{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Monte Carlo integration\n", "\n", "Monte Carlo is the simplest of all collocation methods.\n", "It consist of the following steps:\n", "\n", "1. Generate (pseudo-)random samples $Q_1, ..., Q_N$.\n", "2. Evaluate model solver $U_1=u(Q_1), ..., U_N=u(Q_N)$ for each sample.\n", "3. Use empirical metrics to assess statistics on the evaluations.\n", "\n", "This was the approached introduced in [problem\n", "formulation](./problem_formulation.ipynb), and we shall go through it again,\n", "but in a bit more details, and leveraging some of the features introduced in\n", "the section [quasi_random_samples](../fundamentals/quasi_random_samples.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generating samples\n", "\n", "The samples that shall be used in Monte Carlo must be assumed to behave as if\n", "drawn from the probability distribution of the model parameters on want to\n", "model. In the case of [problem formulation](./problem_formulation.ipynb), the\n", "samples drawn was random. Here we shall replace the random samples with\n", "variance reduced samples from the following three schemes:\n", "\n", "* Sobol\n", "* Antithetic variate\n", "* Halton\n", "\n", "We start by generating samples from the distribution of interest:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2021-05-18T10:56:26.079292Z", "iopub.status.busy": "2021-05-18T10:56:26.078955Z", "iopub.status.idle": "2021-05-18T10:56:28.078738Z", "shell.execute_reply": "2021-05-18T10:56:28.079022Z" } }, "outputs": [ { "data": { "text/plain": [ "J(Normal(mu=1.5, sigma=0.2), Uniform(lower=0.1, upper=0.2))" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from problem_formulation import joint\n", "\n", "joint" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we generate samples from the three schemes:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2021-05-18T10:56:28.081442Z", "iopub.status.busy": "2021-05-18T10:56:28.081119Z", "iopub.status.idle": "2021-05-18T10:56:28.126210Z", "shell.execute_reply": "2021-05-18T10:56:28.125930Z" }, "scrolled": true }, "outputs": [], "source": [ "sobol_samples = joint.sample(10000, rule=\"sobol\")\n", "antithetic_samples = joint.sample(10000, antithetic=True, seed=1234)\n", "halton_samples = joint.sample(10000, rule=\"halton\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2021-05-18T10:56:28.129254Z", "iopub.status.busy": "2021-05-18T10:56:28.128938Z", "iopub.status.idle": "2021-05-18T10:56:28.305848Z", "shell.execute_reply": "2021-05-18T10:56:28.306073Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot\n", "\n", "pyplot.rc(\"figure\", figsize=[16, 