESV/W3ZzjUJ8YBHX8XR6XdtQnHXpeB5/LCv5YfNCAgvu/BhN8vW7vUU1Dsz666XacAI37MDR1yul0mkCCbiNzCjUXJHJ1jwq2LPV0SB30craCj+PSr+huYHW/utP0q2aziZ2dHWSzWVPiocPr9Qq16m4I4NlOJfDY2NjA6uoq8vm8LHL6AdysMnGx5ELNQXV0niJNizNDuCixuuH3+2XWw8jICCYnJ+H1eqVyy+uEQ45arZZoLprNJtLptFCrAAinnFaYrVZLFnh2bFihYmuaIISVJlbZWMHc3d3FxsaGXJ9er1fcowiWuAmWy2UsLi6anIPcbjcmJydNdJhcLofnn3/eBEyCwSAeeeQRjI2NdX3uOL9Eg40zZ860XeTr9ToWFhbwuc99DplMBsDBJvPggw/i+7//+9HT03MkOOgGcFQqFaRSKWxtbd3yc3w3RqVSwdzcnAk0RCKRQ7S8QqFgugesEQgEEIvFjuxeMAjOM5kMMpmMJG+JREJsYnV1t9U6GNBnGAYGBgZMdqV6do3D4RDrWk0/0p83l8thbW0NxWIRHo9H3GeAg3V2ZGQEwWAQ2WwWGxsbhxLYcDiM8+fPY3Jy8ljrL7UHTLR5/9KtKpvNCuWTFdlMJoNarSYDUF0uF/x+vzgGsurMWUl6PlQ3MymoEctkMrbrPYFjLBa7ZRtn2pdTs6dfm3oJOnrpwXM62BGgzo4aFA5c1UVDmo5QbG2djG0XFFnrbgVnQjC5ZJeCeglNaWL3wepMaZ3lwM+hgYXd2Jnt0AABAABJREFUe6KOhlQmu9/R9D/mK5qqzHuatF12UvRntgq4j0t90ueSRTx2Kkg97NQ14HPThIXf8zmtQEIDCs0Q0IDCCtLsgq5edo/b1dSeAI37MAzDuHT69OmLv/u7v3uoK8DqEG9m+kczKI7iAtYNOOgEZnQQ7VsnWR7HBcFKv2Kl6064fQAHlQxOIW9n1dfb2yuVpbvZdWk2m9ja2sLa2poIijntlrQJ8mzZJmVFiW4cHKYVjUZl0yd4ob0sF3/NaeaAq+HhYeGBU5BHr3ZOHOe0293dXeGcNxoNU1t7f38fe3t78Hg8MsGYdpnATV9vitpYpfR6vfJeubBXq1UTyDp16pRYeHKOQKvVkveiI5FIYHh4WP6+XC7jypUruHHjhgA4r9eLBx54AGfOnOn6/OZyOSwuLsrn6enpwenTpzsu4KlUCp/61KdM+oCpqSn8yI/8iDgF3QrgIMCgK5COu6X7eKnE/v4+5ufnTZRPDnMEDq5V2sra0VAcDod0L7rtArGLsbKygnQ6LetKX18fEokEBgYG4HQ6TbQ/aqCCwaAUNlhR5prM9ZTD+/S55mweJmS0kNbXI7Vbvb29ogXQVVvqiM6dO4eRkZGuaaStVksSaeoLWHgiFatUKpkE1kzMWZRgAuxyucQyllQhJo/HXXvr9boUcuyq0z6fD/F4XM7HcWN/f9/WKUrTd/L5vLw2LVj173Fto07G5/PJXkkWgu5g6yq2dh7Uoakvfr9frGQJHgBI50IL6fU9Yrfvaic07uPscjCpbdc9sRrTsLhkF5wdwmtZG7Bo9oS1u8XXocaPxS7rALpu81x9rLTepNO1QjG7nlrOY9auM6HfD7shGji2O6baatnucTfHE5wAjfswDMO4NDMzc/EDH/iAVDjYAuPNr6snPT09phal/r96vW7qeOjJ1p2Cvs12z2kNO+cr68TLo+IoDu6tBDUV29vbtmDI4XCIfR71EXc7UqmUaAzo/sR2Ku1pK5WKnGvycF0ul0y59Xg8sgDyeGshKKlN5MEGg0EkEgn4/X7ZgNg50fQsulsZhoF0Oo21tTXT4ChWLEnF4qKpfdANw5BhSJwizIFH2imHXRFutMFgEDMzMwI2EokEfD4f8vk8lpaWTJum3+/H9PS0JHAc0Pbss8+axPDT09O4ePFi1x2s7e1tLC4uml7n9OnTHTei3d1dfOpTn8L169fleo/H4/jhH/5hjI6Oyu91AzhcLhfS6TS2trZsAcbQ0NAdpwC+lIJ2wzw2DocDk5OTCIfDKBaL2NzcxPb2tm33ggPnjpuE0jRgfX1dNEFOpxODg4OIx+MIh8Nyz+q/ofMag1VZFoAoHh4ZGTElq4VCwZTMWtdR2mNz2Cbnfeiiis/nQzQaxenTp5FIJLpaQ9l9SaVSYrvKtUJPEQduVnK1Ix+7sCwaBQIBnD59GufPnxe73luNYrGITCZjC7yBAwMEApjjhKZ9aUcjbQiiKcqsRgM39zxW5VutlmnPaue2xM4AE09r0unxeKRiHwwGBVxS1L23t2dy5NIWpTrYOdI29tb9jdQeUvg6nSPt6GRHYbIGgSc7YXqmlT4edFpjd4KFVBasnE7nLTEqtC6C4EkDBWtocb3uzvFveC47uThZ52HYdX7sKE7sYN2OoPt24wRo3IdhGMal6enpix/5yEdgGIZYz1lpNwQcvFj1RatbmLp93Gq1pLrCRzeCcC3kIi+4001hdWbQtm/HCStntN2i2SnILd7a2rIV8AEQy1JqD+528D0lk0msrKxge3vbtCCTB62BBnCzdUztBG1ryfkmN5UJfCgUErcqv9+PcDgsQtVqtSoLYqVSkW4J2/19fX3Y29uTmSB6BgB97QlEmMxT/G1t3dMtiy31dDotg8LYzfH7/UgkEpiYmBAv/0QiAbfbjaWlJdNwL4fDgfHxcdPMj83NTXz96183UY1isRgee+yxjg5EOra2trC0tCT/DgQCOHXqVMfktFqt4jOf+Qy+9a1vyb0UCoXw+te/HufOnTNdq3aAg9OnG40GIpGIiSpwAjAOYn19Hel0Wv5NAwA6DGl6C4MOQ6QgHifYxbhx44Z0+ICDLsLQ0BCGh4dRq9VM57HRaKBQKJg6tJxfkU6nsbm5KQWBvr4+DA8Piyicmi6uPTs7O6a1nhTX/v5+sa/WXRsaLkSjUUxOTmJwcLDtNasLFLlcTt6bXpv5WZjYMuHSHUze80yaSaMcGxtraxfdbbRaLeRyOWQyGdshrhTVx2KxY5mRcN2l+QXPKwefsnNLkEWXH205yqo19Wrs3pCCo4P7sR7ExiKSnujNieY87hz+SioegYXd3mW1qGeCq21+mWxrg4JOwc41H90YBtBpjKCQwMLaWeF1zKF4LExxnobu+HQTdHHSnQprZ0EHwTE7KnquB0FipxEBzL2s9Cc9Bf1uUZyOEzRk0F/bff+3//bfxuXLl0+Axv0UhmFcmpqauvj+97/fdLNQaMRFgw+KihnkixJ8kB8bDocl4dTJDytWuoJzVLB1yq6H5gx3Cg7VsT6OQ7+iPqFbwaAOJgds/9tFIBAQatWLsTDU63URE3I6+s7ODra2tpDJZJDNZlGtVmVRpkCNSTuvB1a9KKpjRYbUuGg0KraawWAQwWBQAAbPp9/vl05HoVBAX1+fHAfaiG5tbQnY04s2W8x0sqKgXA9r4uwTCsfX19cFGLAdzYosZ3nMzMxgfHwchUJBhvYxBgYGMD4+Ltd/sVjEN77xDVPlu6enB4899tihAXvtIpvNYnl5Wf7d29uLU6dOdaz4tVotfOlLX8KXv/xlqbwFAgG84hWvwMtf/vJD11G5XMby8jJu3LhxaPp0b28vJicnMTs7e98DDHartFWpYRwM7WynSaO+KRKJ3BKFZnd3F1evXsXq6qqsEexijI+Po6+v75AOggkpEzKCfrfbjcXFRdPvEvxQc0WqIYdy8vohlYSOcz09PahWq0JnAiBFAdqjJhKJQ5QYK9W1VCqJXstaJS6Xy2JoQc6/7qLTNrder6NUKon9dm9vL8LhMMbGxo7dWdBRq9WwubmJbDZrmxBzgnq3uhrALDre29uT987CCs0vmHjptZSFG3YzaA/OroR+DzxWLPKxIMSusrZZ9Xq9svay687zQUfCdsE9nXsgX4P7ILtNBE/dFPe0cLub4XXATYod6cHcM6yvpw1puEczZ+F+0U2Q/sW9x9pRswavf11U5fllceyo17bqKay6iheD4tQNULD72XHiZI7GfRiGYVw6derUxV//9V83XUC6s8GFiI5A/Bn5lawQ6JYoNyzy/jlx07ohs6qiwUc3QwC5WBF8HKczYKVfsZJzN+lXtKWlW4g1WI2kaPHFaGvSc572vdz419bWsLa2JokPKzea18mOF10z9HRwAhW6Xg0PD0vCTycqWjZqvQVF4a1WS4BquVyW91OpVOQYU8vB9jgroOVyWUAGq1acgB6NRtFsNrGxsSGUEz64KbtcLsRiMUxPT2NkZOTQxuL1ejE1NSVV60ajgcuXL+OFF14wcaEffvhhnD9/vqvzuLm5iZWVFfl3N2ADAJ577jl89rOfle6L3+/H2bNn8ZrXvEbeX7VaRTqdRjabFQMB/fv0+L+fBd/AQdJJi2ROd67X67baKgquo9HoLYMzWixfuXLFpLfg1Orx8XERRjPIjWfFn7QoAux0Om2aJ0DrW5ok0KGKomqHw4FgMCjzIOgUxwSc9CV2J/v7+4USxgTajmpSq9VkOra1wEI9CAsOpD5x+rbD4ZAkmV1qTvMmx52TxG91jdzf30cmk7EdmmgYBsLhsMkKtlMwAc5kMmIGQJfAfD4vtDACKeAmxVi7KrGwx3PJ5J77KynLPDY8JoFAwKQ/9Hg8qFQqsq6ze221QrcLvg6BBF9Hdy9I9eqWoUB6ku5YdJvst1ot7OzsIJlMYn193fZ6Ag6uKV4/LHySztVNp0sPsmMXXdvT6tfRgJCOXQQ8pCp10kYweJ4J5ILBoIBFK9XpuNc53//dBgxHhdX1ivnku9/9biwuLp4AjfspDMO4NDExcfFnf/ZnTQCDyRv5hzop01Z1tVpNvnLwmxYZcbHkTcy2O+ck0A6WLVg6bWiRebczPbTOw+/3HwvtM0m1Dh/spvWrg/QrK2dVvw6pVdbqsv4sTGRuxXf+VoJuU5xPUa/XkUwmkU6nZUNkYsDknceMx213d1f429oRgwAlFAphdHQUQ0NDSCQS6O/vF0oFjzOvGe0ixQFjtKPNZDKygTkcDtFyMNnRk2cZpB8MDAwgHo/DMAzh9fL6crlcYvdLYSATcdIPSA8YHh7G4OCgbAKrq6t4+umnTRvTxMQEXvGKV3TV/cpkMlhdXZV/czjgUdfwwsICPvvZz8rE856eHoyPj+MVr3gFgIOOifUa4zm0u6/uR8BRLBYxNzcnouR8Po9gMGg6vwBkuvbAwMBtdR93d3fxzDPPYG1tTYo4TqcTiURCZqskk8lDGz/tOHd3d7G/vw/DMJBIJAQYAJD7htazrBbTFYuJO4sZNF0YGBiQoW+kKOqONBNdrv/WqNfrYvyg7wFW3qmZqlarskbqa9vrPRjiyenm+/v7hwTpkUjkkM6k22g2mzIt2y5ZdbvdMiHb+vzaTINdAE545xBSa/ec59XhcKBcLgtNijo5FuaYTHLvomOU3+8XsTLPF/cUfnU4HDLricCC7lTdWNGzYs5ZIwSdumhGSlungX46tHD7qAGIdtFoNMSZMJVKmaybSaOlFoWdilAoJK91lNOkx+MxOZRxn6JgnOeZexc7NaQ+kWplpSx16mby/JK6xmnk2hLWLroFDHbfvxhBIEGLebIb+L5JxdaUbIfDgZ/4iZ/AtWvXToDG/RSGYVyanJy8+P73v9/0c160vJD09/rGt3ZAWIXizcqFiaCF1Qb9lTQazkfggkeRuNvtlhkcXPRZ1eNDOzXwe91W7u3tvaUNylq546ObrgvDymvlA4BsEHa8bwAitr7d4U/dhlVjUqvVZAMjqKB/PQeOWacIa84vn5MULHYbWB0dGRnB6dOn4ff7xR+fQUDDKeEDAwPiQrW+vo719XXs7u6aEhfO8yBY5vvlQsjuS29vLwYGBgQ87O7uSiJktTnkxqQpX4FAAPF4HA888IAkc7u7u/jSl75k0m2EQiE88cQTXVE8rFOn+/v7MTMzc+RGvba2hi996Uu4ceOGVI16enrEYpTR29uL4eFheS93whb3pR7b29t49tlnhd5oGAYGBwcRDocB3KxwR6PR26LpAAdJ1NzcHJ5//nlTstvX1yduaOl02qQP4jVsnXPR09ODRCIhBQveYx6PB9PT03JNUl9Rq9WEm0+6JO9fzmMhWGGllZ2+aDRqWxnW3Qla4eoCU7PZlKnZFDDra9kwDOk0Dg0Nwefz2c6P8Pv9GB8fv6Vrkboa6pKsQVfAnp4e2Vs0qNAC61KpJPOL+H8sTNG6lOsNO+WFQkGoM3rtZ/eAlWyKnoPBICKRiKlTwXPBogypr7lczuTG1yncbrfMFhkYGJAhhroQxk6LtsE96rn10F47qnQ3USgUsLa2hmQyiY2NDUmWNcDjeWB3jVqodgVFAimu3aRAUZNIQGYFFfor/4/dBw0M7YLieoIJ6mE0nVfnSt10GV7sICDQ08R1YZn7KjurFNEf55yfUKfuw6AY/Bd+4RcOdSwoeLIGQYcdEOHva1tV3SVo1yHQk0dJudILIYdEsZVMqox+XV74BBt88Oc9PT1SbQkGg1LV0ODE7qvdz7gQUTjH7zsBH2tw8SfXVTuL2Jwn0xTyF4NaRdtMgg4CDp5jbq6BQEA6FEz0c7kcNjY2sLy8LKCDCT8XM55Lgs1EIoGpqSmxabR+xkqlIgL1eDwuTlFra2vY2NiQBJubDzdLnitWE/lcpI+wojs6Ogq32y3TjWl9yyDooXidHZ7Z2VmMjo4KvePpp582OUp5PB688pWvNDlDtQtW8xh0yDrqfK+srOAv//Iv8bWvfQ31et30mR577DGMjo62Fanfj4CDVsVXr141VZ9HRkak2ngnpjszcrkcvv71r8vQR+DgehofH8f58+dRr9extrYmIl9eu6yy6ohGowiFQkgmk1I9JwgeGRmB0+kUmhwpVE6nUxJU0k7L5TI2Njawvb0tVBkCbIq9rZRU0meZjOk5DIZxMIQznU6L4Nyuot3T04N4PI6JiQkMDAwI7UsfG+AgiR0ZGUEkEjn2eschfgRh3Ke4V3EfIP/eLmhmosEFu7ukRNH1EIBUc1lt15QjLd4NhULiJMZzSWDBLgX3Aq657BR1k3zasQb6+/sP6Tyq1ap0WmgFe1RQuG1n/tJtULu4vr6OZDKJra2tQ0k+12k6INJKWFvlMkh94trv8XhMxS/SdPXQQupK9LwpFtCsTl36mDEJ1wVSrRtlMn4vAQZS263fAzABByu4O04xtd17sJoHeTwevPa1r8W3vvWtE6BxP4VhGJcefvjhi5/73Odkk9NfefFpFwmNvq3/1pazfFQqFZNwmMNy+PWom5GuI1qUxhuGCSuAQ9NJu/jsshFwodfCMYIW/ls/rD9jEkrdgp3HuB0I4b8ByFdW3jm3gg/+PqlVpJ0dByTdapTLZWxtbWFjYwPpdNoEOBismIdCIRlk1Gg0kM/nsbKygrm5OSSTSeTzeaEb8BxqdzGfz4eBgQFJ3Nn5YoualUO3241gMIhwOAy32y2DxnZ2dgQABQIBSRiYtHFTZducVL1GoyGTwWOxmGiQOI+AnTpWozk8zeFwCK/b7Xajr68P6XQa169fN3XRHnroITz00ENHHutUKoVkMin/DoVCmJ6etj1/tVpNNBiZTAYrKyu4cuWKUGRYKX/iiSeOBAvf7YCDnO9MJoMbN26YRN9utxvj4+MYHBxENBrt2jnsqGg0Gnj++edx5coVExWqr68PDz/8MOLxOFZXV7G3tyeDLvf29uDz+SQx1u9xcnISTqcTi4uLJgASDocxODgoVA/gICkkXYgUqWAwKLTBQqEgdB0mbxwsyKSX6yM7u+Vy+RBw4MwLCp3thK8UuE9OTmJoaMjU0V1bWztUgIrFYhgeHu4K5PE+LhaLSKfTSKVSMjlcW4S63W4TPcsuOHCUnRp+z72KRaVarSZdec7s0YPmSE9k0j8+Po7x8XGMjo7KvBPdLS8Wi5IYa5rOUcECVDgcls4310NrWMXK3Tx/Jzv7boN6us3NTSwuLmJ9fV1sle0SWhosEFzoz0LqE/dpp9OJer0ugIK6GJ1P6NkT1llSLHbpIqbe3zXFjPlHp67GnQ47oNAJPPCr8W0HUbtOzd0AEnaOpO3usRN72/swDMO4dOHChYtf/vKXj61r6DYIWJjsaZ9rUm24sLMSRnDCRJ3Pwecjf5eLAIWC2llCgw5dSe/0GXWFrhN/0i7aARFNMbP6Y1sBjAYePGZ7e3tSPdSUM7rDsEXbzabcCZR06uDo91UqlZDNZrG0tCTJGpNgh8MBv9+PmZkZ8dXXk2grlQrW19exsLCAZDKJVColwIDdBfKR2fFh1Yy2tOTiavGepjUZhmEaAEa9BS0d6RHPpI6LLtvq5XLZVHVlB4O6lFKphHw+j3Q6DZfLheHhYYTDYQQCAQwPD8v73drawrPPPmtK2CYnJ/H4448fuVFZLVbD4TCmpqbkONdqNWxsbGBzc9O0YbBqTQqOx+NBIpFAIBDA448/jqGhoSOvke82wFGpVJDNZpHNZlGpVGTqNaO/vx8ve9nLxN74TkUmk8Ff//VfI5/Py8+cTidmZmZw4cIF7Ozs4Pr163Idcl3zer0mbrrb7RZTBeqUNH11YGBA/obrC52FaPccCoXgcDiwu7uLUql0iD8fDAYxMTEhujC6TpFmohM3mjbk83nk83nR5lnXH8MwxAJ3YmLCVP0ulUoyVFRHb28vxsbGDg04pOZK6yS07TVFz3Z5CF2q2gn3WSDi8xD0sSDCdbvZbEqxg8UgzdVnpZt0sImJCczOzooWTT+os9E/OyqH0k5cLDS1m9WireX5eY4j3Ob1cSvdvFarJR2l1dVVcfvT17T1ddm10DNKCCT0Xkp7ZnaWCMq4x+viJsEacwAttmf3QwMMLYbvZlr6caIbcNAOMLSLdkCC398JIGEHII4CEp2i1Wrh0UcfxTe/+c0ToHE/hWEYl86ePXvxySeflIVG28i+GMidCShpSBy0xpYxW6naBlC7XwEQCo52L9ELFXCQuHPDYDVH3+DcdHmDUlegecc8HuyeaD9t/lx/r3/H+pn15+GDHtvWpJ8bBzck3d3g+2JVnQO2jsudPG40m03kcjksLS0doj0ABwLPSCSCRCIhlVR+BoJMDrHKZDJCuWAnhAJsUj38fr/QQsh7ZqeLlsMamLBqyI2WswNYnSMA5HRncuD39vawtbUlG7Pf78fo6CjOnj2LcDgsnQ4KF3d2dsT6k4JVcvzL5TIuXbokySY9+V//+tdjdHS04/1FShiDVCg7gMH3OTw8jGq1ipWVFczPz0tXhUn0I488cmjeRrt4KQMOmi5sbm6K5qFarWJ1dVXu/b6+PkxOTuLChQt3tMBSq9Vw6dIlzM/PH7JH/p7v+R40m008//zzyGQyJg0bLaBLpZK45vDvfD4fMpkM1tbWZK1oNBoy24H6OAIJgnLaRXNoX19fn9g90xFwZmYGoVAIwAFfnmuv7jKwKk2ajdZd6aCmZXx8HNPT07aAIZlMih6E4XQ6ZfaNFUjYJU2kl2ktmA46ag0MDJgqriweVatVAeUbGxtCUdJUS34+Up/4mZmQsrBBNz06cvH3rd19di5YUW8XetAeNRUcitrORanZbJq6Fd0Kt3W34rjCbQaPJZ23ksmkHEu7z8m1m8dNW7vr/ZT7tC5OslOu904m3BpI8f5hPkOdhu40WQFFN3axdwMwtAsrkLCCijsNJKxgolsgofW81u+tP2s0GicajfsxDMO4NDs7e/G3fuu3bB0bODyP4ONWxF63E9qliVUrtsWtAERbqXGD0M5X6jMLGNF/z4qVrnAQqOjFj8I+3pB05ToqNPCwAyrswGjur6Zf8TVYyaE1ogYyBCEUpWnLPPJN29G/7Ohi+t+dolwuY3FxEclk8hCnXG8qFMm5XC6heXCQF3nQ3LDIg+bmzhY3Nw7gYJNjR4PVKT01lQCSIFPznEmZI1Dj3AAKg1l51Bz+cDiM2dlZJBIJWZzZCQFuOoZNTEyYLDivXLmCtbU12eTcbjcefPBBTE1NiRiUVDEddNmq1+syxTuRSJh+hwBDT4fmfI7NzU0888wz8nculwtTU1P43u/93q6LCC8lwFGtVqV7oZOcYrEoxz8cDksFv5sOz3FieXkZX//6101ib6fTiampKUSjUSwuLh4C5ZwPsbe3J9c16ToEtslkUrqHXJNpxMDuHD8vAQY7eG63W4wUmND19PQIzbFUKknSrek0BOl6kJ4dLdXpdKKvrw8jIyPSAbTuEc1mE6lUCsvLyyazkFqtJuCnm8SmXq8fmq7N90AxbiKRQCKRkI4nK93UjRHo5PN5cavTz8XiDe9FFps4nyIUCkn3n456eu/U9ukEGe0q+bp7TmF6MBjsKHTmcdDAr5uOiBZu0/DiOHs5XQY5iZvD8kjDo1Mk12TqFfhvXicc5Kr3V+BmZ0nrHrnv6euFe7VO6jXwsxZIte5C06A0/bobWtKdLtzx2LTrStyutoOOb+26Eu3uN60vOQo8UJd0nDgBGvdhGIZxaWZm5uK///f/XgaYaSG2NfExjJsDcQhA7iTdoJuo1WrY398XdyO9WVi/EnxwodO2gtZgpUSLo7Q4nQuYrgBo33N9zPRzaPqW9Xu7f7cT4Fu1H5pz207IR/F0IBAQEMX3TwoW6UdHASFuerrbov/NY0iNAXUPXJx9Pp8kQNo7nECuUChgY2NDONYEIayO8dgQ2PHYW6lnfE1NL+OiyvY7qytMxLTLC+cNpFIpAUCc6srPq61Og8GgCNP5O7Qrfeihh+Dz+VAsFjE/P2+qchuGgdHRUUxMTIgpATnRFFsahoHLly9jeXlZjiPFpJxuzsTOSnvL5XJYXV1FsVjEs88+i2KxiOHhYbHyfOUrX2kCJ0fFvQo4SNVg8mgNOhnRVtLpdGJyclK6TnciCoUCvva1r4lrGJOyQCCAyclJuS90Im8YhswV2t7eFvFvpVIR7VGz2UQmk0G1WpVrlGsZqTGkHIZCIQwNDSEYDEqCbS0eeb1eDA8Pw+/3i4ORXjtIRdrf30etVjNpEPS6RC1SJBLB2NgYYrGY/L01caJ2ymorGwgEMDg42NWsAxYlisWiqXvN6j/pjS6Xy2Q+wo7p2toastmsaWCeDmsFnMlrOBw2CYKZ/NIl0efzmQpDXKd0sLCgK+d0gOJeehR7gNqyo9Z7HQQvfHQr3Ob5JpAhvZldX74+C14UWlNryXWa3WYOtLQO56vVagIo2OXRxUPuQSx0MeG3AgbuuQQUev3kpHEreHgxQgvO7boSdxNIaGtosie6BQ+32yk5Kv7BP/gHuHLlygnQuJ9CU6e0PS0Xa7o1aTGUtcpCiguBx3ErJbcbbOvrtjEr2NYHqyWsiGjRlx29ycoJBmDidRKAMEHlJkJO8K20pNnZOAqkUExIIWE6nRZdgp3fvZWCxLB6gmvx+a1GvV7H5uamgAZaJXIDIuCg1S2PF5NlJvra8Wp7e1sSCOAARPFY6ESACbvL5ZJFlBoODgbUJgYUuFJLQY0IOy8bGxuYn59HOp2WBZnJHrshrCL7/X7TcTcMA1NTU7h48SKCwSBSqRSefvppqRIDB8BhdnbWlHBRRF+pVKRrUq1WJankNO+jYnd3V2YyzM3NYWdnR+ZA+Hw+PPDAAxgeHj5Sm6O/p+Yhn88fMjgg4OjWpOB2rrFarSbdCzthK22xmTDzZzMzM3cMEDWbTVy/fh3PPPOMJEy0zTxz5gyGhoZM06dJySGth9c43z+pdbRbpc7G6/XKpGl2Klg46O/vl3kvFMdaw+PxIBKJCAAl3YiaIyaUjUZDjo1e83jsmODx/vV6vW3FpfV6XZyfrOdlcHDQZBfMwoA1YaJWQndJ2aFoNBqiJ9EuibRLXVtbE1tguy4M3QdJd+I1SdAPQDodhmFI0moYhoALa/dWC8I1sNADZrvZI1lE0qDvqLAWKbj+HTV7QTtpadMMfkb+rF6vmyhMTEp5zPjZ+vr6pIOmu0o66WbRjOeM+68ugBEYWOncNBvgvssCkXVfu9thda6ygoq7AST4YHHuKKrSi+F6ZXWR1IwQ6/dOpxPf8z3fcyIGv9/CMIxLDz744MWPfexjhxZNVjY08KjX65JME3xYKzFM6vTC+mJVEQCIsFcPGtI3m7Zx01+54JFuo8Xb+m+14MxK3WG1jXoBJvbc0Gg1eDe1L0wuOfCI545Ahfxt0qo0LUxbG+uFg12d455HzuFgxZbiPeAmpYp0EZfLJUONWH3TNoXscGxtbWFra+sQYGTyz0SAzlSsrDmdTjmXmqbEDaNQKAgAIcebQ7zC4bDoLVZXV7GzsyOLOJMKroFatOlyueRYnjp1CrOzswgEAnjmmWck+SyXy2J1GggEsLu7K0JeBjU6nCfi8/kwPDx8iEZlF3t7e1hfX0ej0ZBBWHxvLpcL09PTmJycPPa5JeDQcx8YpPZ0M3DyKJBjBSfUEdBdyQp2aAPN48j/6+npwalTp6TKf7tgZ2trS7oYpI7U63WZLL+/vy/C81arJUlYNBrFzs4OVlZWTMUNVn+ZlFarB8Ptdnd3sbGxIdVaBg0L6MzTjvuvh68Bh9dHajdcLpfM2GCSomceUTNAAN4uWq2WmDHoa9jtdmNoaAgjIyNiW84kitx54OCe39zcRCaTQbFYNOn36O4UCoXQ398Ph+PAapyOa6lUSixt9evyc/T19ckgPHae6/W60ER1aMqm0+k08eKZBGrqk06OdafiqP2P4EgXy6zie4ICPdPACmb079lVpq1aSB5PDTjYSeZayPWJex0F1S6Xy6R/IHWJ80BoKcz3WqvVTPca91mrOQs70HrYrdW+tl3B804Hi5XtXJvuJJDQ1CwWPwkk7MDD3QyeYw0S7ICEHjVwnDhxnboPgxqN3/iN35CFV7s16eoCYB5gR2EbN3GCD01VYeiKzq36b99qsGqnF/J2FSLezNzQNOiwc3nQixEXb+sCb6cfoMuGtiTshkJwnGg2bw7fozuM3rC5cTK57/T6BCOak6yrTwA60sEqlYqILkl9Y+WXHQ6dlJITzaSG4k89aIkAhgkTADlfpHrR9pKVWXKvuZDr61SDLepiqtWqJDbxeBxjY2Po6+vD+vo6VldXkUwmhb6iEwra5vb19WF0dFQGN5FqcubMGWxubuLGjRtyrAqFAvr7+9HX1yf3F0EKhwsmk0kZathqtTA0NISJiQnZiK3UN36e3d1drKysoNk8GKK2tLQkyZbD4cDQ0BBOnTp1SLzbTdwpwNEp2nHzGU6nU3RADocDq6urJnoJrZftKp5WoHJUR6dareL555/Hc889J0Me6/WDac+0LyVFh4kmKUgul0tAMt+3z+fD6OgoTp06hdHRURiGgeXlZayvr2N5eRn7+/uIxWLSaaD9J80ESO1j0Gac6zYrynt7e2KwQetsaqXotsZuoLb71rqETsFuip5DwzUvFothfHy87RrTaBxMJacmyaptIIAMh8NwOp3Y3d2VoZ0cSOh0Ok1JEBM3fgbt0MS1jMHuNTuiOpGyDiK0uhHq+UzsmtoFE8dKpSIDQuk4pmlHeg1l95R7bLeJNtdcrvc04GCiSh0JQYU+1gQe/LcerMtZK9zr6XjI+5vrFj+D1aLZer1Y8wYWhTQV+Xa7652OUbtuBPf2Ww2uv1YtpF5XgJv5xt3MnzWo6wQY+P3dBnAnQOM+DKPNZHDAPM9Bt0mtLgVMaHjjNhqNQ9UO6wbDqo/ueryYbU/NQaXo+KjgRsYbE4AIMfXQPlanrJSrTs9JW9dYLIZYLIahoSH09fV17YZxVNDykkJnhq5yaQH9cRdZdrms1SjrBlGtVpFKpbCxsSH2vfQ/dzqdCIfDMlWYmy350JyJQd9+OkMVi0XxT9c8ad1pYkdAVwsJ+rQ1crVaNQ0X5POQ9gLAxK/2+/0olUpi4chjwc2ENAOfz4doNIpYLIbBwUEZcNjT0yNzFJiIEojQlpSJFQWf6+vrpgnqfF6Hw2ESllvpGbu7u5ifnxcAevXqVUkGASAej+P8+fOIxWImkGIFLnZAhudlY2NDZqxonU8gEEAkEhHqmh21zy7YxWpnjUnXn/7+fhjGwcA461wGzpi41WSFwHN7extzc3O4fPky8vm8KQmORCIYGhoSKp5O4mmXTAtaVgxphXrq1ClxikulUrh8+TLS6bSA3EgkIkluPB6XhH1nZ0eGTvL6pp1zIBCQNY5WqvV6XZJiuiIVi0VTBZ4JLIsh/f39si5rpzcrzckwDKRSKTFFYPh8PoyNjZnmkrBLzuJPOp1GOp22XYOplfB4PMjn81hfX0c2m5X3rddiJuZcM+LxOBKJhFCr9DXEhJ8P3QmjQ5EdhZSUHQ08+LrtKErlctkk2u5GX8HPbZ1sbRd8DW1nS/aB7mJrMGXt4LtcLtPvcU/iWs69SE8Abzabpv2TdDa74LWj9wd2P3S34k7qPTsBCatL1VGhu0UaiGl9IGC2q7+bLA4rqG5HVeL391KcAI37MDoBDbuw41pqi0ZWn3WiCNwUDxJYkHKldRKBQECcPTR95sUIVtn5sLNMtAbdXzhJ2DAM4WkXi0WhbtC9iNWrdi4k1uBiTLoFaVfUEFjdtLqNYrEo3QC7xZauVVz4WRHrdjKtfh4r+KBwr1qtyqA5za2mvW0kEjnEo6frEwcVtlotbG1tiWCbQwVZ9WZXghVEADIIbWdnR2gZFIRTa8REjBPOCU6sFT/NK2ZHhuJTCtK5QfH9UZMSCoUQi8VMnvykptEZ6pFHHpEKLpNJnou5uTns7e1JhYwUL109c7vdUnEMBoPy/ubm5tBsHgw9nJubE4ADHCTlZ86cwdTU1C0D/+OIxnUHhokOnaM2NzflXtHAhc5RFOry//L5PJaXl018/UQigVAo1BEk6bByyAmCt7a2xPlJ37s9PT0YHR1FLBaT+4PAtFarob+/H9FoVHQQvI57e3sxPj6OsbExGIaBUqmEp59+GgsLC3KPEWT09PQI5cjhcMj1rh2nCoWCVNrZTeO9zYTR7T4YPMm1jVVk0pZ4f3FgoQYV7GBaq7KGYWBra8tkV8sqbjweR39/v9yLdJsilYauTyxg0eSBib/L5UK1enN6NX8O3KwEM5knsBgdHcXw8DAMwzANb7Nq7XgOeB1x/bZ2FLRlOil3RwFkFiv46EZfocXoVjoy6TROp9Nk98qOBI+pTnx57xLYlEol1Go1k5CehRUm3XQ/010Krg08Z0c5aenPo+dVaBMQAovbLSzyWmkntj4KSGjgYAURBKy8zrWRjLXYeCdCU6/bAQb9sxdTA3un4wRo3IdBjcYnPvEJ0yKixW7UIbQLfXPrqZsMLlLamYIUHGublBxXwAxOtP2nnR0dF2L997cTpLLogUdHXeO6S8NEnYu5plbRIYcTe/P5vAwd6hSsNGpnDVb7yT1mQtlNu7nVapmoVXafj7QdJjzaupEVUasjzVHBah03m3w+j0KhIO+XibmuwNq9Lw6s6unpQbFYxObmpoAnUhPYvSFo1Va0hmFIsqbpZMBBV4Kdgkajge3tbSSTSWQyGXmvWlRO6gY7eawaMsnRnSMmBxTV8tjSbWh0dFRE6bOzs7bV+FarhcXFRelQlctlOf/tgsJhp9OJnZ0doUqmUilTshcIBDAzM4NTp06JS5MuCHTbXTuuSxWnB9tNnQdu0rA4jV3HxsaGOD4BB/fi9PR02wnfVgooRa6kHTEJLhaLyGazSKVSJgG1x+ORwXukQ1FEy0SWwG9jYwOVSkWuZX52v9+P3d1dXL9+Hc8995zJFpT33eDgIOLxOOr1OjY2NmTApB7yxuSD1xsA4dATWBMEUZvFtVZb5dIBq9tgN4Kvy8/u8XjQ29tru55RB8BjqXVw1B14PB4BZhqY8LPREKGvrw9DQ0MCJvncuVzOBGq0FaqupJNaxWtJ70dcQ4+61nlfE1RogGcNvhaF6Fyz6V7FvYt2rqSX0mGRYv1O74V7DAuAWkBMa3ruRzRv4LrhdDrltQjiugFWuqBE8BYMBuU43qo5jAYSdl0J63FmcbNdd8kKKAAcAg9ak3Q7QMJKvzuKtnS36Ur3UpwAjfswDMO4dPHixYuXLl1q+zu84bU3OL/XCTQ3C/LimYTa6Ra0h7ReNKyVEIrBeKNScEYHkHYV/W7AiN3Xdjf8UYK9NsdWgAcfeiNn9ZYV92w2K8PYcrnckS1e7dSi50a4XC4TGOFmRqqO3QJar9eFWtWum+P3+yW518/BDU7bSrKC1m3QYadUKpkElsDNSfDtzg3fFxNQVlh5XbIqzYSDehQ9GZxJCjcrDbBJWSG9JZfLYX19XRx1SBdkckOATG6+Bj6sRPLc8/k504CbYzAYxPDwMKLRKMbHxzExMXHoWm82m2Jfy2NIC0m6wrQLdn/0LBAmTcDB/ZNIJDA+Pi7D3Bi6wsrEqdO/Ke6lMFsDFv1+7SglTqcTkUikrc6j1WphZWUF2WxWfubxeDA7OysV2W6uTRYAOI+CIDydTiOXy0nFkR2fV73qVQiHw7h8+TJWV1dNtBzqeXZ3d5HL5SSRY4cpkUggk8ng8uXLmJ+fx9ramnTfGo0GwuEwLly4gNHRUXFvy2QyQjUiVYbHkceB4II6FR5PglbeQ6zUMsn0eDxdW1q2WgcDLVdXV01rFO9R0uN0kGJD4EbaCV+T1Xht3crfYQeL6zPnMLDoxM4xC0H8bPx9JnzUAfAe0jQwrp+aIqZ1OwBMvHptwcpkXIvG9Vcmk7wG2I3WtGR+Bha1jhrop0MLk1utliT7vb29kjCzq1soFMTK2+/3o16vy3R3FpoISDoBTnbISDWj2x73626DgKpdV0I7A7brPOj/t+agPC93Ckh0220gFfck7OMEaNyHYRjGpQsXLlz87Gc/KzfJraJszYlkB4PAZHd3V5yH9IRPXYXQ1RhWybWGgQuErgx5vV6TZzYX2FvtbOhNrdNXCsSZIHVLK9Ibgd2ANn0sOaF3e3tb6BJMVPXgIh0ul+uQE4p2+qAblrULwoSDNA5Sq+w2PM1nDoVCHbnDOrnjo1NSQ8tSbnyGcXOoFUFmu9fj+xoYGEAoFEKhUMDm5qZQmZj4MQGjMxRtNAn4tre3Tc41uivBv+nr65MkYWNjA/l8XvQmnE2gxY69vb2o1+tSbWVi6nQ65T4gzYbHzuPxIBaLYWZmBi9/+ctx5swZ9PX1megd9Xod8/PzMliw1WphcHAQwWBQKHvaXUhHpVJBOp2Wz1kul+FyucRtiCJeVo1vt+qmReM81sViUaxDBwYGJMnh8LJIJGLS0GgQ02q1sLS0hGKxKICGAEnTPNrtTeTOs4IL3LRMptMZ6U+snp89exaJRAILCwu4evWq6f6gqxL1BI1GQzoNtKWtVCqSpLP6zvD7/Xj44Ydx7tw51Ot1rK2tIZlMipkB10a6tbEgEw6HxSyAVEAeU+sayGvM7r610spIJ2XHZ39/XzQSBAG8RwcGBqR7xMRvb2/PNGWcCTqvf01d1NREvc5ScMyONu2VSRviPWS9NnnvadMKAgpNHdLXFfc8fY0BNzv2TH6Pqs6z48J7iHsFk31+blLK7NZD7dBk5f/rgpme76SLMTw+zWbT5ODHuRc8dnp2iD6O/MrjyAne0WhUOkJHJepWIEHalzaSadeB4KNTtAMSVgObdmEFg0d9/1KmK30nop317hvf+EY8//zzJ0DjfgpDzdGwhlVw1On7bm9CJm3lctlUTWGipitZTOBZkWS1VYuyuThqxyA9z4IOV/o96/d9J1uWVoFhvV6X92e3iTkcDtPguqPcuMrlsog76Vhi9T8nCGE1W9swdpoIyu4IN3Q93KxSqdh60QMHiRnpP93OJtDdMd0l00FXKTtKV09PD4LBoNAArBxyACIspxUsuxy89ui+Q+EjHYuAm/bHupKsu3KNRkNcjjgjhZarHF61u7srPv6kKfT29sqMCSbdero7K7narpJV/2g0ikcffRSvfe1r8eCDD5o20WaziRs3bojzFgBMTEwIaAFuduT4uVm5L5VKWFlZkSo+K+Y83x6PB4lEAiMjIxgdHRUN1q0Ewd7GxgY2NjbEbpVhGAYGBwcxNTXVcZgehb0LCwsCEGu1mgyA472mEzMWEJhsUUStbbrdbjd2dnawubmJUqlksvEeGhrC0NAQCoUCrl+/LsBOg4jBwUE4HA4T9YsaHYq3aYvMuRXUQ42NjeHChQsAIMPldNGm0WgIxYmAmzRJDTrtaCput1uoUXYVZ03/0VbmGgRwTg+r51xrSQUj8KP2IpvNCtWHCTbXcavLl95LeC+HQiHTmkLQTGoS9wi+f66xnI3BKjur97wmrC5iVt2OVV/RySSEyRNgBke8RnXHXluoHxUEKuwQMMnVHRZrNJtNE/WZwM46RJCFGzuTEe4BLD5pbRffgz6GPN+6OKi/Wu14tdOX1X3J7t92uohOQEJfS910Hu4nutKdiFarZQsc2n1td62fTAa/D6MT0DhO3AlQwiSAVBfSUnjhMtFmoqC7HnbWg9p5yG7YjVVAZ2cDdztghNU76/u1C83pZAU1GAwK/caO9sXklNVGAjVubDxWrKIRhJCexmN2VOWHm5NhGAKeNNebQftWVqGPExQnWwFIoVBoCzjYXWAipOdm6K4Oq+UDAwOoVqsyQVp3OTQYoHCRm1+hUBB/fisHmroc0rFqtRoWFxextLQkXHSdMAIHMzwGBwfR39+PfD6PVCpl2pi1ew6vU9JixsbG8PKXvxyve93rMDExgVAoJFX4GzdumJL3yclJRCIR2+Pd+rZL0d7eHrLZLF544QV5f6TCaNvg/v5+jI6O4vTp0xgdHRUHMC2ctQpp+f3+/j6y2azoZ/h3pLWR8qWd55hUs4KtrTr39vawsbFhAr7hcPgQxUt/Vt4XAA6tQ6QD8bzyPZJew0SVXQ4tEvX7/ZiamkIikRD7ZfLs6QDlcDika0Kr4VarhYGBAUxMTGB4eBiRSASpVArr6+umoX/ATWogRdoUC1NjZLemkH/Picw8FywaWI0vtABWdxjotqULAaQwDQwMwOFwSIeC95U2YeAxJTjXHQXuGT6fTzqk2sZX27JqSpQGkB6PB4ODgxgeHkY8Hu9oL2sX3FP44Bqtba6t1B4A8tpcF7m+M9knQNFGBvw372ddMPP7/aZCE4sAnYAOdRykXHGPtFImqe3jmsjrnqCC5hRcw7j+6C6aPpf8+VHazaNCgwmrlsF6fDo9NBXKzka209dufue7Odi57AY4HMelq1OcAI37MEid+p//83/KRXUUIr3d0AtIJ2DicrlMiTSrl8DNalKhUJDqIBP6RqMhlXw+dOJL8RrFajrZtiZ6TPb0BqcfrDTpClu7II9fVw2P+hsmM1pYZ0cT4CLLpJabAzc1/g0TerauNTeerXhNt7IL7dCl2++0PWTlfmhoSPjitxoEazs7O1heXsbGxsYhOkwgEBAHJ3Z7NKVF06/C4TCGhoYQiUQkASYFjl0icpUpaiSwajQayOVySCaTpuPMhIjXDEXu9frBZORkMimUF9IJOMdA60U4+Vy7tTER0roIr9eLRCKBixcv4uGHH8bU1JQkq4uLiyaNzdTUFAYGBo48zuVyGc8884zMKSG1gg5l5H/T3SqRSJhMGtjZYTSbTWxvb2Nzc9NW8+NwODAwMIBwOAzDuDk3gtcjj6nP55OBdASUmUzGdIxIG9LdO3a77BIvAKZkmoBQT+8GDu4Hnn92IhjU1QwODoqOQtND2IFgFZcFi1qtht7eXsTjcRHjs3vGyrMGMZOTk0gkEiZzCV4T2oKZx8PpdMo54X2qE8Vuuf+NRkOANZ29SH2ipoPUH67N/Der9/xddkdJf2SRIhQKyYRwrq/sBpJeZw3q9IaGhuT4d0uRbbVuzlPStqw855ryq+c/aM0g72sriLIGuwN61hD1ESwgcT1nh0tTmnQhjICPXR0CXj2vAoAJzGjqGLs9ep3mGmXdB3iNaPH9rYYdkLArcnXSUd4LdKVbASd3+nesoamL1gfPHx+8b/V1bT3HujuoH+3+r93v6p/z/VvZHP/sn/0zXL9+/QRo3E/RSQxuRbXtvn8xQQmreJo3y4uZFXcm8tbhfLpaQroV3zdb1XoGxHHfJ5+X70WDE4IRzUnVnFm26rtx+NAbXztxN0M71NhRAfgeeVx5TFnRZSVRLxb8TABk47Zz5aL7TCKRwOjoKBKJhNDEblUsV6lUkEwmkU6nTU5RTIhisRh6enpMzkHtEoFgMIjBwUF4vV4BCk6nU7jz1WpVfo/zPZzOA3vaUqkkjkrUgbDKR3AXCASQSCQQj8exs7ODy5cvY3l5Wa5HCkn1ZkzhOKdMM+hqRKoX6T6RSAQzMzOYnZ1FIpGQCebape0oKpI+ttevX5fPQDC8vb2N5eVl0W7E43EEg0GMjIyYxLW9vb1wuW7OjrC7ltlh8vv9pmuT116nwX+GYQjdiAPEzp49KwLkev1gWBxpO7oTonni7BBy/gotjPl71H319/fLOgLcdHIKhUIYGRlBIBBAuVyWij/1R7xXtEuSz+dDoVCQJN1qr6y7V4FAwGQx6/F4ZF3TQER/1Z0Xro92SUu7xIVFBrfbjb29PSSTSROXvl6vy8A8djH4GaymFS6XCwMDA9Jh0Lox0pmYBAM3jSA4j0jfo1zreC9x/kw3CSi7StS5sXOpAYV1bWARigm6XhetBQ52NTSQsNrh6lkYXKvpqEUBuH4PBBXaoVDb2WpnMnafuK/wOuD8HWo32AGzJplHVajtOjHWJFOfWxapSPli10rvhzwvVj2Q9at+reNGu2T5qOTZ+rN239+JJPw4v2uln1nXC/3g37MAan0AZs1Pp/+z/g5gpghaTQ/sdKx2cdLRuA+jE9A4TrQDIHcblOiFmRseRZhE0Pp9cKEmLYJcTyYH/F3y03Vl6HadJDTf1Frt4o1J4MEkmclLO1oK3yc376OGHumuSjfibAACjDRVhokPKxeGYZha63adH7bqOQiMyRxpYnTF6qYDUqlUkEqlZEgecNMdjZoLwzBMAwHbDX1zOByS1LEKzgo6k08tiqTotVqtiu0k9Rb8XVpW8jwzEWg0GlhaWkI6nZbOCyu/rdZNnQbBo3ay0joQXk+sUAaDQcTjcczMzGBkZAS5XA6GYSAUCiEajeKhhx4SS9VOx7dareL69esmQNrT04N8Po/FxUVsbm6iUqkIvWxkZERsWrWdMM8370FOliZtsVOUy2UBCwRgPFbhcBgjIyMIh8OYmJhAuVzGxsaGGAjYJVEEQRz6mM/nsbm5ib29PdMMFk4+ps0rtRYUwgYCAVMX4/r161haWsL29rZ0MgjMeb5pW7y1tSV0GIIlXcxwu93S6WCHxjAMoT3ymLFAQcoUqYKdzimBhtaFkaZGDQBpbOl02kT54meIRCJoNpvY2toSEM7PyAQ3GAyKoJ/3FY89CwycD0FAzTWOx0AXULQIORgMtv2M7LZYQQW7Ip2uN9JqeXy4n7AYYKXn6HWb+wHXBv2+9TpWrVYFWHD+Cc8ltTHszPM6ZzfKyjCwAiOCYs5YIpjhGm09TvzaKfnVeyd1SgSJBE/8ymPW6WH3Gt3+jt7v2gEs/TPgJpDRibrd9xpIdfqduxGd6KbcbzWouFuhC6LtdKRW8GAFKHagxO53+P2/+Bf/Ajdu3DgBGvdT3CmgcZw4qkOiv7+VYDLNKqO1U2B9HW6YbG1rBytOyWa1mxsNqzSsjt2p698KRgCYOg10lGFYF2PNheaDlXKrwwcXVLbltY7jqODmys5Qo9GQpGh3d1cq8O3a7xwOxYonFzBOn2X1lIkGuelWsGcHOBj9/f0YHh42+fKn02nT9GprMOFjksdjrilmtVpNkmeK62m1TNoZ6X58DW0/XCgUZLo3xf2lUkm6d+T6kzpEQT7PI6kTBHraJ5/J8ujoqFzDTARnZmYwNDRkGp5FTru+pmq1Gq5fv26qLgeDQQFUpC55vV4TuOI9xUSNNJ7e3l65t1jdtfLomdDqR61Ww/LyMp555hkRqddqNTgcDhmy1u6+Y4Kr3YqKxSLS6TR2d3eRTCZFb8Gp5QMDA4hGo9INIXhvtQ5oYxR7J5NJXL58WQAf7x9WcjnJmgCDAIhVaequXC6XJIojIyOIRCJwuVwC2qzUHnbAKAZnoqc1C/p7cv+1Yw5Fw1qTQkqOleJGMERQoLs1ukKtq9kul0sAAo89ASdfmwk0OxVasG0YN53jSFsDbibl+sHEnEYinfQMwM1Em8eHn5Gg2Erd5fqrk07qMph881zr3+E9Svc6nkdt2MFOGQsLuuPNc22tWPO48/wTWFjBuzV518mk1V1LW6Pr/ULvcfd7dANcSLe20zVY/818oR3g0V/bgR2eF/1VdyWsXQauB3b/Z9f1sD6v3b/1tdHuOeye8+1vfzuuXbt2AjTup/hOAI1ug4t2txSuTqGFelaXI/LmNZeZNzqrbKR7sGPAZJ6VeAr5+Fy6PX8nwQi5lvrz2+lc9CJANxY+OLiJG5sVhGhbVCbDdkJRHaQ5kNLDSm4mk0Emk5GKPzseOmjR2ImupoEguyDsLpCfv729jb29vUNVmXA4LIk3o1wuI5lMIpVKSWJp5bAziaCgmY5JmuLR09ODaDSKqakpxONxRCIR+P1+1Go3Z8nwOGq3qmAwiHw+j6WlJZmIzpkeHKrHIYF06tHOLxTx8r0QTPA9645dPB4Xqg+tb3kMCRYJOvgwDAM3btyQajMARCIRbGxsYHFxEVeuXEE+nxfePR3LCAQIFuyCYI7Hgd0fq/C2WCxibW3NJCbnc/P6JpWJ+hcmr/o+bbVaMqOG1yOLC9Q+0MCAgxTZUXI4HKIj2NnZwcLCgkzBpp7A7XaLTTJpQOzwUdBLkX4kEhFHn3g8junpacTjcemy7OzsCHVNJ4h0Wuvr6wNwU0vGe5FJg05OdQFBO0rxGm+1WnIN8X7mfU7QpJMp3rv8HZ5zggwed9KOuL5osbnuCPA98D4i6NXrvi6KaMqspj3ZUUC4DrdaZot061ymdi5qBB9MxLm2Aji0ZrKbwq7E7u7uoS66XWGLYMfq0sTX53tgUUaDdruqs10VmmtAO9em70YgcVTS2+mhf1d38PWD59D677uZsLejJlnp2ryerR0g3sN2P7f+jh0tq1N3xwpyj/r+n/yTf3Ki0bjfwvi2GPwzn/mMabGyLlz3+oJkBSVHARNW17R9rq6+12o1kwaAyTETuHaDnnS1iUkwFwnDMEwVC70J3SoY0Z9DD4Ozals0GPF4PFJx1FXvTq+hNS90xLGK5q1ghB0KivFLpRJyuZxwu632ttQAdBrEaA3DuGlpSC4ykyHSQgi8+vv7xe1JL9iVSkUqj/wcWjxHgTRpK9rBh9QLt9tt0kVwYjsTYCahBB0UBff19QnQIBWLwwZZ+c5msyYdQat1MOSPx3B/f990/RCQaWcir9eL/v5+JBIJXLhwQdyomPSzY6Tvp1arhfX1dbn+6ajESiw5716vF7FYDJFIBGfOnEF/f79JKE/gznWEVVt9v/GYMVEtlUpYXFwUwFupVESHofVAhnEgmo7H45icnEQoFDJZX2YyGSwuLmJnZwfZbFYAIq99dn94bnUQzBLo0N6Vbj/VahXRaBQej0fWEDooactuh8OBUCiEU6dOIRwOCzh1Op2i89H3vv5svKYIwgnomQgBN6v9vDYJ0vjVyq3X97OmmRHQcK4MNQR6/WTHkeuanlXBNYR7BSmoTIashQ2tcbBy8lutlqlQw/Wm3frE/yPg1po77mO6C6OPH4BD1Cj+vqaN6vfGY8tCjF7D+RnZ3dNUUl7/3Ft0Esn3zIINQTjXAU1n4/uwmqhYbVx5LvQ1xa92ybDd/1n//6jfYRflqL87zmvq57T7PevrtEty23UZ+G+uA7rjb/c8Ojr9Trv/47Vop3fQuRf/3c1r3e04ioLWqeuj//6d73wn5ufnT4BGN2EYRgTAmwH8MIALAEYAVAE8B+C3APxWq9U6tDIahvFKAD8N4BUAegDcAPCbAH6l1WrZ8kwMw/gbAH4KwMsAOAG8AOCjrVbrd+7A5+jK3tZaNbmVx70CVtqBElattVCPmzArhNornDcQK0eaQsDPqoW73JT5f3YuWwQjvJ+4iWoRX6d7jZVHXcFsR1/SAITe6eFwWDzoO1kRazcwJp5HhcPhkE1TAyOCE81h5+bearXEg/84dop8LnZ8dLdlYGAAQ0ND6O/vN33GZrN56BrI5/MmfjRBHMGQw+GQ7gU7C0xgCeBY4aX2gkkj3WuYMGgXMjpc0Sp0a2tLjhUr5LwueB6s4E/rfzhvhMnM9PQ0xsfHEQ6HRUDcaDQO0UY4r2J/f1/AazQalSSMyRQH2rndbiQSCcRiMdOGzcq5Tsys3GR+NuoANEd8cHBQklvevwCkO8drnx2O/f19LC0tCU+fdsYUy/b29mJsbAyBQADb29smIMQOYKvVEiCcy+VkjSgUCvLeeG1QK9NqtaRLxqIEZ0IQOJDGpbtFOmiiEAwGZU1ggsoEnGuPTlqZ1Np1G/WwU1rQ8vfcbrcUVvb39+W+abVakrhTR6U5+ux48Lm1EYcWXWugwk4w10jNq29XdNH0HyvlhNckOxVHVXOBmwYYukrM48TX4r/5+7zOWRTR2gCdrPLB52aRRZ8T7b5EChbvTe1GxS6uLhBZtX2dKuTtquvfTaHBqx092Pr1buapvKY6CaQ1kLhf40QMfowwDOOfAfj/AkgB+ByAFQCDAP4/AIIA/juAH22pA2MYxpu+/fMygI8D2AbwIwDOAPjjVqv1ozav8y8A/AqArW//TRXAWwCMAvhwq9X6qdv8HHdkjkY3oXnEtwpWuhEK36lggkQeMHnMXLisw/KYbFvb7qys8/+O4xrF0FUqhq4W6A3WWpm1Uii60WAwIaV4W0+ftYoimXRqG2Imwt0EN3E+p/58hnEgaCZlIJfLyUNXu1k110krK+f5fP7QcDiX6+YsAAIrdkRYrdcJPHBTNE4NB7sFpFxRUMthdwQd5J8z8eDf6SonExYKv7VdLDelZDIp1rqAefKqnpXCbhKTTiaMVpE+P7Me0EjgpGcfABABMD8XuzW12sGk5FKpJF0jflYm1XZ7Az+r7m5oAaxh3HRKIi2Rwy35GuwQUVtQrx/MEeBUd5/PJ0ku9SKkLMViMezt7cngPgCSiBLMNJtN0UrwvNbrdQGtvE8IHPUcDd4bBDX8fV2g0MHf1WYOdkUFqw7GKvi10xkwgSZ45vVG1y3eO7ymdSKs6XT8t6buUOiswaM10dXdKl1MsVKheK3zoavO7FJaDSZ0sm+tGOtOgf6qwy4JJ32UVChtq05wzM+qi01ao6JBD0G/FSwQrAaDQXnobjnBE/dLgq3vRsCgwyqKtoI4K2XpbsVRXQc7rcN3Otp1i+x+p103qJvvb+fv3/zmN+OFF144ARrdhGEYrwMQAPD/050LwzASAJ4GMAbgLa1W679/++f9AOZwAEIeb7VaX//2z30APgvgMQBvbbVaf6CeaxLAVQAFAI+2Wq2lb/88DOBrAGYAvLLVan3lNj7HpdOnT1/8jd/4DevPAdxsz+lEX7duGd18r8NKE+j27/he9IZjBS/Wn9n933HfA79nUsfETgvNWdnWybZeDK0LE4MVOVa39FClWznG3OQY1g6JdYKrVTPR7jn5/liR5O9oEKS7M0wUaGOqAY5di5mJMrncfB39HkhL0+41pOnoAWR0a9LVVCaluuLZarUkOWAXRL8eHwSL+pqzVleZrPGzaLEnK8M87/xqbc+TCkfKDY+B2+2WCncmk5EKPRPyZrMp55QuRXxPvAZ1R0wDH0150V0uJoo60WHCxGq90+mUe4AdF1ZlPR6PTLK2VvMItqhhIDWL54fvhX9PQM4Ek0kvRdeZTAZbW1siwOc153K5xBa1t7cXsVgMjUZDuhgA5Prhvcefra+vywRzdp0IGAgmgJsdgVqtZrL71aCUgEB3KPTn0MebD34OrfPSx4bVcs3BZxWcf88uHSfcE1xQR6DXHK1jsCa/XDsJUHh9tysmaOBEe15a4WpTCwJRDaC4JvEYW3Ud1tCFHasjlB3/XN9zPPekQdGYgaBaFy40mGH1musU7yOeM14ver3Uugl2kHWHu9tEzrr3Wfc6vU5Z1yzrftjpdW/n59bvrR2Hdh0IdkDtkvZbSYatP+f9Ybdn8RxpoH4rr/ud+v7FCL1v2t1Tnb7y+x/4gR/Ac889d0tA4+iS7HdZtFqtz7b5edowjF8F8AEAr8FBBwM46ELEAPw3goxv/37ZMIyfBvAZAP8cwB+op/vHALwAPkSQ8e2/yRmG8e8B/FcA/wzALQMN4GCxXV1d1Z/h0O/oBVe3l4HDFz7/n8+jF6J7Re9hdWmxAy1H/YwbGzsGunpFoSs3Vk1vYHWMGw+PLZ9DJ4Jc8DQ4ageQ9EOH9ef8npVezpHQ1DAuDrp6qINJp04EeM6t748UBwCmpJevr1+Dr8tkhroNvgY3dNJLent7TaCNtANr8lIqldDX1yczMpiM87hvbm4KrUOLPvUAOOPbVA++L54jff0wgWKSTWqLFnvyfGoqhz7eFNUSMLFTlsvlTFVyPW+DiSxBFa8lDUT4Gfg7/Jm+xjR9iJaWNENwOBzS6XA4HOKgFA6HUSgUxABAc/B3d3fhdDoxMDBgosuQpkX6TS6XExoU6UaxWEy6FLzmeB1yxgCPK0FFT08P9vb2AEAoXF6vVwT7dFsaGBgQmh5pVE6nE6VSCQsLC5ibm5MuDZNXXgvaotkwDOzs7Jg6Zs1mUyZc8/jzPmg0GtLtIXWPoWlQ/Kr1Ntap2gx2CngN5fN50e4kk0lsb2+jUqmYrGSj0ajJbrjVOphUPjg4iEgkgt7eXjlfhmGYZjrw3Pb395v2BXbJ+vv7pYNWqVSws7Mjn5tVYk2V4n1A7RiBj+4+8LzzurTObgBwSI/GY8LjrkXx+/v7YkvM652GFJq+pdcxdmW02YCmZBmGYepSE3hwT6ABw3Eml9/J0FoWhh3DgOfIDpjofVB30bUuxWpY0o6ypAsbtxPWc97p64vJiLjToRP2bhL6W/2dTv93J6IbRkW7uO+AxhHBI6n72q/79tdP2fz+FwAUAbzSMAxvq9WqdPE3T1l+57biqIuIi8LtvoZelDUAITixAhTr951ASjeJdjdJuP659ff07wCHvaP1JsrNqlwumz6vnvehOdU6qdG0pFarZeIUcxOzc8S4ncWAYlButnpwlJWioY8JP7fH47EVh9qFtarN48FNjuJuHktOx+b/ezwe5PN5SU5YPdWvqbshOprNJvb29rC6uor19XWUSiWpuvI98Dn1eWNQ4M1jRNDBzZhUER5TVsLpTkMgx0SJ1wGTanZ/mMxoMEFqkKYRWp1QHI4DNyUm4BroBQIBtFotAQxMFPj3VtDBDp7D4UAkEkEkEpGEkjqCoaEhJBIJoXWRQubz+RAOh0U0z8SbawldqXK5HM6ePSuJ2NjYGIaHh03XGavyHNbI987qfDAYlM7I2NiYJKy9vb2YmJhArVZDNptFT08P+vr6UKlUMDAwgEQigUKhgNXVVdy4cQMLCwuS4DPR7u3tRTgcxvj4uDz3/v6+CPcJ/Dh/ZWJiwtTxAyDPQxqiYRgmSiP1PbTt1ZOTdTAh9vv9ch4zmYzMMOG1k8lkkEqlTIJuwzAQiUTkuHu9XkQiEUxNTWFqako0J7yeaFJA2pzuzvI+9Pl8iMViAvh5/rU+gwL1vb0901rX09Mjn9duThGdqHh86ZKm10EmQCxe8B4jrZJAnWsu/006lJ0rIME37bVpfcz3Sdcz7kft9kW/3y/PQZt0Teu81X/fydBUMN39PKr7YH0fem1uV7xr928rNaxT18Guc/5iFC51h/hOJ/bdJv8ncQI0JAzDcAH48W//UwOEM9/+et36N61Wq24YxiKABwBMA7jSxd+kDMMoABg1DMPfarWK1t+xvK92/rVnWUG2JtJ2tI7/P3t/HiTZnuV3gd/r7rF5RLh7uMe+ZWTk9paqV1VZvallqCXauk0SLQQYI0Oih0UMIDNGIxCCGQYkNd3akAk0IJBpMKYbNd1qZDQ2wzIIMKMbVXePhMSrKtXylny5RsYe4R775uHud/6I9zlx/BfXPZaMzJdVL4+ZW0R4+HLv7/7u73e+53zP93hA4KN1vC/Jkfc/z/u9VVQ8/HzP/U7KnPATR9i/v1V05TK/Y0kLLobDDFccx5RxxLH3CzqbMQsvkUyi6plMxpxh+lDAn/a84HBTSPqdxeu8dDPZAZ/x8OcdboREDn0mAgqFd2LDQkxJxj3nuzzA8fUQvK9er5vGvySNj49rYmLCpGz9XOU7tra2tLq6qqmpKVWrVVUqFe3t7dmY9vT0WOYBpSNPw/LyoxwXxc5EjJnLcM03NzeVTp9I7VL4TTTVR8hx+o+Pj60uYHt725Sn/Hik02n19vY2qXbhbHH8/f39TeCNaBLd0/39AEWGrALZIYrZyZLkcjlz5MrlslZWVjQ6OqrZ2VnLQDUaDT179kyffPKJnTNSu14GGnWtOD5R8pmamrJx4HWVSkXlctkyEfl8XktLS3r+/LkpIR0fn/RlGB8ft+ZugLivf/3r5mSSTUSy9H/73/43o0H6gnfpBKjOzs7q3Xff1Y0bNxTHscrlspaXl1Wr1bSysmIc/iiKNDw8rLGxsaa1iexmLpcz+hD1S0TnS6VSU2GvN6hVZJQ2Nze1urqqtbU1A63cL4Cx5eVlW2fIPpBpQCp1cHBQw8PDJt88NzdngMDXm+HUIWPsaSY4+ru7u6bIxf0bRi0BFr5vBpkZn50EbPb39yudTjcpTwEMqJviOR8Q8c32WC+gRXk6paezAnjy+bxKpVJTV3aOF9AdSqOHBihF/czbdUTvpeb19jxQ4sfIr62hQtaLFkp7RzzJABPnFUn7jBfXiLWCoJ6nevpAX+iTkMm9Dqf/Rcbm+8n8GPPT/97uOX5eVFEy8fvfXIgTi6LoL0n61yX9D3Ec/yPu+QeS7ki6E8fxw4T3/ZakH5WruYiiqCqpQ1JHHMdnQspRFC1IGpc0Hsfx0jnH1RJo3LhxI/vv/rv/bvj6lr+H6Tvp1LHCwkyEBxFhNONVRCSwkKbjgZJ3EPyx+989VeBFjE3dU6v4TDYIH23zx+RVStisiS764k2KEtst6v76+U3KAxNPs+HhN13ff8KDPO/cU6cQKqbgOBNFTKpj8c4GDjWF2mGTLsBYLpfTxMSEpqenjcayu7urcrl8BhxS+1GtVo3m4R+9vb0qFApNIGpnZ8ckcb16mVfTCr+n0WjYdSZqXa1WLaINsOS6hUAe8MH1ICtC747NzU0bZxwynK2NjQ3V63Wjy+CIU+vRaDSsDoeNnih4eE38vY4TSg2K76WRz+ctq+KzQ8PDw+ro6DCKE9dgfHzcjs/Xmvh5LUlra2uK49gUs9bX1xXHsfr6+gxkDQwMaHNzU48ePbLO4dvb2wbumG9E9z3o7u3t1Z07d/SDP/iDKpVKOj4+tv4pUXTSbf7p06fWuZzOzMVi0T4bmg2BBH/NW2X6+G6ARTqd1urqqubn563BoHcc/VyDEgTAYO6QVcrn89aYEMoWgEFS0xpExtSvVdRMEHTwWVnprCohCkpeOhnQwrj44nAPJPzvfn0Ka8v8mslxQvEC9HtaF9kIvpt+JgCfEAhJ0vb2to17q2vW399vY/wiTtRFjPH3tKRWP88DD96p9hQov78nZTl8JpQ9s13GwjMVQuc9/JvrGb7mqnbZTEr4t3+8DnaeE/8y/hcCuhe1r371q/r617/+phj8qhZF0f9F0n+okwLu3x7HccX97zMFGm2O+f3x8fH7f/yP//EmB/Y6Ii9JxsLhF7Tz5g6OTVgz4BcFdz72M3R2WznBSa9Neh6ny0c9WYA4Fp5L+my/sIfpUDZb33vAO9GekhBusDh7PHDiiWSi2ENkupWFzkLI0/XH7K8dG/xl5W6JJrLJQwfzkpjeief6s+kRpfb9Q/w19PMMpzykphWLRRUKBSsArNfrRkMJjUiw51hzvGGjORRrtra2jMNPMayPruPYUbNB3QrXDPoU/Qs81YqofCp1osw0Ozurw8NDra+vW/fw9fV1K9pFNc0X2fb29tr3AtzIbOCMAjh8ASmO38bGRpOEMI5arVazz+K5e/fuaXh4WGtrawbgcCaLxaKkE+Um1J28NRoNK/SmB8ze3p6Oj4+NmlKr1YxS9PDhQ62urtqc9OpSzCOugyQVCgVNTk5qdnZW9+/f18jIiGq1mo1lHJ9I3a6srGhxcdFAFbU4CBSQZQwV4lrNf65vo9HQ3t6elpaWtLCwoKWlJeut4tdKP9fiOLb3+toZrl2pVNLQ0JD1OKFOBnBBTxc/17nPydJJss/z1EZfzyM190HxohFeocrTSltJ8XJ9QkDh5Xj968jAhIprPhtHoTvHSPYEkMED8Lu5uWmAPslSqRPVNcBFSPm6rIX1Df6nVxjzFK92jvl5jnyr93NuYS2Gp4W2UllqBVJCANMO0FxHAO9lGXt/SGH2dFmi9fwdZnD8ey7i2L8MJ/+zMD/f4jjWD/3QD+kb3/jGm2Lwq1h0IkP7H0r6QNKPe5DxqW19+jPf4iN4fjN4z+Cn/yu3ec9Wwv8ubFAawvQhxbdejz9pUbiswx4+d95nhM5j6EB6GguvDzclT7lKWkxfdsSCqI/nwHuePeazLXEcNxUw0jmajdg3vcPB5/yTmgpG0dnu3T4C552ZqxigYWRkRPV63RwAFLiSNjv6DbCAEwXl2HymxUc7yQBw3LVaTRsbG0aDkk7lThkTHBB6aaBAtLu726QIJclkO4+OjmyD2Nra0vLysgYGBjQyMmJRZ6gffN/+/n5TrUp3d7c5vPQI8dFCqCq+LoeMVxzHlp3iPJCNxfHOZE4Uvp48eWJ9UDo6OjQ+Pm70Jo6bSC9OIBH+Wq1mXdcZMxxxNk2AHHMW9RwoXvRPOD4+1vT0tNGzGo0TRarf+q3fUiaTsYLjTCajGzduaGBgQJVKRRsbG5Jk9Q1EywGV8NxXVlb00UcfGfVobW3NjuXRo0daW1uze4O5TCaBrBR1L76pG/Sj7373u/rwww9Vr9dN7AFqnHRCz4PKODIyomKxqFwuZ9fIUwj5nXHgGlJLQM8Q5lqS4+2dTcQARkZGrNAayV3m9ujoqMbGxgxg9Pf3G+jxUtzpdFqDg4NWKI5MLdeAeZZkCAUAgkNaZBRFdp+2M+4Z//Drj7+/0um0Dg8Pja6GjDSAuVgsNmVLyRBxv1Pkzv1E8Gp7e1uLi4uWzcT8WpVKpUwGmu7s0MZCmg3AwdPIwh4hvoalHTB4UfNA4Tza0osAJhzx67AkkMLzYQaea+hBk/89dNRDqlX4P+lsp/mrsC4IkoUZdz4/DOpd5m8PQFoByNfp+dBa9Q+6iH2uMxpRFP2rkv6ypO/oBGSsJrzmlyT905L+UBzHvxL8L6MTsNApqS/+tBg8iqLflPTblSBhG0XRmKRFSfNxHE+9wLFfuI8GXHuvvuEjsSHlJHy0es2rtJDH2go0YX5h4+YOQUoY3XtZRn2GpxiQ0idSCJ3JS0jyXh/Nh18N5QVOvpdbvA7zG6/PeNDPgwWZYlMiecyLUNkqVHlKSm9vbm7q6dOnBjoYiziODTyTNQCEpdPppmZuOCSSLEPDNQaM+aJvFKWSIl7eyJjQSI6x9oW0nuJExDaOTylESLBybL4zOGCSmgAa2A0MDOjw8FD9/f2qVCr65JNPDHCEPVbq9bo5kmQ5PE2G82TMcLygahB19fKuOGXQpXgfncp9MbJ3xFBNwrnEsWbtYd6gHObBBbSmYrFoQRK+QzqVqk6nT1WxvLQwDitADurP8fGxOjs7NTk5qXw+b3PCz10AoC9Y5R4lA9dOZIExAHwXCgXL3JBZqVarNk9xgqempnTz5k2NjIyou7tbcRxbdotGfRR4hzK3nm7p56tXWCOzRgTXK86dZz5j69XtyDb4TCOBka2tLZXLZVUqFe3u7lqwhgcAmHUaIFYsFlUsFpua3+EAHR8fWzPO7e1tu16hgwSl0tdtXUSi9WXuaT6jlAQYQiBxHWv5eZH2F6HitHpt+NxVzAep2tWznCe9y7oWgpl2D//9/u/reI+370Vq2Is07PvcZjSiKPq/SvoLkr4p6SfiOF5v8dJf0wnQ+N2SfiX43++QlJX0tfhUcYr3/PZP3xNK2P4e95oXMhwGFG98ZO287ATOFpGjUBbxvCwGG3C4CFwGrFwm3epTnZc1nGa+0xdVh5tLUkYlBCeXzarglHj6A9kNIqacFypH8LmJrvoFCOeCyFAcn9BhiIxCKUCRyVMewpS+L5Y+79qkUimjzfhmYd5xCY0MCc4eD79Z0FiNKD2FnYwb4Co8LkAW57m+vq7l5WVzNkIH0R8vWRKKR8OFnHukt7fXik1v376twcFBdXV1mcPFZkZtxdramtbX1w244CAirQvYYPx3dnYMaOzs7GhtbU35fN6i6YeHhyoUClpeXlZXV5e+/OUva35+XuVyWQMDAyqVSk2FwNvb25YpYG6w6XINcPK8qhqRcOlUbnRzc1MrKyvmfB8dHdn4PHr0SB9//LGy2ayGh4c1Pj6umZkZAzk9PT2amJgwkDE7O2u1C8vLy5ZpQBAglUpZxq5QKCiTyRjA6OzsNJoXICSXy6m3t1eLi4taWFiwawxo8I4dc6ivr0+Dg4NaXl7W6uqqOQe+1wrj5e8TfhK08IELHGwc+VKppPHxcZNDbTROlNKWlpaUTqd1+/ZtA6OZTEazs7O6e/eu8vm8Go2GNjY29OjRIy0vLzcBC7+2o8BF5pAaIAIU/H9gYMDuD+4HnB7WntBR99kJr+jko7Q4wmQrUaaC4kddiO8RwrpLVJRMVqlUMqU4D8S9ah5AF+Ce5IBy3ih+oWD1Mik9gNkQMHj6Ytgr5TKO/WWc/qT3XMUuEwH3NNxXGXn3Dn0r8+pmrehenO9nQQ3js1/U/HW/Ckjxz4XAMPQFXwT8fi4zGlEU/UlJPyvpfUk/GZ+lS/nX5iQ9kpTTxRv23dSJAtVLbdh3+/bt+3/tr/21pgmFY+mjUBe9xmyY/nHRtGorYNIOrEinC1tIqQoXgFZ/+83ff27SzdHqGJKO07/HH5dfkPzPpJvQb9LtQAoLARux78PAd+AYUIDsF0Sc4rDwl6wHYJLrmZTZCc+ZY2/F1/XXwzu6Iec8aUEDIEdRZM4rfzPWUB3iODa1KTIdNFb0GSCvDEMUn2vmsxmNRsOuA4u0V6+h9wSNuXBCWzkTACkyJ1wH3/iPnhMrKyuan583OVXOmQitz/wQhfZZEebS0NCQASgi9TjbUXRaM+TnFQ5z/Gl2yKueRVFk1CwyR1xfJG9RI5NkEr5EnYkc0yWeTAzH3dHRYXUnZC2o5yCTkMlkVCwWrScHjhlOtu9nMDw8rGw2q6WlJaN/0XGeDBXjRpE+8z/kZXNOzH8fGQWweoAMGIJaR8CGMcMZQniAucF3Mv/JYKRSKVUqFa2trWl5ednqV5jD3Gt+bnFt0ul0UxE6wYWLOplJ6ypzvNVnePlsgls4be3eR48VT4XitawtoRQ0og2AFH+c0ml9SZgt5FriPHlwmPS7d8w9MPCZmrABoW+GmOT0h/vbq3TEr/I8jzfW2lqBkiSQ0gq4MM6hLxLOm3BeJjn91/0ZSVl97yP81E/91JUb9n3ugEYURf+spP9cUl3SX1FyncTTOI7/c/eef0zSr0o61Eljvoqkf1QnMra/KukPxMFARlH0RyX9Rzqp0fibkqo6af43Kenfj+P4T7zgebw/MzNz/+d+7udavsaDD1+kVqvVbHKFiJZoFZOTwt+rgI9XYWHUIeTRt/v/dUcqkkANizvH6jM8XgPdp3lZpDw9ievmHWf+9s/z3UTT/MYZRVFT0ywfyQ/PgbkR1vvwXp739SR8no9C0g/Aj/nOzo7W19ctK0I2BSoMnG0cLm4t5GbhxqPM5ClpPnLPOEmnEVnGV5Lx44n44kTyPr8A+4d/jjHKZDJNMqGMebVaVblc1vb2tmVIKNSuVqvq7e3V2NiY+vr6tLy8bJQQrikZSzJbzIXh4WGTak2lUqZeRXNAjh2FLLJOSIWS4QGIUqtCFJ0ibBxkzg8AC00rlUqZWhXAhUwcEUXpNBsmyeY92YmhoSENDw/bdQKAlssn5W1knRgzCq6ZNxwTSlEAHtYwT6vjPPw9xj3J+TLfGTNf58I97bN3/r71ReA+48WcI6vCPQCQInvg6UDMLe5hQHCoCJUUvfQ1GFwvf69dhCbUaDTs2PzvPouQZFwLOpQXCgVls1kbC/+TdYEiduqFWjlDZI7IgISOFfPNO85hNsb/HT5473U58G/s5VoIGFsByfOeb/W/6/x85qkPWrajhl3k71c5x16EOvV5BBo/I+lPn/Oyvx3H8e8M3vfbJf3bOslgdEt6KOnnJf1HcRwnrtpRFP0+SX9C0n1JKZ0UnP/HcRz/9Rc4BT77/du3b9//K3/lr0hK7jXRatFj0/Ba5ijpBN/R5FTxO1FCLzmI0+Gjxd8LFkb1wgWgHYjxtQpJKVfvZPjnL2M+4yOdRhS9WhLH5vXVoY9IpxutBxhEY33Gg8hgq1TqRY33+Qjn0dGRUZvg+zMu6XTaGntRUIzcqz8GD8ZqtVpTF3KfNWGsvHKSP69G46TIGZUqH5HNZDLK5/MGdpIod4xxmMni9+PjY21sbGhjY6OpnoPrIp04z/RHwOEvFovq7u62QlwfuUVZZ39/X1tbW1pZWVFXV5fy+bwVl0Nr29nZMZWrVCplheJkWKIoaupV4Ol7ISWuq6tLIyMjBvx8PQh1NPR08ECP64vTC3Wno6PDshLIGFOMLZ1kozY2NlQulw3wEdn2/TT83Mb5xFEEqMRxrP7+fgPGACYffAk/K+whQ3CF58J1wAcKuLY04vPUSD6bouhW6wBOuqe1+n47/nWtVHH8egAIDGsCPIj0mS8f/QQIsN6Ejg7nz56AKAG1IH4Oe0ec532BONc1ac/isz2wOq9A2v98Yxe363S8r8tJb+e8f94N36AVKEnyaVr97zx7AzQ+hxZF0ftf+MIX7v93/91/d4ZfzwZxGYvjU71z/7jo/EBJxhco+/SyT8O1otP43zkmfoabz3nPnfe33wBxnHy0ztctJBUP+miCv9l9VDIEHu0eFzE/Pp7644+Rc4iiZg61p1tx3t5Z8eOPU+UBCVHTpAg/zg2Llj8WshvQWhgv/o9jE46tdLrp4aR5vXwKYH1fj1qtZpFcouk4gj6j4XX6PTUojDT19vYaz93z0pPmCJ8FrcuDE7ItqVTKpIp9gzLvDPmMFePt6TNEbdPptMmYEvHv7u7W6OioarUTJa9sNmsFtJJMnWlra6upCzRjz/3ONfYUEUBgKpUypSWyBz6j5jMM/GSeeYlS7zSSQchkMkZBoyAaYONpKowHHZw7OjosEs5xdHZ2Wj8Q6gb8eHNt+R5JTeuOz8Tw02d1e3t7rf4GEFSpVFSpVJoydIxnqzWJuU3hOOPssypk6LhXed4HG5hjSQ590neHQROuIbQ7r7bF+7kXAW4Usnu1Oa53KwPcoh7m1zZPG6Q2qlAoGMjy69T3ir1Kp/s6QMAb+/63EJz4/SxcT/zf/9K/9C/p4cOHb4rBP2/W2dmpmZmZxP+FkykJjIR/Qz1gE7oM+GCzQqJUerGaDx99bJX6Dp1kf+6tQEL4e+jk89lJhc3nWbsN3j/H8Yaykv61/B5G9P21C7Mp3okg+ktdRxzHZ7IhKF/xPhw0qBqpVMqcF6LAvDYsME+KikDR8QADR9Q3LZROgSrOD5theG2943h0dGTcdCLa+/v7Fk32mRk+BwcJ1alqtaqRkREdHBxoe3vb3sfxMq4+sg2YhoZTLpet70VPT48KhUKTpj5zCrWkg4MDc+CROPbgCucP6o0HGH6O8Nzy8nKTtCxKO/TeoA4jnT5VyPLFthxrOO9wZim29xF9/z4cfO+Uw5/3DkytVlOlUtHm5qZlOnCgeR00NMad7s7SqZjC4OCgxsbGTDZ3c3PT1hXu6UwmY/0s/Fznu5Bw7u3t1dDQkHp6emz8/DnxIEMCUD04OLDjbTQaTVF5P4ZeotpH4ZGTHh0dVbFYtF4rXpXJ30dk75CcJnDgAQPH7+cea2GryKeXcU0KeHhqIBlCgEY6faJcSD0Fxtzhff6YGAekb/0cIMtHd/Eke5WO93WAgDf2xi5j3MdJP8Psqa8nO+/hA6nhZ/MIAwuh+T3isvYGaHwPG/QFnB5vfmO7iiWl4DyYQA8dyVPvuDOB2cR8J+HzwIff7FulAb1z7Wks3sIsSqvMSqvXXMRape7bPX/Rz76stYpS8PD9IFCHqdVOi88pXmUBw5FhA/WqUTiv+Xy+iQcuncyb7e1traysaHd315xxHFHoFb4IF+faL4DeufYgyG/mfB/zkAj84OCgRcc9B57PX1tbs+tHZqRer5tTtLKyYoDZfxcceV4HgON7qWEh0wIIIuPjHXOaAhKxR3mLLth+TvsGbCEo5R7Y3t62uUzna4AFTjGf551xxtCPNd9zfHzaMV1qBv98P+fPJgWgwfkms+mvMfes12XnnPhuMlgUnvf19WloaEgjIyNGgzs8PFSlUmkCB+l02rIlFNAzTr7WhTVka2tLz58/t/nNeLDOcN4+O+WddDJDYUSe/hxkAJBgLhaLGhkZUaFQaMrm0Q+DLFEYXbxIVrRer9v3cz08ECHD6bNZjA/XwK9fXjrbN81MyrCE2RZfcxHHsQF7T81KpVImQ0vvDx8YINvjwUgritT3Wqbjjb1e1s7Bf9Gffr1IYlCEAcPwnvUZyJd17u2C0H59vaq9ARrfw3Z0dKSPPvpIkoxP7btM+98vuwiz6F9ETjaOY9vEfXdlXxzrH7u7u9rY2GjauNmk+c4Xdci5US/SxC4paxIqjXg6A851q0zLZ7HhnQcsAX5cE2oUNjc3TfWI/6Ns5SWTcdQODw/NiZdOFylJ5ph6Sha9AnhAJ2Eh9pFPX7ieFMEB4KLI5Z0sv6jzuel0ukmLP6RkpVIpO16Oc3BwUHfv3tX+/r5WV1fN8afId21tzZxrxhqnSpL1fyDyGwIq5lVfX5+Gh4dNjpasUT6fb+rVwKLPNfNRUuY3nw2QyWQydm+xSfh5DfjBMYd+xqYG0GFO+Q0Suhv/A6Bw/Rhrxobj5v7GiWR++KACjj3X39capdNpLSwsaGNjw5x4KGrSyT3smx76gATg6fj4WD09PTbvoe/4TT2dTltNBONIv5OkoIun6jG2vmdRoVDQ6OioZU18difMFCMrG9IumT9+HvnMAGPuM4bcZ5KaMhfSqSw0YM6LfRAIoLbFAwM/Tt4p4vOhSKL4Fa5PXCeoj3SDp9O5B/Xh7+G5+88NxyQJkHC/hsEgHmEAIykzcd5z573mjZ21l+ngX+ZnKwvBQvi7f67d/9p9x8swjrtVhiNcY8IAgGcUeArtVe0N0Pg+sUajYSn9JPPOcghI2oEJH4G8CBWJ333UFTTsaVcs8EQdQ4uiU+42zhmbXUgZ8NFfv6ElUZR8MSSvuYhxfhcx70y1o321ooWdtym1WjDDxlqe9uaVdpLSptls1iIW/nUdHR02r/gsvzh5Jx4HB6euo6PDJC1xxsIoKDUmfp55pSnON51OG7+fY8SJTRIz4DP5LB8Z8nUsfixwWikEhjJEvwccQY6T+cvPrq4uAyj++D1wJdrs7weOg2wh14G5y/Hk83mrieB535cFkEgfgyiKbM7So6Snp0fFYtFoR3wv//dzaGtry5xxNh6fcSKC7ucA/2OciOgzRp4qRVSd+empdNxHjAlO/fb2tubn563zO84xfVd2dnYUx7Gtb4AOT+GjRoT5A9hks/W1N9D8kI7l2vnoexyfFJ2XSiVbTxHIQFBgaWnJ5rKfj94IFiWtJ8wf/xkePPjMoHcoWIsKhcIZAQ+AOOPhgdBFDBCGVHFXV5eGhoY0ODjYFI2NosjAG/MujKKG6/irNkCK3xeSsuBJ/7vMmL0MAHMVcMQ4+z0g6W//HL9LsrXWv77d5/j3XcTBvw67Kijwz50HQsJzDM/L/x2+PmkMk+aSv14+iJn0fg9sPFggoOSpnO0eSXZVdoz0Bmh8Txs0Aa9l3srIOCTRjvgsHmxOSRz5i1oURRYlw+L4/JoPf3Nwg5HyR2Wnv7/fJB59bwj/PUmpv4v+3S5FmeSk8/qk51s59uH//Pv9OPif3plL2qylU7m/8JhbbQL+OV8vkc1mDWRIp52+KTDGqS2Xy03NxOL4JJtQKBRUKpXM+avX67bQsal72lt4bOGGkPTgmKE/Mbc4PsYRRy1cRD09DBDgnTWyChQWU7PCPYNjQgbOj4P/buiDSdLSHA8ZDZq+pVIpi+h7YIKDDsDC2ebeJVtBJqC/v1+1Wq2pXgJKG9en0WhYXQeyq8fHx8ahB4iEXev93OQc+D2VShlYY35SM+IdbQIKFN0DbmnS52uNkEkGSDAWnZ2dWl9f197eXlMtDfOWOemts7PTMk9RdNJHZGNjw3qT8HoyFvV63dS9fIdtgJvvt+DHh47nocMVBn249xgPnuN8fXbHB06YGx64eroWIgGAQTq7o2Z1UaeT546Ojgx47+7u2nhyXXkdAIbGhRc1HzwKfw+BSfj3iziuALer2HlgxAMYnznh+iU56+32i4vuOe1e91mavz/46dfmcCzCwGIStcg/79cXPs+vUf67eb2P6Ccdk3/Ovy7co/k96W/2iTDjxhzBPBjz58Pjuq8fa8p5j8vcx6G9ARrfw9bR0aGxsTFzinyzN/+4jHpUkoVUIt/IqBXK9VH9pDoFn7L2jkyoeOKNhYeNbn5+XplMcp+PpIi//90fYxitbTRO+fRs8D4S7ukCSWDlohGeJOfaRyNxan39iz9+f03953vnz5+jpyd5J5efPhOVdD2pZdjZ2bEsAkpQvI/6BJx2nKDd3V2LaOIIUs9ANBWHKFy4kxbydlFENh3qUXxGwo8n1Bii9z5jgePvHc5cLmfz3UfAGR/kULl2OGM0YWNu+WMnqkxfBN/3wEd6u7u7lcvlzOkk0k99Sq1Wsw3L037iONbg4KDJ6AIM19fXdXR0pJs3b2pwcFD1et3Ut3BEuQ989sgrduE8hTQtNnbuEeo0JJ2RdmVO7+7u6vj42LqTexoR6w6gAyWtVCplcsCeKsS6gjOP01soFKynA+Pj+4p4588XSZNNgW6Ec8983d3dbQIFnBfXXFJThiWTyZw51lKpZNKw1DUxP/x8qdVOZZ257jTDI1vhhSw6OzuNCuXn72Xs6OhIGxsb2tzcNNBKzYU3qGKoeXm7aLDjMq8Jn/OZdf8gUOXpu/65cG0N946kTHAY8OB1XPvwM5IcfL+esdaEv4cP/7/rsIuOb1L0POnvEAheJKvAI/wu78yHY3bVTE7Sc0lj6c/Jj7/ff3xQ1gOK8OHnZigT7UG0P0d/vOG5t/s7PM+wAWXox0GL8vtrOP/8HL2qXau8bRRFf0rS/xrH8dfavOYfkvS74jj+2Wv74s+hRVH0/ltvvXX/l37pl859LdEaFla/6LZSG3HfcyYa4ycgjhIOZOjwEyFu5/QnReip9aAYFQfnIo67r1fhpmJzb5XKTHpIyfrv51m4QfnFFeWnpOvBonNR84ukX1g8NYlFkGPytJBwkfWLaEg3g1YBrYfxxaEEMDQajSZZPABJSDsjy+B7ezCHyFDgdHFureZKqwhoeE7QdDgu6EKSLGJOh2zALpGoXC6nQqGgfD5vgIDPkk558F62M4xG47QyP8my+Myi1NzxmMg5Dubm5qZWV1etEzYRc+lUFSSKIsv4cX/7bA/njALXwMBAU32E74HANcYhRg4Yysz+/r5dc97DfA43dAAI14Rx9AEL7jWKkXG6Nzc37Xr5aLF3HDE/d300mbWgv79fvb29Tc4+7/HBBa4h1wgq2ODgoAYGBgyscAxJTqN3CvkJyMYJ4b5knLjfuA/IlpExw9H3vSX4Ts7P11lcxQ4ODgxctKLjSmoCcEnfFa77n9XP8ywpU3KRbMpFPtuDFOkUiITANCn70C5jEQZdkoIw/n4LjwkDXPvvvsjf/vl2jIqkDAbf+zItzCi0eyT5NfxsZa2oWOEcuQoACvf18BqHNY0+GOyFE67TXqSPxnVnNH7m00dLoCHpd+ikYd4boPGC1miccI/DBShp8uM0MVHZdPv6+pocUDZNH6X0kRq/QIULqH+OR1LxHZuxj+ydZzg/oXb8Rd/PjRmCj6tYu4i7d3ajKLKfjBN0t3Bx8Y924CfkEfvFkug8jj7X0m9KOO6cR/g7tAufdWg0TpqmHRwcNFGQqtWq8vm8cdP9huajhzhIRMa9Y4YT5yVr9/f3mxZPHE4fGffp6Kva/v6+VlZWtLy8bBmOwcHBpvHE4fXF/xwP/StWV1dVqVQMdDCviVAzHt45Bnz5+eFB59bWlsrlchN44LyHh4c1NjZm9RSIKzQaDYu4836f2WAjgh6UTqdVqVS0trZmjncqlbIeBoAcnFlJltWi+F06WRf6+vrUaJwIBgCiALRcf66Xl0nN5XKKosjUt7h3KChmPtG1naxUvV436pufv0SquVb1erMSE/0uuE7pdLqpIR90KkAp1wh619DQkDn6AwMDTfPeU/ZYE8lQeWnpw8NDbW9v299kTHy9XKVSsc/y4IH55CV2AR29vb1Kp9OW5fLrUquorF+/UJ6jT0qSkyudZC48WEPe+SoO/nVZGBAKj/0ijzCq7oNL/M9Hr5lT59Fxw2CTdNrMUmru1eJ/hntLq4c/bs6dvzl2XwAcOq98F/tKUlTbBxpf1FoFCP3fIWAP6WdhfSOvCSnfrUBOeO7eGK+Q0RBmypLOodVzFwlUEtC5yON7zT6LI+6Q9OpWoO9j29/f1/vvv283StIicdVUKxPaR2T9jefpPFc1otpJRcIsLP61AAXv0AKIfKYAS1qgpdNiz1B1xTed4v3+9/D9PjvgCzMBUa2iF+EC6B8eDIWdvL3CTFjwHdLNPHc1KdICaPEp1bA4fn9/37jvni4RRVETwMDYUGu1U5UjT3vhGpGh8j0OfGbNO0RhpizsmEzWw2+SWDqdbgIszCsyA5I0Pj6uqampJkcUZxhqze7urtbX17W+vm7A3jc2A3xwzNwzGxsb6unp0fj4uCYnJy0rxPt5oPLlpVIBdD4jFDpA/f39mpiYMLrR3Nycnj59qv39fZVKJUnS2tqagThJVrBLRsI7PoODg8rn8+Y8+6ZxAC8oaD54kUqlrO7DFyzT74E5xXkzT7q6unR4eGhRcf6PMwRFqlarWZ8Gn+niHoQaypyWTulzXsXJv8Y7KPv7+3bPlctlSaeCAH19fcrn87ZG+GDA0dGRhoaGNDs7q1KpZL1caIq4ubmptbU1y8ZwPH5se3p6rIcLneTj+JQuRq3K0dGRKpWK/S+fzyuXyymfzxtAX19fP+O4tTPWEbLHPiodRndRZevr6zM67vr6+hng4t8bOlhhBP86gcB55o8tKUCU9Ddrf7ieJ73nop/tjUygD+yFlNlwr/HBPw9cXsTaRdfDfcs7/v4+8pRoH8xjLSU44zPtSRLJvm7hOkCNt1D9stWD+XQdtQnSaV+h8BGeO/eMdD3Uwou85jKf9SLUqc8CaNyXtP4ZfO/3nVHQ+TINMOAj2X4B9ZSgsHbB01fChavVgg6q53tDWpanRCUt6pKaKDteovUizr5fID3Y8tQXr/ZzWcMpDeWHk2SIcbyou9nZ2bHzSfpcvxD4SH9nZ2dTLYTvbRBaHMdW/3J4eGicdjZEoplxHJvD7p3m8yI2yNwS6cZh900EQ3qfLzpl4fcAkegqdCEoI37jqtfrWl9f19bWlmWWWNjZ8FEOImLfaDTMecYRXltbM+fRA03P46ZpX6lUUkdHhzmdONQ4w8xvaCfMgc3NTS0vL6tSqVj2kawCtKpSqaSenh5T/qnVavrSl76kd955RwsLC3r06JHm5ubUaDTsWsMRXlxcNAeAe6FeP+nl4KWFKd7u6emRJLsuqVTKouvIknr6BbUxmUzGxAPq9XoTlY9jSaVS1lNkYGDAOmNDy2Ju++NlzHt6ejQwMGCgkGwG14P5RECE6+Wj9T6YAHDimnP8AFt/f3oQRpaSwucwA8aDz6pWq1a3Q7ZkYmLC5iLgyT84f+bB0dGRZRKYSyFNNMlpIOvk6aj83/+U1HQuh4eHBsIuaj7oFRZLeyc1LIoNndfzIvuXdfCvw5JqDnwdVvi/EOwmZRY4bi8q0OoRAjD/2T7IFP6dtCf7v5OClK2eS3p9K3Dg5xnrL5mDTOZEQtuv1+EcaWU+ENrqEfYlui5jXTrv8SIO+utkV6VhStcANKIo