4])\n", "\n", "pyplot.subplot(131)\n", "pyplot.scatter(*sobol_samples[:, :1000])\n", "pyplot.title(\"sobol\")\n", "\n", "pyplot.subplot(132)\n", "pyplot.scatter(*antithetic_samples[:, :1000])\n", "pyplot.title(\"antithetic variates\")\n", "\n", "pyplot.subplot(133)\n", "pyplot.scatter(*halton_samples[:, :1000])\n", "pyplot.title(\"halton\")\n", "\n", "\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the three plots above it is easy to see both how the Sobol sequence have\n", "more structure, and the antithetic variate have observable symmetries." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Evaluating model solver\n", "\n", "Like in the case of [problem formulation](./problem_formulation.ipynb) again,\n", "evaluation is straight forward:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2021-05-18T10:56:28.308972Z", "iopub.status.busy": "2021-05-18T10:56:28.308643Z", "iopub.status.idle": "2021-05-18T10:56:28.932323Z", "shell.execute_reply": "2021-05-18T10:56:28.931981Z" }, "scrolled": true }, "outputs": [], "source": [ "from problem_formulation import model_solver, coordinates\n", "import numpy\n", "\n", "sobol_evals = numpy.array([\n", " model_solver(sample) for sample in sobol_samples.T])\n", "\n", "antithetic_evals = numpy.array([\n", " model_solver(sample) for sample in antithetic_samples.T])\n", "\n", "halton_evals = numpy.array([\n", " model_solver(sample) for sample in halton_samples.T])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2021-05-18T10:56:28.935009Z", "iopub.status.busy": "2021-05-18T10:56:28.934686Z", "iopub.status.idle": "2021-05-18T10:56:29.310229Z", "shell.execute_reply": "2021-05-18T10:56:29.310561Z" }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pyplot.subplot(131)\n", "pyplot.plot(coordinates, sobol_evals[:100].T, alpha=0.3)\n", "pyplot.title(\"sobol\")\n", "\n", "pyplot.subplot(132)\n", "pyplot.plot(coordinates, antithetic_evals[:100].T, alpha=0.3)\n", "pyplot.title(\"antithetic variate\")\n", "\n", "pyplot.subplot(133)\n", "pyplot.plot(coordinates, halton_evals[:100].T, alpha=0.3)\n", "pyplot.title(\"halton\")\n", "\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Error analysis\n", "\n", "Having a good estimate on the statistical properties allows us to asses the\n", "properties of the uncertainty in the model. However, it does not allow us to\n", "assess the accuracy of the methods used. To do that we need to compare the\n", "statistical metrics with their analytical counterparts. To do so, we use the\n", "reference analytical solution and error function as defined in [problem\n", "formulation](./problem_formulation.ipynb)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2021-05-18T10:56:29.314368Z", "iopub.status.busy": "2021-05-18T10:56:29.313814Z", "iopub.status.idle": "2021-05-18T10:56:30.087331Z", "shell.execute_reply": "2021-05-18T10:56:30.087650Z" }, "scrolled": true }, "outputs": [], "source": [ "from problem_formulation import error_in_mean, indices, eps_mean\n", "\n", "eps_sobol_mean = [error_in_mean(\n", " numpy.mean(sobol_evals[:idx], 0)) for idx in indices]\n", "\n", "eps_antithetic_mean = [error_in_mean(\n", " numpy.mean(antithetic_evals[:idx], 0)) for idx in indices]\n", "\n", "eps_halton_mean = [error_in_mean(\n", " numpy.mean(halton_evals[:idx], 0)) for idx in indices]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2021-05-18T10:56:30.091124Z", "iopub.status.busy": "2021-05-18T10:56:30.090660Z", "iopub.status.idle": "2021-05-18T10:56:30.390918Z", "shell.execute_reply": "2021-05-18T10:56:30.391204Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pyplot.rc(\"figure\", figsize=[6, 4])\n", "\n", "pyplot.semilogy(indices, eps_mean, \"r\", label=\"random\")\n", "pyplot.semilogy(indices, eps_sobol_mean, \"-\", label=\"sobol\")\n", "pyplot.semilogy(indices, eps_antithetic_mean, \":\", label=\"antithetic\")\n", "pyplot.semilogy(indices, eps_halton_mean, \"--\", label=\"halton\")\n", "\n", "pyplot.legend()\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we see that for our little problem, all new schemes outperforms\n", "classical random samples with Sobol on top, followed by Halton and antithetic\n", "variate.\n", "\n", "For the error in variance estimation we have:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2021-05-18T10:56:30.394555Z", "iopub.status.busy": "2021-05-18T10:56:30.394030Z", "iopub.status.idle": "2021-05-18T10:56:34.348435Z", "shell.execute_reply": "2021-05-18T10:56:34.348092Z" } }, "outputs": [], "source": [ "from problem_formulation import error_in_variance, eps_variance\n", "\n", "eps_halton_variance = [error_in_variance(\n", " numpy.var(halton_evals[:idx], 0)) for idx in indices]\n", "\n", "eps_sobol_variance = [error_in_variance(\n", " numpy.var(sobol_evals[:idx], 0)) for idx in indices]\n", "\n", "eps_antithetic_variance = [error_in_variance(\n", " numpy.var(antithetic_evals[:idx], 0)) for idx in indices]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2021-05-18T10:56:34.351241Z", "iopub.status.busy": "2021-05-18T10:56:34.350804Z", "iopub.status.idle": "2021-05-18T10:56:34.553278Z", "shell.execute_reply": "2021-05-18T10:56:34.552981Z" } }, "outputs": [ { "data": { "image/png": 