+rXgqX8uiqLfmfDStKQpSTck/cqLfu8bkxW8hgtsErUmTDGySLDAh6lHUHj4Xt7nv9M/H0a4fPYjLMhjo7/sORMBTpLrbeWw+z4f9I3AueXYWi1IrQrOk4xoZRKQaKdFDV0kLOS/TMQKpzB8+O9kcUeBzF+fra0tLS4uanNzs8l5jqJIuVxOY2NjTQALB9RbuMm24jX7z2ZzCml7XA/vNPrxwMmmAR5jDL8d2hciCZKaPqtarVoEjmxDON8PDg5svngHDd48cr/MCwD53t6eyuWyOeW5XM7ulbGxMY2Pj59RZDs4OLAo8eTkpGZnZ+3zkHOtVqvmmAPAiK4vLS0Zr75cLqter6ujo6OpLgPHg+xbZ2enBgYGlM1mVa+fNHb0gJBCYGpP4jg29bdcLqe7d+9qd3fX6ECVSsUi4HD7fbofh4MeCoAQOnV7ZxkQyXXBKWGd8ueDnCxAGUDJufp+MH598DQInBaycmQTyNb44ATgJaQkAQp9VDdUpAqpH4wL9wZjnM1mNTQ0pCiKmvrfhMA75GqnUqkm4QUyYzRX5R7q7u4+kwHx60aYpfA/Qye+1d8XjUpzHUOuv99jznN8k/avMELeKjPifw8d9yRacghkqAFqBQxepiVRiUJakf+bcWAMpGQZ+5ACFtbZXdZ8AOA8Yz545kRShgsfotW5XgVktgIQYWH1ywCw36/2wsXgURR5TyiW1OquakgqS/pfJP2xOI7XXuiLP+cWRdH7d+/evf/zP//zLzVyc569yPzBCUhKH3v1Guksp7Ld82wERKzD1zBOnjfdKiIfflccxxaJhjcNhQGt/aT3+WPwvR+g33jObvj6pOehERG5ZzMNOaU+9d6qePHg4EDlctk6QPsxyOVyZyhS7eyiHNNWkR6/4VWrVe3u7lqRNlFu//B9Pfym6Sk1HFccxwbGyHx4B5j5gMNMfwDvMADSU6mUOZONRsMUpsiC+L4Hh4eHSqVSNl+y2axyuZwmJiY0PDysdPqk70gIjqXT/jeSrG6h0WhYbcXCwoKWlpa0t7dn8x3KEs4lm7uvCwFgcf2jKGrqCdLZ2XkmZZ5KpayXSX9/v/WI2N3d1drams1pNv8QSPrr5GmGFKn7mhXmR3d3txXhd3V1qdFomHILn8U9z2f6e8GfN+Pq6Y5JkWXv/BMQ8VFoqXmtYV75SLrPiPogjKeTMEcAumQaOU9/L0hqorH5yDnHjKPNmsD7pVPxBqSQ/f1KNtBT+/zn+0fo7IWOuK/nC4EHcyj8PRzTpEg/1y50+Hk+zB6EtRGYBy7hIwyUhaAmCTC8yP7HvPDfkRQYbPV7qyzCdUfu/ecxH33gKKxLIZjlf/qMBvd5ErC5LlCD+UyNp3W1Cway9ryIP/Uyr8Fn9Xn/xD/xT+i73/3uZ1MMHsexXY1PQcfPxG8UpV6JVatVPXny5LM+jJdmPqLho91eaSYp8nKRLEASx9RTKPxmFUbMoijSxsbGmc9kk/fUiTCCfpEUro/4c6x+U8IZ8K+RWoMx/z//3PHxsUnVhq/BGd/Z2dHKyoqdf6v0to8mtjuWi4CopPd2dHSYBKgHah50rK+va21tzaRSvSMqnfL7cYxDSo2vs/FRc38sPkLN/zs7OzU6Omo9Gyic913va7WalpeXNTc3Z44iThORe6LQ/rOZM9RvENGmUNnPSbIv1MOQpQznMpkRL+kKlS2TyWhvb88i5f56dnV1qVqtam1t7UwxK+/n72w2q6mpKeVyOQNvSP0y38jEML9xRrifibhzvklyjF7hjLUC6+zstGZ+jKkvUvegBzqVX098RsQ7Vtx/HkyF9WoUoYcS4IBF7uVQ9ACw0dfX1ySHy3d4kOSdN55jXkiy+xFAQ9atWCxqfHxco6OjGh4etqwZ1+66ovKeUhTWGYSFtWFNgh93H0T4LC0EIGHQxPPt/XPsBb4Ogc+5iF1XLcbLND8/ON4w0EVAMaSV+f2u1fPtLKTchdQ7z9rACDDu7Oy0PaeQCeLZH0nZE79Hf79ZmG28jF13jcY/L+kb1/yZb6yFdXSc9NGQWqsdYOHz4f/Oe+/L/uzQwkhJGMHDWfM/+f08YxEIj4OFJSxQ99E6gIN/b7ioekCRREHDqfILrnc+fOrWL47nbTgX2Yz57r29vabCY46vv7/fOnm32wx9ZOpVGU6Lz0Lt7u6qUqk09clAFMBLgvJ+IuY+eimd0g98VBGDEkWNQKNxWsTZKpvI8zj00F5wtP1xcGxcez8nMIA08xTnk3mJw+03Qd5HJJ3zJNpPRk2SOeBkgXxmhvoDjpPnmQOMQ19fn1Gx6D5eKBRMDIAszPr6ura3ty3qjZMOuMWYW4AAxot7hWNhPNgIyVrhWOfzeY2Pj6tYLDYBVMBPrVYziiHXloyQ57d7CocHpn5d8wCX8Wo0Gk3CE74+KozMk71bW1uz60UkNqxVo54GxS7mFGPhM0RQe7q6urSxsaEnT57Y5/b391vWqK+vzzJafg0K7xd/T4ZUyaQsSDtj3reTx22XYWn3//D7/f2a9Gj1P8aQ/7dzJNuti0nZklZUsDBr4f/3qox5f97jok7oZVQCPVjwWVUPfglyhBmWi4KUdvYiexz3YTsw0up/348g5VqBRhzHf/06P++NnW+tFqKrTNrrmOAX/QxPm/KqUd6BS1qUzgMu/m8cMSlZmjfpM/1zSX/XaidqVb5Bonccw43XR64x73QgS8kme9njkpq7uvsIjl/oiKpvbW1pb2/vTH1FX1+fyXUmjTkb+lX+Dn+G9IfQaWCDACh4SVw2NOolGPuwvsM77uH19wXCfny9w0ORNt3nce7aRSHD4/egZHd31zINACaO3c9Xfxx+DP31xKH155VOp61xIrUZPiJOAT1zttFoWJE/zQoZNw/g/bXy9CXOk4ZwUAf7+vrscw4PDzU/P69sNmuO7sTEhIaGhrSxsaGVlRUrisapiuPT7tU9PT1NcrF7e3va29vT9va24jhuKtZGMhfJYS+he3x8rI2NDS0sLBiYLhQKGh0d1eDgoDKZjIHAo6OjputAjQNzzzfL43j8HPWUEQ8SvBPrs5I+K5IE7H2UF5razs5OUzAjrM/g2L2TzJwLI7gch6eXeLEF6so4bk8rCTMyXkQjzAD7aLB3rC5jYVT5PIctHAM/l71T6oNI7WrLLmrXsY96AJr0ee3OOfw7yeGVdCbjkFRUHQa2CFpcVQxFUtN85aefO1585qrmgXzIfAgZEK3+bsUWuA7znxfOr5BBEQolXKVo/rLHlGSvXWfwKIqGJf2ApAGdFIGfsTiOf/FlfPfnydLpdFMEMDTS/KEjGi46rZ4LgctlLI5jozSEvS/gWKdSKXPiLmue35zEsWx300Dz8KpHvkEgkV3Unny3dU/N6ujoUD6fVz6fNxDinTAoSDyy2WzLIjJfcI6sJnzqpPSt30RDh51FkmjM3t6elpeXtbm5qYGBAeVyOXsd8p1EQZMiQ1xPxo6//WYYgioPHMLnQpDoU+u+XsdvADyo1cCZDeltPiLLONdqNbt+1WrVnEcfHUulUhYx9vOH4+O9fkMkM+BrYDgHHHfpZAGnlod5RQ+SkC7igYPf0ENHFScPUMB5RlGkUqmkQqFg99bw8LDq9RPVLb6Lxn87OztWmI3TyzVmLNLpk0Z2Gxsbymazyufz1j2cTtRkNLiOm5ubiuPYMmOlUsnu00wmo9nZWa2vr+vZs2cql8uWjeFzASBkSQAXFGizfgC6+vv7NTQ0pEKh0JSdmZ+ft54SGMX0Q0NDSqVS1jujVCrZuQIOCSh4wJNOp5XP5zUwMNC0nvj7BmlehBW4Zr5/UaFQsO9jHpBlom6FTA73QSiIIJ3SQHDovSPHe30mzM85nvf0KKSEWZe8ap1XKgsj/D4D4LPCoWQ392co4MFzHrT494ZO1auO/CbVJCStme0eLxJhv4gx733NU9LDZwgvmlVplWnBLlJAzZz8XjACBh6EhD9b/e86jc87r4je+3oXASUhkDnPLusDNh3bdU78KIo6JP01Sf+MpFZHFUmK4zj+/tD8+owsukRn8Gv6vjOAxC+wSTdgq4XsIkZkuVXh1nmfw7H4BTfpd2gUvjjbR5/DQnXvaHunzEcdPA/XAysyNX4j5qdvROcjWaF6DZHuVg8PDHD4KPL21tvba7SWV2Uck+fVM85+/nj6U71eb8pe+GgPDx+99psfa1tHR4cBOHqleNoL9B2Oh7ngjyek7XHtcJzS6XQTd95nT4iWU1MBkOH+4VhQGYOWxD1QKBSaCtc5/q2tLbvXUqmUJiYmdPPmTQMgKActLCwYRYiaG1Sr9vf37XjZyHK5nOI4tt4KAGbfD8XXkqC05AGSpCYnO5PJaHx8XMPDw+rs7LTCeb6H2hJAQTabtfsQalOhULA+Doylp7EgkUkWClqYH2eK2b1Dm81mNTo6qlKppGw2a3Pg+Pi4KWvhzY8J80qSBSYIXFSrVW1vbxtdDGoa65fv0+Ez0xTaHx4eamdnxz4LGpkPZgDePJ3Og/mkrDev85lk5kFSttgDirC3jQ9EheC9VX2H/3+SWITvu+Cd1aSsvV9vec1FIsH+2F7V72FAKInqFT7POuRFS8IgDPP7uoFMq+sTXisvJ37Zx4s4sK+rXQSMtPKbPgvzGc1WP3/iJ35C3/rWt65UDH7dQOMvSPo3JT2S9MuSnktKhHdvaFYvZlEUvf/FL37x/n//3//3baMsL3J9Pb3Ja1KH3OTLGhuE75HhFVfCrAQLtF9Q/fGwAfu/iQIQtWs0Gk0N7nzUOSnyLp2lLoUbt3/4SLTf0ENw5SP4SVK/fpP0oIW0KM6nByC+2FRSW4DhOxpf1EJOLGMQPu//hjJEgz4iw35hZcxaRf7IEOB4AbT4vkKhoGKxaFKsONg+5Z+0eXd3d5uzyRw5Pj5uosTghHtgFEaScc6hMfnILte0o6PD+O9krFCqCuefz6TxmZKMWkRvjkajYRH+arVqGZPu7m4dHx+rp6dHg4ODkk6i94CSxcVFbW9v2zlzzJI0MDCge/fuKZvN6uHDh+bY4oju7OxY5oFjDZ09ot3QmnK5nF03rl1fX1+Tc8z49Pf3a3NzU5VKRR9++KGeP39u9xUAqFY76TkxPT2tsbExq2fwdRHMt3q9bkX2ROPHxsYse8q9KskyCGQrisWiBgcH1dPT0zQPvUMA4Pdzi8/0QJKsiFdQC4MYZGrIePJZfj75qLCkJlDh1b58ZtGDMP+7dCrh6X96Sp+XlmaOcE7c44B0D7Z8U0PvLEtnm4hexVhPWRfDejpPxQmzLOEjzA4nZfdb/X5dUfkwY9sqExHSZ5MASqvscZhd5qffX9oBCb8PY60AlX9d+JpW/+c6JUXb20XjWwHHywLA18n8fnjR7InfT1+m/fRP/7Q++uijz0Z1KrA/JOmBpK/EcXxwzZ/9xgLr6OjQ9PR029d4Ryt8QAnxjhXRfagLXt0pXKySFjDvPLJIJaVbiSKH1JMkwMRnhhY6uH4z9e/3xWrtnOVwM/HcfJ/yx0EJjfMOea/8zibtHQbeF4IP1Gk4H0+X8ZsqXPze3l6lUilzEjo6OjQwMGDnm8vlNDQ0ZK9LigyG18lvqu0ilfv7+029Hbxz1Wg0DBTRvM2DRBwZzgNnkWZu/oFDPTw8rJGREZNg3dnZ0cbGRhP/3FPH6vW60TZ4T6VSSbyGOMUDAwNGiQHEEuUmykw2IIoiOx+oTFCloAKRqaInQ0dHhzUW9POJz1ldXbVmbH19fXb+z58/N8ohjhvXtNFoaGhoSJlMRo8fP9bq6qo2NzftegDmPeVvenpaP/IjP6LJyUktLy9rYWFBnZ2d+u53v2ugC6oazUF9hJ95DPDI5XIqFovK5XJKp9PWt4aahXK5bF20+/r6dOPGDeXzeS0tLeng4EAbGxsaGRlRqVTSysqKNjc3zWlFPnpzc1NHR0eamJjQvXv3VK1WVS6Xtba2pjiODczQGK9eP2nut729bcCE60ind6LmqVRKq6uriqKTXiKTk5O6ceOGpqam7N4HJEK1bBWRpZAeYMk9srGxodXVVW1vb6ter1v2g14vnGc6fVJ3w31ObxjkhbPZrNGZAAmsI2RmAbJhdo57N3wOJx0nHABOs1BPufHrpgc83OuAX44/jND7+9PvG0l7Sri3XISech7tx6+nYdanFUjh/7y3FRDxAaskimkSgLio+WNI+t95GQgePiAZBmR8sCfpf+325c/K/HUKr/V5zwFYrgpWruv38/7fTj7fBz7CgHPS89z3XOt2wPBFAdl1ZzQOJf3VOI7/+LV96BtLtOhT6tRf/+t/vSkKHNYJhDUS/vfLoGAfHWGBYTFOSn/6DcGDlevkqnK+rZB90iaR9Ld3Qn1WpVWa10dWwqhgmMnwYEtq5vmGxx4CHk9r4GfSglCrnTauw0mgz8fExIRu376toaGhSyl+hOMM+Nna2rIH9RJhutdHa32RLFFWH41inKHNUGeQTp/y2bu6ujQ4OKiRkRFls1nVaidF7b7XRRJgJZKNI+6NDbldxIwoLd2YK5WKFhcXtbKyot3dXa2vr6tSqdjYx3Fs5wPgxDEDDPb29prMrgevON7pdNooP/v7+3r+/LmeP39u9UG+M3xvb6/u3bunwcFB9fb2Ko5jPXnyRE+ePLFCczJCHFMqlTKA8c477+i9995TT0+PVldXDWg8e/ZMW1tbevbsmZaWlkyClnk1MjKi/v5+u9d6e3vV39+vw8NDo0BBCQJUzM3NaW1tzZzObDar4eFhA5v08Njd3dXi4qI176N+aH19Xc+fP7d7gAdjyljiYB8dHRm16ejoyJxuzqG3t9fusyiKbG3kOnHNmSt9fX0aHBy0WhOs0WhYcIaxDh06KHbFYlEDAwNKpVLa2NjQ4uKiHj58qI2NDZu/3M+ASaRuqYvJ5XLq6ekxRxEqFUAE4IH5dd/TQ7lPWEe8U+n/xqHnngRkkf3z0thJEXIkhuniToYJOWcAcggqoI15BTCO2QMO77gnZS99gMy/zmepw30hySHld7/neKpZmFFg//HBGf9cGIkPg3BhgCekkbWit4TZ7Zdt7UDIRYHM6wRWwsDoVUBLq8DD62zh/REClXq9rj/2x/6YHj169FpQpx5I+locx/+na/vQN5ZoURS9PzMzc/9nfuZnEtOtIVf8quYdco/2kzIHF/ku7yQkZUJY+EOeMM6sX6SgKhARDxddf9wsBGGHbxRx/EIRbg5htiSM6PuxCiNbIUhp9TwbLs5hCA7ZMH2x6Pb2tpaXl5s6BWPZbFaFQsHoLChd5fN5o/IMDAyYw9VonFLLjo6ODEgAJtjovUEpITJMjQPzgWvhAYOnzBDNPTo6atpEUenJZDLmpFSrVVUqFYvQJ83tVCpltSeoD7XakAGHSXVAHOP+/r5WVlb0/PlzraysqFqtWtaP6K6PVOLQ+oixd+a8pdMnBcXIwAJEGS8chkwmo76+Pn3yySf69re/bdSnKIosQ4Hjj5pUvV7XxsaG0YGgHJVKJU1OTtr1j6LIwATRebIyUGdo5ri/v6/u7m6NjIxobGxMb7/9tgqFgur1067evb29kk6i5JVKRZVKpWku8x10DMeR9iC0UChofHxc+Xy+CRgzNx48eKClpSUbY7J3XEsazwEMNzY2zjjJgLDOzk4VCgWbY9lsVpIMrHDP+DqETCajwcFBTUxMWFbNR/VRxWIeYLVazTIXx8fHTdmI3d1dlctlVSqVpr4ifD8ZMcA7IBiKF4X/AHvuPQ/mvXF9AR5+jeF/YTDDZ1d9YKRer59R4AqzDR6EcI0ATZ5SyHXjPb4gnN+5z3H4Qzqsz0C2AyKhE8xn+Uy0V7LzimIcQ6uMfavgW5Kxd4Xn6s/Z1z/wvWQmw9oVsjOtMi0++p1EDf4sfvdZrjAQ5xkJrZ73PoE/n3bfGb7uOs0D11bAJGRQJL3+dbMXoU5dN9D4v0v6VyS9E8fx1nmvf2NXtyiK3h8fH7//R/7IH7nwe7jRfFQnnPBh5D5MGbdKKYc3UdLf3pFnA/TOni929tH+pHoQD1D8hsIjdFxJcyelFV8386lxnyL3dLfl5WWLhHpONY5pkhSrH08PRqXTDc9HxHg/mzBOmt/McWq8YhYqW76mQjpVCsNhpzje194Q3aY41jsRSSAtnT6h6wAu/PEnAQn/uwcAOMK7u7va2Niw8fXFvRwzNRNEkX3mJIqiMw0FKQTHASOSy2cytwE/ULcmJyeVz+f16NEjo4Vtb29ra2vLxlySZVVwIDKZjAqFgjmhhUJB2Wy2qUB5aWlJq6urBhBZGzKZjGWwcKq6u7ubmg8CUu/cuaNSqaToU2rTwcGBMpmMOeqHh4eam5szxTOuO+sBGaD+/n6TpiWr47NKUNAGBgY0PT2t1dVV/fqv/7oePXrUVBiOOhJ9PADSOzs7qlQq2t/f18DAgPr6+ux+YF5RbA41gcL3jY0NbWxsNBW9+nEeHBzU2NiYZSqwOI5tHq2srBi4Cg1wNTo6qnw+r52dHa2vrxs9jwJyQDRCAB7A+eMvlUrmvHt+PaCOexJw5+/P0HEP+9CwbvrzZCz4HN7DvQQ48o6kX8vJeCCNDAhhToSdzL0BRpKcdNYBRBa8FDmBEQCy7zR/0Yc/Fx8o8wEzT8kJsz0eKPg1/ip22ah7EoBLyuj6NdYDndfRkmhDF314Ct9VwUoScHvR9yZlV1r5WUk+GnPquoDhH/pDf+i1ARopSb8iaVYnReHvx3G8fW1f8MbMoih6/+bNm/f/zJ/5M02TwS90AAmvbe4lPL3SyXWYd1Z9YV7Sc5nMaXdiLyEbqrucZzgX/kFB4kUtKU3Y7rlWz79sq1arpl4TLlgUvkpqojihWEMBqlfQ8s4vnwcIDRcs35sAqkx/f7/Jj3pjM/OZpePjY8tIMEf9BkiRej6fN0fg8PCw5XXMZrMqlUoaHBw0HnwIKlq9N47jptokqDZw6HFKyebg2EVRpGKxqGKxaBLEKER51R4/fowHWYudnR3Nz89rY2OjSdHMnxc9Kba2tvT8+XP7n+/q3Gg09Pz5c83Pz1sknO8iG4AjD3UMsLG5uWlRfR5kj6DtcG2hdmUyGS0uLmppaUlxHJuc7O3bt02mVZLNsUqlom9/+9uqVCo2/1iPAGqsRfl8vglM8L2ZTMaABFQbMhipVEpzc3NaWlrSysqKGo2GjR3BCkDH1NSUxsbGlM1mtbi4qOXlZaND+R4ngAfqH3x9wd7ensrlsmU6AJjUFWWzWU1OTmpwcFD1et2yQKwNFK5T7+KzJSFFq7Oz02pAyJQdHBxYfQl1RjxCUYx0Om3jShM+nx1Kp9N2z7AvhA6Xvzf9/3zdnndwPPXTW0jZwikneBRmGDxtkvGlYSR1Tz5zdp6Mq6cd+f3I70P+HP25hnUk3KceNHgHL8x0+/MKsydJ9Slhxjz8nTly3c7+eRF4H3D0FC4PWEK1rySQcp2+xsuyq4IV/3hZmZKrWCsWxWUZF5L01a9+VV//+tdfPdCIoqghKekDohbPY3Ecx6+WTPh9ZlCn/uyf/bNnJAD97y+yKPlFuh1g8AV1SUYUPnxctD5EOrlhiBx7UPE6pRjbLVKtirSSXhfekx5g+KwEvQcAVtCWvB6/l+8lM0CxaBLv2W+cOCJsKmQpvIMC354HUUhe5wtyeQ8WRZFFsRuNEyUlH+H3TgHF7cPDwxoeHjY6yUUMeg/AguORTmgym5ubWl5eVrlctoaGOMPd3d0aGBhQqVRqOjdoMkSqvZPB5orznEqljEpEhBjqCuPOPXR4eKj19XXNzc2pUqnYPVKr1dTd3W3H4GuwUMfy9BAoKkhB83pfU0T2a3R0VD09PTo8PDRARL3P8PCw0um0tre3VS6Xtbq6qkePHun4+NiySXfu3FFPT4/d56ieZTIZGyPAFmNENoueH4ODg9a5G1pTV1eX6vW6tra29OTJE+vvQBaEvh00IlxdXdXx8bH9j3OhJmNgYMD6yGxvb2thYcGaV6bTaQOdtVrN6ip6e3ttnUOxand3V2trazo8PGzi2eM45nI5jY+PN6lcASLo87G7u2tZnjiOz6wLzCnfw8NnNHkdogShSpmXQgVkkvkja4SRLWGcfNYkpHF6uguv8Y4znxc6rtwfBDlYFzBAh8+i+voQfgIs/PXxstVerfCiRg2V31/8muY/n2MLaVVJv18k+NSqnqEVSPHOrM+cJAETD3j8Z7wMa0cF8s/7/SQpC9UKoLTzL1438/fzVR8v6zpdxbi2f/AP/kF9+OGHnwnQ+F/VHlC0tDiOf9eVv/iNKYqi9+/du3f/l3/5ly/1vosABp8BuYzFcWzRaJ+lCLn955nvTOs71H6/G9Euounlctk49D7jA0+7v79f6XS6ieYAkPC1Az5FLDUXQGI+uijJopRh9sFvGkSkQ517lGr29/ctChYCk0KhoJ6eHvvOpFoJnPVSqaRisdjUwLCdEaX2amrearWaVldXNTc3p5WVFW1vb5tjzQMAxPyT1MSx92DIg0Mck46ODotC7+3tmTPjqXxkRuI4NsrW6uqqnj59qkql0lT7ks/nrYZgc3NTW1tblsXAoaYWg9+JEOMkcy75fF4jIyO6d++eZmZmbP74awtti8wS5zI3N6cnT57om9/8pjnKqVRKk5OTVksDIOjo6NDg4KBu3bql0dFRo3uRWfnkk0+0vr5uhd/UfzCXd3Z2DNBtbGyoUqlY5DybzWpmZkb37t0zINnR0aHNzU1T60KeFufL07Sgf6XTaa2srJgKGeAY0IGTjgPuAeX29rZWV1e1trZmx+WV6jo6OjQ1NaW3335b7777rs0jb/v7+0bPapXNJWgQxyeKWp4eyDzd29uzbA2UJZxUfw0Bxn19fWdU0TDO2Xdd9/QqAhQezLDGA349UPEg2Du9OOZhXQXrEesQzqnPrOL4e+qSd2RZP3zGmwxVWKh/EUpQKpVKpBz5NSNcl1jPrwuUJJlft5N+At6Ssi0AFQ/wWhUCh3UQL8POAynsH34NDenR7TIqr3s2xduLUMFeFsvitanReGOvzqJPVad+5Vd+5QxgSAIN3ITXdbN52hMPNsOLGhzskPb0vRK5uIiRYQhrI3wncn6ScSAivLu720SLI4qczWatEBZAQV2L3zz46TMUXqqXRdzzjonGUFQa0iU8aPGUnzg+laWVTgGtp94g20lkko3DbyCAC2hUrVRU/IbknRXfkVs6VeU6ODhQpVLRwsKC1tbWmvpz+E3Jb2DMQ8bCP4fhlEH3kWTZijiOz3DGJTUBMjaDvb09ra+va21tzbIqBwcH6urq0sDAgGW11tbWDGgS5fPRRJw+f52hT0EjunnzpsbHx1Wv17W9vd1UX9Ld3a2bN2+qq6vLskA8qFl4/Pixvv3tb+vjjz82ehD0JhwyHPobN27oS1/6kr7yla9ofHxcHR0ddh77+/v66KOP9OzZsyZK4MjIiPr6+izbVK+f1u0gDwzIHhoa0ttvv63Ozk4tLi4ayK5UKiqXy5JOo+PMR595I8uQy+VMSQyaXBzHpq4EaMZZ83QXKF2IJyDvSvaANW5iYkKzs7MaGRlJXOMY383NzcSaDrJdZE18E8dCoWAZlL29Pa2urmplZUVra2tN64ifn4CPVCplIhEDAwPq6elpclShZvLo6DjtV0MBtW9MiSqV753jqVdhfRjGZ4bON2uorxWhzsEDIjKuAAzmDI4o93ZIfWKtetG9kbnfDpC0CpJw7hcBJtcd7WbNB3CE/H/mPHVVzAvfv+o8gPIqovT+mMOieH+dfX1MUvF9q6zK96Kdx6y4yIP77g3Q+BxaFEXvv/fee/d//dd/Pel/rd7T7vMSn280Gk2bEg8ieBf5PDZjDyaI+l7mWK5y/Ff9Xzt+v4/GJW2evheGj+j56F9Y9CWdOEREq8MNJp1OGx0EJ8gXf1EYyULpMw1E9zyfu16vn5Hz9Xxxb41GwzIq/ITTfnx8bA6Wd04AKR7kSGoCvd5wGuhmTeFxGNUCpODM4Oh6igFjR1EqCkz1er1p82ARxTHJ5/NNY+AzP36zTafTVqdCTQF0o7BJIoBQko03kXGAwfLystbW1vT8+XNzrFGJKpVKOj4+1tLSkqrVqo2j73XjnSuAD5kx6FJw9nt7ezU5Oane3l6Tc2U+DQ8Pa3p62jKTmHeiAZK1Wk0PHjzQN77xDatpkaTx8XGNjo6qq6tLd+/eVbFYtILf8fHxpkAC2QefwaGInO/x2YS+vj77DK4Nc3loaEh9fX1WPM28Jbrv63EAgH19fSoWi5a5AuCmUqmmnjAbGxtNfYaoB4GahtOLDO3h4aHW1tYsI8P8huZTKBQ0PT2tmzdvWq+b0ABZGxsbZzJyAI6dnR2TiqU5IoCD7BdjsLKyoqWlJaN8tQIeh4eHRokDgHV2djYBBcQ2WMc7OztbUnwIWpCZ8/UaXvqadSm853x9BFmLsKaE93AdAB1J+4sHHax5mA/SARq8s53kwF4WnLQCI/7v85zazxKU+PPw1FY/RiFIkU4dXk/F81kvn/H6LLIpGPMoqWYlpKV7wOL32yTa1/dSNiU0xv+Hf/iH9Y1vfOMN0Pg8GRmNX/qlX7qWz4M37uUOkyRNzzNuOr+YtyvMfR3Mq4gkFQT6530ULlzww+LE84wsBP0HfB8JIm9dXV0m1YqDxkLuaU1h9MkfZ1LkptXi559LWlz5HU68VxPy6i2cHxuKf/A6wAWOJO/xggZeYQfHhONkQw4FEHBuPM3MR+04Pig0FEvzXX4sGFOi6ER+AczQbKAecUy+yJreB3w/37O+vq6VlRUr0CaiiEQvTeb29/dtM+c1fX195lzX63XrXwHQSqIhANKWl5e1s7NjVKauri6Njo5qYGCgySGOosiuK+PR1dVl1zCdTqtarerv/J2/o+3tbQOfY2Nj+sEf/EErksbBoH7Cg1muI/QlIuHMNe6HsbExDQ4OKpVKNfXKgH4WRZFGRkYs64FKF3UFHR0d2t/ft+8g8i6pKQND1o0INxF55q4PGkTRSVO/YrGofD5v6xxjk8lkTEXKgwUyHvQSmZ6e1o0bNwwchPclGU4yXdjR0ZHK5bJ2dnaaqGF9fX0aHh7W6OiojQ33Ce9ZWFjQ8vKy1tfX7Ry9M+gdQsaH4vKQxurr5wgWhOfAmuNrrqD4+Xsc2W4CGp4+6KW0w8wl661fywGnPhMTZpII0HgaaChu4TOGPPz64NeU0EkN6xbC55LMr7utAMlFI+xhlqjd768KlLQrym9X38B9lwRUwox7ElB5FdaqsN6fb3hNfRbdSxl7wPI62GdWDH7mw6LoT13gZQ1J25I+lPS34ziunvP6N5ZgLwI0arXaGUDhC/0uYqnUqWpM2OTudbAk4NAKSLQ776SU/2UWZp918BE/HGoWzTA1jeOQyWTsmH1UHefXO21kDsJNqhUVLSy08ynjkLNLZstnXHwanQ3NZzNCx106BaJkLvx1YFxaXRf+58GL53QfHx+fkWvlf9CiKDzu7++3c/J9A9gUGbv+/n6L7Hpgg4oQ5+wdJdSeOjo6mjZIxgiKDLSTkGYFL56CaX9NAEdkIpg/vi8KwIru4ZVKxWpS1tfXbd4ydigspdPppuJ0mtQNDg6qr6/PMjZQjjKZjFZXV7Wzs6PHjx+bxC7jNjw8bI6DdOr0U1eAMcdXVlasASR1GFNTU4qiyLJSgNPOzk6L1EdRZDK+yNrSzZoMFdeYY65UKjZXAB3MF7+2+QJuSRY4YY4CsqvVqhVTc3yAIpzu7e1tk6T29yD3w+joqCYnJzUyMtIy21ur1Uz2FvACLZCxA4xCuysWi7a2hNZoNJpU6ra3t8+sax4oHh8fq6Ojw+Zhq341vlcGne0vagQowkJ0sl0cy8HBgXZ2ds7072Fd8o40z1HfwdrKtQkzzGHk2oMLb8x3n6VkDrFeeUc5vAahU+rX9jBIwE/Wfc7BO+wcd5KDel72nnU7KcgWPrxK1mXsPHYB6y9gy/8eClmE16RV0TzP+T4pZELDIJjfz3yWztcMXeXcLmNJcyIEaqHiV1iv4sex1dy96LHzv5/4iZ/Qt771rdcCaIQqVP7ow+djSWVJfzSO4795bQfxObEoit7/whe+cP+//W//W0nJzWe4ubyuP6ouWKvr728s+K6+k3EY9Tnv8170f94B9Ysfzma4OF40OsPnsiERsWTh8cfF794hDyNVOGs4S2xwkixKWqudNDRDL99nAlKplI0zGwrRQL9ghDU5bJp+gfSRuDAix2edd//DU9/Z2TnDG2d+SaeUgHDBIuPCQsl7GBcfkQKUsNmyGXgHIpVK2cJKXQgSvjjzodOTy+VULBaVy+VUr9ctU4eT52sZcPqIbqdSKfv+g4MDbW1tGYceKhmZKI7N8/g9IKX7OZF0IrQ+wl0sFhVFkUmbch0poue+416m+zZj32g0mhrhcT8Q+d7Z2dHm5qY1ScTJxxH3G5enPfT29mpiYsKKxMnI9PX1qbe3V4eHh3ry5IkWFha0tbWlarWqvr4+U5WC+sfxZLNZk4JF8lWSRe1xKCRpaGhInZ2dOj4+1s7OjjWoBFSRpTg+PjZq2I0bN9RoNEyJiuLnnp4eDQ0NqVwu68GDB3r69Kk2Nzct+OLlcxkH5FWHh4dVKBSsuB562v7+vr2feySsPeOasd5sbGxoa2vrjIMLBWt6etoaF3rg7te5o6Mjaw7IOuLnF5ZOpzUwMKDx8XGTwG5lgGjGeW9v74zj4wML1Wq1SUoXeWFvURTZPcV4XAZ4ePMUVMab42Sd8nLF4bl55xJAjXqVjyZLpwCLe9uvtRcJqIUOoi9K9iAk3Lsu6pP54EgSIPH0Hh8M9IIbV70OHjyF53GZQN6LmAdd4bUJf7/IefrAmc9++3PyoCS8J/FFws/wQa9XZeFeH9brev+hFVAN6YGvTY1GFEU/JumPSfq9kn5R0m9KWpE0IukfkvR/lPT/lfQ3JN2X9Ecl9Uj6h+M4/o1rO5DPgUVR9P79+/fvv//++5Kai7O9QtFlrm9HR8cZtaekNPh1WTuuafjzRVKfbC6hU8t3smCFDmr4M1SvSCq8hi6TyWTMCYUfDo1iY2PDFmo2hp6eHpVKJYv+8Zn+u32KGYfaRznChSTcDM8Dld6Oj4/Nqfb0ORxu6CE4eyG9AC56sVg0+VCcfBx2X4vigTBORL1et8gsUXpqM+Cu+xoFNl3pxAlFMjWOY1M/84upd6ahnUCl8hEjqG3r6+s2JtRH1Go1c7b5HqLYfPb+/r4V5bJ4A/iLxaJKpZJtBlDoMDILHkjUajVTaQK4HR8fm5Pqo9dQZcIoejqd1ubmpjn5YfSX53zth9/Ye3p6NDw8bE7j1NSUOjs79fTpUz158sRkVxnT6elpAyv9/f1W90EfCsYNsO3rLMjOMA/r9XpTX4n+/v4mpSMyH/fu3dPk5GTTPKYmB9Cwv7+vpaUlLS0tWYNG1huyJ34NwGmmyJvu3twXgA7uEUAkmare3t6m+b6zs6Nyuazt7W0bexwU6kgmJiY0Pj6uvr6+RCDPOEEJI+sYBgaiKFI+n9fU1JSGh4eNxhYWSPssKSCVAv6whw9rBfdsrVazzCHF8El1XwAxwId3BK8SkPLZYbJUdFvnngoDR7zPz3tJBiQJOkC78hlm7qcw2h5meZMi48zpMJDkAyjtnPfrqlfgfvbZbw9ECDCGGe/L1qe0AyXh398roKSVhRRdf+7ngRT+Tpo7r9rCDH8mk9Ff/st/Wc+fP38tgMY/I+k/kfSjcRx/O+H/X5L0W5L+SBzHvxRF0RclvS/pb8Vx/Puv7UA+B0ZG41d/9VctbXxRI2oe9qVI2hAua62AQtLP67yBfKTL8zX95tEOSLQyKDc+Qh1yin0E0BeNsugQ+fQ8fp/+hh8e0p68TGbS4zpoaiE15+DgQJubm6ayw6LL5p1KpZoilz7dT4M0uP5EGwFbRK3JRAAavGwvoNBTpOD/49xT1M0YsInk83lNTk5qdnZWuVzOrg3zICzE7+joaKJ/eDs4ONDc3Jzm5uYM1NRqp8XtREGpvYCnjvKNj7ju7Ow0pbL39/dVKpU0NTVlxcYdHR3a2tqyzZZ5kclkjGdPtJ/N31OR+vv7z2S0cLBxYnDYUWySZI6pL673Yg849Tj5YT+Frq4ujY2NWVF1d3e3Njc3DYwdHBwYeBseHm6S32UsR0ZGVCwWNTo6qqGhIR0dHenZs2ean5+3OUNNCvcZIB+1ru3tbVWrVWUyGYvaU+sB7Y1CbtaD8fFx3b171xy9w8NDVSoVK3xHYnp/f9/uQ7I+UnNtB/ORuc2Y0eG7Vqs13beAU+YmYJai+NA6OztVLBZ18+ZNzczMWNM66bRRqv986FTPnz+3DJFfL/r7+zU6OmpdzZNATJJR40PH8zArI51K4AKmfXPNJOARRVFTE1AyiddlBOFQnUN8gTUp3DvJZJBB9VQmDzTD+g9AMoD0Ipn/pOJ5shFhUTFjQg1amH0P99fzIukX9f18jYGnMvnaFrKAScccAhU/luFx+PX/PKf8utkTnrHgo/3eVwgzAa0oiRf9riTzFG8CS0k1KZ4G5uvHPFg5j91xGf//L/2lv6T5+fnXAmh8Q9LX4zj+F9q85hckfSmO4/uf/v3/lvTb4zgevrYD+RzYRWs04KSGPSkuGo2A+35RAPGyjEWTR7hAt1qUsfDG81GHcAFkscNR3draso3TyzZyY4fGJpNKpWxD8BEgOM7Dw8NnGsFdBkicR+E67wFIOD4+1vr6ukl7Mt7UIRwcHJgiT8gdp1s1tCQPLFjgiPD6B9fQp/pxlL3CGRFqePAheOzr69PIyIgmJyeVy+VMYYhovI9KopKDk5dOp41+gsIP3bbL5XLTAk2U0dOjoF3gcHhHP5VKWeEukexsNqvDw0P19/db7wRPhWI88/m8+vv7LVK+vLyszc1NdXd3q1Qq2fdTb+IdN5yAcrlsGxDXhIyZn//ct5w/m9Tx8bHRUVgvnj17pq2tLbsGOMw4E7lczvp9MG+4hp4KKMnqB6g7mZmZ0dTUVNN9S7G8l00uFAoWvd/d3bWxjuNYOzs7WlhY0NLSUlOUNpfLWRaQ42QuFAoF/fAP/7BmZmZMUnd5eVnPnj0zkAFNjHNnXKFJwv33qmmsIaxP4RyidwVZqN7eXqPJ+cwn65O/t7u7uzU9Pa0vfOEL+uIXv2hF5EnWaDS0srKiBw8eaGFh4YzT0d/fbwCALEQul7vw/sB4ATxCKV3uf9ZPSZa9LRaLlhH1BvCgzuOyNR4XsTiOtb29bXOM+iDWLg+muW6+Po7j9Mfs1xY62eOI+4zYi0SpyTp42XAeYU1IEm2aoA6Bnevy/7wj3oqWE15Dvxf5vfsif5MhbwVKwr9fVqYk6bxb/X7dc7iVsbfy8AAlfDBOzAc/biFI+ZN/8k/q6dOnrwXQ2Jf0l+M4/rfbvObPSvpX4zju/fTvv/jp38nQ/40lWgg00un0GV5wKy6sT+WFP8PnXqZagy+kYyEJC7g8ag+BQlKaMgQRvC5J7YHFGIcKbi/ObaiYlHSv+AXV90sgVR8CPeQnBwcHTcrwIoAg6fkXte3tbevb4CPE29vbJp1ZKBQsWo4RzafYmXGTzjZtJLLLdWSjZtOGbgDtAtAI4CAzRA0IxaW5XE4jIyNKp9Mql8umfpVk6XTa3ofTjONJpoTGa165yQNK6YTuQQYEcJFKpWzuQOPivZ5SBrWD80qn0wZGpZOI9dDQUFPEn6xAKpVSsVi065DP523++HqS3t5e7e/v64MPPtDGxoZ2dnbUaDSsh4MHid4xIXOxv7+v5eVlLSwsqF4/6dWQzWZVrVa1urpq1BEKs3GoPV2Ea5VOp+2+Wl9f1+bmpuL4pOAdcN3b26t33nlH+Xxe0gn4mJiYaMou0Y0c6+rq0vDwsBVh45BzTGTRlpaWtLe3Z/e+74h9eHiobDZrXcLT6bQVkZMdAnyvrq4aaAKUQ7eUdGZDBvz29fVZhsNnt8hsUI+B6hoZuYGBAasDYW7TZyRpLe7s7NTNmzf1xS9+UXfu3Gmbld7f39eDBw80Pz9vheMYgAOnmGMBpF3U9vb2tLS0ZFkD7l9vAA8vYVwqlTQwMGBUNW848T7jcR3rn7dGo2Fr3/b2tra2tqymCaCO0pl0KjAhnRZ+J10fn/1kXjCurKHU7V1FlMWbzzCEQi1JwJE1ySt8eVUvAImf475m7rJGECSsF/A/LzPXLgNOpGZFw3Yg5WWCkqTz/ixBSSvjWjMmR0dH+vEf/3F9+9vffi2Axoqk78Zx/A+3ec2vS3onjuORT//+TyT9U3Ecl67tQD4HFkXR+1/84hfv/8Zv/IbVUSTx/ZJ+vszCJH8z4VQSscYx8TQn3+wPR8wDhYseK46oBxLeoaTpGNQmz7G/SD0IoMj3nvBRcpwyFjCcWpwuuNalUuml1bxcxI6Pj41zzabmwQWO7MDAgEXbASGeo0z26vj4uKUUJdFmP3acO4s/448zTjErjlhXV5fy+bw52kNDQ8rlcqrVakZp8lSssB8AzrzXa/dF3P77MJzn/v5+TUxMaGpqSqVSqUmqdWtrq8nhJjuCmhR0KuYgBeQ4nmQO4LPjPPE5ABWKkOmrMTMzY5FgouJEZ7/zne9obm7O5m8URRocHLQ5RxSUbAUgi+sXRZFlrnwUH0cfh+krX/mKfuAHfkC12olSFBkgsiI4KEggo+rkm7dBpclkMpqamtLMzIz1PpiYmDDZ3nq9rrW1NYvGM2ZTU1MmhbqxsWHRab4fSVi+u1armWywJLv26XTaIvmlUkm5XM7AAg0IyXghOoDD4tXi/Lxm3eL76CUCQGHdOzo6svf39vZasTrAmOwQfSqWlpb0+PFjVSqVxHWxu7tbs7Oz+uIXv6jZ2dmWoOPg4EALCwtaXFw0Z5rMrAcckowqWSgUEgu92xnzkowH4hdJwMOr7/X09GhwcFD5fD6R0uuzB2Q8rht4EEBhfFD4ImNKET57CuIKZIlZk5IccqhY1F8hmkDdUH9/v9EvvcP/IiAk7B3isyLn7UeeLuwj4R6c+Ai6L6JO+r0dUMF/CLMi3hG/jv0TvyQJnEhq8j08HZV7n33+VYGSdr+/Kn/idZK3/QVJ/4ykf0/Sn43jeM/9r1fSvyPp35T0i3Ec//OfPv+3JfVd5eA/zxZF0fvvvPPO/b/xN/5GIn3nRSzMFHiHqdVPSQYkcCpC/uDx8YtpdfvMgS9QlU6L+mhkhoPRSmMbhyc8D6gxZCKInsPHz+Vy5gTQ6EuSVlZWtLq6eub8enp6ND4+bg7OZ2U7OztaW1uzfg17e3smk9loNIxGksvlLNJfr9eNwtXV1dV0baGVQS3xErFh8z/v5HKdiAx2dHSYo0EhKcAMJwJaRxRFtsF78xkoX9RI1Htzc1OVSsWyHtCldnZ2bG6w+dPbYHJy0oqdPQ+byCP1NdKJozQ/P6+VlRX7LObl1taW5ubmrHCdJnkoYWWzWbsvAEDSyUYzNDSkgYEBlUolTU9Pa3BwsEkxBpC3vr6uZ8+eNVEXOzo6ND4+bhHyer1u9DhfQ8Rrcba5ZoCz+fl57e3t2f0xPj5uWYCRkRENDw8rnU5rd3fXim/39/e1urqqR48eaWVlRYuLizZnAEj7+/tW7Hx8fCKZOj09bffW7Oys3nvvPaPNrK2t6cGDB3YtDw4OVCqVDLj5B+AJ0YC9vT2rk6LGBUeaBn/1et0i6zMzM0Yf6u7utmzI/v6+ycoyfmRhvYMCdZKACmNMUz2cRupffNbP06nIVnENac5HncTTp0+NnheuY319fbp165beeecd3bhx4wzlUToBHIuLiwaC/T0RAg6+AyCaz+cvXdNXr5/0eyHjQW1Q6IOwzjAeUK36+/tb1hL6jMfLAB61Ws2opDs7O2fqaI6Pj8/U6XnanC9Wb+Vz+boOwNbIyIjRzMj8eQDigchVjO/02Q9+v0z/q3CvTxJe8efdqmg6ZCYkPQdIaEXRehXOt8/GQ4fz1G4PSvgZqoNdl70qUPI6AY1RSX9X0pSkLUnf0qnq1HuSCpLmJP22OI6Xoigak/S/S/prcRz/3LUdyOfAkmo0PIUhiVIU0hs8SAg3qiQFEoxoXtLi8iLKETh7Hkh4eTYfHSGynJS1SVK2SAI4RBJ5wK+Fd8/G5mtbvBHRfV0BRq1Ws+wF0WsidETcAUy+6BdHOIoic4QAJZ7PibMd9lDp6OgwoYFMJmMRXKLRpPJx3OCh4yjQNR5ZVApq2ax91qJarTY5GdTF+OwVdC4c4b29vaaoPw4dUVTOA7BJdLJer9tzOGBw0zs6OqwjN69F6pWFvlqtmsNAsTzO78HBgYHogYEBjYyMKJ/Pa2hoyMCsJCsaxiGk8NpzhYeHh/Xuu++qr69PGxsbWlpasvHzhpwuhcC+IHdzc1Nra2uSZKpQvqs3FgKO/f19ffe73zWAIp2C3HQ6reXlZe3v7yuTOZGlTaVS6u/vt0wT5wvIJesB8Nnd3bU1qaOjQ2NjY7bR+vkjyTJMDx8+1Orqqq1RzAlqpwCPzO1MJqOxsTHNzs6aOhNCB/39/ZblqVQqlkFhnMigArzDzR3A0d3dbZFxwDf3GusXgJX1ENoNtVL0NllcXDQwi/m1PJfLaWZmRvfu3dPw8HBT9iydPmm6SH0F9DDun66urjOAg/uGHjO+z8hljKwT9xCgrxXwwAAeBH/aAQ8CFdchdOINYMEjydGnvpHAF3uX799ykVoJAj0IOQwNDZmAgq8FYe3x4CNsbHgZ81nlkI7Vqsi9lUHTDAFIOzBy3ue1AyfeqffMipBl8SrN+yUhKOGcvH/mjz+kUV/VwoxRu9/D8XltgIYkRVE0JOkvSPqndCJdix1I+puS/m9xHK8mvfeNXdyiKHp/dnb2/p//83/eomg46jgdPHyK8KL8vyRFA692cMFjbLo5AAw4atQokHImMgA4kE6zJGFzQRzNJNUF//3cNNA+PFcWh/aykr71et0ARkiz6unpMSWXz8p2d3e1trZmTjUgwRfxAgygDTEWcRyb9CybVLVatUhrmHL3aktc13Q6ben2RqPRlA2AhgLVAOeQMUfK9ejoyACS3zhZr6CaoDCEw767u2vHLMmyF3Ds4Uz7mhk48l5BK5VKaXd313osYHCaNzc3tb29fSbdzueQBaB7eK1W082bN42ag3PpOftRFFmtQLFYtOg31wM5YOnk/lxbWzMHDNA8MjKiKIqs+zf/Yy1AvWh4eNjkfyk+h/bz5MkTbW5u2jn39PTo9u3b6ujoMOCSpIzEGPj6l+3tbQMJz58/N+re9va2MpmMnj9/rv39fZMH3t3dtUwi6wCF8Zz30dGR1cuMjo7qS1/6kkV7JTVtmqwxc3Nzevjwoc3lRqOhXC5nGSfkYD0w7ujosKwSMsS5XE5jY2Oanp5WvV7X8vKygXlf64QzQAG5X9+oGxkYGNDQ0JAODg4sws/5ATpwQvx6BHgg08F9sL+/r2fPnmlhYSHx+kSfCghMTExoenrasiR89uHhodbX123eMN6sEQCk0AECLBaLxSY5a+8gXcRQvFteXtbq6qrRGpOAB7QzAgXcx62AB9kgwMd1A49qtWrrLEGAVuZFSACl1BkBXM4TVgHEIh6Ry+U0ODiooaEhC5b5fkyefuX30KsKuIT7gf/9KqBTOgtGWgGS6zDWKb/u+znrade+wJ7Hy6SfS6eUYh8w9b+zzkhnlSOTwEl4rhexEJT8/t//+/Wd73zn9QAa9sFR1CHpnqS8TjqBfxTH8cuTJfqcWRRF79+9e/f+L/7iL14JnfubOryZWXz8TRdO4qTNht/RjvcOFMbCStQ3NC8b65UykpQSpFOnwt8URLPQuMcxpp7CO8WX2XBeZ4BRr9etcJYuwUh+EjXzi4aPvkI381Eln0734xQWtw8MDFi0k5S+d8ypAdnc3NTu7m5TtgjnEQfs8PCwqT9GaD09PeYUQ2XwXZ191o4eBUichtd8YGDAai/IZEVRZJF8nHicH19wjvKYP8darWZZL6hV1FtMTk7q3XffNUlSX6+BDQwMmPJSLpfT0dGRRcyJcnOfbmxsaGFhwaKoAJxMJmMyvKHh2I6MjFhBLQ4BVKwoirS4uKh6vW4UtFKppNnZWducuH9XV1cNJFQqFVOHojaBruJDQ0NKp9NWF/Dw4UOrxdnf31exWLTzAbzi9PvsEo5iNpu1cWUu9/f36wtf+IJu3Lhh92CSs7Ozs6PvfOc7Jocbx7GGhoZUKpW0sbGhjz76SA8ePDDAQYSUsfCFvACdiYkJ5fN5o2tB0ePasg4Crr3ylnSyxpZKJd2+fVulUsk6uG9vb1svCOhaBJRwfrDu7u4mkYRisaj9/X09ffpUy8vLiaCDe2B8fNwaA1LzkwQ4JJmYQ0dHR1sKrHfqiXy3E7Zo9Rx1VOvr602d3EOfBdDOPoPzfRHgwVp03cCDLGxYA9PK/DqbyWS0vb1te42na50nzkLAga7s1NshXuFrC1m3w/3Wq1JdxQAhYRbksvttkpElakXR4vfrsiQRGV+Dyh4KCACIJIET/9x12nmgxH83VK8k8HEeWPnDf/gP6+OPP369gMYbe7mWRJ2SdAaVhzeBpxOFKUUPGM757sRu1Zinj7QynEGfnSB67RcOooOeGgKoaJXWTcpQXDbV661er2t1ddU4+N66u7uNC/9Z2N7enhXLwl8nJe+zFb44kaiqzxp5QEa2I51O2/j19fVZqh6H/fj4tKlfuJESid/e3rZ+A0irco0BujRqSzKcKNSPPHXLp8pJpcOTDulbFP1OT09renq6qW8AjhWN7RqNhnVur1Qq5tRyTl4KMI5j4/FXq1WL1DNvb9y4Yd2+yUgwH8kwzM7O6vbt28pms9rY2LA6h9Dq9bqeP39u3xFFkfVmYQP2FMJGo2H9EoaGhs7QX8J59OzZs6bCTqLUPsvDvUcNwqNHj7S0tHTG8R0aGjKn30e0t7a29Mknn2h3d1erq6taX19XNpvV0dGRVldXTYygq6tLR0dHGhkZ0dDQkKQT55jCdupA2L/S6bRGR0ebJG1LpZKGhoY0PDxsvUiOjo708OFDk63e3NxUV1eXxsfHzcl+8OCBHj9+bACv0WhYMffx8bEVIlO7AQBGopZ5TW2IJHP09vb2tLW1JUln1qRsNqubN2/q9u3bqlarWltbMwcT+hlZPtZqTwvNZDKWtaUDei6X0+7urp4+fWpKXNwvgPPOzk4NDg5qeHjYIuI9PT0mCBACDq5xd3e3ZV9aGXQfH1i4ilFjQ90NBdh+DQv3LvY2xDoIKCTVHrDGcazXDTygn3rqajvz4LGjo8PW2rW1Ncuikb1tp4ooNat2AT64HiHw8PVorZgEftwva54GFu7f1zXmrIXn1Yxcl4UgJPw9pCH5gvLLgBP+fpE6V+//nQdMQntt5G3f2KuzKIre//KXv3z/a1/7WpNyEhHsF4lISGpCu9wkURTZYnYZChXOoefW7+7uWgrQF1J5IIGDArAJQUWSnC/9DK7DzgMYOFKvmutZr9dVqVT09OlTPX/+3LpOc819BJNrxKIuyWorPN82lUrZJoPK08DAgDnryAHjnG1tbZ1Z8BqNhslDwu+FRsV1xwFvpyjW2dlpjltHR0dTzwQKKr15xTLOgaxaNpvV2NiYpqamjGbFsW5sbJj0Ko3fyuWydW7HoUylUqpUKka7oWYinU6bohC9D7gPqV3IZrMql8sql8tngPnIyIjeffdd62zti4r9uVE7s7KyYvcjVDGAH5+Jg3Ljxg1NT0+ro6PDJF/hivtiaTI23mmPosiKb1vNP2gegDiusS8qZ86NjY1pZGTECvQXFxf18OFD47kvLS0ZEFhdXdXm5qaKxaK6u7tVr9c1NDSkH/qhH7JMVi6X08HBgZ49e2Z0KK4HYMMbjlaxWDS6GE0pJVlWzBc4r6+va25uzl6HYEI6fSI5u7W1pY6OjjON5qAXMSepL0ilUtYdvFAo6OjoSGtrayaJHFKjJicnde/ePeVyOZuXrEE7OztNcszch77QmJoOqIg4lzs7OyZvGwJ86i7Gx8dNIa+/v18dHR2WKcVBAtgDuJhH1Jx4zrw/Jmhe7UDvRYzMIp3VvfhHUsaDcSVbi6wwGacw0IbwB7QkKKFh9uUqa38cx3bsBEbOcx7DYndJ1oSQB53bPfhA/S80gksefEC54p5OAiBkPpnXSTUhV43Y+zUjDB5ed3G/ByPtakauyzwACQEJQaeLziVfn9IKjLT7+yJAhe/w4ONf/pf/ZT18+PDVA40oin5NUizpn43jeP7Tvy9icRzHP37lL35jiqLo/bfffvv+f/Ff/BdX/gycFv+QTuVMLxu1CGVGfYG4p7XAT02KYIQRDwBFEqi47sUHawcwiH5+FgBjZ2dHH374oT755BOtrq5qZ2fHiryJvkpqAmEeoPnIERF/eNVeMtWPKwWbUJ+S1gvoDUjKUlDKa332LGnMcHAoTAbQcH5J8xDQS0GvnyNsmFB3vOO5t7en+fl5K9SGWw8I8tKmURQZZQNVLoouKcaUZIWsmUzGorulUkmbm5t6+vSpqtVq01xHnrWzszMxGgwI6+7u1sDAgOI4NhADJY6icTJ71LsMDAxYx+mLqLytra1pcXGxiftbLBatViFUikHyUzptVoVC1uDgoA4PD03ZjP+zYeHsUwi/tLQk6RQ440BVq1XNzc2Z04O86Be+8AXdu3fPZIfHxsZULpf1zW9+02hme3t7FypOBhxJalJ1GhgYMOnrvb09LS4uWmBke3vb+nhAVSyXy1bP4TtGe7lrwCJ0LcDg5OSk0um0NYvD4fVWKBR079493bhxw7IaFNlLJ84mNSLcD77fgxc7yGazlmHgHltdXU0MSqVSJ71bJiYmNDIyolwuZ9ctiYpVKBQ0Pj6ujo4Ok37mfJNESqCiATrCwt7wwfOtDPrnzs6O0S9bAQ9fQ0PWwzvTSfuKD1z4JoMh7eSyFDHAihfcQEK5lYUZCt9JHdELMqMbGxva2tpqAh840mGtAXsvGSDmMM4/azi02vDBmIRF6f7nVaPxmUwmsT9IkkDFdVk7MBJSuF/UqLlpB0guA0baWdI9dpHMyh/4A39AH3744WcCNBo6ARpvx3H84NO/L2JxHMcvx0v8nFgr6pQ3H8lJykq8yLVnMfFKUEiiAlLOQ8+hE8wmeJ20p8tYvX6i2b+ysnLGuSUyCw3mVRh1Bp988om+853v6NmzZ+Z0+QwBwAIOO3r8Xg0K6tPAwICpK7XK/hCd9FFfzEsIb21tNRU9h6/D/ALpsyk4GvGnevs4CK3mDOfkszSAC5wDOq4DBKEzLSwsaGFhwbI/0MukU2eMyCXHT3F2oVBQrXbSQA/Ne6J6y8vLSqVSxh8nI7S0tKT9/X2L1OOsAujgmntHFKob98Lx8bEBSgo3Ozs7NTY2puHhYdvcubbtOkSH1mic9GXY3t62Mchms7p165Zlkoi0NxoNi4TjhPOgAN3TYur1upaWlqzWwF9PlM5yuZx9Rj6fVz6fV71etx4pW1tb+uijj6wzOTUrhUJBd+/e1dDQkKanp/X222/r8PBQn3zyiQG0arWqgYEBk9z1RfShbW9vq1KpSJJR4N555x0NDw/bcczPz1tNDUXaZPuQGCbTRw2DJHNKC4VCU02cl2ju6+vT6OioBgcHTYUqKbMFxe7evXvKZDIm9oDzDQiE2gcNrFKpaHd31wrSydKRqUS2lz4XHpxC+aAoniyHJFt7mN8YgAPlsHYZUH9uZMI8pTHJLgJIyJTx3dBJCciExwEtkO/12d1WwINsFuDjqgXQ/hh84TyUNJx0Tw1Lqo/M5XLW64R6M+z4+FiVSsVU91hnQ/DhH34OkPXu6+uzfYO9xWfjAAPhw7/GsxtCWtZVQQhF8UnF6S8LhGCsN+0AyVVpZqFxL7aiaPH7y7LXSnXqjb0aA2j8wi/8wpmMBGCiVQT5Et+hzs7OpogUMozQAi5C0/I1ACwCUA1eFu3pMtZoNCyD8VkBDNLpOEcPHz7URx99pGfPnlk63Ef0iOJ7jXUWdRzPUqlk/2/Hj/YF2xStsoCGTfDYhKAgeMORwtlK2nSYQzjeYVG0N5xoImvQ9cIoFoBgcHDQzoXaFXjtvueH/3xPR6DQl2i8dJqtyWQyGhkZsYW80WgYWCGajLNQqVQsy4Bj2tvba0XVRC594bC/d6UTFa2VlRVTy0LkYHBw0DYWZC7h/ydlCHmvf0RRpOfPn1umhcLgW7dunXGqjo+PtbCwoHK53PR8V9dJF2+4/Pv7+zbeNDKk6NvX8DBvyUqkUqmmzt84xDhRq6urWlxctLFBxermzZsaGhpSf3+/3nvvPRWLRT19+tTukXQ6rTt37qi3t9dkgJkL1Dkw7zh27+jQv4RoMdQ5gGi9XrdrTEGob/AWx7H9n0wZax/3DzRDivnz+bxKpZKBT6iA3qIo0vj4uO7evavR0VE7L5/loFYJaeXOzk47R+7jRqNhRfusx93d3dra2rLeGtBgoLQC7EdHRzU+Pq7u7m5tbGwojmNbz7kvPeDgfiGYgBJXkmUyGRUKBZMSvo41l0wg2Q6ys6wJnuKFGhFqh+x7rK0efHv6J8CD7NF1Onz1er2puWYrxTfpFLAQxAF4hFmUer1uAJlO6H4fZ50OH/V63dZ2Mhu+3iOp6NsHT0IaVpg9b1UTclU/NaRc+99fla+RBEaS2gJch3kw0q5m5Cr2Bmh8Di2Kovfv3bt3/5d/+Zdf5DPsRiQ1B82J4js2HBaApFS0N+9gsjHR4fVV0J4uY41Gw4rrXjXAINoH7WF1dVVLS0t69uyZFW0mjXNfX59x3pG2BFQUi8UzVKFWxsa/tbVlET+cEBZ47zyzGYdjgfwlzoqPeKXTJxr9FFRTRNhqPMksoI40MDCgo6OjJiqINyKqcOKhWW1ubmplZcUid6HkMf0pKBYeHR1VLpczR1Q6LbKv1WoaHR01Wk8qddIMrVwuN3VWJr3Mpkj0FAoXtBP+39XVZY4e9wJgc3Fx0cALc8D3dQEYoX7Cg/+RIeBaeDs4OGiqa5CkwcFBTU9PnylYZE56pzCVSml0dFQjIyM2h6nXCOcr9SpstH6ccGigjgBQeQ6nTzoBO0tLS1Ykv7Ozo2q1qsHBQU1NTamvr8/qCvb3962uJpVK6c6dO3bt/LnRtXxtbc3U2hYWFprmCr1VABLr6+taWVlpAqhjY2PK5/OWoUBhC+oQtDtqHfw9Va/XlU6njZZFbQ+0FZTVqtWqzXN/b+dyOd25c0ezs7O2lvkshyTLoBwcHKinp8dkm+n9wHz0suM0ZGSOA6i5vwAdxWJR09PTKpVKJi0NdQwJ2RBwMP7IXCcJSWAIOAA6ris6TabYd3ynZimU02WP9OIq0kn2C4qmBx6AE4Clz7i2ooOFFKbzzBfGoxbYzlCiIvuSVB/jac+AVNT/YCewPvjzhG7ps0C+yanvQZWUYWgVkPLzHApTUk3Ii4CQEByF0u2v0gB27QDJqwAj/J0ERt4Ajc+hXYQ6FQIJ/zupfLihLLgXTWUSpfCZCt8t+1XTni5j7QAG1BToMddlFAvzQCeenhfr6+tnwEUUnXarHh8f161btzQ1NWUFrYODg00b+HlWq5008FtaWrIO0UkNndg0JJ3hoRIhRy4XKhHOMvKr5XK5idrVyklAQnV4eFijo6PK5/N2fcrlss1BAA2KO2xiXCOKildWVqw5FsdLESrfMTQ01FS0vL6+bk4maka7u7tNndJrtZry+byiKNKHH36o5eVl44RD7fF8VrIxngpCMbCPeHIfRVGknZ0dLS8vNymtdXV1mfISajjVavXCc5NMCJF9CsqxqakpDQ8PN71nZ2dHc3NzZyKnhUJBIyMjTco/rYz6kkKhYJSuOI5t/hE9ZSNdX1/X0dGRenp6zJmV1AQw9/b2DNRQwN7Z2WlAkexXpVJRf3+/SqWS8vm87t69q1Kp1CR8EFqtdtKX5Otf/7pF9I+OjtTZ2amRkRGb32R4ALHQVm7dumVBCeYcggMoBKVSKQMoXF+udSqVsmg/xeMADuYG/RVwFr2TNDU1pTt37qhQKJjIgc9ySLI6Ea4P1DDGGAUzHK1MJmPzn6Z6PupMVggwPT4+bupwUrPM7fDw8BnAwZzY3d21TEOrzDiUO7qSXyclhsahzCuc+FbAAxlgSQYSAB6t5HRR3iNIEGaYwwLfdhSx8Dkvpbu7u3tu3QBZRdaiVns04hs0FoXy551fD2p9EAHw4WtgyK55BgOPsBiffc8X7QNY/LUniNFKovcq5utQwmzIZwFCMA9GWtG1rhOMhCDk9/7e36tvfetbrwfQiKIoJelfkfRPS3pbUm8cx5lP//cVSf+ipP9HHMcPrvWLP2cG0Piv/qv/qglA+J9owUPfwEFAx/+i6lShlCxR07AnxWd1A17UcGBXVlbOnPN1AQyipSjFVCoV00JnAYTaQwrfSzQSWezt7dWNGzf0zjvv6N133zUO/mU2WORYcRIqlUrLa41jTCH37u5uU5Ek8p440blcziRfoRdtbGzo+PjYNt2kY0XRaHR0VKOjoyqVShbphQbCWDFvqf3B0WCTPjw81NLSkhYWFky5hbnPXB0cHNTg4KCBGAqlq9Wqtra2jJoG4AM40DAvik6anA0ODmp1dVUfffSRUV6oX8GxYmzIysDd9tkIJEiJ0kqnnbPL5XLTmBWLRX3pS1/SyMhIk/MSxyedzr1D1K62RZL1uuBa9/T06K233tLo6KgdZ7Va1fz8vDY2Ns5cMxSfkmR3sWw2a+AiKWrqjx/A4UEucsKoHdFpndoBqHw0Nzs6OtLy8rIODg6sbwdjS2SfIvm33npLhUJBUvN65h9kdVFyIzOxs7OjbDbbVIMG7Q1KS61WM1DFZ9G7pFQq2VyFBun7gvjxo/He4uKiKpWK0ZJQxDo8PLS5R3bEi2ZMTU3p3r17Gh0dVb1etzH1DqHPuAFmyaqwFuFQh30wDg8PLeNGTxUyobVazbIQFClTOE3Gc3JyUrdu3UoMkHBc7FGtIvWAMEDHdWbHoURyjyNI0Qp4cC/5zBxUqyRxDQyK63VI/3ojK4oCGEAyVAHztDBUttjHyeAlGQEf1mfoXKHj68fI930BSHiqKE5t6NiG4wZoCSXsfaYm7P2AyAVOOFnn87JArYz7LUkZ63UIqrYDI/x9VTDy0z/90/roo48+e6ARRVGnpL8l6XdKqkg6kjRG4XcURQVJy5L+vTiO//S1ffHn0KIoev/+/fv333//fXsOrrQv5t3e3r4w7Sm8iVDaCQu0Xwfa02UM2sPy8vK1Agy4s2Qr6L0AR51xRwEIJwGaUtinIpfLaXp6Wm+99ZbeeeedM5SPVhY6nhsbG1pZWbHoaCsjygZflWPi+ntaB5QhCp+RVKQYHKciaXMoFAoaHh7W2NiYRkdHm5zm4+NjLS4uan5+3mh6fjPv6uqy2gmUglZWVrS4uKiNjY2mgncixB0dHcrn8xoZGVFvb68VkHPtKfrHWSWKmclkrFgbitXg4KAymYw+/PBDPXz40ORwceyRYaYIP5/P23zis+hcjLQn318ul3V0dKSlpaWm7AAN6GZnZy88J6E+eOna/f191et1o5FhHR0dmpycNDAAjY6Gijx/dHRkFK9Wx0FtS6FQuPRGmwQ4yO6l02lrFpjNZk2hivdVq1U9fvzYlMMAab7jO0XQ0sk8vHHjhsbHx5XL5VoCdurJAM84Pl1dXXY9qEV59uyZ5ubmmtSe0ul0E82HrHFPT4/RHcn67e3t2et5DwpWY2NjyuVyWllZMTAFZYuMIjQyv6axhg8NDenu3bu6c+eONUVMynJQzyHJ7ksU37gHCSyQiSEw4O9bMuRejlk6XWNo7IkDPjk5qTt37mh4eLjl3CIYw32aZFEUWSE0GcrrNK/0BsWqHfBAnYpeOr7Wph3wABB7Ja7rsqs0D6TnCMGtdhkVAAcZekBs2PwvKcjle34hP0wdINm1kOZz3r0bsjeS5KOjKDqjtMQeAfjyBfeAHF8/Fs5bvj+pJuRlFmlf1ggQtAMkSTVUrxPQ+Lcl/Zykn5H0ZyT9KUl/0itMRVH0P0vKxXH8I9f2xZ9Di6Lo/ffee+/+f/Pf/DdN0bWLKjh4zWoaThGRe51pT5ex8wAGai8Xceaq1WpTVqhSqZiqSQjmMMAFGxJ0BMa7r6/PCnxv3bql2dlZi7q2Mhb2cMODxnNe6jybzWpoaEhDQ0NKpVLGw2XxJqrIOVEHAL2B76X40Us9Sqc1DCMjI5a1CBWJKEydm5tLzC5FUWT6/NQ2+EJjxlGS1RSlUinjgw8ODrZUYIJyAxgHKFHTAEVjdHTU6Ea/8Ru/oQ8//NCAQa1WM6cAx4Bma+Pj4/ac7xkAL53slnRSaE6zOwDZxMSE3nrrrWtxNGq1mj788EOtrq4agIuiSBMTEzZ+u7u7Wl5eNvoBQAUZV6iQOIleRjefz1/LBhp/Kt/LcayurlrxeSaT0ezsrG7duqW5ubmmdQ0Asry8rO3tba2vr6urq8tqwqAc4ejU63Xrkux7B7Sy3d1dLSwsNH3n2NiYJicnbe3c3d3VBx98YJkPnOLw+jUaDbsGAGEyFNVq1QAdymesGVCOqHXa29szKV1oM2QVk3oY9PT0aHR0VHfu3NHU1JSy2awJEYSvRRFIkhWQw9XHGF8y2r29vapWq3r69KkePXpkCl7+fAF8AEAoMN3d3RoeHta7776riYkJCyYkGdkl9rkkY90A+L4M587XdzC3WgEPaJGAC8ak0WjY9W4HPHzG4zqBh5fS9WC8lXkKHLU37cwHvqgHopbk6OjI9hAPSn1NFpLZiNqQkcABRp4dsYXzCpypSUgCIUljjyMePsJsAOAopH0l/c2+T/bFS7G/jn6WHwNAyE/+5E/qO9/5zmsBND6QVI7j+B/69O8/LelPBUDj/ynp98VxPH5tX/w5tCiK3r958+b9n/3Znz3vdU3KC0R/kEBl0X/daU+XMRyXpaWlM04s0cJWAINFks2DVD6LMs4pwCIEdJ6j6iM1RLa5DkTLZ2ZmNDw8nLhQovDlI9Q4AqT4ARdJmwUR3sHBQXP8U6lUU1M6bH9/37IUOPKeulStVhNrDFhAoSeRRWCTQAqXY4XCBd3E63ZLss2X9/rzS7pe+Xxe4+Pj1hyvlR0eHjbVVUAboaCXwt/p6Wn19/drY2NDv/Vbv6W/9bf+ltbW1oxuIMmoPURRJyYm9O677xodykt+UhezurpqIDSOY8sy0A+D85iYmLiWe5EO2D6jRfEucpcPHz7Us2fPrN6iXq+rs7NTpVKpybHBgQNgcI6+4dl1mAccc3NzTVmYUqmkd95550zxcG9vrw4PD/XkyRNtbGxodXVV9XrdOpP39vaaDDNGl3TWBj/nwvvo6OhIz58/b1pHcrmcxsbGDJwjFbyzs6N0Om08cVSytre3zfGQZNkImgCmUqmmWolcLme0QuiPZAGy2ay2traMLpbP540uQ+CDe9YbdUojIyP2IAORtHYwb4j+bm1tWT8GP/bUkTA3arWaPv74Yz169MjqXFAnBIhBr/IZiIGBAY2Pj2tqakrj4+Mt10SOjUxHOyofwYqBgYGX4sxBk+UaQ4NtBzx8lqDRaNg8AJC0Ah6hQt5lavPOO4cXbR54EYYDFG7fNJT5Dp0prK/wGbWenh4DFUnF4fRT8uIYyKqHhfreyJqE1POwmzcGOyEJiJwH2FqZpyiHojnUpCT1Xwmff9lSvq9NMXgURQeS/uM4jv+NT/9OAhp/XtK/Fsfx9UH0z6FFUfT+zMzM/Z/7uZ+z5yjiJfXJIgt6bqUJ/v1iYWTUW0dHh2UwfCFfmB1A8pA+EV51KynyDnWGyAWLFZF2IihE+mnUNTw8bIWekizS448l/D5UaHj4e9erd2SzWQ0PD9t3NBoNo3V5x5OGXUh7sukDtFCjQR2Jc4EmRJFyLpezImUoe9AviPiVy2XjXYeLfU9PjxU71+t1G/tWmx7dvicmJoxeFkq48kilUlZ879WROjo6bHwKhYIp58zPz+vhw4f6xje+oWfPntkYE6WenJzU6OioxsbGND4+rrfffrvJ6cTI2tBNGTs6OtLCwoL1DkA9amZmRrlcrtXUvpTt7Ozo8ePHTQ75+Pi4xsbGVKvV9ODBAz1+/NikVXGwc7mcOjs7ba5znVvV22AUnF8X+OA+/sY3vtEkfUvGiqwAx8T69ujRIy0vL1sxvxcAoK8EzvLY2NiZ7CFrJrUhODx7e3t69OiRtra27LU9PT2anJxsiu5ubm5aMT9Gv425uTktLy9b5iGkb5BZRi55c3NTHR0dpiTX399v68H4+LhKpZLRtZC59s0ut7e3LQPo5wGqVtSO0OMD54k1hHWJiDLHC/Ch34d0WsNDlhYQsb+/r8ePH+vp06emHMc1oECepqHQ2aDrck5I6RaLxcQ5CA2NerdWRv2Qr/G6bvMSx9TR+D0mBB6srTjR7AEXBR4+43GdwINgzEWbB/b29tpxnLdWeGOtJ4tKjx6OwwsPMHf4P1k975BTvM772Gu8X+Qlp32digciPNhDQvDCsYfjQu1fmAV5kR4hnj7GsfMzaV5cBJC0ax7J80n2OgGNDUm/Gsfxv/jp30lA45cl/Xgcx6PX9sWfQ4ui6P3Z2dn7f/Wv/lVLFXsZ2deJE/iy7SIAI5fLNaVtyQ5Q14LiiKdB+XsDtSUyEtQjoDiC8pDX5w8jwSMjI6aT74+DItMko/kUUXjpbKNDnBQ2eIqM2dBplkU9AuCCNDQF4F5yFFoXhb04xnQIzmQyFsmDRhDWgxDtC6OOKHqUSiVzMChcBJxgRKn6+/s1Pj6u2dlZjYyMNHF2W3VMrVQqevLkiZaXl5v6VdCEjwgZzax2d3c1Pz+vR48eGb2JzePOnTv6yle+oqmpKfX29mpiYkLj4+NnFFA2NjasKWBoFAJ7ylE+n9fMzMy1ccvX19etbkA6mbdTU1NKpVJ6+vSpPvnkkzMAliaO3d3dFpzo6+trAr8XKTj3dh3gI45jfeMb39CDBw/MWeY+oo6jUCjYvTkyMqL5+XnNz89rcXFR5XLZms0hplAsFs3ZBUiFBg2PzBXZubm5OS0uLpoDIclAJpH7w8NDzc/PN41xT0+P0dW2t7ctw+WjyMgwU+8DLYs6K8aT4EQ6ndb4+Limp6dNUrerq0uDg4N2/8M7L5fLTf1NuA8IfHA/ZLNZkzaVTgEcdXnw5qPopFklx+eDHtRzQEsrFosmB/306VOtrq6a87W9vW0KePV63Qr5yZpCnZRkVD6aVSb1qqBfCgGFVsZaCQh8WebrO3wvJA88fObJZ4yZU4CVywAP1u7rsLA/TFjjE5rf8wAel8nQVqvVJuDhFQQ5nqTsB3Q0AqpQv8loePCBj+D7PeG8X8R8HxFP3QoljH0tC74BlDFAZ1IDyYsaICTp8aLZjSTw8Y//4/+4vvvd774WQOPXJc1KuhPHcTUEGlEU5SU9kvT/i+P4H722L/4cWhRF73/lK1+5//77739f0Z4uY0nFpBTFNhoN47bCq4eOAwWKol7+jyHDxwOKQJhShX7hpT79QssmTR0Di8x59xyUIRb1UF+cRQTHsFAoGNf88PDQJHTRz9/a2jLnlwZw6XT6TPd2KF3wRr1kIxE3zqHVeTQaDdtccZy8sg/OCwWttVrNigdxoAAXqD3duHFDw8PDF6Y/HB4e6tGjR3r69KkBjEajYZFXorPU3dTrdZXLZc3NzalcLjcdy9DQkH7yJ39S4+PjNkYzMzNN3H7kWdfW1hLrY8gSIPnIPJmamtLQ0NCFzuk8i+NYCwsLpiwFLYYO2cvLy2cAX09Pj6ampjQ2NmYOXru1pFXB+csGH0+ePNGjR4+0vr6uWq2mgYEBjY6OGtUPRzmTyWhiYkI7OztWqE0fEKLmnZ2dmp6etqimB7pJ8xn5Zehkq6urev78uf2f5oGFQsEciv39fRMOAJTEcayxsTHLwEH/IQiAUAS1Jr7ZHsGG3d3dJllxxh3a0ejoqK0TSPsCCnC2UFcjw0CvF+hPrCf1er3p+HDeuH4IMEAfAqB4x7mrq8tABzLYXV1dWlhY0NOnTw3QHB4eanV1VZVKxfqJoNzGtfVZCAIPxWJRIyMj5lz7TAz9dFr1ePHHSKbjupzzVga4Yn30xdQh8OA6AxqiKLLX+RqPVuIs0EL9XnQdfgIAk3NoVS+D+Uz+VY7D13v47u7h9WS98xkQMnQefCSBU15LrZxXtwqbCp53rq0aE7Zz/Al2cm6IxdC3Jsy0+OyL/1+ohpaUBXkREPI6FYP/QUm/LOm/lvQvSPrX9CnQ+FRx6hck/aM6qdH4H67tiz+HlqQ69XkxAMb8/LxF0olw1Go1FYtFDQwM2AZOUzoWRjZ+qE9hNCBUCsIprdfrJpkHUDk+PjalF+QxyXJctEMsaWLfWbtV4yAifV5CFBUjZDmJNNKQik0NR5e0cTqdNhEAijTh/xKd8fKy7YyGbHEc2+cwjtJpFIhF2xfOYl6BZ2JiwqhNF7VGo6Hnz5/rgw8+sD4e8HeJCOJg8vrt7W0tLCyYk+T10+/cuaP33nvPMiZQprgmOG10R/YWRZFFTIniYj09Pbp58+a1RVMbjYaePHli8rw0xhsfH7d56o8vm83q7t27puj0IvYqwEccx3r69KlRisrlslH3KNhOpVJGBRofH1dnZ6eePn2q+fl5PX78WPv7+5ahOz4+tp4TkjQ5OalisWiZrVbOU29vr/WMmZuba7onoKZ5W1lZ0cLCguI4NnpSsVhUsVi0CCuNA5mvGHRH+sJQywStkNfSr4P7mWMsFAqmPEXWhWPAeaN2hWPBgUWKlvnLveqPDwollKRsNmvzgHoOP+dp3ArFqlgsWpbo2bNnJrfugz/MY1S0hoaGztCeqH/jc+mn4lXwAE0Ap1Y+D/VSUBpfpiXVd7Au42z6WhtoZZwXtRWXAR4h1eo6gIfvup6U1U46Do7hqpSvsN6jVbf0JPoVwS8PPpLGi0w2ASIAiK95vcz4eQaCf5yXyfbHf163dOZPSAsLgQrBPLIw/CRr2Wrtfm2AhiRFUfTzkv45SceSNiQNSfqGpHcldUn6T+I4/qPX+qWfQ/u8AY3j42Pj0D9//twiXxjc43Q6re3tbcsyoPLhqU8eVLDoUAxMoSjRP0+BQXkJBxkOJ5E9Nl3oFq2MRcerabR6vZdv7OvrM2dhb29PCwsLFrXFYfD1DSyqLGikWqEN5PP5M+obSY2OKA4PH0TaUK3yEXEKXn161+u7s+6grgJvnI7dl6USra2t6e/9vb9nTgvgiM8nuySdLMhEiHd2dqyHBHUmhUJBd+/e1cTEhG3wMzMz6unpMQdwbW0tsRAVqk6pVLKmkN6Gh4ftc6/Dtre39Y1vfEPr6+vmlBAFLZfL5gwTtZ6dndXNmzdfaq3WywAfmUzGCr4bjYY2NzcNzB0dHWl+ft6uIVmwsbExUzb76KOPTAK3VCppd3dXU1NTJlnrgcL+/r71wEmSAo2ikw721FEw54vFom7cuNF0bXd3d/X48eMzxeQ3b95smuP1el2VSkWLi4smHOAfXlEOOtTKyoqtgwQ4cDS889DT06Pp6WlNT0833V8AOmijHjgR6Gg0GhZ08QGW0G/IZDIGIGi6yFpELRBjBygggzIwMKD9/X09efLEeuIAOKRTBauOjg4rlIfOFl4XCpWpfSLo4buV082ebE2rOehphC+bNQBFycvoSmoCHt6hpr4jm81abQ5R8TiOmwJm7YCHV827jnP0VF/oYu2M7BQZj6vWz7Sr90h6rW/yh39AM8F2GQjAi6cZY9B4L2O+EDzMgpyXXX5Z3dJ9d3DWiUwmox/7sR/TP/gH/+D1ABqSFEXRPyfpj0l6TxKj9V1J/0Ecx79w7V/4ObTvV6ARqj6xyJbLZWvcxeugKcDDJHodUp+8/B2bD04tHGI2oEqlYuACZSdqGugE7LmyZAWSlE28vCHNr3Aa/OYLl5oHWQEoCqSr6c6KYhEF5yjO7OzsqFqtWvbANw/zSmMACxZT5PfaPYiWQqtCbtIv5kQhaUhGl2+K6tl0iJiywVEjcNkoYrVa1crKiv7u3/27evTokWmgw5fP5XIaGhqyqD2OEyCEVHm5XDawRJH3yMiIUqmUKeAcHx9bj4ck57Ovr0/Dw8MqFAo6OjrSkydPmoBIJpPRzMyM8vn8pc4xyQBsi4uLevjwYdPxZLNZuxd6enpsAy8Wi5qamnqpnPR2dh3go6enx+hpNOdCOvjw8FALCwtGN8xkMpqcnNT9+/dNgQ4JVubG4eGh+vv79aUvfUnd3d127f0xU1OR5FzXajWtrKxYrQhZzFu3bjVlZY6Pj/XkyZOmuoGOjg7Nzs4mznlfV4HTQA0VQRRA9MbGhhYXF02li3uMceXelk6jyQQtcMhxpllLWEN9DxvEIrq6umxcwiwHRnCEpp6AI+igjCPBIY4Helu5XNaTJ080NzenSqXSdB/x3qGhIY2OjloBPTQTbzSXhVbFuPseEXRHD4GWN2icPsP9si2pvkNSy4wHtFSCKjTX5B47D3hAcfLr8nWp3/mMx3nNgX0H9f7+/hdSC/OUJNaddpl5aFRHR0eWvfC9Mc4bD2hOCMNgfM5lDJZEEgg5L0gEGPLg4zq6pf/0T/+0Pvzww9cHaNiHR1GPpAFJW3Ect68iemOXsu8HoOGpOZ6jypyM49gacsHTZOGF5kJU3mcquBG5WekajCNISr1Wq1mGgiwFdJvNzU2tr69rf38/sdkSNAxfnOk5zPBBAUlra2va2to6AyoAFkR2iEb7wnUyKxSE+0JMGjBRDAiYILJHASlAB64m4KGV+TR9b2+vuru7E6lC8LN3d3fV2dlpEU3f+Rzg5DcP+ocUi8ULR9d9mr5SqeiDDz7QkydPrAgXWlyxWNTExIRdazIRSNoSGd7b29P6+rokmTOOGlF/f79u3Liho6Mjra2taXNz88zxpFIpUwUCzKyvr+v58+dNDnQul9PMzMwLCTT4uiK43ouLi3YdcDwBF4Dnzs5OTU5OamBg4Mrf/bLsKuAjjmPNz89rd3dXmUxG3d3dmp6eVi6XM6EDejlIJ87mV7/6VRUKBc3NzWl9fV3f+ta3bL5Ci3j33XetoeTExMSZ72WtKJfLTQWxcRyb2AA9JgYHB/XWW2810dLiONbS0lJT40F6moyMjLQ8X9SjQsoP6lK1Ws3Wvo2NDT19+lRPnjyxbEcIdskEADi8TLWPcCPTSjYzn89raGjI+mcADjY3NzU/P29dzEPDcfS1ImRyvdPJWg79iZqYhYUFffjhh3r69GliBhExheHhYaMjebEPjP4vIW3IU5Jw0MgGJ5kPLLVr/Hjdxj1PxgOHOQl4hPUdPT09lmGmuPoywANgdh3A4yrNA33G40VEM/x6067eI+k9x8fHNk7UOF50Pac+kNpAxjGsq7iose6FjySqdavzSaJinZd9eq2oU2/s1dj3GtBgoQtVn5IMFSkaQOFgAxwozgxTnNB3iJAjC+l7AtRqNa2urmpxcVHr6+tNsnm+0M1H8P0CwyaII4fT7pWbiPahYNXK2IQpLPYbBgsCIKNarZrcII6Oz8wQKcdhAIBBO2lnvvkem5PvEeCpQnCD2SgkGcUAYEivA6+3DrApFottG+p5S5KLpA7jk08+McBJYfrAwIDeeustjY+PW+aFKBWgb3V11ahTRFcBR5OTk0bNSKVSWltbS4zYwhn3FK96vW49KbAoikzK+LLGMfpaIIzCc74jjmO7JzzIpmHiq3KGrsMuAj4ajYbm5+ebHP7h4WErfF9aWlKlUmnKZk5NTen27ds2ph9//LGePXtm2VCu1TvvvGP9HFrZ4eGhyuWyZcIkWT2FdCoI8aUvfUnT09NN47+1taWnT582OViFQkEzMzNtAXc7wQEcSJpN1ut16ylSqVS0tLRkPSeo94g/la1FUKKnp8fqOOBxI2IRSncDZAHaIyMj6unpsePb2dk5E8Uly9HT02NrGcXQUL98EAdqFTK8kvThhx/qW9/6lgUHvNFnhM7vBHG8yg8KP75OwK91GNFrXzOXZIw3io+vSjrer8G+vkNKplqxLwKourq6LNrPvcUecB7wAHxcF/AIe3hcpnkgnepfxC5a7xEaoJl5zr1zmTHxjf08AIHadVkDYCY9LrIHeEWvEIgcHx+/XkAjiqIfk/RvSPohnWQzks4wjuP4evQcP6f2ugINT2nyoKJd5AKnqlwua2FhQUtLSzo6OjJHnoJtol3cNHB2S6WSFQv6jQNKxc7OjpaXl7W8vJzIu6YwkuggPFGaxJHWhx4VLm5+4T+vMzfZhlQqZZuCbzaEugg8Xa/ugeME3SCTydh3oepSLBbbdpENiwpbdSYlkg9dDW31nZ0d421Tj0L2Ym9vrykKxjiRURoYGGi74LXbQOP4pMndt7/9bcs0SacFnF/84hc1PT1tiy0qXygBLS0tGVhFex8edmdnp6ampgyccY6h0ZchpE/s7u7qyZMnTZtDd3e3bt68ealia4rTARfhpktjuN3dXQO61WrV5H6xfD6vqampl9Yv4FVbEvjY3d3Vs2fPmqLco6OjJgKxuLiojz76yO4twOHs7Kx6e3vVaDRsPrGxcm+98847evvttzU9PX3ucbFuUXsUdhIfHR3V3bt3VSqVLKBQrVb1+PHjJqDU1dV1oeJ8wPza2ppJMGO1Ws0ceLKQdAGn0B3BBgI/OFkeCJDt9esYRaLcX/l83jLERHehFxHMKZfLZ7K2OLSA9L29PQugUJAOoPH9oMg4DgwMqFKp6O///b9/pvZFkvXfoClrX1+fOdPMI0/LrdVqZ2o4QiOABC0GUOaN8aOY/FX2q/L1HaESVBLwoL6DB+vIZYEHRfhkPF40oBEGsS7TPNCD3xc16j087eo8yhfmO4MTBKpWq5fKXEBRDAGIF224rCFyEj4uk5X56le/qm9+85ufPdCIougfkfT/kZSWNCfpuaREDzOO4991bV/8ObTXAWiE1Cd+P+9GoLEbUTavKS3pTJaClDp0m1KpZJscDhaRCT5vZ2dHq6ur2tzctBQtHEoiBqhkULBMERa/811Jjjv1G+d15vYLdkdHh6lAhN1L9/b2tLa21nTMRPrCJnRQpeh+3G5jg/bF4zy1EZwYMkm+OWAURUYbSKVSRo2CC+03m0wmo1KpZP0ZWhlAMKQEYFBOvv3tb2txcbGJM9vX16e7d+9qenpaXV1dKhaLxlvnmMnGSCcOOOCpWCya7nqpVGqpT59Opw3IhucRx7EWFxfPFHwPDQ1pcnLyQpseFBgvJdrKtra2zGleXV1VrVbT5OSkHXdXV5cBpu93gybzrW99q0lhbHR01NSkjo6O9MEHH2hlZaVJwnl4eLipUPrJkydWfExt08zMjL761a/qzp07F4pSkkVYXFzUhx9+mNhJHCeYeTo/P9/UkDCKIk1PT2twcPBCY0AwAIfeG5lRKJm+sZ1vJNnd3W3StzhUODrwwVHEY+3a29uzNY8MMxLJiA6QJQE4+4Z9REh9wTUNFamz41h836LBwUGjqwJUPvzwQ3388cdaX19vunc8vWt8fNwUq8I6AWoZ2Ls8ZSjJCWO9oqYLqqwHKBS8A7xedU8rAGdSQXYS8ECxynctJ7hEFts3F0xaJwnI+YzHdQCPV9U88Dy7bL2HPyYCX2Q9CIBeFLxg/p4E0FCPl9RQ+CJ2GUne16lh39/XibrUPxbH8f98bR/8xs7YqwYaPgKGM3/RwiI01nkfm0xHR0diUbF04uBBd6ADNeofXtHEL0J0rUXphM3RGzK1RC8pjobf6GVtwxuNztwUTLYqoo4/lbcFBLVakA4PD7W4uKiVlRVTyPLcWzZ9Nv6+vj4DF0nOpKd7+WjVeVav17W+vm5NzsimeGUoshdsUqlUKrFoMJfLmUOQ5KChSsJG2CpFfHBwoIWFBVMawsEmWnTjxg299dZbGh4eVrFYlCQtLi5alJcsBr0kuru79d3vflfSCVWF6CyCAOE44ZC2qiGh4NtHpTOZjG7cuGGObivz6j2t+jdIsiL+7u5u6xWDKEI+nzf1HYrYR0ZGXkmh6utk9Xpdn3zyiTkh1WrVQCGZj+fPn2thYUGbm5tW1DwyMqJ0Om39KnZ2drSwsKCdnR3rVj06Oqof+ZEf0Ve/+tVLjeve3p6+/vWva3Fx0da1sJM4znIcx3r+/HnTGlEqlc5QrtpZo9GwRpFhQzWczjiObT1AdYnGgTibvoZDOq3p4Ng8mEmlUk10zuPjY3V2dlqdGBTW0dFRDQ8PW40LtSbQNHxPHrIwBJ18Z2WcXTIcw8PDGhkZMQnera0tPXz4UAsLC033FICDoML09LTdN14m2I8lVCvOM5vNJgZL6MmEsAfKdohwMGcouPeBsVdp7YI5IfA4Ojqy+g6uB8qCPuNxEeBx3U7/q24eeJ4dHh5eqt4DIxtETwvPbrhsAz8ybL5BIT4S99ZVVajCYvSf+ImfeG0yGgeS/ss4jv/5a/vQN5ZoLwtoXIX65A0Q4FOP9KvwBt0GRxNq1MDAgGZnZzU7O6tUKmULuV9gvEOOUkqrGx3ur5dkDTcNIvWDg4OmlMKDdC5AJuxCTXSiVqsZ8GhXlHVwcKDl5WVrJEXTOCJ5XiqWBXJkZEQjIyNNCjWAorBg+zJ2cHCgubk5zc3NJTZfYoOEhtRoNBK/p6Ojw7I/IV2HuhfS+u34r8w7BAC2traawCwqUD/8wz+s6elp9fX16eDgQIuLi1asTRYDZ3xwcFCrq6t68OCBAYDt7W319PTo7bffPqP6gxNDd+Uko7mf3xD6+/t18+bNltFLsnhkq1pZ2IRxa2tLT5480dbWllZWVowqBbgaGBjQ5OTkZ+LAvC5Wr9f14MGDJhrVzZs3rVfD0dGRHj16ZEXSq6urajQaRrUkEJJOp61+i4afuVxOX/jCF/Q7fsfvsMzXRXvj0COCwAdKWP7+wZHd3t5ucsR6eno0Ozt76Xt6f3+/KWPhj4c1jBoFgjxI5RJA4PyQSYWO6aOx1J95xT+fEenr6zNHqrOzU8PDwyZKkNSXwxepeuldMqo+cw7oQO1rbGzMOoYj9rC8vKzFxUWbEx5wSKdF5GNjYwb8WzmuqNjxnVBavAG6OFbW57C7OgDMH8urNPYz1uMwSxACj2q1eqa+Qzrd5y8LPDy19kWBx6tuHnieXbXeQzqVKyYYALjz3cQvYwiD0C+EsUaNisdFsjLYa1OjEUXRmqRfjOP4X7+2D31jiXYdQAMn/bLUJ28+9cwim7TQkHaH0+xvLDYlUnZeHzrpWFqBC2o5UFYiGgPdJsw89PX1aXR0VCMjI01dZZEP3dzcPLN4+THzC2wrh4DIAsAK+Vzf60I6XYgHBweN/wyvG6DmG1ElFTFexKD7PHr0SMvLy2cyCqlUyoobaU5INiE0HHk6EPP5YQF3uzWGojoWVZSDvJxoJpPR1NSUfuRHfsQA6OHhoRX9YmQxOjs7NTQ0pDiO9eDBA3PyAHZ37txp6iVB74WhoaG2Dnu9XjfJTaydchDqZe2cGOnUCSLzgq2ururRo0daXV21AtvJyUmTsJyammoLiD5PVqvV9MknnzSBjdnZ2Sa1rc3NTT158kTHx8daWVnR0tKSOYJQLakFWVpa0v7+vkVCJycn9eUvf1mlUqmpWd15Hc7pJN5oNCxQQqGzN0QX4jhWPp83J31mZuZKimF0u08SNCCrKMmANvcd9SaSmqKtmUzG5GfpwdDV1WX3LPc6azKy46xXrFXUykxNTSmbzRolhWwU9RBQNWmCyn1E5jfJiaN2hEw1xcKoxgEevZNPVvPmzZsaHx9vOp926xaBKGrq/D7ls7Zhp3QCXdzzSff9qzQ/L5Oc9RB41Ov1pho/MnQAD+riLgI8vFiIF125qn0WzQPPsxep9/CUNsACNUY8LkOXQkwHAAKdm+CBfySxVV4noPFfSpqO4/hHr+1D31iiXRZovAj1STqtNyDqjDMJKuYR1kJQQEeHVqLwpM6Pj49t0rdznENwwWbP5yHf6rtxIzvroxapVMqUmijOxDlmM/PON8olfK/n8CY5pai5EN1A+YWuxuHiR6E09QwUPnpQ0apg+6IWx7E2Njb0+PFja2gXGjUOqEfRaTjpdRwr4xwWcLcDqjgPyFxS60IUtlKpWLf1vr4+TU9P67333tPMzIwVLULx8udXqVRUrVZVLBbV2dmpSqWihw8fWsdh+OQ4i9KJg49a0XmgLangO6mAtx1I9QYFJCmyGcexnj17Zk3m4vikAdvk5KR6e3uNc/55o0mdZ7VaTQ8ePLBxj6JIs7OzTVS2g4MDPXz4UNVq1Zz7er2uwcFBHR8fa35+XouLi6pUKpqbm9Pu7q71JxgdHdU777yjiYmJM9esXYdzslJED4+Pj60mKFwPNjc3tby8bJmt/v5+jY2NaXJy8srXu1UHe9Y9ar6y2ax2d3e1urqq5eVlc7a9Gg6BCO6Zjo4OA05RFNk6QJYE2fDQMcXRJLqMGhRj3dHRYfRR9g2afi4vL9v5+EwKBu+cyDBjCX1rZ2dHvb29KhaLVl8BPXV6elo3b97UyMiIBYe2trZaRn7ZDwhkQafieLzzGwZdMpmM7X0DAwMaHx+3LuuflXmQFDbFlc4CDyhvYfDL9/GI49iy9OcBjyQxkes4l3Y0Xey6mgeeZy9S7+H9He4nqIb4djQhvKh5+pWn/nn61eHhoX7qp35KH3zwwWsBNG5I+nuS/oqkPxu/0c59adYKaHjqkwcVF6U+SbIo0vHxsdVBUEiI08YjnNAsGGxGkuxmR6uZRmm5XO6MLCDggDQ1iiVxHJ/pFMwGSJSIqErSTdvT02MOfTqdbqnwwyLA2B0fHzepayTVPFDkBQDb2NjQysqKVlZWzNH154dCFPUBw8PDGh0dtcjOdaR0iVTNz8+b7Gp4O3INJiYmLLqYFCGJokiFQsGoZTRhYgE/b24BCAGXRJ13d3e1vr5uPw8ODiwSOTk5qampKd28eVN9fX06Pj7W0tKS1tfXm84DCWDP7378+LEWFxebNpbh4WG999571oRseHjYgGY7oxjd9z+QpMHBQU1NTSmVSmlvb6/p/kiyixaI1ut1ffOb39TDhw/P8PtHRkY0MTHxyotLv5fs+PhYDx48MAc+iiLdunWrqaapVqvp0aNHTY05aXCIMMPi4qI2Njb04MEDra+vN9Fe7ty5o9HRUZVKpbb3qQcfqVRKS0tLTeslgB2AzRp0eHio+fl5A9z9/f0aHx/XF7/4xRdyfo6Pjy3LETpdx8fH2t3dtfWpVqtpbW1Nz58/txoET7+I49gaYrJ+e+lRAjwEW+bm5kw0AcENP06srziox8fHTbUNOD80+Ozv79fOzo6ePn2qZ8+e2dpAbR7GXgJIYi0/ODjQ9va2jS/3lBfwmJ6e1p07dzQ2NmbF0VtbW22jyAQQstmsvYdMP2McNi7EvKIX4PKzFnY4T6wj7OPhs1ieJXBZ4CGpKeNxHcDjs2weeJ75eg8/TudZKF1MoNX7MTwu26yP9QsA8uM//uOfTY1GFEU/n/D0jKQfk/RM0jclbSa8Jo7j+F+48he/MQMaX/va15rqKc6jPoVZBxZiMgY430SizpsfSMzm8/mm5mhEtHAqPYBggw3pTD09Perr6zNJUqQpk4yibUnGNU0YI8tesIl5njwOhl8oqbVoxyXt7u42fqinCW1ublpDLx+phC8JqJicnLQuxNepv46CEdHYcrmcuLh0dnbqxo0bGh4ets7dSdcZ5a18Pm8b887OzrkLFk2Went7mzrcYmQwmG+Hh4e2SKIoNj09raGhIdXrdYtghpxzKBZ0T3/69Knm5uasuJRznZmZ0b179zQyMtKUiTnPqtWqnjx5Yg6pdOK4TE9PN9E5Wm1Y9F2BinZeYf7W1pZ+67d+q4malcvldOvWLc3MzFwIGL2xE6f5448/tnkaRZFu376tXC5nr6GGwvdkQOGOTC3UvAcPHmhlZcVoNkNDQ3r77bdNsQzp1/OMTuKoPfH+t956S6lUSltbWyqXy+YsLy0tNdXzdHV16Qtf+IJu3rz5QlSbOI6bGgGG/0NRCvpppVLRs2fPDORDqUJus7e3VyMjI010JHpheAex0WiY6ATrAWs94gxkOeh7g0MItZYAVj6f1/j4uMbGxtTb26vDw0MDRvPz81paWrLO6ux1UDSl0+BHKpWyiDKUpnC9z2az5vgXi0ULmLDXQqMK13H2KAQdAB3UrBHE8zLeoWWzWY2Ojmp8fFzDw8OfabbjvPoOqRl4oOiYlJX3TIHLAg/25hfdNz/L5oHnma8N5edV6j18YBaWRfi4aBD6M6NORVF0eUHfE4vjOH51QtPfhxZF0ftvvfXW/V/6pV+SpMSO0/5BPQENrKIossLbra2tC3EHfRqaFFtnZ6eBl3Q6bR1M6aTpC7FpvsQGxmJPNgJnvdWmTYoZTnW5XE7MXnhp2nq93gQufD2KbwRGDUSopES60heebWxsmHoV0XgUTFg0UWwYGhrS6Oiobty4oampKY2Ojl5rRJqsE0WdlUolcQxR2oEbXalUEgEDzhayl6T821kmk7HFt7e3VwcHB6pUKmd4zkQ34W+j6Z7JZCxjAhBLpVKWFQrPpaOjw+ZqtVrV0tKSHj16ZLUbOC2FQkFf+MIX9N5772lgYOBSWSLAmhcdkE7qUtqluukc7OtczjOUk775zW82Lfqjo6P68pe/fGG50zd2atVqVQ8ePLA5nkqldPv27TO1EdRQYKlUSpOTk6rX61pZWdHa2prNr4WFBe3t7Vkh8Q/8wA+YstLAwEBTg8GwySAWx6edxLGenh7du3fPqDydnZ1NfYVoMomVSiXNzMxYb5oXcXiOjo60vr6u9fX1Mw4HUVGcwP39fT179kyLi4sWkGEt297etvoLL7CAOh3y5NyD1C/RoT2KInO+WW+QSyVY4R1yr8Q3OjqqW7dumUDE7u6u0VUp/kcCGToImXmCQJ6CwuejRuibYJIBHh8fV2dnp8mkQ82BDeCbRULzBXRAM8PR3t7e1vLysmV3W+1/rC0ozF23hOtl7bz6DqkZeOATeNoPBvDwGQ/8g3bBRp/xeFHH/7NuHnie1ev1JsrVVes9fJZVUlPRuX+E2OCzBBo3rvreOI6fXfmL35iiKHp/dnb2/p/7c3/O6EWYb1Hvu5xC7yCKfB6XHk10HtxMgAqcRElN9Bdv6XRa4+PjlgaG5sTGUqlU2nJgu7u7VSwWVSgUdHBwoLW1taYIsz9eOoKn02nLLlQqlaYIix8nIhS+ezjnJcmiN/D/sb29vabPpskUUTyoOaiaUDdwXXZ0dNRUHAldKxwXdOqnpqZULBYt9R/e8/xNwVk4TqHhPBDd6erqMrCT1AuCaCONxHDEAAOlUkn9/f2anp5Wb2+vccTDOQFPm8xKuVzW8+fPLSNCAXl3d7du3bqlH/zBH2zb4TnJ6vW6nj9/biCW8WUeJoEVgBKyyJcFNN/5znf0/PlzG/MoivTee+/pnXfeeaWNv77frFqt6uOPP7Z7N5VK6c6dO2eUxra3t/X48eOm+UZX9dXVVT179kzPnz/X48eP9eTJE5NenZmZ0W/7bb9N4+Pj1nuDiDMU1lYdzpGWxXyhv3RKW4iiSJVKRY8ePWoCAtls1mh03EOXnXveqONKWl99lqOrq0vpdNrU6g4PD63INJ1OG3U1qXEd94lfbz2Ftbu722rE9vf3bb+SZGCELEdI/WK/orB7enpa/f39qtfrTfvM6uqqBYVQGyOYhMgCvYoIKlE/AoCgJ0KpVNLk5KSpXSF/7nsP+ePj/d3d3UadHRwctHodvhOq5traWstoM2swcuJICiOs8lnYefUdUjPwgFGRJG6CU83+ehngQcDwRYAHc1eWJdUAAQAASURBVPCzbh54nkHPu2q9h6dceaob65cHHr/v9/0+ffjhh599jcYbe3UWRdH7MzMz9//iX/yLFj2HiuQXSSJE8GqhMPlsA51de3p6zoCK8+aHBxjpdNoATjab1fj4uG7cuGELHyl7NpB24GJgYMAKDls1pZJOi5O7u7u1sbGhpaUlK8RNSjX6KASbF3xiZBuTCvc8v3l3d9doMdDGSJOPjo5qcnKyZaO/qxpSlJxbrVYz594v6DTPK5VKpoQUFrhLsqgeUpLtNievic6GJsk28FZZKHin0on8K0WpKOtAnxsfH9fg4KDK5bKWlpbOXGdoZ+Vy2Qp1KTjt6+tTHMfa3NxUR0eHSSPfu3fv0opMe3t7+uSTT6yXyN7enjKZjCYmJs4oktDjgqZgl3Xw9vf3NTc3p8ePH5+hSv3oj/7omyzGNdnR0ZE+/vhju0dSqZTu3r17hoZ2dHSkhw8fNq0ZhUJBMzMzkqTl5WV961vf0scff6yHDx8a37u/v18//MM/rHfffVddXV0aGRnR2NhYopMRgo+VlRU9fPiwab6jNhdarVazxoK1Ws0CG4BzSaYMNTg4+EIKOgR0fN2IHyfARTab1fLysp4+fWpUKLLViI9ks1lrjok1Gg2L8KNiJZ2sF9SSUefAuft+AFBgWYuT9ihkeYeGhmwviaLI5D19F21oZLu7u1YUTzaFXiflclnlclnVavVMHWFHR4eKxaImJiYsGHGRhq7S6doKWERCFuVEznNlZcW6vocWUn3J9CAoEvY6elXm99Ok+g6pGVBIpzUH3unldT7jwfw7D3j4PhovCjzCHh7tfKOX0UfkovYi9R4eeIR0t9emYd8be3UWRdH79+7du/+f/Wf/mQ4ODmxBo+jM636HjziObaFkYvnulRcxCtvgtnqVD+hCSKft7OyYQ9pqwfWqR93d3bbAJvUcoICPm395ebllcZe/4YkyoINO6hfubOjgNhoNk33c29sz/jCboI+iUfNwXRxadO/JXEABYTP2mQlfNIf8JrrumI98SFJvb29iU0IMQEZ0hnkDgN3Y2GirxIKqj1eKOTo6sgLSzs5ODQwMaGJiQtvb21paWjpz/bq6ujQ2Nqbt7W198MEH5mRRPzQ4OGib78jIiFFjbt++fSmQB82Gxm9YPp+3xm4cD5Haq9ZL1Go1a9K4uLho8zuTyWh6elo/8AM/8LnuifEy7PDwUA8ePLD5lU6ndefOnTPXsF6v6/Hjx033TU9Pj27dumV1QJ988om+9rWv6cMPP2yqibt3756+9KUvaWxsTD09PReuqdnf39cHH3xgTu/h4aG6u7sTmy/i8C4vLzetWfSRgIZKvZvvQn4VQ5WLeqrwfzhbXV1d2t3d1ePHj1Uul426iHMFzZQ6PtYcItUUUAPYyUIcHR3Z2ubHgmhsd3e3dnZ29PjxY2vUF67hFLcjX4pjCn24Vqs1NQ6sVCra2NhoCsih/DU8PKz19fUztTOoXFHUfuPGDY2Pj6urq8t6g/h6jHZ0F+8c+5oXVLgI7qDYGKoD+vNl3cZ5J+Nx0Uau12nsZ+d1+YZCBeCn3iBcE8MGd145qRXwIAjH2LwIhfmyzQO9EEEul3ul4I/sjKddXaXe4/f8nt+jf/AP/sEboPF5MqhTf+Ev/AXLViQZhYrUDRAFQMXjAt/TJHtWr9e1sbFxhiLlAQY9C4jAt0r/4rgh6QdfuFwun1mMiQayMSR1E8dIK9Ph1C881Wq1SQkkydBS39/ft5oUvzCk02kVi0XNzs5qbGzsDBXjqkbGB0lFzs9ngryyRxjBiqLInI+Qz8lG36pRFAobZLP8IgzneWNjo+W1JItFxFY62TSgKvT392toaMiyb5OTk1bwGtaKdHZ2anR0VLVaTd/85jdNynZ/f1/lctmO8+DgwD4LR+XWrVsX2kShnxFV9o5UKpXS6OioUf3IXLxIlDiOYyuEPTg40PPnz63hGXPp9u3bb6hSL8kODw/18ccf2/xNp9O6e/fumcBAHMdaWFjQysqKPZfJZDQ7O2sZsoODA/3ar/2afvM3f9OCJwcHBxofH7frSOf28fHxc4M3oQpW/GmjvNHR0abmqWQNd3d3tbi4qHq9rmq1arSOgYEBCyAR/Onp6TFVu0KhcGXnxktQh3vN4eGhNRqt1+t69uyZNZeUTu5nFL2Ojo5svQodPZx6f69Bs0mn003ZD6ynp0dDQ0Pq7+/X+vq6njx5oqdPn5qUuBc0YY3zPRsQlfCqWiFPHWDCun/jxg1FUaT5+XktLy+fcdoIQI2MjOitt97S22+/bWsje1e5XDaVLEQtQvOqR+HaQ3CRfcorQTIHkB4mWOTXRfZG3wH8VZpv5ErtZJIBPFBgo8YjXONfBHgAzF4EeNAjjMdFmgeGPTxeZdbpKvUer00fjTf26gzq1M/93M/Zc+iOS6fayNQNUPDWztLptL3Hy5qhj764uHiGvxtFkQYHBzUyMqJqtWqZi1YOKZFsCh/jONbW1pbW1taaIokoQm1tbRknmkhZq2NnYQYUkFHZ3d1tcrjD46eOhagi4Cocr1wup5mZGd24ceOF+NDeiFIl6bX7uppGo2ELIhslMpEs2l7fnIWOtHwYFWTj9nUW3pBspa9FkkFPoIM1PR+gMq2urloTQuo/xsbG1NnZqaWlpTMbNB3GJenjjz/W4uKi9fQAfE5MTGhgYEDb29umyIKSGQ5AKwvpZ2RSPO2rp6dHd+7c0cjIyLV1793b29Pc3Jxdl/n5edVqNVPrmZ6e1sTExJu+GC/ZDg4O9ODBA1ubMpmM7t69mwggy+Wynj171lQ3MzU1paGhIUknDup3v/td/U//0/+kp0+fqlarqVqtKpfLaXR01IQfqBk4LxhB7xTfH6azs1O3b99WT09Pk2w5mc6HDx8aqIdS1NfXlxh4Ins9NjamiYkJDQ0NXcmxqtVqRiENAwQoF3I8vjs3dJe+vj5T7Ws0GtZAzHPDWbsRVCCaz96T1CAxlUoZbay7u1vr6+vWXHNra0ubnzbNpO9TmDXwijxkYI6Pj+33jo4OC9R1dnZqcHBQo6OjymazTUX7SfteKpXS+Pi47t69q3v37qlQKNjeUq1WLXtPppamhciN0+fEi5V48OrVkw4PD00NzDdeI9tSKBRs7/VKWXw+WY+rNoS9ql2kvkM6BR6s2QCP8FiZi14cBN+m1Xn5ms0XrXV5keaBuVzuM2ng6FkPrDPeH3kDNC5hURT9kzqR3/2ypC9J6pf0y3Ec/3Sb9/yopH9H0o9I6pH0iaSfl/RX4jhO5I9EUfRTkv6EpK9ISkv6rqS/GsfxX7+m83h/enr6/r/1b/1b1hAPp9J3kmxlXuO9XYaD6FlIYYqiSKVSSX19feaUngcuBgYGjE5QrVZN7YQUMBxMnEGc6SSAVK1WrU6ChRHAQJfypBQhHGKARLVa1cbGhvb3961mw1tXV5du3LihmzdvanBw8FqcQS+zm9SBdn9/X5VKxYqcARdRFNmCCUCjI6/nYfriZK8Pz0ZF59zwXFCLYsNLso6ODgOKHR0dppbCdx8cHGh5eVnpdFpDQ0PmxMHHXl9fP0PDoFGSJKMUAZQodB8dHdXs7KyiKNLS0pKGh4dNrnRiYkKjo6OJx5vU46LRaGhlZcUKTeH73r59W/fu3bs26tLx8bEWFhbMedze3tbi4qIpgOVyOU1PT7+px3iFtr+/rwcPHtgGmslkdO/evcSNHTqQd3roas29Mz8/r7/9t/92U3NFsqATExNWrHvr1i3ru9LOVlZWND8/b3+nUinNzs4m9lNoNBp6/Pix5ubmjG5ydHSkUqlk8sutIqveWSZj65udXsSobfAKWhgKT2RcFhYWmiREOzs7lcvljObJuualcOlPRFaRukEcTZSnQstmsxocHFSxWDQhCtY0eh2x9kLv9N9NN2eKulFnRMzCN9mbnJzUzZs3lcvlFMexHj9+rKdPnxqFLLRMJqPh4WHNzs7q5s2bTVlp6u78sTEWvmt6rVazzHC4Z/leEex99Xq9qeNztVo10ARwoU6PYveuri5rxAj4eJX9e3wdDVL0SUb9DkadaLi3eSB5WeDRrkHvRc2rk12keSDAkMfLah54nlHvsb+/r9/9u3/369Gw73vBoij6pk4Axq6keUlvqQ3QiKLo90v6ryUdSvqbkiqSfp+ke5J+NY7j/0PCe/7POmlaWP70PVVJ/6SkSUn/fhzHf+IazuP92dnZ+//pf/qfqqenp+1E9FKygIvzshutAIZ0qv5DY6Uk8w6p78DN5lQul5t4g2yKFAp6qhJa6/V63TbEwcFBowtRLwIaZ1HytC8eNLNBkjZp/qdSKU1MTGh2dlYTExPXEtkhcpWkDiWdqq/s7u7aIuPBAJsuEpD+PDlXuM6AkrCAO+k8qPkA2CQZ0sQDAwMmN0lvC8aPBl/ValVDQ0NGSenq6lKhULDr4w06XxzHOjg4MDoB0dmNjQ1ls1kr7GaODA0NWT3RzMyMNYaUTov2ABfh/Dw8PNTCwoI1BOvr61OxWExUI7qqxXGs1dVVLS0tmUMLqMYB6ujo0K1bty5dsP7GXtwo+ufadHR06O7du4lgo1qt6tGjR03guL+/X7Ozs7aGVioV/eZv/qaePHmi+fl5q7NASKBQKKizs1MTExP64he/2NTPI8m2trb0+PHjpvubho1Jtrm5qadPn6peryuOY1WrVVM2ImvXjmra29trTiUOqO9yfp6DGQaNvOHkAjjo3eG7txNp99l4LyDC2heucfTFQGY3dC7JckDZpN6E7/bOJ449tWgEJXyTvc3NTZOghZqEcMnU1JTeeustu6cPDw/10Ucf6ZNPPjnTZBTr7u5uEg8JC7r5znYMAWha1Kxw/WlkirCFB5wAF08tw0fwzrRXykL+nT4mFK6/iiws9R2AjnaF2IBbT3NOAggh8KDO5jzg4YvLXwR4vM7NA1vZm2LwS1gURb9LJwDjoU4yG7+uFkAjiqLcp6/LS/rtcRz/758+3y3p1yT9Nkl/MI7j/9K9Z0bSR5L2JH01juOnnz4/IOnvS7ol6UfjOP47L3geTX00Pn3uDPXpsinQVgADVal2ExxwgUOKHR8fa35+Xs+fPzcVLCIse3t7qlarFl0hy0ATJ7iMOGi+uSDOK9EB0vAsul1dXUYho7ZkdXU1McoHBezmzZuamZm5lhuZWg94tEmGVj0Ayzs7pInZCJMWIygG1Cj4OotW3FQobmRykiydTluaHdqVBxjeCUJm12es0JynW7u3sIDx8PBQy8vLdl3oHg9VBYnPzs7OJvnP27dvK5vNWlE/RfKtNmWuAwADR2R6evraaiN2dnZM9lM62dCWlpYUx7FGRkbMObl9+/ZnFqV6Yydg48GDB019dO7du5d4TRqNhp4+faqNjQ17rqurq0l0YHt7W++//74ePXqkpaUl7e/vK5PJ6Pj42HptsH6+9dZbevfdd9vOuYODAz18+LAp8tmOHnh0dKTHjx833c/IPFOUDJWJRqrh3k+GmNokzGe/24GPVjRYDMBB1H5ra6tJNhTlPlSrEO1g//L0KqifvB7Jdf86b9lsVkNDQyoWi6aqhXRtOI442DRAZQ0mkLW+vm6AiTUZ4DE4OKh79+5ZBmtyclLValXf+c539Mknn1ghdzj2FJxPTk6qu7tb6XS6qYZCko1bu4apYU0ZoGJ3d1erq6t23mRIOA72XIAd2Y12RrNewIfv4J7EDrgu8/UdSPW3MvqIMYdSqVRikJVgF3vxRYAHzn9Iw7uKXUShy5svbH/ZzQOxN0DjihZF0e9Ue6DxhyX9vyT9YhzH/2zwv39Y0v8i6WtxHP+Ye/5nJf1JST8bx/GfvujnXeHY33/33Xfv/4//4/9ogCIpZXhR29vba+rYKskcXJq4JS08OLrFYtGcQG7apaUlPXv2zLirFCDBVScSQ6O/T89LPT091oyKSDxFxqSyfbGX/xzpNC0vnTiX8/Pz1mMhNOouZmdnryWinUTVCY3jYJNiXKGPkfZu1ZmdKCDF9wCLdhvD8fGxZS5aKWSkUqmmzrs+o5TUPI8aGlLrGE2uQkDH3/wfFR26M/f09Ojw8FCdnZ0aGxuzpoGHh4em0y/JehZ4Ba5WqXVUM8he+QzR9PR0opToVaxarWp+fr7JGSXLw2YknTgUt27delP0/RrY7u6uPvnkE5s7nZ2dbalzS0tLWlxctL/T6bRu3rxptKadnR198MEHevLkiebm5kw1aXNzU5lMRpOTk+aM9Pb26v79+7pxo3UrqrBIXFJbwYNGo6Hnz5+f6XZ+48YNFYvFptdVKhUtLS1pdXXVgj6+fw6FxO3W/Xbg4/Dw0LIcodNEAIXsLhkD1st0Oq2BgQH19/eb05dKpc5kcKHAdHZ22rH6uoMkZ42CbqS1WX+Sgk/se1BVNzY2tL6+bj18mA8UnvvjQ959aGhI09PTmpmZ0fj4uAXdnjx5Yv08CKpxXlCyqD/jedZZL2HfTu2IbLLPcjP+ZNehlBHcqVarlu2o/v/Z+/MYy9L0LBx8zt33G3ff14iMzNq6yplVXbbbshsbMSyewQJ7gPEigzAzHtsjzCCQjO0GDEiAMOIH8g/PCMzQDWZskMGAxBjZeGnb1d2V3bVnZix33/d9v+fMH9Hvl+ece2/EjYgbmVUd55FS3RWZcddzvu973/dZZjPmXEnau4sgNpwRT8nEf4ietSvM53N2SD9P30HvHYBkSrbJilpup7tN4SGeeFy18KDnFk88LsrweBbhgUqhcUVsUWh8AcD3A/i/CILwy7K/0wDoAtABsAiCMP36z78I4DNYM7XgOC4AoASgIAjC5ZLEVl/bw/v3799/+PDhdR5mpcCg4qLf7zOuq3yjkVNpaLRJlJVischExNSxp+JCLKzTarXMIcVisbADM3WpiVZFo2oqKIi6RSD9AQm0u90uMpnMRiGz0WhEOBxGMpm8tu6CLF9pcrFpkSMdAB2caeEWd8oGg4HkILzpdVMA30WCMaIftdvttRQ4el12ux1Op3MlyXq5XKJWq6FarUo2beooUdeNwPM8E26Kf0Y6FDHPdzKZMGqR3W5nG7nL5YLL5WIOI4vFQrJBUidzk38+8HSytre3h8VigVwuJ5lymM1mJBKJnUwUSO9RqVQkmwF1CMUZG263G9FoVBF9f4zQ7/dxcnLCvju9Xo/Dw8ONxUan00E6nZZ812KN0GAwwNHREcrlMk5OTjAYDODxeJjuyufzSfQWPp8Pr732GhOZy3GRSHwdms0mcrmc5DV6PB6Ew+GVdYWmm81mkwmhKSGbig/SnFx0gBEXH5TfoFarWRDgukOxWJNHgmC6t2kqSjbc1KCgppWYVkUg8xMS1FKTat1aQRTci6Yc9LjU/CLRLCV6n56eMovd0Wi01umKglx9Ph/8fj9CoZAkr0ScFUKCdY1GA4/HwwoW+XdH0wMSrp8XtKrRaJjroNjWfLlcSvSC4vdO1DSafJD18Hw+P3evkz+v2LWSmqGkv6TCQ16IXGeNpEP6RfoOev80OQMgaUaJIQgCJpMJm3hsU3iIdRZkgnAVkD2t2Bp4m/BAOk/tKjxQKTSuiC0Kja8AeB3A64IgrJzoOY77AMBLAF4UBOHR139WB+AG4BYEobnmdwYAzADMgiCs561I//2mSuLe/fv3TVctNIbDIcrlMuuqkM/3fD5nYWrizZYExk6nE0ajkR2MKdxOnE5NlChxWCBRoBwOB9OUiJM8DQYDJpMJBoMBowuIuafym59Sy2nTbrfbyOVyaDQaazc0nU4Hn8+HRCKBYDB4rY4KHZ6pm35engR1BIkyQMUT/e9isWALl/w1URcrFAohFosxGtF5oI2j1Wqh3+9vnIjYbLa16b30/qjAkNOQxFoZgjifgBY0EtkLgiBJRqcpxmg0YmL1SqUCAGyKQa9vMBgwLmuv12NWlus+A3nGBc/zKBQKqNfrkn9HmQO7OOx3u11mUysG0f/Ei/t5HHsFzxe9Xg8nJyfsXtHr9bh79+5GbcImWlM0GoVKpWIakG63i5OTE9RqNXi9Xmg0GlYwuN1udn1oNBrE43HcvXtXojcSQy4Sl09T1r3GVColoZWYTCYkk8mNBfZwOESz2ZQE9RHnnw7BRKnZ1o5TXHxw3NNkb/lBiQJR6dA9Go1YLoZYb0ZCZTL+EHec6fUCT6e+drsdLpcLWq0W8/l87ZSZphyU73PRlIP+rThQcDgcolAo4J133sHR0RELFaW9iAIWxWnMLpcLXq8XZrOZfS406QeeNiuItkwFinjaLIZGo2H6NtKbrANR5MjVi/YdnudZCOx5U2JiMeh0OpYRQlQ4sVPWOogP6FR4rNuL5cWHuCC5zN59GX0HgQJ8yfFw0+NS4UHXH01zzis8xBOPqxYe4jDIq4QHXiVgFlAKjStji0LjCMAdAHcEQThZ8/e/D+BbIZpecBw3A6AFoBUEYeVu4ziuCCAIICgIQnmL17jTQmM0GjGertxKjhxSaCOi4oLGrvL8CXE6tdhGkDoyZH9KQjdAGi7HcRz7t2InjXULCdm/UXFB3fpiscj4svKFkTrb8Xgc4XD4WmF6mxxB5KDPjF5jqVRi3Tyyi6PNm96X3N/cZDLB6/Uyas9FY1AKFqTNbdM9bbVa4XQ6JfaK8sep1+uoVCprNwqaKNAiRV002gSApy5RpHkRL6Y03SL9DGWmuN1uNsWgzef09JTxozmOY+44YpDzizzjYt0hS6fTIR6P70R8PZ1Omd5I/nqMRqMk6fs81yAFHx90u12cnp6ye8dgMODw8HBjsbGO1mQ2m7G/vw+tVsvcrabTKXK5HDKZDAsjpQMvTXUJVqsViUQC0Wh05VoH1k9TzitgKdNCTOdTq9WIx+NrH59AB85ms7l2PaFpLDWMaPp8UZeVQCF+o9GIUWVpPRIEgZmFEJWHmlkAJDQtvV7PwufosC8vOICzNdlms8Hr9cLpdEqmrHKYzWaWJj4ajdBoNC6ccjidTskaPRwO8cEHH+Dk5ATVapWJ8UejEevk0+ungD6awqjVarbPED2YDtckrNdoNHC73QgGgxv3NNpjaCpBh3T5AVMssLfb7RK7X7Jdp6yYdRA7HJrNZtZAo98lCpacmiX+7KlwpULsoknzdaYh4ryLi/Qd9Fw08RC+nrmyDlR4UPYKgAsLD3JbpMP/VXOaxOGB5EJ5Hig8UMwg2abwUAqNK+KTUGic89ovRZ0ajUZIpVLI5/MrPEZxgUFZGjqdjnUD5FZsRLci7QMduKjbRZMLynsgURuF5/E8L/FR33SR0/iPEmWn0ylzDqnVamt1EHTzEsVob2/vymNDcooisfOme0Wn0zFtA8dxyGazyOVyErEgIHXEIKG6VqtlyZtWqxU+nw9ut/vCRYc2AirwNm3yFouF0dw2HZqEr4fJrUvnJncn8TWwWCzQ6/XYaJimKO12G3q9Hh6PR1JgUBEymUygUqkwHo9RKpVYl85gMGA6ncJsNqPT6SCfz7PfValUCIfDTBBpNptZcbFuQ6rVaigUCpLvyuFwIBqNXpsXTMLuarUqeXy1Wo1gMIjxeCzhx19EcVHw8UKn00EqlWLfrdFoxOHh4cbrRhAENkUliE0KxLkdjUYDjx8/ZocpAExfID54qdVqRq8JBoMrBcG6acpFlLx19wQ9/kUHjPl8LqFWrYPZbGbZDBSIKg8Z3ATStFHDQhw0OBgMUK1WMR6PoVKpmACY53k26SZbVjo4CV93naN1Vv78er2eGUAYDIaNh021Wg2Xy8Um+5Qdsu7frptyAGd7brFYZBbX5XKZfZaLxYJlIC0WC9ZgEidHkxtjr9djkwBypCKXLZqMOByOc9c30htQs4gaOvK9kQT5JOwGntKDLwrgVavVjCJGNGZiKVCTkvbrxWIhyQqhAoTCE8U5Xkaj8VJ7+Lrig/6//DOiQpYmHtu4P4ktmM/TYZKd8mUKD/HE46r7xmXDA+mMRs+7qXhVCo0r4pNAnTrntW9VaDSbTTx58gSFQmGlYLDZbHC5XMyJgQ6i8u4FWfyVSiXkcjnmES723qaxIGVaUJeERIjiMMFNoM4T/SEr2larxQqMdYd+GgXThrtOV7ItJpMJOzSf1xmgBdlms4HnefbZiC1fgaf8SkEQJDQC+pxIQObxeC4sioSv29tScbGpy2QymeB0OuFwOM79HIjGVC6XV64NnU4Hg8HANifgqeaD487SrMWFGNGaxIsUiQFbrRY7dFCB6Ha7YTKZWJK50+lkGxlBq9WyqQ4VF5uKpfl8jkwmIzEzUKlUiEQiO8mpaLfba+8hyiLI5XKS5xZ3txV8ctBut5FOp7cuNoDVg7xYgD2ZTHB0dMSmf0+ePAHP86wQJ3c3mkrSY1itVmb0EAgEJAXHZUXiwNmBPpVKSa5fi8WCZDK59TU6Go0k9CY5OI7D3t4eXC4XM+MQhwyeV3yIs4XETk4U7kfNFI1Gwxx6ptMpK0yoIUL7DjUver2ehAYmhsViQSwWg9/vZw6B685DFouF6TOuMuUgFgHRWckmt9PpMMG1XJtBAncqLDpfD0Dtdrvs76nAoqKBaKF2u52lha8D0VHFAYh0sBdPZqiBRo6G1NWnHJLzLJOJNkyTEnpc0reIM0rkn7lYG0KTEDqjEHXuqusqOb9tomVR+OE2+g5ypqKJB5kcrAMVHjTxEAThUoUHnReuAnF4IN0354GelyYetFYphcYV8Y0qBqesgKOjI4mIEAALKKJRHR1+xQ5DYjEguQ0R358WOLo5yOGJhG4+n08ier6omqYLmro43NdzMYiORYdPuW0pcXD39vYQDofh8XiuTIuhzhGNejeB/ObJLrLb7TLhu/zmnc1mjFvrcrnYVIZuWkqzltOL5KCFnT6LTZsH0YicTueFo2dBEJjrjPx1E92MdDcAmDXwZDKB2+2WhBxSgUETB7VaDbfbDbfbjXa7zaxdB4MByuUyS8QmrYfP54PVamVCSuDsu/V4PHj11VdZ+Nh5IPG/+PowmUxIJBLXTlgdj8fI5/MrYnqz2cxscU9OTiTXjdPpRCwWe6bJugp2h1arhXQ6zf7bZDLh8PDwXApjr9dDKpWS3J/EqRcXG+QM1ev1JNe1y+WC0+lEs9lk2iaVSsUS6inVmwqOdSJxueWuHIvFAplMRkL502g0SCaTl1o7ha/b2DabzY1ZRLS+uVwuSWdW3OldV3zQFH1d3hBpCReLBbRaLWtEjcdjpoEg0AGNNGhEKSHqqhhEzST9yrr1HHg65aBU9ctOOajgoEk30Y6puUIHefp8qAihSQ8VAs1mk+3JAFjDT5zrQYGADoeDTRXWFQWLxYLRbobDoURLQrQ0eu/iwoHWNvquyDJ3Hc7TBMqt6qnxdB7EoY9UfNDU/aIgvIsgLkK0Wi1jIRAF7LzzMgnfyaWLrs1NkFOt6LPftG8QfZyu7W11UnJcNTzwe77ne/Dee+8phcZl8Um3txUXGmT1WS6XJQcjcSqoTqeDx+OB2+1mugvqpJBX+HQ6ZWE/NCaVhyGRBV80GkUsFmOHwW2s2KgwoT9iK0Kx1oM4nuIblfikNpsNPp+P+aJf1spN3JWhrtKGz5hV9CqVinU7yClFTlmiRZMcPqjoEn92NHnZ29s7d5EQFxebFl6iAZDAfhtQgSHfHCmxlixZBUEAz/PsfYq7rvP5HHq9Hl6vl2lvjEYj40BPp1NkMhk2DclkMqhUKqzApZF/IBBg9JPFYsG+22g0ylLAzwPP8ygWi6jVapKfb0sLOQ/L5ZLpa+R8bwrYGgwGOD09lXw/wWAQgUDgys+r4OOBZrOJTCbD/ttsNuPOnTvnrjXT6XSl6Nzb20M8HsdiscDR0RFba3q9Hmq1muTwZzQakUgkmDCaCg6LxQK/38+aQuKCo1KpoFgssse4SCS+7neAq1+3NOVsNBobJ8BkV045SHJsKj5ouizXCNAklShFdECnPc7pdEKlUjHTCqKP2mw2ZlQizu+Qv9aDgwN4vd4Lpxw0haYpR6vVWvtvKcPD4XBArVZLCg5AOkWniQatv7Qfk70v6ds0Gg2GwyHq9bokhBB4GnhIU5H9/X289NJLcDgcTCw+HA5X9gBKRKdpB7EWxBMPojqLxeQ0XRA7iG1q2NGeSkXHuuuBzh/05yIdBb1noiDTxGexWLDPj/5sqyPaBPGkhVgKVOjJ9xuaWNDP6Yy1CeLGLDV1Lyo85FSrq+x54vBAMmBYhx/4gR/A48ePlULjstii0LABOAVgw/aBfQkAj/AMAvu+6Zu+6f5//+//nXUUaKRLDiHj8RiLxQIejwexWAx2u52J8GhiQeNo4GyhoFAzOTVJr9fDZrMhmUzizp07jIN80SiOFhYqLMQHYrmImZyqxF0ysWOCw+GA1+td6ZJtA7G47bxQNxLgkQhsOBwye7/hcLgxh2K5XMJsNjMXETF0Op2E77sJZIF5XndIp9OxycVlRqmdTgelUmlloSOdhFarRalUYgtop9NBs9lkPurkbEHFKnFw9/b2WMEhCAI7xPT7fVQqFWSzWahUKvbexV3a6XSKTqfDxv+UyE5WoedhPB4jnU5L3o9Wq0U8Hr8wefkiNJtNFAqFlQkaWU1SVzGbzUqu03g8LskrUPDJRqPRQDabZf9tsVhw586dcydVy+USqVRKQqMzGo3Y398Hx3FMIA48PaQ3m00J7Wp/fx8mk4lRlYiuSPcN8DSnwW63X1okDpzZ+qZSKck1brfbEY/Hr6xlmkwmaDabaDaba7vndEB1uVwXNlrExQdNQ0ulkmTtpamAeEJD1Bye55kzkiAIbLpBfyh5u9frbXSXCgaDiEaj0Gq16Ha7a/c58WRao9Ewiu82Uw55wUF7DDX4yJpX/B3N53N2uKX1X6PRoF6vI5/Po1arrd07aA+KRqO4c+cO09ERjYcOwXQd0muhw77YWVA88dDr9ZLPlqbpVKS12+1zD9fi3920N5KdOr2ebexdAbDXSJRuvV6/tvggd6/LTkPoWqM/pLmk6ZL4/2s0Gon7Gn2+5302YqoV8NTB7aLCg4qPbUXecsgzPKjIVwqNS4DjuO8B8D1f/08/gP8DgBSA3/v6zxqCIPx12b//jwAmAP4DgBaA/xOAu1//+f9ZkH2IHMf9BID/DUATwP8XwAzA9wIIA/gn4se/xvt4eO/evfu/8Au/wEKaaFEiJ4+9vT2WEzEej9liQaNB4kK2Wi1JZ188PqRwtEAgwGz4zhNG0+OTi4bVapXcGHIRM3Wn6P8TSAhOGxPRjy5z4xC3t91un+sURday5MkuFz7LucPkGEKPRzaK4m4n9/V8CrfbzQ7l6zAej1lxsalg25S4vg263S5KpdJKt5FEp3a7HcVikbmwdLtd1Go1ZmUpTk52u92sg+XxeBiFADg7uHzwwQdMg0H2kGJhIIn0PR4PeJ6X0D5UKhXi8fhGe08x6vU6CoWC5Pvc29tDLBa7luB7NBohl8utFJJWqxWRSIQVt8VikVny0mezv7+/UmAq+OSjXq8jl8ux/7ZarTg4OLhQS1UsFlGtVtnPiKJkMBhwdHTEDqK0jp6enkoO536/H7FYjHUYqeAwGo0IBALsUEYFh06nu7RIfD6fI5VKSShKOp0OyWTyWtcyiYebzSY6nc7adZeymFwu19bPRQ2QfD7Pio7JZMIC20i3RiJwaqaJQ2GpUUPaKpfLxcSz66bHVByRYx1lfazb/6xWK9Ny0LSBplJyiJPKJ5OJpOAAngp6abJB03T5dNVsNjObeLKbzWazyGazayfX9J6o6IhEIqwRSKJrmnqIKW30/OJgRXos8cSDmmDkQgWcHZhp0nFewOBFRh8EKoyoCFpnWLMOpD2gtHX5oZ2KWyo8LjsNoWkZTebE3xUZP4gpbuICi+6ZbQoPeq0XFR6kWRKLvC9beNBn3e/38V3f9V348MMPlUJjG3Ac97cBfO6cf5IVBCEu+53PAPhbOJtgGACcAPjXAP43QRDWkuY5jvs/AvjrAO4DUAH4CMC/EATh/3PNt0CP/zAcDt//K3/lrwA4W5jIKpVuJBrnEb+TXC5oxEkXNh2cxdxEWoztdrukSFkHEmPTH/kiQTcRFTTEC6WFRyy8pEM7CfCcTuelhF8UJtTpdDZuCLSQ0tRCEFZDeiaTCZu00FSFFk7qMtDrFEOv1zO71k2vm2hurVZr41hYHop42QWi1+utdACBs+/K6/XC4/Gg0WigUqmwAqNcLqPT6ax0y4jqZbFY4PV6mbsWaWmOj4+RyWQk3zMVJmRdeO/ePcTjcZjN5isf1NdxzMmValPg2TZYLBYoFosS9yDg7NAVDodZ8cPzPNLptESwTlSLq5oPKPj4o1arSZzQbDYb9vf3L9TgrJt6kROeuNgAzpzRHj16JLGiNRqNeO211xj1lQqObrfL1kYCHVzlOUJWqxXJZPJc56xSqSS5HzmOQzgchtfr3fIT2gyixDabzRXNBcFgMLBm0rZr/XK5RKvVYgJp0iHUarUVShod0EjvMBqNMJ/PYTQaYbPZ4PF42LSI4zhm+y7fO+gzpokr8fbloCmHx+OBWq0+d8ohTioHsFJwAGd7Gvf1BGsqqOSNI2Ic0J5Nwubj42M8fvyYNY/I8lb8Wh0OB/x+P6P60h9xk3C5XDJdnZjjLz8Yi88bNpsNwWAQbreb2dlTY3GdBkf+WZOT4zY6O3I7o+JDPAnYBPG+Tmem866/y0xDyASGio6LtKpUeND5iaZZRKVbh+sUHvR+L3OuUMTgtxAcxz30+Xz3/+Jf/IuMkym2MqUOA9F/yOGBFgpyPaCLmBZhutgvgtFoZFOLTQdhuc6AxHxixyRaIKmjQgXOZTpq23RMaKNWqVTMh1sOcnUiqoKY8ylOS5ePeUmzQgvqOpB71nluVuRA43Q62cJ8WQwGAxSLxZVFXKVSsU1yOBwil8uxDYPcssgTXa1WM+EjbYJerxcmk4nRnWhqQV0zsvCcTCZwOByMXpVIJHBwcMBsja96UO/1eshkMiucduoSXwXC1219i8WihANONJVAICAJIDw9PZV8d3a7HYlE4tIaIQWfPMgD84j7ftE9OhwOV6YVHo8HgUAAx8fHkgNIKBRCNpuVhAdyHIeXXnoJbrebTUjoXpvNZvD7/ZJ7x2g0rgSmXSQSB84mn+l0WnIfOBwOxGKxnV3f0+mUUas2daDF1KptzRRoekAaieVyiVqthnK5jOFwyA6F5PxF9uIUuEbuTeKcJpPJxLr6giBIPgOtVsvoUnq9nulDNk05SMtx0ZSDksoNBgMqlcpKwQGcHUh1Op1EjC//LCkd3efzwev1wmazodPp4KOPPsLx8TEqlQo7HJOlLHB2nYhDBMX5FgaDgQUm0munPV2sp1j3vvR6PdMZUeGhVqu3agrSe6ZJx7Z0YQq1E1OuNhmprHutVHxsS9EmJsR5hQgVHdtMYMjFk4oOnudZEKOcmkVrED2H+DHOswamwoOKj4sKD6XQuIXgOO5hIBC4/2M/9mNwuVwIBoNwuVwSizYSkanVatYVk49e6dBNN9em6lmtVrNFmKxn10GuM1gul6wLQ5uqVqtlxQUtYGRhuu3mQnoSuWCcQB0OSkg9LwiIArQoRIu6AmJBPBVg4tdHIsdNoXpi96xNBRDZADqdzpXHvwwo20TMDQeeagv8fj9zvCGxfTqdRr1eZ6N0WtRcLhfz8ne73ZINgTZeSs+l4qzVarHCwu12M+tIKlrn8zlOTk5WDurJZPLSNBQA8Hq9CIVCV/68BoMBcrncyrVjt9sRiUQk18q6w6LP50MoFLqW4FzBJwukEyBsW2ysK1KtViui0SjS6bTk5+FwGJPJBG+99dYKleqbvumbWK4EcHbQa7VarCstfh1Ee6GJq1qtRjKZPLeJNJ1OkUqlJK9Hr9djf39/51kwRK3aZBOrVqsZtWpbuihNfOr1OqbTKZvUNhoNyRpPjoGz2YwdeAeDAaMBkbsg7U/z+Ryj0Yjtp2T9TZN/sV6ODoNy0GSYDtm0fp435TCZTIxWLAdRk8bjMQsEFFv5AtJ09FAoxOjH3W4XH330EY6OjpimczweSwoPMvsQB/iSfpH+mEwmJg4nlgA15M472BP1NhAIIBwOw2q1SsJ/zwudpWYo5XRdBuPxWDL1uMjmFTj7LsQ6D5PJdKXCm6YhVHiIr3+52cE6iD9vei90TZIGREzNIjoW6UuB7QoPKrjpPCj+t0qhcQvBcdzDRCJx/9/+238Lg8GA8XjMwn+ICkUUKblzE/k+0wRh0w1LIUjU4dm0oRLNSGwLSKI26lSIMzKIxkXj8ovsWIGLnaLISWM8HjN3DqvVurEgEo8n5/O5xOebklmNRiOcTqdkkyVB36apCwk8iZq2DqTfcDqdEqvAq0AuKBQ/B/GQNRoNqtUqKpUKWq0WTk5OGE1IPD1xuVyIxWIIBALQaDSSpHfCZDJhUwzaoClt2Ov1guO4lSJgNBrh5OTk0gf1yWSychC7ruB7Pp+jUChI0ruBs+shEomsuPW0221kMhl2eOA4jmW1KLh9KJVKKJef5qzu7e1t7ZCWyWQk1Ci9Xo9EIoF8Pi9pRIRCIZjNZnzxi1+U6JgMBgO+5Vu+BRzHMcojANZ5J+orgWiM4sN6JBI5lxLF8zwKhQLq9Tr7mUqlYnk2uwY52zWbzY3rJXXat7HuJvR6PZa7RM2QZrPJuPb0fdGBk4oJ0sqRkJgKDmrCia1gaTJCdNlAIACLxcI60DzPr13bxc6D20w5TCYTax7KQQYp0+mUTZi73e7KdIGCbJ1OJ0KhEJxOJ8xmM6rVKlKpFNLpNPssqPAgzSfpPdeFAlK6Of0xGAxMIyN2sDqPek3TjkAgwAobYhacp62kQk+c83EZEIVbPPnY5jxMxSgVH9elzYoLYio+6JqUU90ASApi0ooSTUtePIm1IaT3ocw0oshtOn+QyydNPD772c8qhcZtA8dxD1944YX7n//857FYLNgCQNQWoicRXYgWP+oIrLOWo0kDBa2dJ6wlulKr1WKFDHW+ySecpiAkRFKpVEygvg01iOd5FnBEkwXx34n5j2Kh17rXTV7QZrOZvU6xIJOKmOl0uvbzobE2WSeKQcnYFMi07p6i7hIJ5a5LR6B0bTENieByuRAIBNiCncvlUCgUcHp6yg7Y5OJFfOI7d+4w+8d1hZx4ikG0gvF4zGxqyeuddBgEuSMO8dQv0lQ0Gg3k83nJInsdVxxBEFCtVlEulyWPqVKpEAgE4PV6V75XeQdbrVZjf3//ynktCr4xINcYOZ1OxOPxrQ46666paDSKer0uoTsGAgH4/X589atfxePHj9nPOY7Diy++iMPDQ+RyOUkRvlwuWROJMJlMUCgUWEedtG/nicSBMxvsbDYruVfcbjcikciN5cPMZjNGrdrUbabp97Zr6Gw2Q6PRYFONwWDAjCoAMH0e7S0cxzG3L3I/pEO63W5nZhjkhCTXA5jNZvh8PrhcLnbAE4fhiiGmYG0z5TAajRuzIhwOBwKBgEQTUq1WJUwCAtneer1e+P1+Zjucz+eRSqVQqVRYfgQVHkSPtdlscDqdbNKz6XWKCw+yhu92u+j3++fmZIhfmziTS065loOment7e1emHZOuQiwyvyhkGHhKcxKLzK8z6abzCE2H6DwlT1Knn9HUhQoPKpovomgtFgum7SWanM1mk1y3YiiuU7cQ5Dr1hS98gYlwSWA1n8/ZhkPUKUpMFY+hxbkUdrv9wvH4OiqQuBgYjUZQqVSM60qcP5PJxDpSFx0SySmKChZxkBONCweDAWazmWTMJ9/86D1TocNxHOr1OprNJlusxI5X5L8u7oxoNBo2vZB/NmTNSzkTm+4jcXFxHUckAk0U5B154OzAEwgEYDAYMJvNkMlk8OTJE6TTaTbx0Ol0jAfs8XgYTei8DYB8zbVaLdRqNRMWkmuKSqViHSnxAivntW9D31gsFshms5IC6rri1F6vh3w+v7KBOxwOhMPhlY6UIAjIZDKSz3gbnruC24NCoSCh89E0cJsDxjo72kAgwLrlBAr8KxQK+MM//EPJ4dvj8eAzn/kM+v0+C8UkkKsNdbUXiwUKhQLG4zGjewYCgXNF4sDZWnN6eiq5b8iqd9vJwlUxGAxYd3fd4ZKaVi6Xa6uDJTlW1et1NpFoNptsH6OCg/6XXKpIGD6fzyVp3Hq9XuKqRNx7+qyoaWexWKDValmKNGkb5Z87idLtdjsrhjZNOVQqlUQgLgYVHEajEePxGM1mE5VKBY1Ggx1YxSA9BzVbHA4H5vM5MpkM0um0JBuE6Gekc6Eph06nY/a467rv8qmHOKl6OBwyTaAc4mRsCuQlp8zhcLhxvyKto8PhWHG9vCzouxUXlRdBpVKx/JaLKOnbgBzI6FoUrwNEjxIXIOIpBl3H2xYeRDkkJ07SiWi1WvzVv/pXcXJyohQatwkcxz28e/fu/X/6T/8parUaJpMJKy6IN6nVale689QxoAP4RV0hsnelbj1hPB5LMi8sFgtLv1apVOyQ7nK5LhRwielKYn4mifVoERcnY8qFSyTepvdFm0C320W9XmfaBXFhNB6P2YIk3jjJplAuSJRb824a6ZrNZhakdxnHrPMwnU5RLpdXkt4B6eZCh+R3330XmUyGfWcqlYrR5Kgg0Wg053aIbDYbE4yTcLrVasFgMLApBtkfy9N/c7mcxMVpm4N6v99HOp1eG2J2FY74dDpFoVBYmfoYjUZm6yjHYrHA6emppLt8kXOPgtsJMlEguN1uxGKxrX53PB6v2NHSIU987Xm9XkQiEYxGI/ze7/2e5Pn0ej2++Zu/GW63G9lsVkK/4jgOTqcTHMex5kq5XGbroNFoRCgUwmuvvXbuPcnzPLLZrKToJqokZXrcJKibTROGdaAmkcvl2qoRMJlMWNOJCho5LYkO8RqNRhIQuFgsmPEKNdNMJhNmsxmjHtGhlNgE4nDaxWLBGoGks6AChCYfpOVQqVTnTjnocKlWq1fet3xPIE1AqVRaS0mipuPe3h7C4TCzZae8lWw2u/IZUaAgUcecTicLCBYHAMtBCdpEoaY8ruFwyKZy8gA8en20/9OZYrlcsqJrHTYlml8VFGooplxtk+lhMBgkIvPrNKxmsxmbdpwXsAeAXa96vZ7Rp8QN0vN0KvLC4x/8g3+AXC6nFBq3CRzHPYxEIvd/6qd+imkyCOQ+ZTab2eFcLL6+CDRVIHtXMReYiguaKFDXhgoWu92+VSCT2L2INlZxAA6lShPlSR72B4CN+sgnmhYRcmWp1+tsIydKUK/XY0JDcfaF3EmEIHaiOk+0ZTKZWHGxS6vT2WzGCgz5vbq3t4dAIACTycQO91/72teQyWQkHF3iYrpcLvj9/o2aHCpMSZSfzWbZFKlcLmM+n0vS2IPBINNlEJbLJU5PTyWbksViwf7+/qUsNoGzrm04HL705sDzPCqVCqrVqmQToNfs8XjWXpvrDn/b0EwU3F5ks1lJQe3xeBCNRrf63XVFLdEuxEUDPaYgCHjnnXfw0UcfSVyp7t69i9dee40dJMXXPOVu9Pt9tiaKixWLxYI33ngDoVDo3NdKgXDiNehZGyJQ5lOz2dzYWTabzWx6flETjfQhVHTI9zvgKcddq9WyxHba/4gOa7PZmGU4mYgMh0OJra8gCGy/JKcq0lVSB5wmUfSHnO8umnKQ8xM1h8TrpbjgEL/nRqPBtH1ybQJRnl0uFxORG41G1Ot1pFIp5PP5tQdUmnLQHkHFF+WZUPEh30PJElcsdBYfoKl5St8n6Utp39doNIwGRDTydeccKvrke/91QN+jeOqxbaaHXGR+1SJoNBqxouOiwoecpujcRHlWZODT7/c3akN++qd/GtlsVik0bhM4jnsYj8fv/9zP/RwAMGtS4iiKrWe3uYCpc0SVrpiyRMLuwWDARr9iLYS4o3HeIVueFkoiRqJDUSebhNzyyl+n07GCaZ2GRG5zKE4DH4/HTJcgPmhTqJ44DJA4kuLcj3UwGAysuNg1pWY+n6NcLjNnJzHIn5z0JuVyGe+88w7S6TSbPiyXSyyXS1itVgQCAcTj8bWTJbFmh9K9y+Uy4+mSUJEOLORQFo/HV+gT0+kUJycnku7bRfz1dYJvjUaDeDy+IszeBhToJV/sadPcNGFaZ+95UbqyAgUAkMlkJJNGmkJsg3XTP41GA41GI7mPxAVvsVjEW2+9JTlsu1wufNu3fRu0Wi2y2eyKvTWF09VqNaTTaRQKBUmxkkgk8Morr5yrPxqNRjg9PZXcWxaLBYlE4pnnyJCOotVqrV2f6dDrcrnODUwVP169Xmc0IxKRix+PdGg8zzOhOa1blJBNTk1Op5PRfEioTWsp0YtpPaYGGwBWZBCIvhIMBplDU6/XWzvloGR2og6JH0decNDztlotVKtVpueQPyYxIMiFkOjPhUIB6XQaxWJxo8sWJavv7e1JmAnUvBKLzuV7nEajAcdxzI6fRPzUXSdqEBUp4vMCPT5lZZHVv3xCYrPZNupVrwOaSopjBbbJ9CC6FRUgV2FDkAifaFabrPQJYpMeoiAShZOo+KQL+rEf+zGcnp4qhcZtAhUaP//zPw+3241gMMiKi20X/fO69WQB2O12JXa0dEMSFYcEhpsgdoqiBYAWHTn3ly52usFIhEc/X8cLFnelaLGmQDwK26MuPT0u6RRIsCd+reQYtUkEptfrWXGxa8tH4GyRqlQqqNfrK4uT1WpFMBiExWLBcDhEtVrF0dERjo+P0e12mUB7Op3C4XBgf39/hdYEQOIiIv670WiETCbDUlep2KAOlUajQSgUWivkphG7eNMPBoMIBAIb3+s6wTel8F52kZ1MJsjn8yv2viaTCdFo9FwrRHkgm0qlQjKZvFKho+D2YZ2mx+fzIRwOb/0YtVpt5fBP7j0EsQ5kPB7j93//9yVTQL1ej9dffx3xeBz1en3lEGgwGBCLxaDT6ZBOp/HOO+9I1jlaM0Kh0MaCY7lcSjRfwNk6nUgkruwEdx2QY49YvC2HVqtl1KqL1uzlcskmQ0QzWjfhoPdKBQRNLahjvLe3x0Lw1Go1K85In1Cv1zEej2EymaDRaNhBejQaMXOTdQFyFosFHo8HXq+XddMnk4nkoEzUsOVyuWLLvq7gAMD0HKVSiX2W8gKO9g2aZDscDhaimk6n1zbFgLPrLhKJYH9/Hy6Xi01g6CBO70FcfMifmyYWy+WSXdPifyOeBonpVWQlSy5hVHRQWjx9p8QC2dvb2xndmUDfq1hkfh7diUAUPSo+5MXSNhDrYeT6jnWgz0888aDC40/8iT+Bjz76SCk0bhM4jnv48ssv3//DP/zDSyU8UreeDtTiC55ER51OBzzPs+JCfBi3WCws82Ld6FEsTCd7W3EnQ7yRisXcGo1mZax3nrZjNpuhXq+j0WiwRYiKJrInFC+yVHAQ95Qgz/1YB51Ot+KXvmssFgtUq1XUarWVDhF1tMxmM9rtNmq1GqrVKp48eYJyucw2J57n4Xa7cXh4iEgkIjlcm81m1r2RT1/EU4z5fM7Sdo1GI4LBIOtqRaPRtUWsPAFZpVIhHo+zRG05lsslstmsxOqT4ziEQqFLTxCIe16r1VbsHGnsv+neEAQB+XxeQiXR6XQ4ODi4kSJSwTcuBEFAOp2WXNMk5t4WvV4PqVSKNXxIyC0++DgcDiQSCVaEfPDBB/jggw8krm537tzBa6+9BkEQ1nLryX56PB7jrbfekljlmkwmhEIhdiDdVHBUKhWUSiXJPRcIBFYMIZ4lKFek2Wxu7ORexpik3++jUqkglUqh1WqtUH6ogFGr1eh0OsxaVhxGK54GmM1myR5DYvPBYMAOxhSCR8XIdDplVqZiZoJYfwmA7QFi0TlNpEejEdMp0NrvcDgQDAbX7gVE0yJ92zo6GR3MSc9htVoxHA6RSqWQyWRWGj4EaiQlEgl2bcltZsmmVTz5EGeAkU6CMiJossHzPCtEtFot0yOSlmY+n7ND92QyYZ8TUYvpeqBCcdc0aDHkxdY6DY4cdD4SJ5lflv5FhRdpPC4qeIjuZ7PZ8B3f8R2Kve1tA8dxD+/fv3//4cOHW/174oy2Wq2Vbj2F300mE1bNiqcHpF/YJLYj2lWn00GtVpMUF3IrUXEKJdmyUWGxjRd2v99HrVZjAl967bSwEQeTDooGg4FNL2ghGY/H7LPYVOGTmN3hcGwdGHUVLJdLNrqWFxhms5ltBlRUjUYjfPDBByxVmMRedrsdBwcHiMVi7PVarVa2GW1aMMVTjF6vh0qlAp7nWcdKq9UiEonA6XSu/X251adWq8X+/v7GCcJgMEA6nZZsuAaDAYlE4tJFXKvVQqFQWLmePR4PgsHguQeJ5XKJVCol2RDNZjP29/d33tFScDsgCAJSqZTEfOCiqZ4c6+iHw+EQBoOBHSrk2R3lchlvvfWWRNfhcrnw5ptvwul0skOj+KCs1+sRi8VgNptxfHzMpqKCILB7nuhANEWVYzAYIJVKSe4/Cu183sYJ4/GYFR3rptOUZUQhduftO9R8oVRt+eFMrVazXKVut8tyemiNo33P7XazDAtxZx44W4dpAm+329k+O5lM0Gg0UKvVMJ/PmZBa/HppnTebzWw/7Pf7TCROdJj5fM7+LTXgxE6FcpCzIl0/pOeQv3fSc9A+YTQa0Wg0kE6nkc1m1x6iKbcpkUis0HBpUiM+iIvzPaj4mM/nWC6Xkp9RmKJKpZIE1lEIIqW0kylMv9+XBAnT5MBkMkGn08FkMsHhcKwYxuwalANG71l+dtoEo9EoKT4u+xrpuqO8k/OeU7G3vYXYptCgxZa6/GKQ0xNtYuLF7euPz/QL6ziu5EZFvNZNI0ESo1NxIRdwb1OR0zi7Xq8zP28qbGaz2Yq71jpa13Q6ZZ/FJiEhicTlNrc3geVyySYT8k4ZOcKoVCrUajW0220Mh0N8+OGHePLkCRMikpNFOBzGwcEB20C24Z3KpxiVSgX9fl8yxXA6nYhEImsfh+d5pNNpyaHKaDTi4OBgbVFDzycOOwOu5s0/Ho+Ry+VWeOgWiwWRSOTCgmWTliQWi91YRoCC2wFBEHB6eiqhFoVCIfj9/q0fY10R3Ol02OEHONOWJZNJSSjml7/8ZYmdtMFgwKuvvor9/X1mGy3vNHs8HoRCIdRqNSZs73a7bMIoblqsKzjm8znThhG0Wi2SyeSNNmi2hdhxiSb1clAGg8vlOpdiSTSto6OjFXc84GlIqtPpxHA4RKFQQKVSkew3tNeGw2F4PB6WyUEgqspyuWRWuoTZbMYaZJR9AIB1++VTDtJc0uukbvZyuWQNOJ/PxyzYNxUcwFNre9ozSBAvBj0/WZ0T66FUKjE9x7oOukqlQjAYRDweRzQaXbsGr9M9zOdzJjCnQoOYE+RgRY5LtIeRYNxoNDLzF5PJxOhBcq2geOKxt7fHrOpveuJNmR5ikfm2mR5ykfm255iL9B1KoXELsanQOO9ATYsudTtsNtvKoYxuQPEEgECBSsViEdVqdaMvMzlF0XSEAgBtNtulusWTyQS1Wg3NZpMtwCRKJxcPmjgQ/5IWeuLF0sK8aZQu9tzeRjR4XfA8zwoM+aJLTiMULtdsNhmdIpPJYDKZsCkQpZa/8MILSCaTl3LSEE8xOp0OqtUqBEGA1+uF0+mEVqtFLBbbqFGYz+c4OTmRfKZ2ux2JRGLt80+nU6TTaUk3TKPRIBaLXcoic7FYoFQqSahOwNn1Fg6HN05dxLiKlkSBgsuA53mcnp5KDvWXNRYQBIGts4RmswmDwcAOnzabDfv7++xgtlwu8dFHH+Gjjz5ihxKVSoVEIoHXXnsNRqMRzWYT+XxecrjV6XSIxWJYLpdsnSGevs/nk1Ag1xUc65oIV6VC3iSWy6XECWodDAYD2//O26smkwlOTk5wdHS0srcQTdfn82G5XKJYLCKfz0vCXEkQTloes9m80nAie1GyvaXvmbSVZFRCjoxkLUuaDTJtITYD7Zvk+Eiv22QywePxsIlLMpk81xSAro9iscis49c1y8gq1+v1wm63Y7lcIpfLIZVKrVBdCTqdDpFIBMlkcsXRUAxxYC8VICQap+KDbOipKKHP3WAwsO+WUuLJNdJqtbLPUS7iVqlUrPBwOp3MYOGm6NRykIsXvd+LhN7AU4q6eOqx7bRRru/4vu/7PqXQuG0QFxoXHaiJ88nzPEuQFN/ANFZc19EZjUYoFosolUrM6WLdNUNjdrK3o8Lism5M1DUiCpY4Y4P8x+12Oxtl0munzgR1XmhhXQd6DOJvPosuNs/zaDQaKJfLKwUGCcxnsxny+Tyzmet0OoxjTZkVNMV444038PLLL1/KG1w8xaBcjtFoJJliUIdzU8GyznnG6/UiHA6v3RRarRZyuZxkI7JarYjH45cyLaCNTfzZcRwHr9fLEnEvglxLwnEc4vH4VgWKAgWXAc/zODk5kXT6I5HIpUMn5ddso9Fgk1fg7F46ODiQrAHlchlf+cpXJIWOy+XC/fv34fP5MJ/PkcvlVvJl6IBN3XpqLHEcB5/Pt0LXkRcc3W4XmUxGco/u7e0hHo/vxEp0l5hOpyyFfJM2jyhB8jwlMUgH8+jRo7UZR+T6ZzAYUCqV2NRIbkG8t7eHRCIBh8Oxdn+lBGcKFRS/DwqdJU0IMQVIYE6TMKIM05RDXnAQxctisSAQCCAWi8HhcDCNyLrCi6ZF+XwerVZLYqsOPNVz0HScWAaj0Yg10OTXIcFisSAWi21tzCEO16PJxnw+Z6nk5FImPiNR3phOp2O5KWRnTEUHaUDl+xuxCux2O4LBIEKh0DM1EKEJhLj42GS/LwY1K+i73vaMdv/+fXzta19TCo3bBI7jHn7qU5+6/yu/8itrD9QksKLx4Toq0KZgOnIsKRaLKzZ/YhANKhAIMEHYZUZ18tdLDh4UeiTO2CAqDwUfEefV4XAwLqk8VFD2ebEC5byNY9egoDvKoRBDq9XCZDKx9FZapAeDAYrFIlqtFuug0IL24MEDvP7665fmQNMUYzQaMUE5ADbFIM72eZ0seaIxx3GIRCJrXaioeyV24uE4DsFgcOXQch6GwyFyudxKAW2z2RCJRLZeJC+rJVGg4LrgeR7Hx8eS9Tkaja69X87DcDjE6ekpWz/IAIPuI4vFgoODA8lhfjgc4uHDh5LsC6PRiBdffBF37tyBRqNBq9VCPp9fce8JBAJMDwacdVLJHly+btL6TwXHbDZDKpWSTC/1ej2SyeQz6/xeFnRYbrfba6lVVNi5XK5z6WC1Wg2PHj2SuIcRTCYTAoEAbDYbOp0OUqkUSqWSpMghmnE0GoXf74dOp9uYtK1WqyVJ3KQ5aLfbmEwmTNBMTUWaslBHm1zOarUam2yL11ixPsfj8bB0aKIRyYsP0mnS45LLpBjU4CO6rMvlgl6vR7vdxunpKcttWgen04lEIoFEIrH1mi8+iJPugayEG40G+87lhaZarWZ0K3KpAsA0IWTQIA8VBM50fmQCQd/hs8Q6bctFoPOUePKx7nz04MEDRQx+28Bx3MN79+7d/8IXvsB+Rry+xWLBNiD5BaPT6Rg3UczxLJfLKBaLKJfLGy9OGjH6fD4Eg0GmZbjOoV2cfSHuztDmJ86+0Gg0rOum0+lYJofcFUP8eol/ure390y7atSFL5fLKwvZcrlk71X82kejEarVKtrtNnQ6HaOfWSwWvPjiixem+G56HaVSCdVqFePxmHGGxVMM+j7P+x6r1aqE/61Wq5FMJtdaWq4TfOv1eiQSia0P9vP5HMVicaVLSKP1bSlXl9WSKFCwSyyXSxwfH0sO3vF4HC6X61KPM5vNcHp6yg6DRP8JhULMCvXOnTuSNW6xWODJkyd49OgR0yOp1WrEYjG8/PLLsNlsWCwWyOVyErcs4GwSQS6EBAqWkwe8AdJsH0EQ2CGWwHEcotEo3G73pd73swRZpa9LCifo9XrJHrQOvV4Pjx8/RjabXdlLjUYjswtfLBYsdVveLDSZTCyPZVPzh8S/8/lcMr2aTqcsD0ucF0F7B+Ve0XdRKBQYTa9cLkssfWnKEQqFEAwGV8TG8uKDgudarRabnhMbQf57NAkQ6znI5WudyQdwdh35/X4kk8mN+sHzQDoOcfHR6/VYaCNRz+Sp6VR4UdOPfk+cvC0OFQTO7jUKySUHt13nbV0EKqzE73ebTA8SmVPhodPplELjNkJcaMxmM+ZiIXYnIahUKmbtarVamZiaKFGtVmuj2wDHcXA6nWyh2UW4DS3otVqNibDEHRWxboJGmB6PBzabDb1ej3EvN127VJw4HI5n7n4iCALa7TZKpZJkkyFKFwnXxCAP8+FwyNyuaEELBAJ47bXXrkTvEU8xms0mCwWjKYbRaGTOM+e9H3mgmF6vx8HBwVprxEqlgnK5LPluXC7XRpHfuuer1+solUqSMTBtMH6/f+vCVn44A87XkihQcBNYLpcrXP5EInHpe5rneWQyGVYUtFottFot5hBlMpnYtEKMcrmMr33ta5Lposfjwcsvv4xgMAiO49DpdJDL5SSHO6KRiF+3Wq1GOBzGYDBYSxUSFxztdhuZTGYlC2TbteB5gmhjzWZzY+PNarUyatW69WQ8HuP09BTpdHqlGUYFC6WJl8tlnJycrGRRUBAvUTzX7WdGo5FR6cT7qDywltwJ7XY7tFqtJMnbarUyS11qOpJz1nQ6xXQ6hU6nQygUQjweP/fATIUvFR2TyQTVapUZDcjPGmI9h8/nY3qOfD6PVColsV8Wg7R5yWQSfr//SkwKssol+hEFMRJ9eTabMYcr8Wsgu3iyJCZrfdKAUOFBUw8q2BwOB/x+P9PPXCUb4zqQa1sGg8HWmR5/4S/8BXz44YdKoXGbwHHcw7t3797/pV/6JcYtlMNsNrOFkMRRlDkg51KKodPpEAwG2Z9dVeHi7AuiRokXHlpw7HY7m7xQwA/lcmwqiMgzWxzM96xBBQZ1D8knnawJxYI++ntypyG3CFqYnE4nXn75ZeY+dRmIpxij0YhNqWh8r9frEQgELlycl8slTk9PJd09i8WC/f39tUYB6XRa0pmj7ummPA05+v0+8vn8yvicNqHLWPeNRiOcnJxIDk4+nw+hUOi5+fwruL1YV2yQicNlUS6XUSqVAIA1bMghymg04s6dOytrYL/fx3vvvSfRS5nNZhwcHODw8BB6vR6LxQKFQmGlgFCpVJjP55KAs0gkApvNhnK5fG7BoVarkUqlJPe00WhEMpl85t3dq4KKqna7vZYDTy6HLpdr7fRhOp2iWCzi9PR0xV5ebB2v1+sxGAzw+PHjtXo0yjgJhULQ6/Ur+4JGo4HX64XFYkG325U812Qykey3JpNJoufQ6/XweDxwuVxsGp/L5VAqldiaTgnR8/mchQRv6yym1WohCAITklNWxnl6Do/HA7PZjMlkwvQc4mJZDKPRiHg8fuV7ikCvkbJE6Poej8es6KDCi64FrVYLi8XC9BnybAyy3KVkeUp7J/dNKjrOoy3dJIiqLta2rIPiOnULsY46BTzNfzAYDEz3UK1W0ev1JIF5ssfC3t4eAoEAs93b5WGMRpOtVkvSYaHnttls7DWTt7lKpVqbWC4GeVw7nc7nSoPpdDoolUos4ZS6G9ThMJlMko4XdciI+ynWPJBHfjKZvJJv93A4ZFMM+sxJNO10OmE2mxGLxS6057uMBew6wbfFYkEikdjqe5nNZigUCiv0DUqUvWzisLyT+kmgbSj4xsdiscDR0ZFk7Usmk5dyXiOI9VIUFkfOQQaDAYeHhyvFxnw+x9HREY6OjhiVS6PRIBKJ4N69e4zO1e12kc1mJQfi+XyO+Xwu0Vl4PB5EIhHMZrONBQcF1tF0gHBRqOfHEaRDaDQaGwPpSEu4LnNqPp+jWq0inU6v6Alp36ZpNtGq5HoX+rdutxuxWGytkyNlVHi9Xsznc+ZCyfP8ypSD6MV2u50dcskanqYc2Wx2peFEoPwMm83GpvUX5T+I06ZJI8HzvMSGVqVSwWazMVcuoqp1u11WdMg/F4LD4WAi8l3oghaLBaNBVyoVNJtNFqZJ+R7T6RSz2QwqlYq5Qur1eoxGI+Z6RawTmhRSkjkVqFarlelCiDJNlPFnieVyKdF5UKaHUmjcQogLDY7jGE8QALMmHAwGa6tTcktwOp0Ih8Ns1L1LiLMvqGAQ053Ent+U1mowGFhq+aZxHr1uh8Px3DtiRD8jG1paPAeDATQajSQnhL4j8kYnHi39HfFVr3rwEE8xBoMBE5/TFMNgMCAUCm1VRA4GA5yenl5oAUvjbfEBguO4raYl9JqJFywPdgwEApcSjRPE3V7gbKqyv79/rshdgYJnBdJNUAHPcRz29/ev5FYzHo9xcnKC2WyGbreLUqkEu90Ov98Po9GIw8PDlUKf1okPP/wQ9XodgiCA4zh4PB7cuXMH0WgUarUay+UShUJBQplcLBZot9sSSqrNZkMymYRarWZav3VdZ6LryGm65znWfZxBB3jqdq8DMQrIbp1Aid3FYhGNRoPZ1AJPHSBpX9RoNCiXy3jy5Ak74BKoSUcWshTOJ4bdbmdTDnKmpCJJPuXQaDTMjp4OwRR2KwgC8vk8Hj9+vPb7dTgcODw8ZN8lHbDJhnVT8UEWqvV6neVkUUYInWmMRiPsdruEvk0ZU6lUaoXyJ/58fD4f4vE44vH4zg7slDtF7BBxSjlNPSjvi2hk5AI2mUyYdlEQBGavS+/V4XCwsFx6vWK9hMVieeZNVQpQ/JZv+Ra89957SqFxm8Bx3MPDw8P7n//859kiTwmP6+z69Ho9zGYzS03elPJ9XVD2BQXNdTodCceVsi9IR2E0GtkGtimQhm5A0hU8b/R6PRwdHbGQOxJc9ft9NpUhK0JxcI5KpWI8UNpYbDYbE/0FAoErjU1pikHC+na7zRZZ+qxjsdhWExK5neamzuNwOEQ6nZZ8t5cRfHe7XeTz+RX+MxW/l6W/CYKwMlrfpCVRoOB5Yj6f48mTJ+za5zgOBwcHl57cAWcHtdPTUwwGA/R6PZRKJRgMBoTDYZhMJkaLkqPb7eLRo0fI5XJsvyDb6YODA3YP93o9ZLNZ9m94nke1WmU0V+Cs+XNwcMCe57yCg2xWxQdvs9mMZDL5iTVnIA1cq9Va2yCjSbXL5ZJkNfE8zwJvaepA1DqO4xgdi2i1JDIvFAprLdK9Xi9CoRBsNtvKodpoNMLn8zERurhIkk856PHEeg6HwwGPxwOLxYJyuYxHjx6taPGAs/0sHo8jFArB4XCw/YxyKc4rPqhgrlaraLVaTLhMugfSmHi9Xuzv77OwQZ7nUSgUkEqlVppWBI1GwzJCSJe0C9BnR98jJY1TDABlclDILgUKz2YzFnBMxb74dZNOlSZTYtMdchGlqcez2t8UMfgtBBUaP//zP782NZIWJ7PZDJ/PB4/Hg729vRvRLwiCIEkJ73Q6K+FEZC1rt9vZobvX6230MNfpdKy4+DjYIvI8j1KphCdPnqBarYLneSYCGwwGTBwmDit0Op3gOI51OcQpsWQtTEXGVRYLnufZOJemGIvFgk0xjEYjwuHw1pQhuQWsRqORHDqAp1OIUqm0IviORCIXiqyn0yny+bwkORk42wij0eiV0oTFhy2C1WpFMpl85mNnBQq2wWw2w9HRESs2VCoVDg4OrjR5Exs29Pt9FItFqNVqRmnZVGzMZjOcnJxIksxJYEsHOY7jWOicOCizXq9jPB4jEAhAq9WunRxuKjjIzYq65sDZWhOPx59pDsGuQRlQxCjYJGAmapWYOttqtVCpVBjtlqYMVKQQPViv17OmysnJyYpbFVGf6KAvb/potVp4PB54PB5oNBqMRiNmKkCZE3LtpNlsZnoOCvdzOp0YDAasWJWfP4j2RPa46/a384qP0WjEKIFE+xaDLIcDgQD29/cRjUZht9tZOGwmk1mZABEMBgOjVl3W/e08CIKA4XDIrPa73S4LDxyPx6yoEBcdJEYnzQqB8lKoCKGsLSpWKRsFANN8XCUN/DJQCo1bCI7jHsbj8fs/93M/B+DsxiNva3E+xk3aus7ncyaYIrcG8YJDfNW9vT3mwU5CqnXQaDSsuLjKgXPXWC6XjB6VSqUYR3U8HrPFjwoKes3EdyVfc9LJkGWg2WyG1+uF1WpFJBK5MkeZphiDwYBpcMRTjL29PUSj0a0KS7mbDbDeAnY2myGTyUi4umq1GtFo9EIHHSqKKIVc/PuhUAhut/tKi6OYPkJwu92IRqOfODqGgtuF2WyGJ0+esGtXpVLhzp07V177arUa8vk8BoMBs6KmjKPDw8O1hz2yoj05OWHdYHJ4i0QiSCQSbA0ZDAbIZDJs/e71eqhUKvB4PHA4HBtzdTYVHNRRJ10Jvd5AIPCJv3fFU4NNCc5EGSY3KXIsrFQqzD6VcjFIS0FMBKIX1Wo1PH78GM1mc6WTT1lT5HIkPgeoVCo4nU74fD4YDAYIgsDyRIjKJX5+4ClVi0TMFJTLcRyOjo6Qy+VWTGZsNhujX1Hu1XlTe3nxQZ+DOGtK3pwkXYTH48H+/j4CgQBzrioUCshmsxs1NTabjeVz7PrMQfkk5ARGeTT0hz5XlUrFxPLD4VASKij+LKnwMBqN7Jxnt9thNBphMBhgNBqhVqvZ50HnkV0JzJVC4xaC47iHyWTy/i/8wi+wKpYOmDeddj0cDlGtVpHP51monjhtmWzcaHGjKn4dqDNBB/XnvcEsFgtmb1er1VCv1zEYDFjhQMXD3t4eIpEIo3ORXSFxd8UBRovFAkajEV6vlxUaF+VWbIJ4ikFj5uVyyaYYJpMJ0Wh06wJmPp/j9PRUIqxbZwHb6XSQyWQkgm+z2YxEInEhJavdbqNQKKxcA263m+UAXAW9Xg+pVErymsgiUYGCTwKm0ymOjo52VmzQPdHtdllwnMvlQjAYxOHh4UbqabvdxvHxscT1zW63IxwOI5FIMJoUTXar1SqAs8NUoVCATqdDIBCATqfbqLuYTCYolUqShsZoNGJ0Lyo4rFarpMD5pIPsy+WOUwTS6LlcLtjtdmY3TAUHuS7SlIQKDvoujUYj+v0+Tk5OUCwWVxp5Op0Oe3t7jNkgLzhJsE/TqOVyiU6nw/JE5M8PnDUF7XY7bDYbE48bDAYUi0WWOi9+r1RwUHG1acqxDlR89Ho9lMtlZLNZVKvVtUnYpImg90rU4fF4zCjd68xlSKdEeo5d0/iIFtZut9l5ied5SeFB9x3RpGja1Ol01uo6BEFguhqz2cwsdY1GIys+SLdjMpkkU4+r7LlKoXELwXHcwxdeeOH+//gf/wMOh+PGD+mUfVEoFFAul9HtdiULCRUMNpsNer2e3QjrIM7JEHNWnxdmsxkrLsiWjmgIs9mM0aM0Gg38fj9z+wDOFlCy4KVFbDqdolKpYDQawWg0wu12s+5CJBK5ss6Ephj9fp91d8RTDJfLhXA4vPUism4aID8k8DyPfD4vEYUC23Uex+Mx8vn8iluJ2WxGJBK5lgEBdW8JKpUKyWTyE029UHA7MZ1O8eTJE7aeqtVq3Llz58r3BznGNZtNlgxOa8+9e/c2UlEnkwlOT08l97ter0coFEI4HEY4HGbNEVqLSPRKeiui1djtdiYSl2M8HrNgOOCsuVMqlTAcDtk0nqiPH4fJ9q4gCALrznc6nbX7I031XS4XzGYz+v0+yuUy+v0+m7CTUxOJzek6oalIoVBgLlHy6TFRn0hwLF6/xToO+vlsNmOTGZoudDodiRuhwWBgoYBerxcmkwm9Xg/FYnGlEUkFh16vh8ViYZTuyzbdqJA+PT1ljoXyiQ5pOnw+H/uciKZG34E4BVz8OQWDQSQSCck1vyvQ9yinqAFn9y4VHdPplLlQ8TzPmBEkKqffo4BmcrikKQZwti9S4UHFh0ajgcFgkOg8timslELjFoLjuIf379+///Dhwxt9nul0inq9jnQ6jUajsWIpZzQa2YWtVqvZ6E4O0mk4nc4bn7hsA+KiigV40+mUhQqNRiO2uJvNZnawpvRP8j6nQ/9isWCLQavVgk6nY0FIxHu+SugeIO0idjodphGhKYbFYmEc1W1BNoFiC1g57WE0GiGdTks2FZ1Od+GYeblcolQqMVcbgkajYVaFVwW5n4j54jqdDgcHBx8LowAFCq6CyWSCJ0+eSNyHDg8Pr6xPWy6XSKfTKJfLyOfzzD40FovhpZde2ljE8DyPXC6HfD6PUqmE+XwucZJLJBISbQHRIeme7/f7MBqNjL4iFonLIS44KLuB7msqOPb39+H3+6/0GXycsVwuWQq5XGdBIOtTl8uF2WzG9I/AWaFHjTGxRSpBq9Wi2Wzi9PQUjUZD0hRUqVSSQ7jP55NMj+Q6DoJY9E7ukOIpB8dxMJvNzODEYrFgOp0y+pB4yiEuOMja9zJTDjGGwyFqtRqOj49ZE5TsZqn7T+YFfr8fDoeDJapXKhUUi0X0ej3mdEVaGI1GA71ej2g0imQyuUIJ3AWIKUFFh3zitVwuGc2K4zgmGqfzC1GyxKGCy+WSvWfxpIOKR0pzp+KD/l488Vi3lyqFxi3ETRcavV4P+Xwe2WwW3W53JaXZbDbDYDAwC751mwmNhInS9byLCxKYiXmnwFnXhgoEmmKQS5d4LGwwGFgnqN1uMwtZACyYj0awNKkhl6+r6mSoc0hj49FoJJlieDwehEKhSz1+tVplHG7g7FCTTCYlrjfVahXFYlFSKJA/+XnP1Ww2V1xRdvE5AGeLbiqVkvBtzWYz9vf3v2FoFgpuL8bjMY6Ojti9o9FozqU7XQRBEFAsFpHJZJDL5cDzPNNUvfrqq+c2CxqNBtLpNCseADDx7bqGRCaTwXg8ZoGsHMcxs4uLRO7igmMwGKBUKrH9xmq1Yn9/Hy+88MKNaQ2fN6bTKcsZ2UQxpsm5Xq9njo6U5UCHeJVKteJsxXEcJpMJKxzJyYn+TqvVwmg0wul0MscqAj0eWecSxJMZEr5Tp138u+QsSZTi+XzOgnppyiEuOABca8pBYvxKpcLOLaTpoITz2WwmmerY7XZoNBqMx2MUi0VJQKHY7YoChA8ODlb2yl2CxOTyqZH4PdLnrFarMR6PmaX+YrHYGCoozu2gQlNsvU9nOXHxQUUHmQC8/vrrSqFx23AThcZyuUS9XsfJyQmq1eqK0wNdoGSpto6uRaI1EoE/782BFjYaN4tBYnZK7iahlVqtZguewWBgI2GLxYJWq4VSqcQeizpNs9kMbrebcWxpynDVQwJNMcj6kKYDJpOJJbLG4/FLUQvE7jQEuQXsfD5nhQ1BpVIhGo2eO4kYjUbI5XIrE6/r0sUIlwkQVKDgk4rRaISjoyN2QLhusQGcFf+PHz9moZo0oXjjjTcuLABOT09RrVZRqVQgCAKzzvV4PIjFYqzjLQgCyxYgtyD696QPucj9jgqOWq2GYrEo2X+cTifefPPNnboEfRxBgux1VCDgKUXZYrFgOByi0WgwkTBNGeR7EQDW6ab8jmazKWkearVaxvcPBALwer2SaYZcx0EQT2bIEEbuuKXValk+B9m+k1MlTTnkBYdGo2EC8qtMOeh1UYHV6/XY+6XCY7lcQq/XMxtZq9UKjuMYLatSqazoXaj48Pl8ODw8xAsvvHBjGU00teh0OhvDCek1aTQaFnEgnmDJQwXn8zkMBgO0Wi10Oh37LqiYImi1WknxYTKZ8EM/9EP48MMPlULjNmGXhQZx6U9OTtDpdCQLHI0e9Xo942Gu6x5T90IcNPM8QO4Z8lGtGGInKOI3UkFE7hU0uvd4PNDpdGi32yiVSuygy/M86+a4XC7s7e0xy7rr0oNoikGCQEpwJf6sz+e7dObGummAxWLB/v4++7663S4ymYxkGmEymc5NKV8sFix4SgydTodwOLyT5N9tAwQVKPhGgLzY0Gq1G12jtsVwOMSHH36IVCrF7iOn04nPfOYz51Iul8slstkso5hMp1OoVCpmn5pIJCQHrfF4zKxFabJJ040XXngBkUjkQk0edZePjo4kTlUcx+Hw8BAvv/zyNzxNkjSRJMheB9qTF4uFhOs/m83QbrcxHA4Zo0C8V1DuU6VSYVpCgkajYboFSn4X0/dMJhObpsu/x9lsxgoOmrrID+rkjkTddQrppSkH7bvi/UbsonmVphJNjLLZLGq12oozFvBUy+DxeBitkAozoi1vEpH7fD7cuXOH2TuLrWd3hfl8zs40cu2NGBQUPJvNmCOlOP6A53lmYzyfz1nzWKPRMPtdQRCg1Wqh1+vZ581xHH72Z38WqVRKKTRuE65baBAn9uTkBIVCQdIppvGcSqWCzWZjN598YSFqkdPpfK7UFXHgUKfTWbsgAGfvazQaodFoSMRUANg4lcb9tDh3Oh2USiVJd41C98hxg27Gq9CY5O+DphiNRoP5gNMUg8KQLsvbvmgaQIFHYt0DAPj9/o3hRoIgoNFooFgsrtDqrlIIbYI8QJDjOMTj8SvrXRQo+CRgOBzi6OiIrVFarRZ3797dKnRzE2azGT766CM8fvyYFRtmsxnf/u3ffmFjpFarIZfLoVqtMhE3uQcFAgHJOkFZO9lsFvl8nq07er0ed+/exUsvvbTVGjkej/H48WM8evRIslbbbDa8+OKLCIVC3/AFB/D0AN9sNjdawxuNRrZv01opdkqkyby4CUhUomazyb5X+pzpAEoMhWg0CrfbzdZ0rVYLr9cLt9u9trE4HA7RbDaZVq/X662kmpOmk2z4eZ5neziZqIiv9+tOOeh11Wo1Fu66LtWdnCH9fj9MJhMTb5+enrJp0CYhP+2ZPp+PuYHSn10VH8vlkp135LR2MYi+ptFoJPpTcaAgPd5sNmOTEZVKhfl8jul0Cp7nIQgC1Go1/uE//IfIZrNKoXGbcNVCYz6fI5fL4fj4WHLDUMw8jdaCwSDz9xaDbHRJUPW8cJ5zgxgUZtPpdFAsFle6AWQ7Gw6Hmf0sAJayKx5ZzmYz1Ot1llQunoJEo9FrBQvSFIMmJxTqQ1MMWrwu69B10TRgPB4jlUpJihCtVrvSqZQ/Zj6fX/GHt9vtiEQiO7sutgkQVKDgGxWDwQDHx8dsbdPpdLh79+61Diw8z+PJkyd47733WJdTp9Ph27/92y8UXQ+HQ6RSKUYfXS6XLBSULLHF9/5kMkEqlcLx8THryhNt61u+5Vu2LhLa7Ta+/OUvrxhAhMNh+P1+Fk56GzAYDBi1at0BkzrSi8VCcp1MJhN0u10W6Cfe1+lQSbStarUqSa2ngoPStcPhMPueScfh8/nWrvukm6BCtdVqraUwLxYLpgESTzno8eWPTVOOdZOVbUA6k1KptNaOl967zWZDMBhkWVHz+ZxREU9PT1Gv19eePcgQIRQKsX2UrHd3WXxsw+AgWCwWSSbOukBBAlHp1Go1o1797M/+LHK5nFJo3CZcttDodDo4Pj5GNptlh0pBEJhHNQC2aMsPcgaDAU6nEw6H45nF3a+DWPgm75CIQb7hFosFhUIBR0dHK50Lg8GAQCCAZDIJt9stuQGLxaLECYTG2IIgSLpCtPBum7y9DjTFoNBDogqQ0xUJsK/yuV80DajVasxrn7C3tyfhXosxn89RKBRWgrf0ej0ikcjOrGV5nkc6nWYOK8D6AEEFCr7RQfkIuyw2ACCbzeKtt96SWOp+67d+K2Kx2Lm/t1gsGDWKGjEUummz2VbCOwVBQL1exzvvvINarcZ+bjQa8ZnPfGZrRyme53F0dIQnT56sFC1ED7pNBQd1/5vN5towOp7nMRqNWDFI1wulslN4rPg6Wi6XGAwGmE6nGAwGLKuJ9gedTscm4C6Xi33XdNCnrI5NusHFYsF0E4VCYaXpR89rMpkQDofhdrvZ++R5Hna7faXg2MWUQ6znIAcqefFAuSGxWIxd65R38ujRIxwdHa24XRFI9xIKhVZe466LDxKTUxGxCST4Bs6K0MlksjZQUOxe9RM/8RM4Pj5WCo3bhG0KDbIqPD4+Rq1WYzc13dCTyYQlSMunF9S1p0C65wXKuCBu4ibQaJg6HI8ePcLx8fFKha/X6xGPx3FwcMB0FcAZL5oWGTGGwyFmsxkbQRKuGzYHnBU12WwWzWaTOVipVCo2xQiFQvB6vVd6bCpeCOJpwCbBdyQSWVs0CYKAWq2GUqkkWUBVKhX8fj98Pt/OBNmz2Qynp6eSacm6AEEFCm4Ler0eTk5O2PpNFKTr0lVrtRp+53d+R0LHuX//Pl588cULf7dcLqNUKjFOviAIjHrqcrkQiUQk9+t0OsW7776L4+NjSePjlVdewcsvv7z1+tFsNvHkyRPU63WJGxZNex0OB4LB4HNtiD1rUEgsJa2LQZ370WjE8i7oexmPxyz0TXy4pS45HT5brRazcAfOut1qtRrL5RIGgwHRaBTBYJBdj+fpOAjT6RTVahWpVAq1Wk0y5SBLXEEQEAwGEQqFYDabmWOWXq9fexi/7pQDeOpAmclkUKvVJC5dBArnjcfjjF5FdEHK9aBzg9jtisIzQ6EQfD7fxrPDrooPsbXwJgtlAMzOl+M4zOdzdg3JAwV/8id/EplMRik0bhPOKzQGgwGOjo6QTqfZRTOdTjEcDjEcDplgORwOS+g+Wq2WTS6eJz1lW7cFk8nEiguDwYBOp4PHjx8jnU6vjJUNBgMODw9x584dSeE0Ho9RKpUk3XPgqVuDTqeTbOiUvH2dz4emGKVSCbVajT03TTFcLhdisdiVFhee5xkFiyCeBmwSfCcSibWbM9kcy632HA4HwuHwTicMo9EIJycnkuLQ5/MhFAo991BHBQqeJ4gjTvs1rWfXLTZ6vR5+8zd/U7LOvvjii3jttdcuPPz3+32kUikMBgMUCgXM53OYzWYEg0GYzWYkEomVdTKTyeBLX/qS5B73+/148803t3bvIbpnp9NBvV5nWRKhUIitR06nk9FwbhPEWRfiNR546mil0Wiwt7fHdJckAlapVCvNnPF4jF6vh8ViwVzBqMBTq9XQarXM0SoQCEjynEjH4fF4zm0SERWXvlNxQ7TT6WA8HrP9JhAIsL8nBys5djHloM+SrHKbzeZau1mTycRCfL1eL7RaLZbLJXK5HMuxoddLhQc5Xu3t7SEQCMDtdl+4v123+NiWDaJWq1ma+GKxkLznH/iBH8Djx4+VQuM2QV5oUCLo0dERsyKczWasuFgsFmzcKb7xKYnU6XQ+1xRWyrighWUTLBYLKy50Oh1zhjg6OkKpVFpZXM1mM1544QUcHBysCOFKpdIKDYg4rjzPr6SFEk3qOofewWCATCaDRqPBukQ0xaBO4FUdq+bzOU5PTyWHBpvNhmQyCY7jUCwWJfQFYPNBfjabIZ/PrxRg1MHataVfu91GJpORBAiSAFGBAgVn9NdUKsUOCUajEYeHh9d2+ZtMJvjN3/xNSXMimUzijTfeuLCQmc/nSKVS6Ha7qFar6Ha70Gq1CIVCzMRCTo8aDAb4vd/7PTSbTfYzi8WC1157DdFodKvpBrlhUSZSvV7HaDRCKBSS7GO3teAgbQQ5I4rPeWSLO5vNmO0sfT6UMC1v1JGT1Xw+Z+nalUpF4kpJmR12ux3RaBR+v5+Ji8lk5Tz9Hjk5plIp5HI5NmmjgmM0GkGtVrMsF3LA1Gq1EnGzGLuYcsj1HORWKQaJ5iORCCKRCJxOJ1QqFSaTCdLpNKMbykEibJoG6vX6jeJuOa5afPA8j263yzSum56PaFP0O9/7vd+rFBq3DVRofPGLX8TR0RFOTk6YmJuKi9lsBp1Oh1AohEgkwhZg8uJ2OBzMO/p5gARfnU5no5sG3cDkTEEb33g8Rq1WY4IsOUXK4XDghRdeQCKRkLy/2WyGcrm81jlCq9Wy7o4YLpcL4XD4Whs6TTFI4ExdIZpieL1eRCKRK3cox+MxTk5OJCNoErnTYicu4LRaLeLx+ErwEM/zzDdfTJOiBd7r9e78eiEahvi5yCpQgQIFT9Fut5FOp3debMznc/zu7/6uhG4ZCoXw5ptvXmhyIQgCc8ujwDRBEOD1euF0OmG1WpFIJCRrG8/zePjw4YrYfX9/H3fu3Nk6EE2sM6OCg6xZxevUbS04gLNuNlGrxJTU8XjM7HMNBgPsdjtsNhs0Gg07wFPQHoH0DIPBAHq9Hv1+H6VSiT0uBcJNJhNoNBompKazx0U6DvFrJst9on2LCw7grDgNhUIIhULweDzQarUsoE8OmnJ4PJ5rmZXQ+8/lcmt1JvRcpHUMh8Msb6zX6yGVSiGTyWykMtntdgSDQbbPjkYjprXZBpctPih/hc5hmwIjAeAHf/AH8ejRI6XQuE3gOO7hnTt37n/uc5+TFBd0YHc6nayroFKpoFKpsLe3B6fTKUkOfZbY1iGBbHWpuKDpC3VpKNlaHExDv+d2u5n1ofg9zudzVCoVxicWw2Qygef5ldGo0WiULJJXBU0xqtUqqtUqeJ5nUwyPx4NoNIq9vb0rP36320UqlZIUBpFIBF6vF/V6HYVCQfJ3drsd8Xh85XDS6XSQz+dXFhvile7awlgQBGYzSJAHCCpQoECKVquFdDrN/ttkMuHw8PDaGqblcom33npL8tg+nw8PHjzYyk662+2yhgZZglutVgQCAaaNkxtGZDIZvPPOO+zgpVarEQ6HEY1GEQ6Ht3pP5IZF69Z4PMZoNGKpz2Lc5oIDeFpctFottndOJhMmKqewWbvdDovFwpKiKdWbQF3+drvN6EK1Wo3tr+RatFgssFgsJOcRjuOYhew2k4bBYICTkxOkUimMRqOVgoP2/UgkwopUOjyvg9VqZenj1zkHifUc8jwSgk6ng9vtRiKRkFx3tVqNTW7WHe45joPX60UikUAsFsNyuWRFx00WH+cxSxTq1C0Ex3EPI5HI/R//8R9nxQW5IBG1RaVSMUcOu93+XBKUt824UKvVsNvt2NvbW3mtFLBXq9XQaDRWJhjUwbp37x68Xu/K71arVdRqtRUnCbJ7k9vjqtVqBIPBla7YVd57sVhEsVhEuVxmlCaaYgQCga03002o1WrI5/OS155MJmEymZDJZNDtdtnfqVQqluorxmQyQT6fXxHCm0wmySRsl1gsFjg9PZVsXlarFclk8rkGPipQ8ElAs9lEJpNh/202m3Hnzp2dFBvvvPMOnjx5wtZEj8eDl19+GaFQ6MLfJzMHouc0Gg1otVqEw2EYDAZ4vV6EQiHJGt1qtfDuu++iUqmw5HK/38/Sx7dxsyM3LPF6R1bt6/Ycl8sFv99/awsOKhSazSbTRVCmBlGt1Go1a/jR3ky0KfFnOhwOmSbEaDQyK/npdMqmIzRx0uv1rJAkNyzK49jm2i2Xyyz7iw7F4gM+uUm+9NJL2N/fl9DE5NjVlAN4qucgWvS65zOZTAgEAojH4/B4PNBoNFgulygWi0ilUitmKwSibScSCYTDYXYmIcfQmyo+ptMpo1f1+32l0LiN4DjuYSAQuP+jP/qjjBMZDAah0Whgs9ngdDpht9ufi1PPZTIuaGqxbsoyHA6Z5Wu320W9Xmc3MHVePB4P9vf34fF4JJsXdVjWJXqazWbY7Xa02+2Vqt3pdCIcDl+7e09TjEqlgmq1ysR2Pp8PXq8XsVhsa3rAOgiCgHw+v+Itf3BwwFylxMWY0WhEIpGQCOGXy6Xk9RFo5H1dPcomjMdjnJ6eSuhybrcb0WhUEX0rULAlGo0Gstks+2+LxYI7d+5cu6HE8zw+/PBDPHr0iK23LpcLh4eHiMfjF+4p4rVpOByyzA2/34+9vT0YjUYkk0nJIX84HOLRo0cs6wg4W4vpELotdVVOwwTADsjrbGBdLhebuNxWLJdLRq0iPSdldYidzux2O1wuF4LBINRq9QoVazqdotVqod/vw2q1MmepVqvFdBwAGHPA7XazQ/e2Og7xc6XTaaRSKZTL5ZWCg5qsL774Ij71qU9Bq9WiXq9LClExdjXlINZGoVBANptd21ylfI5wOIxYLMYSz2ezGTKZDNLpNBqNxlrNiV6vRywWY7b8cly3+DCZTJIChIqPxWKBBw8e4L333lMKjdsEjuMexmKx+//6X/9rxq0k3cXzKC4um3FBORfym1oQBLTbbWYt1+/3Ua/X2aGUkkRp8/F6vZL3y/M8KzDkgi1K/+73+ysi8F2JnGmKkc/nUS6XWSFDUwzilF7nMLBcLpFKpSQbp9lsRjKZZO9djE1dRHKKEcPj8bCC9SZAPFXx4hcOh+Hz+W7k+RQo+EZGvV5HLpdj/221WnFwcLCTYuPo6AiPHj1ik1in04l4PI79/f2tDoOtVgvZbBaz2Yzp0ux2OxMJy6ers9kMJycnTCO2XC5hsViYXe22FFNywxKv/3a7HR6PB7VaTSk4zsFkMpHoOdrtNlqtlqRZaDab4XK5mI6u1WpJUsXpLNBqtZh1KoU8LhYL6PV6puPgeZ5NzikI0OFwwOv1bj1Jb7VaODk5wfHx8VoKk8FgQCKRwP379+H1etHv95/JlIOmP7lcDvl8HoPBYOVcRHrZeDzO9BzAWaOS9BzrrlfgzOglHo8jmUye+1ntqvj4k3/yT+Ldd99VCo3bBI7jHr744ov3f/u3f3sl6fNZYduMC1o8yFJv02MRLWqxWGAwGKDRaLCDutFoZG5TlN0gLjAoGKpSqawcnmmculgsWHeNoFKpJOKr62AwGCCdTqNUKrGOBE0x/H4/4vH4tW2Dp9MpTk5OJHoSp9MJn8+HbDYrWWQ1Gs0KL3o8HiOXy62I0SwWCyKRyLXSzS+CnOalUqmQTCZ3FvSnQMFthPy+stls2N/fv3axIQgCO8BRY4ZsRpPJ5FZNGUoHH4/HaLfbqFarzKBEr9evBIRSWGej0UC1WkWv12N0G51OB4fDgWg0euF+R25Y4nVOp9MhmUxCEASUy+WVAxzHcUzDcdsLDuCpHW6j0UCr1VqxzKWpwcHBAWKxGHq9Hur1OtubaIrUbDaxXC5hs9mYfqfb7UKn00Gj0TDBOeUyUa6X2WyGz+fbesown89RLBbx/vvvrzTi6PUGAgF86lOfQiwWg1qtZmyJddjVlINeW71eRzqdRqVSWeusSTSyeDwuuQabzSZOT0+Ry+XWWuxyHAeXy4VEIoFEIrGV89RVig+FOnULcdlk8F1hOp2i3W5vnXFBo/JNoIkF8USJLjUej9mIkXI9vF7vStCNIAgs8E7eodDr9eyGzefzK52OXWVB0BQjl8uhXC6zxYA85SORCAKBwE4KmdPTU8liT0FJ+Xx+RfAdi8UYBWy5XLLcDjHIivKqlrrb4Dya121J8lWg4CZBBhkEm82Gg4ODa685giAgnU6zA5IgCNjb22NuQtvYT1NwLGURlEolzGYzBINB2Gw2aLVaJBIJSeEiduej56XcJ41GwyxEL3rt5IZF4DiOTcIHg4FScGwBnufRbreZsUiz2Vxp5ul0OiQSCdy7dw8AJHs6cLZ30ZTEYrFArVYzi3f6/eVyyZgLZBVLYX2X0XEAZ5Pzjz76CO+9954krJjgdruxv7+P/f192Gw2zOdzNJvNjVMOt9vN7GevCyq2SM+xzhTHaDQiFAoxaplarYYgCCgWi0in0ygUCmsLA2qckp7jMuyWi4oPpdC4hXiWhQZ1o7bNuNjb27vQL7vVaqFWq7HHG41GzAtdq9VK7Gw9Hg/8fr9EN0EUq1KptGKNq9VqEQwGYbfb2XRBDIPBgEgkci2NBIFGnMViEa1WSzLFCAaDiMfjOzlMt1otZDIZSapuOBxmLl4E8UZKaDQaKBaLkgKFXC0CgcCNUu020bz29/d37mKlQMFtRqVSQbFYZP9tt9uxv7+/k2Ijk8mgWCyiUChgsVjAbrcjEAjA5/NJBKrnodFoIJfLMf1cu92WpHqTQQY9VrPZRDabZYYevV6P6TyAM+1FNBq9cB3pdDrIZDKSQ5PD4WBd7cFggFKptDKVp06x3+9XCo6vg5gHNLmX7730Pd69exdutxutVkti3kLUrF6vB41GA6vVKrHIpTwOSi0nITQVlqTj2LY5SHrFhw8folAorJxfiH4UDAbh8/mg1WoxHA43TjlsNhvcbvdOphyk58jn80zPIdezkr1/LBZj1EFK8M5ms0in02sLKeCseItGo0gkElemJouLjz/+x/84PvzwQ6XQuE246UJjOByy4uKyGRebMJ1OUa/X0Wg02KI/Ho+ZaNBkMrFsDxKHBQKBlcftdDrMPlEMjUbDkrVbrRaKxeIKTYo2x+suEjTFyGQykmkKcYopKXQX4uZSqSTxt9doNMy6VtwNMRgMSCaTrLAZDofI5/MrkyebzYZIJHLjjiubaF6xWOy5OKApUPCNDvlasbe3xwI7rwNBEJDNZlGpVFAoFDCZTGC1WhEKhVgo6Db03dFohFQqhel0in6/j3K5zKhUWq2WJYrTwV48xR0MBqhUKrBarWxtVavVW4WcTqdTZo9KkK+XSsFxOVCTTR4SS6CpWjgcBs/zqNfrrOFE2R4kOKdpFtGfxQGAdPimwpIcyXw+39ZUZKLLvf/++zg5OVnJ2zCbzQiFQizJ3GazMerXuonDrqcc1HzNZDIoFAoYDodr9RykkwqHw+y90z2VTqc3FkgWiwWxWIxNcK6CBw8e4Ktf/apSaNwm7LrQoOAWKi62ybhY51O+DuQYJb4JKFxpOByyQsVgMLBFPRAIrHQter0eisXiCgVKrVbD7/fD6/ViMpmsaBWAs0UqEolcmyYFPBUbFgoFlqZLU4xwOIx4PL6zxSeTyUgSe/V6PUwmk+RnwJmIOxwOQ6VSYbFYoFgsrkxydDodS1S9aWyieQUCgRt/bgUKbjOIdkRwOBwrwaVXRTabRa1WYwdyKjYMBsPW+TfL5RKZTAadToetVZPJhKV6q9VqxtMHnorEx+Mxlssla7CQ+xFwdqiNxWLnru88z6NQKEgonCqVCtFoVFKoXFRwrNubbjN4nkc+n8eTJ09WqLnAUyMUyqQi3cZisQDP80w4Pp/P2f7W7/dZo1Cj0WA2m7EzCdklRyIR+Hy+S+k4gLPQy0ePHuH09JSFD1JD0mw2w+12M22G0+mETqfDbDbbGLK3yykHcDaFqdVqjK64TpdBeg7K56Drsd1u4+TkBLlcbiP7xOVyIR6PI5FIXKrZqBQatxC7KDR4nke/30e73Ua3211xaSKcl3GxCcvlkom7xRORyWSCRqOByWSyYsG7yfmDRqvyG50O9z6fj/FxxZsIcHYwj0QiOxEc0xQjlUpJROeUUEp8yl1gPp+vdIpoURAvPBqNhlnkkSBeLngnX3oKb7xpEOVBTPOKx+NbhX4pUKDg+igUChL3OeqE7uIglM/nJZlGtP6R1mLbtbZaraJYLILneSY6djqdLL/I5XIhGo1CpVJJihPg6cSd6C7A07yBi9ZgcsMS01Qo8E28PtLERSk4tken08Hjx4/XBtEZjUa43W74/X44HA4AZ98Fde9JxyHWZ/I8j0qlgk6nA61Wi8Viwc4T9D1EIhGmg3S5XFtTgQeDAY6OjpDNZtFoNDAYDNhrMZvNzHzG4XDAZrOxCcJkMll7Vtr1lAN4qudIp9NrtTHAUz1HMplk718QBFQqFZyenqJYLK79PTo/7e/vIxKJXPi5KYXGLcRVC43lcskSPa+TcbEJRIVqNpuSx55Op2g0GuB5Hg6HQ2LH5nA4mIWhGOTBvs49gnQbGo1mowaBaFK7OFz3+32cnp4in8+zyQzdqMSf3NWmMx6PcXJyIlmoKdxHfL8Sv1Sr1TKup7yLsbe3x2wDnwXk3VSNRoODg4Nru20pUKDgcqCCgOB2uxGLxXby2FTIUOfZZDKxiWooFILf79/qccSp3uPxGMVikRlUaDQa6PV6FkAqF3cT3YQ8/wnEaT9vzZtMJjg9PZU0bYxG41rrXqXguDzG4zEzEej1epLGl16vh8vlYmHCJpOJZXDwPM/Sy+nzNhqNMBgM6HQ67LunAEDaDw0GA2v2RaPRS+k4hsMhMpkM8vk8c6EaDocYj8es4JCb22g0GgiCsJFWvuspB3DG6MjlcsjlcpKME4JYzxGPx9m5bbFYIJfLSQwd5NBqtYhEIkgkEiy9XQ6l0LiFuEyhsVgs0O120W63r5VxsQmCIKDT6aBer68sxrPZjNF8HA6H5OYn9xK5WJqqeLHIGTi7kcS6jdFohFwut8IPtdvtiEQiO6MvFQoFnJ6eMm934GyKQTaPu+zUd7tdpFIpVqTR84m7DRzHIRQKwefzYTabSShcBL1ej2g0uhPB+zYgW0rxd2Y0GnFwcKBswgoUPCfkcjnJlNfj8SAaje7ksampMJlMUCgU2GFFpVJdSou1WCwkB1LKQggGgzCbzZL1DlidmFIHXNyoooJHbIohB8/zyGazkkwltVqNeDy+ll66abJO+5Lf71fWOhmm0ynK5TITO4uzJLRaLdxuN+x2O3Q6Hex2OziOw2AwwHg8xmw2Q6vVYu5VlFQ+m81QrVYZPXo8HrP9krSdsVgMBwcHCAQCWze5hsMhisUiSqUSa8QOh0MMBgNmUKPT6ZjpjcViYdO0TWwQrVYLl8u10ymHXM+xjtIl1nNQCjvw1G46k8msZIkRjEYjy8sR3wdKoXELcVGhMZ/P0el0GAdx0/e8TcbFJiwWCybulo9J5/M5BoMBG4GKNxy73Y5gMLiS2UDWh/JDMwCWSEo2eOusWnetQej3+4zvSAUUTTGSySQikchO80vkfviTyUSSqAo8DR8yGo2oVqsol8uSydEuBe/bYjab4fT0VKKLsdvtSCQSzyU8UoECBU+RyWTQbDbZf3u9XkQikZ08NiVxLxYLZq9LNIzLusuJU7273S7K5TKjogDSCa5cA8bzPFvvxOseiWDP46LX63Xk83nJHunz+RAKhdauoUrBcXnM53O2X3U6HXS7XTZN0mg0cDqdcDgcUKlUMJlMMBgMWCwW6Pf7LACw3W4zCpDZbIZOp2MJ5svlUqLjoH8TDodx9+5dxGIxVshcBGJS0GNTwUENTYvFwjJAqDGr0WjAcRwEQWDOk3LcxJSD9BxE5143YdFqtezMIjbXoaZmJpPZGFVAYYLJZBLf9m3fphQatw3rCo3pdMpuyF1kXGwCZV2QnasYdMMDWHlsm83GulRizGYzdmPLQX7mtFE0m80VziHHcfD5fAgEAjuhSdEU4/j4GNVqlR3kKdROXulfF/KcCUEQ0O12YTAYJBsk8YiJJiVfVJxOJ0Kh0DPd5EajEU5OTiTfx3mbtAIFCp4tyJ5W3MEk44pdgGx1iRc+nU5ZsaHVanFwcLB1EGiv10M6ncZisWD7glqtRiAQgEajkYSQikXiBFr7xI2vbUJZxW5YBIvFcm4AmlJwXB6LxQK1Wg21Wo3ZyPZ6PSwWC9aFdzgcUKvV4DiOnRVmsxmm0yl6vR5arZakSLFarUz7ORqNMJ/PJd+jWq2Gz+fDwcEB7t27t3UeBxUc3W6XGeUMBgP23FqtljUaLRYLy/vieR6CIGC5XEKn061cczcx5QDAJouk51g3ZTEajQiHw0gkEnC73ey8VK1WkUqlkMvl1uo5OI7D3/k7fwfHx8dKoXGbQIXGF7/4RVZc7CLjYhPEoT2bihhBEMDz/MpNTGJBsS4DOKvGy+UyS9EWQ06r2pRovWur1n6/j+PjY2SzWfY+aYpBVn277NLLcyaIauZyudgiplarEYvFYDKZJBoRgtFoRCQS2Sqpd5dot9vIZDKsEOM4busQLwUKFDw7UPCeeFrs9/sRCoV28vjiaSzx3Gniq1KpEIvFtqaYilO9yeCi1+shFAqx/cDr9TLbVLmtp8FggNlsXmmEmc1mxGKxjc01ueAcODvIJhKJcymovV4P5XJZKTguATKLqVarmM1mGA6HjFoFnDXNnE4n2wOpyOR5nv37VqvF/j3HcbBYLFCpVOh2u8zFivI4xP8mHo/jlVde2dqFUqwVnc1m6HQ6zJlTpVJBo9GwQz1RrMiRk4oSObWPcBNTDuDsHJPJZJDL5STBiQRimoj1HMDZ91IoFJBKpVbYEj/zMz+DTCajFBq3CRzHPXzhhRfuf/7zn9/095fKuNiE2WzG6FHrKmQqWmaz2crFTMnY8kV6sVigUqmgXq+viNHlU4/lcolyubwSSkN8YHKvuC7Iou/o6EjyXDR6Pzg42PlBXp4z0e12MRqNJAJ2q9WKaDSKVqu1IuRSq9UIBoPMpeVZQh4Oplarsb+//8yLHQUKFGwHQRCQSqUkB+ldWk7X63XkcjkAZ44+jUYD4XCYHRYvU9hQCjI5Zw2HQ5TLZXYABc4aLMlkEnq9XvJvgaeZSpRGTSCTkE2CV+CpG5Z4rZWHCa5Dr9dDqVRaacTJtYUKnoIcx6rVKqbTKTOrIWqV2GKWQNcTOVCRJb9Y+2GxWDAej9HpdNDv9zEajSRnDa1Wi0AggFdeeQV3797dijYuLjgobK/dbmM0GsFoNEKn0zFtCQB2/jKbzey18jzP0u3FuKkpB+k5KFR4XZNYpVLB5XIxOjgVRNPpFJlMBul0Go1GQyk0biM4jnt47969+1/4whfEP5PY0F5HP9Dv91Gr1dDtdtdWw2Rh2O/3JY4SwBk1i5K5xVgul6hWqxI6EmHd1KPVaqFQKKzQpHadaN3v9/HkyRNks1k2FVKpVPD7/Tg8PEQwGNy5LayYY0wCSJ1Ox6wZOY5jmpRisbiigXG73cyZ5VliHQ1Dr9dv7aGvQIGC5wdBEHB6eiqZAFzGJeoiNBoNZLNZAE8DWskdEDibVMfj8a3XbnGq92KxQLlcZsWCWq2GSqVCJBKB2+1ea6sdjUaxWCxQKpUk+5jJZGJT4nWgMDrx3mOz2ZBIJC5cc88rOMgtUSk4pBAEAe12G+VymTXeptMpo1aZTCa4XC7JIVwQBHAcB57nsVgsGK2KziPUbAXOqHH1eh2DwWDFnXJvbw93797Fq6++ulXTTu6GKZ5ymM1mVuSQuQFNOfb29qBWqzEcDrFYLNjrk58tbDYbPB7P1pqSbbFYLFCtVnF6eopyubyWIkUFWDKZlNy3g8EAn/70p/Ho0SOl0LhNoELj3//7fy+xob3O4Zu6C/V6fS0NS6fTweVyged5Sbo3wWg0IhgMrugXeJ5HrVaTuDYRTCYTS5clTCYTiQCbYLVaEYlErqQrWQeaYjx+/FhC37JarYjH4zdmy0qOEYIgMIctct8Azg7u1I2TfwZmsxmRSOS52MUuFgucnp5KKAJWq3XrVGAFChQ8fwiCgJOTE4lteDgcZq5O10Wr1UI6nQYAFrDncrnY4XqTjewmyFO92+02Wq0WCwoEzkSrsVgM4/F4JSjU7/fD6XRK6LDA03yhTZOK+XyOdDotWYO1Wi2SyeQKDXgdlILjaiAbW/rcBEFgeg7gjFYlPwMsFgumi5hMJmg2m5LmnMFggNFoxHK5RK1WQ6vVWtE4GgwGRKNRPHjwYCsjE3nBIZ5yaLVaOJ1OJmSnPVPsWDWfz1kxYjabV/Z0mnJ4PJ6dU+/Eeo51ZzngKSWb8jlef/11RQx+28Bx3MNXX331/le/+tVrd9sppbvZbK694KxWK9xuN7OVk1OoDAYDgsHgCo2J53nU63VUKpWV31lXlPA8j3K5jGq1ukKTCofDO7WR7ff7ePToEbLZLFtwyLHp3r17547Wr4NSqYRyuQxBEJirRSgUYp01crBoNpuSz0Cj0SAUCj03/QNt4OLF2e12IxqNKqJvBQo+YeB5HicnJ5JDdCQSOdcO9jJot9tIp9PMhafT6UjsQDUaDZLJ5NZUS3mq92QyQaVSYU024KwRlkgkoNVqcXp6KmmW0SSl0WigVCpJJuoGgwHxeHxt80YQBJTLZZTLZfYzud3uRVAKjquh1+uhUqlIrtHlcslYFKTFEYPneUZRooO8+HNXqVSwWq3QaDTodDqoVqsrrpxkkfvaa6/hlVdeudDIYF3eFxnzAE/39H6/j06ng/F4vDLlGAwGGAwGLBxZXoTf1JQDODsLpdNpZLPZtfEHpOf4m3/zbyoTjduG6yaDC4KAXq+HWq22EogHPOXteTwe9Pt9SRI2gTrvTqdTcvELgoBGo7F2PKfX6xEMBleKhk6ng3w+L+lC0EIcDAZ3RpNaLpfI5/N49OiRxOWKOvMHBwc7m5iIIfZsn8/nKBaLWC6XTJCmVqthtVoxHA5XqGK7/gwui16vh1QqJSlCd9kBVaBAwbMHz/M4Pj6WTCij0eiFydrbotPpIJVKsYPLaDSCVqtlh2qO4xCJRC71fOJUb5qUC4Ig0bUFAgF4vV5kMhkJRYxyfYj+KRdv+3y+jTTZbreLTCYjaZhdlgZGlr3ygoMOtkrBsR7D4ZClg4tBdrZarXZtx5/0EuRYJS8ojEYjjEYjK2LlIcPAGYPg7t27ePDgwYX0wnUFB8/zrFAyGAzQ6/WYz+fodrvodruYz+crU45Op4PJZAKz2QybzSZhC1D2iNvt3vmUgxgt6XR6bfivotG4hbhqobFYLBg9ap3nssFggMfjgdPpRKfTQblcXtEH6HQ6BAIBuFyulQKj1WqhXC6vPPam35lOp8jlcivFjsVikQTN7AL9fh8ffvghstksO8yTdeILL7xwrv3hdTCfz3F6eorhcMgcSoxGI0KhENRqNeMay4uym/gMLgt5todKpUIymVzR3yhQoOCTh+VyiePjY8nhNxaL7Wxy2u12cXp6yg54i8UCKpVKcpj3eDyIRCJbr73yVO9+v49WqyVJ6CZ3oXq9viISJ0psrVZDsVhcmW7EYrG11KjZbIZUKiX5rMTJ5Zf5TDYVHB6PBz6fTyk41mA8HqNSqawNmhMEAVqtlhWgYlAex3Q6xWQyYRMPAjX5jEYjMzmRn180Gg3C4TDu37+Pw8PDc7+fdQUHcHbW4TiO7fn0nkiHolKpVqYcVFzZ7XbmqkW4ySkH6aHS6TRrGCuFxi3EZQuN8XjMuInyGxE4u5C9Xi+sVuvGYoGEQm63e+XCbrfbKJVKbPG/6Hd4nkelUllxUqIb2uVybfW+tsFyuUQul8NHH30ksXe0Wq04ODjAwcHBTp0exBiPx8xZqlKpoNvtwuFwwOfzsZAp+kO4CarYZSHP9gDOisWbmvgoUKDg+WBdsZFIJHa2/vR6PZyenrJ9h1KexfvQZbVe8lRvCoSz2WxM70e24LT+i0Xi8XgcTqcT0+kU2Wx2RQvn9XoRCoVWphuCIKBQKEjCYq9q693tdlEqlSSuWIBScFyE6XSKSqWyQi8GzvZOo9HI9BJyDIdD9Pt9DAaDtWJos9mMvb099Ho9Zg0rBonHX331VXzqU586t+G2qeDgeR4ajQZqtZq9BkEQMBgMWGaHOJeDxOb9fh8mkwl2u11S2N7klAMAu0f+1J/6Uzg5OVEKjduEbQoN4sbWarWNMfVut5uJjeSuDwSNRgO/3w+Px7Oy8Ha7XRSLxZUx20W/k8vlViYlHo+Hdfl3hV6vhw8++AD5fF4yxQgGg3jppZduVPNAlKPBYMBCBn0+HxwOB4bDIfR6vWQj2XXw4FUhz/YAcOmUXwUKFHxysFwucXR0JDn0JpPJndmH9/t9nJycsOJCpVJBp9NJ9pqruNeJU71J97ZcLiXTabfbDYfDwYIACWK73UajgUKhIKGH6vV6xGKxtToSeYYQALhcLkSj0Uuv3UrBcTVQcbnOJp/E2CqVCu12e+VMs1gsmKnAbDZjkwbx7zscDmg0GmQymZVMCeCpqcGDBw8QDAY3FsmbCg4AzOp2OByya48mMN1uF4vFAg6HA3a7nU052u02ZrMZ7HY77Ha7pLiw2+3MWGbXU44HDx4oYvDbhvMKjfl8jkajgXq9vrZqNxqN8Hq9khuxXC6vLRZ8Ph+8Xu/K4tnv99f6MlMKp9frXSkYptPp2sA5s9mMaDR6qfHzRaDwpQ8//FByg1utVhweHuLg4OBGF+9arYZcLodms4lGowHgTNegUqkwmUzYwkHYdfDgVSHP9gDOHF3i8fhzLX4UKFBws1gsFjg6OmL7AMdxSCaTKy6CV8VgMMDJyQk7UBFlRdw1VqvVSCQSl6JmylO9x+MxWq0WvF4vW+PJsES+z+3t7SGRSEClUmE2myGXy63sT5saYJPJBKlUSvJ4lO1xlXX8ooJDbDeq4CnEaeNyMxuNRgOv1wuz2cyCjcXFJk0SqtUqut0uC9ajQzpZ+dvtdjQaDYn7GYEal6+99hoODg42OpKdV3Ds7e3BYDAwUThhNpuxXBGDwcByOWjK0e12odVqYbfbmcgduJkph1Jo3EKsKzSGwyFqtRra7fZa54C9vT14vV52I2xa2M4rFgaDAUql0spYUqVSwev1wufzrSyGPM+jWq2iUqlIugI35aTU6/Xw3nvvIZ/PSza1UCiEV155ZWddunUgylGpVGKfrVarhd/vx3A4hMFgkGyier0e4XB4Z5v5dSDO9iAEAgEEg8Hn+KoUKFDwrLBYLPDkyRNJovH+/v7ONFnD4RDHx8eSddntdq90pS+b7SFP9abkaco1oPfi9/sxGo0kxYTJZML+/j47kDWbTcneAZzRRmOx2Er4LM/zrKFEUKlUiMfjV95nSBupFByXgzhtXN5gVavV8Hg88Hg8GI1GaDQaKw5Ls9kMtVqNaRJMJpOEUk0N2ul0iqOjI7Tb7ZUph8PhwL179/DKK6/A7XavZWecV3A4nU7s7e1hMBisuICORiP0ej1MJhNYrdaVKcdoNILFYmF6DiqWdjXlUAqNWwgqNL7yla+g3W6jVqutLEzA08rW4/Gw7s4muz2VSgWfzwefz7dyg4xGI5RKpZVuz0UWfcR1lOs9biJwjig/H3744UrWwwsvvHDjeQ/0/MVikVkoGgwGmEwmTKdT+P1+tplRIKDYLeV5Yl3YFfGYFShQcHswn89xdHQkKTYODg5WDtlXxWg0wvHxMWtoqFQqhEIhVKtVCZ32KlQkeap3p9PBcrmUOCNarVZotVqJqFir1WJ/f5/Zpc7n87UcfZfLhUgksrI/NhoNiQ4EONN5hMPhKx/uOp0OSqXSCtPgvKaegqfuSZVKZYWeTW6afr8fKpUKrVZrJT2e53m0223k83l0Oh0YDAZYLBb2nVPBqtPpkMvlUCgUVp7HaDQiHo/jlVdeQTgcXmudfF7B4XK54PV6MR6PUa/XJWc1sZ6DBOQmk0ky5eB5Hna7HTabjTFFrjvlUAqNWwiO4x6+8sor9z//+c+vZFQAZ64bHo8HDoeDLXT9fh+lUmlFr3Fep2QymaBUKklE1F9/frhcLonThxiz2YzdqGKYTCZEo9GdB871ej288847KBQKrMugVqsRiUTwyiuv3LhL0mw2w9HRkaSrplar2SRJLIZ3OBwIh8M3Ity6CorFIiqVCvtvsTOLAgUKbh/m8zmePHnCGkS7LjbG4zGOjo4kxUYsFmPpzYSraMPkqd50AHM6nWx/02g0sNlskun/uuZKu91GLpeT7LFarRbRaHRlCi2ncNHrTyaT11rrlYLjaliXNk7gOA5OpxN+vx8GgwHj8RjNZpPZzxPG4zHy+TwKhQJUKhUsFgtMJpNkL9/b20On02G5NOIzNdGq7t27h/39fTidzpUi9aKCw+/3QxAE1Ot1SfI58FTPMR6PYTAYWGgzZXYMh0OW2WGz2dh1eJUph1Jo3EJQMvgXvvAF9jOVSgWn0wmPxyPRO2yiO503jZhOpyiVSmut5JxOJ4LB4FqnJkEQUK1WV8RTRF1a51h1HSyXS5yenuKDDz6QdCWsVitefvnlS/mcXxXD4RDvv/8+E7gvFgvwPA+z2YxgMMi+C4PBgEgksrPN+rrgeR7pdFpSDJLX/MelCFKgQMHzwWw2w5MnT1i3VqVS4eDgYOuQvYswmUxwdHTEDnakCel2u0zXBpwd7A8ODi6l4VssFkin05LU5na7zSbMBLPZjMlkIjm8yemii8UCuVxupdnmdDoRiUQkh3w5hQs4K2ri8fi1m11KwXF1yNPGxdjb20MgEIDJZGL5Ys1mE51OhxUNy+USlUqFhdpZLBZYLBZ2BtLr9cxJ8vj4mInMCRzHweFwIJFI4MUXX4TX6125nrcpOHQ6HVqtFhqNxsp7mU6nrNAxm80rU47FYgGj0cgmHWq1+lJTDqXQuIUQFxo6nQ4ejwdut1uy0IxGIxSLxZULl+M4FhAkv7hmsxnK5fJa6ziHw4FAILDR3rTf7yOXy610D1wuF8Lh8M4XwW63i6997WuSUblarUY0GsWrr766UZS1S7RaLTx8+JAJ0Xq9HtNkBAIB5plNIVIflxTt2WyG09NTSXFmt9uRSCSeWzCgAgUKPl4gPrq42Lhz587O1lb541OxMZvNUCgU2LpOE4/LUDkFQUClUkGpVGI/Gw6HWCwWkkO/RqPBcrmU7HdikTih0+kgl8tJOt4ajQbRaHRFjyGncAFnBUwgELj2HqAUHFfHurRxgs1mg9/vZ4X0crlk1Crxob7dbiObzaJSqUCj0bCigxgMgUAAer0ehUKBUdTF14HJZEIkEsHdu3cRCoWYKQ9hMBigXC6fW3AYDAamNVkXNDgajTCdTtkURqVSSaYcHMet6Dnsdjs8Hg9sNtvaa1QpNG4hOI57+NJLL93/4he/uDL+Go/HKJVKaz2gN9Gd5vM5KpUK6vX6SoFht9slnXk55vM58vn8SsfHaDQiGo3u/MC/XC5xcnKCDz74QLLY2mw2vPrqq4hEIs9E95DL5fDw4UMMh0MMh0N0u124XC7E43E2Vne5XAiFQh8re8LRaISTkxPJhunz+RAKhT42hZACBQo+HphOp3jy5InEHvzOnTs7o1YS7VRM06KGRyqVkkwbxJa026LX60msbReLBcsqoAO5IAjgeV7SZJGLxOl3KUVaDIfDgUgkIlnn5RQu4GzSnkgkdrIfbHKLVAqOizEcDlEul1c0p8AZ7dzv90uK0clkwqhVVBRPJhNks1mm0TAajbBYLDAajVCpVIxW1e/3kU6nWRI4gTLGYrEYkskkPB6PpIm7bcGxXC7RbrdRr9dXdLo8z2M0GrFAQ4PBwKYcpF9Sq9Ww2Wyw2+0wGo3Q6XRwuVwrUw6l0LiFWOc6tUlPAYAVGHK602KxQLVaRa1WW6mKrVYrgsHgxkJBEATUajUmfCYQL9Hj8ez84NrtdvH2229Lgv7UajXi8TheffXVnVrkbgLP83j//ffx0UcfMSvFxWKBWCyGeDwOnU7HuhbPYqpyGcj9368aNqVAgYLbg8lkgidPnrDDulqtxuHh4c7WW3mxAZyFBprN5hW77b29vUtTYufzOcs0IvT7fXb4As72s8lkAp1Oxx5bLhInrMuC0mg0iEQikqmLnMJFj5lMJne2N2wqONRqNbxeL7xer1JwbMB5aeNGoxGBQAB7e3vsHENBgESt4nkey+US5XKZmQfQFIGoVeRWNZ/PUSgU0Gg02OEfeEp5j0QiiMViCIVC2NvbY83SbQsO4KyJSFqOdQnps9kMKpUKWq12ZcoBnLmrkZ0v2ebSlOP1119XCo3bBnGhcZ6ewuFwIBgMrvh6L5dL1Go1VKvVFe9ps9mMUCh0Lhd3MBggl8utLG5OpxPhcHjnHXwKlPrggw8km5HNZsP9+/efWTd+Npvh93//95nQvdfrwWAw4IUXXmDBSsFgcOdalF2gUqmgWCyy/1ar1djf398Z51qBAgXfuJALuNVqNe7evbuRSntZyN2uACAWi8HhcKwEiFJY2jqd4CYIgoBisYhqtcp+Np1OsVwuJQXTcDiESqVi72uTA99yuWQHRzHsdjtisRjbA9dRuDiOQzAYvJSF70W4qOBY5yap4AznpY3r9Xr4/X64XC7Jnk6ThGazyQrYTqeDdDqNarUKnueh1WpZ0WE0GuHxeKDRaNBoNFjxQPcT0ZmCwSDC4TBrANLZ7TIFB9G+6vX6yvUAnN1r9F40Gs3KlAM4u8f29vZgtVphNBrx/d///Xj//feVQuM2geO4h9/0Td90/9d+7dfW3hx7e3sIBoMrmwDP86jX66hUKituVUajEaFQ6FzR2nw+R7FYXBkdGwwGRKPRGzm0ttttvP3225INgg7Jn/rUp55ZyF273cbv/M7vsA7IcrmEw+HAK6+8wly+zksIfV4QBAHZbFbynV0lhVeBAgW3G+PxGE+ePGGHEY1Gg8PDw50VG/LQQADswCUvEjQaDZLJ5KX3nE6ng0wmw94Dz/OYTqeSScZwOMRsNpN0szdlCvV6PWSzWcl0Q61WIxwOSybFcgoXcLXpzEVot9solUorWkml4LgYF6WN+/1+uN3uFWr2dDpleo7pdIrxeIxcLodisci+B7LJtdlscDgcsFgs6PV6bAIxHo/ZOc5oNLIIgHA4DL/fz67FiwoOOXNlOByi0WisnXIAZ+cDjuPYc/f7fZbLATwtgP7G3/gbODo6UgqN24R1rlPAZj0F2aNVKpWVMBtKTT0vYIh+v1QqSSYgKpUKwWDwRoTOy+USjx49wocffih5zXa7HQ8ePHimQXKnp6f44he/iFqtxhaOaDSKe/fuwW637zzZfFdYLBY4PT1dyRW56UwRBQoUfGNiNBrh6OiI7QNarRaHh4c7a1osFgscHx9L+OaRSARer3dt3s9VqJ/T6XQl5Xk2m4HjODaJmM1maDabcLvd7GcOhwPxeHzloMnzPIrFImq1muTnNpsNsViMcd1nsxnS6bRkPdbpdNjf39/p/iEIAhONKwXH5bFN2vi6QGMALGyv3W5jOp2iXC4jn8+j1+uB53lwHAez2Qyr1cpoSTRRqNfr6Pf7rBgla1o6Y0UiEbjdbuj1+ksXHBdNOei9cRyH+Xy+MuX4mZ/5GWQyGaXQuE2QFxpWqxWhUGiFSyoIAprNJsrl8kqojE6nQzAYlIQZrcNwOEQul1sRGt1kHkSr1cKXv/xlyViaRIif+tSnnpn96mKxwJe//GW8/fbbTDimUqnw8ssvI5FIIBQKweVyPZPXcllMJhOcnJxIqGZutxvRaPRjR+tSoEDBJwfyhG+tVou7d+9eisp0HpbLJY6PjyVuP5QWPhwOcXp6Kmk+XSUcj+d5FAoF1Ot1yfMS5YX+u1wuw2azMVvydSJxwmAwQCaTkay5KpUK4XAYHo8HwHoKF8dxiEQi7N/sCudlSSgFx8XYJm3c6/WupYrzPI9Op8P0HJTJ0mw22VmMXKu8Xi9znyJ73W63y85cKpUKNpsNXq8XHo8HoVAIPp8PdrudCdu3LTiAs/u3Xq+vTTcHzu5njUYDnucxmUzQ7/fxl//yX0YqlVIKjdsEKjT+83/+zwgGg2vHx61WC6VSaSWVm9wOLtIRLBYLFIvFFQ6qXq9HNBq9kTyI5XKJDz/8EB999NHKiPmNN96Az+fb+XNuQrfbxW/8xm/g6OiI3YwmkwkPHjzAwcEBs6/9OKLX6604toTD4Wf6+SlQoOAbF4PBAMfHx2xt1Ol0ODw83GmxcXJyIun+B4NBBAKBtfbcV53UtlotZLNZ9j4EQWB0EqKUVKtVCIIAn8/HxLTrROLA2QGzVCpJCgl6fbFYjH0+cgoXcKZxjMViO3dNvKjg8Pl8Gzv0CrZPG9/UAJ3NZiz/otFosOtDbH2r1+vhcrng8/lgMpkwGAwwGAzQarXQ6/WwXC4ZjWlvbw8+n4/Rtd1uN4smuEzBsVwu0Ww2Ua/XV64Lem9msxkcx+FP/+k/jUePHimFxm0Cx3EPX3311fvvvPPOyt9t8tnWaDTw+/3weDznLmSCIKDRaKBYLK7QpAKBAHw+3410xJvNJr70pS9JRO1qtRr37t3Dyy+//MwsYgVBwKNHj/Bbv/VbEgcvr9eLz3zmMx97bUOtVkM+n2f/rVKpkEwmbzwdXYECBbcL/X4fJycnkmLj7t27O5s48zzPEpcJZHHL8zwymYxkjb6q9mw8HiOVSkkOWzzPS/bJdruNdrvNzFVUKhXi8fhGyvFwOEQmk5E8ppxqPJ1OcXp6KtmrDQYD9vf3b2SPUQqO60EQBLRaLVQqlQvTxjdhOByi2WyiWCyiXC6vFYVbrVYEAgE4HA5MJhNG4+v3+6y4NhqNbMrhcDgQCoXY2a5SqVyq4ADOGgek5VhXF/zQD/0QPvroI6XQ+LiB47gwgL8L4I8DcAEoA/jPAP6OIAirHrSXe+wVe9ter4disbhCcVKr1fD7/fB6vRd2SjbRpPb29hCJRG6EsrRcLvH+++/j0aNHK92dN954Y+fj5PMwGAzwe7/3e3jvvfdY54KsHP/IH/kjH1uaFHC2CObzeQkVQKfT4eDgYGdiTQUKFCgQo9fr4eTkRNKZvXv37s4aQzzP4/T0VHJw8vl8CIfDAIByuSxxdFKr1UgkEpdurPA8j2w2u+LeqFar2b40HA5RLBbhdruZC9UmkThwtiZT91p81jKbzYjH4zAYDOB5Hvl8XsIcuEpA4WVABcc6xoNScGyHTqeDcrm8clYCzmjlfr//XN0N6WjK5TKy2SyKxSK63a5EFK7RaBAIBOB0OqFWqzGdTjEajdBut9Hv97FcLqHT6ZjA3Ol0wuPxsGKn0WhcuuBYLBZMyyEupn7gB34Ajx8/VgqNjxM4jtsH8AcAvAD+C4DHAD4N4I8AeALgM4IgNDc/woWPzwqNwWCAYrEoGTEDZ4uVz+fbioO5WCxQKpUkh1TgbNOIRCI31g2v1+v40pe+JAkXVKvVePHFF/HSSy89M8EyTTG+/OUvSwTvJpMJ3/7t344HDx48kxDAq2K5XK5YQJrNZuzv73+swgIVKFDwjQd5sWEwGHB4eLjTYiOVSkkC1jweD6LRKICntqJivjlpOi6Ler2OfD4vKQy0Wi0WiwUEQcBsNkM+n4dOp0MgEIBGo9koEieMRiNkMhnJ5IIsbokh0Gw2kcvlJO/B4/EgHA7f2N5DHfpyuawUHFfERWnjgUDgwsyUxWKBer2Ok5MT5HI5tFotVkgQ9vb2WKjfcrlk4u5+v4/xeAyVSgW73Q6r1Qqn08mmK0ajEcPhcKXgoAnMpoIDOGu8kpbj+7//+5VC4+MGjuP+fwD+GID/hyAI/1z0858H8JMAflEQhP/bNR7/4WuvvXb/V37lV9ZeQF6vF36/f6uDOtGkxJoIjuPg9/vh9/tvZJFbLpd455138PjxY8mC7nK58Oabb95YJ2cd2u02vvSlLyGbzbJkdI7jEIvF8F3f9V3P1N3qKphOpyuhVhdtfAoUKFCwS3S7XZyenkqKjbt37+6sWSQIAlKplKQp5Xa7EYvFAJzRn05OTiQcepfLhWg0eul1cDQa4fT0dCWQDzg7FC6XSxSLRUynU3aQNJlMODg42FhcUZ5GuVyW7HkmkwnxeBxGo3EthctkMiGZTO5M+7LptW0qODQaDdMDKAXHZgwGA1Qqla3TxjeBrr3j42PmQiUuUPV6PTweD8xmMzQaDQRBwHA4RLvdxmAwgCAIzEaXJh3072ez2coEZpuCY7FY4MGDB3jvvfeUQuPjgq9PM04AZADsC4LAi/7OijMKFQfAKwjCcO2DXPwcK/a2HMfB7XYjEAhs1UkajUbI5XISZw/gzD42Eonc2MJWrVbxpS99SVIgqdVqvPLKK3jxxRef2eF4NpvhyZMn+PDDD9FoNBjX12Qy4bXXXsObb775sUv2lmMwGOD09FRSJJ43ylegQIGCm0Kn00EqlZLkARweHu602MhkMhJ6k8vlQiwWA8dxa+28rzrZXS6XyGQyK9N2vV7Pkp2r1Sra7TacTie8Xi+jqp5HmRmPx8hkMpIDH8dxCAQC8Pv9jMIl1p6o1WrE43Hs7e1d6j1cFkrBcX1cNm18E4h2d3R0hGw2i263i8FgwCZearWaTTC0Wi30ej3m8zmjVU0mE5hMJlitVlgsFtjtdjidTlgsFiwWixW3qYsKjgcPHijJ4B8ncBz3lwH8vwH8vwRB+L+u+XuadvxRQRB+84rPISk0zuPcybFcLlEqlVY8v3U6HSKRyI0tZovFAl/72tdwdHQk6eh4PB68+eabN76IEqiz9O6776JWq6HRaGA4HLIE2E996lM7tWq8KazzlF+XYKtAgQIFzwqtVgvpdJr9t8lkwuHh4c4Op+sCSJ1OJ+LxOHOJyuVyEs2DVqu9sADYhGq1imKxKNmzLBYLJpMJFosF2u02qtUq9Ho9C8k9TyRO76FaraJUKkkel37XZDKhVquhUChI/t7v9yMYDN64PblScFwfV0kb34ThcIijoyOkUinUajX0+332vZATlclkglqthsVigVqtxmAwYMWJRqOBzWZjKeUOhwMmkwnL5RIqlUrSCNhUcFyn0GBWbsqf3f0B8I8BCAD+nxv+/l98/e9/dIvHerjhz9Dtdgtff5wL//zIj/yIIAiC0Gg0hHfffVd4++23he/5nu/Z+vc/97nPCXJ893d/99a//4/+0T8Sfu3Xfk34/Oc/z/7E4/Gtf//Xf/3XV54/EAhs/ftvv/22IAiC0O12hbffflv41V/91a1/F4BQLBYlz10sFi/1+3K8/fbbW/9uIBBY+f1f+qVf2vr379+/v/L7v/iLv7j173/3d3/3yu9/7nOfu/S1J8aP/MiPPLNr7xd/8RdXfv/+/fvP/NoT45N87f36r/+6cu0p197Wz//2228Ljx49EhaLxTO99l555RXh4cOH7DV89atfFX7+53/+Stdev98X3n333UtdO9///d9/rWvvZ3/2Z4XBYCC899577D1827d92zO99nieFxqNhvD+++8Lb7/9tnCZM8fzvvbkeF7r3nQ6FfL5vPC3/tbfutK1R7jMuvet3/qtwr/6V/9K+JVf+RXh3/27fyf8wi/8gvDpT39669//kR/5EeHhw4dCOp0WJpOJIAiCYLfbBQAPhSuciZVo4JuB/ev/u0rWk/587zpPcplx9GKxwJMnT1YE488Kjx8/RiAQYP9NYTPPCuS7nslkUKlUVro0nxTwPI90Oi0ZqytQoEDBxxnygL9nAZpiUJ4Qz/MrmVDbwmKx4IUXXrjUlHswGCCVSl1ZK0fGLC+88AIymcxa7v9Ng+M4uFwuOJ1OyQRJwfbQ6XQIh8MIhULP7Dnn8zlGoxEGgwFUKhX29vbWZq1tAs/zEISzsOdWqwWn07kylbkMlELjYw5hw5iK47iHHMfd3/ZxOp2OpMjQarU3Eri3CXSRarVavPbaazsdpW+D4+NjNnIcjUZX3nCeJ+bzOU5OTtba6SlQoEDBxw3RaBS5XA7AWbEhzvd5FrDZbLh37x5OT0/XBpJdBlqt9lK01F6vh1KphNlsdiWNyGKxwOPHj+Hz+ZBMJlcCAJ8lSP/5rFwgvxFxmfPOurTuy4DnebTbbWg0GlitVuZOtS16vR7K5TL29vZgNBrRbDav9ZoUjcYNgOO4fwzgrwP464Ig/JM1f/8vAPwYgP+7IAj/+xWfYyVHQ45Wq4VCoYD5fC7+PXi93htNtZ7NZvjKV74i4ekCZyLlZymw7nQ6yOfzLKBoPp+j1+thPp/D6/UiGo3CZDIhkUg8M33IVTEajXByciL5Ln0+H0Kh0I3zdRUoUKDgqpAHiFqtVhwcHOzU9KNYLKJSqWx8juVyiXQ6LZkKGI1G7O/vX0mL1+v1kE6nJSYcNpsNarUarVaLicTpgO73+3Hnzp2tNCL1eh2FQkFysNPr9cxdK5VKSZ7XbrcjHo8/0yKAut3lcnklKXvbYODbjovSxt1uN3w+39bZZePxGNVqFZVKhTmJtlotLBYLqFQqpt0YDofQarVwOBzM+rbf72M2mzHhuEqlgl6vx2KxgEajwd7eHn78x38cT548UcTgHxc8KzH4pkJjMpkgl8utVLBWqxWRSORGw9tyuRy+8pWvSOzYtFotHjx4gIODgxt7XjEmkwny+Ty63S7q9ToTYw2HQxaA4/V6WQLrVQSCzxLtdhuZTIZtPBzHIRqNwu12P+dXpkCBAgUXo1qtolAosP+22WzY39/f6UFUHtxnsVhwcHDAGmqCIKBYLEomAxqNBslk8lK0EsJsNkMqlZK4Nur1ejgcDtTrdTQaDRbUZzKZEA6HcefOnXNF4uLHzmazK9b1Ho8HXq8X2WxWwlDQ6XRIJpMwm82Xfh/XgVJwXB+CcP20cTHm8znq9Trq9Tq63S7K5TKKxSIzvDGZTNDpdJhOp5hMJoxWxXEcY3wYDAZYrVao1WpwHIflconPfe5zyGQySqHxccGzsreVFxo8z6NcLq+kkGq1WoTD4Rt1I5pMJvjKV76CbDYr+XkwGMQ3f/M3P5PD/HK5RLlcRq1Ww3Q6RalUYgUPz/PQarUIBAKwWq0Xep5/XFCpVFAsFtl/q9Vq7O/vX2ljVKBAgYLnBflaZrfbsb+/v9OJrPw5zGYz7ty5I5ner3Pri0Qi8Hg8l34+QRBQKBQkDo4cx8Hn87FchWKxCJ7noVKpEAwGcffuXYle8Tw0Gg0UCgWJtkWn0yEajbLHFz9vOByG1+u99Pu4LpSCYze4btq4GDQxqVarGI/HaLVayOfzqFar4HkeBoMBRqMRi8UCg8EAOp2OUaVmsxkrZK1WK3Q6HX76p38a2WxWKTQ+TngWgX3iQoNoQuKbnOM4eDweBIPBG9VDZDIZvP3225JqXK/X48GDB0gmkzf2vGI0m00Ui0XM53N0Oh1UKhUIggCr1YrJZAKtVotQKMTGgIlE4mO96AnCqoWjXq/HwcHB1p0NBQoUKPg4QT512NvbQzKZ3GmxIZ+emEwm3LlzR0ItGg6HOD09lVBRPR4PIpHIlV5Lu91GNpuVFAQOhwM6nQ65XA75fJ49l8PhwL1797beg+bzOctREMPtdsNisSCfz688bywWey7Ws4IgoNForKUDabVa+P1+uN3uj/Xe+3HALtLGxeh0OkyjOpvNUCwWUSgU0O/3odVqYTabIQgCy+kwm80sn2MwGGC5XOKf/JN/glwupxQaHyd8farxBwC8AP4LgEcA3gTwRwAcAfhWQRCubONAhcYf/MEfIJfLrYxYLRYLotHojdKkxuMxvvSlL0kWdeBMAPjpT3/6mRyIR6MR8vk8uxkqlQp6vR6MRiP29vbQaDTgcDjgcrkAnPmQP0v3h6tgXeiU1WpFMplUxHgKFCj4REOup3A4HEgkEjstNur1OhOhA+uDA8mJUNw9vs46O51OcXp6KqENGwwG+Hw+5PN5pNNp9lw6nQ6Hh4d46aWXtp6qU0darM+gw3uz2ZS8D4PBgGQyeaP7/3lQCo7dYDgcolwuXzttnDAajZh+SBAEdDod5HI5VCoV8DwPq9UKlUqF4XCI2WzGxORGoxF/9+/+XaXQ+DiC47gIgL8L4I8DcOGMMvVrAP6OIAjX8iflOO7hK6+8cv/f/Jt/I6FJaTQahMNhdrC+KaRSKbz99tuSRcRgMOCNN95gorWbxGKxQKlUYhaAo9GIhR95vV5wHIdms4lAIACDwQCO4xCLxW78czkP8XgcwNkEaBPG4zFOT08l9rtutxvRaPRjK/r+ju/4DrRaLbz77rufyI1jNBohmUzij/7RPwoKwFSgQMHNoVAoSLQS4sC9XaHRaEiovAaDAYeHh5KDPc/zyGQyErvw60yOeZ5HPp+XuBqqVCqEw2H0ej08fvyYPRfHcQiFQvj0pz+9NR1mPp8zgxMxKGla/HOVSoVoNPpc9zyl4NgNzksbN5lM8Pv9W6WNE2azGQsrXi6XLMSZtK0WiwVarRaTyQSj0Qgcx+Ff/st/iWKxqBQatwnyZHDgbPQbCoVudGQ6Go3w1ltvScbfwNkh+tOf/vTWDglXBS1cpVIJi8WC/Xez2YTT6YTb7Uar1cJ8PofP52Opl9vqGv7X//pf+OxnP3sjr/2iQqPX6zHPd0I4HIbP57uR17ML/Mf/+B/xfd/3ffhP/+k/4c/8mT+z8vd/8Ad/gL/39/4e3nrrLYzHY9y5cwd/6S/9JfzET/zExypV9p/9s3+Gn/zJn8SXvvQlvPHGG8/75ShQ8A2PfD4v0Ta4XC62Ru4KzWZTst7q9XocHh6u7FNySpdarUYikbhy1lOz2UQul5M4R3k8HhgMBrz//vsol8vs51arFZ/5zGcuZe7RbreRy+VWphtWqxWdTkfyvG63G5FI5Lke5mmfJvdHMZSCY3vsMm0cONO1ko6DCsF+v49cLodyuQy1Wg2j0Yj5fI5//I//MUqlklJo3CaICw2z2cysWm8KgiDg5OQEX/3qVyULhdFoxJtvvolwOHxjz00YDAbI5/NsRDybzVAqlaBSqZgNXLVahclkYhkhBoMBBwcH0Ov17Ob73Oc+t/E5fviHf3jnmx3hvEJDbgGpUqk+9ra7giDg3r17AM4CGeWL23/5L/8Ff/bP/lkYDAb8uT/35+B0OvFf/+t/xZMnT/C93/u9+NVf/dXn8bLXYjKZIBgM4vXXX8dv/MZvPO+Xo0DBrUAul2NTaeDsULzriXi73UY6nWYHs03FRqfTQTqdlhzSQ6EQ/H7/lZ53PB4jlUpJtIsmkwnBYBBHR0c4Pj5mz6XRaHD//n0cHh5u/fiLxQL5fH6ly20ymTCbzSRFiMlkQjKZvJKV7y5BoYmVSkUpOK6B2WyGarWKRqOxkm+h0+ng8/ku9TkSjaparTIXtcViwfROw+EQ//yf/3Pk83ml0LhN4Dju4QsvvHD/d3/3d2/c5nQwGOCtt96S8GoBYH9/H6+//vqNOzfN53MUi0WJMLrb7aLVasHtdsNqtWKxWKDdbmNvb4+9HqvViv39fdY5p4Pw87rm1xUagiAgn89LNludToeDg4Pnxq/dFv/zf/5P/LE/9sfw9//+38dP/dRPSf6u1+vh4OAA3W4Xv//7v4/XX38dwNmB/ju/8zvxh3/4h/jlX/5l/Pk//+efx0tfix/90R/FL/7iL+LJkye4c+fO8345ChTcCmSzWQnVyOv1IhKJ7PQ5Op0OUqkUW/tJIyE/eI/HY5ycnEhoPi6XC9Fo9EqH3+VyiWw2K6E0qdVqxGIxNBqNlcbd/v4+Pv3pT19q2tvtdpHNZiWPQ69VfAhVq9WIx+Mfi+aVUnDsBovFArVaDbVaTcKEAM6KV6/XC6/Xe6nraTAYoFqtotPpSH72wz/8w1e2t1W+xU8wDAbDjRYZgiDg8ePH+G//7b9Jigyz2Yzv/M7vxLd8y7fcaJEhCAKq1So+/PBDVmSQ4Hs+nyMWi8FqtWI2m2E8HsPtdrPX43a7V2wNL4u//bf/NjiOw2//9m/jl3/5l/HgwQPWkfprf+2vMR3Fb/3Wb+Gzn/0sbDYbHA4HfvAHf1BSFMnR7Xbx4z/+4wiFQjAYDPjsZz+L//Af/gMEQYDZbMa9e/dgNBqRyWTAcRx++P/f3n2HuXbW96L/vpJmNJrRVE3TqJdpu3jbe7NxwWBwo9hgB5vYSXxDiQOGnHCSk+QJ8SEHO9QcyuUCNxA4AUyAOAmElhsXbGNwA3sXe3tPV52m6UXT1N/7h7QWeiVNkUaaPTP6fZ5nHu1RXSNtSeu33l95z3swPDyMu+66C62trVAoFHj66adx9dVXQ6FQbJqK9fnPfx6MMXzuc58Tzj979izuuOMOtLa2yoOgPvShDwnL+TvxT//0TwCAu+66K+uyH/zgB5idncXdd98tBxlA8v/sJz7xCQDAV7+aPasyHo/ja1/7Gl73utehvr4eGo0GTqcT9957L0ZGRuTrleK1ufvuu8E5xze/+c28ngdCSOEy6whmZmayGozsVkNDg9BKNxKJYGhoKGtugUajQW9vr9DRZ35+HsPDw1k7xDuhVCpht9uFGrt4PA6PxwONRoMbbrhBXn0HALfbjUcffVRoBLKd+vp6HD16VHgOE4kEEokE4vG4vLIRj8fhdrsxPj5+yQ62SRQKBVpbW3Hs2DGYTCZhP0KqQ7l48SJmZ2cv+bbuZyqVCh0dHTh+/DgMBoPwPEp1rK+++qrckXMntFotHA4Hjh07Ju9vaLXaXTX3oRWNA2onk8F3IxgM4oUXXhCOtDPG4HQ6cerUqZJ3P5LyBNO/CDY2NrCysoLGxkb5DRWNRsE5F5bBN6tryHdF44EHHsCDDz6Id77znXjkkUdw++23Q6/X4/HHH8fFixfx7ne/G7fddhvuvvtu3HLLLbDb7Xj++efxwgsv4C1veQseeeQR4f6sVisikQgMBgMWFxdx7bXXYmNjA0899RTm5uZwzz334KGHHpKP4vh8PthsNlx77bW4ePEiurq6cM0112BjYwPvf//75W24//778clPfjJr+7u7u+H3+zE+Pi4HpP/5n/+JO+64A5xz3HnnnbBYLDh79ix+/vOfo6OjA88++yxsNtu2zw3nHG1tbVAqlTkDlHvuuQff+9738P3vfx+/93u/J1wWi8VQX18v9+qWjipGIhHceuut+PnPfw6TyYRbbrkFdXV18Pl8eOKJJ/D5z38e73nPe0ry2gDJ/1/19fW47LLLcObMmW2fA0JIcXDO4fV6hSP/pegQGAwG4Xa75SP9FRUV6OzszFo95pxjdHRUWGmpqKiA0+ksOEV5bW0NHo9HWC3RarUwGo04c+aMkDpbWVmJq6++Ou+VnWAwCL/fLzyGlEaVvt1arRZ2u33fzJHaaoWjsrJSXuHYrw1R9otiTxsHkt/Xc3NzuP766zEwMECpU+WkVIFGIpHAwMAAXn31VSHHs7a2FldeeWXB+ao7FYlEMD4+LnzhSP2dFQpF1uRTaRASsH1dw3Y1GlVVVfjIRz4i/y7tzNbV1eHXv/41ent7ASQLsk6ePInBwUE0NDTgP/7jP3DdddfJ2/PmN78ZTzzxBM6fP4/LL79cvj+r1Qq/34+rrroKX/rSl+TtXl5exvve9z74/X788pe/xBve8AYAvw00AOBv/uZv8KlPfUrY3lAoBKPRiIqKCoyNjQnB39NPP403velN+P3f/31873vfA5Bc/rRYLFhaWsLTTz+N17/+9fL1//7v/x4f+chHcNNNN+2oRmFwcBC9vb249dZb8bOf/Szr8tOnT+PMmTM4c+YMTp3K/lw6duwY+vr60N/fLz+v999/Pz796U/j7W9/O/793/9dSGsIh8MIBoPyUK1ivzaSK664AhcuXMDS0hINRSRkD3HO4fF4hJQNvV6Pjo6Ooj7OysoKXC6XUB/R2dmZM4CQVlek/SSFQgGLxVLw8NtYLAafzye0K1WpVLDZbBgdHcUrr7wiDBI8duwYjh07ltfKfDwex8TEhHCQMB6PIxgMyt2E0h83fUXlUqOAoziKPW0cAE6dOoVz585R6hTZnaWlJTz22GM4f/68HGQwxtDd3Y1bbrmlpEGGNNW8r69PCDISiQTC4TC0Wq0cZCgUCjkil3bWKyoq0N3dvaP80wcffDDnz2c+85mc1//whz8s78gCyWLCu+66C4lEArfccou8Iyttzz333AMAeOWVV3Le37333itvN2MMl19+OR544AEAwLe+9a2s67e1teUMjqqqqvDe974XU1NT+MlPfiJc9o//+I8AgA984APyeT/5yU+wsLCAu+66SwgyAOAv/uIvYLVa8fOf/1zoP78Z6TqbTbiVvkg369oinS/tVMTjcfzDP/wDNBoNvva1r2XlTqvV6pyTe4v92rS3tyORSAjThQkhpccYg91uFz4zAoFA3imd26mtrRXSamOxGIaHh3NOY25tbYXT6ZSvm0gk4PV6C/58UKlUcDqdwkpNLBbDyMgIdDodrr/+ennnj3OOV199Fc8884xcoLsTSqUSZrNZqEFRKpVobGzE6uqq/JkrPW4gENg36UnpKVXSQTRJJBLB6OgopVTtAGMMOp0OR48ehcPhEIJoaYp7X18fPB5Pzv/3xUaBBkE8Hserr76KRx55RMhfr6urw0033YTTp0+XNFVqeXkZ/f39mJyczCpeAyDPwQCSObRqtVpYFqyurkZvb++Ol7Q55zl/0o+kpUuvMZBIR9lyHa2XvkQy84zj8TiUSiWOHz8OIPml093djaamJrml7vnz57Pu78SJE5t2C/ngBz8IxpgcWADJ/vE/+tGP0NvbK6+OAMC5c+cAANdff33W/ahUKvm6ubYhk/T/pLGxcdvr7sTg4CCWl5dx2WWX5XUEs1ivjUQ6UpmeMkEI2RuMMTgcDuEo++TkpDBzoxi0Wq0QbMTjcQwPD+fcoa+rq0Nvb69w9HdqagputzurAHen2tvbs2Z6TE5OYnV1FTfffLNwUGV8fBxPPfWUPCdqp2pra3HkyBG0trbK50nTyicmJuTv0MnJSbhcLiGD4VKTOklKAUfmoEUKOHauoaEBvb296OzszFqlX1xcxMDAAEZGRvKqC8oXBRplbn5+Ho8//jheeeUV+UNToVDgyJEjuOWWW4QPqWILh8NwuVxwuVzCgLqqqipoNBrE43Gh64ROpwPnXJi82tDQgO7u7pLmmuY6Ki998G11mbT0m0gk5C+lhoYGuTd1b2+vvEojrRblmgC61UqS3W6X04HcbjcA4KGHHkI4HBZWM9Lve7NVCOn8zQKudFJOc+ayrER6XnL9PennSytQ0mPmm5O929cmk/R/a793/CLksJKCjfSdovHxcWHmRjHU1NQI08KlYCPXDpdarUZPT4/wmbK0tIShoSHhuysftbW16O3tFf7OYDAIn8+HK6+8El1dXUJ67QsvvID+/v68itIVCgVMJhO6u7vlQKm6uhptbW2Ynp6WW+MGg0H09/eXdGezEFLAcfz48S0Djrm5OQo4tlFXV4euri50d3dnfTcGg0EMDQ1haGho0+/s3aBAo0zFYjG8/PLLePzxx4VVjIaGBtx88804efJkyQaqSakpfX19wn9qpVKJ5uZmJBIJIZiorKyUJ6um79i2t7fD4XDs6xZ40WgUQ0ND8o700tIStFoturu7hYIsqatXrp3j7fJRP/jBD4Jzjm984xsAgK9//euoqqrCH/7hHwrXk+47s02xREpR2MmQKikA3ayDU3d3NwBgeHg467JYLAav1wuVSgW73Q7gtwHHpU5Zkv6eUgbYhJCtKRQKOJ1OYSc8sw14MVRXVwvBRiKRwMjICFZWVrKuq1Qq4XA4hEYjGxsbGBwczHn9nZCK0dMP/kSjUXg8HpjNZpw+fVo+6LGxsYGLFy/i7NmzOzoYlE6r1aK3t1c+aKVSqWA0GuWakXA4jGg0iuHh4aKvHhXDdgGH3++ngGOHtFotnE4njhw5klVrtLq6CpfLhYGBASwuLhbtudy/e2ikZGZnZ/HYY4/h4sWL8iqGlNLz1re+taQtcxcWFnDx4kVMTU0J/4lbWlrQ3NyM+fl5IS2qqakJer0ek5OT8pEcxhisVmvRO5IUWzQaxcDAgJADGY/HMT09nRXEPf300wCSxcj5uvXWW2E2m/Gtb30Ljz/+OIaHh/G7v/u7WWlN0n1Lj5UuFovhmWeeAQCcPHly28c8evQolEolBgcHc14upWc9+uijWZf96le/wvr6Oq655ho5JaynpwcNDQ24cOFC1tT5vTQ0NASdTrcnAygJIZuTgo30VrOZnaCKQaPRCKviUrCR68guYwxGoxFWq1U+ACTVOhQaBDHG0NHRAafTKe9Ac84xMTEBhUKBq6++Wv5OjkajcLvdePnll7Mmj29HoVDAYDDI7dMZY2htbUVzczNGR0cxPz+PRCKB8fHxXaWFlRIFHMWj0Whgs9lw7NixrAL79fV1eDwe9PX1FeW5pECjjESjUZw7dw5PPPGEUHCt0+nw5je/GSdOnCjZKsbGxgaGh4fh9XqFpd+amho4nU6EQiFMT08L3T2sVis0Gg38fr/8gapUKtHZ2Sn0DN+v5ubmhOBI+lC8//77heX2hYUFebbEe9/73rwfR6FQ4P3vfz9mZmbwvve9DwBw3333ZV3v9ttvR1NTE/7lX/4Fv/71r4XLvvjFL8Lr9eLGG2+E2Wze9jHr6+tx+eWX48KFC8Lqk+TOO+9Ec3MzHn74YaFVbCgUwkc/+lEAyZUYiVKpxIc+9CFsbGzgvvvuy0pHiEQiRT+amcnr9WJ6ehpvfOMbqasJIfuAFGykdxv0+/1bzikqRFVVlbDKzDmH2+3edOVAp9MJwYnUDnd0dLTgnbL6+nohnRZIroAvLCzgxIkTcjtazjnGx8cxMDCAwcHBnJ+/W6mpqUFvby/0ej0YY9BqtbBarVhZWYHf70coFMLS0lLWQbL9JD3gMBgMOQOOYu0kH3bSLK30uRmScDgsB2+7qeEp7TAEsm9MTU3hzJkzwgdnRUUFjhw5giNHjpQswIjH45icnMwq2qqoqIDBYIBSqYTP5xP+E9fU1MBqtWJqakr4QqmqqoLT6dy0MHqnpA5Pudx+++05257mQ8p7lf5eaWiTQqGAXq9HOBzGsWPH8I53vAPRaBQ/+MEPEAgE8KEPfUgo3s7Hvffei7/7u7/DxMQEjh8/jquvvjrrOlqtFt/85jfxrne9C9dddx3e9a53wWw24+zZs3j88cfR3t4uFJVv54477sDZs2fx1FNP4ZZbbhEuq6urwze+8Q3ceeedeOMb34i7774bTU1N+OlPf4qhoSHceeedWYP+Pvaxj+E3v/kNfvazn6Grqwu33noramtrMTY2hscffxyf/exn5TkapSC19b3jjjtK9hiEkPxIB5fSO0NJw0wLbTObi1qtRldXF4aHhxGJROR2uzabLWfTC2m4qtvtlrdrdnYWoVAIdru9oAYqlZWV6O7uFmpSwuEwAoEAzGYzqqur4ff7sbKygtnZWUQiEayvr8NiseTsyrcZaRWlsbERPp9Pvo/p6Wn4fD40NzdDp9NhaGgIJpOppFkOu6FQKNDe3o7W1lbMzMxgenpa3peQdpKnpqag1+vR1NREB5C2UFlZCZPJBL1enzVtPBKJZM3lyAcFGodcOBzGhQsX4HK5hKXQ1tZWnD59umhdg3KZm5vDxMSEEERIy7VtbW0IBAJZR6mlDw2PxyMUptXW1hb84Z3pwQcf3PQyq9VacKDBOYff7xf+JrVaDafTKRfiVVZW4oknnsD999+Phx9+GHNzc7Db7fjIRz6CP/3TPy3ocYFkC9y3ve1t+PGPf5xVBJ7utttuw3PPPYdPfepTeOyxx7C8vIz29nbcd999+Nu//du8Oj790R/9ER544AF85zvfyQo0gGTQ9stf/hKf/OQn8cMf/hChUAhOpxNf+MIX8OEPfzjrQ7+yshKPPvoovva1r+E73/kOHnroIXDO0dHRgd/5nd/Btddeu/MnpAAPPfQQWlpaKNAgZJ9JDzakI/hSsFHM7zC1Wo3u7m4MDw8jHA4LwUauoEYKDHw+n5wlsLKygsHBQeFzPx+MMZhMJmi1Wvj9fsTjcXDOMT09jbq6OjkQmZ6exvLyMiKRiDwnw2Kx5PUdqdFo0NPTg+npaUxOTqK9vR3V1dWYnJzEysoK9Ho9/H4/VldXYTab9209pBRwtLS0YHZ2Nivg8Pl8CAQCFHDsgDRtvK2tLeu5LBQN7DugthvYxznH5OQkzp07J+SaVlRU4NixY+jp6SnZKsba2hrGxsayWgXW1tbCZDLJU2DTC7srKythtVpRUVGR1YWqubkZZrN5X384xGIxuN3ukgVH20kkEnA6nZienkYgENizIUwf+MAH8NBDD8Hn85V8mGMpXbhwASdOnMDHP/5xObWLELK/xGIxDA0Nyd8d0uyNncxPyodUGJ3+HWW1WrdM2Q0EAkJ9mVKphM1m21Fzjc2EQiF4PB4hPUqtVqOiogLz8/OYmJhAOBxGRUUFjEYjamtrYbPZCho2GgqF4PP5sLa2hnA4LLfA1el0aG5uRnV1Nex2e0HB016Lx+Ob7iSr1WoKOPIgTRu/7rrraDJ4udkq0NjY2MCFCxfg8XiEVYz29na85jWvKfqHsiQWi2FiYiKrWE/qGtXY2Ijp6WlMTEwIaVSNjY0wm83Y2NjIKkIzGo1Cl4/9KBQKXfLg6N/+7d9w11134b777sNXv/rVPXlMAJienkZnZyfe/e5348tf/vKePW6x3X777Th37hyGhoaotS0h+1hmECC1w93NDv1mjzMyMiLs5JvN5i1TlJaWluD1eoUibYPBsKuDMIlEQi7WligUCmg0GqysrGBmZgaLi4tgjMFgMKC2thbt7e3o6OjI+/uHc46ZmRlMTk4iFothamoKy8vLqKysREdHB7RaLSwWS0kzIYpJCjimpqayitsp4MjPbiaDU6BxQOUKNDjnGBsbw/nz54V2e2q1GsePHxcGFBUT5xyzs7OYnJwU3syMMbS3t6O9vR3xeBw+nw/BYFC+XOrx3dzcjLm5OaGQTqFQwGazlSwoKpZgMJgV0O1lcPSZz3wGCwsL+PrXv45YLIb+/v4dFXMX009/+lP09fXhr//6r/ft0vpW1tfX8dnPfhbXXXedPDiRELJ/SW3DpYM7jDE4nc6ir+RKHaXSi6JNJtOW7a83NjbgcrmEnHadTrfr1KP5+fmsTlNqtRrRaBTBYFD+/pU6ONbU1MBmsxVU0yilG0mTxKUukU1NTWhpaUF7ezuMRuOB2UGPx+NyDQcFHIWhQKMMZQYaa2treOWVV+ScztR1oNfrcerUqaIf7ZGsrq5idHQ0q/NFfX09TCYT1Go1lpeXswq+q6ur5Q/BiYkJoXd3RUUFnE7njid9XyozMzMYGxuTf78UwRFjTC7q/+xnP4ubbrppzx6bEEIulUgkgqGhIXmHPtfsjWKIx+MYGRkRUoG3O5iUK5W2pqYGDodjV8NlpVX/9NVzhUIBzjmi0SgmJyextraG+vp66PV6qFQqmM3mgovmZ2ZmMDExgfX1dYyPjyMajaKiogIdHR1oaWmB3W4X5kHtd1sFHFVVVdDr9WhsbKSAIwcKNMqQFGi89NJL8Pv9uHDhgrCKodFocOzYMTidzpKsYkSjUYyPj8sdliRqtRomkwn19fXyYL7Mia7Ssq5Uq5HeCau6uhpOp7Okk753S1o5Si/6rqyshNPppLQbQgjZI+FwWO4SBSR3ujs7O4XZG8UQj8fhcrmEwKGjo0MYtJdJanmbnkpcjINo8Xgcfr9faFHPOQfnHAqFAnNzc5ibm0NVVZU8a0Kn08FkMhW0LyB1b1paWkIgEJD3MxobG9HR0QG73V6yA5mlQgFH/ijQKEOMsbOXX375ya985SsYHR0VVjEMBgOuuOKKkrz5pe4XgUBAWMKVWre2tbWBMYaNjQ14vV5hpaOiokIuVItEIkJbQCA5Hdpms+3r9Jt4PA6PxyOkgBXjSBUhhJD8hcNhDA0NyTOLpA5V6fMoiiGRSMDlcgkH9PR6/bad+mZmZjA+Pi6kBVssll235s28X845YrEYVCoVQqEQJiYmACRXX6qqqqBWq2Gz2Qp+Xubm5uS2u1K7+oqKCuj1ejidTnkux0FCAcfOUaBRhhhjZ+12+8n0Vq01NTU4duwY7HZ7SVYxgsEgxsbGhE4cQPLIhtFolJdQMz8AgWQQIbXeW19fh8vlEgb3tbe37/tJ3+FwGC6XS/j7GxsbYbVa93VwRAghh1koFMLw8LAQbHR1dRU9/TaRSMDtdgsHmtra2mA0Gre8Xa5avmJ8562trcHj8Qj1IKFQCCqVCowxTE9PIxgMwmg0QqvVyvMzCi1Oj0QiGB0dRSAQEFrXNzQ0wOFw7PtshM3E43FMT08LsyMkFHAkUaBRhhhjZ61W68mPf/zjclH1iRMnStLWNBwOY3x8PGtKqkajgclkknNiY7EYfD6f0E5XoVDAaDTKnToyu3IwxmA2m/ftQCDJ6uoq3G63UGeyk6NZhBBCSi8UCmFoaEj+jC5lsOHxeITvudbWVphMpi1vl+tAVUNDA6xW664ODOb63pUyCTQaDZaXlzE1NSUP4QMgt8EtNCiYn5+H1+sV2thLLXZPnDhR9NS1vUIBx+Yo0ChDUqDxxS9+EceOHdv1h1UuiUQCU1NTcscJiVKplIvBpDdcMBiEz+cTVik0Go3Qd3tqakpezpXux+FwFL14r9jm5+fh9/vl54AxBqvVWtSptIQQQnZnY2MDw8PDcrChUqnQ1dVV9No5aZBf+sG35uZmWCyWLW8Xj8fh9XqFoECj0cDhcBTUHSpd5vdrKBRCOBxGfX09IpEIJicnUVlZKac4qVQqWK3WglOso9Eo/H4/3G63UK/Y0NCAK664Yt9nKGxlu4BDmqpeTijQKEOMsbNdXV0nz5w5U5Id9aWlJYyNjWWNndfpdDAYDPKREM55VtcoILmcbDAYwBiTJ2an9wHPnJi9X01MTGBqakr+XaVSwel0Fj3/lxBCyO6tr69jeHhY3kFUqVTo7u4u+neN1MwkvShbp9PBYrFsecQ713emSqWC3W7f9Xf5ysoKvF6vfMAvFothaWkJDQ0NUCqVmJubw9ramlwkDiRXYwwGQ8Hpv4uLi+jv7xdqRaXn/LLLLivZYOC9EIvFMDMzkzPg0Gg08gpHOaBAowxtNxm8UKFQCGNjY0IOKpDsBmU2m4Ud7FxTSysqKmC1WuUUrks9MbtQiUQiqyOWRqOB0+k8UO38CCGk3KytrWFkZETeOayoqEB3d/euVw0y5TqI1tTUBKvVum16Ta6VcpPJtOVAwJ2IRqPweDzydy7nHHNzc9BqtdBoNFhbW8Ps7Cza29vl4Csz+yBfsVgMLpcLfX19wv5Ac3MzrrnmmpKkdO8lKeCYnp4WmuAA5RNwUKBRhoodaMTjcQQCAczMzAhpUiqVCgaDIauGYnZ2FuPj48Kbrr6+HlarVQ4gck3M3skRn0stGo3C5XIJHbHq6+ths9kO9NEZQggpF6urqxgZGZG/oyorK9HV1VWSYCOzjW1jYyNsNtu233Nra2twu91CynFLSwtMJtOuviM555icnBRW46VW9E1NTYjFYpienkZ9fb1cT5FZT1mIxcVFnDlzJmu15tSpU+js7Cz4fvcL6XmbmZkpu4CDAo0yVMxAY2FhQR7Gk661tRUdHR3CznUsFpN7aqdtC4xGozAtdWVlBW63W1huNBgMBXe72Cu5OmKlp4ERQgg5GHIFG93d3SVZlR4dHRVqFerr6+FwOLb93sjV6r1Yq/7Ly8vwer3y9/Dq6iqCwSDa2tqgVCrltK/0neP0DpGFiMVi6O/vx8WLF4WdcaPRiKuvvrrogd6lsF3A0dHRsaeDe/cCBRplqBiBxvr6OsbGxoS0JgDQarUwm81ZBXSZ+Z9A8k1ls9mE687NzWF0dFToG77XE7MLcVA7YhFCCMltZWUFLpdL/lxXq9Xo6uoqSbAxNjYmDKitq6uDw+HYtv4hkUjA5/MJ9R7FqmOMRCLweDxyd6hQKITp6Wm0tbWhqqoKoVAI6+vrQjel9JlXhZqZmcHzzz8v7F9oNBpcddVVB7pQPF05BRwUaJSh3QQasVgMk5OTwtEX4Lft6TK7KeVahgWyi8hyFbkVYxLqXjioHbEIIYRsLRgMwuVyyQe/qqqq0NXVVZKZD5kNRGpra+F0OndUbB0IBDA5OSn/rlQqYbPZdj18l3MuD9sDkvsAExMTqK+vR0NDAxKJBNbW1qDRaISVDL1ev6tBfNFoFC+++CK8Xq98HmNMLhQ/LPWOWwUc1dXV0Ov1Bz7goECjDBUSaEhFYZOTk8I8CMYY2tra0N7enlWDEA6H4fF4hGXdXG3xchVPV1dX7/sBPge5IxYhhJCdWV5ehtvtFoKN7u7ukjQlmZycRCAQkH/XarVwOp07qvHLXFkHipd2vLi4CJ/Ph0QiAc65vI3t7e1QKBSIRCJQKBTCc1JTUwObzbarlCefz4cXX3xR6GKp0+nwmte8ZtfF7/vJYQ44KNAoQ/kGGmtraxgdHRUCBiC5tGsymXLuVM/NzWFsbEx4w9TV1cFqtQrBQ64c04aGBthstn09MfugdsQihBCSv6WlJXg8HjnY0Gg06OrqKsnnfeYqeU1NDTo7O3cUbGxsbMDlcmXtmJvN5l1/p2Z2i5ybm0MwGITBYIBarUYikch6DKVSCbPZvKvZUWtra3jhhReE1Z6qqir09vais7Pz0KxuAMl9i6mpKczOzh6agIMCjTK000AjGo1iYmJCOGIPJIviTCZTzv/s8Xgcfr9fyBdljMFgMKCtrU247kEtns7VEau5uRlms3lfbzchhJDCLS4uwuPxyL9XV1ejs7OzJMHG9PQ0xsfHC3qsXAfCampq4HA4dp0lkEgkMDo6Ku8XrKysIBAIoL29XW5FW1lZiWg0KnSh1Ol0MJlMBXdfjMfj6O/vR39/v7zPIHW76u3tPVSrG0By/2t6enrTgKOjo2PXaXF7hQKNMrRdoME5x8zMDAKBgND5SaFQoL29HW1tbTmPjKyursLr9QpHUqqqqmCz2bLqLA5q8XQwGITH4xGeF6PRmBVEEUIIOXwWFhaEuoHq6mp0dXWVpH357OwsRkdH5d/zWUXJ1Tq3mHWP6VkLoVAI4+Pj0Gq1aGtrA2MM1dXViMViwv6AWq2G3W7f1eNPTU3h/PnzwgFQnU4Hm8226zSt/egwBBwUaJShrQKNlZUVjI6OIhQKCec3NDTAZDLlXKKU8jXT80qBZE9vo9GYFZQc1OLpmZkZjI+PH7iOWIQQQopnfn4ePp9P/j2f1KZ8zc3Nwe/3y7/nW4ye63vLYrHsKpVJsrGxAbfbjXA4jFgsJq/AGAwGVFRUQKPRoLKyEsvLy/JtNstwyMfa2houXrwIv98vBzIajQYmkwkWiwWtra2HLrtgq4CjpqYGer1+3wYcFGiUoVyBRiQSwfj4uJDyBCQ/1Ewm06bTOcPhMLxer9z+DkgWfFsslqwd8INaPM05x9jYmNBpq7KyEg6HY993xCKEEFJ8mQGAVqtFZ2dnSWoLMwObfIONXCvx7e3tRWkVm54unUgkMDU1hZWVFRgMBmi1WqjVajQ1NWFmZkZ4/Fw1m/mIxWLweDzweDyYn58H5xwqlQodHR1obW2F1Wrd1/sVhTqIAQcFGmUoPdBIJBKYnp7G1NSU8J9WoVDIb9jNjgwsLCxgdHRU+PCora2FzWbL+vCQPhRWVlbk87RaLRwOx74uno7H4/B4PAgGg/J5xcp1JYQQcnDNzMxgbGxM/j2fdrT5WlhYgM/nk1cm8p3pEQ6H4XK5hGyFhoYGWK3WoqzEpK+czM3NYXZ2FjqdDi0tLXIAsLCwkHVQMrMLZb4CgQA8Hg8mJyflusmWlha0tLSgo6NDTuU6bKLRKKampjA3N5cz4Ojo6Nj0APFeo0CjDEmBxlNPPYWxsTGhqBkAmpqaYDQaN92RjsfjGB0dxcLCQvp9bvqmzlU8rdPpYLFY9vUHQK4P5sbGRlit1n3dEYsQQsjeyCza3umgvUJkdr6qrKxEV1fXjusS4vE4vF6vkMqk0WjgcDiKUtuwtrYGj8eDSCSClZUVTExMQKPRwGAwQKVSwWg0yl2V0rW2tsJoNBa8P7CysgK3243p6WnMzc2Bcw6tVgu9Xi+vnGQOET4spIBjdnYWmfvk+yXgoECjDDHGzh49evTkQw89JJyv0WhgNpuh1Wo3vW2ugm+1Wg2bzYaampqs60sfAOmrHsXq611Kq6urcLvdwswQvV6Pjo6OS7hVhBBC9pvMusP6+no4HI6SHEjLnOlRUVGBrq6uHacJ5RqOq1KpYLfbi1InGYvF4PV6EQwG5SJxzjk6OjpQU1OD5uZmNDY2wufzCR0nNRoN7HZ7welO0WgUHo8Hc3NzCAQCCIVCqKiogMFgQHV1Ndrb23c1QHC/288BBwUaZYgxdranp+fkd7/7XQDJYmyDwYDm5uZN34Scc0xNTQmTR4FkW1eTyZTz6M3c3BxGR0eFIjSr1YrGxsYi/0XFNT8/D7/fL283YwxWq7UoxXOEEEIOn8zJ3A0NDbDb7SXZsQ0Gg3C73XLKTEVFBTo7O/M6ap/re85kMhWtTaz0fEhF4hsbG2hpaUFzczNqa2thNpsxPj4urK4oFAqYTKaCu09yzuWBh/Pz83LHrdbWVjQ1NUGj0cBqtR7q2sr9GHBQoFGG0gON5uZmeVlzM5FIBF6vV+jJrVQqYbFYNg0axsfHhSMmxWyrV0oTExPCsq5KpYLT6cy5WkMIIYRIMqd6NzY2wmazlSTYWFlZgcvlkoMNlUqFrq6uvIKNtbU1uN1uYWWhpaUFJpOpKNu8srIip1IFAgEEg0E5pammpgZOpxMrKysYGxsTdoobGxthsVgKrh1ZWlqCz+fD+vo6AoEANjY2UFtbC71eD6VSKa9uHOYU6EgkItdwZO6rp6eV7QUKNMoQY+zskSNHTr700kvb7vjnKvjWarWw2Ww5i9ASiQS8Xi+Wlpbk8zQaDZxO576e3nlQt5sQQsj+kXmQrampCVartSTBxurqKlwul/z9rFQq0dXVldcBvUgkArfbjfX1dfm82tpa2O32ojRqkVKaVldX5SJxKaVJq9XCbrejoqICXq9XnjgOJOtPbDbblqncWwmHw/B4PFhbW8Pi4iJmZmbkx62qqkJVVRUsFkvB939Q7IeAgwKNMrSTyeDxeBxjY2NCK1rGGPR6Pdrb23N+aEajUbhcLuEDq76+Hna7fV8fOdhsu202W0n6ohNCCDm8xsbGMDMzI/+u0+lgtVpL8lhra2sYGRkRgo3Ozs68VuETiQR8Pp/Q3r6YreellCap9a1UzyKlNEnpUuPj40IbeSBZG1lobUUikZDvU1pV2djYQHt7u9x+v62tDR0dHft6H6UYtgs4Ojo6SjbLjAKNMrRdoLG2tgav1yt0idqq4BsA1tfX4XK5hCXYtrY2GAyGfV18lWu7d9sBgxBCSHkbHR0Vdpqbm5thsVhK8ljr6+sYGRmRm5coFAp0dnbmfbQ+s85EqVTCZrMVbS6DlNK0traG8fFxRKNROaWpvb0dJpMJy8vL8Pv9QiOWrbIodmJhYQF+vx+JREJe3airq0NbWxsUCgXUajUsFsu+HxpcDJci4KBAowxtFmhwzjE9PY3JyUnhP6BOp4PJZNr06P7S0hK8Xq+cK8oYg9lsLriga6/k2u5iFsMRQggpX36/Xy5IBpL1D2azuSSPtbGxgeHhYSHYcDqdee80Zn4vAsXtFCmlNAWDQblIvKKiAkajES0tLbDb7fIKS/rcre3qQrcTCoXgdrsRCoUQjUYRCAQQj8dhMBjkAKalpQUGg6EsMhn2MuCgQKMMbTYZPNcb22w2b9ltKbOHuFKphN1uv+R9m7eT2Y7woGw3IYSQg8Pn8wkpyG1tbTAajSV5rFAohOHhYXmFXqFQwOFw5P29trGxAZfLJbSx1+l0MJvNRUkxklKapqen5SJxxhja29vR1tYGp9MJtVqd88DnVp0ud/K4fr9fngG2tLSEubk5tLW1yTvVlZWVsFgsZbMvIKWUSdPV00mrTbsNOCjQKEOZgcbi4iL8fn9WwbfVat10iA/nHKOjo8LRmmLmdJYK5xx+v1/44D8I200IIeTg4ZzD5/MJA27b29thMBhK8niZwQZjDA6HI+/0p1gsBrfbLXSbrKmpgcPh2HSYb76klKaZmRk5zay+vh4GgwFOpxN1dXU5U7mrqqpgs9kK7mI5Ozsrd7qKxWIIBAKorKxEa2urnDLd3NwMo9FYFqsbwPYBR0dHR8GF8xRolCEp0HjppZcwNjYmBAvA9sVXsVgMHo9HWP3QarVwOBxF6VJRKrk+OA/CdhNCCDm4OOfwer1CsXUpB8CGw2EMDw/LKxKMMdhstrzTjnIdUCx2q3oppWlmZkZevVCr1TAajXA6nWhpaUE8Hsfo6KgQrDHGYDAY0NbWVtDjrq+vw+12y8/R8vIyVlZW0NbWJgdSFRUVsFgsRatROQjC4TCmpqaKGnBQoFGGGGNnL7/88pPf/e53EQqF5PN30k4uHA7D5XIJt9PpdLBYLPu6eDoUCsHlcglHRZqbm2E2m/f1dhNCCDn4OOfweDxCC/WOjg7o9fqSPF4kEsHw8LD8nbebwbMzMzMYGxuTf1coFLBYLEUbYptIJDA6OoqJiQmMjY0hFotBoVBAr9fD4XDIcz3m5+cxOjoq1I/U1dXBarUWtMoSj8fh9XrloYGxWAxzc3PQarXCfpDUGaucDkgWM+CgQKMMZU4GB5JvJLPZvOUyoTR8J70bRDGLxEolGAzC4/EIqWFGo7HgIyGEEEJIvjjncLvdwjTsUn6HRqNRDA8PCwcGrVYrdDpd3veV63u02Clgc3NzcLvdcpE4kBze53Q65cwDqZg8vR29SqWCzWYruK4is2YzGAwiHo+joaFBPhCpUqlgNpsLLkY/qLYKOOrq6qDX67cNOCjQKEPpgYZCoYDZbN72g2d+fh5+v1/+j6ZQKGC1Wvf9my49FxNIbrfNZpN7aBNCCCF7JZFIwO12IxgMyueZTCa0traW5PGi0ShGRkaEYXgWi6WgrpDpnZskDQ0NsFqtRatlkFrO+3w++TnSaDSw2+3o7e1FVVWVMJcj3W5a6q+srMDr9cq1LbFYDGtra6ipqRFWMhobG2EymYpWp3JQhMNhBAIBLCws5Aw4Ojo6Nh1/QIFGGZICjR/96Eew2WybFnxLJiYmhDd0RUUFHA5HXgOB9hrnHOPj48LQpMrKSjgcjqLllhJCCCH5SiQScLlcQp2j2WwuWWv1WCyG4eFhIdgoNLiJx+Nye1qJRqOBw+HYdl8in8fw+XxwuVxykbhSqYTRaMSJEyfklYtgMAifzyfMwaqurobNZiuouUs0GoXX6xVel1AoBKVSKQQWKpUKJpOpaKljB0khAQcFGmWIMXb2+PHjJ1955ZUtI/9EIgGv1yvklGo0GjidzoIH5+yFXB+Exe6WQQghhBQqkUhgZGREaE5S6ErDTsRiMYyMjAgpR4WmEHPOMTExgenpafk8lUoFu91e1GFv09PTGBgYwMTEhLxT29zcjJMnT8pBUiwWg8/nE9LRFAqFPG08X7lWSxKJBBhjWftL9fX1sFgsZblfIQUc6R08JZkBBwUaZWi7yeBAMrJ3uVzCh1J9fT1sNtu+bveWq1i9sbERVqu1KP2/CSGEkGKIx+MYGRnB2tqafF6hNRSFPt5uCtIzU6pLMfR2dXUVfX198Hq9cn1odXU1Tpw4AbvdLu/8z8zMYHx8XDjK3tjYCIvFUtA+y/LyMrxer1CTIt1P5nkmk6lkr9l+t5OA4w1veEPBgQbttR1S6+vrGBgYEIKMtrY2OByOfR1krK6uYnBwUAgy9Ho97HY7BRmEEEL2FaVSic7OTiGdN3PmRikeL714d3JyEpOTkwXdn06nQ3d3t3xEX2qHOzo6mpVWUyitVotTp07hsssuk9Oh1tfX8dJLL+Hll1+Wd/pbW1vlGg7J4uIi+vv7hVWjnaqvr8eRI0eENKB4PA7GmPD8SWleIyMjwoDDcqFWq2G1WnH06NGsYCsYDGJwcFDo9pkv2nM7hJaWljA0NCQM+zGbzTAajfu6Dez8/DyGh4flIx5S3/BS9SknhBBCdkva+ddoNPJ5mTM3SvF46SlOgUAA4+PjBd1fTU0Nenp6hGBpdnYWIyMjQofK3VCpVOjt7cXVV18tb3csFkNfXx+effZZ+eCiRqNBb2+vkDIViUQwNDSEQCCQd/BTWVmJ7u5uoZYlFothfX0dOp1OqEkJBoPo7++Xa0rKTVVVlRxwZNaupK8A5YsCjUNmenoabrdb7lGtVCrlgTn72cTEBHw+n/wholKp0N3dXZaFWoQQQg4WlUqFrq6urGAjvT6ymBQKBZxOpzCIbnp6WpiVkQ9phzy9C+XKygoGBweFAvTdkAb0velNbxLaAY+NjeHxxx+XAzNpxkdmBsbk5KQwxDCfxzWZTEJmRCKRwPz8PKqrq4X9I2mwYPr8knIjTW3PFXAUgmo0DqjMGo1c0z/VajWcTmdBnRv2ykEtVieEEEIyZc69YIzB4XCUbDJ1riGCLS0tMJvNBd9nIBAQUrGUSiVsNltR/4ZoNIrz589jZGREPsBYUVGBK6+8ElarVb5eJBKB1+sVUqeUSiUsFktBrflDoRA8Ho8QPGk0GrS1tWFqakpI21YoFDAYDGhpadnX2SClFgqFcPr0aVy8eJFqNMqVVByWHmRotVr09PTs6yAjGo1iaGhI+ICsr69Hd3c3BRmEEEIOnIqKCnR1dckpOdKAv/QOisXEGIPdbhd2umdnZ4UMgXxJ07ylo//xeBwulytr5sVuVFRU4PTp0zh9+rQ84yIajeK5557D+fPn5W2vrKxEV1cXOjo65J19qSul3+8XJozvRFVVFXp6eoRahI2NDYyNjaG9vR3t7e3y4yQSCYyNjWUNTCw3VVVVu9ono0DjgAuHwxgcHBR6Rjc1NaGrq0sYULPf5CpWb21t3ffF6oQQQshWNgs20r+ni0mqZ0xPc5mfn99VsNHQ0ICenh5hB3NiYgJerzfvnfvNMMbQ1dWFG264Qa4P4Zyjr68PTz31lJwixRiDXq9HV1eXsD1zc3MYGBjIO7VLGlZssViE4MXn8yGRSKC7u1tIgVtdXcXAwACmp6eLViBfTijQOMASiURWh6aOjg7YbLZ9vcy3WbG6yWTa19tNCCGE7IR0JF7aMZYG/BXSPWknGGOwWq1CEfXCwgK8Xm/BO8dSYXZ6h6aFhQUMDw8LA/Z2q6WlBW9961uFgu1AIIBHHnlEyHjQarU4cuSIsHoTCoUwMDAgDPbdqebmZvT09AgF4TMzMxgbG4PD4YBerxdWN8bHxzE0NFS0mpVyQYHGARYKheSOEAqFAna7veBe2ntlamrqQBarE0IIIfmQgg2pdaw04C99BkYxMcZgsViE79PFxUV4PJ6Cgw2pyD09gFlbW8vKSNgtjUaDG2+8Ed3d3fJ5KysrePTRR+Hz+eTzlEol7Ha7MFeLc46xsTG4XK68u2RVV1ejt7cXDQ0N8nlra2sYHByEVqtFb2+v0I1L+tsL6YBVrijQOASkZdpCCqP2CuccPp8PExMT8nlqtRo9PT2oq6u7hFtGCCGElIZard7TYAMAzGazsDqwtLQkHODLlxTApGcdSDWWxZwXolAocPr0aVxzzTVyCnUsFsNzzz2Hc+fOCduv0+mygoDl5WX09/fnXQ+jVCrhcDiEEQDSFPbFxUV0d3fDYDDIl0mTxwcHB4sabB1WFGgccBqNBj09PcJAmv0mFotheHhYmDpZW1u774vVCSGEkN2qqqoS6ialBi6l3Ek1mUxCC9nl5eVdBRtAso7S6XTKQYDUNTL9AGIx2O123HzzzULdRn9/P37xi18IqeJSYXdbW5t8XjQaxcjISNaE8Z1oa2sTgkIgmcLlcrmg0+myhv+tr69jcHAQk5OTtLqxBQo0DjClUrnvOzSFQiEMDg4KeanNzc3o7Ozc18XqhBBCSLFsFmyUMt/fYDAI6dTBYBAjIyO7Gr5WV1eXNb1bSonezf1m0ul0eNvb3iYEEYFAAI899phw0JIxBqPRiM7OTiFAmJ6eLmiitVQHkp5psbKygoGBAcRiMXR3d8NoNAppW4FAAP39/SVdpTrIKNA4wNRq9b7u0JRrdL3RaBQ6PRBCCCHlQKPRoLOzU0gLKnXr1I6ODnR0dMi/r66u7jrYyJX2LDV5KeaQu6qqKtxwww3o7u6W9xlWVlbw5JNPwuVyCasIdXV1OHLkiDDrY319Hf39/UJgshMqlQpOp1MI0qT5KDMzM2hra8ORI0eEInnpoOr4+HjRunIdFhRokJKYnZ2Fy+WSP8wUCgUcDodwdIIQQggpJ9XV1XsebOj1ehiNRvn3tbU1DA8P5104nU5q5JL+nb6xsZHVbn+3pLqNq666Sl6xiEQieOmll3Du3DlhSrgUIKTXkiQSCfh8Pni93ryCK8YYOjo6hOwLzjnGx8fhdruhUqnQ3d0Nk8kkr24AyZWU/v7+knUXO4go0CBFJXV/GB0dFQbudHd3C10dCCGEkHJUU1MDp9Mp76BKR8uLuRqQqa2tDSaTSf59fX0dIyMjuwo2pLQlq9WaVUQ9Ozu7621O53A4cP3116O2thZAMvVscHAQzz//fFbxd2tra1YN6MLCQkHpTVKqWHptxtLSktx1q7W1FUeOHJG3C0jONxsaGsLY2BitboACDVJE0vTQ9H7WNTU16OnpETpDEEIIIeVMq9Wis7MzK9hIP0JfbK2trbBYLPLv6+vrRZmJodPp0N3dLa84cM4xOjoqHHAshpaWFtx4441yByhpheGZZ57BxMSE8FhS29r0tryRSARDQ0N5t6aVDpamd/KShiXPzs7KncUsFouQzj4zM4O+vr6SDWo8KCjQIEUhvenSjyw0NjZmdXAghBBCSDLYSF/ZiEQiJQ82mpubYbVa5d83NjaKEmzkOqg4Ozu761WTXI/zute9Dt3d3XJK0+LiIl588UUMDg4Kf4dCoYDFYoHdbpcDAKk17cjISF7PM2MMJpMp675GR0flaenNzc1ZdSLSa+r3+4taLH+QUKBBdm11dTVrQrler4fdbhdyFwkhhBDyW7W1tXA4HHLqUTgcLvrk7Uw6nQ42m01+zFAohKGhoV0HONKR//SZXisrK1n7B7tVWVmJkydP4oorrpADm7W1Nbz66qt45ZVXsuojGhsbs4q3V1ZW0N/fL0we34nGxkb09vZCo9HI5y0sLGBgYAChUAiVlZVwOp2wWq3C6sbc3Bz6+/uxvLxcwF98sNFeINmV+fl5oaiMMQabzSZ0uSCEEEJIbnV1dXsebDQ1NQnBhlRXsNs6EYVCAbvdLuwDSBkPxdzJVigU6O7uxpVXXimnR0UiEYyMjOD8+fOYmpoSri9NaU/frng8DrfbjdHR0bxqKaSuW+lpWaFQCAMDA/IAQ51Oh6NHjwq1qZFIBC6XCz6fr6irPPsdBRqkYBMTE/D5fHKuo0qlQldXF5qami7xlhFCCCEHR319Pex2u7DKUOy0o0yNjY3CY0ppPsVYfdDr9XA4HHJWg1TDmRkA7JbBYMBrX/tamM1mKJVKxONxjI6Ooq+vT+h8CSQPhOr1+qz5Y7OzsxgYGMhrpomUlmW1WuW/URpgKNWmVFRUwOFwwG63C3PD5ufnC1pNOago0CB5SyQScLvdwgeGRqNBb2+vsDRJCCGEkJ1paGiAzWaTf9/Y2Ch5sNHQ0JCzTqQYwUZDQwN6enqEnfqJiQm5pqFYmpqacOrUKXR1dUGj0chD9IaHh9HX15c1gV0aypee4iWtSKQ3s9kJnU6Hnp4eqNVq+bzZ2VkMDg7KqWiNjY04evSocBA2Go3C7XbD6/Ue+tWNsgo0GGMVjLH/zhj7FmPsZcZYhDHGGWP37uC272aMvcgYW2WMLTPGnmaM3brF9ZWMsT9njF1gjG0wxhYYY//FGLumuH/V3opGoxgaGhIi8fr6+n0/oZwQQgjZ7xobG4VgQ2pDW8pC4rq6uqx2u0NDQ0WZWp7rIOTCwkLRU8Nqampw/Phx9PT0yDv0CwsL8Hg86Ovry2q3q1QqYbfbYbFYhCnfY2NjcLlcee38S39jeuAiDQuU0sVUKhVsNhscDofQIGdhYQF9fX1YXFws+G/f78oq0ABQA+CLAN4DoB3AjtbwGGOfA/BtAHoA3wDwXQDHAfyMMfbfclyfAXgYwBcAVAL4CoAfAXgDgF8xxm7b3Z9xaayvr8u9oyWtra1wOBz7ekI5IYQQclA0NTUJnaH2Itiora0V2u1KgwQzVwMKIaVVp9c0rK2tZe1P7FZlZSV6e3vR3d0No9EIhUKB1dVV+Hw+uFyunCspzc3N6O3tFbplLS8vo7+/P6+2tFLgkj4sUEoXS2+929DQgKNHj0Kn08m3jcVi8Hg8cLvdJa3LuVTKLdBYB/A2AB2c83YA39zuBqkViL8A4AZwGef8zznnfwLgFIAFAJ9jjFkzbnY3gDsBPA/gcs75X3HO/wjAmwDEAXyDMVaLA2RpaQlDQ0Pym4AxBrPZLLypCCGEELJ7Op1OmHmxtrYGl8tV0gFwWq0WXV1dWVPL8x1ylwtjDBaLRdhnkFZOpALqYlAoFHA4HOjs7ITNZkNVVRXC4TB8Ph/Gx8dz1mJUVVWhp6dHmJMhzTXJnM+xndbW1qwMj6mpKYyMjMj7T0qlElarFU6nU7je0tIS+vr6MD8/X+ifvy+VVaDBOY9wzh/hnAfyuNl9qdNPcs7ltS3OuQ/A/wtADeC9Gbf5YOr0o5zzUNptXgLwrwBakAxEDoSpqSm43W75A06pVMLpdKKlpeUSbxkhhBByODU3N8NsNsu/r66uljzYqKmpEYKNeDyO4eHhrJaxhWptbYXT6ZTvXyqgnpiYKMr9SwwGA7q6umC1WtHQ0CAXiU9NTWFwcDBrZ16ak+F0OoXC7ampqby7cdXU1KC3txd1dXXyeSsrKxgYGBBWSerr63HkyBFhXyoej8srMKWcp7KXyirQKND1qdNHc1z2SMZ1wBirAnANkqsnz+zkNvsV5xw+n0/4AJDauqW/gQghhBBSfC0tLTCZTPLvKysrwoG/UqiurhYG4iUSCYyMjBRtwnVdXR16e3tRVVUlnycd0CxmephOp0Nvby9MJhP0ej0AIBAIIBAIwOv1wu/3Zz2P0s5/+j7O2toa+vv781ppUKlU6OzsFNrpSqsk6Y10lEolzGYzurq6hNUNKX1rbm4u7797v1Ftf5XyxRirAWAAsLrJKshI6rQr7TwHACUAD+c8VzVRrttstQ1nN7noxMDAAE6dOrWTu8kb5xzhcFh4EyoUCqjVakqVIoQQQvZQNBoV8veVSqXQ6agUOOcIhUJC6pBarS5qTWY4HBaCi1LsZ0j7M7FYDNFoFJxzKBQKVFRUyM9jrseLxWJZqwoqlSrvxjeJRALhcFh4HpVKJSorK7MeNxKJZBWib3bdvTQwMAAA1kJuS4HG1qQ58ptNmZHOb9jlbQoR39jYWD537pxvl/dz2PWkTgcv6VaQ7dDrdDDQ63Rw0Gt1MNDrdHCU82tlBRAs5IYHLtBgjPkAWLa7Xprvcc7vKdHmlBznvDRLFmVCWhGi53F/o9fpYKDX6eCg1+pgoNfp4KDXqjAHLtBAsvtTPpNkJnfxWNLqQ/0ml0vnL+3yNoQQQgghhBwqBy7Q4JzfsIePtcYYmwBgYIzpc9RpdKZOh9POcyPZwtbOGFPlqNPIdRtCCCGEEEIOFeo6tb2nUqdvyXHZWzOug1Q72+cBVAN4/U5uQwghhBBCyGFDgcb2vpY6/Z+MMXm+fGpI358ACAP4VsZtvpo6/USq3a10m9MA7gIwC+CHpdpgQgghhBBCLrUDlzq1W4yxj+C3nQMuT52+lzF2berfz3LO/490fc7584yxLwD4HwAuMMZ+AKASyYChCcCfpob3pXsYwDuRHMp3njH2MwC61G2UAP6Yc15Q9T4hhBBCCCEHActntPphwBh7GsB1W1zlIc75e3Lc7j1IrmAcAZAAcA7AZznn/7nJ46gA/CmA9wFwIlnA/gKAT3DOny/8LyCEEEIIIWT/K7tAgxBCCCGEEFJ6VKNBCCGEEEIIKToKNAghhBBCCCFFR4EGIYQQQgghpOgo0CCEEEIIIYQUHQUahBBCCCGEkKKjQIMQQgghhBBSdBRokAOJMfb3jLEnGWNjjLENxtgCY+w8Y+xjjDFdxnWtjDG+xc/Dl+rvKEeMsXvSnvt7N7nOrYyxpxljy4yxVcbYbxhj797rbS13W71WjLE3bvO++syl2u7DjDHm2+I5n9rkNtcwxv4r9Tm5wRi7wBj7M8aYcq+3v5zk81rR99Slxxi7gTH2I8bYFGMszBibZIw9xhh7W47r0ntqh8puMjg5NP4cyaGJPwcwA6AGwFUAHgDwfsbYVZzzsYzbvALgxznu62LpNpOkY4yZAHwFwCoA7SbX+W8AvgxgHsB3AUQA3Ang24yx45zzv9yjzS1rO3mtUn4J4Okc5z9bgs0iScsAvpjj/NXMMxhjtwH4IZJDY/8VwAKAtwP4vwG8DsC7SraVBMjjtUqh76lLgDH2vwH8FYBxAD8FMAegBcApAG8E8F9p16X3VB5oYB85kBhjVZzzUI7zPwngfgBf5Zx/KHWeFYAXm0x9J3uDMcaQDAxtAP4DwF8C+GPO+f9Ju44VwCCANQCnOOe+1PmNAF4C4ABwDef8hT3d+DKzw9fqjQB+AeBBzvkDe7+V5Ykx5gMAzrl1B9etA+ACUA/gdZzzM6nzqwA8BeBqAL/HOaej5SWQ52tlBX1PXRKMsT8G8HUADwF4P+c8knF5Bec8mvo3vafyRKlT5EDKFWSk/FvqtHOvtoXs2IcBXA/gvUgGErm8D4AawFekIAMAOOeLAD6V+vW+Em4jSdrJa0X2vzuRPCr7sLRDBMifnx9N/frBS7FhhOwHjDE1gE8CGEWOIAMApCAjhd5TeaLUKXLYvD11eiHHZR2MsQ8A0CGZlvMC5zzX9UiRMcZ6AXwGwP/DOf8VY+z6Ta4qnf9ojsseybgOKYE8XiuJM5XuVgdgCsAznPORUm9nmVMzxu4BYEYyELwA4Fec83jG9bZ6P/0KwDqAaxhjas55uGRbW952+lpJ6Htqb92EZODwRQAJxtgtAI4hmRb1Yo7Vc3pP5YkCDXKgMcb+Esn88XoArwFwLZIf5LkKUW9K/aTf/mkA7+acj5Z2S8sXY0wF4J+RPGJ0/zZX706dDmdewDkPMMbWABgZY9Wc8/XibinJ87WS/EHqJ/1+fohkqtVicbeQpLQj+Tql8zLG3ss5/2XaeVu9n2KMMS+AowDsAAZKsqVkp6+VhL6n9tbp1GkIwHkkgwwZY+xXAO7knM+mzqL3VJ4odYocdH8J4GMA/gzJIONRADenfSgAySMMH0eyqKsx9XMdkvnlbwTwJGOsZu82uez8LwBXAHgP53xjm+vWp06XN7l8OeN6pLjyea1mAXwEwHEAtUgeFXwrkl/WdwD4GWOMvmOK71sAbkByB7YGyef/HwFYATzCGDuRdt2dvp8air6VBMjvtaLvqUujNXX6VwA4gNcj+Xl2GYDHAbwBwL+nXZ/eU3miLwFyoHHO2znnDMkP8ncieRThPGPsZNp1Zjjn/4tzfo5zvpT6+RWAmwH8BoATQM42q2R3GGNXInlk/PNUwL2/5ftacc77OOd/zzm/yDlf5ZzPcc4fRXKnyItk95W3b3knJG+c8wc5509xzqc55+up5/8+AF8AoEGy8x7ZB/J5reh76pKR9oNjAN7BOX829Xn2KoDfQbIL1XWMsasv2RYecBRokEMh9UH+IyQ/lHUAvrOD28QASF103lDCzStLqTSc7yC5xPy3O7zZdisW2x1NIgUo8LXKiXMeBPD91K/0vto7X0udpj/nO30/LZVig8imcr1WOdH3VMktpU7PpzcgAYBUeu5jqV9fmzql91SeKNAghwrn3A+gH8BRxljzDm4ipVjRknTxaQF0AegFEEofPoVkuhsAfCN13hdTvw+lTrsy74wxpkfydRqn+oyiK+S12gq9r/Zerud8q/eTCsn2xTEAntJuGsmQ7/uD3k+lI71Hlja5XKoz02Rcn95TO0TF4OQw6kidbtbVI91VqVP6UCi+MIB/2uSyk0jWAjyL5Ae3lKrzFJIpN29JO0/y1rTrkOIq5LXaCr2v9l6u5/wpJAv13wLgXzKu/wYA1Uh2QKLuOHsr3/cHvZ9K50kkazOOMMYUnPNExuVScbg3dUrvqXxxzumHfg7UD5JHEupznK9Ash82B/Bc2vknAShyXP8GJDtNcCSHwF3yv61cfpDMTeYA7s0435Z6TeYBWNPOb0RySBIHcPWl3v5y+tnitXrNJte/B0ACyeDFWurX0jdUAAAHs0lEQVTtK6cfJFecanKcbwUwknqd7k87vw7Jo+Hh9NcLQBWA51PXv/tS/12H8aeA14q+py7da/WT1PP75xnn35z6LFuU9jnoPZX/D61okIPobQA+zRh7FsmjDPMA2pDs0GFHspf/H6dd/wsAOhljzyNZ2AUkO0pI/bD/lnP+/F5sONka59zLGPsrAF8CcIYx9q8AIkgOSTKCisr3kx8wxmIAziD5vqpCslXka5FMHfgAz8h5Jrt2F4C/SLXc9ANYAeAAcAuSz/9/AficdGXOeTA19fgHAJ5mjD0MYAHAO5Bs0/kDAP+6p39B+cjrtQJ9T11Kf4Lkqu0XUnM0ziN50Ot2JDMj7uWcLwP0nioEBRrkIHoCyQ4c1yL54dCA5CCkYST7lX+Jc76Qdv1/RrJ7xGkk028qAEwjOUX8K5zzZ/Zsy8m2OOdfZoz5kGxd/IdIrlT1A/go5/yhS7ltRPBVADcimerWDIABmADwbQBf5Jy/cuk27dD6BZI7M1cg+bzXIJlb/iySn3P/zFOHVyWc8x8zxq4D8D+RbDtcheTq4P9A8rNSuD4pmnxfK/qeukQ45+OMsVNItvd+B5IpUEEAPwPwac75ixnXp/dUHhg9H4QQQgghhJBio65ThBBCCCGEkKKjQIMQQgghhBBSdBRoEEIIIYQQQoqOAg1CCCGEEEJI0VGgQQghhBBCCCk6CjQIIYQQQgghRUeBBiGEEEIIIaToKNAghBBCCCGEFB0FGoQQQgghhJCio0CDEEIIIYQQUnQUaBBCCCGEEEKKjgINQgghhxZj7D2MMc4Ye88u78eaup9vF2fLCCHk8KNAgxBCCCmBYgU5hBByUKku9QYQQgghJfQjAL8GELjUG0IIIeWGAg1CCCGHFud8GcDypd4OQggpR5Q6RQghZE8wxrSMsQhj7LmM8zWMsVAqzej/yrjsg6nz35d2XhNj7NOMsQHG2AZjbJkx9iRj7OYcj7lp+hJj7M2MsecYY2uMsQXG2I8ZYz2MsW+nbmPd5O+wMsYeZozNpbb7DGPs1ozrPA3gW6lfv5W6P77V/RJCyGFDKxqEEEL2BOd8lTH2IoArGWO1nPOV1EWvA6BO/fsGAP+cdrMbUqdPAgBjzALgaQBWAM8AeBRADYBbATzKGPsA5/wb220LY+xuAN8HEALwb0imVl0D4AUAr2xxUwuAFwF4UtvZBOAuAD9hjN3IOf9F6nrfBrAE4DYAPwHwctp9LG23fYQQchhQoEEIIWQvPYVkYPEGAP9f6rwbAMQB/BK/DSzAGFMAeBMAD+fcnzr7ISR39n+Pc/5w2nUbkAxAvsQY+ynnfHqzDWCM1QL4KoAogKs556+kXfYZAH+9xfa/EcADnPMH027zfSQDnr8C8AsA4Jx/mzEGJAONH3POv73FfRJCyKFEqVOEEEL20pOp0xvSzrsBwFkA/wHAyBjrSp1/OZIrBtJqxgkA1wH4YXqQAQCc8yUAHwNQBeCObbbhNgANAL6XHmSkfAJbrzj4U9dJf+zHAIwCeO02j0sIIWWFVjQIIYTspRcAbCAVaDDG6gGcBPC/kVztQOqyYQDXp36Xzr86dVrPGHsgx323pE57t9mGK1Knz2ZekErvehnJlYtcXuacx3OcP5a2fYQQQkCBBiGEkD3EOY8wxp4FcCNjrAXJugglgCc55wOMsQCSgcZXU6ccvw00dKnTm1I/m9Fusxn1qdPN0qs2TbvC5qsdMVCWACGECOhDkRBCyF57CgBDMpC4AcmC7OfSLnsTY0wN4PUA+jjnM6nLpDa1/51zzrb4ee82jx9MnbZtcvlm5xNCCMkDBRqEEEL2WnqdxvUAnuech9IuawLwQSS7ST2Zdrtfp05fv8vHP586vTbzAsaYFsnakGKQUqyURbo/Qgg5UCjQIIQQstfOIbk6cRuAoxCDCSlN6m8yfgfn/AySLW3fmT5XIx1j7DhjrHWbx/9J6vH/IFVgnu6jSBaKF8N86tRcpPsjhJADhWo0CCGE7CnOeTw10O621FlPpl3mZ4y5ATjw25a36X4fyeDjnxhjHwbwGyTrJowALgNwDMmi7BlsgnMeZIz9CZJzMJ5njKXP0TiReszrACR29YcmC9/XAfwZY0wHYCp1/pdTE8sJIeRQoxUNQgghl4IUXAQBnNnksrOZO+Sc83EApwD8TyQDkT8A8GEkg4RRAB8A8Op2D845/x6AW5AczncXkqlay0gGKatp21Ywzvkikq12+wG8B8DHUz+Nu7lfQgg5KBjn/FJvAyGEELIvMMaUSE79ruSc6y/19hBCyEFGKxqEEELKDmOsgTFWnXEeQ7JGwwzgR5dkwwgh5BChFQ1CCCFlhzH2FgD/CuBxAD4kZ29chWTHqTEAr0lrq0sIIaQAFGgQQggpO4wxG4BPAHgdkhPFVQDGAfwngE9xzrca2kcIIWQHKNAghBBCCCGEFB3VaBBCCCGEEEKKjgINQgghhBBCSNFRoEEIIYQQQggpOgo0CCGEEEIIIUVHgQYhhBBCCCGk6CjQIIQQQgghhBQdBRqEEEIIIYSQoqNAgxBCCCGEEFJ0FGgQQgghhBBCio4CDUIIIYQQQkjRUaBBCCGEEEIIKToKNAghhBBCCCFFR4EGIYQQQgghpOj+fzj8/wyBkb4CAAAAAElFTkSuQmCC", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 277, "width": 397 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# And then plotting them\n", "\n", "plt.subplot(\n", " xlim=(d2.weight.min(), d2.weight.max()),\n", " ylim=(-100, 400),\n", " xlabel=\"weight\",\n", " ylabel=\"height\",\n", ")\n", "plt.axhline(y=0, c=\"k\", ls=\"--\")\n", "plt.axhline(y=272, c=\"k\", ls=\"-\", lw=0.5)\n", "plt.title(\"b ~ Normal(0, 10)\")\n", "xbar = d2.weight.mean()\n", "x = np.linspace(d2.weight.min(), d2.weight.max(), 101)\n", "for i in range(N):\n", " plt.plot(x, a[i] + b[i] * (x - xbar), \"k\", alpha=0.2)\n", "\n", "plt.text(x=35, y=282, s=\"World's tallest person (272cm)\")\n", "plt.text(x=35, y=-25, s=\"Embryo (0cm)\");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "'---' represents a zero - no one is shorter than this & also is shown the line for world's tallest person.\n", "\n", "Clearly, the lines are showing unnatural relationships therefore befoe we have even see the data, this is a bad model. Again prior predictive checks are coming in handy !" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.40\n", "\n", "We use some common sense here, we know that average height increases with average weight (to some extent and to a certain point) therefore we must restrict it to positive values only. \n", "\n", "Earlier we used Normal distribution for beta but a better one is LogNormal\n", "\n", "$\\beta \\sim LogNormal(0,1)$" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 252, "width": 378 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "b = tfd.LogNormal(loc=0.0, scale=1.0).sample(1000)\n", "az.plot_kde(b.numpy());\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.41\n", "\n", "Doing the prior predictive check again where $\\beta$ is LogNormal" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 277, "width": 397 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# We are simulating a bunch of lines here\n", "tf.compat.v1.random.set_random_seed(2971)\n", "\n", "a = tfd.Normal(loc=178.0, scale=20.0).sample(100)\n", "b = tfd.LogNormal(loc=0.0, scale=1.0).sample(100)\n", "\n", "plt.subplot(\n", " xlim=(d2.weight.min(), d2.weight.max()),\n", " ylim=(-100, 400),\n", " xlabel=\"weight\",\n", " ylabel=\"height\",\n", ")\n", "plt.axhline(y=0, c=\"k\", ls=\"--\")\n", "plt.axhline(y=272, c=\"k\", ls=\"-\", lw=0.5)\n", "plt.title(\"b ~ Normal(0, 10)\")\n", "xbar = d2.weight.mean()\n", "x = np.linspace(d2.weight.min(), d2.weight.max(), 101)\n", "for i in range(N):\n", " plt.plot(x, a[i] + b[i] * (x - xbar), \"k\", alpha=0.2)\n", "\n", "plt.text(x=35, y=282, s=\"World's tallest person (272cm)\")\n", "plt.text(x=35, y=-25, s=\"Embryo (0cm)\");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now this is much sensible plot; nearly all lines in the joint prior for $\\alpha$ & $\\beta$ are now in human reason." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.4.2 Finding the posterior distribution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.42\n", "\n", "Time to build the model again with all the new things we have discovered and updates discussed above" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>mean</th>\n", " <th>sd</th>\n", " <th>hdi_5.5%</th>\n", " <th>hdi_94.5%</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>alpha[0]</th>\n", " <td>154.67</td>\n", " <td>0.28</td>\n", " <td>154.19</td>\n", " <td>155.08</td>\n", " </tr>\n", " <tr>\n", " <th>beta[0]</th>\n", " <td>0.91</td>\n", " <td>0.04</td>\n", " <td>0.84</td>\n", " <td>0.97</td>\n", " </tr>\n", " <tr>\n", " <th>sigma[0]</th>\n", " <td>5.15</td>\n", " <td>0.19</td>\n", " <td>4.83</td>\n", " <td>5.44</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5%\n", "alpha[0] 154.67 0.28 154.19 155.08\n", "beta[0] 0.91 0.04 0.84 0.97\n", "sigma[0] 5.15 0.19 4.83 5.44" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# read the data set\n", "d = RethinkingDataset.Howell1.get_dataset()\n", "d2 = d[d.age > 18]\n", "\n", "# define the average height\n", "x_bar = d2.weight.mean()\n", "\n", "\n", "def model_4_3(weight_data):\n", " def _generator():\n", " alpha = yield Root(\n", " tfd.Sample(tfd.Normal(loc=178.0, scale=20.0), sample_shape=1)\n", " )\n", " beta = yield Root(tfd.Sample(tfd.LogNormal(loc=0.0, scale=1.0), sample_shape=1))\n", " sigma = yield Root(tfd.Sample(tfd.Uniform(low=0.0, high=50.0), sample_shape=1))\n", "\n", " mu = alpha + beta * (weight_data - x_bar)\n", "\n", " height = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=sigma), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=True)\n", "\n", "\n", "jdc_4_3 = model_4_3(d2.weight.values)\n", "\n", "posterior_4_3, trace_4_3 = sample_posterior(\n", " jdc_4_3, observed_data=(d2.height.values,), params=[\"alpha\", \"beta\", \"sigma\"]\n", ")\n", "\n", "az.summary(trace_4_3, round_to=2, kind=\"stats\", hdi_prob=0.89)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.43 \n", "\n", "Here the author talks about using log($\\beta$) instead of just $\\beta$ and says that the results will be same. \n", "\n", "But I did not find/understand the reason for it." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:5 out of the last 5 calls to <function run_hmc_chain at 0x1457f68c0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n" ] } ], "source": [ "def model_4_3b(weight_data):\n", " def _generator():\n", " alpha = yield Root(\n", " tfd.Sample(tfd.Normal(loc=178.0, scale=20.0), sample_shape=1)\n", " )\n", " beta = yield Root(tfd.Sample(tfd.Normal(loc=0.0, scale=1.0), sample_shape=1))\n", " sigma = yield Root(tfd.Sample(tfd.Uniform(low=0.0, high=50.0), sample_shape=1))\n", "\n", " exp_value = tf.cast(tf.exp(beta), dtype=tf.float32)\n", "\n", " mu = alpha + exp_value * (weight_data - x_bar)\n", "\n", " height = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=sigma), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=True)\n", "\n", "\n", "jdc_4_3b = model_4_3b(d2.weight.values)\n", "\n", "posterior_4_3b, trace_4_3b = sample_posterior(\n", " jdc_4_3b, observed_data=(d2.height.values,), params=[\"alpha\", \"beta\", \"sigma\"]\n", ")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.4.3 Interpreting the posterior distribution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.44" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>mean</th>\n", " <th>sd</th>\n", " <th>hdi_5.5%</th>\n", " <th>hdi_94.5%</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>alpha[0]</th>\n", " <td>154.65</td>\n", " <td>0.26</td>\n", " <td>154.26</td>\n", " <td>155.09</td>\n", " </tr>\n", " <tr>\n", " <th>beta[0]</th>\n", " <td>-0.10</td>\n", " <td>0.05</td>\n", " <td>-0.17</td>\n", " <td>-0.02</td>\n", " </tr>\n", " <tr>\n", " <th>sigma[0]</th>\n", " <td>5.14</td>\n", " <td>0.19</td>\n", " <td>4.82</td>\n", " <td>5.43</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5%\n", "alpha[0] 154.65 0.26 154.26 155.09\n", "beta[0] -0.10 0.05 -0.17 -0.02\n", "sigma[0] 5.14 0.19 4.82 5.43" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(trace_4_3b, round_to=2, kind=\"stats\", hdi_prob=0.89)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.45" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(<tf.Tensor: shape=(), dtype=float32, numpy=154.69965>,\n", " <tf.Tensor: shape=(), dtype=float32, numpy=0.90452254>,\n", " <tf.Tensor: shape=(), dtype=float32, numpy=5.1466722>,\n", " array([[0.07012054, 0.00016082, 0.00192138],\n", " [0.00016082, 0.0017419 , 0.00056733],\n", " [0.00192138, 0.00056733, 0.03548652]]))" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample_alpha = tf.squeeze(posterior_4_3[\"alpha\"][0])\n", "sample_beta = tf.squeeze(posterior_4_3[\"beta\"][0])\n", "sample_sigma = tf.squeeze(posterior_4_3[\"sigma\"][0])\n", "\n", "samples_flat = tf.stack([sample_alpha, sample_beta, sample_sigma], axis=0)\n", "\n", "# TODO:\n", "# not able to get the desired result with tfp.stats.covariance\n", "cov = np.cov(samples_flat)\n", "\n", "alpha_mean = tf.reduce_mean(sample_alpha)\n", "beta_mean = tf.reduce_mean(sample_beta)\n", "sigma_mean = tf.reduce_mean(sample_sigma)\n", "\n", "alpha_mean, beta_mean, sigma_mean, cov\n" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.07 , 0. , 0.002],\n", " [0. , 0.002, 0.001],\n", " [0.002, 0.001, 0.035]])" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.round(cov, 3)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see very little covariance among the parameters in this case. This lack of covariance among the parameters results from something called **Centering**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 4.4.3.2 Plotting posterior inference against the data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.46\n", "\n", "This snippet appears in the section titled **Plotting posterior inference against the data**. \n", "\n", "Author examplins that plotting is extremely useful in see when key observations or patterns in the plotted data are not close to the model's pediction.\n", "\n", "In this snippet, we start with the simple version of the task (i.e. plotting) by superimposing the posterior mean values over the height & weight data. Later more and more information to prediction plots will be added until the entire posterior distribution is covered.\n" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 271, "width": 401 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Let's try just the raw data and a single line\n", "\n", "# Raw data is shown using the dots\n", "# The line shows the model that makes use of average values of alpha and beta\n", "\n", "az.plot_pair(d2[[\"weight\", \"height\"]].to_dict(orient=\"list\"))\n", "\n", "a_map = tf.reduce_mean(sample_alpha)\n", "b_map = tf.reduce_mean(sample_beta)\n", "x = np.linspace(d2.weight.min(), d2.weight.max(), 101)\n", "plt.plot(x, a_map + b_map * (x - xbar), \"k\");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now above line is a good line, quite plausible line (model) actually. However, we must not forget that there are an infinite number of other highly plausible lines near it. So we would next try to get them as well !" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.47 TODO : Add notes" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>alpha</th>\n", " <th>beta</th>\n", " <th>sigma</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>155.140060</td>\n", " <td>0.845223</td>\n", " <td>5.224426</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>155.140060</td>\n", " <td>0.845223</td>\n", " <td>5.224426</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>155.140060</td>\n", " <td>0.845223</td>\n", " <td>5.224426</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>154.846619</td>\n", " <td>0.852842</td>\n", " <td>5.428785</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>154.899963</td>\n", " <td>0.834662</td>\n", " <td>5.161688</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " alpha beta sigma\n", "0 155.140060 0.845223 5.224426\n", "1 155.140060 0.845223 5.224426\n", "2 155.140060 0.845223 5.224426\n", "3 154.846619 0.852842 5.428785\n", "4 154.899963 0.834662 5.161688" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Looking at few values/samples from our posterior\n", "summary_dict = {\"alpha\": sample_alpha, \"beta\": sample_beta, \"sigma\": sample_sigma}\n", "pd.DataFrame.from_dict(summary_dict).head(5)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.48" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:6 out of the last 6 calls to <function run_hmc_chain at 0x1457f68c0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n" ] }, { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>mean</th>\n", " <th>sd</th>\n", " <th>hdi_5.5%</th>\n", " <th>hdi_94.5%</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>alpha[0]</th>\n", " <td>152.26</td>\n", " <td>2.03</td>\n", " <td>148.44</td>\n", " <td>154.95</td>\n", " </tr>\n", " <tr>\n", " <th>beta[0]</th>\n", " <td>0.90</td>\n", " <td>0.23</td>\n", " <td>0.59</td>\n", " <td>1.28</td>\n", " </tr>\n", " <tr>\n", " <th>sigma[0]</th>\n", " <td>6.30</td>\n", " <td>2.42</td>\n", " <td>3.40</td>\n", " <td>8.93</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5%\n", "alpha[0] 152.26 2.03 148.44 154.95\n", "beta[0] 0.90 0.23 0.59 1.28\n", "sigma[0] 6.30 2.42 3.40 8.93" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "N = 10\n", "dN = d2[:N]\n", "\n", "jdc_4_N = model_4_3(dN.weight.values)\n", "\n", "posterior_4_N, trace_4_N = sample_posterior(\n", " jdc_4_N, observed_data=(dN.height.values,), params=[\"alpha\", \"beta\", \"sigma\"]\n", ")\n", "\n", "az.summary(trace_4_N, round_to=2, kind=\"stats\", hdi_prob=0.89)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.49 TODO : plot with more data i.e. N = 10,50,150,352\n", "\n", "Now let's plot 20 of these lines, to see what the uncertainity looks like" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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qH+jKbm5eC+LHkJI1CwUjhBBCCCHkncLzPOLxOPb390XtelUqFTY2NuB0Oh/w6m7mTUjJmoWCEUIIIYQQ8s5oNBrY2tpCrVYTHV9YWMCTJ0/eyHa981KygsEg1tbWHk1K1ixv3rtNCCGEEELINU0mExweHiISiYja9er1emxubsJsNj/g1d3MvJQss9mM58+fw2g0PtCVXR0FI4QQQggh5K1WLpextbWFdrvNjkkkEiwvLyMcDr9x7Xrf1JSsWSgYIYQQQgghb6XhcIgXL14gmUyKjlssFmxubkKn0z3Qld3cm5ySNQsFI4QQQggh5K2TzWaxs7ODfr/PjslkMtau903ZORC8DSlZs1AwQgghhBBC3hq9Xg87OzvI5XKi4y6XC8+fP4dKpXqgK7uZx5ySNZlMkE6n0Ww2b3wOCkYIIYQQQsgbj+d5JBIJvHz5EqPRiB1XKpV4/vw53G73A17dzTzWlKzxeIxkMoloNIputysKkq6LghFCCCGEEPJGazab2N7eRqVSER0PBoN48uTJG1dH8VhTsobDIY6PjxGLxUTT6m+DghFCCCGEEPJGmkwmiEQiODo6En06r9Vqsbm5CavV+oBXd30XpWQ9efIEfr//QVKyer0eYrEYEomEaNdJuLbbpL5RMEIIIYQQQt44lUoF29vbonoFjuMQDoexsrLyxrXrnZWSBZwOY3yolKx2u41oNIqTk5OpVCy1Wo1wOAy/3w+lUnnj56BghBBCCCGEvDFGoxFevnyJ4+Nj0XGz2YyNjQ0YDIaHubAbeowpWY1GA5FIBJlMRjQgEjgdEhkOh+HxeO4k4KNghBBCCCGEvBFyuRx2dnbQ6/XYMalUiidPnmBhYeGNatf7GFOyKpUKjo6OUCgUpm4zm80Ih8NwOp1T1zUej2/8nBSMEEIIIYSQR63f72N3dxeZTEZ03Ol04vnz51Cr1Q90ZTeTy+Wwu7v7aFKyCoUCjo6OphoAAIDdbkc4HIbNZpu6rVar4fDwEK1W68bPTcEIIYQQQgh5tJLJJF68eIHhcMiOKRQKPH/+HB6P5wGv7Pra7TZ2d3endh4eIiWL53lkMhlEIhE0Go2p291uN5aXl2dekxCE5PP5W18HBSOEEEIIIeTRabfb2NraQrlcFh33+/149uzZG9Wu9zGlZE0mE5ycnCAajaLdbotuk0gk8Pl8CIVC0Ol0U4+dFYTUarWpHZ7roGCEEEIIIYQ8GpPJBNFoFIeHh6KFu0ajwcbGBux2+wNe3fU9lpSs0WiERCKBaDSKfr8vuk0qlSIYDGJpaWlmylu9XsfBwYEoCKnX60in01AqldRNixBCCCGEvPlqtRq2trZEaUMcxyEUCmFlZQVSqfQBr+56HktK1mAwQCwWw/HxsSjVDQDkcjkWFxexuLgIhUIx9dh6vY7Dw0Pkcjl2rNlsIpVKQaFQYGFhARqN5lZdtd7qYITjOBOALwH48qt/XwLgfnXzt3ie//oljz8GELzm0/4oz/PfvOCcPwHgjwD4IQAOAGUAnwL4JZ7n/9E1n4sQQggh5I03Go1wcHCAWCwmOm40GrG5uflgE8dv4rGkZHW7XUSjUSSTyaluVyqVCktLSwgGg5DJpsOBWUFIu91GKpViuygajQbAaWoX7YzM9wmAhdf4fBMAR7Nu4E7/6v4mgH/73E3uV//+FY7j/imA38fzfP/84wkhhBBC3kaFQgHb29uiNCapVIrV1VUsLS29Ue16H0NKVqvVQiQSQSqVmpoRotVqEQ6H4fP5Zu5mzApCut0uUqkUOI6D3+9nQYjw88rKCk1gv8DZv948gA8A/NQ1Hv87AUzvWYl9HsDfefX9/4/n+fSc+/0ZfBaI7AD4bwAc4HTn5Y8D+CqAnwbwCwD+4DWukRBCCCHkjdPv97G3t4d0Wrx0stvt2NjYYIveN8FjSMmq1Wo4OjoSBRICg8GA5eVluN3umcHdrCCk1+shnU6D53l4vV7R78Pn82FlZQVarfbW1/22ByN/A0AcwPs8z58AAMdx/MUP+QzP84eX3YfjuD9y5sdfnnOfEICff/XjpwC+yvO80L7gw1c7Iv8MwP8WwP+J47hf4Hn+N696nYQQQgghb5KTkxPs7e2JahjkcjnW19fh8/ke8Mqu5zGkZJVKJRwdHaFUKk3dZrFYsLy8DIfDMfOxjUYDBwcHoiBkMBggnU5jMpnA7XaLghC3243V1VXo9fo7u/63Ohjhef4v3ef5OY6TA/gDr35sAPgnc+76xwEI+3L/3plABADA8/yI47g/BiAGQALgPwJAwQghhBBC3iqdTgfb29soFoui416vF8+ePbtV7cHr9pApWTzPI5/P4+joCLVabep2p9OJcDgMi8Uy8/GzgpDhcIhsNovhcDgVhDgcDqytrd3LDs9bHYy8Bv8qAGEc5T/keX6qyfKrWpHf8+rHQ57nvzPrRDzPJziO+w0APw7gxzmO0/E8f/NxloQQQgghjwTP84jFYjg4OBAVU6vVamxsbMz95P4xmpeSZTKZ8Pz5c5hMpnt77slkgnQ6jUgkMjX1nOM4eDwehMNhGAyGmY+fFYSMRiPkcjkMBgO4XC5REGK1WrG2tjY3qBGuaTAY3Pg1UTByOz975vuZKVo4LaAX9hu/dcn5voHTYEQF4D0A37zFtRFCCCGEPLh6vY6trS3U63V2jOM4LC4uYnV1dWY3p8foIVOyxuMxkskkotHo1E6MRCKB3+9HOByeW2czKwgZj8csCHE6naLHmkwmrK2tXTjTRRieeHR0REMPHwLHcVYAv+vVj9F5Ox4Anp75/sUlp90/97hv3uzqCCGEEEIe1ng8xuHhIaLRqKirk8FgwObm5r3uINy1eSlZwWAQT548ubeUrOFwiOPjY8RisandB5lMhoWFBSwtLc1Nb2s0Gjg8PEQ2m2XHxuMxCoUC+v0+HA6HKAgxGAxYXV2Fy+Wae013FYSw13HrM7y7/gA+67T1dy6439kqrNQl5zw5873/KhfBcdxHc25au8rjCSGEEELuWqlUwtbWFjqdDjsmkUiwsrKCUCh0qyF5r9NDpWT1+302qHA0GoluUygUWFpawsLCwtwgaFYQMplMUCwW0ev1YLfbRUGIVqvF2tra3G5bwuPnBSG32RGiYOTmhPa7PC4ORs62G7isBuTs7bqbXBQhhBBCyEMZDAZ48eIFTk5ORMetVis2NzfvpBXs6/BQKVmdTgeRSAQnJyei5wVO62tCoRACgcDcSfSzghCe51EqldDr9WC1WuF0OkXnXF1dhc/nu1EQolQqL6xRuQoKRm6A47gnOJ3mDpxOcj++4O7qM99fVt1zdtiheu69zuB5/ouzjr/aMfnCVc5BCCGEEHJb6XQau7u7onQiuVyOp0+fIhAIPOCVXc9DpGQ1Gg1EIhFkMpmpQYU6nQ7Ly8vweDxzd5TmBSGVSgXdbhcWi0VU/6FSqbC8vIxAIDD3nFcJQoLB4NzA6KooGLmZqxSuC87+9i4boHg24e/2SXiEEEIIIfes2+1ie3t7KpXJ4/FgfX39jWnX+xApWZVKBZFIBPl8fuo2k8mE5eVlOJ3OubsWs4IQ4HQAYqfTgclkgtVqZccVCgXC4TAWFhbmBhGvKwgRUDByTRzHSQD8m69+bAP4x5c8pHnm+8tSr87eTm19CSGEEPJo8TyPeDyO/f19UbtelUqF58+fX1gE/Zg8REpWoVDA0dERKpXK1G12ux3hcBg2m23GI081m00cHh4ik8mIjjcaDXQ6Hej1eng8HnZcJpMhFAphaWlpbvey1x2EsGu707O9G34HAO+r7/+nK8wCOVu0ftlI0bNF6ydz70UIIYQQ8oAajQa2tramBu4tLCzgyZMnb0y73otSstbW1qBQXJbUcnU8zyObzeLo6AiNRmPqdrfbjXA4fOEOzLwgpNlsotvtQqvVioJAqVSKxcVFhMPhuellDxWECN6Mv5TH5TopWoC4ne/Tufc6dbYD1mVtgAkhhBBCXqvJZILDw0NEIhFRbYNer8fGxsaFw/Eek9eZkjWZTJBKpRCJRNBut0W3cRwHn8+HcDgMnW5+As28IKTdbqPb7UKtVosGR0okEiwsLCAcDs9Nk3voIERAwcg1cBynB/CvvfoxidMhhZc5BpDG6W7Kj1xy36+/+toH8OH1r5AQQggh5H6Uy2VsbW2JFtQSiQTLy8sIh8NvRLve8XiMSCSCSCQiSsmSy+V48uQJAoHAnaVkjUYjJBIJxGIx9Ho90W1SqRSBQAChUAhq9fyeRfOCkG63i263C6VSKUrn4jgOgUAAy8vLc897WRASCoUurCm5axSMXM/vBSA0Zf67/Pl2BzPwPM9zHPdPAPxfAaxwHPfVWQMSOY4LAvixVz/++hXSvwghhBBC7t1wOMTLly+RSCRExy0WCzY3Ny/8RP8xeV0pWYPBAPF4HPF4HMPhUHSbXC5ngwover55QUiv10Ov14NcLp/ahfL5fFhZWZnbPvmx7IScR8HI9fzBM99fJUVL8FcB/DGcvt9/jeO4/w3P8+xjBY7jZAD+FgDht/8Xb3uhhBBCCHk3dAdj/NpeDieVDgJWDX7ymQsq+d0sKLPZLHZ3d0Wf7MtkMjx58gTBYPBeZm3ctdeVktXtdhGLxZBIJEQF/cBnOw7BYPDCeppms4mjoyOk02nR8X6/j36/D5lMNnW9brcbq6ur0Ov1mOU+gxAhBa3ZbF5+5zne6mCE47jPAfjcnJtdHMf9oXPHfpXn+dyccy0A+NqrH7/L8/zRVa+D5/kIx3F/HsD/A8DnAXzv1c+HOC1a/5MAvvrq7n+X5/lvX/XchBBCCHl3bZ3U8HO//AFKrc9me9h0Cvziz34Jm37Tjc/b6/Wws7ODXE68LHK5XHj+/DlUKtWNz/26XJSS9fTp0zvrktVqtRCJRJBOp6cGFWq1WoRCIfj9/gvT2OYFIcPhEIPBABzHTQ0WdDgcWFtbg9FonHnO+0zHGg6HOD4+RjweR7/fn3rd1/FWByMAfg+A/2LObasAfuncsR8FMDMYwemuiPAXe51dEcF/DsCG0x2S5wD+3oz7/FMA/5cbnJsQQggh75jecDwViABAqTXAz/3yB/jOz//YtXdIeJ5HMpnEixcvMBqN2HGlUonnz5/D7XbfybXft1wuh729PXQ6HdHxu0zJqtfrODo6mprxAQAGgwHhcBgej+fCgKfVauHw8HAqCBmNRizF63zaldVqxdra2txmAfcZhFy0+3NTb3swcpeEFK0egH943Qe/qi/5tzmO+xUAfxTADwGwA6gA+BTA/8Dz/D+6m0slhBBCyNvu1/ZyU4GIoNQa4Nf2cvjpz3ln3j5Lq9XC1tbW1OyLQCCAp0+f3svk8bvWbrext7c3NUTwLlOySqUSIpEIisXi1G0WiwXLy8uizlazzAtCxuMxCwLPF6CbTCasra2JJqmfdZ9BSKPRQDQaRTqdnpoQr1KpbrVT9lYHIzzP/2kAf/qOzhW+o/P8OoBfv4tzEUIIIeTdlSx3bnW7YDKZIBKJ4OjoSJRuo9Vqsbm5KZrg/Vjdd0oWz/PI5/OIRCKoVqtTtzudToTD4UtbG18UhEwmE/A8P9WK12AwYHV1de4QyfsMQkqlEqLR6FS9DXDazlnY/ZnXPvgq3upghBBCCCHkbRWwam51OwBUq1VsbW2JCpA5jkM4HMbKysob0a43n89jd3f3XlKyJpMJMpkMIpHIVJE2x3HweDwIh8NT9RznCUFIJpMR7SxMJhMWPJ3fedJqtVhbW4Pb7Z4ZSN1XECIMZ4xGo1NDLYHTNLFwOHzp7s9VUTBCCCGEEPIG+slnLth0ipmpWjadAj/5bPYn6cBpTcL+/j7i8bjouMlkwubm5qWL68fgPlOyxuMxTk5OEI1Gp4IciUQCv9+PUCg0t42uYF4Qcvb789211Go1VldX4fP5XmsQctFrBk67doVCIZjN5mud9zIUjBBCCCGEvIFUcil+8We/NLeb1rzi9Xw+j+3tbVG7XqlUiidPnmBhYeHRt+u9z8GF57tEnSWTyRAMBrG0tHRpjUSr1WLdsc4HIRKJBDzPg+M40XWqVCosLy8jEAjM3JG6ryBkMBiw1zwYiAPb6wReN0XBCCGEEELIG2rTb8J3fv7H8Gt7OSTLF88Z6ff72N3dnRqk53A4sLGxceEk8MfivlKy+v0+YrEYjo+PRV3EAEChUGBpaQkLCwuXFvG3221WE3K+0Fsmk2E8HrNA5Oz5w+Hw3EDivoKQTqeDWCyGZDI51RlLGM64uLg4tx6E53mUSiWk02k0Go1rPfdZFIwQQgghhLzBVHLppV2zhHa9ZyeCKxQKrK+vw+u9eseth3JfKVmdTgfRaBTJZHJqVoZarUYoFEIgELh0oX9REKJQKDCZTKaCHJlMhlAohKWlpZmDEO8rCKnX64hGo1OpY8Dpa15aWkIgEJh5TTzPo1qtIp1OI5PJsJ2U8+e5DgpGCCGEEELeUu12G9vb2yiVSqLjfr8fT58+vZN5G/fpvlKyhCGDsxbkOp0O4XAYXq/30gL+y4IQAFOpT1KpFIuLiwiHwzN3Wu4rCCkWi4hGozNbEgtzUdxu98zX3Gg0kE6nkU6np67ptigYIYQQQgh5y0wmE8RiMRwcHIgW8RqNBhsbG3NnVTwm95GSVa1WcXR0NLXDApzusoTDYbhcrksDnIuCELVaDZ7nRTU5wGn9xcLCAsLh8MzUp/sIQnieRyaTQTQaRb1en7rdZrMhHA7P/Htot9ssAGm1WjPPr1Kp4PF4oNPprnxN51EwQgghhBDyFqnVatja2hLl8XMch6WlJayurt5o3sTr1Ol0sLu7e6cpWcViEUdHRyiXy1O3XbQgP6/dbuPo6AipVGoqCNFoNOz6z+I4Dn6/HysrKzPrcu4jCBmPx0gmk4jFYjOvx+12IxwOw2g0im7r9XrIZDJIp9Mz2/oCp7tSbrcbPp8PFosFHMfd6m+KghFCCCGEkLfAeDxm7XrPLpSNRiM2NzenFp6PzV2nZAnzMiKRyMxdAZfLheXl5SsFNxcFITqdDhzHTc0hAQCfz4eVlZWZnajuIwgZDAaIx+M4Pj6emR4WCASwtLTEAifhMdlsFul0emawJjzW5XLB6/XCbrff6fwZCkYIIYQQQt5whUIB29vbokWtVCrF6uoqlpaWHn273nkpWYFAAE+ePLlWStZkMkEqlUIkEkG73RbdxnEcvF4vwuEw9Hr9pee6KAgxGAyQSCSo1+tTt7ndbqyurs58jvsIQtrtNuuMdb4QX6FQYHFxEQsLC+x9HI1GyOfzSKfTKBQKMwvQJRIJHA4HPB4PXC7X3OuZTCaixgjXRcEIIYQQQsgbajAYYHd3F+l0WnTcbrfj+fPn9zYb4q7cZUrWaDRCMplENBqdWa8RDAYRCoWu1ML4oiDEaDRCJpOhWq1OLfwdDgfW1tZm7kJdFIRc1t53nlqthmg0imw2OzNtTOiMJZVKMZlMkMvlkMlkkMvlptr5Cmw2G7xeL9xu94WtjIX3e1Yq2HVQMEIIIYQQ8gZKpVLY29sTpePI5XKsr6/D5/M94JVd7i5TsoTUpHg8PvUJ/VXmZZx1URBiNpshk8lQqVSmFvJWqxVra2uwWCxT57yPIKRQKCAajU51SQNOgyWhMxYAlMtlpNNpZLPZuTsYZrMZHo8HHo/n0oGO/X6fpYIJ55sX2FwFBSOEEEIIIW+QTqeD7e3tqRatXq8Xz549u9Ki+yHdVUpWr9dDNBpFIpGYWgwrlUo2qHDWvIzzOp0Ojo6OcHJyMhWEmEwmqFQqlMvlqcW8yWTC2trazOL3uw5CJpMJ64w1a8ig3W5HOByGzWZDtVrFixcvkMlkpnaJBHq9Hl6vFx6P50o7aO12G9FoFCcnJ5hMJhiPx6hUKsjn83Of4yooGCGEEEIIeQPwPI94PI79/X3R4lutVmNjYwMOh+MBr+5y81KyjEYjnj9/DrPZfKXztNttRCIRpFKpqTQpjUaDcDgMv99/pSLri4IQs9kMtVqNUqk01VnKYDBgdXUVLpdr6px3HYScTYc6fz6O4+DxeBAOh8FxHNLpNLa2tuamTWk0GhaAGAyGKz1/rVZDJBJBNpsFcLozUigUUCwWMRqNbt2djYIRQgghhJBHrtFo4NNPP53qCiW0673Kp/8P5a5Ssur1OiKRCDKZzNRtwtA+j8dzpXNdFIRYLBZoNBqUSiVUq1XRbVqtFmtra3C73VPPc9dByKx0KIFUKkUwGITL5UKlUsEnn3wyc7cEON0l8ng88Hq9Vw74gOlUsEajgXw+z2plJBIJeJ6/VYoWQMEIIYQQQsijNR6PcXh4iGg0Klo0GwwGbG5u3mjmxut0FylZ5XIZR0dHMyeHWywWhMNhOJ3OK13PZUGIXq9HsVhEpVIR3aZWq7G6ugqfz3fvQcj5dKjz5/P5fJDJZCgWi4jFYjPPIZfLWStem8125fqb86lg4/EYpVIJ+Xwe7XabvWdC8CuRSCCTyW7VrY2CEUIIIYSQR6hUKmF7e1vUnlYikWBlZQWhUOhOZz3ctdumZPE8j0KhgKOjo6ndCeC0a9Xy8vLMgvF513NREGI0GlEsFpFIJES3qVQqLC8vIxAITL3fdx2EVKtV1hnrPKVSCZ1Ox1L15rXiFQIQh8Nxrb+P86lg3W4XhUIBpVKJBZISiQRyuRw8z0MikYDjOEwmE+j1+lvVKVEwQgghhBDyiAyHQ+zt7eHk5ER03Gq1YnNz81G36x2Px4hGozg6OrpRShbP88hkMjg6OpoaIihMDl9eXr5yvcNFQYjVaoXZbEahUEA8HhfddlEwcZdBiBB0RaPRqYGD4/EYPM9DpVJhMBjMHEjIcRzsdju8Xi9cLte10/XOpoINBgPU63XkcjnU63X22uRyOWvxy3EcOI5jM0jsdjuUSiVNYCeEEEIIeRtkMhns7u6i3++zY3K5HE+fPoXf73/Uwwtvk5I1Ho9xcnKCaDQ69XiJRAKfz4dwOHzlQKzb7eLw8HBuEGK1WlEsFhGJRES3yWQyhEIhLC0tTS3s7zIImUwmSKfTiEajoqBrMpmg0WiA53kolUpoNBqMRqOpx1utVjYL5DoDIQVnU8EGgwGKxSIKhQI6nQ7a7TY4joNGo2HzSYDTwEmj0cDpdMJisbDXabVarzS7ZR4KRgghhBBCHli328XOzs5UWpPb7cb6+vqlsx8e0m1SsobDIRKJBGKxmCgAA06LtBcWFrC0tHTl19/tdtlOyPl6C6vVCrvdjmKxiMPDw6nnWlxcRDgcnhr0d5dByGg0Yq9XaIfL8zyazSYqlQokEglsNhs0Gs3UY41GI7xeL7xe743/Hs4OSWy328jn8yiXy+h2u+h0OpBKpdDpdADA0rCkUilMJhNcLhebKC+Xy+Hz+aDRaNjjb4qCEUIIIYSQB8LzPI6Pj7G/vy/6BFylUuH58+czW8c+FrdJybqoU5RCocDi4iIWFxcvnAB+1kVBiMVigdvtRrFYxP7+vug2iUSChYUFhMPhqbqHuwxCer0e4vE4EokEe73tdhvlchm1Wg0mkwlut3vqGnQ6HWvFKwQJNyGkghUKBVSrVeTzeTSbTbTbbfT7fSgUCphMJoxGI0wmE3AcB4VCAbvdDofDwa7LZDLBbrdjOBwik8lMBZA3QcEIIYQQQsgDaDab2NramirQXlhYwNra2pUX4g/hpilZnU4H0WgUyWRyKmhQqVQIhUIIBoNXrkG4LAjxer0olUrY29sT3cZxHPx+P1ZWVqZSjO4yCGm1WohGo2wmSrfbRblcRrlcxmQygdPpxNOnT0UpYSqViu2AGI3GK70Ps5ztjFUul1EoFFAoFNDr9VCv1zEajaDT6WA2mzEajdjMEJ1OJ0rFkkqlcDqdUCqVqNVqODo6uvE1zULBCCGEEELIazSZTHB0dDQ1d0On02Fzc/PKHaIewk1TsprNJiKRCNLp9FQNh1arRTgchs/nu3IHqMuCEJ/Ph0qlgp2dnanH+nw+rKysTNWf3GUQUqlUEI1Gkcvl0O/3UalUUC6X0el02NwPq9XKXq9CoYDb7YbP54PZbL5VbdDZzljFYhH5fB6VSgW9Xo8NbzSZTJBIJJhMJhiNRlAqlTCZTHA6naw5gF6vh9FoxHA4RD6fnzlPRKlUwu/3s/Stm6BghBBCCCHkNalUKtja2kKr1WLHJBIJwuEwlpeXH2273slkgkgkcu2UrGq1ikgkglwuN3Wb0WjE8vIyXC7XlRfflwUhgUAA1WoVOzs7U0GP2+3G6urq1ML5roIQnueRz+cRjUZZAFAul9nvWqfTYXl5GSaTCRzHQSaTiWaB3PZ3L6S+xWIx5HI5Nhuk3W6jXq9DoVDAbDZjPB6zWhCNRgOHw8FSsSQSCSwWC2QyGZrNJlKp1NTzcBwHl8sFv98Pu92OcrnM6l9ugoIRQgghhJB7NhwO8fLly6k5FmazGZubm7f6ZPm+3SQlq1gs4ujoaGY7WpvNhnA4DLvdfuVr6Ha7iEQiM9O7LBYLFhYWUKvVsL29PXW7w+HA2traVMrTXQUhk8kEqVSKde8ql8usIxZw+jsWir+FlrherxdOp/NWLXEFQmcsIegrFovo9/toNBpoNpvQ6XSwWq1sF0SlUk2lYqnVamg0GjbkcBa9Xo9AIACfz8feO+Hv4nzdz3VQMEIIIYQQco9yuRx2dnZEnx7LZDI8efIEwWDw0bbr7XQ62Nvbm9rVmJeSxfM8stksIpEI6vX61PlcLhfC4fClAw/PuiwIWVpaQr1ex9bW1lQakdVqxdra2lTa210FIcPhEPF4HB9//DEymQxqtRoLQIT5Hy6XCxqNBjabjc0CuataoFqthkgkgoODA+TzedRqNfT7fVSrVfR6PRgMBlHKl1arFaVicRwHrVYLqVTKiunPk8vl8Hq98Pv9MBqNKBQK2NraQj6fnzl48SYoGCGEEEIIuQe9Xg87OztTi3mn04mNjY1H2673opSstbW1qQBK2BmIRCKiafHA6aLc6/UiHA5fa/en1+vh6OjowiBEaABw/lN5k8mEtbW1qZ2XuwpCut0uPvroI3z66acolUqiIEgqlcLhcMDpdMLpdLJOWLeZUH5eoVDA/v4+Dg8PRbNBarUaxuMxDAYDVCoVJBIJ1Go1lEqlKBVLKpVCqVRiMpmI0gXPstvt8Pv9cLlcGAwGSCaT+OCDD2amY8nlcprATgghhBDyWPA8j2QyiRcvXoja9SqVSqyvr8Pj8Tzg1V2sUChgd3d3KqiYlZI1Ho+RSCQQjUanFqkSiQTBYBChUOhaA/EuCkLMZjPC4TDa7Ta2t7cxGAxEtxsMBqyurk61Q76rICSRSOCDDz7AixcvpgIguVwOl8vFuoF5PJ6Zs0JuSuiMtbu7i2g0imKxiMFggEajgVqtBplMBrVaDblcDplMBo1GwwYUCoXycrkcEokEw+FwKuUOANRqNUvDUqlUKBQK+PDDD1EoFGZek9VqRTAYhNvtvlVgTcEIIYQQQsgdabVa2NraQqVSER0PBAJ4+vTpo23Xe52ULCE9KRaLzVyULywsYHFx8Vqfll8WhCwvL7PBkOcDH61Wi9XVVXg8nqkdm9sGIY1GA3t7e/joo4+mOogBn7Uj3tjYuHVXqVmEIYkff/wxjo+P0Wg0MBgMUK1W0Ww2Wf2HXC6HRqOZ6oo1mUwgk8lYvch5EokEbrcbgUAAVqsV3W4XyWQSyWRy5gwRhUIBv9+PYDA41Y3spigYIYQQQgi5pXmpTVqtFpubm7BarQ94dfNdJyWr1+shGo0ikUhM1WcolUosLS0hGAxeK+Dq9XqIRCJIJBIzg5CVlRX0+/2ZBfRqtRorKyvw+/13GoS0222k02ns7Ozg6OhoapcION0V+PznP4+NjY1r1cBcVb/fx+HhIT744ANkMhn0ej2WitXr9aBUKqHX66FSqaDX6yGXy2G32+F0OiGTycDzPHs/z7+vwGkqm9/vh9frhVQqRS6Xww9+8AMUi8WZ12O32xEIBOByue684xsFI4QQQgght1CtVrG1tYVms8mOcRzH2vXeRcek+3DVlKx2u41IJMIG952l0WgQCoXg9/uv9TqvEoSMRiPs7e1N1TUolUqsrKwgEAiIFsa3CUJ6vR4ymQySySSi0Siy2ezUzoBUKsXKygq+/OUvIxQK3UvjASEF7cMPP0SpVMJwOGSpWKPRCDKZDEajkaVhaTQauFwuWCwWDIdDcByH8Xg8s8OZQqGAz+dDIBCAXq9Hu91mbZLPp7wBp+9zIBCA3++/s12QWSgYIYQQQgi5gdFohP39fcTjcdFxk8mEzc1NNjzusblqSla9XkckEkE2m53qnKTX67G8vDyVGnWZy4KQ1dVVTCYTvHz5Eo1GQ3T7vIDipkHIcDhENptFOp1GLpdDoVBAPp8XpZ4Jczc2Njbw3nvv3VsL5kqlgvfffx/b29toNpssFUtoESyTyWA2m2E0GqFQKFgqlkqlwmAwQK/Xg0qlmnqNHMfB4XAgEAjA4XAAALLZLHZ2dmZ2zwJOWyEHg0E4HI7XMveGghFCCCGEkGvK5/PY2dkRLX6lUinW1tawuLj4KNv1TiYTRKNRHB4eXpiSVS6XEYlEZhYuC/UbDofjzoMQjuOwv7+ParUqul0mkyEUCmFpaQky2WdL15sEIePxGLlcDul0GsViEd1uF/l8HoVCgV0Xx3EwGo1wOp34/Oc/j3A4fKfdsM46OTnB9773Pezv72MwGLBUrFarhclkArVaDbPZDIPBwFKx7HY7BoMBeJ7HcDiETqebOq9Op4Pf72fF6M1mEy9fvsTJycnMmSAqlQqBQACBQOBaDQfuAgUjhBBCCCFXJNQvZDIZ0XGHw4GNjY3XvpC7qnkpWX6/H0+fPoVCoUA+n0ckEpkqvgdOawaWl5evXftyURBiMpmwuroKmUyGg4ODqWF7UqkUi4uLCIfDojqU6wYhk8kExWKR7YCMx2N0Oh1ks1lUKhW262MwGGC1Wtmk9kAgIAp+7oqw8/Pd734XJycnGI1GLBWr0+mA53no9Xo4HA6o1Wqo1Wo4nU5oNBr0ej10u10YDIapa5PJZPB4PAgEAmzSupB6Nut3ynEcnE4n2zV5qACaghFCCCGEkCsQ2vWe/WRZoVBgfX0dXq/3SufoDsb4tb0cTiodBKwa/OQzF1Ty+6spuSwly2QyIZPJIBKJTKVFAYDH40E4HJ6aXn4Zodj9+Ph4bhCiVCqxv78/tQMjtAVeXl4W7UhcJwjheR6lUgnpdBrZbJb9zhqNBjKZDHutWq0WVqsVFosFNpsNoVAIHo/nXtKTBoMB3n//fXzwwQeoVCoYDAao1Wqo1+vodrvgOA5WqxUOh4OlZQmT0yeTCXieh81mmzqv1WqF3++Hx+OBVCpFo9HAzs4O0un0zF0QtVqNYDAIv9//KGbdUDBCCCGEEHIBoaj4/Cf3Pp8Pz549m1ksPMvWSQ0/98sfoNT6rFjYplPgF3/2S9j0m+7yki9NyfL7/UilUvj444+nulRJJBL4fD6Ew+FrFy5fJQjRaDTY399HNpsV3c5xHPx+P1ZWVkQ7TNcJQmq1GtLpNOtABZzOfalUKshms+h0OlCpVPD5fLBYLFCpVCwIEWoq7lqtVsN3v/tdfPLJJ+h2u+h0OiwIEWo9fD4fTCYT5HI5bDYbNBoNBoMBBoMBrFbrVIcylUoFv9/PistHoxHS6TQSiQRqtdrUNXAcB5fLhWAwCJvN9qjSCCkYIYQQQgiZYTKZIBaL4eDgQLSw1mg02NjYmJrwfZHecDwViABAqTXAz/3yB/jOz//Yne2QXNQla3l5GZlMBv/yX/7Lmd2ihEGF1/3E/CpBiE6nw8HBAdLp9FRBvNfrxerqqij4uWoQ0ul0cHR0hEwmI3rN4/EYpVIJuVwOPM/DarViaWkJGo0GHMfB7XYjFArBZDJd67VeVSKRwHe/+13s7+9jNBqhXq+jWq2i1Wqh1+vBaDSy1yzUhvA8D57noVAopoIGiUQCl8uFQCDAbqvVatje3kY6nZ45R0Sr1bKOWHdd98LzPMrlMlKp1MxdtauiYIQQQggh5JxarYatrS3RIovjOCwtLWF1dfXa7Xp/bS83FYgISq0Bfm0vh5/+3NVSveaZl5JlMBiwtraGarWKb3/72zMHFS4tLWFhYeHKuzyCfr+PSCQyNwhZWVmB0WjE4eEhksnkVBAi1Gec7VJ1WRASCoXgcrmQy+Xwne98Z2ohPBwOUSgUUC6XYTAYsLS0BJ1OB47jIJFIEAgEsLS0dC/takejEV68eIHvfe97SKfT6Pf7qNVqLAgZjUZwOp1YW1uDQqGA0WiEUqlk74vT6Zz6HRgMBgQCAXi9XigUCgyHQyQSCSSTSdTr9alrOD/I8K53QZrNJlKpFFKplGj36aYoGCGEEEIIeWU8HrN2vWcXWEajEZubm9eunRAky51b3X6Ri1KyFhYWMBwO8dFHH00NKhSmh9+kUPsqQYjJZEIkEsGHH344dR+Hw4G1tTXR+3lZEOL3+1mh/cuXL2deU7FYxGg0gtlsFrUdlsvlWFxcxMLCwr10xmq32/j4449ZPYiQilWpVNButyGXy+H1euFwOCCXy6HVaiGRSCCRSGA0GmEymURBg1wuh8/ng9/vZ+9RtVrFixcvkMlkpn6XwGkHrWAwCJ/Pd+2g8jL9fh/pdBonJye32gWZhYIRQgghhBAAxWIR29vbohoKiUSC1dXVWw+5C1g1t7p9nnkpWRaLBXK5HJFIZOpTa61Wi3A4DJ/Pd+1CbSEImTWFXUg7slgsiEajMwMgq9WKtbU1WCwWduyiIEQikcBgMEAikSAWi838BL7b7WIwGGAymUwVn6vVahZw3fXwSZ7nkcvl8OGHH2J3dxetVgv1eh2VSgX1eh2dToftSgn1IAqFAhzHQaPRwOFwTKXDnZ90PhwOEY/HkUgkREM1z74/Ho8HwWBQ9J7eBaEN8snJCUql0sz3XqFQwOv1zmwvfFUUjBBCCCHknTYYDLC3t4dUKiU6brPZsLGxcSfpPD/5zAWbTjEzVcumU+Ann7mudb55KVkcx0GtVs9s5Wo0GhEOh+F2u68dWF0lCLFarYjH4/jkk0+mUsFMJhPW1tZEdTbzghCh9a5GowHP83MLsmUyGQaDARQKxVRLZaPRyDpj3XWakhAg/OAHP8Dx8TFarRZqtRpKpRKazSaGwyHb+VGr1ZDL5ZBIJFCpVLDb7TCbzaKASaPRIBAIwOfzsddRqVSQSCSQyWSmdpWAz1K3fD7fVHH7bQhdyFKpFHK53Mw6FKF2xefzwW63QyKR3CrQo2CEEEIIIe+sdDqN3d1dDAafBQlyuRzPnj2D3++/s+dRyaX4xZ/90txuWlctXhdSso6OjkRBgZAKJJfLp7pjWa1WLC8vX6vgXtDv91lh+rwgxGaz4fj4GJ9++qnofQROF82rq6twuT4LtmYFIZPJBI1GA41GA2q1GhaLZeYC12w2QyaTodVqsXa4Z+9nt9sRCoVu9Fov02g0cHh4iI8//pi1B65UKiiVSuz9d7vdcLlckEqlkEqlbIK70+kUBUxSqRQejwd+vx8WiwUcx2EwGCAWiyGRSKDVak09v1QqhdfrZXNE7vq1pVIppNNpVgdyntVqhc/ng9vtvtMAiIIRQgghhLxzOp0Otre3USwWRce9Xi+ePXt2L3UFm34TvvPzP4Zf28shWb7+nJHzKVk8z6NarWI8HrM0oLNcLhfC4fCNFq6XBSErKytwOBxIJpP4jd/4jakFrFarxerqqmhn4nwQwvM8Wq0WyuUyGo0G7HY7vF7vVBBiNBrhcrkwHo+RTqenUrk4joPH40EoFLpxTc88k8kEuVwOL1++xIsXL5DP51Gr1VAsFlGr1dDr9aDT6bC8vAyz2YzJZAKO46DVauF2u6eCKrPZjEAgAI/HA5lMxjpSJZNJZLPZmbsgRqMRwWAQXq/3Tocw9no9pNPpC7th6XQ6+Hw+0a7NXaNghBBCCCHvDJ7nEY/Hsb+/L1pkq9VqbGxs3NusCYFKLr1216xut4vd3V2WkjWZTNgC3ul0ivL1OY6D1+tFOBwWdai6qqsEIU6nE6lUCt/4xjemdmHUajVWV1fh8/nmBiHtdhvlchmVSgWTyQQulwvPnj0TLdq1Wi28Xi9sNhtKpRJisdhU6pdUKmWdsTSam9XcXPQ+JJNJ7O7u4vj4GPl8HtVqFblcDq1WC5PJBCaTCeFwmAWuPM/D5/PB4XCIfidKpZLNBBGO9/t9HB8fI5lMTtX7AKfT1L1eL4LB4J0GWKPRCLlcDqlU6tI6EGH2yUX6/T6y2ezMnZyromCEEEIIIe+ERqOBra2tqRqExcVFrK2t3emnznfhfErWeDxGsVhEqVSC3W7H0tISW/ALLWtDodCNFuYXBSFCqpXT6UQ2m8U3v/nNqcWnUqnEysoKAoEAq4c4G4RUq1WUy2WUy2X0ej3IZDK43W44HA4WhKhUKni9XrYDEI1G8f3vf39qt0ChULDOWHfdNaparbJgVaibKBaLKBaL6Ha7UCqVsNlsLA1MIpFAr9fD5/PBZrOxvyGO4+B0OhEIBFhdBc/zKBaLSCQSbPbJeed3Tu6CUAdycnKCXC43sxOX0A5YeB0XNTYYDofI5XJIp9MsoJl1zqt6XP/VEUIIIYTcsfF4jMPDQ0SjUdECUK/XY3Nz887z7+/C2ZSs0WiEfD6PfD7PBggKKVkymQwLCwtYWlq6UWrZVYIQl8uFfD6Pb3/721PpPOcnoAOfBSFCU4Byucx2UGQyGfx+PwtCFAoF3G43vF4vLBYL6vU6jo6OpqazA6eF3qFQCH6//047Y00mE6TTacRiMcTjcRaEZLNZ1Go1jEYjVmQuDEyUSqXw+/1wu90wGAzsXHq9Hn6/Hz6fj/0+er0ekskkksnkVIoZ8Fkb30AgIDrXbTUaDZycnLB5J7PYbDZWB3JR8DMej1EoFJBOp5HP52emk90UBSOEEEIIeWuVSiVsb2+LUmEkEglWVlYQCoWu3dr2vp1NyRoMBuyTeWHnQUjzUSqVbHfgJsXEg8GAzQm5KAgplUr4zne+g2q1KrqPTCZDKBTC0tISW8QKOznvv/8+0um0qBXt2Z2QswGI8Cl8oVDA9773PZTL5alrvU0XsIt0u10kEgnEYjGk02lWtyGkHUmlUuh0OhiNRshkMshkMpjNZiwsLLB5IcJrEwrLhbQmnueRz+eRSCRQKBRm7oJYLBYEg0G43e47C656vR4bSDirFTAAtpPj9XovrAOZTCYolUpIp9NzO2sBgFZvxBAySHXW67WEe4WCEUIIIYS8dYbDIV68eIFkMik6brVasbGxcau5CPfhbEpWu91GNptFqVSCRCJhdQjCfIrb7A4MBgNEo1HE4/EL07Gq1Sq+973voVQqie4jlUqxuLiIcDjMFuODwYAN/CsWi6KFtxCEuFwuFoA4nU5IpVJMJhNkMhlEIpGZC2eHw4FQKASbzXbt13mRUqmE4+NjlrYUi8WQSqVQLBYxGAygUqlgsVig0WggkUig1WrZMEGj0cgCIpvNxnZHhN9Ft9tluyCzulIpFAr4fD4Eg8E7+xscjUbIZrOsDmQWpVLJ6kAuqkHheR6VSgXpdBrZbHaqO5rAaDTC6/WiNNHg3/3/7CLXGkGqNXlucv0UjBBCCCHkrZLJZLC7uytKTZHL5Xj69Cn8fv+dz524rWKxiJ2dHRSLRWSzWVQqFfA8zxa7crkcer0e4XB4aqjfVV01CGk0Gnj//fdRKBRE95FIJFhYWGAF20Ig8fHHH2Nra2tq4S2TyeDxeNh7frYd7Gg0QiwWQzQanXqcUIAfCoXuNGVpNBohnU4jHo+jWCwik8ng8PAQqVQK9XodPM9Dq9VCq9VCoVBAqVSyNsEul4ulXKnValaMLtTmTCYTZLNZJJPJqfdNYLPZEAgE4Ha772Q3Tqg/EVLKZtVsSKVS0TyQi/7ua7Ua0uk0MpnM3Na+QlMBYchhbzjG7/tvfmPm7JzroGCEEEIIIW+FbreLnZ0d5PN50XG324319fWpadcPrdvtYm9vD4eHh8hkMqjX6wBOayOCwSD0ej3MZjPC4TCcTueNgqjLgpCVlRW4XC60Wi189NFHU7UaHMfB7/djZWUFKpWKDcTb2dlBIpGY+uRcJpNhbW0NX/ziF+H3+0V1LL1ej00Tn9UZKxgMYmlp6U5byLbbbbYLUqvVkEgk8PLlS2SzWXQ6HSiVSmi1Wja4z2QyIRgMYnFxkQ0nFIq7/X4/bDYb+z20220kk0mcnJzMrMkQumgFAoE7GZwJAPV6nc0DuW0dSLPZZAHIrI5egLipwPkdlV/by906EAEoGCGEEELIG47nebbIPJvXrlKp8Pz5c9HAvcfgbG1FKpVinamkUilLyXI4HFheXobVar3Rc1w1COl0Ovj000+nps8DpzNXVldX2blSqRQymQzS6fTM4YZf+MIX8KUvfWlqR6PVarHHny98vm3tyyzCrkE8HkehUEC9Xsf+/j4ODg5QKpUwGo2gVqtZmpRQ8xEOh+H3+1nQajKZ4Pf74fV62bUJuyCJRGJuSpTdbkcwGITT6byTXZBut8vmgcyrAzEYDKwO5KKgu9PpsN/hvNki55sKzAuCk+XOzOPXRcEIIYQQQt5YzWYTW1tbUwXWCwsLWFtbu9NJ0XehUCjgG9/4BmKxmGhGh5CSFQgEsLy8fOPZEsIU73g8PlVwfDYI6ff72NnZQTKZnCqudrvdcLvdaDab+P73v88GE54PQpRKJVwuF9577z2sr69PfQpfrVYRiUTYfJSztFotq325qyYCw+EQJycnOD4+RrPZRKlUwqeffopYLIZmswmJRAKlUsmGDep0OiwtLWF5eRk2m4119/L5fPD7/aKgqtVqsV2QWXUUKpWK/f7uYubJaDRCJpNh3chmEXYtfD7fhSlt/X6fBSDn/zsRyGQyuFwuUVOBywSsdzPbhYIRQgghhLxxJpMJjo6OEIlERJ+263Q6bG5uwmKxPODVTWu32/iN3/gNbG1tidJrNBoNFhcX8eTJE4RCoRsXNV8UhOj1etYdazAY4MWLFzg+Pp7apTAYDNDr9Wg0Gvj444/ZcMWzQYhcLofFYoHL5cLnPvc5LCwsiIIQnudRKBQQiURQqVSmrvO2aWezNBoNHB8fI5VKYTAYIJlM4uOPP2aBg1wuh0KhwHg8Bs/zcLvdePLkCRYXF6HVasFxHBwOB/x+v2g3Yzwes1qQWQEBx3GiXZDbvp7JZCKqA5nVPlcqlYrmgcx7zuFwiGw2i0wmM3e4oUQigdPphNfrFc17uaqffOaCTaegmhFCCCGEvFsqlQq2trZEg/ckEgnC4TCWl5cfVbvewWCA3/zN38T3v/99UWGwMD38y1/+MsLh8I3rWa4ahIxGIxwcHCAWi4nStobDISaTCTQaDRqNBhqNxlQQIpVKYbfbYbVaYbVa2VyRs0GIMKsjEonMnMbtdDoRDofvLEjkeR65XA7xeBzlchnD4RB7e3v49NNPWUcvmUwGuVyO0WgErVaL1dVVPHv2DB6PB1KpFFqtFoFAAD6fT/T+N5tNJBIJpFKpqdoW4LSIPRAIwO/330l9S61WY3Ugs3ZdOI5jdSAul2tuHch4PEY+n0c6nUahUJgZzAgBlNfrvfBcV6GSS/GLP/sl/Nwvf4DpqTBXR8EIIYQQQt4Iw+EQL1++RCKREB03m83Y3NyEXq9/oCubNhgM8OGHH+Lb3/72VHGwy+XC1772Nayurt54gvhwOGQ1IRcFIePxGEdHR4jFYmxhPRqNUK1W0e/3YTAYYDAYMB6PRUHIaDSCyWSC1WqF0WiESqVCKBSaCkKGwyESiQTi8fhUFyaJRMI6Y93V76bf7yOZTOL4+Bi9Xg/NZhMffvghXrx4wd5noW3wZDKByWTC+vo6njx5AqPRCKlUCq/XC7/fLwqMxuMxMpkMEonEzFQmYaJ6MBi8tDPVVXS7XTYPZFbwBlytDkTYTRFmgcybhG6xWOD1euHxeO50av2m34Tv/PyP4dnf1yBxksnc5BwUjBBCCCHk0cvlctjZ2REteGUyGZ48eYJgMPho2vUKHbJ+67d+a6rA2WQy4Ud/9EexsbFx40+kLwtCVlZW4Ha7MZlMEIvFEIlEMBgMMB6PUavVUKlUMBgM4PF4YLfbAYAFIZlMhrWuNZlMrIZiVhDS6/UQi8WQSCSmrkMmk7HOWHfVwaxWqyEejyOTybAi8h/84AcsyOI4DhzHsXQkv9+Pz33ucwiFQiy1TGite/Z1NBoNtgsya6ifMHn9bGH7TQmpU7etA+F5ngWN2Wx25u4N8NksEI/Hc6cdyqauWS6FSS1HrFWeLg66AgpGCCGEEPJo9Xo97O7uTrWcdTqdeP78+b0usq6j1Wrh8PAQH374IdLptChFRqvV4qtf/Sp++Id/+MaTtq8ahAidxY6OjtDpdFCv11GpVFCtViGXy+Hz+ViHJCEIaTab0Ol0ePr0KSv4nxeENJtNRKPRqdcInBa0Ly0tIRgM3knjAGGWSTweR61WA8/z2NvbwyeffMKCEiEI5TgOCoUCKysr+MIXvgCn08mKyv1+v6i1rlAcnkgkUKvVpp5XIpHA5XIhEAhcWJdx1ddwV3UgV5kFotPpWCveu2onfNZkMkGr1UKr1UKz2USz2USr1WJtqW+CghFCCCGEPDo8zyOZTOLly5eiT36VSiXW19fh8dxo2POdq9VqiEQi2N/fx/Hx8VRx+he/+EV87Wtfu/Gn6sPhELFYDLFY7MIgBABSqRQODg6Qz+dRLpdRqVQwHo+hUCgQDAbZQncymWAwGKDb7cJoNLIdEmB+EFKpVBCJRKZmuACnC+BQKASfz3dnrWwTiQSbY9Jut/Hxxx9jZ2cH9XqdBSFSqRQcx8FgMGBzcxOf//znodFo4HQ6EQgEptKphDkj6XR6ZjrT2UnrZ+ej3ES1WmWtkC+qA/H7/XC5XHOD1KvMAlGr1SwAuatBkePxGO12mwUcQtDRbrdnFsPfBgUjhBBCCHlUWq0Wtra2proxBQIB0af3D6lUKiESiSCVSiGZTIrqDIQg4Wtf+9qNC7YvCkJ0Oh1WV1dZEJLNZvHRRx+xrk9C8CbshNjtdkgkEmg0GkilUjSbTSiVStGCe1YQwvM88vk8IpHIzDoKi8WCUCh0Z52xyuUy4vE420HI5/P44IMPcHR0xBbiEomE/f69Xi/ee+89LC8vs5kgPp9PVBMxHA6RTqeRSCRmztUQBhoGg8Ebz3QRdDodVgcyL3AwGAzw+/3weDxzA9ROp8MCkItmgXg8Hni9XpjN5hu//+PxeGqXo9lsotPp3HnQMQ8FI4QQQgh5FIRhgIeHh1NpThsbG7DZbA94dZ8tzo+OjlCpVJDL5Vi6EHBaExIIBPDee+9hYWHhRgvEqwYhHMchFovht37rt5BIJEQ7MjKZDG63Gw6HAzqdDi6XCxzHIZvNTg3NmxWETCYTpFIpRCKRmYtql8uFUCh0J52xRqMR0uk04vE4ms0mhsMhIpEIa83b7/chkUggk8kglUohk8mwvLyMH/qhH2KL8UAgMDWXpVKpIJlMIpPJzNwF0ev1rJPWbQq6h8Mhmwcyq5UxcFoH4vP54PP55hbyX3UWiDCM8LrpY6PRaG7QcV0ajQZ6vZ61Re73+zdOPwQoGCGEEELII1CtVrG1tSVaLHMcx9r13maxc1vn29bW63WWksVxHKxWK9xuN1ZXV/HkyZMbpfhcFoSsrKzA4/Gg1+vh/fffx/vvv49CoSC6n1QqZbUOfr8fbrcb7XYbR0dH6Ha7ovvOCkKGwyGOj48Rj8dFwQ1wuoPg8/luNQvlrHa7jePjY5ycnGA4HKJWq2Fvbw87OzusLa1MJoNKpQLHcdDr9VhfX8d7770nen1n08KEoYfJZHLmpHKpVAqPx4NAIHCrQGoymaBQKCCVSiGfz8+sAxECB5/PB6vVOjNwEAra0+k0yuXy3FkgwjBCh8NxaRrcaDSaCjiazebU7/8qtFot9Ho9dDod9Ho99Ho9pFIpqtUq6+Al/J3M6+J1FRSMEEIIIeTBjEYj7O/vIx6Pi46bTCZsbm7eWQ78TYzHYySTSUSjUXS7XdZWtlqtskF5brcbdrsdz58/v9ECVwhC4vH4VFckIQix2WzIZrP41V/9Vezs7EwttCUSCTweDz7/+c9jYWEBFosFmUwGn3766ZWCkG63yzpjnV9UyuVyBINBLC4u3rqbFM/zKBaLiMfjKBQKrJB8Z2cH+/v7qNfr4DgOKpUKUqkUEokEDocDX/jCF/DFL34RCwsLM2d7lMtlJBIJZLPZmYGBwWBAMBiE1+u9VYqfUAeSTqdndrASZngI80BmBdDj8ZjtqN1mFshwOJwKOJrN5tzC9nk4joNWqxUFHDqdDjqdDlKpFMPhEOVyGcViEUdHR3PbEN8GBSOEEEIIeRD5fB47OzuiBbNUKsXa2hoWFxcfrF2vsEMQi8UwGAwwmUzYApLjOLjdbrhcLqjVaqytrd0oJeuyIGRpaQkSiQQnJyf4zne+g5OTk6mORVKpFE+ePMFXvvIV+P1+cByHVCqFb37zm1cKQhqNBuuMdf5TeZVKxTpj3WYwnvBaT05OcHx8jHa7jXa7jVgshu3tbSQSCbTbbSgUCmg0GkgkEiiVSjYQ8ktf+hKr5zj7Hg8GA5ycnLDHnyfMEwkGgzCZTDe+9na7jXQ6fWEdiMlkYgXks3bFhJ2UTCZz4SwQq9UKr9cLt9vNUscGgwEqlcpUIflNg46zAYfw9exuy2QyQbVaRSQSQbFYZF3M5lEoFLDZbLfqakfBCCGEEEJeq36/j729PaTTadFxu92OjY0NaDSaB7muWbMzhJSs8XgMj8cDh8MBmUwGv99/o5Ss4XCIeDwuGkIo0Gg0MJvNGI/H2N3dRbvdRiqVEtUQCN2jnj9/jh/+4R+GwWBgNR6Hh4dXCkLK5TIikchUmhdwWksRDofh8Xhu3Rmr0Wjg+PgYqVQKg8EAxWIRBwcH2NvbQz6fx3g8hkqlgsFggEQiYcMav/a1r+Hzn/88PB6PaCeD53mUSiUkk8m5bXKFuh2v13urWS6X1YGo1WpWBzIrbe2qs0CEQMZqtbIUq4ODAxZ0nE+Xu4xEIpmZXqXVauf+PpvNJorFIorFIsrl8oUpVxKJBFarFXa7HTabDQaDgbVVvikKRgghhBDy2pycnGBvb0+0OFMoFFhfX4fX632Qa2q324hGozg5OWELXCElq91uw+VywW63QyqVskDguilZ84IQnucxHo+h1WrR7/dZHr6wEBY+ldbpdLBarVhfX8fz58+h1WoxmUyQTCavFITwPI9sNotIJDJztobVakU4HIbD4bjmuyfG8zxyuRzi8TjK5TLrDLWzs4NYLIZqtcpqQYSCdJvNhs997nP48R//cTx9+nSqyLvX67FakFkF1zKZDD6fb2Yh+1UJ3btSqdTc9CmZTAaPxyOa1XJetVplnbBmBRLD4ZAFXsLv8OjoCHt7e9e6XolEMpVapdfr2e7SRXq9HkqlEgtALgt4hPbPdrsdFovlTto3n0XBCCGEEELuXbvdxvb29tRUcp/Ph2fPnt3qk9WbajQaiEQiyGQybNEvpGRVKhXWNUro5nSTlKxZQQjP82i1Wuh0OlCr1dDr9ej3+xgMBkin0yiVSuB5HhqNBhaLBVarFQsLC1hdXYVer79WEDIej1nK2aw0I7fbjVAoBLPZfIt38rPg7fj4GJ1OB9VqFUdHR3j58iXS6TR6vR6USiX7JF2j0cDj8eBHfuRH8LWvfQ0LCwuiRa5QX5JIJJDP52emCpnNZgSDQXg8nhs3OKhUKmweyLw6EIfDAZ/PB6fTOfN5Go0G64QlBEvCHBfh32QygUajgdFohEajQafTuVInK6lUymo4hMBDCDqu+nc4Go1QLpdZADKruP8sjUYDm83Gdj/u+79NCkYIIYQQcm94nmftes+mf2g0GmxsbIgG7r0u8wb41et1lEolWCwWPHv2jC32fD4fnj59eq2UrFlBSKfTQblcRrvdhs1mg8PhAMdxrKtSPp+HQqGA2+2G1WqFWq2Gw+HA2toajEbjtYKQwWCAw8NDxOPxqaF7EokEfr8foVDo1lO6a7Ua4vE4MpkMut0u0uk09vb2cHx8zIIqIQiRSqUwGo1YXl7G7/gdvwNf/epXp3ZBut0u2wWZ1QFKmJ0SCARu3NxASH9LpVJzAwKTyQSfzwev1ztzMS7s+MRiMRQKBXS7XfR6PRZ8jMdjyOVyWCwW2Gy2uS19BVKpdCq1Sq/XQ61WX7seied5VKtVFnxUq9UL6z7kcrko+LiPye0XoWCEEEIIIfeiXq9ja2tLVHjNcRyWlpawurr62tv1FgoFNiPkrH6/j2azyRb0gpukZJ0PQnq9HsrlMmvd6vV64fP5wHEcRqMR24UxmUx48uQJqz+wWq1YW1uDxWK5VhDS6XSwv7+PZDI5szPWwsICFhcXbzVhfDKZIJPJIB6Po1qtolarIRqNYn9/n+0OnO2KpVKpYLfb8fnPfx4/8RM/gefPn4t+98L8lmQyiUKhMHPhbLFYEAwG4Xa7b/R3MxgMWB3IvDke8+pAeJ5Ht9tFsVhkTQcKhQJ6vd7UeyyVSmGxWGCxWNgu0FkymWxm0CG0ML6pVquFYrGIUqmEUqk01R76LIlEwoIku90Oo9H4YM0iAApGCCGEEHLHxuMxDg4OEIvFRAtLg8GAzc3NW3U3ui6e55HJZBCJRKamWU8mE/bv7EDFm6RknQ1C2u02KpUK2wVRKpWsSJnjOIzHY5TLZfT7fRiNRni9XvY8JpMJa2trsNvtLAg5Ojqa+gT/fBAyK+VMoFarsbS0hEAgcKvOWN1uF4lEAolEAq1WC7lcDru7u6LJ71KplE16F7qCffnLX8bXv/51FoQJOp0OkskkTk5OZnaHUigU8Pl8CAaDN5ptcrYOZF6ql1wuZ/NAzGYzut0ums0mcrkcms0mqtUqkskkisXi3GnoEokEJpMJVqsVRqORTYmfF3TchX6/L6r7uKy7lsFgENV9POTcnvPuLRjhOC7w6tsCz/NX7j/GcZwSgBMAeJ5P3se1EUIIIeR+FItFbG9vixbPEokEq6urrF3t6zCZTHBycoJoNDpVKyHULAifbJ9doF83JWs0GiEej+Pg4AD5fB7lcpnl5CuVSiwtLYna0vI8j16vB5vNJnovDAYDVldX4XK5rhWEFItFRKNRFIvFqWszGAwIh8NTwwGvq1wuIx6PI5vNolarIRKJ4PDwELlcDu12GzzPsyBEqVTCZrPh6dOn+G2/7bfhc5/7nCjQEwKERCIx85oBwGazIRgMwuVyXfu6hRSlk5OTC7tYGY1GGI1GqFQqtNtt7O7uotVqYTKZYDweo1aroVwuo16vzwxiOI6D0WiE0+mE3++H2WwWBR93FXQIhABW2P2YFxgJ1Go1S7uy2Wy32gm7b/e5M3IMYALgZwD8z9d43NcB/C+vHks7N4QQQsgbYDAYYG9vD6lUSnTcZrNhY2PjteWhj0YjJBIJxGKxqU+LpVIpHA4Her3eVKrOdVOyRqMRjo6O8NFHHyGfz4sWrWd3QqRSKVuMV6tVDIdD0Xuh1WqxuroKj8cDnuevFIRIpVJkMhlEo9Gp2SPA6XseDodvVY8zHo+RSqUQj8dRqVSQyWTw8uVLJJNJ1Go1DAYD8DwPmUwGuVwOrVaLhYUFPHv2DF/5ylewsrIiqulot9tsF2RW9yalUgm/349AIHCjv5V2u42TkxNREflkMkG/32d1HMJ1qlQq1Ot10Xs3mUxQr9dRLpdRq9WmumnJZDKo1Wp4PB4sLi5iaWkJFovl3hb5PM+jXq+znY9qtTqzw9fZ6xPSrux2+2uv+7iN+17s3yYB7eGS1wghhBByZel0Gru7u6JCablcjmfPnsHv97+WaxgMBojH4zOHCApTxHmeZzNDBNdNyRoMBvjwww/x0UcfoVQqiRaISqUSHo+HLQo9Hg/G4zHi8fhUcKFWq7GysgK/3w+e53FycnJpEMJxHJLJJGKx2NT9hGGM4XD4xu1tgdNF/fHxMU5OTlAqldguSLFYZIXZPM9DLpdDqVSy2panT59ifX0dS0tLbE7MZDJBNptFMpmc6qImcDgcCAQCcDqd194FEbqPCXNHhKBDKCTv9XpQKBSwWq2w2WxTuxU8z6PRaKBSqaBSqbCic51OB7VaDZVKBbVaDbfbjYWFBXg8njvf8Tir3W6L6j7m7eoAp7uNZrOZ/a2ZTKYHrfu4Ddp5IIQQQsiNdLtdbG9vTw3P83g8WF9ffy2pId1ulw0qPF9MLEwR12g02N/fR6vVEt1+1ZQsocD6/fffx/b29tQn+0IQsry8zCZoV6tVHBwcTD2nUqnEysoKAoHTbParBCGTyQTRaBTHx8dTnbGkUinrjHXTYZFCG10hFUsolj85OUGj0RC9XoVCAa1WC7/fj2fPniEUCmF5eRkLCwus61Sr1UIikWDDDs9TqVQIBAIIBALXmtwt7F7EYjE2Ob7T6aDf74tSqYQi8oWFhZldrISBgt1uFzKZDFqtlgUrwpBFvV4Pr9cLj8dzb7sMg8FAVPcxq3vYWXq9XlT3cZv6n8fkMb4K06uvlzdfJoQQQshrx/M84vE49vf3RQGASqXCxsYGnE7nvV9Dq9VCJBJBOp2eSl/RarUIh8OwWq3Y39/HixcvRLcbDAasr6/DarVe+BxC8fInn3wytaMCfBZYbG5uwufzQavVsqDlfE6/QqFAOBxmOxypVOrSIKTf7+Ply5c4OTmZem6FQsE6Y910DsRwOMTJyQmOj4+RTqdxdHSEaDSKSqWCdrvN3leJRMJ2QZaXl7G8vAyfz4dwOAy/3w+pVMrSuhKJxMyp5cK8jmAwyFoazzMej9FqtdBqtdBsNtFoNJBOp5FKpeZOCOc4jhWRm0wmtsuiVquh0+nAcRxarRYajQab7XKeRqNhAchN2wZfZDweo1KpsN2PWSl2ZwldyIS6j/vclXlIjzEY+ZlXX08e9CoIIYQQMqXRaGBra2tqivfi4iLW1tbu/dPaer2Oo6MjZLPZqdsMBgOWl5fhdDoRj8fxrW99ayola3V1FYuLi3MXw81mk6X+CDsF5xe/BoMBX/ziF/GFL3yBdQYrlUr45JNPpmpRZDIZQqEQK96/ShDSarWwtbWFbDY7VTyt0WgQCoVYEHATjUYDx8fHOD4+RjQaZV24Wq0Wer0eJBIJeJ4Hx3EwGAzweDxYW1uD3++Hy+ViRfEcx6HRaCCZTCKVSs1MK1Kr1WwX5Pxiejwes12KZrPJvhcaDnS7XTasb9YOC3A6md5ms8Hr9bIicuEfx3HI5/NIp9Nsh+r836dQ3+PxeG49+PE8IQ1M2PmoVCqX1n1YrVa2+3GTDmJvojv5XwyO434awE/Pufnf5zju91x2CgBaAJ8DEALAA/jNu7g2QgghhNzeZDLB4eEhIpGIaIGs1+uxubl55wu584T6hVkdmCwWC5aXl+FwOFAsFvHtb3/7WilZwgC7TCaDarWKfD6PXC4nmtUgl8vh8Xjwla98Bc+ePWOfvFcqFRwcHEzVREilUiwuLiIUCkEmk10pCKlWq/jggw9m1lcYjUaEQiF4PJ4b1QbwPI9cLod4PI5IJIKjoyPEYjE0Gg20Wi2MRiPIZDJIJBJIpVK43W4Eg0GEQiHY7XZWj2Kz2TAej9lgwlkzOziOg8vlQiAQgN1uZ0GHMP1bCDpmDRwcDocsAJl1u1KphMViYe+t0+mETqdjgVmv10Mmk8HOzs5UwCwQ2vmebbd8VzqdDtv5KBaLF9Z9cBw3VffxurrNPSZ39fHF5wD8IZwGEWdxAH70muficJqi9ZdvfVWEEEIIubVyuYytrS1Ri1yJRIKVlRWEQqF7W0AJtRqRSGTmotfpdCIcDsNisaDb7eKjjz5CJpMR3Wdel6x+v49MJoN0Oo1qtYrxeDwVhEilUpjNZvh8Prz33nvw+/3stdbrdezv70/Vy0gkEgSDQSwvL0Mul18ahAQCARQKBfzWb/3WzHatdrudBQE30e/3WYeuly9fIhqNolAooN1us+GEEokEEokEOp0ObrcbS0tLbKfA6/UiFArBaDSiXq9je3sb6XR65lA9hUIBi8UCk8mEwWCAWCyG7e3tS2shhFa6Z1vWKhQKmM1mqNVqllYVCoUQDAanAt/BYIBUKoV0Oo1yuTzzOaRSKVwuFzweDxwOx539zQ6HQ1Hdx7yJ7gKdTidKvXpb6j5u467fgVmh5XXCzTqA3wDwZ3ieP7ibSyKEEELITQyHQ7x48QLJpHjsl9VqxcbGxr2lkQgTviORCJvZIeA4Dh6PB+FwGAaDAZPJhHV8uiwlazgcIpfLIZ1Oo1Qqgef5qSCE4zhYLBZYrVa43W6srq7C5/OxxWuz2cTBwcFUmhjHcfD7/VhZWYFSqbw0CPH5fMhkMvj2t789tVg//xpvolarIR6PY2trC4eHh0gmk2i32ywVS6FQQC6Xg+M42Gw2+P1++Hw+uFwu6HQ6BAIBLC0tQaFQIJ1OY2tri9U4jEYj1rmq3+9Do9FAp9Ox3ZdcLnfp9fE8z1KyOp0OFAoFuw6VSsUCJKfTCZ/PNxVACNPr0+k0isXizFkgEokEDocDHo8HLpfrTgb9TSYTVCoVFoDM230RCHNXhNSrt7Hug+f5Cye+X+augpG/AuBvn/mZAxDD6U7JHwXw65c8fgKgxfP89McehBBCCHntstksdnZ2RJ2U5HI5njx5gkAgcC9tRMfjMZLJJKLR6NQCXSKRsK5RQnejYrHIhtWddTYlSwg20uk0CoUCy9k/G4SMx2MYDAZYrVZWdyAUaQsL4E6ng4ODA6TT6amFr9frxerqKtRq9aVBiNvtxsnJCb75zW9OpfBIpVIEg0EsLS1dq8uUQAjiXr58iU8++QSxWAyVSgXdbpcN9FMqlWy3QdgpcLvdsNvt0Gg0WFxcxMLCAtrtNl68eIFIJMICGCEAGQ6HUCqVcDgccLlcrAPVPBKJBFqtltVxNJtN1Go1duw8i8UCn88Hj8cjOvdkMkGhUEA6nUY+n59byG61WllXs8uu7TI8z7MUM6HuY9bzCqRSKav7sNls91II/xiMRiMUCgXk83nk8/mpwaLXcSfBCM/zdZzuajCv/keKw+kE9sRdPA8hhBBC7lev18POzs7Up9tutxvr6+v38snucDjE8fExYrHYVKGyTCZjC3ThuXu9Hvb29mamZK2vr8NsNqNUKiGdTk/VfozHYxQKBWSzWajVavh8PpjNZsjlcjb742wQ0uv12M7C+SBE2DnRarWXBiF2ux2JRALf/OY3p4qYFQoFlpaWsLCwcKPFc6/XQywWw/vvv4/9/X2kUin0ej226yCVSqFUKiGXy2E0GuHxeGC32+F0OmEymSCXy+F0OqFWqxGNRvHrv/7rKJVKU592C7tGdrt95iJbSPU6O4lcr9dDKpUim80ilUqx3ZXzaVJarRY+nw8+n0/Uopjnefa7zGazcz+BF1LK3G73rf9Gu92uqO5jXvE88FkXL2H3w2w2v7V1H51OhwUf5XL5wmL867jPRLXFV18LF97rHnEcZwLwJQBffvXvSwDcr27+Fs/zX7/m+TwA/i0Avxunr88IoITTzl/fBvArPM9//5JzfBnAvwPgR15dSwPAHoC/B+CXeJ6fH24TQggh94TneSQSCbx8+VK04FOpVHj+/DlcLtedP2e/30csFsPx8fHUInPWAn0ymSAWi81MyVpZWYHRaEQ6ncaHH344tYAUgpBGowGDwYBnz56xYvZZQUi/30ckEsHx8fHUosvhcGBtbQ16vR6pVArvv//+3CDEaDSy9/U8rVbLUrZukkJULpexvb2NH/zgB6wYvd/vo91uo9vtQq1Ww2AwQKvVwmw2w2w2Q6fTsfS6ZrPJnvfg4ACVSmVmupNarWaf9AtF7ucDDr1eD41Gw3bMxuMxcrkc9vb25qZRKRQKeDweFhAKeJ5HtVplAcisie0AWKcvr9d74xkrwGdF88Lux2Wf8mu1WpZ2ZbVab7378ljxPI9arcYCkFk1TYLb7JTeWzDySHZDPgGwcBcn4jjujwL4iwDO7yd6Xv37CoAVAL/ngnP8JwD+SwBnQ2Y7gK+/+veHOY77KUpXI4QQ8jo1m01sb29PzYcIBoN48uTJnS+2Op0OIpEITk5Ophb6arWaFXafXaDPS8kyGo0wGAyIxWLo9XpTzyXMrOj3+zCbzXC73ey2WUHIcDhENBpFLBabSscRpo2bTCakUil8+OGHM4MQYdDi8fHxzCDEZDKxlK3rLuLG4zFisRi+973vYWdnB9lsFoPBQJSKpVKpYLFYoFQqodFoIJPJ2O+w2+1CLpfDbrezHalZ75tEIoHNZmPXKQQcOp1OFHScJQxPvGgXQyKRwOVywefzwW63i3YR6vU6ayowr+hdq9WyAGRWitdVTCYTVKtVtvtRq9VmBksChULBgjG73X6jFLo3xXg8RrFYZAHIvEAQOP1vz+l0wuVy3Sod7W0v4T/7X0oewAcAfuraJ+G4nwfw51/9GAPwCwB+AKCK0yGNz3Ha2nhu/zaO4/4tAP/1qx8TAP4sToMlB07ran43gN8G4J9wHPdjPM/fzd4XIYQQMsdkMsHR0REikYgoKNDpdNjc3JzqQHVbjUaDzbQ4v/jT6XQIh8Pwer2iBeqslKxut4terwe9Xo96vT5zeJyw+B4OhzAajaLbZgUho9EI8Xgc0Wh0qpbDZDJhbW0NVqsVqVQKn3zyycwgZHFxEXK5HIlEYqrwHjjdURGGMV5Xq9XCJ598gu9+97ussL/f76Ner7MATalUQqvVQi6Xs0DEbDZDq9VCIpHAYrFAq9Wi3W4jFoux34FUKoVKpWI7ICsrK1heXobBYLhSsNRoNFg3q1mBDXAayPl8vqk6jna7jXQ6LZoFcp5KpWIBiDDX5boajQZLu5o3OFEgkUhE8z6EWpe3Va/XQ6FQQC6XQ7FYnJt+JQSoTqeTpfXdhdcSjHAc5wLwOwA8BWAGcJVkPp7n+Z+75VP/DQBxAO/zPH/y6lrmh74zcBz3dQB/7tWP/wDAH+Z5/nyY+E0Af53juJkjUF+li/2lVz+mAXyF5/n8mbv8c47jfgHA/xmn6Vv/JoC/c53rJIQQQq6jUqlga2tLtACUSCQIh8NYXl6+07z3SqWCSCSCfD4/dZvJZGKDCs8u+M6nZPX7fVQqFdRqNZjN5pntWRUKBRwOB8bjMUqlEobDoWjhq1arsby8LGrROx6PkUgkcHR0NJXaZTAYsLq6CofDgVQqhW984xszg5BgMAiO45BIJKYW4xzHsfa41/30WJh0/61vfQvf//73kc/n0el02C7IYDCAUqmEyWSCwWCATCaDTCaDwWCAyWSCUqmERCKB2WyGVCplO0RCrYxQyC7sNgSDwSsv9nu9HpuKPi99R6fTwefzTaVRdbtdtgMybwq5MNfF6/XCYrFcOxjo9Xos7apUKl34CT9w+nco7H5YLJa3tu5D0Gg0WAOHizqCKRQKtvtxX62I7zUYebUI/ysA/g0AN+mndqtghOf5v3T5vebjTv/y/xZOd1h2APwsz/Nzdz94np9X4fRzOA3CAOA/PheICP4EgN+L0zqUPwUKRgghhNyD0WiEly9f4vj4WHTcbDZjc3PzxqkvsxQKBUQikZmzH2w2G5aXl2fOzyiVStjZ2UG1WkW1WkW5XEaz2YTVakUoFIJC8dlnfzKZDC6XCy6XC61WC/F4fGrhOSsImUwmbP7G+QBCq9VidXUVLpcL6XR6bhDi8/kwmUwQj8enUpJkMhlrj3uVT5B5nken02Gdmz744AN88MEHiMfj6HQ6mEwmLB2L53no9Xr4fD7odDpMJhPIZDIWlCiVSuj1ejgcDqhUKgwGA6hUKtH7BpwuwIPBIDwez5UWmUI73VQqxVojn6dQKOD1euHz+USBzWAwYAHI+XRAgTALxOv1TqVwXeXaztZ9zNtlEWg0GlHdx/n35m0zmUxQLpeRy+WQz+cvnP2i1+vZ7ofZbL73XaF7C0Y4jlPjdGbIJq43a0RwrR2Me/ITAFZfff/nLwpELvEzr742AfyjWXfgeb7Fcdw/wunuyDrHcWGe5yM3fD5CCCFkSi6Xw87OjmjxLZPJsLa2hoWFhTtZdPA8j2w2i0gkMvNTb5fLheXl5ZmfwPd6PWxtbeHFixcol8toNBrgeR5qtRpra2tsZ0GYH+H1emGz2ZBKpabaEAOzgxCe55FKpXB4eDgVYKjVaqyursLj8SCdTuOb3/zmzCDE5XJhNBrNLG5XKpVYWlpCMBicWWszmUxY0NFqtUQTyfP5PF6+fImjoyM0Gg0Mh0O2K9Tv9yGXy+FwOOBwOCCTyTAej1kdjNPphEajYbUdw+GQvR9nu0vJZDL4fD4Eg8Er7dQI3axSqRSy2ezM9KZ5dSDXmQXi9XrhdDqvXMg/mUzYoMRisYhqtXph3YdcLhfN+7hNwfubYjAYiNKv5nUiE9ohCwGI0Dr7dbnPnZH/G04ns/MAagD+Jk6DkzSAi/fKHo/f9+orD+D/Kxx8teNjB1DheX72qM/P7ivHaScvAPj+jBSvs76B02AEAL4KgIIRQgght9br9bC7uzs1qM/pdOL58+d3kvs9mUyQSqUQiUSmuhFxHAefz4dwODxzUOJoNMIHH3yA999/H+VyWVTL4PV64XA4IJVKYbPZ4PV64XK5IJFIWKvcqwYh2WwWBwcHU5+aK5VKVkOSyWTmBiFWqxXD4XBqCCRwupsSDodZHcpkMhEFGsL37XZbFMAIk8r39/dZ4fZkMmHBhFDzsrKyAo/HA6lUislkIuoixfM8eJ6HXC5nBfvnWSwWBAIBdo7L3LQOZDKZIJvNslkgs+oPhEGLwu/yqg0SWq0W2/kol8sXDtoTamSE1Cuj0fhW130IhKA2l8tdGKAJga3T6YTD4XjQjmD3GYz83ldfywC+zPP88T0+1335oVdfj3meb3Ac9/sB/Mc43e0BAHAcdwzglwH8JZ7nZ+0JruCz9/nFJc+3f+b7pze6YkIIIeSMZDKJFy9eiIqylUol1tfX4fF4bn3+0WjEBhWeX7RKpVIEAgGEQqGpgEf4xH13dxc/+MEPpgIYq9UKv98Pp9MJr9cLj8fDhhgmEglEIpErBSEAkM/nsb+/P1XboFAoEA6HEQgEkM1m8a1vfWsqCBFmcwwGg6lgDjjtKOR2u6FWq9Fut/Hxxx+zoGPeQnAymaBUKuHw8BCHh4esGJ3jOJaOpVQqsbCwgPX1dZhMJjSbTYxGIzgcDtjtdsjlcvT7fdEckfO7FnK5HH6/H4FA4Erpd1epA9Hr9SwNS/idTiYTFItFpFKpqbkuZ1ksFng8Hva7vEy/32c7H8VicW5QJDAYDGznw2Kx3MnE9ceO53lUKhWWfnVRW2KNRgOXywWn0/mo6mLuMxhZxumOwt98EwMRjuMkANZe/VjiOO6v4HS357wFAP8FgN/LcdxP8jyfOne778z352877+TM9/6rXy0hhBAi1m63sbW1NVWv4ff78ezZs1t/EjoYDBCPxxGPx6e6T8nlciwsLGBpaWkqF79SqSCTyeD4+BhHR0dT9QNqtRrr6+t4+vQpPB4PS6cRWtrOCkJUKhWWl5cRCAREC6xSqYT9/X1Uq+KO+TKZDKFQCAsLC8jlcvj2t789FYTIZDJotVoMBgOUSiWMx2P0ej02iVyj0cBoNKLRaMwtwj6v0+kgmUwiFouhUCig1+tBIpGw9rv9fh8WiwULCwtYXV0Fz/Mol8vodDrweDwwm83geR6NRoO18J2VbmS1WhEMBuF2uy9dcI5GIzaQsFQqzbyPUqlkAYjQmUxYBKfTaWQymbmDAQ0GAwsmL0uNGo1GqFQqLPiY1ZHsrLPzT+x2+1tf9yEYDocoFovI5XIoFApT//2dZTabWQByl/Vgd+l1dNO6bDfgsTLis3kgz3E6MLEI4OcB/M8A2gA2APwZAD+J052Mf8Rx3FfPDS48+5u/uJpKfPv0PvYMHMd9NOemtTnHCSGEvMUmkwmi0SgODw9FKTJarRYbGxszC8avo9frIRqNIpFITH0Sr1QqEQqFEAwGRQXRjUaDtW9tt9vI5/NIp9Oi69NoNHjvvffw5S9/WdSK96KdkHlBSLVaxf7+/tTiWiqVYnFxEUtLS8jn8/jN3/zNqSAE+OyT/ng8jm63i263y3YubDYbXC4X2xW4qE5B6FbVbrcRj8dxdHSEUqmEXq8HmUwGhULBPsl2uVxYW1uD2+1mE8BNJhNWVlag0WjQ7/eRzWbZFPTzOwsKhQJ+vx/BYPDSnH9hHoiwkzGrDkQoJhfqQIQUp3q9zn6X83YqtFotvF4vvF7vzLS8s9dxvu7joqnecrlc1HL3ddc2PKSz08/nNQ8ATn9vdrsdLpcLDofjSjtQD+0+g5FjAM9wxUX1I3T2L1wFoAfgx3ie3z1z/H2O434XgH8B4HfiNK3rZyAuUj+7Lz2v25bg7P/Kvr0TdQghhNyLWq2Gra0tUYoNx3EIhUJYWVm5VdpKu91GJBJBKpWaWjBqNBqEw2FRelSn02GLVuET7kajIRqyJywu19fX8ZWvfEVUaH2TIKRer+Pg4GCqhbBEImE7NcViEd/5znfQbDZZoCH8Gw6HrFvVWcLC3OVyzfz0/WzhuF6vh1arRb/fRzwex0cffcSCkNFoBJ7n2ZwUrVaLJ0+eYHV1FSaTCeVyGZlMBjabDevr65BKpajVashms1CpVDNz++12OwKBAKujuUi9Xmd1IPNa3dpsNlYHIgSUrVZLFEzOctVZIO12W1T3cdGn+kJbYmH3w2QyvRN1H4B4+nkul7twl0ilUrHdD5vN9mjSr67qPoORXwGwjtPJ4r90j89zX86H+794LhABAPA8P+Y47j8EsP3q0O+HOBg52zvtsv3Ds+Hr/J5r4uf/4qzjr3ZMvnCVcxBCCHmzjUYjHBwcIBaLiY4bjUZsbm5ODf27jnq9jqOjo5n1EgaDAeFwGB6PBxzHodfrsfatZ2cXDAYDJJNJVCoV9smt1WqFx+PBxsaGaAjgeDxGMplEJBKZ+uR9XhDSarWwv78/dY0cx7Eg4uTkBH//7/99VCoV9Ho9llY0Ho/Zuc4vdOVyOVwuF6vROBt06HQ69lUI8rrdLk5OTvDBBx9gb28Px8fHaLVa4Hke4/EYnU4HPM/DYrHgvffew8LCAuRyOdspcjgcCAaDbBek2WzCZrNhYWFBFEiqVCpWC3JZ6lO322V1IPMWtEKbYJ/PxwLCbreL4+NjpNPpufUjCoUCbrf7wlkgg8GAzfooFosXtpQFTv+mhLQri8VyL3MtHqvrTj8XApDb/Pf9GNznb/iv47Qz1O/nOO6v8zz/4T0+1304/1/s/zLvjjzP73AclwHgwWk617zzXLZLdPb2y1K6CCGEEBQKBWxvb4sWeVKpFGtra1hcXLzxJ8nlchlHR0coFotTt1ksFoTDYTidTgyHQ5ycnCCdTk+lRU0mE+TzeWSzWRiNRiwvL8NoNEKhUGB1dRULCwui4YPXDUI6nQ4ODg6QTqfZroaw66DT6WAymbC9vY1f/dVfnVrYDQYDSCQSSCQS0XvEcRzMZjOWl5extLQEo9HIdjtm7SyNx2Ok02kcHx9jb28Ph4eHyOfzLNgZDAYYDAaQyWRYXFxkXbH6/T5yuRwUCgU8Hg9UKhVLLxuPx3C73fD7/aJrE4KV8wMiz7tOHYjf72ctfvv9PgtA5s0CEea6CG2Vz38KPx6PRXUf8wIZgUqlYmlXNpvtjUgruku9Xo/tfpRKpUunnwsByNldxDfdvQUjPM+XOY77aQD/HMCvcRz37wH4B/xFyZWPCM/zfY7jCgAcrw6dXHR/AEmcBiP2c8fPFq37cLGzReuXPR8hhJB3WL/fx97eHtLptOi43W7HxsbGjeYo8DyPfD6PSCQyVfQNnC6GhYAil8vhgw8+QKFQmLmAajabqNVq0Gg02NzcZAt5r9eLp0+fssXUZDJh6VizgpBwOIxgMMgWvcIn7Ts7O4hGo2wiuZDuYzab4fF40Ol0pmaP8DyPXq8HjuOgVCqh0WigVquhUqmgVqvh8Xjw/PlzuFyuS4O4er3OuogdHh4iFouhVquxNrv9fh88z0On0+HZs2cIhUIwm82o1WpIJpPQ6XRYWlrCaDRiC3dhEvrZT7pVKhUCgQACgcCFLZjP1oFks9mZvxOpVAq32w2fzwebzQaO46aCyXmzQJxOJzwez9QsEJ7nUa/X2e5HpVK5sO5DJpOJ6j4uqil5W9XrdRaAXNT8QKlUstkfdrv9re0OdutghOO4/+GSu+wC+DEAfxfAX+Y47kMAJQDz/1JP8TzP32oC+x3Yw2fByGV/AcLt56vADgGMcPpeX9au92zR+Zta+E8IIeSenZycYG9vT5Rvr1Ao8OzZM/h8l33uNY3neaTTaUQikalUHo7j4PF4sLS0xD45n1f0DJym/LTbbajValH3Hr1ej+fPn7OUrMuCEL/fD4vFgk6ng729PTSbTVQqFSQSCeTz+alFs9FohMfjQa/XE9WZCIHHeDyGSqXC0tISdDodlEolC3BcLhfC4TDMZvOF79NgMEAqlUIymWTdwE5OTthzjcdjthAXzhkIBKBUKlEsFnF8fAyTyYRQKIRKpYKjoyO0221YLBasra2xgmyO4+B0OhEIBOBwOC4MjC6rAxGK7n0+H1wuFxuWKMwCmRdMXjQLpNPpsACqVCpdWPch7DSdrft402oabkto5SwEIBe1KNbr9Wz3412pkbmLnZE/hMunpQu32wH8K9c490MHI98G8KOvvg8B+OSC+4ZefRV9RMXz/JDjuPcB/DYAP8RxnILn+XmF7F8/8/13rn+5hBBC3madTgfb29tTqVNerxfr6+vXbm06Ho9xcnLCdhjOkkgk8Pl8MJlMqNVq+P73vz930WkymeB2uzEYDJBIJDCZTFiuv0wmE6VknQ9CBoMBS6+aTCZsPsTR0RE7vzDJO5fLTS2c9Xo9PB4PhsMhcrkcJBIJ7HY71Go15HI5Op0OK4Q++8myRCKB3+9HKBS6sCuTsOOQTCaRTqeRSCRYQbpwLcJXuVwOr9eL5eVlOJ1O1pVrPB7DarXCYDCgUCjg+PgYPM/DbrcjFAqx1CS1Wo1gMAi/339hGk6320UqlUIqlZo54BA4rb3w+Xzwer1QqVRsQZxOpy+dBeL1euF2u9l1DQYDZDIZVvcxqwPZWXq9ntV9WK3Wd6ruQzAYDFjtR6FQmBu8C9PPhQDkXZgMf95d/XXcR9j2GNK5/jFOZ4gAwL/+6ucpHMd9HYDl1Y/fnnGXX8FpMKIH8H8A8D/OOIfu1W0AsMvzPE1fJ4QQAuB0QRyLxXBwcCBa1KjVamxubsJuP58hfLHhcIhEIoFYLDb1abpMJoPZbIZCoUChUJg5bRwAdDoda9/a7Xaxs7MztTA+m5LV6XTw4sULvHjxArVajQUg4/EYcrkcHo+HdYQSXuN4PGY1J8IxiUTCOks9ffoUcrmcBSlC2+J+v49KpYLBYACbzSYKQoQZKIuLixfWJ7TbbSSTSaRSKZTLZRweHuL4+FjUTUoqlWI8HkOv12NpaQlLS0vQ6/Xo9/soFApsodloNBCPx9Fut1nNhdAZSyiyDwaDLHVq3u9MqAM5PztGoFKp2DwQg8HAZoEcHh4im83OnQViNBrZLBC1Wo3JZIJKpYJYLIZisXjpHBWlUima9/E21TNcR7PZZAHIvJob4LPp52ebI7zL7iIYWbyDczxKPM/vchz3zwD8bgC/j+O4v8vz/L84ex+O4wwA/uqZQ39rxql+EcB/CsAM4M9xHPe/8jxfOHefv4zT2SYA8Bfv5AUQQgh549XrdWxtbYkWhBzHYXFxEaurq9f61Lnf7yMWi+H4+Hjqk/HxeAylUgmpVDqzaB04DX6EAMRgMKDX6+HFixeiupV+vw+pVAq/3w+pVIr3338fsVgMyWRy5nBEoX7hbMAwHo9RLpdRq9Ugk8lYgbdGo4HNZsPKygpGoxGOjo7Yp/Qcx6HT6aBUKrHF3vkOVKFQCIFAYO57JhR+J5NJlMtl5HI5HB4eimaiCAtHnudhs9mwvLwMr9cLmUyGdruNQqEAmUwGvV6PYrGIdDrN3lsh4JBKpdBqtQgEAvD7/XODovOTza9aB1Kr1bC3t4dMJnOlWSBarZbNgimVSiiXyxfWfUilUlHdx2MdpnffhKBNCEAumn6u1WrhdDrhcrlgNpvfuVS1i9w6GOF5PnEXF3IfOI77HIDPzbnZxXHcHzp37Fd5ns+dO/YnAfx2nO58/BOO4/46gH+G025Xmzgdgrjy6r5/g+f5qSGEPM/XOI77UwD+e5wWsf+A47g/C+BTnKau/VEA/7tXd/8WZuycEEIIebeMx2PWrvdsfYTBYMDm5uaFsxzO63Q6iEajSCaTokVmv99Hq9WCUqmEWq3GaDSaClKEbk9erxdmsxkcx2E8HmN3dxfb29toNptsKvlgMIDb7YbD4UA6nUaxWEQmk5kZhHg8HtY96ex8jlqthlwuB4fDAYfDwR6j1WqxvLyMyWSCly9filKFGo0GisUiC5bOBiEGgwGhUAgej2fuArBSqSCZTCKTyaDb7SISiSAajbIAUCqVQqPRsPcuEAhgeXmZ1Zg0m02MRiNIpVLwPI9MJsOuT6PRwO12s/Qzt9uNQCAAq9U6dxekVquxOpBZuxlCPYff74fL5YJUKkWr1WKB00WzQIQARKFQoFgs4uDgAKVSae6uifB8JpOJ7X68y4vp4XCIQqHA0q/mpS4KtTJCAPIuFupf1duexPd78Fma1XmrmJ5/8qMARMEIz/MRjuN+CsD/BMAN4D949e+8/w7An5h3ITzP/yLHcS6cTmxfeHX/874L4Gd4nr+suJ8QQshbrFgsYnt7W7TglkgkWF1dxdLS0pUXgs1mE5FIBOl0mgU0w+EQlUoF3W4XWq0WVqt16nwymQxutxsejwcajQatVgvlchmJRIIVz5+vG7BarVheXoZMJpsZhEilUhiNRqysrGBlZQUmkwl6vR4qlQo8zyOVSuHw8HDqvGq1GuFwGBzHiW4XUpBKpRL0ev3ULA6r1YpwOCwKaM7q9Xo4OTnByckJ2u02S2dKJBIYDofgOA4ajQYymQz9fh9KpRLLy8tYXFyEXC4Hz/NotVqYTCaYTCaoVquiTlIGgwFutxtGoxE6nQ7BYBA+n29uXY8wJPKyOhC/3892irrdLuLx+KWzQDweDxwOB6sb+eijjy78FB84Df6EnQ+r1fpOpxJ1Oh3kcjnk83mUy+W5089lMplo+vl1a7jeVW97MHIneJ7/HsdxzwD8uwD+NQBLOJ2Qnsdpofnf4nn+N69wnv+a47hff3WeHwHgwukckj2c7ob8Es/zsyucCCGEvPUGgwFevHiBkxNxd3ebzYaNjY0LC63PqlariEQiyOVOP18TZj8I6TfCYkn4ZJ7neQwGAzbIT6lUol6vi9KTBoMBTk5OpuoVhKJrnU7HOixJpVKYTCao1WpoNBoYjUY8ffoUwWBwqi1sJpPBwcHB1AJcqVQiHA5DIpGICuzH4zFKpRJKpRLMZjPC4TA7J8dxcLvdCIVCM3eOhLknyWQSxWIRo9EIyWQSh4eHrK2tQqGA2Wxmk9IdDgdWVlZgt9vZrlCv18NwOESr1UKpVGIzXs4WIwuF9cFgEBaLZepagNPAMJPJIJVKza0xUKlUbCChUI8iDJac1X4ZOF0UOxwOaLValkqUSCTmLqKB06DlbN3HRW2E33bC9HMhALlo+rlarWa7H7MCe3I57g0Z+0GuieO4j77whS984aOPprLGCCGEPELpdBq7u7uidBm5XI5nz57B7/df8MjPFItFHB0doVwuYzweo16vs9oLvV7PhqWdHQ6oUCig1WphNBpnzjEQFvCZTEZUPK9UKrG6uopwOIx2u418Pg+O40SfoAsBxfkgBADy+Tz29/enPtFXKBRYWlqCTCZDLBZjQYiQHlMul2Gz2UTzLiQSCQKBAJaWlmYGbI1GAycnJ0ilUhgMBmi32ywFrtfrQSKRQK/XQ6FQsBqLpaUlhMNhtigXXnu9Xme7IMIaSujgJRQkBwIB+Hy+mbsJk8kEhUIBqVQK+Xx+Zm2GsDPl8/lgtVpZLYvQ0WreLBCtVss6Z9VqtbkdnIDTnSqLxSKq+3gX2sjOMxqNUCqVWAByUdqayWRiAYgwMPJd98UvfhEff/zxxzzPf/G6j723nRGO4/7gDR86weluQQXADs/ztTu7KEIIIeSR6Xa72N7eRqEg7mvi8Xiwvr5+6URqnueRy+VwdHSEarWKRqOBUqmEQqGAbrcLpVIJg8GAwWCASCTCBvFZrVYEAoEL028ajQay2Swr1lar1VCr1QiFQnj+/DkLfrrdrigl5aIgpFQqYX9/f+pTfWFCuUKhQDweZ0GIMKm8Wq3C4XDg2bNn7JxyuRyLi4tYWFiYep+GwyHS6TSSySSr/chkMqyugud5aDQatkPUaDSg0WjwhS98AV6vV/QJ92g0Yik6ZwvCZTIZnE4n3G43FhYWEAgE5s4qqVarSKVSyGQyc+tA7HY7mwcCnAZsH3744dxZIMPhEDKZjP0Om83mhZ/in637sFgs7/yn+NeZfm6329kAwne1W9h9uc80rb+NO2jPy3HcFk47VP3CmzK9nRBCCLkMz/OIx+PY398XfYKtUqmwsbEBp9N54eOFeR07OztIJpPI5XIoFArodDoYjUbQ6/WsRW+v14NGo4HP54PFYpkZ4KhUKlZILpfLkU6nMRqNsLq6yu6j1+vx7NkzdDodfPe732XpSYKLgpBKpcKKpc+SSqUIBoNQqVQ4Pj5mQUi73UY2m0Wz2YTT6cTz58/ZOYWAyO/3izpj8TyPUqmEk5MTNoVcCMKOjo7QbDYhk8lgsVig0WjQ6XTQarUQCATwQz/0Q6KuUHK5nKWqCZPVz75Ol8uFUCiEpaUl1k3rvE6nw+aBzKvRMBqNbB6IXC5HsVjE1tbWzMGS4/EYjUYDHMdBJpNBqVSC47i5M0O0Wi1Lu7LZbO903YeApp8/PvddM3IX+32bAP5fAP4gx3E/RTslhBBC3nSNRgNbW1uo1Wqi44uLi1hbW5ta2I7HY7RaLTSbTVSrVUSjUWxvbyObzaLRaLDFKMdxMBqNMJvNkMvlUCqVsFqtsFqtLN1ImIyu1+tZjYhOp4NcLsdkMkE8Hsfh4SFGo5FocOHy8jKkUim2trauFYTU63Xs7+9P7fwIQwfVajWSySQLQur1OrLZLDqdDlwuFxYXF9k5DQYDwuEwPB6PKKWo0+mwYnTh2srlMg4ODpBMJjEej9lcFI7jUK/XwXEclpeXsbCwwF6nRCKBTCZDLpcTTVYXaDQa+P1+PH/+HAsLCzAajTjvKnUgarWaBSA6nQ7lchn7+/vIZrOiov/JZIJ2u416vY7JZMLqWebtlsnlclHdx7s4QO88oWhfSL+6aPq5wWBgAci7Mv38MbjPYOQPv/r6uwD87199vw3gmwBiANoAtDgtBv86gA2c7qT8YwD/KwArgC8D+CkACgA//Oq2H7/HayaEEELuzWQyweHhIUuXEuj1emxubkKv17OgQ/jabDbZbkcymUQkEkGtVhOl+gidqoSicavVCp/PB7fbPRV0zJuxUSqVsLu7O5XmI5zj+Pj4WkFIs9nEwcEBstms6DjHcWy2xcnJCTqdDuuMJQzmc7lcLPgBwCaVnx3uOB6Pkc1mcXJywnZbxuMxjo+P2YR0pVIJi8UCrVaLXq+Her0Om82G3/7bfzsbkAic1qn0+30kEgnkcrmpmgyDwYC1tTVsbm7C4/FMvYdCHcjJycnclCphXoqwO1Wv11k74bML5E6ng0ajgUajgeFwCJPJBJvNNjM1SCKRiOo+DAYDLaABNnQyl8uhWCzOrZ2RSCSwWq0sAKHg7WHcWzDC8/wvcxz3J3EaiCTw/2fvz4MjzfPzTux53zfv+z6RiSuBulBHV3VPd88Mp0dDjmh6VyK9K1mKtRyURIUc4V3JsWuvaVv2yl7Har3e9REMWmFbO5Roa0NBaUjJFClxRI5mpnumm93VR1V1FQpH4sz7vvPNzPfyH6jfrzORmTiqgCpU1e8TUYEeZAJIZGKA3/N+v8/zAH9V07SfTLv/kxbzf/Tk/h9pmvZ/fvL+OQD/HAcTkj/Dcdy/o2naH57X42YwGAwG4zyoVCq4f/8+Op0OZFlGr9dDr9dDMBiE0WjEZ599NnbYB4B2u4319fWJYkAQBASDQcTjcczPz9PVJbvdfuK1kknFhcDBio/b7UalUhkTFEajEYuLi2NxusDBYXp9fX0kTpgQDodhs9lohC1JxiIrVaFQiBrTOY5DJBLB4uLiyASiVqshlUrRNTLgQPhsbGxge3sbsizD4XBQgdRoNFCv1zE3N4dvfvObI1MFo9GIWq2G1dXVsTQvjuMQCARw584dXLt2baJRuVqtUh/IpL4J8jlmZmYQDAZpfC/5OQAOUsqazSYajQZdwSJictLh2Ol0jvg+2PrQAaT9nPiLpqHX60fWr9jq2ovnPA3sXwPwXwFoAnhP07T9o+6vadqPnwiSewD+a47jfqZp2l1N03af9Hys4yBO9y8DYGKEwWAwGBce0unxxRdf0HhaURQhSRJsNhvm5+fpgfzwx5H2bxLPq9frYbPZYDAYaK/G7du3MT8/D7/ff2oz8uGVLALP83A4HBBFEel0euRjDAYDEonERBHS6/WwsbGB/f39MRESDAZhs9mQy+XoKhJpreY4bkSECIJAk7HIYbzf7yOdTiOVStHJjaqq1JCez+dhNpvh8Xhgs9nQ7/dRq9Vgt9tx48aNkbUujuMgCAKN+D0sInieRyKRwDvvvIOFhYWx77PT6dBCwmk+EJfLhZmZGUQiESiKgkwmg5/+9KdoNpvU99FqtdBoNCCKIvWxJBIJ2Gy2kemG2Wymkw+fz8e6K54w3H6ez+fH+mmGsVqt9GfM4/Gw6dEF4zzXtP4WAAHA944TIoQnwuMfAvifAfiPAPzqk/dnOI77pwD+KoC3z+fhMhgMBoPxdAwGg5G1KrJmlc1maYkeQRAEzM3N0d4KwnAUbzqdprG7JPGK53lYLBbcuHEDt27dos3bT8OklSxVVaHT6cBx3JiX5SgR0u/3kUwmsbu7O7ae5PP5YLfbqfDo9Xp0dYa0kRMRYjAYaDKWwWCAqqrUu1EoFKjAEUURW1tb2NraQq/Xg9PpxNzcHHieR6fTQblcRjgcxu3bt0dar4nRO5PJTFylMplMuHnzJt599114vd6R2waDAfWBTLvqTnwgJNI3m83i7t27qFar1PfRaDTQ6XSgaRoEQYDb7UY8Hh9Zr9Lr9fB6vVSAnLRb5nXgtO3nRICw9vOLzXmKkW/iwAPy6Sk/7u6Tt9869P4/xYEYOTpehMFgMBiMc6Lf708UHYeNzoPBAHt7e2MHV7fbTZOjbDYbLBYLFTKkQ6LZbMJqtdJDKPFYvPnmm7h+/fozXRmftJKlqiqN5j08XTlKhEiShK2tLWxvb4/t5LvdbjgcDpRKJZTLZbTbbbo+IwgCotEoFSEWi4WulwmCQFvj0+k0fV5JStb6+jqy2SxMJhP1x8iyjGazCb1ej7m5uZHHqqoqNE1Dr9dDNpsdS8UCgEAggLfeegt37twZWdkh/SrpdHqqD0Sv19M+ELvdjnw+jy+//BLpdJquXZFpCPDVIdnr9cLpdILnefA8D7fbTcWH0+lkV+6HIB02rP381eU8xUjoydvTXrYhvwkPiw5S+cp+uhgMBoNxrvT7/RHBQUTHUUVowMGhmRTaKYoCjuNgNpvhdDpx8+ZNLC4uwmq1QhRFurJULBaRy+XGPAs2mw3Ly8t4++23EYlEnun7mbSSpaoqFQcOh2NEiBARMjs7O2bWlmUZOzs72NraGrsy7XA44HA4aON3vV6n8bw6nW5EhDidTiQSCYTDYciyTNewhgUcEXXJZBKiKMJutyMej4PnefR6PVQqFbjdbrz55psjhnTyOpHOlcPFiqSf5J133kEikRg5/J/GB+L3+1EsFrG2tkaDBZrN5sjPCUk483q9cLvd9PkmiVder5f5PobQNA21Wo0KkOPaz8n0g7Wfv7ycpxhpAPDjIAXrH5/i477+5G3z0PvNT95OzsljMBgMBuOU9Hq9McHRarWmrn9Mg+d5CIKAXC4HRVGwsLAAs9kMo9GIubk5XLlyBe12G5lMBg8ePECv10O1WkU2mx0xpZvNZvh8Ply7dg0rKysTo2NPS6VSwZdffjnitahUKhgMBvD7/SNXkA0GAzWmT4oX3tvbw+bm5pgoI2ldJCGKJGMRPwQxcAuCgEAggMXFRXi9XlSrVdy7d48+b8DBYbTRaGBzcxPZbBZ6vR4OhwNer5dG3QIHZvivfe1rNGVKVVV0u11wHIdWq4VyuTzmI3A4HLhy5QreeuutkR4X4gNJp9NTvQdut5sWElarVayuriKZTKJWq038GLvdTgWI3W4f8X0cV2T5uiHLMkqlEhUgx7WfEwHC2s9fDc5TjHwK4L8P4K9yHPebmqY9Pu4DOI67hoNVLA3AZ4duXnzytgwGg8FgME6BKIpjcbmtVmtqWdw0BEEY6+iwWq3IZDJIJpMjV+eJQb3X6+H9999Ht9ulnQe5XI6uIJEuEJ/Ph+XlZSQSiTPxCRxeySIipFarIRQKjcTkHiVCVFXF/v4+Njc3xzoazGYzHA4Hms0m0uk0SqUSNagPixASa5tIJKDX65FKpXD//v2RQ7wkScjlckgmk+h2u9R0TLwezWYTJpMJV65cQSgUolfBRVGkz6UoiigWiyNrc6R748aNGyMCbzAY0FSvwx4ZAimKjEQiKBaLePDgAX7v935v4roXcGCU9nq9CAQCiEQidPrBPAvjEP9QoVA4Ufs5Wb9i7eevHucpRr6HAzFiAvBjjuP+Q03Tvj/tzhzH/UUAv/nk/hqAf3DoLj/35P3HihoGg8FgvH5omjZRdLTb7VOLDp1ONyY67HY7TCbT2ErPp59+OrJK0u/3YbPZoGkavvzySwAHUwVy1VeSJBovSrwDc3NzWFhYOJODlqqq2N3dxfr6OmRZpiIkn8/D5/MhkUjQg7xer6eekMMiRNM0pNNpbGxsjF35NxqNsNvtdKJAvjdFUUZEiMFgwOzsLObm5tBoNLC6uopSqTTyuVqtFnZ2dmhqGHnOgYMDq6IocLvdWFlZoVfCFUVBtVqlpvt2u41isThW/hgKhXDjxg0sLi7CYrHQBC7iA5kkKPR6PSKRCNxuN2q1Gu7du4fvf//7U8vyTCYTfD4fFhcXEY/H4fP54Ha7me9jAo1GgwoQ1n7OIJxnz8g/5zju+zjoDfEB+B2O47IA3sdB6WEXgAUHpYffAhDBV43t39c07V+Qz8VxXBRfGdr/+LweM4PBYDAuPpqmodvtTjSSTys3m4Zerx8THDabjbaVT0OWZTx+/Bi7u7sADq6yV6tVSJIEr9cLSZLoP3JQBwCPxwOPxwOHwwGDwYCFhQXMz8+fWdfB8EoWESHZbBZWqxWXLl2iK1nHiZBcLof19fUxHwt5vkjjeT6fR7lchqZpIyLEYrFgfn4ebrcbuVwOH3zwwcjqmyzLKBaL2N3dRbfbhcFggMvlAvDVuhX5fLFYjD4/oiiiXq+D53lYrVaUy+WRq+oGgwF+vx+RSASXLl2iz221WqVrX5OEKTGRm81mtNttfPbZZ8hkMmPBBASScnb58mXMzc3B6/VOLZN8nSGx1cNpatMg7eehUIiZ+F8zzvv/Of8BDprWf/XJ/47goCdkEuSn7h8B+JuHbjPiq0b33z/Dx8dgMBiMCwoRHZOM5NNWOqZBDtGHpx1PM4kgiUntdhu1Wg2VSgWdTofGunIch36/Tw/qTqcTCwsLND3JZDJhcXFxYmv50zK8kjUsQjiOw/z8PJ0o6PV6LC4uYn5+fuLhuVAoYG1tbczwrdPpYLPZIIoi9vf3kcvlqNFcp9ON7PDHYjFwHIdMJoO1tbWRz9PpdJBKpVAqlSDLMiwWC31ssizT962srMDj8YDneSiKglKpBFEUYbVaYbPZUCwWaZ8JSajy+/0Ih8N0QiGKIra3t5FOpyeWSaqqCp7nYTab0e/38eWXX6JSqUy8L3CwspVIJHDlyhUkEgm2LjSFfr9PxQdrP2echHMVI5qmyQD+Gsdx/xjAfwzguwAmXf6RAPwbAP83TdP+7YTPs42DaQqDwWAwXjHIlfDDguNpRAcpBDw87TgLw3C/38f9+/exurqKarVKfQMulwsrKyswGo3odrvI5/OQZZm2aBPBYbVakUgkMDMzc2apP8MrWZIkoVwu0xQoklzF8/yxIqRcLmNtbW0siphMIPr9PnZ3d5HNZum0ZFiEeDweuN1uWnw4/LopikJb3MnHGo1G+poMBgPaOh6Px+mhtNPpoFKpQFVVWvaXy+WoUDIajdQQTtbPvF4vcrkcPvzwwzEfCBG3kiTRHpN2u03F5GF4nqdFhFevXsXc3By7Wj+FVqtF169O0n5OPEtsmsQAzn8yAgDQNO2HAH7IcZwRwE0cTEisOJiaZAHc1zRt8iyUwWAwGK8EJAnpcHJVu92e2h0wDeJZOCw6zqNbQFVVfPHFF/joo49QKpXoQVuv1yMej8Pr9aLdbtMd+OG1IgBwOp1YWlqiZuyzgqxkkfjabDaLfr8Pj8eDeDwOg8FwrAipVqtYX18fa4AnkcSDwQDb29vI5XJ0xWZYhLjdbhiNRrRaLbqyRhBFkXaL9Ho9CIJAnxdVVaEoCi06JCZ3RVFQLBZRr9dhsVgQDAbRbrfpOhfHcfB4PPD7/XA4HPD7/bTFPpPJ4Isvvhj5Wer3+2g2m+h0OtDr9bBarbTd/vD0h+M4WK1WuN1uJBIJXL58ecQoz/gKMn0jE5Cj2s9tNhudfrD2c8YknqskfSI4PnmeX5PBYDAYzxdyxfmw6CDN06fBZDJNXK86K4/FNDRNQ7VaRTKZxM9+9rOxq70+nw/xeByCINCm9MOJSV6vF0tLSyOpVWcBWclKp9MjIsRkMuHy5ctwOBzHipBGo4G1tTUUi8Wx20wmE/r9Pra2tpDP56nXgzSmBwIBmM1mCIIwdqAn3SX1eh2NRgOSJIHjOPoYiJCz2WyYmZmh3oB2u41SqYRer4dAIID5+XlUq1Wsra2h3+/DaDQiFovRCUk4HIbb7Uaz2cQXX3xBfSAkdavRaKDdbsNkMsHtdsNqtaJWqyGbzULTNEiyiu1SB12VR9jvxrtX4ri8vITZ2VkqjBijkPbzfD4/EhZwGCIYyQSENcgzjoP9v43BYDAYT4WiKCPTDSI+ut3uqUWH2WwemXAQ4XHeouMwjUYDmUwGqVQKu7u7yGQyI9+L0WjE1atXEQgE0Ol0MBgMxrwDoVAIiUQCbrf7TB8bWclaW1tDPp+nIoTnecRiMQSDQRiNxiNFSLvdxtraGnK53Mj7NU2DwWCga1bDu/5EhDgcDhiNRvA8T835hH6/T0VIr9ejPRHDV8FJRGs4HIbJZKIm9lKpBLPZTB9/sVjE3t4eFEWBx+OhnhdBEODxeGAwGGhHCxG+RICQSGCv1wubzYZGo4Hd3d2RaVZL0eGfrVXQgRk6mxdCy4vP9wL4rZ+/imjUdaav2ctOp9Oh61fVavXI9vNAIIBgMMjazxmnhokRBoPBYByJLMvUwzHs6zhqNWMaFotlouh4kVeiSRlhJpNBp9MZWQsiGI1GXL9+HQsLCyiXy2OTEo7jEI1GkUgkYLfbz/wxVioVPHjwgAokkvJEVrKsVivtCZkk4LrdLtbX18fEFYnG7Xa72NnZQaVSobcLggCfzweLxQK9Xg+TyTTyOpFywl6vh1qtBlEUx66WC4IAg8GAQCAAn88HQRDQarWQzWbRarXg9XqxvLwMTdOQz+dRKpVgNBoRiUTg9Xrp92I2m8FxHEqlErrdLhqNBprNJk0NI10tfr8f7XYb6XQaiqKA53nY7XY4HA44nU4IegP+zr/agRS8CovNA053cGiuiCp+7bfv4qe//h2Y9K9vjCxpPycC5HCa2jBkjY61nzOelWf+7c9xXJz8t6Zp+5Pe/7QMfz4Gg8FgnC+yLE8sBpyWLnQUVqt1YmTuRekLEEUR2WwWmUyGej2I76BQKNCoWnLYn52dRalUGvNF8DyPeDxOeyzOml6vh0ePHuHBgwcjIsRkMtFI2aNECJl0kOQpgqqqEAQBnU4HuVxuxOxNTOsWiwVWq5WmWhEGgwE6nQ46nQ4VBsOfm+d52tNCvB2kYbtUKoHjOIRCIczNzUEURaRSKdRqNbjdbly6dAl2ux2KoqDf74PjOEiShFKphGaziWazSScyOp0OPp+PrpUNJ3SRZC+bzUYFSTQaxRdlDn2fYWKSTrk9wA8e5fHLt6LP+Kq9XJDXhqxfHdV+7na7qQBh7eeMs+IsLkXtPHmrHfp8u0/e97Qc/nwMBoPBOAMkSZrY0XFa0cFxHCwWy8iUgzSSXxTRMcxgMKACpFqtjtxWr9exu7tLV4O8Xi8VULIsI5VKjdxfp9PRosKzSOo6jKqq2NnZwYcffoi9vT0qQnieRyQSQSwWQyKRmNpR0u/3kUwmR1aUyOclE418Pj9y5VuWZep9CQaDcLlcdM2KJFERTwb5mRnGaDRCp9PB6XTC7/fDaDSi2Wxia2uLio25uTnY7XY0Gg1sbGxAlmX4/X4ac0ymJoPBAJqmodVqjXRTkBhfq9UKWZZRrVbBcRwcDgdmZ2fhcDjo9MZisSAajSISidCD8x/tbx75vO9XTj/texkRRRGFQgH5fJ4mlk1CEAT4/X4qQM7jZ53BOIvD/lGxCCwygcFgMF4QkiSNCY7Dh7uTQFKGDpvIyVXni4wsy8jn88hkMiiVSmM775IkIZVKQVEUxONxOJ1OKIpCD8OHBZrRaMT8/PzUScRZUC6X8aMf/Qjr6+sjpXsejweLi4u4fPnyVBEiSRK2trawvb090u+gqio9vBcKBfp5FUWhBYPBYBDRaHRkzUySJCiKgl6vh2aziUqlMuIVEQQBRqMRZrMZTqcTHo+HFt0Vi0UoioJAIIAbN27Q8sHHjx/DZDJhZmYGNpsNnU4HyWQStVoNgiCA47ix18lms8HhcNBEtm63C6fTiStXrowckMmKVzQanejZiXuPnl4dd/vLChGgRIAcDh4YxmQyUfFBVusYjPPkLMTIb5/y/QwGg8E4QwaDwUTRMa09ehpkPeew6LBarRdedAyjqioKhQJduZp01ZfjONpvEo/HodPp0Ov1kMvlYLFY4PF4Ru5vsViwuLiIWCx2boczURTxk5/8BJ9++unIa2cymZBIJPDGG29MFSGyLGNnZwdbW1sjYkFVVYiiiHK5TBviichqt9u0BT4ajY60zpPuj2aziVqthlqtNiIQzGYzLUIkk4pms4nt7W3UajWYzWZEo1F4PB5omoZSqYROpwO73Y7l5WW0223s7Owgk8lAlmU4HA4aBEC+jtFohMvlAs/z4HmeTkVIqSJBr9cjHA4jGo3C6/UeGR37i9dC8NkMKLfHV5F8NgN+8VroJC/VSwERhWT96rj2cxLXzNrPGc+bZxYjmqb9tdO8n8FgMBhPR7/fnyg6jtrxngTP82NeDrvdDovF8lKJjmE0TUO5XEYmk0Eul5saO+rxeODxeFAqldBoNOB0OtHtdrG7uwuO4xCPx0cO+3a7HYlEApFI5NyeG0VR8PHHH+P9998fKd/jeR6zs7P4+te/jsXFxYkiRFEU7O3tYXNzc+TnQFVVtFotFItFNJtNKIoCSZLQbDbRbrfhdDqxsrKCSCRCk49Im7kkSajX6ygWiyMmfkEQaNiAxWKBz+ejz/vW1hYGgwE8Hg8uX74Mu91Oo2AVRaGCNpVK4eOPP0ar1YLD4YDb7R75vsial9PphNFohKZpE9f+BEFAKBRCJBJBIBA48Wtj0gv43q++hV/77bsjgsRnM+B7v/rWS29eP237OREgw0KUwXjeME8Gg8FgXDB6vd6Y4Gi1WiNXvE8CMe4eTq+yWCyvxJVPkvxDBMi0SZDD4aDegVwuh/X1dSiKQv0Joihibm4OLpeLfgwpvgsGg+f2XGmahkePHuGP//iPxzwsgUAA3/72t3H58uWJIkRVVaRSKWxsbIxc8SZldMViEZ1OZyT6ttfrIRgM4t1330U4HKYHfPK21WqhXC6PHWItFgtdxbJYLHA6nbTksF6vQxAEBAIBGuna7/dRLpfRarUAgB6O2+02eJ6Hy+XC/Pw8/bocxyEQCMDv98NsNkNRlInpajzPIxAIIBKJIBQKPfWE6mbMhZ/++nfwg0d57Fe6iHst+MVroZdWiDSbTbp+dbh1fhiSasbazxkXDfaTyGAwGC8IURTHBEe73T616CBXrA/H5b4qouMwzWaTRvFOM91brVZEo1FEo1HaN/Hpp5+i0WigVqshl8uh0+kgGAwikUjQg63f78fS0hK8Xu+5PX5N07C9vY0/+ZM/QTqdHnvc7733Ht58882JIkTTNKTTaWxsbIxMLVRVpXGsg8EA/X6fFv9pmoZwOIyrV6/C7/fTtSej0QhJkmiT9uFELafTCZ1OB5PJdBCLKwgol8vY39/HYDCAxWLB/Pw8bdUm61zk57jRaKDVakGWZej1evh8PjidTvA8D0EQMDMzg2AwCLvdjm63SwXQ8CGZ4zh4vV5Eo1GEw+Ez8+mY9MJLm5o13H6ez+ePDJ4gYQShUAhut/uV/H3AePlhYoTBYDDOkeH9/MMrVtNWiaZB4lKHDeR2u512MLzKdDodKkCmdR+YTCZqXiZTDkVR8PjxYySTSVQqFeRyOXS7XVgsFly5coW2pkciESQSCTidznP7HoiQeP/997G5uTkyfdDr9XjnnXfw3nvvTUws0jSNTnWGv39FUZBKpVAoFCBJEjqdDhqNBgaDAS1DvHr1KhUM5PslXSqFQmFksmI2m2G326HT6WAwGOB2u2lvB4lAJvGuOp0OjUYDOzs7qNVq6PV6Y34lo9EIn88Hh8MBh8OBYDCISCQCq9WKer1O46QP43a76TSLJTgdeHiKxSIKhcKJ2s/J+hVrP2e8DDwXMcJxnADgLwL4swCuAHAD0GuatnjofisAHAAamqY9eh6PjcFgMM4CIjomeTqm7W1PQ6/XT+zoeN32unu9Ho3inbZ+QszLMzMz9MBNKJfLuHfvHvb29ugaF8dxmJmZQSgUgk6nw8zMDBKJxLke2jRNQzabxd27d7G6ujpyJVsQBFy/fh3f/e53p/Y2FAoFrK2tjSQgSZKE3d1dFItFKnY7nQ40TQPP81hYWMC1a9fgdDphNpthMploX0ehUEClUqE/l8QYbjAYYDAYYDKZYDKZUC6X8fDhQ0iSNNLpIYoidnd3oWkancA0m82RSY3FYkEkEkEkEoHP50MkEqHRvaIoTrya73A4qJg8j86Wl43Ttp+HQiEEAoFzS3ljMM6LcxcjHMd9GwfJWjPD78bkDpJfAfB/ANDiOC6sadrpm7YYDAbjHCF9C4dFR7vdfmrRcVh4kFSh1xFJkpDL5ZBOp1GpVCbeh5iXo9EoXTs6/Dnu37+Pzz//HPl8nq692e12zM/Pw2q1YnZ2FouLi+f6XBMR8vDhQzx+/Hjk+xEEAfPz8/jud7+LSCQy8ePL5TLW1tZG2t77/T62trZoAeKw2NXpdFSEEHM4AJpyVSgURgSN0WiEx+OBIAgQBAEOhwOiKNLoV5JCZjKZwPM8SqUSLa5sNpsol8t0DQz4ShjOz8/T6RTP8+j1elPFJOkCORwp/DqiaRqNXs7n8yNhBoexWCx0+nG4lJLBeNk4VzHCcdyfA/B7AHgcCBAZQBuAa8qH/L8A/F0AdgD/DoDvn+fjYzAYjGmQ2NfDU452uz21IGwaBoNhouhg6ycHyLJMo3hLpdLE5/ek5uWdnR388Ic/RDqdpod0QRAQj8cRiUQwPz+P+fl5miB1HgyvVCWTSWQymZHHEolE8HM/93O4dOnSxENkrVbD2toayuUyfZ8oilhbW8Pu7i4kSRpJztLr9UgkErh27RrC4TDMZjONKS6VSiOt2hzHweVy0YO/Xq+HyWSi/R9kckH6Q0wmEzRNg91uhyAI2N/fp+tVJAraZrMhFothbm6OihuS3DWJSet0ryuyLNP1K7JqNw2yHhcKhV574cZ4tTg3McJxnA/APwYgAGgA+E8A/A6A7wL455M+RtO0EsdxPwPwcwB+AUyMMBiMc4aUqB02kpMkotNgNBonio7zPPi+rKiqimKxiGw2i3w+P3Wq5PP5TmRerlar+MEPfoC1tbWR183j8WB5eRlXrlyhfSLnBREhGxsbyGQy2Nvbo+tIgiAgGAzi9u3buHHjxsSVu0ajgfX1dRQKBfq+druNL774ghYzDq+hGY1GLC8v49atW5iZOVg+KJfLSKfTdBVreGrh9/vpz6LBYICiKMhkMsjn8+h2u+j3+7Db7XC5XDRi12w2I5/P47PPPkO/36dmdovFQs3RsVgMZrOZ/n9pEqfpAnnV6Xa7VHyw9nMG43wnI38LBxOOAYDvapr2KYCT/AL6UwDfAvDGOT42BoPxmkEiTieJjmm72NMwmUwTPR1MdByNpmmoVCo0infaVWC32039BsetUTWbTXzwwQe4e/fumCH82rVreOuttzAzM3OuayzDIqRSqSCVStGVLCJCEokEbt26Bb/fP/bx7XYba2tryOVy9H3FYhGfffYZMpkM9Ho9bSYHDkzmV65cwbe+9S04nU50Oh3s7+/TFZ9hg7vD4RhJBuN5HplMBul0Gs1mE7Is03LBUCgEo9EIr9cLSZKoMZ2UQJIeGqPRiHA4TLtXBoPBiF+EcNw63esCaT8n/o+TtJ+HQiF4vV7Wfs54LThPMfJLOPCF/FMiRE7IxpO3C2f/kBgMxquOoih00jH8r9vtPrXoODztYAbR01Gr1ZDNZpHNZqe2QNvtdpqedBIzeb1ex7179/Dxxx+PpWstLCzg53/+58eaus+aYRFCuh7IShYRIZFIBNeuXcPCwsLYYbzb7WJ9fR2ZTAaapkFRFGxtbeHevXuoVCrUeE6w2+24ffs23nvvPfA8j1wuh2w2i2KxiFKpRMWdTqeD3++H1WqFoii0ZySVSlHvBknWcrlcsFgstAG93W5ja2sLiqLQ9xMsFgtmZmbg8/kgy/LERCeyTheNRhEMBl/bw/Rw+3mhUJjagQMATqeTCpDzTHNjMC4q5ylGSFLWj075cY0nbyfHijAYDAZAD1mHjeRHmT6nQeJMD4sOVgr29LRaLRrFO+mqOfBV4lI0Gp2aJHWYUqmEjY0NPHjwALlcbkRgBoNBfPe738WlS5fO5HuYxrAIIT97e3t76Ha71BMSDAYxOzuLq1evjq1k9Xo9bGxsYH9/H5qmodVqYW1tDaurq2i327BardQTQJKuvv3tb+POnTu0bLDRaKBQKKBWq9HnwGazwe/3YzAYoNFoIJ1Oo1qtotFo0FUgQRBow7nVaqX/XavVUC6XaVs6QVVVOqmy2WzgOG5MhHAcR9fpQqHQayvWe70eisUi8vk8fS4nwfM8fD4fXb963VLyGIzDnOdfWvLbbPo8cjLk/5WTL58xGIzXClmWx0oByaTjtFgsljHRYbPZmOg4I7rdLo3inbaKYjQaqQAhaU/HoWkaCoUCNjc3sb+/j52dnZErzW63G9/85jfx5ptvnvs6Vj6fx/r6OlqtFiRJwv7+PiqVyogIcbvdWFlZGVvJ6vf7SCaT2N3dxWAwQD6fx8bGBra3t9Hv92m7OXBwwI/FYvj5n/95LCwsIJfL4eHDh3QVi/z8kxQsnU6HWq2Ghw8fot/vo91uj0yhyCoWic/1er3Q6XR0rWz4+STChRyYp5mlPR4PXad7Xf0Mp2k/J+KDtZ8zGKOc5/8bKgBCAIKn/LilJ29LZ/twGAzGRUaSpImi46h24UlwHDciOoYLAl/XlZHzpN/vUwEyHEE7jF6vp94Bn8934tUpVVWRyWSQTCZRr9eRSqVQKh38aSDlblevXsXXv/51WuZ3HhwWIUQcZTIZAKAixGQyYXl5eWwlS5IkbG1tYWtrC7VaDZlMBltbW8jlcrTJnIgQYkr/uZ/7OdjtdhQKBTx48ACFQgGlUgmKotAr7gaDAZIkIZVKYTAYYDAYjKS9kVUsMqXx+/1wOBxoNBo0wYlMOciamCAI8Pl8iMViEwWGw+GgUbyv4xV90n5O1q+Oaz8n8bus/ZzBmM55ipFHOBAj3wbw90/xcX8eB16Tu+fwmBgMxgtGkqQxE3mr1ZrqJZgGx3F0neWwkfx1Nco+LyRJQj6fRyaTQblcnujF4XmeCpBAIHCq10RRFOzv72NrawuiKKJarWJvbw+SJIHjOPj9fszMzOD27duIx+PndsgjIoR4QgDQlaxer0f3/ElS1LVr10YO6LIsY2dnB48ePUIul0MqlUI+n0epVEK/34fZbIbL5aLC6tKlS7hx4wY4jqMeD1J41+v10Ov1oNPpoNfraXJVr9eDKIojkw2DwYCZmRnMzs5iZmYGZrMZoiii1+vh8ePHI/HJpKmdtLVPWrOyWq1UgJyn6LuokPZz8tod1X7u9XrpBIS1nzMYJ+M8xcgf4iCe989zHHdV07TV4z6A47j/MYCbOBAjv3+Oj43BYJwzg8Fgoug4ysg5CXJ1d1hw2O12WK1WJjqeI4qi0GlAsVicGEdKhALxDpx2FYW0im9vb9Mr/Xt7e6jVahAEAeFwGKFQCLFYDNevXz+3wsJJIoSsZNVqNQSDQVy6dAl6vR5WqxXXr18fWclSFAXb29v4+OOPaXRxpVKhosJiscDtdtPkpIWFBcRiMQAH8b6lUokmcnW7XSiKAofDAZvNBkmSaAzvcOO61WqF1+vF3NwcotEojEYjFEWBpmkol8vI5XK0xXswGFABabVaEYlE4Pf7RyaHr3sXSLvdputXw76cw+j1egQCAQSDQdZ+zmA8JecpRv5bAP9rAH4Af8hx3J/XNO3LaXfmOO5vAPgNHAiRbRx0kjAYjAsOaYE+LDqGS9lOAs/zE0UHiRNlPH9UVUW5XKZdFNOuCHu9XtoF8jTxxr1eD9vb29jb24Msy9A0jR7IOY7DzMwMAoEAPfiHw+Fn/dYmMkmEkJWsXC4Hn8+Hmzdv0qjdwytZqqri4cOH+PDDD5HNZtFsNlGpVFCv1yGKIiwWC3w+H5xOJ8LhMG3PNhgMqNVq2N7eRjqdpqtWNpuNlggOBgNUKhX0+31IkgSj0Qi32w2r1YpQKAS/3w+XywVN0yAIAmRZRrPZpI9DkiT6+un1ejgcDoTDYXg8HjpZMhgMtAtk+P2vA6T9nKxfsfZzBuP5cW5iRNO0Dsdxfw0HE444gM84jvshgBa5D8dxfxfADICfBzCLg5b2PoD/kaZpp2sbYzAY50qv1xsTHe12+6lFx7DgIKLjdTr8XFTIoYx0gUx7fZ1OJ43ifVrvQKfTwdbWFlKpFJ20iKKInZ0dDAYD2k9BGtSvXr16LleeieBYX18fMd63Wi2kUinY7XasrKzQr314JavX6+Hu3bv45JNPaHpVrVZDs9lEt9uFxWJBLBaD2+1GIBCAxWKB2WyGIAjUlE/Mz3q9Hm63G3a7HZIkodfrodPp0Khdn88Hs9kMg8EAr9cLl8tFPxfP87TLJZfLodlsot/vg+M46HQ6mM1mKkKIR0Wn0434eV6ng7UkSSiVSsjn8ygWi6z9nMF4QZxrnIOmaf+a47i/DOB7OIjq/bPkpidv/7Ohu3MA6gD+sqZpn5zn42IwGNMhouOwkfyoP9STEARhTHTYbDYmOi4ojUaDRvFO8+9YrVbMzMzQmNenpdlsIplMIpvN0vUXVVWRy+VQq9UQCoXoFWer1YqbN2+OFPedJcSYPixCJElCJpOBIAhYWlqiImR4JYs83i+++AL37t1Dq9VCvV5HrVZDp9NBt9uFw+HA8vIynWBIkkQnG+vr66jX65Blma4iOp1OGI1GiKKIWq0Gnuep+Z88BpPJRCcmBoMBFosFwOgaHRE2giDQyaLb7UY4HKbrjcFgkPp5XqdgB9J+Tlbnpq1fkfbzUCiEQCDw2qaFMRjPg3PPltM07Xc5jvsYwP8SwH8AwDPhbk0A/x2Av6dpWua8HxOD8bqjadpU0TFtFWcagiBM7Ogwm81MdFxw2u02FSDT1lJMJhM1Lz9rIVu1WkUymUShUBh7HOVyGU6nE5FIBBzHgeM4JBIJLC8vn8vV+kkihPgrJElCNBqlAmB4JavT6WB1dRVffvkltre3qQBpNBrodrsQRRFerxdLS0vQ6XSQJAnlchnNZhNGoxHNZpMmcul0Oni9XtqxQvwcRqORdnoAB14co9EIh8NB/xE/jiRJyOVy2NnZgSRJ4HmeChDSZxEOh2EymV7LLhBN01Cv16kAabVaU+873H7+uk2JGIwXyXMJutY0LQ3gbwP42xzHXQMwB8AJoA0gA+ALtpbFYJw9mqZBFMUxwdFqtaYWck1Dp9NNFB0mk4mJjpcIURRpFG+j0Zh4n7P2DhSLRWxubqJarY68nxRXchyHubk5+n6Xy4WbN2+euAjxNEwSIcDBFfNerweXyzVyUA+Hw1heXkatVsOHH36Ivb09pNNplEol1Go1Gj8tyzLcbjfi8ThEUUShUICiKHC73VSEkFhiEuVLVtCIn0NV1RHPjaqqMBqN8Hq98Hg8I9MoURSxtbWFfD4PTdNgtVrp2hhpfyf/iJ/ndbm6rygKSqUSCoXCidrPif+DtZ8zGC+G5966o2naIxzE/jIYjDNC0zR0u90x0dFut08tOvR6/VhcLhEdjJeTwWCAXC6HTCaDSqUy8T4kreqsvAOapiGbzSKZTE4sQDQYDOh2uyMHQEEQcPnyZczPz5+5wCXG9MMCTFVVyLIMvV5PV56AA8EQjUbR7XbxwQcf0KhdskpGEq16vR5sNhusVit6vR7y+TwMBgMcDgeN6JVlmQqEWCwGj8eDfr9Pxczwc60oCmRZhsPhoFfoyRoV8bbs7u6i2WzCYrGMCDaDwYBQKIREIoF4PP5Mfp6XjV6vR8XHcHTxYci0iAgQ9nuNwXjxsApQBuMlQtM0dDqdiUbyaX98p2EwGMZKAZnoeHWQZZl2gZRKpaldIIFAANFoFMFg8Ey8A6qqIpVKYWtra2z1i+M4BAIB9Pt91Ov1kejfQCCAGzdunPnheZoIIX6MXq83Mo2QZRlWqxWqqmJzcxPdbhf7+/tIpVKoVqvodDro9/vodrswGo0wGo10qmEymWCxWKBpGhqNBjiOg8/nw+zsLOLxOGRZRqlUwu7u7sjjUFUVoijS52dubm5EGJF1umKxCEVRaD8JwWKxYGFhATdv3sTMzMxr0wXSbDZp+tVR7edGo3Gk/fx18sgwGC8Dz0WMcBynB/A1AFcBuAGc6LSjadp/fp6Pi8G4qJBCs8Oio9PpnFp0GI3GiaLjdVnZeJ1QVRXFYhGZTIauCR2GHJDP2jsgyzL29vawvb09ZoAXBAGzs7PQ6/XY3t4eCUMwGAxYWVlBNBo9k8dBmCZCBEGAy+WihYEcx0FRFNTrdWiaBrvdjn6/D1EUsb+/j42NDRQKBUiShMFgAEmSqHGcpFQZDAYYDAZomkYjeS9duoTZ2VmYzWYUCgUkk0m02+2Rg7Aoiuh0OrDb7VheXkYoFKK3i6KISqUyMj05/P9Zn8+HO3fu4Pr166/FitFp2s/tdjudfpBiSQaDcTE5VzHyRIT8HQD/EQ5EyGlhYoTxSqOqKtrt9lhHBykzOw0mk2liG/nT9D4wXh6I6Zp0gUxLPXO73TSK9yyF6GAwwM7ODjVQD6PX6zE/P49AIIC1tTWUy+WR22OxGK5evXqmP6MkoneSCIlEIuj3+ygWiwC+Ms53Oh3MzMzA6XSi3W7j3r17WF9fR7VahU6nA8dx6PV6VBDodDpqEicxvWazGR6PB+FwGF6vl65skYZ6nudpX0iz2YSiKIjFYrhz5w6dZPT7fRQKBdqq3uv1oCjKyARJr9fj0qVLePvttzE7O/vKH7IHg8HI+tVJ2s9DodDIZInBYFxszk2McBwnAPiXAL5L3nXKT3G6kxiDcYFRFIVOOoZXq55FdBw2kr8u6TiMA2q1GjKZDLLZ7FSDrsPhoALkrA9noijSosLDExiTyURbxff39/Hhhx+OTPQsFgtu3Lgx0lr+rEwTITzPY3Z2FjqdDjs7O3TiUC6X0ev1EAqFEIlEUC6X8bOf/Qzb29t0FcpsNqPVakFVVej1etrTYTQaYbVaYbPZqMGc9IeUSiU8fvwYjUYDer2eTl5Iipbdbse1a9cQi8XA8zwkSUI+n0en04EgCFAUBY1GY+TQLQgCPB4Pbty4gTfffPOVX8Nqt9t0+sHazxmMV5/znIz8TXzVKyLjoFH93+IgPWt6tAWD8RJD0oEOG8mPavOdhtlsnig6hq+SMl4vms0mFSDdbnfifYjxOhqNnks5W7vdRjKZRCaTGVsZtFqtWFxcRCwWQ7PZxEcffTRiXuc4DgsLC7h06dKZ7e0fJULm5ubg8Xiwvr6OVCqFUqmEer2ObrcLvV4Pm82GdDpN/RgAYLPZMBgMUK/XIUkSTCYTIpEIvF4vjdg1m82wWCwIBALw+XyQZZmGAyiKAkEQIAgC/T0wGAwwNzeHt99+G06nE7Iso1KpoNFoQKfTwWq1QhAElMtl+pxyHAeXy4VQKIRbt24hkUi8slNOVVVRq9VO1H5utVqp/4O1nzMYrwbnear5K0/etgH8vKZpd8/xazEYzxVZlieKjmkHxKOwWCxjgsNmszHRwQBwEDlLukCmdSQYjUYqQIaNzWdJvV5HMplELpcbu83hcGBpaQnhcBiqquLx48fY2dkZuaLtdDpx8+bNM/M2FAoFbGxsjBmXiQiJxWJ4+PAh3n//fWSzWSpCZFmmBYqbm5uo1WrgOA5WqxWiKCKXy0HTNHg8HsTjcdjtdur1cDgc8Pl8CAQCsNlsKJfLWFtbQ7PZhCAI4DiOrmG1Wi04nU5cuXIFCwsL4Hke9Xodm5ubAACPx4NQKETTsTRNA8dxcDqd8Hq9iEQiWF5eRjwefyUN15IkoVgsolAoHNt+7vF46PrVqz4VYjBeR87ztHMVB6tW/08mRBgvK5IkjcTkEvFxlHFyGlardaKn41U8aDCejV6vR7tApqUE6fV6GsVLrtqfB+VyGclkknZkDOPxeLC0tIRAIAAAKJVKePDgwYgoFwQBly5dwsLCwpk8xuNEyOzsLD799FP8zu/8Dl1/Ii3npGCwWq1ib2+PekAGgwFNHIvH44hGo1BVlU41yUHY7/dDURRks1msr69DkiTodDqoqop6vU7LDGdmZvD222/D5/Oh0Whgf38fg8EAHo8Hc3NztOuFTI3sdju8Xi/cbje8Xi8SiQTC4fArd9W/2+3S6cdx7edk/SoYDL6yEyEGg3HAeYoRsrz56Tl+DQbjTJAkaUxwtFqtsVSg4+A4bmTSQf6RNQwGYxqkSTuTyYwZvQmCIFCPQyAQOLfDKumz2NzcnCiGgsEgEokEPB4PgAOT8cOHD5HJZEbu5/f7cf36dVit1md+TMViEevr6xNFSCwWA8dxuHv3Ln7jN35j7D42mw2BQACdTge7u7vgeR4ulwvdbpeuVpFiQFEUUSqVaMJVOByG3W5HrVbD2toaTbYi4RPNZhO9Xo96QRYWFugaVrFYhMvlQiQSgclkQrVaxfr6OrrdLiwWC2KxGLxeLwwGA3w+HxKJxJn6aF40pP2cCJDj2s9J+hVrP2cwXi/OU4ykACwDYPmhjAvDYDAYExztdvupRIfNZhsrBrRareyPKOPEKIqCfD6PbDaLYrE4MbaZdE+QKN7zFLWqqiKTydAY2sOPIxKJIJFIjBTtpdNpPHr0CIPBgL5Pr9dTk/azMkmEaJoGURRhMpnQaDTw2WefIZVKjZUrGgwGzM7OQlEU1Go16HQ6hMNhlMtlaryfmZmBz+dDp9NBLpeDz+fD1772NYRCISiKQkUZma6Ioohms4lut0uv4C8vL8PhcKBer2Nraws2mw0+nw9zc3NQVRXlchkbGxt0OpNIJGAymcBxHMLhMBKJxCsTzUvaz4kAGf65OIzL5aJTp+GfKQaD8XpxnmLkXwG4BOAdAP/fc/w6DMYY/X5/ouiYljo0DZ7n6XrV8GoVEx2Mp0VVVZRKJRrFO6kLBAC8Xi9mZmYQCoXOfU1FURTs7+9ja2trbAWRTB4WFxdHJhzdbhcPHjwYW9+KRqO4du3aM8cHHxYh/X4fjUaDJk0pioJut4t6vT5i/AYOwh8uX74Mh8OBTCYDQRBgsViQzWZRKBTAcRz115DivHg8jnfeeQculwuNRgObm5s07a7X69HfI5qmwWq14vLly4hGo5BlGbVaDaIo0teMpGRls1nUajU4nU4sLS3RRDOe5xGPx7G4uPhKRNCS9nMSZXxU+7nf76frV6xglcFgAOcrRv7vAP46gF/lOO7/omna9jl+LcZrSq/Xmyg6jroaNwme58emHER0vOo5/ozzR9M0VKtVpNNp5HK5qWZdl8tFo3ifx0FNkiTs7u5ie3t77P8zOp0Oc3NzmJ+fH3ksmqZhZ2cHa2trI0LKbDbjxo0b1D/ytBSLRWxsbKBYLKLZbNJ/rVYLOp2OXgQQRRHFYpFeYCCpV0tLS7Db7djY2EA6nUaz2UQ2m0W1WoUgCJiZmYHVakWr1UKtVsPi4iKuXLkCjuNQKBToxIRc0Gg2m5BlGTqdDn6/HzMzMzCbzWi326hWq/B6vbh8+TKNle33+3T1i6xokd8hpHdlfn7+pfdBNBoNKkAOJ5kNw9rPGQzGcZybGNE0LcVx3F8G8LsA/oTjuL+iadqH5/X1GK82w1cmh70dRyWwTEIQhDEDud1up23KDMZZUq/XaRTvtFVAm81Gk7DOwltxEvr9Pra3t7G7uztWImcwGLCwsIC5ubmx3oZms4l79+6NHT5JXO+zJMDl83l8+umn2N/fR6PRQLfbpVHZPM/DbDaD53nIsoxyuYxutwuz2YyZmRnMzs7C5XJhMBggnU7j8ePHqNfrKBQKaDab0Ov1iEajMBqN6Ha7GAwGuH79OhYWFtBut7G9vQ1RFGlKHvGBkJQtn88Hl8sFTdMwGAxgt9vpqtXwcypJElRVRTgcHvl9Yjabsbi4+FInY5F1M7J+ddRqK2s/ZzBeHTRNgyzLkCTpyLdPE+xDeGYxwnHcf3bMXf4YwC8D+IDjuC8A/CmAMoDJc9whNE1jDeyvGaIojgmOVqs1tXV3GoIgjAkOu90Os9nM/jAyzpV2u02jeKf1JZjNZipAnueufLfbRTKZRCqVGlulOerArCgKNjY2sLW1NZKA5HA4cOPGDbjd7lM/Fk3T0Gw2sba2hnv37iGTyUDTNGiahm63i1arBUEQ4Ha7aQu6LMvodrsIBoOIRqPweDwQRRGdTgfJZBKFQgH1eh21Wg2tVgt6vR7BYBB6vR6KosBoNNKyxUqlgkePHkFRFPp7ptvtQtM06PV6uN1uuN1uGI3GEVEy3N0iCAKMRiN6vR70ev3YaprD4UAikRiZjrxMkLb6fD6PUqk0daWQ53nafh4MBl+J1TMG41WACInD4uE4YTF8n5Oev067kTLMWUxG/vc4vi1dw0ED+xtP/p0UJkZeQYj59LDgaLfbpxYdOp1uougg5lAG43kgiiIVIIdN1ASDwYBIJIJoNAq32/1cfz6bzSaSySSy2exYnKrNZsPS0hIikchEH1S5XMaDBw9GhBXP81heXsbi4uKpvFMkqapUKiGZTGJ3d5ca5SVJoitZw9MIh8MBnudRrVZhNpvh8/lo0/ne3h46nQ5dFep0Omi329DpdPB6vdDr9TAYDPB4PFhcXITRaKTdIKIool6vo9PpQFVVmoRH2tVJwpXP54PT6aTfJ8dx8Pl80Ov1aDab9PEPPw8vczJWq9Wi61e1Wm3q/YjQI+tXrP2cwThbpgmJkwiK0wqJF81ZrWmd9K/qaf76HidwGBec4Such0XHtCts09Dr9WOCg4gOBuNF0O/3aRRvtVqdeB+S3hSNRuHz+Z67QK5Wq3RicBiXy4WlpSUEg8GJj0uSJKyurmJ/f3/k/V6vFzdv3jzRSpkkSahUKlSAdDodNBoNZDIZtNvtkXhcURTh9/tx+/ZtOoHQNA21Wg2apuHy5cs03WpjYwOdTgeVSgXdbpdOR3ieh8PhgNFohNPppGV5HMehVCphMBig0WhQHwhw8LvFZDLBYDDQeNlAIACPxzOydub1ehEKhSDLMlKp1FjB6cuajKWqKqrVKhUgRxW3Wq1Wun7l8XjYBR8GYwqapkFRlKmi4SSTiYskJHQ6HfR6/ZFvzWbz03/+M3iMf+YMPgfjJUbTNHpF8rCvY1qqyjSI6DhsJGeig3ERkCQJ+XyedoFMKm3jeZ6uEQWDwReSulYsFrG5uTlRJPn9fiQSCfh8vqkfn81m8fDhw5H0Ob1ej6tXr9JOj0moqoparYZSqYRyuYx6vU6fo2ERMhyPazabMT8/j6WlJdqurdfrwXEc2u02AoEAut0u9vb2kEql6O8XRVGoCAEO1swcDgctNrRardA0DeVyGe12G/V6fez7IaWHPp8Ps7Oz8Pl8I6tWJFDA5/Mhn89jc3NzbBWBJGMtLCw8N8/Ps3LS9nOO4+B2u6kAYe3njNeBYSFxEhFx+H3kvy8KOp2OioajBMW028ia7HE8SyjHM4sRTdN+8qyfg/FyoKoqnXQMC46nER0Gg2FMcNjt9meOA2UwzhpFUVAsFpHJZFAoFKZ2gfj9ftoF8ixG7qdF0zTkcjlsbm5OXBUjV+1dLtfUzyGKIr788suxSUo4HMbKysrEiwLNZhPlchmlUommSA