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tlwo6HfYrrkG/eCGiIOD1lSX3NJ5eMPT6Rb8h2O0AqKqrMbzxKtZ7/3rY3l9B4XDg17ppjQdPypSrYf1aN63RUXVsVVUl77zzJkuXLuHuu+9jwYLvGDp0GGbzHu644y5iYmLlfVeuXE5Ozn4+/vgDLr74Ml588T/ExMRSXV3F0KHDGTBgILfeegPnnXchlZUV6HQ6HnrokYOY+aHTaUNvNpu/NplMxzfbPBXIN5vNflH3lcBcs9l8DzCv+TlMJtMpZrP5N7PZ3GgymcJbe5/ISINcStwZ1GoVUVFGUhMkl021MQJhyGCioox4z5+H5fO5GJISiEqI6vQ5DwVhpJRiqTuQT1SU8eBPVFsLLhfEx7d4yT9n+fdffgDAe/Y8VAvmY3ztJXR33wkxMQf//kcgzed9LHAszhma5l1WJqBWd+x4UAlN+6nasR8dnSskJIQbb7yZzMxMli5dQnp6Oh6Pm7q6WpYv/5Nzz70AQZDOc9xxs1i9eiVXXXUN+/btZcuWzXzyyRd4vV6mT5/I6tUbycoaxYknnsSIESM544yTO3z/zswVpNqhrlwXh5pemQAE+gnqfdvaIt5kMj0EeIH3W9uhrq5r8gH+Cjqt1wNAlTEKR/90dudWce6760mddTffXjcJDlN1oSouhViA7P0HX9FosxFz3GSE6mpqf14k5+f7CaqWtFiI+/UXAGr+8TThNXXoli3B9fQzWG+9g5BPP0a3ZDHuIUNwzTwe1+QpCPX1qHP2oy4uwnnSKXh9j6JHOsdileixOGdomrcoinK1aEercf9+87KSmJfV+jXdUeVpaGgYHo8XtVrDpk0bUKnUvP/+J4CAzWbH4/EiitJ5vF4RURRxudx4vSIg+l4X5fcSRRGjMRSPx4sgtF/52pXKWFEUg66L+PhW180yh2roy4HAd4jwbWsVs9n88SG+X5tEGyQffaUxEnfSIAxa6c7oPcwKD97kFESdDlVFuaRkGRYGgHrPbrwpKYgRkcEHiKL0T9V0Jze89Rrq/DwAIq69nNrfliCGtf5F6hf9hmCz4ZowCW9KPywPPoxu2RIMr7+M4Y1XZJeObtkSePuNFse7Bw2m9udFiNF9a/XfFp9uPEBpvYMzRiQyJCGst4ejcASxbNmflJWVYjbvYcWKZTQ2NhISEsL777/DypXLMRqNZGWNlvVopk6dTl1dLY8++hC33HIHY8eO54MP3qWmppqHHnqUoqIDss7N8OEjfJLFGxg3bsJhn9uhGvrVQLrJZNL73DfTgVcPfVhdx6BVEeJxYdfqaUwfQGyojrX3zGz3Ma5HUKvxpKWjyd6HOj8Pz4iRqHfuIPqE6XgTEml4411c02YAoPv5R8IevA9v/1TqvvgWMSwcoboK44tStypPYhKafXsJv/M26t/+AAQB1YFCKQKSKGUR6b+fD4DjrHkAuMdPxHHKaeh/k1b5ztlzsJ9/EercHHTLl6LZvBFvbByeAQNRFxeh2Z9NxNWXUfflfNDrD+cndcgsNFcQGaJhYloUgiDwzpp8EsP1nDYsEbVKQBRFFu+t5IQhcfJ1sPlAHX9mVzG2f6Ri6BWCOO6441m9WhI1bC4NfPXV18k/+/cB+PDDz+Wf7/bJlQfy009NYcjA4w43nTb0JpNpFnAFkGwymR4GnjebzVaTyXQL8KLJZKoAtpnN5sU9NNZ2EQSBWHs9RaGxVCSnkywI9FZdqic9I8jQ63/5EUEUUZeVEnnuGVjv/SvqnP2EfPMlAOqSYiKuu5K6j7/E+MJzqOrrcM6aTeO/niPq5Nnof5hP+C3Xo87LQbtpIwDhF16C5eHH8C5ZwurULIacOU9+/4b/vYrzu69xzZ6DZ+Bgebv1/x4Kqtit2Z/PwHNORrd6JeF3307DK28eNdW8DreX5/7Iptrq4s2LRpMaFcI7awpwe0SGJYYzKC6UZxZn883WEq6dksYt0zMAuGBMCpnxoYzr3/RklV1hYUCsEXUbMrEKCkc7XQnGLgWWtrJ9Id2YPXPQuN3ENlRTFBpLVUwiyR0f0WM0T7HU/bEIAMeck9D9sYjQZ58GQDQYsP7lHgzvvIFuyWIibrwG3cJfAbA88jieQZk0vPgakddcRsi3X0nHGI3g9RLy5Wcs2V3K/13/JlatgZ+iEvDnA4gxsW2rZ/oM+bL9Vfzfgnzueeojbr39bEK+/gJP5hC5icrhQrt6Jcann8Dyz2dwZ43u9HFeUeTicf3YdKCOMf0i8HhF/nbSEHKrrQyKCwXg+MGx/LannOGJTW6vSenRTEqPln+fv62EZxZnc+3kNG6YdmyoJCoce/SZyljVgUJiLbUAVHukaT3+q5mbv9xKpcV5WMfSlGKZg1BTjWbTBkStloa33qfu82/xpPTDOW0GNUtWYr33r9R99AWiwYD+p+8RnE7s510oGz3n3DNp+PcL2C+8hLp3PqRyVw7udRtwjR3H7N0r+fvitxmpsVFpceJ0e/ljbwV2l6fDMX61uRiPCKaxJurffBcA47NPo961s1NzfOHP/eyraOqmdTBy10JVFeE3XI1uzSpCH3u4S8catGqumZzGS+dlIQgCGrWKuSMSuX3mAHmfKRkxfH/9ZGYNjm3zPMkRIXhFkUan+6DmoKBwNNBnDL06N4cYax0ANb7q2G3F9WwsrKPe3nrnqZ7CkyF1ptpTbsH551IErxfX5KmIYeG4Zs+hevMu6ub/LLtV3OMnUv/6u4gqFaJOh+XB4AbB9quvo+HlN3CeOQ+MRhg6lNqfFuF+4CHmDgjnnWunYkoI494FO/nrD7tZkl3Z4RifnzeCv52UyYjkCJwnn0bt1TdQbIgm/J7bwdP+jaKwxsbnm4qotzd12Hl7dQEP/rCb3KpOZoiIIuH33Ym6XBKh0y1fimZLSx+mKIq8uDSHjYW1nTtvM8JD2n9onZwRzRdXTeDu4wd1Ka1X4fDh9Xa8cDmWOJjPo8+oV6pzc4iTDb1k2B88KROvKJIUHnJYx+LJGMCSgeO5JutyTtpRyFuAc3ZA1V0rBsV52lzqvvsJUaPplC6PqFZj+8s9QduOHxxLlcVJiEbd4fE6jYp5vgITt1fk/slXkmeYwvfv3IHh7dex3XRbm8fuq2hEq1Yxf3sp41OjcHtFvtlWQpXFyUVjU1o9pqjOxoaCWk4dloheo0L/5Wfof/oeb1g4zpNPIeTbrzG+9F/q3/kw6LjFeyv5aMMBvttewtLBUk3BpR9u5NxRycwblYymG/zqGbHHXp760YLRGEF5+YHeHsZhQRCETj9VGo0RXTp3nzL08oreJhn68alRvTIWT1o6/eukLNOFRik7xtmJ8mqXr9GwH4fby99+3E1utZWvrpkgZ45UW5xc8N4GTh2WwPVT0uSV6LysZM4b3bqh9bOxsJaRyRHoNU0Pc063lyKLm+roBHJi+zP66SdwnHZGmzecE4bEMzkjGotDWlloVAIfXDaWP/ZVMrpf0wVocboJ1Wl8+6h4cVku320r5cVJkQx4UIoFND71b1zHn4D+x+/R/bgAdU52UAB5dmYcF41NYUJqFBEGLdnVFvZVWHjtz32cu30xxtIDuGbOwjVlWoefb3uIosjmojq+31HGgydmBn0+Cr1HREQ0ERHRHe/YB+jJmok+czWr8nMJdUofUk0bTcL9WJ3d9ygoiiL7KhrxBt6JDQYydF5+efd29v/7LDyJSXiGj+jyufUaFXvKGymosZFX3XQB/LarlIIaGztK6oPcDR1ljRyotXHHN9u56P0NQZ+BUafm2bOH88HVkxg6eSSC1Ur4fXdKGTptEKrTkBDelI6ZGK7nknH95PHkVFk4+611LM2uAiAyRENGjJEwj4P+l56LqrGBwrMvYtW00ykJjcF+wcUIokjp6+/x1qp8Fpkr5Dndd8Jgjs+MA0C7aCFXbv6Z/33+DxLvvY3QZ58m4tILUJWWdPZjbZP/LMnhp51l/L6nzVIQBYWjkj6xoi9rcDBn2NVoMiXfvN/QbyysxVzeyMS0KLaXNPDDjlJcHpEDtTbeung0mfGHnkf9254K/v7zHi6f0J87Zw2Ut4vp6QxbswoA++w5nU5bdHm8qFWCvHp//HQT8aF6+kc1uZ8uGp9KrE6NQdu6i6bO5mJpdhVnjEwMqiNwuL2kRhkYmhiGURd8bL9IAwCNT/4b3dIliMuXEfLZx9gvvULawWYj7OEHqI+OQ3jobwiq9tcIS7OrqLO7cbilG0qIVs1/MxxE3Xwd+pJCXGPG8tyZd7Dgq+08cOJgUm67k5BPP2LP5j28mZjPlIxoTjQFyz8IixYy6LareNzpxDV+AvYLL0GdvRftpo2E/v1BGt56v+MPuA0EQeCayansq7AwNaPnVpCiKFJS7yAl8vC6ExWObfrEij7WoMGm1lJtjAKapIoXmit44c8cNh+oZ2NBLTtKGthfacHi9PCnb6V5qPiDfZ9vKpK3Lc2u4q4Jl7F0gCRn2hm3jZ9n/8jmzm93UOu7WY3rH0VqtKT/U1pv57avtrGjuJ5J6dFkpbT004miyDWfbuaJ3/eyLr8m6LVBcaF8dPk47ps9uMVx8vEJCcz/24vMuultil94BVVJMXg8RNx8HYaP3uOW6gQufHkp2ZWWdudxzeQ0njh9KOZyaT/tH4sYcPFZxJQU4jjxZGq//YnM/rFkJUcQptPgGZyJ87QzOG7fOi7fu5SryjZLlcU+NGvXoD7/PASnE+v1N1H782IaXn6D+rc+QDQaCVnwLVpfGuvBMmdIPDdPzyAurHsLxxoCgtZfby3hwvc38POusjb3t7s8B5UB1Ohw89KyHPaU9a566cbCWt5YmUdFo6PjnRUOC31iRa8rKyGttpT9sZI/vNbno5+QGoVGJTAozsjpwxM4c2Qi8WF6qizOoFzqQ2FqRjTPnjWcKQGrwGX7K/k5NJ2YwZP5YtTJeMXBPNHKsW6PF7vbS5he+hoqLU7+2FuJzeWhrMFBlDG4mflXW0pYV1DL07/u4bXzs1odjyAIzB2RyB97KxmZLN0IPF5RduvoNCp07fifRVHkl5hMSisq+S5jInffdyfelP7of/mRhpAw8qOSsdg8pKjdbZ7Dz6nDEjh1GKhy9hNxw9UINhu2y66k8dn/gkbDRePCuGhcP3n/xkceJyr7Yp787ln4Drz/+Rve+HgEhwNVeZmUenrxZViefEZ+QvKmpmG570HCHv874Q/cS/XSNWAwdDi2jvCKovw05PaK7C1vZHhS+3oirfHzrjKeX7Kfl87LYnhSOPsrLTjc3naDyK+syGN1bjX3nzCYU8ZIgWJzWSPbSuqZnB5NWrTv6cvhJr/GxvDEMARBIFSnZk9ZIx+uP8B/zxnJ9IGHR9aiotGBTq0i0tcTYk9ZI2+vKSC32sq/zhx+0Oc9UGvj/gW7SIrQ89c5g0mKUJ6CDpY+saJX5+YwsKopMl9tdSGKIiea4rnvhMGMT40iTK9hSkYMg+JCu83Ig6SUd3xmHCEBbpSrJqXxUFwj5+xaws9DZ7C0sAFPK6I7a/NrOfHV1XyyQRp7XKiOj68Yx1NnDMOU2NKtdOO0dC4Z14+XLxnb7piunpTGKxeMIkyvwSuK3P7Ndl5bkYurE4JJgiDwyCkm/j45gfu3LEC/8DcMH7yDqNfj+fxLVqx4ge8+vIf4l57