1DREi9Xke73YYkSdQLsrKygmg0CoPBQJ9Du92OQqFA+3+2trawv7+PSqUCSZLA8zxEUaS/d0wmE10VIn84idma/J4ahud5cBwHp9OJhYUFRCKRkUO23W6niWYcx2F7exs//elPx76vly0Zq9PpoFAoHNt+TlLDyIToZfjeGIxhTjJxOG46cVEYFhInERST3r4ME8zn/xeTceFRVRWdTmei6Jj2B2waRqNxouhgf+AYFxlymCVdINPG5R6Phx5cX9TPtKqqSKfTSCaTY4Z5juMwMzODRCJx5FVtTdOwu7uLtbW1ke/VZDLh+vXrCIVC9H29Xo+uXZXL5andPY1GA6lUinrBFEWBw+GAIAjw+/0Ih8PUnxGPx+H3+7Gzs4NkMolqtYr9/X36/AMHv0tI3K4sy7BarYjFYnC73ej1elBVla5hNRoNKhplWYYgCNA0DWazmfZ7eDweOrU6HCjQbDaxvr4+0WNDjP6xWOyFiM6TQlbciAA5qv3cbDbT8kGv18s6lBgvjOHJwtMIClmWT31OOS8mCYnTTiVeBiFxFlzc36SMc4fsax9OryJFX6fBZDJNNJIzUyPjZYEc3kgU77RkEIfDQQ+uz7Ij+6zIsoy9vT1sb2+PxawKgkAP3cc9xlarhfv374+Zlefm5nD58mVwHEfL7Eql0lgz+6THVSwWUalU0O/3wfP8yOQjHA7DYrEgEokgHo/D7XZjd3cXP/3pT5HNZrG9vY1cLodisUhN5aTcUFEUuN3uka6PWq0GQRBoZC8xfSqKAo7joNfrEQgEkEgkMDs7SwWE0WgcCRQADsz6f/qnfzpW5Ah8lYwVDocv7GFdlmWUSiUqQFj7OeN5ctrUpossJARBOPU04nUVEmcBEyOvASSr/7CRnMRYngaz2TwmOGw2GxMdjJcWskaUzWan5qRbrVYqQF703vxgMMDOzg52dnbG1gn0ej3m5uawsLBw7KRGVVVsbm4imUyOrJ5ZLBbMzc1BlmV88skn1EA+Db1eD7/fD03TsLGxQachhGEREg6HEY/HEQ6HodPpUK1W8cMf/hBra2vY3NxEqVRCrVaDoiiw2+3odrt0MuLz+RCJRAAcvGakBHEwGEBRFFpUSB6Tw+GgXhRiKNfr9QiHw4hEIjRQQNM0ZLNZJJPJieV9Fz0ZSxRFKj5O0n5O1q+YD48xzGk8EtNuu6hC4jRrTkxIvBiYGHmF6XQ6+OEPf3hkOso0LBbLRNFxkdcSGIyT0ul0aBTvtCv9pNF7ZmbmQqQjEf8EaQgfxmg0YnFxceTK/1FUq1Xcv3+ffu8kapvE6K6urk79WJ7n4fF44Pf74fP5UCgU8OGHH2J3d3fkIEwicBcWFmh/CTF49/t93L17F++//z62trbQaDSosd1ms0FVVRQKBRof6/V6IUkSstksNZ1rmoZer4derwdFUaDT6WC1WukUhPSlCIJAAwUCgQCdaiiKglQqha2tranJWIuLi0d6bF4EmqaNtJ9Pi5IGWPv568I0IXEa0/WrICTIWtRFnVwypsNOlq8wpCDsKKxW64joIG/ZHy3Gq0av16MCZNIVcODgyjlZ3bko0aXtdhtbW1tIp9NjV70tFgsSiQRisdiJ/gBLkoTHjx9TkzuJuTUajZifn4fJZJp4Zd3hcMDv98Pv98Pj8WAwGODBgwf4wz/8Q5TL5ZH7chyHQCCAW7duYWlpCYFAgD6Pmqbh888/xx/8wR9ga2sLvV6PJvGRhvVqtQqr1YpIJEJXsfb29mAwGGC1WmlJIVkBs1qtdHVrcXERTqeT+lJIotmwQBsMBtjd3cXOzs5Lk4ylKArK5TKdgBzVfu5wOOj6ldPpvBA/w4zpPI2QOHzbRRISz+qRYELi9YSJkdcAsnd92Ehus9mY6GC80gwGA9oFUqlUJt5HEASEQiFEo1H4/f4L88ew0Whgc3MTuVxu7LbTNnvLsoy1tTV89NFHKJVKdB1NEATMzMyMCAbgYB2TiA+fzweDwQBVVZHP5/HHf/zHI1MVAsdxmJubwzvvvINEIjG2JvbZZ5/hd3/3d7GzswNFUWgyH/lYMhUh/oVms4lSqQSHwwG3241Op0PXkCwWC8LhMNxuN+bn5xGJRGAymeDz+RCNRhEOh8dWR7vdLra3t7G/v/9SJGP1+30qPlj7+cXkOCFxEoFxUYQEz/OnXmViQoJxVjAx8gpjsVjw3nvvwWazsV8SjNcGWZZRKBSQyWRQLBandoEEAgF65fwiifJyuYxkMjnRRO3xeJBIJBAMBo/8HJqmoV6vo1QqIZ1O4/79+2OdIy6XC3NzczAYDNDr9fD5fFR8DE8FGo0G1tfXsbq6ir29vbFUJr1ej2vXruEb3/jGSOoWcPBa/Omf/il+//d/H3t7e9A0jXaM9Pt9WpRlNpshyzIGgwG63S5UVYXT6YTJZEK320Wj0YDJZILX64XX64Xf78fMzAx8Ph+8Xi9NNJsWPTytfZ4kY5GVrhdNq9VCPp9HoVA4cft5IBBg67NPgaqqT53YRN6eNtL+vDiNkJj2lp0RGC8S9hvsFYaYOBmMVx1VVUe6QCZdReY4jh5cJ105f5FomoZCoYBkMjnxEBoIBLC0tASPxzP1c3Q6HRq5W6lUMBgMUCqVkEqlRp4PYnInpmy/3z+2zjMYDJDJZLC/v490Oo1MJjMmQpxOJ27evIl33nkHdrt95LZGo4GPPvoI//bf/lv69Xu9Hur1OjqdDoxGI9xuN3iepwl+ZMWDrIo1Gg3o9XrYbDbMzc3B4XAgHA5T/8fMzAwikcjUdaqjRN1ZJWOJAwU/eJRHqtpF3GvBL14LwaQ/uagh7edEgLD285NBhMTTmKyZkGAwLh5MjDAYjJcSTdNQqVSQyWSQy+WmFlW53W5EIpGpV85fJJqmIZPJIJlMjh32OY5DJBJBIpGYeFGh3+/TuN1yuTySBCaKInZ2dkZWqSwWC5aXl/HOO+8gFAqNTQI0TUOpVML+/j4KhQLq9fqYCDEajfD7/XjjjTewsrIyshKkqip2d3fx8ccf4969e8jlcuj3++j1eqhUKuh0OrTPgnSVcBwHo9EIvV4PQRDo+pbVasXc3By8Xi9sNhuCwSBmZ2eRSCQQjUbHxM/w95DL5Z5LMtb9VB2/9tt3UW5/5Tvx2Qz43q++hZsx19SPI+3n+XwexWJxaofNq9p+fhohMU1YXCQh8SyJTUxIMBgHMDHCYDBeKoa7QKYV7pEW7Wg0eiF36I9KcuJ5HrFYDIuLiyNX/RVFQbVapdOPSSlKqqoil8shm81Cp9PB5/PB6XQiFArhrbfegtfrHfuYTqeDVCqFVCqFXq+HZrM5IkI4jqPpWdeuXcPy8vLIc9rtdvH48WN88sknSKfTKBaLaDabVHCIogiz2QyPx0O/lsFgoBMQMrUhEcGBQAAOh4MWFN68eZP2kTzN83keyVg9SRkTIgBQbg/wa799Fz/99e+MTEhI+3k+n0e1Wj2y/TwQCND1q4viXyGoqvpM0a+SJDEhwWAwxmBihMFgXHharRZNwpq2ymKxWKh34KKuJ0qSRJOcDgspnU6H2dlZLCwswGQyjfg+yuUyqtXqkQc5URRRrVYhCAJWVlZgNpvBcRwSiQSWlpZGJiGyLCOXy2F/f596SQ6LEKvVCr/fD6/XS/s6iAgha2UPHz7EgwcPUK1W0Wg0UC6X0W63USqVIEkSPby12200Go0RETIYDGA2m+F2u+nqkV6vh9frxc2bN7GyskK7QKbxopKxfvAoPyZECOX2AH/0MIdvzVro+tVRRZFms5lOP86z/XySkDitoHgZhMRJhcVF8AgxGIwDmBhhMBgXkm63SwXI4RUmwqQW7YtIv9/H9vY2dnd3x9ZyDAYDTXIaDAY0PalcLk9dPQO+WuNxu92o1WqoVCqIRqP0dpfLhZs3b44Is2q1ilQqhWw2Sx9Hs9lENptFs9mETqdDKBSiJvZYLDYiQnq9Hvb393H//n3s7Oyg1WpBFEXauE7SrkgHSKfTAcdxEASBJnJpmgav10vL98xmM/R6PS5fvow333wTc3Nzxx7IRVHE1tbWkclYc3NzMBqNJ3uBTsl+ZVwQa6oCpduA2qnh3/ygAOHa9FUwIsCCweCJhPPTConht9PSuJ43HMc9c7M1ExIMxqsFEyMMBuPC0O/3kc1mkclkpqYJTWrRvqh0u116aD58VdlsNiMWi8FisaBareL9998/thfIbrfTxCuv14tKpYIvv/wSoijS50EQBFy+fBnz8/PgOA69Xg/pdHqsGZ1Mm1qtFlwuF20qFwRhRIQQL8nOzg5WV1dpU70syygWi0in02g2mxgMBhgMBtSMTh4LSXoyGAyYmZlBNBql5YqhUAhvvPEGbt++fSLhcJJkrFgsdu7pUnHvgThTpT7Ubh1Kuwal1wK0g9fYbf5KYGiaBk3T4PF4qHgUBAGSJKFSqSCfzx8rLC6SkDjJ5OEoYcGEBIPBOAwTIwwG44UiSRL1OZTL5Yn79NNatC8qrVYLm5ubY4dmVVVpbC3P89jY2Djy8xDDOBEgxIDf7/dx//59ZLPZkfsHAgFcv34dJpMJ+XweqVRqLN6YiJDBYAC/34/FxUXo9XpwHDciQgaDAba2tuhEh4QEaJqGYrGI/f191Go1DAYDiKKIbrcLnuepKCLiwufzYX5+HqFQCDqdDna7HcvLy3jzzTdP3JPyPJKxJqFp2tgUolKpwFxOg9/+GZqNxoEAUZWD51hVYNFzMDT0ePQoD7vdDofDAbvdjnq9jnq9jp2dnTN9jCflpELiqPswIcFgMM4DJkYYDMZzR1GUkS6QSbvopMl7Uov2RaVWq2FzcxOFQgHAwWGW9GRomgar1Qqn04lOpzPx4wVBgM/no50fk1KjUqkUHj16NLLCZTAYsLKyAofDgZ2dHaTT6TEPBemw0Ol0mJmZoelMh0VItVrF+vo69vb2kMvlaFSyqqqoVCpIpVLI5/MQRRH9fh/9fh+qqkKn00Gn08FoNMJgMCAWiyGRSMBqtcJmsyEQCODmzZtYXl4+UTLUsyZjaZp2opWmo9abFEWhje+1Wg31ep0+778QGuBfFuvoDr6aWtisFvzVb1/D8nwYVqv1zKZ2Tyskhu/LhASDwbioXPy/7gwG45VAVVWUSiXaBTIt0nS4C+SipQlNo1QqYXNzE5VKBf1+H81mE41GA81mk7aFO53OsY/jOA4ul4tOP1wu19Sr+51OBw8ePEC5XB55fzAYhNvtxvb2Nur1+tjHtVottNtt6PV6LCws0EPpsAgxGAxIp9PY29ujqU9kSiXLMmq1Gvb29pDNZtHtdiHLMnq9HhRFgcFggMVigclkgtPpxPz8PGKxGBwOBzweD2KxGK5cuXLi9SlFUbC/v4+NjQ20Wi0oikJXlVRVhcfjQTQahdlsRjabxf7+/lQh8bRIkkQnGY1GY6JYDjrN+GvfmEe2C/R5M+IhH76WCMKgGz30EyFxGoP14fe9DEKcwWAwnhb2G47BYJwbmqahWq3SKN5phmyn00lL7C5aF8g0yJX7tbU1pFIpKj5ISpbb7Z44BbDZbCO+j+PKF1VVxfb2NtbX1+mhmIgEp9OJUqlEJzHDDAYDmmgVDofp+zmOw8zMDJaWlqAoCpLJJNLpNBqNBnK5HPXqdLtd1Ot1anjvdru0vFBVVRiNRlitVupjmZ+fRyQSoSWK0WgUsVgMTqcTiqIc640QRZEWLB5OGuM4Dn6/H6FQCBzHja2nnQXk+63VanRyxXEceJ6HwWCATqcDz/Mwm83w+XzUgG8ymY4UFExIMBgMxtGw35IMBuPMaTQaSKfTyGaz6PV6E+9js9loF8hZR6+eJ7Is49GjR/jiiy+Qz+fR7XapJ4O0vIfDYZpAZTQa6dqVz+eD2Ww+8ddqNBq4d+8e7RTp9/uoVCrQ6/XweDwTO0rMZjP6/T40TRuZLBERsrCwgEajgS+++IJG8mazWbTbbSiKgkqlgmq1imKxiEKhgE6nA0mS6NqXIAiwWCxwOp1wu920F8PhcIDjOKiqCr1ej1arhdXV1WO/x36/j3w+j1KpNDaBIF6hYDB4rGibxHGt1SRyuFqtQpIk2O12uFwuarwnUyRSvBgKheB2uy90aAKDwWC8bDAxwmAwzoR2u02jeKd5IsxmM43inbS2dFFpNpvI5/N4+PAhHj9+PCaweJ6nV+4tFgu8Xu+I7+O0h1dFUbC2toadnR3Iskz7RmRZxvz8/Jh4czqdsNvttOuDeB1kWYamafD7/XC73djf38dHH31EO0mKxSJEUYQoiqjX62g2m9TjQtawyDqdTqeDxWKB2+2Gx+NBKBRCJBKB1WqFyWRCMBiEz+c78SSg2+0il8tNLAEkyVtkUvY0nRKCIIw975IkoVAooFAojLSfH34+SdEjESAvk1hmMBiMlw0mRhgMxlMjiiKN4p1kMgYODpbDXSAvw1Vl0h5eKpWQz+exv7+PfD4/5kMgV+6Xl5cRjUbh8/ng8XhOnepE1q5IGeH9+/epb6NSqUCWZfq5yboTOTAbDAYkk0laXkggPSQWiwWPHj1Cs9mEoihoNBqo1+sYDAZoNptot9tot9u0F4SsYcmyDJ7nodfrYbVa4fP5EAgEEA6HaTKWw+FAKBSC0+kceV2PEg1EtJJIYa/XC0EQIAgCXW2LxWJnZrjudDq0fPAk7edk/eppJjEMBoPBOD2vtBjhOM4F4C0AX3vy7y0AZHn6J5qmffuYj58DcNIcxmM/35PP+TUA/1MA7z15LE0AjwD8dwD+oaZpFyNQnsGYwmAwoALk8AGYQMrzyAH9okfxksjWcrmMUqmEdruNwWCAfD4/Me3Lbrfj2rVruHHjBoLBIHiep/4Hkrh0XBHdpPeRGN1Go0HXoiwWCwKBABRFQblchsPhgM/ng16vp2WFw3AcB7vdDr1ej2aziWq1Sh9XrVZDt9tFs9lEs9lEr9ejnSFkEqKqKl3FslgsiMViiMVimJ2dRSgUgslkQiwWw8LCApxO50Sz9WHBSfw1W1tbqNfrMJlMI96g45KxToOmaajVaidqP7dYLHQN7DzbzxkMBoMxnVdajAD4AsDci34QBI7j/jcA/o8Ahv/i+QF8+8m/v8Zx3L+radrktjcG4wUhyzLy+TwymQxKpdLEq8s8z490gVzkKFFVVenqUy6Xo9MHRVHQ7XaRzWbp+1RVBcdxMJvNcLlcWFxcRDgchqIoePToEe7du/dMj0XTNOzs7NDpBXluyeqX0+mkfSM+nw+DwYAWDR7GbDbDaDTSuF2e5yGKIsrlMprNJlqtFhqNBk3EIqJBlmXodDqYTCYYjUbaBbK0tIRYLEY9IXNzc4jFYieeGiiKglQqha2trTF/C8dxCIfDWFxchMvleqbnkBQwkhWso5rrSft5KBSaGJ3MYDAYjOfLqy5Ghi/PFQDcBfDvPuXn+t8C+P8dcfvkJXnyQDjurwP4L578zz0Afw8HYikA4H8C4M8B+DqAf85x3Hc0TRvPkmQwniOqqtIukEKhMLULxOfzIRqNIhQKPffVFrLadFxfxLDvolqtolqtYjAYQFVVevjv9Xqo1WpotVpUfFgsFthsNrjdbkQiEXg8HnAcd+TV9pNCVtyICOF5HoIggOd5uFwuxGIxmkjl9/vR6XSQSqXQ6/UQDAYRiUSg0+moYXy4wbzVamFvb49OryqVChUh5OtIkoROpwOe52GxWGAwGGC327GwsEDXzsihfX5+HoFA4MQrdoPBALu7u9jZ2RnrO+F5HvF4HAsLC8/kxRBFkU4/KpXKxJ9P4GCVzu/30wnISZreGQwGg/H8eNXFyG/iYM3qE03TUgDAcdzkheHjyWia9vBpPvDJuth/Qz4PgLc1TRvO4vxDjuP+AYC/gYP1rb8C4P/zlI+TwXhqNE1DuVxGJpNBLpeb2gVCuh7C4fBTH+6GhcRpiuiG307b/wdAPREkcnfa1fJut4tqtQpFUWC1WmmHBc/zsNlsCIfDcLvdR34vgiCcyFjNcRzK5TLt8igUCvSgzHEcDAYDbt26hZs3b1KxUavVsLGxgWKxCJ1OB5/PB+DAVC/LMoxGI4xGI33tNjY2kMlkUKlUUK/XaVcHESyDwQDtdhuapsFut8NoNNIulKWlJczNzSEcDmN+fh7z8/MnKigkiKKI7e1t7O3tjflr9Ho95ufnMTc391Q/M5qmodFo0Odt0mSIQAz1xFR/kad0DAaD8brzSosRTdP+m+Pv9Vz4NQDkNPO/OiRECP8xgL8IwAngPwUTI4znSLVaRTabRTabHet4IDgcDhrFazAYaNxrt9t9Ko/EUULiaSBN2USAiKI49b6apkGSJPR6PQiCgHg8PtIlEQgEMDc3B7/ff2KRcRSkuTybzaLVamFnZwedTocmT+n1ety6dQvf+ta36MrSsAghyLKMSqUCRVHgdrthNpuhKAo2NzexubmJXC5HvSFEfBkMBpjNZqiqSn0hDocDRqMRer0eLpcLS0tLWF5exvz8PF3NOs2Uq9lsIplMIpvNjr2uZrMZCwsLiMfjp+7cID4ZIkCm/WwCB4liZJLzMiW1MRgMxuvOKy1GLhD/3pO3LQD/bNIdNE1rcxz3z3AwHVnhOC6haVryeT1AxuuDoiiQJAnVahX7+/tIp9O0Y2L4nyzLMBgMcLvdcLlckGUZyWQSa2trZy4kngZN09Dr9dBut9HpdOgKkk6ng81mg9PppClNOp2O+i7ImhUxahPTMvEwLC0tweFwPPPj6/V6SKVSSKVS6HQ6UBQF2WwW+XwemqbR9vW5uTm899578Hq9AIB6vY719fUREdJut6lXJxwOw2w2o16v4+HDh1hfX0etVqPmdPLakFJCjuOo98VqtdLuEavVioWFBVy/fh3Xr19HIpGgE5qTUi6XkUwmUSqVxm5zOBxIJBIIh8OnMob3ej0Ui8Wp3SMEnufh8/noBOQ0/S0MBoPBuDgwMXLOcBynx0GSFwD8qaZp0y/tAT/CgRgBgG8CYGKEMQIREk+z3iRJEtrtNiqVCiqVytTJgV6vh9frRTAYpCs6ZKXqLCGxsSftjdDpdOj3+6jX62g0GqjVajCbzTCbzRNTmHieh9vtht/vh8fjQbPZxPb2NrrdLhUp5H4zMzNIJBLP3Cehqiry+TxSqdSI0b/ZbGJnZwf9fp8+Xr/fj2vXrmFxcRE8z4+JEFJAWCwWaT8Lx3G09X1vb4+uYZHXhiRpORwO6PV6KryIBwY4SJCKRqO4c+cO3n33XSwtLZ3KyH04GeswT5OM1Ww26erapM9JMBgMVHz4/X7Wbs5gMBivAOw3+cn5WxzH/R0AMQADAFkAP8NBHO9Pj/i4ZXz1PB9XR7w29N9Xn/aBMi4mxwmJkwiKp5lIDAYDamKeVkYoCAI8Hg+8Xu+JSvqIkJgmGk5y20mulvf7fbqmUy6Xj1y9Ag6uxpODvsfjgaqq2Nvbw2effTa24iMIAubm5rCwsDASM/s0NJtNOmUa9qbIsoxUKoVqtQqPxwO/3w+bzQav14sbN27AZrONiZBut0s7McjkpNvt4uHDh9jY2KB+iV6vR38edDod3G433G43HA4HeJ5HuVym3S+CIMBsNsPn8+Hdd9/Fn/2zfxYLCwunWsU6y2QsVVVRqVTo+tVRr6vdbqcC5GXpqWEwGAzGyWFi5OTcHvpvI4BLT/79dY7j/imAv6FpWmvCx80M/Xf6mK+RGvrv2EkeFMdxn0256fJJPp5xMsja0tOYrMnbaesm54Esy6jVaiiXy2i1Rn8sOY6jooCU2Pl8PhiNxjMVEk8DmQaUSiUaR3sUJpOJig/yPQAHImZzcxO7u7tjxnWDwUDN2c+S/iVJEtLpNFKp1MTCR2Igd7lciMfj1OR+5coVxONxNBoNfPLJJzSpjDSit9ttmt7VaDTw4x//GJlMhoox8v1wHAer1Qqv14tIJAK/34/BYIC9vT2Uy2UqVEwmE9xuN77xjW/gV37lVxCPx091oD8uGSsWi2FxcfHYqdJgMBhZv5o2aeM4jk7mgsEgaz9nMBiMVxwmRo6nDuBfAPgxgE0AXQBBHPSC/E0AHgD/QwAejuN+SdO0w39hh/cfjssDHb795BE2jCNRVfVUq0wvWkgcxeGJxPBbjuPQaDToIVgQBESjUeqjIIdh0gUSCoVeeMoQSUgibee1Wu3I55qkSRHxcTjpqdvtYmtrC/v7+2Ofx2QyYXFxEbOzs0/9fZPEKtLIPumx8jyPbrdLJyCEcDiMlZUV9Ho93L17F4VCgfojSqUSFEWByWSCzWZDOp1GNpulpX2iKNKvpdfrYbfbEY1Gsbi4CL/fj0KhgJ2dHRSLRXrINxqNcLvdeOedd/CX/tJfwszMzNhjPQpRFOlz+bTJWO12m65f1Wq1qZM9IoyDwSBrP2cwGIzXDCZGjiYLIKppWnfCbT/gOO43APwRgBsAfgEHfSH/j0P3G3ZVDnA0w3skJ3Jjapp2Z9L7n0xMbk+67WXiNEJi2n1eBiFx0jWnwxMJVVVRLBapMVpRlJH4VwLpAgmHwy/8oNfpdGjTeblcPrKgjuM4eDweKkBcLtfEq/qtVgvJZBKZTGbswGu1WpFIJDAzM/PUEx3S8UF6Pg7D8zxCoRAAoFAojKx9mUwmXL9+HSaTCQ8ePKCJV8ViEc1mk04bJElCNptFsVhEvV5Hp9OhX4sUEgYCAcRiMbzxxhswmUxYW1vD3bt3UalU6OqUwWCA3+/HnTt38Bf+wl/A/Pz8qb7XZ0nG0jQN1WqVCpBpa4HAgXclFAohGAzC4/Gw9nMGg8F4TWFi5Ag0TRvgCAGhaVqO47h/HwdeED2Av41xMTK8DG045ksOX2I8ejn+JeCwkHiaNaeLJCRO64k4Tkg8LZqmoVKp0C6QaYd5l8uFaDSKSCTyzJ6IZ2EwGFDxUSqVjvV92O32Ed/HUSblWq2GZDKJfD4/dpvT6cTS0hJCodBT+QwURUEul8P+/j4qlcrE+5ByQofDgdXVVdRqtZHbZ2dnEYlEsL29jf39/ZHnoNVqod/v04jhRqOBarWKbrcLRVHA8zzMZjPtOllaWsKdO3cgSRI++eQTKmpIa7ter0c4HMatW7fwS7/0S7h69eqpfuaOS8ZaXFxEJBIZ+5ynbT8nAoS1nzMYDAYDYGLkmdE0Lclx3J8A+CUAyxzHhTVNyw3dZXhh/7jVq+Hbn73i+RlQVfWpE5sumpDgOO7E4mGamHjR60zAwcGbdIFMujoPgK7vRCKRF7ZrrygKqtUqFSCT/BTDmEymkdWrkwinUqmEZDKJcrk8dtvTpDkNU6vVsL+/j2w2O9HXYDAYMDMzg1gsBpvNhs3NTXz00UcjP+82mw3z8/MoFov41//6X6NYLKJWq9E0M1EUwfM8FEVBs9lEtVqFKIq0+NDpdMLpdCISieDNN9/E5cuXUalU8MEHH6BQKKDT6aBer9P45ZmZGdy+fRtvvfUWbt26BYvFcqLv9STJWIuLiwgEAiPvJyb7k7afh0IhBAIB1n7OYDAYjDGYGDkbHuFAjAAHhvVhMTJsWj9uaXvYtJ6aeq8ToqoqGo3GKyUkTjOVIG8vgpB4WlqtFjKZDDKZzFiCEcFsNtMywmftxxAHCn7wKI9UtYu414JfvBaCSX/086dpGprNJr3qX61Wj/V9eL1eKkBOeoVc0zTk83lsbm5OFDihUAiJROLYtvRJ9Pt9pNNp7O/vo90evw7AcRwCgQDi8TgCgQB4nke1WsVPfvKTkfvzPI9gMAhRFPGDH/wAxWKR+niKxSI0TYPJZIKqqrQbhAgKIkDsdjtmZ2fx7rvvYn5+HhsbG/iX//JfIp/Po9frodVqodvtwmg0YmFhAbdv30YikcCtW7cQDAZP9P2eNhlL0zTU63UqQE7Sfh4KheDz+dj6FYPBYDCOhImRs+GovNUNADIOnuvj4nqHE7COiwE+llarhffff/9ZP81TM5zadJR4eFWFxNPS7XaRzWaRyWSmHvqMRiMikQgikQg8Hs+ZfN37qTp+7bfvotz+ajPRZzPge7/6Fm7GXGOPcdj3cThlaRiO4+B2u0d8H6c5oKqqikwmg2QyOSYUOI5DNBpFIpE49doP8dukUikUCoWJ5mqr1Yp4PI6ZmRk6sZEkCQ8fPsTe3t7IffV6Pfr9Pp1eEAHSbDah1+thtVohyzJyuRyazSaN23U4HLBarXA4HLh8+TK++c1vwuVy4cGDB/gn/+SfIJfL0ab7ZrMJk8mEK1eu4NatW4hGo7hy5QoWFxdP9P8VSZKwu7uL7e3ticlY8XgcCwsLsFqtUBSFRu+epP2crF+x9nMGg8FgnAYmRs6Ga0P/nR2+QdM0ieO4TwB8HcA7HMcZnnhRJvHtof8+qrvk3DmpkDjqPq+jkHha+v0+FSCHfQcEnU6HcDiMaDQKn893pn0LPUkZEyIAUG4P8Gu/fRc/+k9+Du1GjYqPo4zJwMGaElm78vl8T1VOpygK9vb2sLW1NbaWRg7Oi4uLJ15JIrRaLaRSKaTT6YkHbJ1Oh0gkglgsNib08vk8vvzyy5HH0+l00Gg0kM/n6eG9Xq9DkiQqNvr9Pvb39zEYDGA0GhEKhWCz2Wji1dtvv4233noLoiji8ePHWF1dRSaTgSRJGAwGaDabMBqNuHbtGm7cuIFQKIRoNIqVlZUTff+iKGJ7ext7e3sTk7Hm5uYwPz8PTdNQKBTw6NGjE7WfEwHyIj1JDAaDwXi5YWLkGeE4bhHAd5/8zy1N0zIT7vZ7OBAjdhzEAP/jCZ/H9uQ2AHioadozt6/zPE+bmE9rumZC4vyRJAn5fJ52SEy6Mk/WfqLRKILB4LmtvPzgUX5EiGiaClVsQRWbSKca+D/9gwzeWfBO/Xij0UgnH36//5kOp5IkYWdnZ2KvhU6nox0hp/EfkKSqVCo1Vex5PB7E43GEw+Ex8dTr9fDw4UPkcl9tYJZKJezt7VGBVq1WqbgxGo1wuVxot9solUrgOA4OhwMOhwMmkwmCIGBmZgbf+c53sLCwgHw+jy+++AKPHj2iIkRRFOojuXz5Mq5du4ZwOAyHw4GVlZUTrWSdJBnL5XKhXC7jk08+OVH7OVm/Yu3nDAaDwTgL2F+TI+A47n8A4F9oU8LxOY4LA/hdHCRpAeNJWoTvAfg7ANwA/kuO4/6NpmnFQ/f5vwIg+w3/9TM98CfY7Xa89957Z/GpGGeEoigoFArIZDIoFosTrzxzHAe/30+7QJ7HoW+v3IHa70LpNqB2G1B7LWjaV4+t1BpvL/d6vXT68axeFeDgwE+u3h82jhN/xOzs7ImjiUnqWCqVQi6XG5sIAAf+hlgshlgsNtHwr2ka9vf38fjxYyoQUqkU7t+/j2q1SjtACDqdDmazGc1mE/V6nfp5zGYzeJ6n043vfOc7sFgsSKfTuHv3Lh49eoRUKgVJkqBpGlRVhaqqmJ+fx9WrVxEOh2EwGLC0tHSilaxyuYytrS3a6j6MzWajTebb29vHtp+T6ce0WGUGg8FgMJ6FV1qMcBx3C8CtKTeHOI77q4fe90eapg1nhP4egG2O434PwCc4MJX3AAQA/Bl8VXoIAO9jihjRNK3Ocdx/CuC/xYGJ/WOO4/4egHsA/DjoJ/nzT+7+E0yYnDBeXlRVRblcRiaTQT6fn9o87fF4MDMzQw+e540oil9d1d94jF5qfep9Aw4TXC4XnXy43e4zm9J0Oh0kk0mk0+kxcWaxWLC4uIhYLHbiaZ0oirQTZJLpn0yb4vE4/H7/1AN2u92moqPb7WJ9fR13796lkxXycaqqwmAwQKfTod/vo9VqweFw0FJJ4pl5++238fbbb6Pb7VLfyKNHj7C3twdJksDzPEwmEyRJgtvtxpUrVxCNRqHT6RAMBo9dyToqGYt8fqvVil6vh1Rqcj7GcPt5KBQ69Qocg8FgMBin5ZUWIwB+BcDfnXLbJQD/8ND7/gyAw4UFCwD+F8d8nd8B8DeP8IJA07TvcRwXAvCfA5gD8P+ecLcPAfx72vAlacZLCSl/I10g0wzeTqeTRvGazSfquXxqJElCpVKhqVfDvo/rYSscJh2ava+EEqc3QbA44ff58Ot/45dht5ytL6DZbGJzcxO5XG5shchut2NpaQmRSOREV+NVVUUul0MqlZrYkwEcdGXE43FEo9EjxZ6qqtja2sLa2hpyuRw+++wzrK6uotFowGKx0MmMLMswGo0wGo3geR48zyMQCFDRZDAYEIlE8O1vfxsLCwsoFArUhL+6uoqdnR1IkgSdTge3201Tta5evUpFiMViOXYli0xrtre3R15TURRRr9chCAKsVisVIodh7ecMBoPBeJG86mLkWflzAN4F8DaAWQA+HHSBtADs4UA8/CNN0+6e5JNpmvZfcBz3xwD+QwDvAQg9+VyPcDAN+Yeapo3vkjBeGhqNBo3indYFYrVaaRSvzXZc9czTQ+JjSepVvV6f6EsBAINOwP/8v3cNv/GzPFqcBbzZCV5vpGlaZylEqtUqNjc3J64Qud1uLC0tIRAInEiENBoN7O/vU5/FYfR6Pe0EOUnKU61Ww89+9jN8/PHHuH//PjKZDERRpEZ0TdMgSRKMRiOdquh0OrpKx/M8bDYblpeX8fWvfx0ulwvpdBobGxsQRREPHz7E9vY2Nbf7fD4oigJVVXH16lXEYjHodDrwPH/sStZgMMDu7i711miahlarhXq9jkajQVesJvl3rFYrnX6c5ZSLwWAwGIzTwk07nDBebjiO++z27du3P/vssxf9UF55Op0OMpkM0un01JQpk8lEBch5Rp+2Wi06+ahUKhN9EgSe56nvg/R99GUVP3iUx37l5D0jJ4VMBqrV6thtfr8fS0tL8Hqnm+QJg8EA6XQaqVRqavSx3+9HPB5HKBQ60UF7MBjgd3/3d/FHf/RH2NnZQbPZxGAwgE6ng9VqpSLO4XDA6/WOrZMRw/qtW7dw8+ZNAKATn16vh0ePHmFrawuSJMHhcMDlctFi0fn5ecTjcSpojlvJGk7G6vf7aDQaqNfrdDUrGAwiGAyOTTg8Hg8VIOcpghkMBoPx+nHnzh18/vnnn2uadue0H8smIwzGU9Dr9egEZFrDuMFgoFG8Ho/nXMy/vV6P+j5KpdKRXRDAwVoYER8ej2fsoG7SC/jlW9Eze3yapiGbzSKZTE4UDpFIBIlE4liBpmkaSqUS9vf3USgUJhr/LRYL7QQ56crb7u4uvv/97+PHP/4xbUYfDAbgOA5msxmCIECn0yEUCsHhcEAURSrweJ6H3W5HIBDAnTt3sLCwgEajgWz2IN273+9jdXUVm5ubUFUVLpcLTqeTGtSj0Sjm5uaoCDluJYskY+3s7KBaraJer6PVakHTNBgMBkSjUfj9fjpJEQSBrl8Fg8Hn4kNiMBgMBuO0MDHCYJyQwWCAXC6HTCaDSqUy8T7k4Eq6QM56/UWW5RHfx6S28GEsFstI38fzOpCqqopUKoVkMjlmIud5HjMzM0gkEhMTrIbpdDrY399HOp2euPYmCALC4TDi8fiJBV+9XsePfvQjfPDBB3j48CFarRYVIcCBidtut8Pr9SIUCoHjOHQ6Hfpcm0wmOJ1OzMzM4NatW/D5fFQoAQc/J48fP8b6+jpNHSOTCJKURtaxyPORSCSQSCQmrmSVSiV88cUX2NraQq1WG0m/slgsCIVCVFiaTCaafsXazxkMBoPxMsDECINxBLIs0y6QUqk0tQskEAjQLpCz7GhRVRX1ep1OPmq12lTfB3DgkSB9Hz6f79jD/lkjyzJt+D48pREEAbOzs1hcXDyyh0SWZdoJMmmlCzjwlsTjcUQikRNFH/d6PXz66ad4//338fjxY9TrdVQqFXS7XQwGAzppIZMsu92ObreLTqcDTdMgCAJcLhfcbjfm5uZw6dIlWCwWlEolZDIH1UKSJGFtbQ3r6+swGo0Ih8O0C4V4TAKBwMjjDQaDuHbt2tjrJMsyHj58iC+++IJG/g5jt9sRDofptIW1nzMYDAbjZYWJEQbjEKqqolgsIpPJoFAoTPRdcBwHn89Hu0DOMoGIFOWVy2WUy+WpUcDAgRDyeDxUfDidzhfSBTEYDLC9vY3d3d2xg7Ner8fCwgLm5uaOnMxUq1Xs7+8jm81OfM6NRiNmZmYQj8dP5HmQZRmPHz/GT3/6U9y7dw+NRgOSJKFcLqPZbKLf70NRFJjNZhr1K8syZFmmIshsNsPpdMLr9WJ+fh5zc3OQZRntdptOSmRZxvr6OpLJJIxGI6LRKBWkJKzAZrONiJBJK1m9Xg/ZbBb379/H48ePx/o/SERwJBLB/Pw8Xb9i7ecMBoPBeJlhYoTxWiEOFPzgUR6p6qhBW9O0kS6QSclMwMEVeRLFe5oG8KPo9/t08lEqlaamcBEcDseI7+MsJzGnRRRFbG1tYX9/f0xAmEwmLC4ujpizD0M6L1Kp1ETzP8dxCAaDiMViCAQCx64dkVjezz77DHfv3kWxWKRJU/V6HaVSCaIoQqfTweVyUQGnqio6nQ4URYEgCHC73XA4HAgGg5ibm4Pf76dRuQRFUbC+vo69vT0YDAa60gUcTC4WFxdhNBpHJlmHV7IajQYKhQLS6TQ2Nzcn9tBwHIdIJIJbt27Rx/IiX3MGg8FgMM4SJkYYrw33U3X82m/fRbn9VeeHS+jjf/dnQrCr7anmb4fDQQXIWZTAKYpCfR/kKv1RmM3mEd/HWYmgZ6HVaiGZTCKTyYytjVmtViQSCczMzEwUD6qqolAoYH9/f+rqm91uRywWw8zMzLHfr6ZpyGQyuHfvHj777DNkMhm0Wi26ekVKBnu9HqxWKwKBAAwGA21EJ63nZAricrkQCAQwOzsLi8WCbrc7ElKgKAq2traQSqVgMBhGEsCsVitu3LgBk8lEV7wIwWAQV65cgSiKWF1dRT6fp2KkWCyOmfLtdjtWVlZw+/ZtBINB1n7OYDAYjFcSJkYYrwU9SaFCRO13obQqkNsVdOU+fn1Ph//q378Bg+6rq80Wi4VG8drt9mf62uSq/LDvY1IaFEGv149E7j5v38dR1Ot1egX/ME6nE4lEAuFweOLBudlsIpVKIZ1OTyyB1Ol0iEajiMVicLvdxz6WUqmE+/fv48svv8Tu7i5qtdqIoBwMBiiXyxBFEXa7HdFoFLIso9frwWQy0dZ0h8MxIkJIc7okSSPTGlVVaacJSdIiWCwWvPnmm3C73cjlciMfR0oFFUXBBx98AEVRqECqVqtUsBDjfCgUwu3bt3Hp0qUT+WEYDAaDwXiZYX/pGK8Fv//pDnL7O1DaFaiD0V38Zk/G5/t1vHclQicgJzkMH0Wn0xnp+5i29gUcrO643W46/XC5XBfuKnipVEIymUS5XB67zev1IpFIIBAIjN0mSRIymQz29/enRiD7fD7EYjGEw+Fj148ajQYePnw4IkCazeaIuNM0Df1+H81mEw6HAx6PB6IoolKpwGq1wuVyUQFit9up58blctHY3eHPp6oqyuUyXUUb9geZTCa88847iMfj2N7eRi6XA3AwjWk2m7DZbDCbzdTk3mw2kcvl6HNBjPEulwuxWAyXLl1CJBJhKVgMBoPBeG1gYoTxykIMwZlMBn/yk1VI1czYfTheB8Hmhi12Bd/97teeWgSQq/BEgBw2Hx/G4XDQ1CuPx3Mhr4BrmoZ8Po9kMjnilSAEg0EsLS2NCTfiv0mlUsjlchOnQGazGbFYDLFY7NjVt06ng42NDdy/f58KkEajMfIck3JCSZLQaDTAcRxsNhs6nQ56vR50Oh38fj9CoRCcTieNPHa73dQAfnhdjET6bm9v03hi8vNhNBrxzjvvYGVlBZubm1hdXUW73Ua9XketVoPJZMLs7CxMJhM0TUOlUkE+n0en04HRaEQoFILL5YLdbofP55sq5hgMBoPBeNW5eCcgBuMZkCRppAuEHDD99q98BxzHg7e6obN5wVud4DgeVxdmTiVEFEVBtVql4uM434fJZKJrVxfF9zENVVWRyWSQTCbHekw4jkM0GkUikRhbX+t2u9SMPkmM8TyPcDiMWCwGn8935PPd6/Wws7OD+/fvY2dnB41Gg/4bLh30eDyw2Wy0iZx0hnS7XbqyFQ6HMTc3B6vVCrvdDr/fD7PZDL1eD71ePzaFMBqN6Pf7WF9fHxNhBoMBX/va1/DOO+8gmUzij/7oj2j7uaIoMBqNiMfjcLvdUBQFhUIBhUIBOp0OHo8HCwsLMJvN4DgO4XAYi4uLcLlcJ31pGAwGg8F45WBihPHSoygK8vk8stnsRCMwANyZdeP3HvvREhwQrG5w/FfrQD6bAb94LXTk19A0DY1Gg5rOq9Xqkb4PnU434vs4SRTti0ZRFOzt7WF7e3tMTPA8j3g8jsXFxZFJhqIoyOVySKVSE1e4gAMvSTweRzQaPTICWZIkpFIpPHjwAJubm2g0Guh0OqjX6yOTCbfbjVAoBJ1Oh2azCVEU6evS6/VoelYoFMLy8jIsFgu8Xi/cbjd0Oh14nofFYhkTQ263G5Ik4csvv0SpVBq5Ta/X46233sKdO3ewsbGB3/qt3xrpfCGJV+FwGJqmoVAoQBRF2Gw2XLlyhX7f5HlcWFi4UF4gBoPBYDBeFEyMMF5KVFWlhXP5fH5iLwVw4GeIRqMHV6HvdMfStHw2A773q2/BpB/3KnS7XTr5KJfLR/o+yCGZrF65XK6XZu9fkiRaVHjYWK7T6TA3N4eFhYWRaU6tVkMqlUImk5nYg2IwGDAzM4NYLAaHwzH1a5NSyYcPH2J9fR3VahWDwYBOQWRZpsbuSCQCl8sFSZLQbDbR7XZRKBSQSqUwGAwwGAyg0+kQCASwuLgIr9eLQCAAs9lMH9NhAcDzPCKRCCRJwqeffko9H8Pf//LyMpaWlpDP5/Fbv/VbYxHETqeTJm8NBgP0ej34/f6R11+v12Nubg7z8/MXeirGYDAYDMbzhokRxksD2b3PZDLI5XJTxYHL5aJG9OFCuJsxA37669/BDx7lsV8Z7RkBQAvxiAAhV+OnQfb9/X4/vF7vhfR9HEWv18P29jb29vbGBIXRaMTCwgJmZ2fpVf1+v490Oo1UKoVWqzX2+TiOg9/vRzweRzAYnCrGSKnk+vo6VldXUSqVMBgMaIQuicS1WCyYnZ1FKBSCqqro9/vodDpotVrUUC6KImRZhl6vRzgcRigUwvz8PO38UBQFJpOJChIC8XT0+3387Gc/owZz8vj6/T6i0ShmZ2cBAB9++OHYtMRoNGJlZQWzs7NotVpoNpvQ6XQjUzCz2YyFhYUju1YYDAaDwXidYX8dGReeer2OTCaDbDY7tRDQZrPRKN6j1l9MegG/fCsK4ODQWa1WsfNk8jHJpD2M0Wikng+/3//SNl93Oh3ak3F41cxisWBxcRGxWAyCINCVo/39fRQKhYmdIFarlZrRpz0nxNS+vb2NR48eIZ/PQxRFKIpCpyCSJMFkMtGWdYPBQIsIB4MBCoUCqtUqCoUCTdAyGo0IBAJwOBy4evUqZmZm0O12IUkSPB7PWOO7x+PB3Nwc2u02fvSjH9GeFNKqLooigsEg7ty5A6vVSo34RKxxHAeXy4U33ngDCwsLyOfzSKfTY9+vw+HA4uIiS8ZiMBgMBuMYmBhhXEja7TYymQwymczEZm7g4KozESBHrQIRNE1Dq9Wik49qtTp1vQs4iF0d9n08a9/Ii6bZbCKZTCKbzY6JCrvdjkQiQQ/P7XYb+/v7SKfTE8sgBUFAJBJBPB6Hx+OZ+jVrtRr29vbw6NEjZLNZavQnbebtdpv2qszOzsLlcqHdbkOWZRgMBqiqShO01QQREAAAZg5JREFUSFqVLMswmUxwOByw2Wy4fPkyYrEYOp0ORFGEz+cbmULwPI9oNIq5uTmUy2X8q3/1r6jJvt1uo9PpQJZlzM7O4t1334Xdbke73cbq6io6nQ70ej1dvVtcXEQoFEI2m8WDBw/Gvt+jYo4ZDAaDwWCMw8QI48IgiiIVINPSqQwGAyKRgz4Qt9t9bAIWMTcT38eksj0CuepNJh9ut/uVuKpdrVaxubmJYrE4dpvb7UYikUAwGISiKEin09jf30etVpv4uTweD+LxOMLh8NS1o2aziXQ6jdXVVaTTaVrspygKWq0W6vU6NE2D0+nE4uIiwuEwZFlGtVqFKIpwuVzIZrNYW1ujExCynmUwGOB2u+F2u+kqniRJkGV5bAphMpkwNzeHeDyOTCaD73//+3j8+DFarRYVIIIgIBaLYWVlBS6XC7IsY2dnB51OBy6XC7Ozs7BarTCZTHC73Wi1WlhdXR37nsPhMBKJBEvGYjAYDAbjlDAxwnih9Pt9GsVbrVYn3ken0yEcDiMajR4bCStJEiqVChUg06YqBKvVSicfXq/3yLSnl41isYjNzc2Jz6vf78fS0hI8Hg+q1Sru3buHXC43cVI0vDo1bQWu0+kgk8lgfX0d+/v7I0WPvV4PjUYD3W4XNpsNS0tLiMVi0Ov1qFQqKBaL8Pl8iMfj2NjYwKeffoputwu9Xk99QsSP4vf7aWGh2WyGzWaD0+kc+ZnweDyYn59HMBhEMpnEb/7mb+Lx48dot9t0IiQIAuLxOK5fv05FrSzLaDabiEQi1GROVsFIYtswPM8jFothcXGRJWMxGAwGg/GUMDHCeO7IskwFSLlcnuhD4HkewWAQ0Wj0WDN0rVajkw9y1X0aBoNhxPdx2Nj8sqNpGrLZLJLJ5MTpUjgcxtLSEgwGA9LpNO7duzfRqE+e/3g8Dr/fP1EA9no9ZDIZ7OzsYGtri0brAgevS6vVQqvVomtOpH+j2WyiUCjAYrEgGAxCVVU8evQIu7u7UBQFVqsVFosF+XwekiTB7/cjEAhQceLz+TAzMzOyNkdSsRYWFsBxHD777DP8/b//97G1tTXiixEEAeFwGNevX0coFEIwGITZbEYul0O73aYrZ/1+H5IkwWg0jk3TWDIWg8FgMBhnBxMjjOeCoigoFovIZDIoFAoTOzrI1e9oNEp7JCbRbDZp6lWlUjnW9+HxeEZ8H0/bsn6RUVUVqVQKW1tbY9MgnucxMzOD+fl5tNttPH78eCwZimC32xGPxzEzMzNm/gYOmuZzuRz29vaQTCZRLpdHkrUGgwFdrXK5XFheXobf74csy9Sn4/f7cenSJTQaDXz66adIp9MwGAxwOp10AkGM5IFAALIso9vtIhAIYHl5eURAmkwmxONx2Gw2VKtV/MEf/AE+//zzsSkPESFvvfUWbty4gWAwCLvdjrW1NWxubtL7dbtd1Go1WK3WsZUrlozFYDAYDMbZw/6iMs4NkqCUTqeRz+cn9lEAB2s1ZP9/0gG41+vRyUepVJpoqB7G5XLR6YfH43klfB/TkGWZFhUeThoTBAGzs7Pwer0ol8v48MMPJ8Yh6/V6RKNRxGKxiZ4H0gWSSqWoABku/NM0jXowdDodlpaWEAgEYLFYaIKW2WxGIBCA1WpFLpfDj370I5RKJdjtdoRCIfR6PRQKBQwGA7oy1+l0UCwWEY/H8Y1vfGNEhDgcDlitVmiahq2tLeRyOTx+/Bi5XG7k50wQBCwuLuIXfuEXcPv2bdjtdmiahlQqhU8//ZROPci0xmw2IxwOQxCEka/FkrEYDAaDwTgfmBhhnCmapqFWq9Eo3mmGcYfDQZOwDq9KybKMcrlMxUe73T7ya1qtVrp25fP5XinfxzQGgwG2t7exu7s7JjCIuDAYDMjn89je3p74Ofx+P2KxGEKh0MjhGziYtBQKBbryRaZQwwd9WZYhSRJUVUUoFEIgEIDb7aYigiRbXbp0CaqqIp1OY319Hd1ul77+9XoduVwOgiDA7/fDarWi2Wwil8shGAzi3XffpQJpMBjAYDDAYDCg1Wqh0WigXC5jbW0N2WyWPg88z8Nut+Py5cv4pV/6JVy+fJlOwxqNBr788ksqpmq1GnK5HHQ6HWZnZ0eiiVkyFoPBYDAY5w8TI4wzodls0iQsURQn3sdqtVIBMlwMp6oq6vU6nX4MX3WfBPEgEPFhsVjO/Pu5qIiiiK2tLezv74+tpxmNRrhcLmiahv39/YmrcBaLhXaCHBaBZJJFfCDFYnFsEkVeF0VR6NqSx+MBx3EolUp49OgRnYI4HA60Wi1sbGxgd3cXmqbB4XDAYrFQnw9JxVIUBfV6HZ1OBx6PB2+88QYikQi63S6KxeJIe3q/36ciJJfL0eZ1l8sFp9OJ5eVlfOtb30IikaCTDEmS8PjxY+zt7UFRFFQqFeRyOWiahtnZWbjdbvo9smQsBoPBYDCeH0yMMJ4akqCUyWSmTi9MJhON4h0+3LXbbZp4dfiK+2F4nh/xfTgcjlfS93EU7XYbyWQS6XR6TKjxPA+z2QxJklAoFMY+lud5hMNhxONxeL3ekedueJKVSqWQy+VQLpfHXk8ybeI4Dl6vFz6fDyaTCY1GA3t7e+h0OvD7/bh8+TIEQUClUsHnn39OI4I9Hg8VFiSGNx6Po1gsolAo0K4Rn88Hr9dLRRd5H8/zVCxtbGwgk8mA4zi6rmWxWDAzM4NvfvObWFpaopMespL1+PFj+vXz+TwURUE4HKYrWSwZi8FgMBiMFwMTI4xT0ev1kM1mkclkpjaW6/V6KkDIVfNer4d0Ok2nH9Oa1AlOp3PE93F4jeh1oV6vY3NzcyxWVlEUSJIEg8FAPRuHcblciMfjiEQiY6trjUYDmUyG+nkmJZEZDAYYjUZomgaz2Qyv1wu73Q5JkqiQJFOQRCKBfr+PfD5PvR+apsFms6HZbGJ/fx96vR6zs7NwOBzY2tpCOp2GxWKB3+8HcDDZ6ff71LxOpmdEhGxtbaFer9MSQ51OB0EQEI1G8fWvfx2XLl0aMZaTlSzymIrFIlRVhdPppCtZLBmLwWAwGIwXCxMjjGMhCUqZTAaVSmXifQRBQCgUQjQahd/vh6qqqFarWF1dRalUGklcmoTZbB5ZvZpkZH+dKJfL2NzcRLlcHnl/q9WiImR41Y1gMBjoGtbhxvjhSRYRINVqdWQqpdfr4XQ6ARz0u5BUKZ7n0Wg0sLm5iU6nA5/PhytXrsBgMKDRaGBjYwOiKEJVVaiqCo7j0Gw20Wg0YLVasby8DLvdju3tbWxsbMBoNMJqtdL0LbK+RyJ8gQMRQiZolUoFmqbRdSoiQt5++21cvnx55OdFkiSsra1hdXUVuVyOli4aDAa6ksWSsRgMBoPBuBiwv8KMiciyjEKhgEwmg2KxOLULJBAI0ENkq9VCqVTC1tYWarXaRM8CgazlEAHCVmMODt+FQgGbm5sjU6fBYIByuQxFUeByuWgXBoHjOAQCAcTjcQQCgZHEJ1EU6SSrWCzSYIBhHwiJPzYajRAEARzHwe12Q6/X01LKUqkEk8lEpyCqqlIxQ6YzkiRhMBigVqtBFEU4HA5cuXIFZrMZ6XQaDx48AM/z4HkevV4PsixjdnYWy8vLI233JH45m80im82i0WgAOPh5EwQBkUgEb731Fq5evToyzSArWR9//DH29vbox3Ech0gkgnA4DLfbzZKxGAwGg8G4QDAxwqCoqjrSBTKpv4N4BqLRKBwOB+r1OjKZDB48eDAxNpbA8zzcbjcVH4dbs19nVFVFJpNBMpmkXg1VVWlaFPF8HDbq22w22gkyfCgfDAYjAqRarY75QMjr4XQ66QqcyWSC2WweCRRot9s0EctisaDb7WJvbw+SJMFms8FoNKJarUIURRo84HQ6EYlERgQFMbyT13x2dhY3btyA0+kEz/Pwer0IBoOQZRkbGxvY2NgYaY4nPSF37tzBtWvXxsz39XodP/7xj7G2tjayskZWsqLRKEvGYjAYDAbjAsLEyGuOpmmoVCrIZDLI5XJTBYXb7YbX64XBYEC73aZrOUfhcDho5K7X631tfR/TUBQF+/v72Nraos+lKIp0LYl4PoaFhk6no+bv4QQo0gVChGS9Xh/zgXAcRycrFosFHMdBVVUqEnq9HlKpFMrlMgwGA52C8DyPWq2GbDYLo9EIj8eDarVKgwuazSZ0Oh08Hg80TaPm82azCU3TYDQawXEcBEFAIBDArVu3EA6HEQgEEAqF4PP5UCgU8ODBA2xubtKVLOCr9b833ngDKysrYxO0Xq+Hn/zkJ7h79+7ItIesZF29epUlYzEYDAaDcYFhYuQ1ZbgLZFqJoMVigc1mg06no2lOR2EymUZ8H8wQPBlJkrC7u4vt7W0MBgPIsoxqtYpSqYRer4dAIICVlZUR07nX60UsFkMkEqGi7nCrPZmkVKtVOtUiiVNerxdOpxMGg4HeJggC9faQKYjX68XS0hJsNhtN5+r3+3A6nYhGo8jn81hfX0er1UKn04HJZILFYkGr1UIqlYKqqtDpdJAkib7+JpMJbrcbN27cwFtvvYVoNEqFVCaTwQ9/+ENsbGygXC6PiZCbN2/i2rVrcDgcI8/hYDDARx99hJ/97GcjopisZL399ttYXl5m638MBoPBYFxwmBh5jWi1WtTA3O12x27XNI1eydbpdOj1ehPvR9DpdPD5fHT6MclQzfiKfr8/UlRIPDbVapUevgOBADVUm0wmakYnh+rhVbp8Po92u41yuYxKpTIiKm02GzweD7xeL/1YUkApCAKdwJTLZdrbkkgkqPBMp9PgOA4+nw8AkM1msbGxgWazSZOy+v0+SqUSOI6D0WiExWKBpmnodru0eDAajeLy5ct47733EA6HARz8nGUyGTx69AjJZBKFQmFMhKysrGBlZWVsoiGKIu7fv48PPvgAzWZz5Dav14tvfetbuHbtGhPCDAaDwWC8JDAx8orT7XbpBOTw4Q04WHPp9XrQ6/UQBAEmkwmSJE1c1yLGZjL5cLvdzPdxArrdLpLJJFKpFERRpM3ypFE8FovB7/fTvotQKIR4PA6fzweO46BpGl2Lymaz6HQ6qFarqFQqIz4Qi8VCBYjD4aCvJRGUqqqiVquhWCyi3W7D4/FgaWkJdrud3tbv92E2mxGNRqn3JJ/Po1arod1uQ9O0kUQvk8kEh8NBvSM8z2NhYQELCwsIBoO4du0aFhYW6PeRyWSwurqKra2tEV8SESFXrlzB9evXx0z6zWYTa2tr+OSTT8a6VOx2O9577z3cuXPnTJKxxIGCHzzKI1XtIu614BevhWDSsxVDBoPBYDDOAyZGXmHa7TZ++MMfjrxPkiQ0m010u10IggCr1Xqkmdxut1Px4fV6WQzqKWg2m1SEkMZxIghNJhNtL+d5Hk6nE7FYDNFolMbUki4QIkDq9ToqlcqID8RoNMLr9VIB4na7oWkaGo0GTZMiU5BSqQSdTkenIHq9HoPBAKVSCZqmweVywev1ot/vY3d3F1tbW9ScDhyIKlmWYbFY4HK54HK5YLPZ0G63IQgC3n77bcRiMfo1bty4Qacl6XQajx8/xvb2NnK53JgIuXTpElZWVmjnCKFSqWBzcxOrq6tIpVIjMcRWqxXvvPMOvvGNb4z1qDwt91N1/Npv30W5PaDv89kM+N6vvoWbMdeZfA0Gg8FgMBhfwU6WrzCKokBVVbTbbTQaDbTbbRqpG41GJ0abGo3GEd+HyWR6AY/85aZarSKZTGJra4uuYZHDt9VqRSQSgcvlgsFgwMzMDGKxGO32aLfb2NnZQSaTQafTQavVGvOBkNfQ6/XCZrPB7/fDZDJBFEUUi0UAB6898YJ0Oh24XC4kEgnaXt9qtdBqtSAIAp3AdLtdPH78mKZ6qapKCxVVVaWrX263m0bjCoKAN954g67oGQwGXLt2DTMzM1SErK2tYWdnB9lslooJQRAQDAaxtLSElZUVhEIh+vxpmoZ8Po9kMolMJoO9vb2RCZDdbsfKygree++9M/WE9CRlTIgAQLk9wK/99l389Ne/wyYkDAaDwWCcMUyMvML0ej18/vnnsNvt8Hq9I+ZnAjmMEt/H4aI8xskpFotYXV3F5uYmSqXSiLHa4XAgEonA4XAgEAggFoshFAqB53mIokgP3s1mE71eb8wHQqYNpAXd4/HA5/NBURTkcjkqQrrdLorFIiqVCniep1MQYlwnIsNsNsNut6Pf7yOVSmFra4sa0IGDCRqJyLXb7XC5XJidnUU8HofL5YIsy/j/t3fn0Y3k12Hvvz+sJECCIBaCBAGS4N7NXmY0I81IGkkzWqx4Uaw4sf2cxJFixUvi2M/xs+PE8bP9/Gw/x1FyvFs+tuKR48R2dCJbluJYGWsWj0bqWXths1d2cye4gQtAgiC23/sDqGqAS5PsZjen2fdzDk8XUIVCgegi6uJ3f/fabLaqZoORSISBgQHsdrsZhIyNjTE1NWWm/RkjIZ2dnQwMDJglgKEUQE1OTnLjxg1WVlaYnJw0XxeUKrp1dnby5JNPVgUvB+UrQzNbAhHDwmqWrwzN8O2PtB748wohhBAPMwlGjjCr1crp06erUliM8q7G6IfRXVvcGa0109PTvP7669y8ebMqhQpKF9AtLS2EQiGi0SiRSITa2lo2NjYYHx9namqKxcVFcrmc2Q/ECAKsVmtVClZdXR2RSISamhoWFhYYHh5Ga02hUCCRSJijIB6Ph87OTrOHRzabNbuju91uM2CZn59nYmKCZDJpjrqsr6+ztraGzWYzA5Du7m7C4bCZUra8vFwVhNTW1nL69GkCgQBTU1NcvXrVfG1GMGUEIR0dHRw/fpxoNGoGIUZ1sZGRETMQM1KyjEn0ra2tDAwM0NPTc89KRI8ndi7WsJf1QgghhNg/CUaOMLvdjt1up66urqrfx0Hl1z/MisUiV69e5cyZM0xMTFRN+DcaQ0YiEbq6uohGo/j9fnK5nNkLxOiovrS0RCKRYGVlBa21WSTAKMVbU1NDOBwmFAqxurrK+Pi4mbK0urpq9iSxWCwEAgG6urqoqakxO6Ibx5rJZFheXmZ5eZl0Os3i4iKpVIpCoUA+n2dtbY10Oo3b7aarq4uenh46OzvNtDK/38/Y2BhLS0tVrzMWi9Hb28vs7CzPP/88ExMTTE1NkclkgFtBSFtbG8eOHaO9vd0MftfX17l58yZjY2MUCgXW1tbMlCyj03ooFCIcDnPy5Ml7Xqa3ze+6q/VCCCGE2D8JRo6w2tpaPvzhD2/pVi3uXCaT4fXXX+fNN98kkUhUrbNYLDQ1NXHs2DFzNEEpxezsLK+//jpzc3MUCgVSqRSJRMKcB6KUMlPpGhsbzYaDkUgEh8PBxMQEb7zxBsVikXw+b46CpNNp6urqiMViNDY2YrFYzHkemUyG1dVVlpaWzEAnl8uxsrJCKpUim82SyWRYW1szR8uOHTtGT08PoVAIj8dDe3s7kUiEsbExBgcHq0Z8PB4Pp06dYm1tjZdffpmpqSkmJyfNyl1GEBKJROjv7ycWi5kjGqlUykxL01qTz+fNlCy73U5bW5tZKnrzfJJ76aMDzQTqHNumagXqHHx04P4chxBCCPEwkWDkCHM4HBKIHJB4PM6rr77KhQsXtpQ9tlqtRKNRHn/8cbq6unC5XCwsLDA4OMjMzAz5fJ719XUSiQQLCwtmv4+6ujr8fj8+nw+73U5jYyORSISmpibm5+fNvh5AVU8SY+Sls7MTl8tlHsPa2hoLCwusrKyYqV6AWd53eXmZ9fV1MpkMhUIBm81Ga2srLS0tdHZ20tTUZO43HA6TSCQ4c+ZMVa8Zi8VCb28vTqeTs2fPEo/HmZycNEdrjCCktbWVvr4+YrGYORKXSCQYHh4254Forc2ULLvdblYXs9ls5ujMvUrJ2k6N3cpnP/HOHatpyeR1IYQQ4uBJMCLEDjKZDNevX+f1119nbGzMnNxtcDgcnDhxgne96120tLSwtLRklq7NZrPbzgNxuVyEQiF8Ph9OpxO3201rayuRSIRCocDY2BiXL18mn8+Tz+fNniTr6+u4XC7a29vx+XzmRbrReLAyyDEYDQgTiQSZTIZisUihUKC2tpba2lrC4TDd3d0EAgGi0ag5wpLNZrlw4QITExNV+/P7/QQCASYmJpidnWVyctIMlowgJBwO09PTQ1dXFw6HA6018Xic4eFhlpeXzX0ZKVlKKTo7O83mhsFg8L6kZO3kdNTL137qg3xlaIbxhPQZEUIIIe41CUaEqFAsFpmZmeHq1asMDg6ysLBQlZ4EpUnp73znO3n88cfZ2NgwG/kZIw5GPxAjPcrpdJrzLmpra7Hb7WYA0tDQwPT0NOfOnWNxcREo9ScxRkGgFATEYjHq6urMUY5kMsnc3Ny2zSmNLuqrq6vmMUFpVMPlctHW1kZ3dzehUIhYLEZ7e7tZwnlqaoqLFy9WBTY2mw2fz8fa2hpnz55lcnLSDCyMIKSlpcUczXA6nWZgdePGjapRGiMlK5/P09bWZpYErq2tva8pWbdTY7dK1SwhhBDiPpFgRAhKAcD4+DhXr17dMlEbShfdbW1tPPnkk0QiEaanp/nGN77B2tqa2ZW8ch6I3W4nFArh9/txu91YLBZCoZCZhrW+vs7Y2Bivvvqq2fF+YWGBubk5NjY2qKmpIRqNEggEyOVypFIpc/7H+vr6lgBJKYXH40Frzfz8vNlHxOjrUVNTQywWo6enh2g0aqZiVU4mv3DhQlUpXa01NpsNpZRZotcIkIwgpLm52ZzEXltbSy6X4/r164yMjJiVtIx9GQ0Um5ubzeDHYrEcSkqWEEIIId4eJBgRD61cLsfk5CQTExNMTEwwPT1tph0ZPB4PPT09nDp1imKxyNTUFDdu3ABKF/BGP5BsNovNZqtqRqiUwufzEYlEzB4vs7OzvPbaa2bXc2MUxAh+Ghsb6ejoQCnF8vIyo6OjFAoFNjY2zApVlerq6ujo6GBjY4MrV66wsLBAMpk0g5Wamhp6enro7e2lq6uLWCyGz+czH6+1ZmRkhCtXrpgjKFprVldXcTqdZLNZpqamSCQSaK3NICQUCtHe3k5fXx9ut5v19XWGhobMyliVjMnyHo8Hv99v3n/YKVlCCCGEOHwSjIiHijFpenx8nHg8zuLiIvF4vKrDt8PhIBAI0NPTg9/vZ21tjaGhIaAUwBgT0dPpNFarFa/Xa/YCsVgsuN1uIpEIkUgEl8tllrAdHx8nk8mQzWbNuSAbGxs4HA6am5ux2+2sra0xMjJiXqBXjm4Y6urqaG9vp7Ozk6mpKV555RUWFhaqmiy63W76+vo4fvw4PT09dHR0mKMRhmQyyfnz582UK601iUSCYrFIfX29WYJ4cxASiUTo6+vD4/GQTCY5e/asWRmrks1W+vNSLBbxeDzm/W+nlCwhhBBCHC4JRsRDYW1tzRwBMfpsxONx8wLeGMVobGwkEAhQU1PD+vo6k5OT5jwQY9QBwOv1Eg6HaWhowGq14nA4CIfDRCIRGhsbzXSpoaEhZmdnKRaLrKysMD8/b17819bW0tjYSD6fZ2ZmBrfbbU4ur2yeaLFYaGhowOfzcfz4cXw+H2+88QZ//Md/TCKRqApW6urqOHbsGO94xzvo7e2tSsUyFItFrl27ZjZNNIKQpaUl/H4/6XSasbGxLUFIS0sL/f39eL1eEokEr776alVaV+UxuN1u89iM55eULCGEEEJsJsGIOLIKhQLxeJzx8XESiQSFQoGFhQWz2hWURhCM0rpOpxOn00mxWGRtbY1UKsXCwgJLS0vmt/tGxSmr1bplHojFYmFjY4Ph4WHGxsZIp9Nks1nm5+fNUZBCoYDD4cBqtZJOp9nY2KCxsRG3222mbEGpYaXX66WxsdGcaG632/nqV7/Kq6++WpWKBdDQ0MDAwADvec976OrqqkrFqpRIJDh//rw512VxcZHp6WkaGhpwOp3cvHmTYrFYFYSEQiH6+/tpbGxkZmaGwcHBqspYBr/fT1NTEzMzM8zOzlatk5QsIYQQQmxHghFx5CwtLTE+Ps709LRZIndubo7Z2VlyuRw2m42mpiYcDgfZbNYMNBwOB+vr60xMTLCwsEAul6Ouro5IJGIGLAA+n49oNEpLS0tVD42xsTHi8bg5kmJUxDL6dNhsNjPYcbvdNDU1mWlfhUIBl8tFOBw2g5NAIEB7ezuZTIYvf/nLnD17tqrnB5TmmDz66KO8//3vJxaLbUnFMuRyOS5dusT4+LgZhExOTmK1WnG73czPz1MoFLBarbS2thIKhQgEAvT39+Pz+ZicnOTcuXNVlbEMLS0ttLW1MTs7y5UrV6qCpNraWgYGBmhpaTmQ91YIIYQQR4sEI+JI2NjYYHJykvHxcXP+Ry6XY2Zmhrm5OTPgMCo+JZNJAoEAkUiEYrFIIpEgkUiQTqdxuVw0Nzfj9/txOBwAZlDS2tpqNhrM5XLcvHmTsbExVldXzZ4f8XicpaUlMpkMNpvNDHSMCe5Op5OVlRWmp6fxeDxEo1G8Xq85YhKJRGhvb2dycpLPfe5zDA0NbSnhGwgEePe7380HPvABWltbt6RiVYrH4wwODpLJZMwgJJvN4nK5yGQy5twXIwhpbGykv78fv9/P6OgoZ8+eraqMBaWUK6Mq19LSEmfPnq0qBywpWUIIIYTYCwlGxAOrWCwyNzdnNuEzvpHf2NggHo8zPz+Pw+EwG+olk0mztGw0GiWZTDI8PEwqlcLpdOL3++nu7jZHFxwOh9kPxNgHYFa5mp6eJpfLsby8bFbjWltbQylFQ0ODmbrl8Xjw+Xzk83mWl5cpFAo0NTXR3d1tXqi73W46Ojpobm7mwoULfPrTn2Z4eLiq0aJSilAoxIc+9CGeeuqpHVOxDJlMhsHBQXOi/uTkJOvr6yilsFgsrK2tVQUhDQ0N9PX10djYyMjICG+99daWylh2u52Ojg5isRgbGxucP3/eLPdrkJQsIYQQQuyVBCPigZNKpZiYmGBycrLqG/t0Ok08Hmd5eRmXy0V9fT0bGxskEglqampobW3FbrebF+bGSEVbW5s52mGxWGhubiYSiRAMBs0Rh0KhwNTUFKOjo2avj5GREcbHx1leXjZHXkKhEE6nE7vdTiAQMBsV5nI5GhoaaGlpQSllHnNTUxOxWAy3280rr7zCZz7zGTOVymCxWIhEInzzN38z73nPe3ZMxTJorRkbG+PSpUvMzc0xOTlJJpNhfX0dm82Gw+EwX2coFKK+vp7e3l4aGhq4efMmZ8+e3VIZq6amhq6uLtra2tBac/XqVUZHRyUlSwghhBB3RYIR8UDI5XJMT08zMTGxpSFhKpUyK2NZrVZsNhupVAoojTgEg0FyuZxZftbn89HX12f2AoHS5OtIJFI1D8TY9+joKJOTk2aVqdHRUebn5ykWizidTnw+n1nW1+Px0NTUhNfrJZvNopTC6XRWHa/dbicajdLR0UEmk+GFF17gpZdeMnuPGGw2G11dXXzsYx/jscceu20qVuXxnj9/nuHhYTMIWV1dpVAoUF9fb5YRDoVCuN1uenp6qKur4+bNm5w/f37L/urr6+nu7iYcDqOUYnJykkuXLklKlhBCCCEOhAQj4m3LKDk7MTFhTgyvtLy8zOzsrDmpu3JeRW1tLTU1NWbKVmNjI52dnXg8HjMAMeaBRCIRamtrzccWi0Xi8Tijo6NMTU0xMzPD6Ogos7Oz5PN5lFLU19fT0NBAbW0tdrudcDhMT08PFouF1dVV8vn8lhGM+vp6YrEYkUiEiYkJPv/5z/Paa6+xuLhYFYQ4nU4GBgb42Mc+xvHjx/f0uyoWi1y/fp0zZ84wMTHBxsYGa2trJJNJGhoa8Hq9ZhBSW1tLV1cXtbW1jIyM7FgZq7u7m6amJqCU4jY4OLhtStaJEyeoq6vb03EKIYQQQlSSYES87RgVrYyeIJWMAGVubs4sT2swStLabDYymQy1tbW0trbS0NBgjio4nU5zHkhDQ0PVvtfW1hgdHeXSpUvE43EmJyeZnZ01O587HA6CwSAejwebzUZzczMDAwO0traysrLCzMxM1RwPKM3zaG5uNksCDw4O8pd/+ZcMDQ1V9RKBUnD0jne8g2/5lm8hFovt+feVSCR4/vnnuXr1KhsbG6TTaRYWFnC5XLS2ttLS0kIoFKKmpob29nYcDgfj4+M7Vsbq6uqisbERKAV426Vk1dTUcOLECUnJEkIIIcRdkWBEvC0YoxETExNmr41KuVyO2dlZs1+HEVxorVlfX8disWC322loaMDv9+P1es2UIYvFQktLC5FIhEAgUJXupLU2y9beuHGD2dlZFhcXSSaTFIvFqlEQl8uF3+9nYGCAU6dOkcvlGB0d5fLly1uO1+Fw0N7eTkdHBwCvvfYar7zyCmNjY1uCkEAgwOOPP85HP/pRwuHwnn9nuVyOl156iTNnzrCxscH6+rrZQT0cDtPe3m7OYYlEIlit1i3zbIzfTzQapaury5x0bvxeLl++XLW9xWKhs7OT3t5eSckSQgghxF2TYEQcqpWVFcbHx5mamtpSvrZYLJJMJlleXq7q9G00F1xdXUUpRTgcprm5mcbGxqr5Hkbp3paWFmy26v/qi4uLnD17losXLzI3N0cqlWJlZcUcBbHZbPh8PrxeL4FAgJ6eHh599FF8Ph9jY2OcP39+y0U9lDqzx2IxwuEwy8vLPPfcc7zxxhvMzs5WBSFKKSKRCE8++STve9/7CIVCe/6daa05d+4czz33HKlUio2NDRYWFkin04RCIfr6+mhpacHhcBAKhbBYLGYn+UqVlbEq57VISpYQQggh7hcJRsR9l81mmZycZGJigmQyWbVOa00qlSKbzbKwsMDq6qqZ+pTP50kmk6ytreHz+Th58qTZvNBQX19v9gOpnAeitWZpaYkrV65w4cIFpqenWV9fZ2VlhVQqZT6H0WzQ2MfJkydpb29ndXWVkZGRbStNWSwWwuEwsViMhoYGRkdH+ZM/+RMuXbpEIpGoCkLsdjudnZ088cQTPP744/sOQkZGRnjuuefMXiGJRIJUKkV9fT3vfve7aWtrw26309jYiMViYWZm5raVsSqDNEnJEkIIIcT9JsGIuC+01szPzzM+Ps7s7OyWuRWrq6usra1RLBZZW1szy+UWi0VSqZRZHauzs5Oenp6qHhY7zQMpFArMz88zMTHBxYsXmZqaYn19nWQyycrKijmyYbVazWCiubmZrq4u2tvb8Xq9TE1NcebMmS1BE5Qu0js6Omhra8NisTA0NMSZM2cYHx9ncXGxKghxu9309vby+OOPc+LECZqbm/f1u5uenubll1/mypUrZDIZMwix2Ww88sgj9Pf3Y7PZcLvdWCyWLaMaUF0Za7tUtZ1Ssnp6eraMLAkhhBBCHAS5whD31NraGuPj42aZ2UrpdNq8YLfb7aytrZlzHtLpNMlkko2NDRobG3nssceIRqPmRbTVajWbFwYCAbNCViaTYXZ2lpmZGUZGRpiZmWFxcdHcXzKZRGuNUoqmpiYzmAgEArS1tRGNRs25IG+88caW1DEoVZoyApfV1VXOnDnDm2++yfz8PEtLS+ZrUkoRCATo7+/n5MmT9Pf331EQcv78eS5evMjS0hKJRIJkMmkGCo888gg1NTXY7XaUUttOSt9cGauSpGQJIYQQ4jBJMCIOXD6fJx6PmyMElTKZDIuLi2SzWVwuF263m7m5OZaWlshkMqRSKdLpNLW1tYTDYTo7O/H5fGawEQwGiUQiNDc3m9/Wr6ysmAFIIpFgYWGB+fl5VldXzQBkY2MDm81GY2Mj0WiUWCyGx+MhHA7T1taGz+djfn6ec+fOMTs7u+U1Wa1WIpEIHR0d1NfXMzMzw5e+9CWGhoZIJpNVQYgx0nL8+HG6urro6+u7oyDkypUrDA8PMz4+bqZ7WSwWQqEQjz76KI2NjVUpbJttroxVSVKyhBBCCPF2IMGIODCLi4uMj48zPT1dNVk6m82aFapqamoIBALk83mmp6fNdKPV1VWcTid1dXXEYjFaWlrMi2iPx2PO4aipqaFYLLKwsMDMzIxZendtbY25uTkSiYSZ5rW6uordbjf32dbWZlbaam9vJxKJADAxMcH58+e3HVVwu910dHQQjUYBGB0d5Utf+hIjIyPm8ywtLaG1Nkvn9vX1EYlE7jgIuXbtGjMzM9y4cYOpqSmWl5dRSuHz+Th27BgtLS3k83ny+XzVfBnYvjLW5ueQlCwhhBBCvF3IVYe4K5lMhsnJyS19K/L5PEtLSywuLmKxWAgEAnR1dZFMJrlx4wYzMzOsrq5isVjMSeeNjY2Ew2Hq6+upqakx54F4PB6y2Syzs7PMzs4yNzdHoVCgUCiwuLjI3NycORF9ZWUFm81GXV0dTU1NNDc309TUZI6CtLe309jYSCqV4vLly9tWmQJoamoiFosRDAZZXV1lcHCQN954g3g8TiaTMYMQKPUH6e7upquri6amprsKQozqYlevXmVxcRGllPl7aWtrA0qjGpvTp3aqjFVJUrKEEEII8XYjwYjYt2KxyOzsLOPj48zPz5tpPoVCgeXlZRKJBBsbGwQCATo7O7HZbMzPz/Paa68xPz9PsVikvr6elpYWrFZrVRBS2Q9kdXWV2dnZLRfQ6XSa+fl5FhYWzFGVYrGI2+0mGo1SX19PMBgkEAjQ2NhIe3s7ra2t2Gw2ZmZm+MY3vsHCwsKW12W324lGo3R0dOByuZibm+Oll15icHCQhYUFstmsGYRYLBb8fj+9vb1Eo1H8fj99fX2EQiEzpWw3lUHI6uoqS0tLnDt3jpmZGQAaGxvx+Xw0NTVRU1ODUgqv11u1j50qY1WSlCwhhBBCvF1JMCL2LJlMMjExYZaVhVJgsrKyYqZbeb1ewuEwdXV1FAoFxsfHuX79Ouvr67hcLoLBIFar1ZzcHQ6HiUQiRCIRmpqaSCaTzM7OcuHCharu68VikaWlJXN+ycbGBvl8HrvdTjAYxGKxmBfuRnBjVMTKZrOMjo4yNjbG+vr6ltdVX19PLBajtbUVrbVZfevGjRssLS2Ry+XMIMThcBCJROjt7TWf626DkGw2y/nz57lx4wZaa7xeL16vF4fDgcfjwePxVM2bMY55u8pYm59HUrKEEEII8XYmVyLitnK5HFNTU0xMTLC8vAyULnKTySSJRIKlpSWzN0csFsNqtbK2tsa5c+eIx+NmGpbxjb7VaiUYDNLT02OmNRkByMWLF7dUr9rY2GBubo75+XkzNcsYBYFSWd+mpiYCgQDBYJD29nbC4TA2m43l5WXOnTvH1NTUllLCSimam5uJxWL4/X5WV1e5fPkyFy9eZHJykmQyST6fZ3l5meXlZVwul3nMPp+PhoYGent7aW5uvuMgRGvN8PAw58+fJ5vN0tjYSENDA9lsFrvdblb5qtz/7SpjVZKULCGEEEI8CCQYEVtorVlYWGBiYoJ4PG5eyKdSKRYXF825DIFAgBMnTuB0Osnn88zOzjIxMcHKygputxu/32/u02az0dbWxmOPPUYwGGR9fZ3Z2VkuX768pSmf1tpM98pms2itzR+LxYLT6cTr9dLU1ITP5yMajdLe3o7H46FYLBKPxxkZGTHndFRyOBy0t7fT3t5OTU0Nc3NzfP3rX+fatWvE43HS6bQZhCSTSTweDydPnqStrY2GhgY8Hs+BBCEzMzO89dZbrKysmCM5Rq+VY8eObRnxuF1lrEqSkiWEEEKIB4kEI8KUTqeZmJhgYmLCTGdKp9MkEgkSiQS5XA6fz0dnZycejwetNSsrK0xOTpqBg8PhqJrXUFNTw6lTp+jp6aFYLDI3N8fY2Ni2z5/NZkmlUmxsbJDL5SgUCqytrVV1L29qaiIYDNLc3ExbWxvhcBir1Uomk+Hq1auMjY1VpSQZvF4vsViMcDhMoVBgYmKCGzduMDo6yszMDNls1gxC1tfXaWho4LHHHiMcDuN2uw8kCAFYXl7m/PnzTE9P4/V6aWtrM+fGHD9+nO7ubqxWK7B7ZazNJicnuXTpUtXrV0rR1dUlKVlCCCGEeFuSq5OHXKFQIB6PMzExYU7qNjp8JxIJMpkMLpeLlpYW/H4/NpuN1dVVs6pUOp02AxejzKxSimAwSHd3N4FAgMXFRa5fv77t8xvNAbPZrLkvY7K4oaGhwQxC2traaGtro76+HiiVEx4ZGSEej28ZYbFYLGZnda/Xy+rqKkNDQ9y8eZPp6WlmZ2cpFArk83lWVlbI5XJ4vV4GBgZobm7G6XRSX19vVse6myAkmUwyPDzMyMgILpeL1tZWUqkUk5OTdHV1cfr0afP3t5fKWJUkJUsIIYQQDyoJRh5Sy8vLjI+PMzU1RT6fN3uBGH06bDYbgUCAQCCAy+ViY2ODRCJhpkutrq6ac0gMdrudxsZGIpEIdrudfD5vVoaqZLFY8Hq9FItFUqkUCwsLZnleg81mIxgM0tTUZE5Gb2lpwWKxmBPjR0ZGSCaTW/ZfU1NjdlZ3OBzMzc1x5swZM+1sYWEBrTX5fJ5UKoXW2myG2NTUhN1uP7AgZHV1lfHxccbHx9Fa4/f7SSaTTE5O0tzczHvf+15zJGkvlbEq3S4la2BggHA4vKfjFkIIIYQ4LBKMPEQ2NjaYnJxkYmKCVCpFLpdjaWnJrISllMLj8dDd3W0GCysrK2Zw4nA4mJmZIZVKmfssFovYbDa8Xi/BYJCGhgaALaMUTqeTUCiEw+FgbW2N8fFxZmdnmZ+fr5q0Xl9fT1NTE6FQyJzbYaQopdNpRkdHGR8f3zLRHUqTu2OxGKFQyEzFGh0dZXZ2lng8bs4hKRQKrK+vo7U2g51AIIDVaqW+vp7e3l5aWlruKghJp9NMTk4yOzvLxsYGdrudZDLJ4uIijY2NPPXUU0QiEXOC/26VsTaTlCwhhBBCHAVyxXLEaa2Zm5szL/6NZoSJRIJkMonWGqfTafb2sNlspFIpc9SjoaGBZDLJ1NQU6XSaYrHIxsaGWZ43GAyapXw383g8hEIhs1qVEUjMzc1VjWgYFbYq07Cam5uxWCxorZmfn2dkZITZ2dktz2G1WolEInR0dODxeMxUrImJCRKJBPF43AyejGpcWmtCoZDZ5V0pdWBByPr6OlNTUywuLpLP58lkMqysrLCxsWFOhu/t7aWmpmbPlbEqSUqWEEIIIY4SCUaOsEwmw3PPPcf6+jrLy8ssLi6ytLRkVqXy+/0Eg0Hq6+tZW1tjfX3dbEhosVhIJBIMDQ2xtrZGOp1GKYVSyuwX0tLSgsvlMp/P2GcoFKK5uZlsNsvY2Bgvv/yymR6Vz+fN7d1utzkyYaRVGfvL5XKMjo4yOjpa1dm98rEdHR1Eo1GzqeKlS5eYnZ1lcXGReDxe1VPEOHbjuD0eD8CBBSEbGxtMTU2xtLRkjoIYk/6NDvNdXV3m8++lMlYlSckSQgghxFEkwcgRlk6nuXz5MktLSxQKBQDq6uoIBoP4fD5yuRy5XI5kMkltbS1ut5tCocD8/Dyjo6MsLy9TKBSw2+3U1dWZDQZbWlrMidV2u51QKEQoFKKpqQmlFNPT07z22muMjIwwNzdXldZlBCxNTU3EYjHa29urGgamUilGR0eZmJgwj7mS8bhgMGimYhlzR+bm5piZmTFTuBwOhzk53ufzVQVPdXV19PX13XUQks1mzZEQj8djpmcVCgXq6uoIh8O0tLQQi8Xo7Ozcc2WsSpKSJYQQQoijSq5ijrBMJsPCwoJZEtdIw8pms6yvr5sTtaF0UX316lVGRkZYW1ujtrYWj8eDw+HAarWaAYcRmBijH0aa0+rqKlevXuXq1avE43GzSaGhtraWpqYmWltb6ezspK2tjdraWgCz78bIyIhZ0auS3W4nGo3S0dGB2+2uSsVKp9PMzs4yNzdnPl99fT1KKdbX1/H5fIRCITN4qquro7e3l3A4fFdBSC6XM0d7GhoaKBQKvPnmm+TzeVwuF36/35x/8453vGPPlbEq7ZSSFQgEOHnypKRkCSGEEOKBJ8HIEWaz2ejp6cHj8ZDNZlFKUSgUzG/mjWpXw8PDxONxampqqK+vNwOMzaMexrJxEWw0GLxx4wbXr19nfn7evFiH0rf3RjDQ3d1Ne3s7wWDQDAKy2Szj4+OMjo5WpVQZ6uvricVitLa2YrVamZ+f5+LFi8zNzbG+vs7MzIxZGctqtRIIBIBSBatAIEB3d7c5anBQQYjxO5ufn6e+vh6bzca5c+dYX1+npqaG5uZmXC4X0WiUp59+ms7Ozn2PXORyOa5du8bIyIikZAkhhBDiSJNg5AhzOBzU1dWRz+fNUYhMJsPMzAyzs7OMj49TKBSor68nGo2alZyMCe3Hjx8nHA7T1NRk9sCAUvrX+Pg4ly9fNhseVo6COJ1OmpqaaGtro6uri2g0Sk1Njbl+ZWWFkZERpqamzO7uBqUUzc3NxGIx/H4/+XzeTMVaW1sjlUoxMzNjVsaqra01t0ulUjQ1NdHR0WG+loMKQgqFgjkCU1NTg8Ph4Nq1aywtLeF0OmltbcXtduPz+fjwhz/MwMDAnitjVZKULCGEEEI8TOTK5ghTSplNCufm5lhaWmJlZcUchTCaGBq8Xi+PPPIIJ0+eJBAIVF1MG1W5hoeHuXr1KnNzc1UTy5VSeL1eQqEQvb29dHR0EAgEzADAGEUZGRkxA4lKDofDLOVbW1vL2toaFy9eZGJiglwux/LyMvF43AwOGhsb8fv9pNNpVldXCQaDRKNR8/kOKggxusbPzMxgt9uxWq3Mzs6alb1aWlqoq6ujoaGB9773vTzxxBN3FIRISpYQQgghHkYSjBxhGxsbnD17lnw+b3YaN4IGg1GV6vHHH6erq2vLhXsmk2FiYoKhoSHGx8dZXFysGgUx5qN0dHTQ3d1NNBqtmhuRyWQYGxtjbGys6tt+g9frJRaLmUHD/Pw8Fy5cYG5ujmKxaJbnzWQyWK1Wmpub8fv9LC8vs7y8TDAYJBKJmPs7yCBkYWGB6elplFJorUkmkywsLJBOpwkEAtTV1eHz+Th27BhPPfWUOf9mPyQlSwghhBAPMwlGjrBCoYDVaqVYLJr9RCwWCw0NDXi9Xrq7uxkYGMDv92957MLCAsPDwwwNDTE3N0c6na5a7/F4aGlp4dixY7S3t+P3+6su/hcXFxkZGSEej29pgGixWAiHw8RiMbxeL/l8nrGxMTMVK5/PMzc3x+zsLLlczuyo3tDQYHaJDwaDZuoZHFwQorUmkUgwNTVFoVCgWCxSLBZZXV1lcXGRhoYGQqGQORLz6KOP0t7evufnrLRTSlZnZye9vb2SkiWEEEKII0+udo4wpZTZ/dvv99PY2GjOD+nu7ja7pRuy2SyTk5MMDg4yOjrK4uJi1ZwOm81GMBiko6OD/v5+IpFI1VySQqHA1NSUWWp3MyOoaGtrw+l0VqVi5fN5stmsOTm8UCiYaV9ut5uFhQUSiQSBQKDqOd1uN319fQcShCwtLTE+Pk42mzW3zefzJBIJnE4nHR0dNDc3EwqFiEajnDx5smouzF7dLiXrxIkTdzTCIoQQQgjxIJJg5AizWq0cP34ct9ttdirv7u7e0udiaWmJ69evMzg4yOzs7JbKVnV1dTQ3N3PixAlisRg+n69qfTqdNrurGz0+Kvn9fmKxmNlPZGFhgZs3bzI3NweUupbH43ESiQQWi4VgMEhTUxM2m43l5WWWlpbMssQGt9tNb28vra2tdxWEACwvL5sVvZRSZuf31dVVCoUC4XCY1tZWgsEgLpeLkydP0tLSsqfnrHS7lKzjx4/T2tq6730KIYQQQjzIJBg5whwOBw0NDbS3t9PV1VX1LX4+n2dqaorz589z8+ZNFhcXqy6QjVK5XV1d5iiI3W4312utWVhYYGRkxJzMXckIfjo6OvB4POTzecbHxxkZGTEDgVQqRTweZ3l5mZqaGtra2ggEAmitzUaJPp+vakL4QQYhyWSS4eFh0uk0VqsVq9Vq/m5yuRx+v5/W1lb8fj8Wi4W2tjaOHz9e9XvYK0nJEkIIIYTY6khfASmlvMA7gXeVf94JGF9pv6S1fvou9v3fge+suCumtR7dw+M+AvwA8CTQBCSAc8Afaq0/f6fHs52amho+/OEPV6U1JZNJrl+/zvnz582J4ZVcLhctLS2cOnWKWCxGY2Nj1fpcLsfk5KQ5v2MzY0J8NBrFbreztrZmTn7P5/NorasqY3m9Xvr6+mhoaCCfz5ujMl6vtyrYOMggJJVKce3aNVKpFE6n0/z9GKMibreb1tZWc6K/2+3m9OnT286t2Y2kZAkhhBBC7OxIByPAWaDjoHeqlPoY1YHIXh6jgN8G/vmmVS3ln29WSn0R+G6t9dayU3fAuNAuFApMT09z/vx5rl+/ztLSUtUoiMViwefz0d3dzYkTJ2htbd3yTX0qlWJ0dJTJyUny+fyW52pqaiIWi5lNDefn56tGTYzKWNPT0+TzeYLBIJ2dndTU1JDP59nY2EBrvaWE7UEGIaurq1y5coWVlRVcLhculwsoBSFutxu3243f7zePQSlFd3c3vb29+y7XK1WyhBBCCCF2d9SDkcqr11ngdeDb7mqHStUDv1O+OUdpdGMvfoFbgcgg8O+Bq0A78GPAU8C3A78P/JO7OUZDsVjk7NmznD17lunp6S2ldWtqagiHw5w6dWrbCe1aa2ZnZxkZGWFhYWHL/m02G21tbXR0dOB2u6uqYlV2LDcqYxmleQOBAFarFa21eaFeWQ4YDn4k5NKlS6ysrFBfX2+ORiil8Pv95vyUyjQ2r9fL6dOn8Xg8e3ruSlNTUwwNDUlKlhBCCCHELo76VdFvASPAa1rrCQCllL79Q3b1y0AE+BtgCvjEbg9QSnUBP1W+eQ54Smtt5Di9UR4R+RLwd4DvVUr9vtb65bs8ThYWFvjzP//zqm/mlVL4fD56eno4efIk4XB4y8VxNptlfHzcnNS9WX19PbFYzBxB2ZyKBaUeJ0bHco/HQ2dnJx6Px0yFslqtZLNZszGjwe1209PTQyQSOZA5IUYQ4vF4qvqrhEIh+vr6yGazVRXDrFYr/f39xGKxfZfrTaVSDA4Okkgkqu6XlCwhhBBCiO0d6WBEa/3pg9yfUupJ4F8AGUqjHD+zx4f+GGDMev6RikAEAK11Xin1Q8BNwAL8a+CugxFjjgaURh7C4TCPPPII3d3d237jv7KywsjICFNTU1UX6FAKYpqbm83O6sCWVCwoVdYyJqUHg0FOnDhhjjjY7XbsdjuZTIZcLrdlTshBBSErKysMDQ2RTCZpaGiomvcSCoV44oknzM7qlZqamjh16lRV/5K9yOfzXL16VVKyhBBCCCH26UgHIwdJKWUH/oBSsPDLWuvhvVw0l+eKfLx885rW+mvbbae1HlNKPQ98GPiwUqpOa7263bb70djYSG9vL6dPnyYcDpsVowzFYpF4PM7IyAhLS0tbHu9wOGhvb6e9vZ3a2lry+Tyjo6NVqVhQGoWIx+NsbGwQCoXo6Ogwn8vlcuFwOEilUluaJ7pcLnp7ew8kCFlcXOTy5cukUikaGhqqShC3tLTw/ve/n7q6Oq5cuVJVgtjhcJhzZfZLUrKEEEIIIe6cXCnt3b8BBijN8/j3+3hcB6W0LoCXdtn2BUrBSA3wOPDivo5wE6/Xy/d///dvmx6UyWQYGxtjbGxsy1wS47GxWIxwOIzFYjFTsSYmJswLea01i4uLzMzMYLPZaG5uNlOxABoaGnA4HCwvL+8YhLS2tu55cvhOzQoXFha4cuUK6XQaj8dTFYS0trbygQ98gGg0yuDgICMjI1X7jEajHD9+vKri2F5ISpYQQgghxN2TYGQPlFJ9wL8r3/xBrXX2dttvcrxi+dIu217Z9LgX9/E8W7hcri0XxYuLi4yMjBCPx6tSiqBUVaulpaWqpO92qViFQoGFhQXm5+epr6/f0sMkGAxit9uZn59nZWVlyzEdRBBipFlduXKFbDZLfX19VTpWW1sbTz/9NF1dXdy8eZOXXnqpKvXM5XJx6tQpgsHgno7BIClZQgghhBAHR4KRXZTTrH4fcALPaq13G93YLFKxPLnLthMVy9G97Fwp9eYOq/qNhUKhwNTUFCMjIySTyS0b1tTU0NHRQVtbG06nc8dUrFwux9zcHCsrK/h8Po4dO2amYhmBjM1mIx6Pk81Wx2sul8ucE3I3QUg+n2dmZobr16+Ty+Wor6+vKtHb1tbGM888Q1dXF8vLy7z88stVr9lIoerr69uSsrabg07JWs8W+MrQDBOLadr8Lj460EyNfX/HJIQQQgjxIJNgZHc/ALyPUnPCn7yDx1cOTew2B6Ryfd2OW+1RsVjk0qVLjI+PV82RMPh8PmKxGM3NzVgsFtLp9JZULChVxpqZmSGbzRIMBgmHw2Yqlt1uNwOMiYmJexaEbGxsmHNb8vk8dXV1uN1uoFQBq6Ojg/e///3EYjGKxSJDQ0NbRi8aGho4ffr0lhLGu7kXKVnnJ5b51OdeZ2H11u8rUOfgs594J6ej3n3vTwghhBDiQSTByG0opVq4NT/kJ7XWW5tt7K6yNNNu6V2Vkzf2VNJJa/3Ydvcrpd5MpVLvuHHjRtX9VquV1tZWYrGYWVFru1QsgLW1Nebn57FYLIRCoapUrNraWtrb2ykUCoyNjd2zIMSozjU+Pk6