v8FwAWK1EXnsFqoZ6HHPPovE/L4Gm9fWFd+Agapatpe7Dz3FNmoKqvg7N/mzUBwoRnE68l15Gw39eCtIFArDddCvuYcNR5+Vi/F8nx9UOi8wVTP7PcnaU1GN1ejjv3fXc+MVWOW23K2RXWKi3u1mTJz1dPXBiJu9cMoaThzZp/20rrqfRId04RVFkQ0Et+TU2IgxNn9P87SX8e3E2a/Kq5W0/7yrn6k82s624HpC+u5NM8WTEGJiYFtXmmOrtrlavx4NBFEUe/cXMRR9sZLtvHONSIzl+cCzXT20K5q8vqOGLTUUcqO28aGFKZAgeUWTzgToiQrQdH9CNiKJIYY2tzSer5furuOe7Hfy4s7TDc3m8YnAMrxfoE4beNW4CKSdJynZalYDbK2LpRMDV7fEe0gXv9or8a9E+Pt5wAFGUvkyPVyQt2sA5F89h2Nkn89RwPe9eOlZ20f9vaQ7vry2gzuYiu9IiBXMD3CBJESHMGhzX6vvpNSrumT2I2FBdu+NSqwSifKurRocbRJFvtpbIWTIdEaJVc9aMoViekCp4351wNnc++hmbMkZh/9ezDK3Mx/D6y6jNe9o/kSgS/td70OzagXvgIBpefLXjWIVKhfPU06n98Xeq1m2leuUGqjbuoHJ3Lp73P2j9JqHV0vDv/wJgfP3lQ268siJXMqYLzRUYdWoGxhpJDNdTXN+xK8LjFSkKUGC9dkoaD52UybVTmhrfjApwuVU0Orjusy08/NMeRFFEEAQ+umIcr5yfxdAALZ6RyRGcMSKR9OimVFCvKBJl0DJ/e5OxmTcqmc+uHB/01BZorNweLw/9uLtNvfau0ujw4PL9HfXzxZGGJYbz7NkjGOyrUAb4aWcZzy3Zz/Kc6rZOhVcU+XxTkVzwpxIEnjlzOP8+a7gcUxJFkZ2lXf9+systLVyZ7fHM4mzOfXc9zyzObvX1sgYHy3OqWV9QK2+rsjj5dOMBuW5HFEW+2lLM6W+sCXLtAi1qe+6dv5PCmp5TKe0TrhuMRlJNGZC/D41awOUVqba60KgEKi1OPt1YhACcNyaZgbHSxXfdZ1vYVlzPR5ePZWhi1x/JAUrr7XyztYSEMB16jYoP1xVy3wmDpUpMvR7LY09yUsD+DXY3X2wuwuMVOWNEIldNSmVeVhI9ea9vdHiwubw8dcawFq6gjnBcdCkNHg9LbOksrxM4zurEPW4C9iuuwfDhu0RcfSmumbOkNo2iiGavGfU+M6rqGrwREaDXo924HtFgoP7djxHDu5b765eS6AzuyVNwTpmGbs0qdD9+j+Piy7r0XoE8dKLUxGKEz1Xz6KkmIkI0HQrkiaLI80v2s624ng8uG4taJRCm13DOqLYFOSotTtKjDeTXWKmzuYkyatGohBZPnXNHJDJ3RGLQtovH9eO80clUNav81vg0zYvqbLyyPA9TQhhXTZLcmm6vdHP4M7uSi8f3CzLGB0N4iIY3LhpNYY1N7vLWGjMHxeIVYVLAk8ba/BpK6+1ybcXLy3L5aMMBNhTU8vbVEwEYEGtkQECdwwfrCnllRR53Hz+QS8d3rpnQt9tKeGbRPuZlJcufqyiK7CprlL/j5kwfEMM3W0s4bZj05OUVRYrr7PSPktxm0wbE8MTpQ8lKaTp+wfZSXluZx7biev515nAEQWCZLynB/wRX0ejgwR92U2V18s21E+VrKrfKgt3lJVzXM2vvvmHoIWilA1J17N7yRh78cbe87eShTVkcOo0KlSAZwoMlTKfhvtmD8CKlbJY2OLhvwU7uPn4gpw1LILrZhR+iVfH0GcPJrmyUA35+v2ZPkRIZwvuXte/qaRNBwH7ZlVxdXM+sKgvDfDdEy98eQbfwVzT7s9Hsb33FE5jT0/DvFw4qvbSrOC68BN2aVYR88ekhGXqdRhW06o7q5HdUa3OxNLuSGpuLojq77Etvj2GJ4Xx1zQRE2m+Y0RZatapN33VRrZ2F5go2FtZy6fh+aNUqQrRqogxapmREy1LeB0NpvZ0wvYYwvXQDTI9pv+hszpB45gxp+vsTRZFXV+Sxq7QBrwjnjErmrJFJLN5XyYVtFN1B099tXAdPtYGM6x+JVq0iMz5Ufu//Ls3hs41FPHqqqcUNFKQb05Lbp8nuz2cWZfO7uZxXzh/F8KRwUiJDWmRODU8KY3J6FOdkNd3Y75w1kMJaG7G+RVaMUUd5o4MGh5v8apt8E3v27BGkRhuwW3omgC0cafoeFRUNXRqQv8ig0eHm9z3l/LSrjG3FDTx71nDC9Bqe+M2MTqPi1GEJXDEhVX6ktbs8voume8reKy1O8qut/N/3u6i3u/n22omkRhtodLj5blsJlRYndx8/qFve60hoRiHU1qBdvQpVUSHqwkLwevBkmnAPGYo3IQFVYwNCXR2i0Yh7/MRuec+O5i3U1xE7MhPBbqdqw/ZOVRh3BavTw6K9FZwxIrHN66aswUF2haXbAqGH+l1/vOEAJw6Jo9Hp4YtNRdw+cwARIZpDkntYm1/Dgz/sZkpGNP+cO/SgzuUVRX7dXc6PO8v4z7wRcozL5fGi9XWXamveBTW2dm+ibo+X9YW1TM1o+g5qrM6ghdd7awt4c1U+/zpzOLMGx1LR6OCbrSWckBnXQr5aFEVW59Xw8E97ePqMYUw+xPRbc3kjqVGGFinOh/Jdx8eHt/sl9JkVfZhew7mjU9hZ2sC24gaqbS6Oz4xjwQ2TW90/pI0c9IMlLlRHZIiGu48fyJ6yRjnvXaMSeGVFHqIoctO0jBZf7tGKGBWN87S5bb7euT453YsYEYnj9DMI+fZrQr76vFv75oqiyHWfbSG70sKAGCNZKZJi5vc7Stl8oI5HTzWhVgkkhutJDD9ydP0vnyC5N275cisbCusI02uC6j06w/5KC/nVVk7wrciTI0Jwe73YXR6cHhG9puuGXiUInD48kdOHB6+mtZ1opRdo5A/U2nhq4T4eOimT/lEGPF6R277ezqYDdfz33JFMHyAZ++ZP19dMTuPEIfGk+s5lcXp4Z00Bn28q4o0LRwclQ3hEKWX6uXnDGdc/qstzbY6pF/og9IlgbCD+L7S2g+rY7mBtfg0bC2ux+YJHWrWKM0Ykcd8Jg+VVTohWzY1T05mQGsX/luaQ11nRL4WDwn7hpQCEfPGpXNmrXbIY/eefgCU491+oq0VVXNTiHK0hCALnjU4mVKeW0yzVKoEP1xfyy+5ydh1EgPBw8tc5mcwZEsd1AUHh7EoLD/ywq92xby2q47IPN/Lckv3ytrRoAx9eNo7n543odamI//6Zw/oCqTASpO9kcno08WE6wjpYVKUG3DD6Rxm4dHw//nriYAbFBbuhNCqBB0/K7BYj31v0mRU9SBflbt9F6y+a+nBdIXFhOo4fHBe0ml6ZU83XW4uZkh4dlMvdFV74cz/7K618ePlY2X/dGtdOSWNlbjXfbithXP9IRUSrB3HNmo0nKRl1Xi7apUvQ//QDhg/eAcD78APYL74Uz9Dh6H76Ht2yP0EQqPnlDzxZozo89/ljUhifGhUkNXHVxFS8ohhUuXwkkhFrbJHT/uOOMhbvrSQrOUK+eVVZnLi9IrGhOjQqgZHJEUxMjyZMpw6qLThSruFHTh3CvxdnB/1tXz05lXNHJ3c6tgKSMe8u1+qRSJ8y9JsO1LHOl+5UY3VJlYLLpeYfi2+LITBEWGVxsiKn+pCCoVnJERi1avpHdhx0u2vWQBaaK5g5qG1tdIVuQK3Gcf5FGF/+L5GXno/gdiPqdLiHjUC7dTPGN19rcYjxxf90Wj5hQDMDN6+djJojnasnpbK5qI45Q5rSeT/bVMQH6wq5aVo6109NR60SeOGckd2iEtoTRIRoeXLusKBtKkHokpE/FuhThj4w8l9jcxGqU3PGiERijNoWBReT0qN47uwRpEYf/ErsbycP6fS+WSkRrUoWKHQ/9osuxfjyfxHcbtyDM6l/4z08WaPQbNtCyAfvoiovw3nSqbjGjif6VKlVoyVnP96BfXdF1xpRRi0fNMvI0qgEYkN1JEXog7YpHN30mawbkHyOl3wg9VQdHBfKZ1eN7/L7r8ypZnlOFfccP6hdqYDe5EjIuukNujJvwysvItTXYv3LvRDadq542F23Yfj0I2xXXkvjc//tppF2H8p3fezQk1k3R6YlO0hSowxyQ/DSevtBCUPd9d0Ovtlawicb22920Ohwd6pln0LvYLvtL1gffKRdIy/tdyeiIBDyxScIZW0LjSkoHM30KUOv16hI9hUxNDo9srhZazjdXuZvK+GLZqXJj5wyhFumZ3BuB77Xj9YXMvPFlXywrvDQB67Qa3gyh+A8dS6Cw4HxrZb+ewWFvkCfMvQA6QEpU/nV7Qso/XPhPl5YmhO08j9zZBLXTknrMEhrdUm68V2p0FM4MrHecRcAIe+9jVDTthaLgsLRSp8z9JnxYYTppeyagpq2Db1Oo+LcUclcPLbfQQmb3Tt7ECvunBEkq6BwdOKeMAnn9JmoGuqJvPAcxdgr9Dn6VNYNwB3HDSBEq+LNVfnkt2PoQWoeHkh5g4NvtpVQXGdHQBKSmtyOpLGUjaBkJPQFGl56nahz5qLdupnI886i7qsFiLFKKqxC36DPreihyX1T0EXZz4IaG++uKeDX3eX8srucVbnKyu5Ywds/ldoFv+AeOAjtjm1EnXsGQkVFbw9LQaFb6JOGPs0nJdrRir7B7ia/2io3fUgM13PD1DQuGJPCfbMHtSkvay5r5JIPNvLCn/tbfV3h6MSb0o+6+T/jzhyCZvdOos45HVVZx40lFBSOdPqcofd4RW78cisAhTXWdv3vTy3cy/nvbZBX7qnRBm6clsH/zRnMReP6kdGG9Gp+jZXsSgvFdfbun4BCr+JNSqb2u59xDx2GZq+ZyHmnS31zFXoUobwcvL0hhXds0OcMvVolYNRJoQe3F0rq2zbGieEh9I8KCdIu6QwzBsbywWVjuWFq98rgKhwZiAkJ1H77E+4RWWj2ZxN19mlKjn0Pod6/j4grLyFu5GCiTjsBzbq1vT2kPkmfC8YCJITp5K47BTU2uStMc+46fiB3Hd8k2ZpdYcEjSq0A6+1u/txXSaRBy6nDEoKOMwYoGCr0TcS4OGq//YHIC+ah3bYFwwfvYP2/h3p7WEc3Fgv6335GsFjA5UKzZxchH3+A4JZcp9rNm4g+4yTs886Fp5+G2KNXR+hIo8+t6AHiw5p0Ojry0wfyv6U5XP7RJjYV1rGvopHnluznqy3KY/uxihgdg/Xu+wHQrl7Z7r6qgnxwdr15+LFE2MN/JeLm6wi/9y+EP3AvhvffAa8X2xVXU7V2C5Z7/g8xJISQ+d+iGTGM8BuuRrNtS28Pu0/QRw19UxFTQXXnM29SIkMYFGckIVzHmH6RnDYsgXlZSUH7uL0iT/xm5qP1hQclsaBwdOGaMg0A7cb14Gi9zZv+i0+JnZBF6D8ePpxDO6pQ79pJyGcfI2o02C69AtvV12G97U5qFq+g8fkX8Q4YiPWBh6letRH7xZeBWk3Igm+JPvE4Iq68BFVhQcuTiiJq8x5C3n0L7R+LDv+kjiL6lKiZn3fXFPDayjwAJqZF8eoFrWuNbz5Qx9OL9jE8KZzHTjV16v3yqq1c8N4GksL1/HBj692reppjUfAJem/e0cdNRrNnNzXf/4Z7ytSg19TZ+4g+cSaC1YqnfyrVG3dAN7WnhL7zXUdcej76Rb9jvf4mLE892+H+UY3VuP79HIYP30OwWhANBiz3/hX3uAlotm5Bs20z2lUrUfuyokS1mtqfF+Ee23UhwyMFpZVgF4kLXNF34LrJrbISru/8xxAVouWBEwdzEMW0CkcprqnT0ezZjW7NymBD73AQfuM1CFbpj1N9oBBVfh7ejAG9NNLeQ6ivQ7v0T9T5eagL8kAE6y234x04CO2KZegX/Y43LBzrPZ1s79i/P5bHn8J26x2EPvoQId99Q9iTj7XYzRufgKdfP7RbNhN++03ULFoOho77Qxxr9ElDP65/JA+fPISnF+6lrMGB3eVptUfs0MQwPrtqPNEGreyGCWx07PJ42V3WSI3VyazBUnOGKKOW80a33aVeoe/hmjodw3tvo121Au66T94e+uSjaHdsw5OegSd9ALplS9CtWoH9GDP06n17ibz4XNTN3CshX3yC5b4H0P+4AADbHXchxsW1doo28SYl0/DGe9gvvZLQfz8FHjfuUWNwjxqDa8IkPKah4HAQfeJMNHvNhD71DyxP/Kvb5tZX6JOuGz8XvLeevGobn1wxrkVn9+aYyxu5/rMtjEuN5H/nZgFQWGPj3HfXE2PU8uvNUw6q231P0Fce57tKb81bVVZKbNYQRGMoldmFoNGgXb6UqPPORNRoqP3xd7Qb1xP2t79iv+BiGl55s9ve+0j7roWKClTlZXiGDgO1Gs36tURefiGqmhrcw4bjnDkLb1o6mi2bCfn6C/k4T2IS1Ws2dygb7aer89Zs2UTUaXMQPB5qv/sJ1/SZLXdyOFBn70Nj3g2iiOPcCzrnZrNa0f8wH+cJJyHGt6FtZbFg+PA9XJOn4B43odPjDkRx3Rwk6dFG8qptFNTYOjT0VRYndrc3qMCqf1QIo1MiyIgx4nB7CdGq+WV3GQlhekalRHSqY73C0Y83MQn3wEFocvaj2bYF99jxhD7xCABWn99Y1Evy2NpVK6Sm5EfIoqA7Ue/bS9TZp6KqrMQbHoF7/AS0a1cj2Gw4Tj6V+jffB2NTkaH9gosJv/9u1AV5WP72aKeN/MHgHjMO6933E/rcvwi/9QbqPvkKz0hpwSY01BN2/93oF3yL4GnqIVHv9eK44OL2T+z1EnHzteh//RlPWga1Xy9o4ZpT79tLxHVXoNmzG29cHFXrtkFY+/bmcNNnLdX320up8jUIz29H8+adNfk8vXAfY/pF8ucd0/jHaUPl1wRB4O1LxvDwKUMI0apxebz849e93PzlNtyKk/6YwjV1OgDa1avQ/fYL2i2b8cYnYL3lDgA8w4bjjYlBXXQAVV5ubw61R1AVFhB5wdmykVc11KP78w8Emw3b5VdR//6nQUYewDV7DtXL11K9fB2Oiy/r8TFa774f16QpqEuKiZ57IvpvvkS9cwdRJ80i5NuvQBRxDxyEa6KURGF84VkIMPw4HNKNOiBN1vj8M+h//RkAdUEeUWeegnrPbulFux39l58RdfLxaHzbVJWVGN55o8fn2lX6rKH/YH0hO0oagPYDsvO3lfLtthJqbE5CdRpi29GXt7k8zB2ewPGDYzG04vNX6LvIhn7VckKf+ScA1rvubTJuKhWuqTMA0K1a0Stj7DJuN8Zn/olu8e/t7iaUlxN5/lmoi4twTZ5K1fa9VG3ZTf0b71L/5ns0Pv8iaNpwDhgMkh/9cKDVUvvVAuwXXYpgsxFxy/VEnzwLTc5+3MNHUrNqAzVrNlM7/2c8aelosveh//476VhRJOK6K4iadzoxMyai+/47dD//SOizTyOqVNS98yHOaTNQl5USdfapRJ08i7hB/Yi4/SZUlkbs55xH3XufAGB85X8I9XWHZ86dpM8a+vgOMm88XhGPV+SaKWn835zB7Wbe2F0e9pY3EhGi5e+nmHj27BE9MmaFIxe/odct+h3Nzu14Uvphu+KaoH2c0yVDr125/LCP72DQ//Q9oc8/Q8RlF6Kf/03rO3m9RF52AZrcHFxZo6n75EswGvGm9MNxzvk45p13ZLmpDAYaXnyNhmf+g6jVIrhc2C65nJpfFuMZOFjaR6vF+pd7AN+q3uvF8Por6H//FQB1Xi6R119F5NWXAmD522M4z5xH3Wff4DjpFFQ1NWi3bAa3G/ew4TQ89z8aXn8X5+ln4Jw6HVVtLYbXX+mV6bdFn/XRB1bH5lZZ8YoiqoAL8q5vd5BfY+XLqycQolXz3toC8qqtXDquP6bEJv+a1elhziurUAnw5x3TFb/8MYo3NQ1PapqcWWK9+34ICQnaxzVNCgBqVy4/Kvz0+s+lFajg9RJ+y/WIKhXOs84J2ke3ZBHarZvxJKdQ98V3iBGRvTHUriEI2K+5HtfU6ajKSnHNmt1iF/tFl2J84Vk0e3YT+tTjGF59EYC6dz5CVV1F6L+fQlVRjn3eudhuv1M6yGCg/v1P0f8wH298Au4