xWMTlcpkjGna7nY6ODp566imzFO/8/DwXLlyomqNitVrp6+ujs7NzX+V6b5eSdfz48Tua8A6QyRW2BCIAC6tZPvW51/naT31QRkiEEEII8VCQYOT2fgtoAP4WePYO91HZqGO3WdKVnf+2Nvi4Cy6Xi1gsRjQaxW63m0HEyMgIqVSqatuVlRWWl5dxOp1Eo9GqdCaPx0NHRwcbGxvcvHnzngUhRnWueDxOoVCoCkJqa2tpa2vj3e9+N7FYDIvFQjab5eLFi0xNTVXtOxgMcvLkSXMUZa/uZZWsrwzNbAlEDAurWb4yNMO3P3JngY4QQgghxINEgpEdKKU+DnwHpdGMH9KbZ3vvXeWV/m6pV5Xr77qsL5R6Z3R0dNDU1IRSinQ6zfXr17ekbhmVsdLpNPX19bS1tVWNIgSDQdrb21lbWzMnjVeqra01S/TeaRCitWZ5eZl4PM78/DzFYpGamhozCKmrq6OtrY3HH3+czs5O8/7JyUmGhoaqjslutzMwMEA0uqepN6adUrL8fj8nT548kCpZ44n0Xa0XQgghhDgqJBjZ2b8t/3sGOK2UOr3NNrGK5Y8ppebLy/9Da21c6VdOWq+czL6dyivniR232qP6+nqeeOIJoNSNfWRkhJmZmaptCoUCS0tLFAoFPB4Pfr/fXKeUIhwO09HRwdLSEhcuXLgnQUixWCSRSDA9Pc3KygpaaxwOhxlsNDY2EolEeOSRR4jFYtjtpf6R6XSaCxcuMD8/X7X/1tZWBgYGcDqdW557J/cqJWs7bX7XXa0XQgghhDgqJBjZmXEl+/7yz25+o2K5EVguL1eW860s87ud/orl3coA78piseyYipXL5UilUmitaWxsrErFslqttLW10d7eztzcHK+//vo9CULy+Txzc3PMzs6ytrZGsVjEbrdjtVpRShEIBGhtbeX48eN0dXWZvUC01oyMjHDlyhUKhULVMZ08eZJQKLSv39P9blz40YFmAnWObVO1AnUOPjrQfKDPJ4QQQgjxdiXByL03CkwBrcAHdtn26fK/G8Abd/vEyWSSCxcuVN2XyWTMi+7GxsaqVCyHw2HOK5menubrX//6PQlCstksMzMzzM/Ps7GxQbFYxGq1mqMhoVCI5uZmenp66O7urpo4n0wmOXfu3Jb+JbFYjP7+/n0FDvcjJWs7NXYrn/3EO3espiWT14UQQgjxsJBgZAda60d220Yp9SzwifLNmNZ6dJv9aKXUnwP/EuhVSj2ltf7aNvtqBz5Yvvmc1vqu54xUphtlMhmKxSIWi2VLaVuXy0VXVxfhcJiJiQlefvnlLV3Za2tr6enpIRqN3nEQkk6nmZmZIZFImPNVlFI4HA7sdjvNzc2EQiE6Ojro7e2ltvZWQbFCocC1a9e4ceNG1evyeDycOnWqquHhbu5nStZOTke9fO2nPshXhmYYT0ifESGEEEI8nCQYuT9+HfghSr/v31BKvU9rvWasVErZgM8AxpXofzioJ85ms2itsdlsW0YNGhoa6O7upqmpifHxcV588cV7EoSkUini8TjLy8sUCgWUUlgsFiwWC7W1tTQ3N+P3+4lGo/T19W2pfLWwsMCFCxdYWzN/ZVgsFnp7e+nq6trzcUEpJevSpUtkMhnzPqUUsViMvr6+A0/Jup0au1WqZgkhhBDioXakgxGl1CPAIzusblZKfXLTfX+ttZ7ZbuO7obUeVkr9CvAzwKPAN8q3r1GatP7jwFPlzf+L1vpvD+h5sdvtW3prBINBuru7aWxsZGxsjOeff/7Ag5BUKmVWxjImqSulzECkrq6OlpYWvF4vLS0t9PX1mX1PDLlczmzCWMnv93P69Ol9les9rJQsIYQQQgixsyMdjAAfB35uh3V9wB9uuu8Z4MCDkbKfBQKURkhOAv91m22+CHz/QT2hcfFvLIfDYbq7u3G73YyNjfHWW29tG4R0d3fT1tZ2R0FIMpk0K2NtbGygtTb3o5TC5/PR0tJCXV0dwWCQ/v5+vF7vln1OT09z8eLFquOz2+0cP36caDS65+aFb4eULCGEEEIIsb2jHoy8bZT7lPxzpdQXgB8EngSCwCJwDvjPWuvPH/TzWq1W2tvb6ezsxOFwMDY2xpkzZ7YEITU1NfT29t7xSMjy8rJZGcuYD2K1Ws1qV8ak9NraWnw+H/39/VVlhA3r6+sMDg5u6Qbf0tLCiRMnqiaz7+btlJIlhBBCCCG2Unfey0+8nSml3hwYGHjH2bNnzRK/w8PD2wYhPT09dzwSsri4aFbGMuaDGEGIxWKhqamJUCiEw+HA6/XS399PMBjcdp+jo6NcuXKFfD5fdXwnT56kuXnv5W4lJUsIIYQQ4v557LHHeOutt97SWj+238fKV8NHmNPpZGJi4p4EIXNzc2ZlLK21WRUrn8+jlCISidDU1ITVaqW+vp7+/v4dA4pUKsX58+dZWlqqur+9vZ1jx46ZTQ53k8/nuXbtGjdv3qxKyXI6nQwMDEhKlhBCCCHE24wEI0dYMplkaGio6r67DULi8bhZGQtKaU9Op5N8Po/VaqW1tRW/34/FYsHtdtPX10c4HN52jkexWOT69esMDw9TLBbN++vq6jh9+jQ+n2/Pr1VSsoQQQgghHjxyhXaEbZ6wfadByNWrV5mcnDQrY0GptG5NTQ3ZbBa73U5bWxterxel1J4aIy4uLnL+/Hlzf8Y+u7u76enp2fMxSkqWEEIIIcSDS4KRI+5ugpArV64wNjZmVsaCW0FILpfD6XTS0dFBXV0dUEqH6unpob29fcfnyuVyXL58mbGxsar7GxsbOX369J6DB0nJEkIIIYR48EkwcoTV1tbyoQ99aN9ByKVLl7h58+aWylgul4t8Po/b7TYrY0Gp5G53dzexWAyrdecO4jMzMwwODlalUtlsNo4dO0Z7e/uey/VKSpYQQgghxNEgV21HmMPh2FMgYgQhFy9eZHh42KyMBaUgxO12o7Wmrq7OrIwFpUCiq6uLWCx220nmmUyGwcFBZmaqW7iEQiFOnTq153K9kpIlhBBCCHG0SDDyEDOCkHPnzjE8PGxWxgLMKlhKKerq6szKWMa6WCxGV1eXGZjstP/x8XEuX75sjrBAKZXqxIkThMPhPR2npGQJIYQQQhxNEow8hIwg5I033mB4eNisjAWlQMPj8eBwOHC5XGZlLCjNF2lvb6e7u3vX0YzV1VXOnz/P4uJi1f1tbW0cP358z+V6JSVLCCGEEOLokiu5h4jWmqmpKV599VWGh4erKllZrVa8Xi8ul4uamhqzMhaULv6j0Si9vb3mPJGdFItFbty4wbVr16rK9brdbk6fPr1t1/Xt3C4l68SJE3g8nr2+bCGEEEII8TYlwchDQGvN5OQkr7zyCjdu3KgaZbBarTQ2NuL1enE6nbjd7qrHtra20tfXt+X+7SwtLXH+/HlSqZR5n1LKLNd7u8ntBknJEkIIIYR4eEgwcsSNjo7yta99jZs3b1bN27Barfj9fgKBADabbUvaVXNzM319fXsagcjn81y5coWRkZGq+71eL6dPn97zKIakZAkhhBBCPFzk6u4ISyQSPPvss2ZlLCgFIU1NTTQ3N6OU2nKBHwwG6e/vx+v17uk5ZmdnGRwcZH19veo5+vv7icVieyrXm0qluHjxIgsLC1X3S0qWEEIIIcTRJsHIEbaxsVFVojccDhOJRCgWi1UpUAA+n4/+/v49z+nY2NhgaGiIqampqvuDwSCnTp3C5XLtuo/bpWQdP36cSCSyp2MRQgghhBAPJglGjjir1Up7ezttbW1VwYnB6/XS399PMBjc8z4nJiYYGhqqSvtyOBwMDAzsOYCYnp5maGho25Ss3t7ePVfbEkIIIYQQDy4JRo6wmpoaPvKRj7C6uko6na5aV19fT39/P83NzXve39raGhcuXNiSThWJRBgYGLhtzxHD6uoqg4ODW/bh8/k4efKkpGQJIYQQQjxEJBg5wmw225Y+H263m76+PsLh8J7mc0CpGteNGze4evVqVblel8vFqVOn9jSqIilZQgghhBBiMwlGjrDKi/7a2lp6e3uJRqN7DkIAVlZWOHfuHMlk0rxPKUVnZyd9fX17KtcrKVlCCCGEEGI7EowccU6nk56eHtrb281O6ntRKBS4evXqlpEMj8fDI488QkNDw677kJQsIYQQQghxOxKMHGE1NTV86EMf2tPoRaX5+XkuXLhQNc/EYrHQ399PZ2fnriMrkpIlhBBCCCH2QoKRI8zpdG4JRNazBb4yNMPEYpo2v4uPDjRTYy9tk81mGRoaYnJysuoxgUCAU6dO7akLu6RkCSGEEEKIvZJg5CFyfmKZT33udRZWs+Z9gToHn/3EOwlY1rh48SLZ7K11drudgYEBotHorvuWlCwhhBBCCLFfEow8JDK5wpZABGBuKcl3/+If8Ut/pw2H7dYoSmtrKwMDAzidztvuN5/Pc/36dW7cuCEpWUIIIYQQYl/U5k7c4mhQSiVqa2t9x44dA2B5Pcfk4q05IBqgkEPnc4AmUOfE7bRhsViora3FZts9Ts3lcqyvr2/p5u50OnE6nfuq2iWEEEIIIR5Mly9fZn19fVFr7d/vYyUYOaKUUiOABxgFsNb5m61ub3in7Qtry9OF1cTMfTq8t5P+8r9XDvUoxG7kfXpwyHv1YJD36cEh79WD4WF/nzqApNY6tt8HSjAiHmpKqTcBtNaPHfaxiJ3J+/TgkPfqwSDv04ND3qsHg7xPd27vjSeEEEIIIYQQ4gBJMCKEEEIIIYQ4FBKMCCGEEEIIIQ6FBCNCCCGEEEKIQyHBiBBCCCGEEOJQSDUtIYQQQgghxKGQkREhhBBCCCHEoZBgRAghhBBCCHEoJBgRQgghhBBCHAoJRoQQQgghhBCHQoIRIYQQQgghxKGQYEQIIYQQQghxKCQYEUIIIYQQQhwKCUbEA08p5VJK/QOl1K8qpZ5XSl1XSi0ppXJKqQWl1CtKqZ9XSrXeZh8dSim9x58X7+PLe2iU37/K3/PTe3jMu5RSzyqlRpRSGaXUnFLqBaXUP1NKWe/9UT989vo+KaWe3sc59ex9fRFHyD5+x6N72Fe/Uuq3y39D00qphFLqjFLqXymlau7DyznS7va9ks+p+08p5VVK/bhS6m+VUtNKqQ2l1IxS6i2l1G8qpb5pD/uQ82oXtsM+ACEOwHHg8zus8wPvKf/8hFLqh7XWn7tvRyb2RCn1KPCv9vmYnwb+X6q/VAkCT5d//qlS6tu01ksHdJgPvTt5n8SDQSn1SeB3gcqLo1rgifLP9yulvlVrPXIIhyfEfaeU+jjwe0DTplWh8s+jwPuA/32bfXwSOa92JcGIOCriwAvAm8BY+XYBaAW+FfiHgBv4Q6XUvNb6r26zr58Bvnib9WsHcsQCgPIIxu9T+ns0x9Y//Ns95vuAXyrfHAN+GThbfuwPAh+jFID+uVLqg1rr4j049IfKnbxPFb4PeP026yVgvHu/C/zObdZnd1pR/nb3DwArsEDpfPoGUAf8Y+ATwDHgfyql3qW1Xj2og35I3fF7VUE+p+4hpdQ/BP6I0jkxB3wG+Bql88NN6Xz4NkpByU77kPNqjyQYEUfBWa11+Dbrv6CU+j1Kf0jswC8CtwtGprTWFw/yAMVt/RjwGHAJ+Avgp2+3sVLKC3y6fHMKeEJrPVuxyf9USv0+8M+AD1D6o/9HB3rED6cfYx/v0yYjck7dc3N38jtWStmA36J0wbQKPKW1vlqxyd8opYYpjUIeA34c+IUDON6H2R29V5vI59Q9opTqAz5L6Zx4Afi41jq5abOvAb+vlHLssA85r/ZB5oyIB57WurCHbV4Dni/ffFQpVXdvj0rshVIqRukPsAZ+CMjt4WGfAhrLy/9mUyBi+FfASnn5J+/2OB92d/g+iQfDtwM95eV/v+mCyfDLwPXy8o+VL7SEOKp+k1Ja1QzwHdsEIiat9U6jWHJe7YMEI+JhkqpYdh7aUYhKnwFcwB9qrV/e42O+o/xvih3mCpWHu411J5RS3Xd1lOJO3ifxYPiOiuX/vN0G5TRHY65dI6U5WUIcOeVRkY+Ub/6m1nr5Dncl59U+SDAiHgpKqSDwofLNBa114jCPR4BS6nuBb6KUS/uv9/gYO/Cu8s0zWuuN22z+QsXyU3d0kOKO3ifxQDHOjeta6+nbbCfnk3gYfFfF8l8aC0qpeqVUj1Jqr3Pl5LzaBwlGxJGllKpRSnUqpX6A0qQxI7Xn13Z56I+US/BllFJJpdQVpdRnlVIP7R+Kg6aUCgD/qXzzJ/YRHPZya67bpV22vVKxfHwfhyfK7uJ92uyXlFKj5bKYS0qpC0qp31JKnTygQxXwnUqpIaXUmlJqVSl1Qyn135RS37rTA8rpqtHyTTmf7p99v1fbkM+pe+PJ8r854IpS6iNKqa8BSeAaMKuUiiulfq38JecWcl7tnwQj4khRSn2bUWcdWAduUCrN11Xe5FngP+yym3cA3ZRSueqBPkrVgF5WSv2ZUqr+Xhz7Q+bXgADw4j5LLUcqlid32XaiYjm641bidn6NO3ufNnsP0A44AC9wEvhh4IJS6tfLI17i7hwv/7goVfvpBL4H+LIq9V/arupPK6DKy7c9n7TWi0C6fFPOp7tzJ+/VZvI5dW8YAcEy8CPAV4D3btqmGfg/gbM7fKEi59U+PbSTZcRDZxj4Qa3187fZZplSlaAXKU0qS1Mq2/c08AOAj9IQrk8p9c1a6/y9O9yjSyn1UeAfUSpf+UP7fHjlB+xuZRAr10vBgn26y/fJMAN8gVLlmZuUvm0MAx+ldOHkAn4UaAA+eXdH/NBKA18CvkrpW9YUpb9V76H0vrUCzwDPKaXeq7WunDu3n/PJ2MaFnE936m7eK8My8jl1L/nK/zYA/5HS7/dngD8DEpSCvp+i9LexFfgLpdQjcl7dHQlGxFHzEqVvXaH0jVE78HcplXf9L0qpf6e1fnabx00DrVrr9DbrvqKU+g3gr4FTwIcp9bL47QM+9iNPKeWmNBka4Fd2qDByO7UVy7vV4q+cT1K741ZiiwN4n6DUV6RNa7258tZblL4B/i3gbyiNdn1CKfV5rfX/vOODfni17jDJ9vny360vUJovdxL4Waqry+3nfIJb55ScT3fmbt4rkM+p+8Fd/tdBqXrg39NaP1exfhD4x0qpDKXKjp2UAsnKjAs5r/ZJ0rTEkaK1TmmtL5Z/3tRaf0Fr/UlK38T6KTU9/NltHpfd4Q+8sT4O/H1ulTT90Xtw+A+DXwA6KH2j98t38Pj1iuVt67tXqKyYtr7jVmI7d/s+obVe2yYQqVx/ldKXBAY5p+7A7ar9lEuSfiewWL7rhzb1RdjP+QS3zik5n+7AXb5X8jl1f2Qqlv9qUyBS6d9wK9D4Pzatk/NqnyQYEQ8FrfVXgV8v3/w5pVT/HexjmNI3uQC9SqmWgzq+h4FS6nFKebYA/2KXSlg7qRwK321Iu3L9Q9vZdr8O6H3aE631S8Dl8s33K6XkM+mAaa2XKKWYQOmceKxi9X7Op8pt5Hy6B3Z5r/a6D/mcujuV58T/2mkjrfUC8Eb55ulN897kvNonSdMSD5MvUipNaqFUA/xOvvEdAr65vBwB4gdzaA+Fn6TUjfYyEFBKbf42CeBExfIHlVLN5eW/Ln+rWDkZsHIy+3YqJwNO7LiV2Owg3qf9GKLUgbiG0ujl/D4fL3Y3VLFced5MUUpFUexyPimlfJTy2kHOp3tpp/dqv/uQz6k7M05pgjrs/v98nNJ8HyuluSZGA145r/ZJghHxMKm8yGm/w33ogziQh5QxFH0M+JM9bP9/Vyw/CpyjVFoxT+lv125lECtHv3YrryhuOYj3aT/knLr3tv0da61XlVITQBtyPr1dHMT5IOfUnRviVi8r6y7bVq4vGAtyXu2fDImLh0lrxfKdDocOVCzfrpGRuAfKcxBeK998cnNO9SZPVyx/7Z4dlLhbxjm1QalajTh4t/u7ZZwbPUqp8G328fQ2jxEH7yA+Y+Rz6s79bcVy145bVa9f59ZcH4OcV/sgwYh4mHxnxfLgfh+slOoCPlK+eUNrPXUgR/WQ0Fp/XGutbvcD/D8VD3mmYt25ivu/UP63nupuuaZy0ylj3cVyHrXYgwN8n3allHoft745/JrWunhAL0OUKaW83Jpgm+ZWnrvhCxXL37fDPizAJ8o3lyiVlRUHbA/v1V72IZ9Td+eL3JqY/vd32kgp1Qk8Ur75yjZ/u+S82gcJRsQDTyn1veWLz9tt812UyhwCrAB/uWn931NKqS0PvLW+BfgfgDFJTcolHp7PUvrDDfD/KaWattnmP1GqEw+7N7kUB0wp1aiUemaXbfqA/1pxl5xT+6SU+phSasd0a6WUB/g8t3on/ME2BQm+SKlqGsBPld+Xzf4t0Fte/jXpXbF/B/FeyefUvVcuIvB75ZtPKqW29FgqT1b/DLeuoT+zeRvkvNoXpbWkFooHm1LqHBAD/pzSEOt1IEmpXng/8A+4NZlPA/90czfpcsf2m5S+zXiN0kSyDNBEqQmV0UyK8nN8RGu9l/rhYh+UUj8P/Fz55jNa6xd32O5TwB+Ub45SKkZwDghSCjr/bnndS8AH5Rv3g7Xb+6SU6gBGgIuUGrS9SSldJEcpXbKy6SHAn2qtv+ceH/aRo5QapVQ69AvANyj9ztNAI/AUpXPBSE+9ArynfLG1eT/fBPwVpRz4BeCXyvuro1R++ZPlTS8D79JaP7RVf+7UQbxX8jl1fyil/JT6JMUoXTP8Z+BPKaVi9QI/DryzvPmXgG/X21xMy3m1dxKMiAdeORg5vYdNF4Ef0Vr/t232sdcT4c+AHyjXhBcHbK/BSHnbf0epH8ZOI7xfBz6mtd6cyyvu0j6Ckd1o4LeAn5CLpv0rX+DupRjH88D3aq13nD+glPok8LuUqppt5zLwrVrrvbyvYpODeK/kc+r+UUr1Usqg2G5Ew/CXwD+6XRAh59XeSDUtcRR8B/BtwHspfWsRAgKU8j4XgAuUutL+t9uUHf0Y8G7gCUofGAFK316kgDFKF7bPaq1fv2evQuyL1vqXlFLPAT8MfIBSOcYUpWoofwz8oda6cJtdiHtnmtIcrScpfYMYoXRO1VIatRymNFnzs1rryzvtROzqE5T+7z9BaTJtgFJ64hql8qJnKP3d++puO9JaP6uUOkOpUd43UfqWfp1SBbv/Dvyu1vqhbcp2AA7ivZLPqftEa31NKfUopRGr76QUlHgoVeV8ldLny5f2sB85r/ZARkaEEEIIIYQQh0ImsAshhBBCCCEOhQQjQgghhBBCiEMhwYgQQgghhBDiUEgwIoQQQgghhDgUEowIIYQQQgghDoUEI0IIIYQQQohDIcGIEEIIIYQQ4lBIMCKEEEIIIYQ4FBKMCCGEEEIIIQ6FBCNCCCGEEEKIQyHBiBBCCCGEEOJQSDAihBBCCCGEOBQSjAghhBBCCCEOhQQjQgghHjpKqQ6llC7/PHsfnu/ZiufruNfPJ4QQDwrbYR+AEEIIIfZOKfVx4JHyzV/TWi8f2sEIIcRdkmBECCGEeLB8HPhEeflZYPmwDkQIIe6WBCNCCCEeOlrrUUAd9nEIIcTDTuaMCCGEEEIIIQ6FBCNCCCGEEEKIQyHBiBBCiAOhlPqDcrWoolIquMM2P1ZRVSqtlHLssN2nK7br22GbdyulflcpdUkptayUyiilxpVSf6aU+tZdjnXP1bSUUiGl1K+Wn2dNKbWolHpNKfV/KaVc5W1Gy/savd2+Nu33o0qpv1BKTSqlNpRS00qpzyulnthh+2eVUppb80UARipex32rDiaEEAdFghEhhBAH5cXyvwp4eodtnqlYrgW2vfCu2C6utb5auUIp5VZK/SnwdeCHgGNAA+AEosB3AV9WSn1ZKVW/z9dQRSn1DHAZ+Mny87iARuCdwKeBM0qp6D53a1FK/Q7w18C3A62AA2gB/gHwdaXUp+7muIUQ4kEhE9iFEEIclBcqlp8BPl+5UillAd6/6THPAC9v2s7LrdK1L2xa5wT+BniyfNcN4M8oBQw5oBv4J0Av8K3AXyilPqK1Lu73xSiljgNfphSAAJwF/hiYBELAdwPvLT//fj5PfxH4HuAa8EfAMFAPfAfwzZS+KPwdpdQrWusrFY/7DeAvgB/lVrD2g8Dcpv2P7+NYhBDiUEkwIoQQ4kBoraeUUsOUAoJnttnkUcBbXv4G8O7ydr+wabv3c2vk/sVN636FW4HIfwB+Wmudr9xAKfWrwB9QCko+CPwA8Jn9vRoAfo9bgcjvAD+yKaj5TaXUzwM/t8/9fg+lIORTm479D5RSv04p2HCU//0Xxkqt9VvAW+U+I4b/Xa4MJoQQDyRJ0xJCCHGQjJGMfqVU86Z1RoAyS+niHuDdSqmaHbar3B9KqRZuXZx/QWv9rzcHIgBa6xzwz4Cb5bt+fH8vAZRSjwNPlW9eBH50u9EVrfXPAy/tc/dXgO/f7tiBnwHWy8sf3ed+hRDigSPBiBBCiIP0YsXy5tGRZyq2eb687KQ0QlLp6fK/k1rr4Yr7v4vSiAGU5mvsqByQ/Fn5Zo9SquN222/j2yuWf1trXbjNtr++z33/rtY6u90KrXUKeKN8M7ZNoCaEEEeKpGkJIYQ4SJvnjfwJgFLKyq2Rhhe01tNKqWuU5nY8YzxOKeUDTpe3e3HTvt9XsRzZlK60ncaK5WPA6J5eQcnjFcsv7LhVyYv72C/AmV3WT5X/VZTS2mb2uX8hhHhgSDAihBDiwGit4xVBxgcrVj0GeMrLL1T8a2z3s+X73s+tzuibg4COiuX/vs9Da9x9kyrhiuWbO24FaK2XlFLL3JoPs5uFXdZvVCzLyIgQ4kiTNC0hhBAHzQgiuirK3hopWtNa62ubtnuXUsq9abvK9YaGuzimbfuZ3IZxPPlyytdu1vax731X9hJCiKNKghEhhBAH7cWK5Wc2/fvCNtvZKZXIhVvzRca01iOb9rta/lcDVq212sfPs/t8DUZwYVNK2fewvXv3TYQQQmwmwYgQQoiD9mLF8jPli3lzvoixQms9S6k/iLGdHzi5zT4MlXMpWg/qYHcwXbHcebsNlVKN7D1FSwghRAUJRoQQQhworfUMpfK1UBoReSe3Rg6e37T5CxXbfYCd54tAdQndb7r7I72tNyqWt+uZUunpe3gc26lM81I7biWEEA8ACUaEEELcC0Yw0Q58X3l5u9QrY7vHgL+7zf2V/hQwSuL+VMU8k3vhixXLP1yuBraT//MeHsd2ViuWJT1MCPFAk2BECCHEvfBixfInyv9uF2C8SGkOiA34R+X7RrTW45s31FpPAL9ZvtkDfGmbxoompZRFKfVhpdTP7O/QQWv9BvC18s0TwG8opbZ8ZpY7sH9gv/u/S5UB3Tvu83MLIcSBktK+Qggh7oUXK5aNz5otwYjWekEpdZHSXJEdt6vwb4FHgA9RSp+6qZT6H8A3gHlKVbOaKfUq+Uh5+avAL97Ba/hB4HXARanz+7uVUn8MTAIh4LspTbz/BtBGaR7L/aiU9dWK5V9VSgWBq4DR0X1Kaz14H45DCCHumgQjQgghDpzWek4pdQk4XnH3TkHGC9yauH677dBa55RS3wL8R+CfA7XAPy7/7GTqNut2pLW+pJT6NuALlCaoP1r+qXSRUlDyjfLt1J081z6P64JS6k+A76EUFG3uRv854JP3+jiEEOIgSJqWEEKIe6UyqLhRTrPabTvYpaO51jqrtf4RoB/4FeBVSqMieSBNKY3pr4CfBk5prT+x0752o7V+ofw8n6Y0+rAOLFOa4P4TwBOURkp85Ycs3ulz7dP3UgrGXqTURDF/262FEOJtSmmtD/sYhBBCiAeWUuokcKF88ze01vd7QrsQQjywZGRECCGEuDv/smL5dvNdhBBCbCLBiBBCCLEDpdT7tquiVbH+h4EfKN+cAr58Xw5MCCGOCEnTEkIIIXaglBoGaoD/BZylNDfFDnQBf4/qCe0f01pLMCKEEPsgwYgQQgixg3Iw0rXLZuvA92ut/+t9OCQhhDhSJBgRQgghdqCUehL4+8CTlPqI+Cn1HVkCrgF/A/yu1nr20A5SCCEeYBKMCCGEEEIIIQ6FTGAXQgghhBBCHAoJRoQQQgghhBCHQoIRIYQQQgghxKGQYEQIIYQQQghxKCQYEUIIIYQQQhwKCUaEEEIIIYQQh0KCESGEEEIIIcShkGBECCGEEEIIcSgkGBFCCCGEEEIcCglGhBBCCCGEEIdCghEhhBBCCCHEoZBgRAghhBBCCHEoJBgRQgghhBBCHIr/H/min3oh4D/oAAAAAElFTkSuQmCC", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 286, "width": 401 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "summary_dict_n = {\n", " \"alpha\": tf.squeeze(trace_4_N.posterior[\"alpha\"].values[0]),\n", " \"beta\": tf.squeeze(trace_4_N.posterior[\"beta\"].values[0]),\n", " \"sigma\": tf.squeeze(trace_4_N.posterior[\"sigma\"].values[0]),\n", "}\n", "\n", "twenty_random_samples = (\n", " pd.DataFrame.from_dict(summary_dict_n).sample(20).to_dict(\"list\")\n", ")\n", "\n", "# display raw data and sample size\n", "ax = az.plot_pair(dN[[\"weight\", \"height\"]].to_dict(orient=\"list\"))\n", "ax.set(\n", " xlim=(d2.weight.min(), d2.weight.max()),\n", " ylim=(d2.height.min(), d2.height.max()),\n", " title=\"N = {}\".format(N),\n", ")\n", "\n", "# plot the lines, with transparency\n", "x = np.linspace(d2.weight.min(), d2.weight.max(), 101)\n", "for i in range(20):\n", " plt.plot(\n", " x,\n", " twenty_random_samples[\"alpha\"][i]\n", " + twenty_random_samples[\"beta\"][i] * (x - dN.weight.mean()),\n", " \"k\",\n", " alpha=0.3,\n", " );\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.50 & 4.51\n", "\n", "Here we focus on a single weight value of 50 KG.\n", "\n" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 252, "width": 378 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu_at_50 = summary_dict[\"alpha\"] + summary_dict[\"beta\"] * (50 - x_bar)\n", "\n", "az.plot_kde(mu_at_50.numpy(), label=\"mu|weight=50\");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.52\n" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([158.60243, 159.76747], dtype=float32)" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.hdi(mu_at_50.numpy())\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.53 & 4.54 & 4.55\n", "\n", "Above we picked the weight=50 but we need to repeat the above calculation for every weight value and not just 50Kg.\n", "\n", "The rethinking R package has a *link* method that does it automatically but here we will do it manually" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "weight_seq = np.arange(25, 71)\n", "n_samples = len(summary_dict[\"alpha\"])\n", "mu_pred = np.zeros((len(weight_seq), n_samples))\n", "for i, w in enumerate(weight_seq):\n", " mu_pred[i] = summary_dict[\"alpha\"] + summary_dict[\"beta\"] * (w - d2.weight.mean())\n" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 261, "width": 389 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(weight_seq, mu_pred, \"C0.\", alpha=0.1)\n", "plt.xlabel(\"weight\")\n", "plt.ylabel(\"mu_height\");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are 46 columns in $\\mu$ because we fed it 46 different values of weight. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.56\n", "\n", "Now we want to summarize the distribution for each weight value" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "ipykernel_launcher:2: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n" ] } ], "source": [ "mu_mean = mu_pred.mean(1)\n", "mu_hpd = az.hdi(mu_pred.T)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.57" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ksachdeva/rethinkingtfp/lib/python3.7/site-packages/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", " hdi_data = hdi(y, hdi_prob=hdi_prob, circular=circular, multimodal=False, **hdi_kwargs)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 261, "width": 388 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_, axes = plt.subplots(1, 1)\n", "axes.scatter(d2.weight, d2.height)\n", "axes.plot(weight_seq, mu_mean, \"k\")\n", "plt.xlabel(\"weight\")\n", "plt.ylabel(\"height\")\n", "plt.xlim(d2.weight.min(), d2.weight.max())\n", "az.plot_hdi(weight_seq, mu_pred.T, ax=axes);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.58\n", "\n", "This snippet is showing the source code for the *link* function of R package. It is almost\n", "equivalent to what you see above in Code 4.53 until 4.56" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.59\n", "\n", "\n", "The task here now is to generate 89% prediction interval for actual heights, not just the average height $\\mu$\n", "\n", "i.e\n", "\n", "$h_i \\sim Normal(\\mu_i, \\sigma)$\n", "\n", "So now we need to include $\\sigma$ somwhow.\n", "\n", "The algo is quite straightfoward here -\n", "\n", "* For any unique weight value, sample from Gaussian distribution with correct mean $\\mu$ for that weight\n", "* Use the correct value of $\\sigma$ sampled from the same posterior distribution. \n", "\n", "If we do above for every sample from posterior, for every weight value of interest then we will end up with a collection of simulated heights\n", "\n" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 864x432 with 6 Axes>" ] }, "metadata": { "image/png": { "height": 425, "width": 856 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "az.plot_trace(trace_4_3, compact=True)\n", "plt.tight_layout();\n" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "# In this cell we are using posterior samples to computer\n", "# the height for various weights\n", "\n", "# only taking data from chain 1\n", "sample_alpha = posterior_4_3[\"alpha\"][0]\n", "sample_beta = posterior_4_3[\"beta\"][0]\n", "sample_sigma = posterior_4_3[\"sigma\"][0]\n", "\n", "weight_seq = np.arange(25, 71)\n", "\n", "jdc_4_3_weight_seq = model_4_3(weight_seq)\n", "\n", "# we are going to essentially sample height for these new weight sequences\n", "# conditioned on our trace\n", "_, _, _, sim_height = jdc_4_3_weight_seq.sample(\n", " value=[sample_alpha, sample_beta, sample_sigma, None]\n", ")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.60" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "height_PI = tfp.stats.percentile(sim_height, q=(5.5, 94.5), axis=0)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.61" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 271, "width": 401 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot raw data\n", "az.plot_pair(\n", " d2[[\"weight\", \"height\"]].to_dict(orient=\"list\"),\n", " scatter_kwargs={\"alpha\": 0.5},\n", ")\n", "\n", "# draw MAP line\n", "plt.plot(weight_seq, mu_mean, \"k\")\n", "\n", "# draw HPDI region for line\n", "plt.fill_between(weight_seq, mu_hpd.T[0], mu_hpd.T[1], color=\"orange\", alpha=0.2)\n", "\n", "# draw PI region for simulated heights\n", "plt.fill_between(\n", " weight_seq,\n", " height_PI[0],\n", " height_PI[1],\n", " color=\"k\",\n", " alpha=0.15,\n", ");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.62\n", "\n", "This snippet is re-running above but with more samples to see that the shaded boundary will smooth out some more" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.63\n", "\n", "This snippet here is showing the internals of Author's *sim* function in *R*. \n", "\n", "I have it implemented (naive version) in cell of 4.59" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This snippet here is showing the internals of Author's *sim* function in *R*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.5 Curves from lines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.5.1 Polynomial regression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.64\n", "\n", "Here we start to look at polynomial regression and splines.\n", "\n", "Polynomial Regression is the first one. It helps to build curved associations. This time we will use full data instead of just adults" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>height</th>\n", " <th>weight</th>\n", " <th>age</th>\n", " <th>male</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>count</th>\n", " <td>544.000000</td>\n", " <td>544.000000</td>\n", " <td>544.000000</td>\n", " <td>544.000000</td>\n", " </tr>\n", " <tr>\n", " <th>mean</th>\n", " <td>138.263596</td>\n", " <td>35.610618</td>\n", " <td>29.344393</td>\n", " <td>0.472426</td>\n", " </tr>\n", " <tr>\n", " <th>std</th>\n", " <td>27.602448</td>\n", " <td>14.719178</td>\n", " <td>20.746888</td>\n", " <td>0.499699</td>\n", " </tr>\n", " <tr>\n", " <th>min</th>\n", " <td>53.975000</td>\n", " <td>4.252425</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>25%</th>\n", " <td>125.095000</td>\n", " <td>22.007717</td>\n", " <td>12.000000</td>\n", " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>50%</th>\n", " <td>148.590000</td>\n", " <td>40.057844</td>\n", " <td>27.000000</td>\n", " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>75%</th>\n", " <td>157.480000</td>\n", " <td>47.209005</td>\n", " <td>43.000000</td>\n", " <td>1.000000</td>\n", " </tr>\n", " <tr>\n", " <th>max</th>\n", " <td>179.070000</td>\n", " <td>62.992589</td>\n", " <td>88.000000</td>\n", " <td>1.000000</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " height weight age male\n", "count 544.000000 544.000000 544.000000 544.000000\n", "mean 138.263596 35.610618 29.344393 0.472426\n", "std 27.602448 14.719178 20.746888 0.499699\n", "min 53.975000 4.252425 0.000000 0.000000\n", "25% 125.095000 22.007717 12.000000 0.000000\n", "50% 148.590000 40.057844 27.000000 0.000000\n", "75% 157.480000 47.209005 43.000000 1.000000\n", "max 179.070000 62.992589 88.000000 1.000000" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d = RethinkingDataset.Howell1.get_dataset()\n", "d.describe()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.65\n", "\n", "Most common polynomial regression is a parabolic (degree 2) model of the mean.\n", "\n", "$\\mu_i \\sim \\alpha + \\beta_1x_i + \\beta_2x_i^2$\n", "\n", "\n", "**Standardization** is important in general but it becomes even more important for polynomials. Think what happens when you square or cube big numbers. They will create large variations.\n", "\n" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "d[\"weight_std\"] = (d.weight - d.weight.mean()) / d.weight.std()\n", "d[\"weight_std2\"] = d.weight_std ** 2\n", "\n", "\n", "def model_4_5(weight_data_s, weight_data_s2):\n", " def _generator():\n", " alpha = yield Root(\n", " tfd.Sample(tfd.Normal(loc=178.0, scale=20.0), sample_shape=1)\n", " )\n", " beta1 = yield Root(\n", " tfd.Sample(tfd.LogNormal(loc=0.0, scale=1.0), sample_shape=1)\n", " )\n", " beta2 = yield Root(tfd.Sample(tfd.Normal(loc=0.0, scale=1.0), sample_shape=1))\n", " sigma = yield Root(tfd.Sample(tfd.Uniform(low=0.0, high=50.0), sample_shape=1))\n", "\n", " mu = alpha + beta1 * weight_data_s + beta2 * weight_data_s2\n", "\n", " height = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=sigma), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=True)\n", "\n", "\n", "jdc_4_5 = model_4_5(d.weight_std.values, d.weight_std2.values)\n", "\n", "posterior_4_5, trace_4_5 = sample_posterior(\n", " jdc_4_5,\n", " observed_data=(d.height.values,),\n", " params=[\"alpha\", \"beta1\", \"beta2\", \"sigma\"],\n", ")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.66" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>mean</th>\n", " <th>sd</th>\n", " <th>hdi_5.5%</th>\n", " <th>hdi_94.5%</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>alpha[0]</th>\n", " <td>172.02</td>\n", " <td>25.50</td>\n", " <td>146.51</td>\n", " <td>197.51</td>\n", " </tr>\n", " <tr>\n", " <th>beta1[0]</th>\n", " <td>10.88</td>\n", " <td>10.21</td>\n", " <td>0.68</td>\n", " <td>21.11</td>\n", " </tr>\n", " <tr>\n", " <th>beta2[0]</th>\n", " <td>-4.05</td>\n", " <td>3.83</td>\n", " <td>-7.95</td>\n", " <td>-0.22</td>\n", " </tr>\n", " <tr>\n", " <th>sigma[0]</th>\n", " <td>3.36</td>\n", " <td>2.39</td>\n", " <td>0.97</td>\n", " <td>5.80</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5%\n", "alpha[0] 172.02 25.50 146.51 197.51\n", "beta1[0] 10.88 10.21 0.68 21.11\n", "beta2[0] -4.05 3.83 -7.95 -0.22\n", "sigma[0] 3.36 2.39 0.97 5.80" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(trace_4_5, round_to=2, kind=\"stats\", hdi_prob=0.89)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.67" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "sample_alpha = posterior_4_5[\"alpha\"][0]\n", "sample_beta1 = posterior_4_5[\"beta1\"][0]\n", "sample_beta2 = posterior_4_5[\"beta2\"][0]\n", "sample_sigma = posterior_4_5[\"sigma\"][0]\n", "\n", "weight_seq = tf.linspace(start=-2.2, stop=2, num=30)\n", "weight_seq = tf.cast(weight_seq, dtype=tf.float32)\n", "\n", "jdc_4_5_weight_seq = model_4_5(weight_seq, weight_seq ** 2)\n", "\n", "# we are going to essentially sample height for these new weight sequences\n", "# conditioned on our trace\n", "ds, samples = jdc_4_5_weight_seq.sample_distributions(\n", " value=[sample_alpha, sample_beta1, sample_beta2, sample_sigma, None]\n", ")\n", "\n", "# get our height samples conditioned on the trace\n", "sim_height = samples[-1]\n", "\n", "# get the distribution object for the liklihood\n", "likelihood = ds[-1].distribution\n" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "# getting the loc which is mu\n", "mu_pred = likelihood.loc\n", "mu_mean = tf.reduce_mean(mu_pred, 0)\n", "\n", "mu_PI = tfp.stats.percentile(mu_pred, q=(5.5, 94.5), axis=0)\n", "height_PI = tfp.stats.percentile(sim_height, q=(5.5, 94.5), axis=0)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.68" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 271, "width": 401 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot raw data\n", "az.plot_pair(\n", " d[[\"weight_std\", \"height\"]].to_dict(orient=\"list\"),\n", " scatter_kwargs={\"alpha\": 0.5},\n", ")\n", "\n", "# draw MAP line\n", "plt.plot(weight_seq, mu_mean, \"k\")\n", "\n", "plt.fill_between(weight_seq, mu_PI[0], mu_PI[1], color=\"orange\", alpha=0.2)\n", "\n", "# draw PI region for simulated heights\n", "plt.fill_between(\n", " weight_seq,\n", " height_PI[0],\n", " height_PI[1],\n", " color=\"k\",\n", " alpha=0.15,\n", ");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.69" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "d[\"weight_std3\"] = d.weight_std ** 3\n", "\n", "\n", "def model_4_6(weight_data_s, weight_data_s2, weight_data_s3):\n", " def _generator():\n", " alpha = yield Root(\n", " tfd.Sample(tfd.Normal(loc=178.0, scale=20.0), sample_shape=1)\n", " )\n", " beta1 = yield Root(\n", " tfd.Sample(tfd.LogNormal(loc=0.0, scale=1.0), sample_shape=1)\n", " )\n", " beta2 = yield Root(tfd.Sample(tfd.Normal(loc=0.0, scale=1.0), sample_shape=1))\n", " beta3 = yield Root(tfd.Sample(tfd.Normal(loc=0.0, scale=1.0), sample_shape=1))\n", " sigma = yield Root(tfd.Sample(tfd.Uniform(low=0.0, high=50.0), sample_shape=1))\n", "\n", " mu = (\n", " alpha\n", " + beta1 * weight_data_s\n", " + beta2 * weight_data_s2\n", " + beta3 * weight_data_s3\n", " )\n", "\n", " height = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=sigma), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=True)\n", "\n", "\n", "jdc_4_6 = model_4_6(d.weight_std.values, d.weight_std2.values, d.weight_std3.values)\n", "\n", "posterior_4_6, trace_4_6 = sample_posterior(\n", " jdc_4_6,\n", " observed_data=(d.height.values,),\n", " params=[\"alpha\", \"beta1\", \"beta2\", \"beta3\", \"sigma\"],\n", ")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "##### Code 4.70 & 4.71" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "TensorShape([500, 30])" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample_alpha = posterior_4_6[\"alpha\"][0]\n", "sample_beta1 = posterior_4_6[\"beta1\"][0]\n", "sample_beta2 = posterior_4_6[\"beta2\"][0]\n", "sample_beta3 = posterior_4_6[\"beta3\"][0]\n", "sample_sigma = posterior_4_6[\"sigma\"][0]\n", "\n", "weight_seq = tf.linspace(start=-2.2, stop=2, num=30)\n", "weight_seq = tf.cast(weight_seq, dtype=tf.float32)\n", "\n", "jdc_4_6_weight_seq = model_4_6(weight_seq, weight_seq ** 2, weight_seq ** 3)\n", "\n", "# we are going to essentially sample height for these new weight sequences\n", "# conditioned on our trace\n", "ds, samples = jdc_4_6_weight_seq.sample_distributions(\n", " value=[sample_alpha, sample_beta1, sample_beta2, sample_beta3, sample_sigma, None]\n", ")\n", "\n", "# get our height samples conditioned on the trace\n", "sim_height = samples[-1]\n", "\n", "# get the distribution object for the liklihood\n", "liklihood = ds[-1].distribution\n", "\n", "sim_height.shape\n" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [], "source": [ "# getting the loc which is mu\n", "mu_pred = liklihood.loc\n", "\n", "mu_PI = tfp.stats.percentile(mu_pred, q=(5.5, 94.5), axis=0)\n", "height_PI = tfp.stats.percentile(sim_height, q=(5.5, 94.5), axis=0)\n" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 271, "width": 401 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot raw data\n", "az.plot_pair(\n", " d[[\"weight_std\", \"height\"]].to_dict(orient=\"list\"),\n", " scatter_kwargs={\"alpha\": 0.5},\n", ")\n", "\n", "# draw MAP line\n", "plt.plot(weight_seq, mu_mean, \"k\")\n", "\n", "plt.fill_between(weight_seq, mu_PI[0], mu_PI[1], color=\"orange\", alpha=0.2)\n", "\n", "# draw PI region for simulated heights\n", "plt.fill_between(\n", " weight_seq,\n", " height_PI[0],\n", " height_PI[1],\n", " color=\"k\",\n", " alpha=0.15,\n", ");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.5.2 Splines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.72" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>year</th>\n", " <th>doy</th>\n", " <th>temp</th>\n", " <th>temp_upper</th>\n", " <th>temp_lower</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>count</th>\n", " <td>1215.000000</td>\n", " <td>827.000000</td>\n", " <td>1124.000000</td>\n", " <td>1124.000000</td>\n", " <td>1124.000000</td>\n", " </tr>\n", " <tr>\n", " <th>mean</th>\n", " <td>1408.000000</td>\n", " <td>104.540508</td>\n", " <td>6.141886</td>\n", " <td>7.185151</td>\n", " <td>5.098941</td>\n", " </tr>\n", " <tr>\n", " <th>std</th>\n", " <td>350.884596</td>\n", " <td>6.407036</td>\n", " <td>0.663648</td>\n", " <td>0.992921</td>\n", " <td>0.850350</td>\n", " </tr>\n", " <tr>\n", " <th>min</th>\n", " <td>801.000000</td>\n", " <td>86.000000</td>\n", " <td>4.670000</td>\n", " <td>5.450000</td>\n", " <td>0.750000</td>\n", " </tr>\n", " <tr>\n", " <th>25%</th>\n", " <td>1104.500000</td>\n", " <td>100.000000</td>\n", " <td>5.700000</td>\n", " <td>6.480000</td>\n", " <td>4.610000</td>\n", " </tr>\n", " <tr>\n", " <th>50%</th>\n", " <td>1408.000000</td>\n", " <td>105.000000</td>\n", " <td>6.100000</td>\n", " <td>7.040000</td>\n", " <td>5.145000</td>\n", " </tr>\n", " <tr>\n", " <th>75%</th>\n", " <td>1711.500000</td>\n", " <td>109.000000</td>\n", " <td>6.530000</td>\n", " <td>7.720000</td>\n", " <td>5.542500</td>\n", " </tr>\n", " <tr>\n", " <th>max</th>\n", " <td>2015.000000</td>\n", " <td>124.000000</td>\n", " <td>8.300000</td>\n", " <td>12.100000</td>\n", " <td>7.740000</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " year doy temp temp_upper temp_lower\n", "count 1215.000000 827.000000 1124.000000 1124.000000 1124.000000\n", "mean 1408.000000 104.540508 6.141886 7.185151 5.098941\n", "std 350.884596 6.407036 0.663648 0.992921 0.850350\n", "min 801.000000 86.000000 4.670000 5.450000 0.750000\n", "25% 1104.500000 100.000000 5.700000 6.480000 4.610000\n", "50% 1408.000000 105.000000 6.100000 7.040000 5.145000\n", "75% 1711.500000 109.000000 6.530000 7.720000 5.542500\n", "max 2015.000000 124.000000 8.300000 12.100000 7.740000" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d = RethinkingDataset.CherryBlossoms.get_dataset()\n", "\n", "d.describe()\n" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>mean</th>\n", " <th>sd</th>\n", " <th>hdi_5.5%</th>\n", " <th>hdi_94.5%</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>year</th>\n", " <td>1408.0</td>\n", " <td>350.885</td>\n", " <td>801.00</td>\n", " <td>1882.0</td>\n", " </tr>\n", " <tr>\n", " <th>doy</th>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>86.00</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>temp</th>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>5.06</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>temp_upper</th>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>5.78</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>temp_lower</th>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>3.60</td>\n", " <td>NaN</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5%\n", "year 1408.0 350.885 801.00 1882.0\n", "doy NaN NaN 86.00 NaN\n", "temp NaN NaN 5.06 NaN\n", "temp_upper NaN NaN 5.78 NaN\n", "temp_lower NaN NaN 3.60 NaN" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(d.to_dict(orient=\"list\"), kind=\"stats\", hdi_prob=0.89)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.73\n", "\n", "\n", "Knots are just values of the year that serve as pivots for our spline. We will be using 15 of these pivots.\n", "\n", "Now question is where should we place these knots ?. They can be put anywhere in principle. Finding the locations of them can be considered part of modelling (... so kind of like hyperparameters).\n", "\n", "Here we are placing them at different evenly spaced quantiles of the predictor variable (i.e year). \n" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 812., 1036., 1174., 1269., 1377., 1454., 1518., 1583., 1650.,\n", " 1714., 1774., 1833., 1893., 1956., 2015.])" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d2 = d[d.doy.notna()] # not NaN cases on temp\n", "num_knots = 15\n", "knot_list = np.quantile(d2.year, np.linspace(0, 1, num_knots))\n", "\n", "# notice that there are 15 evenly spaced dates ()\n", "knot_list\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.74\n", "\n", "\n", "Next we need to decide on the polynomial degree. This determines how basis functions combine. \n", "\n", "Degree 1 => 2 Basis functions combine at each point\n", "Degree 2 => 3 Basis functions combine at each point\n", "\n", "`scipy` provides an implementation for constructing the BSplines given knots and degree of freedom.\n", "\n", "Below we are using degree 3 (see the parameter `k` of `BSpline`)" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "knots = np.pad(knot_list, (3, 3), mode=\"edge\")\n", "B = BSpline(knots, np.identity(num_knots + 2), k=3)(d2.year.values)\n" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(827, 17)" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "B.shape\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.75\n", "\n", "Here we are plotting the basis functions. This means plot each column agaist year." ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 864x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 261, "width": 720 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots(1, 1, figsize=(12, 4))\n", "for i in range(17):\n", " ax.plot(d2.year, (B[:, i]), color=\"C0\")\n", "ax.set_xlabel(\"year\")\n", "ax.set_ylabel(\"basis\");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.76\n", "\n", "Time to actually define the model. The problem against is that **Linear Regression**. \n", "\n", "Columns in our B matrix will correspond to the variables (the synthetic variables !)\n", "\n", "We should always an intercept to capture the average temperature. [See the discussion earlier in the book why and how intercept indicates the average/mean]" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(<tf.Tensor: shape=(2, 1), dtype=float32, numpy=\n", " array([[100.413025],\n", " [102.31073 ]], dtype=float32)>,\n", " <tf.Tensor: shape=(2, 17), dtype=float32, numpy=\n", " array([[ -7.587472 , 4.6162534, 14.462044 , 13.757142 , 8.293284 ,\n", " 6.5996766, 12.812029 , 2.066179 , -19.096075 , 12.009245 ,\n", " 4.0620856, 18.011715 , 0.7482047, -8.07599 , -24.254963 ,\n", " 5.2645006, 5.9642544],\n", " [ -8.49531 , 11.326171 , 10.874445 , -1.0859208, -1.8048357,\n", " -12.088249 , -1.5450478, -5.0279374, 9.356149 , 2.6080098,\n", " 14.687096 , -11.230017 , -6.972492 , -7.4885106, -3.548199 ,\n", " 1.3912767, 3.2297919]], dtype=float32)>,\n", " <tf.Tensor: shape=(2, 1), dtype=float32, numpy=\n", " array([[0.9223893 ],\n", " [0.01731652]], dtype=float32)>)" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def model_4_7():\n", " alpha = yield Root(\n", " tfd.Sample(tfd.Normal(loc=100.0, scale=10.0, name=\"alpha\"), sample_shape=1)\n", " )\n", " w = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=10.0, name=\"w\"), sample_shape=17)\n", " )\n", " sigma = yield Root(\n", " tfd.Sample(tfd.Exponential(rate=1.0, name=\"sigma\"), sample_shape=1)\n", " )\n", "\n", " B_x = tf.cast(B, dtype=tf.float32)\n", " mu = alpha + tf.einsum(\"ij,...j->...i\", B_x, w)\n", "\n", " doy = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=sigma, name=\"D\"), reinterpreted_batch_ndims=1\n", " )\n", "\n", "\n", "jdc_4_7 = tfd.JointDistributionCoroutine(model_4_7, validate_args=False)\n", "\n", "alpha_sample, w_sample, sigma_sample, doy_sample = jdc_4_7.sample(2)\n", "\n", "alpha_sample, w_sample, sigma_sample\n" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": [ "init_state = [alpha_sample, w_sample, sigma_sample]\n", "\n", "bijectors = [tfb.Identity(), tfb.Identity(), tfb.Exp()]\n", "\n", "posterior_4_7, trace_4_7 = sample_posterior(\n", " jdc_4_7,\n", " num_samples=4000,\n", " burnin=1000,\n", " init_state=init_state,\n", " bijectors=bijectors,\n", " observed_data=(tf.cast(d2.doy.values, dtype=tf.float32),),\n", " params=[\"alpha\", \"w\", \"sigma\"],\n", ")\n" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>mean</th>\n", " <th>sd</th>\n", " <th>hdi_5.5%</th>\n", " <th>hdi_94.5%</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>alpha[0]</th>\n", " <td>102.90</td>\n", " <td>2.08</td>\n", " <td>100.51</td>\n", " <td>105.19</td>\n", " </tr>\n", " <tr>\n", " <th>w[0]</th>\n", " <td>-8.34</td>\n", " <td>0.64</td>\n", " <td>-9.51</td>\n", " <td>-7.47</td>\n", " </tr>\n", " <tr>\n", " <th>w[1]</th>\n", " <td>7.63</td>\n", " <td>2.81</td>\n", " <td>4.08</td>\n", " <td>10.85</td>\n", " </tr>\n", " <tr>\n", " <th>w[2]</th>\n", " <td>11.09</td>\n", " <td>1.81</td>\n", " <td>8.59</td>\n", " <td>14.10</td>\n", " </tr>\n", " <tr>\n", " <th>w[3]</th>\n", " <td>5.07</td>\n", " <td>6.41</td>\n", " <td>-2.01</td>\n", " <td>12.21</td>\n", " </tr>\n", " <tr>\n", " <th>w[4]</th>\n", " <td>2.94</td>\n", " <td>4.17</td>\n", " <td>-1.82</td>\n", " <td>8.11</td>\n", " </tr>\n", " <tr>\n", " <th>w[5]</th>\n", " <td>-3.13</td>\n", " <td>7.49</td>\n", " <td>-11.08</td>\n", " <td>5.53</td>\n", " </tr>\n", " <tr>\n", " <th>w[6]</th>\n", " <td>5.50</td>\n", " <td>5.90</td>\n", " <td>-0.69</td>\n", " <td>12.32</td>\n", " </tr>\n", " <tr>\n", " <th>w[7]</th>\n", " <td>0.59</td>\n", " <td>3.17</td>\n", " <td>-3.75</td>\n", " <td>4.80</td>\n", " </tr>\n", " <tr>\n", " <th>w[8]</th>\n", " <td>-3.59</td>\n", " <td>11.57</td>\n", " <td>-16.99</td>\n", " <td>9.04</td>\n", " </tr>\n", " <tr>\n", " <th>w[9]</th>\n", " <td>5.67</td>\n", " <td>6.34</td>\n", " <td>-2.09</td>\n", " <td>12.45</td>\n", " </tr>\n", " <tr>\n", " <th>w[10]</th>\n", " <td>8.03</td>\n", " <td>6.10</td>\n", " <td>1.18</td>\n", " <td>14.59</td>\n", " </tr>\n", " <tr>\n", " <th>w[11]</th>\n", " <td>3.95</td>\n", " <td>12.40</td>\n", " <td>-9.34</td>\n", " <td>16.88</td>\n", " </tr>\n", " <tr>\n", " <th>w[12]</th>\n", " <td>-1.54</td>\n", " <td>2.91</td>\n", " <td>-5.62</td>\n", " <td>2.28</td>\n", " </tr>\n", " <tr>\n", " <th>w[13]</th>\n", " <td>-4.39</td>\n", " <td>1.30</td>\n", " <td>-6.28</td>\n", " <td>-2.00</td>\n", " </tr>\n", " <tr>\n", " <th>w[14]</th>\n", " <td>-11.56</td>\n", " <td>8.21</td>\n", " <td>-21.56</td>\n", " <td>-2.27</td>\n", " </tr>\n", " <tr>\n", " <th>w[15]</th>\n", " <td>2.84</td>\n", " <td>3.21</td>\n", " <td>-0.74</td>\n", " <td>6.42</td>\n", " </tr>\n", " <tr>\n", " <th>w[16]</th>\n", " <td>4.06</td>\n", " <td>2.01</td>\n", " <td>1.58</td>\n", " <td>6.38</td>\n", " </tr>\n", " <tr>\n", " <th>sigma[0]</th>\n", " <td>8.23</td>\n", " <td>0.77</td>\n", " <td>7.12</td>\n", " <td>9.47</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5%\n", "alpha[0] 102.90 2.08 100.51 105.19\n", "w[0] -8.34 0.64 -9.51 -7.47\n", "w[1] 7.63 2.81 4.08 10.85\n", "w[2] 11.09 1.81 8.59 14.10\n", "w[3] 5.07 6.41 -2.01 12.21\n", "w[4] 2.94 4.17 -1.82 8.11\n", "w[5] -3.13 7.49 -11.08 5.53\n", "w[6] 5.50 5.90 -0.69 12.32\n", "w[7] 0.59 3.17 -3.75 4.80\n", "w[8] -3.59 11.57 -16.99 9.04\n", "w[9] 5.67 6.34 -2.09 12.45\n", "w[10] 8.03 6.10 1.18 14.59\n", "w[11] 3.95 12.40 -9.34 16.88\n", "w[12] -1.54 2.91 -5.62 2.28\n", "w[13] -4.39 1.30 -6.28 -2.00\n", "w[14] -11.56 8.21 -21.56 -2.27\n", "w[15] 2.84 3.21 -0.74 6.42\n", "w[16] 4.06 2.01 1.58 6.38\n", "sigma[0] 8.23 0.77 7.12 9.47" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(trace_4_7, round_to=2, kind=\"stats\", hdi_prob=0.89)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.77 " ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 864x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 252, "width": 710 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sample_alpha = tf.squeeze(posterior_4_7[\"alpha\"][0])\n", "sample_w = tf.squeeze(posterior_4_7[\"w\"][0])\n", "sample_sigma = tf.squeeze(posterior_4_7[\"sigma\"][0])\n", "\n", "w = sample_w.numpy().mean(0)\n", "\n", "_, ax = plt.subplots(1, 1, figsize=(12, 4))\n", "for i in range(17):\n", " ax.plot(d2.year, (w[i] * B[:, i]), color=\"C0\")\n", "ax.set_xlim(812, 2015)\n", "ax.set_ylim(-6, 6);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 4.78" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ksachdeva/rethinkingtfp/lib/python3.7/site-packages/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", " hdi_data = hdi(y, hdi_prob=hdi_prob, circular=circular, multimodal=False, **hdi_kwargs)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 864x288 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 261, "width": 723 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "B_x = tf.cast(B, dtype=tf.float32)\n", "mu_pred = sample_alpha[..., tf.newaxis] + tf.einsum(\"ij,...j->...i\", B_x, sample_w)\n", "\n", "_, ax = plt.subplots(1, 1, figsize=(12, 4))\n", "\n", "ax.plot(d2.year, d2.doy, \"o\", alpha=0.3)\n", "az.plot_hdi(d2.year, mu_pred.numpy(), color=\"k\", ax=ax)\n", "ax.set_xlabel(\"year\")\n", "ax.set_ylabel(\"days in year\");\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }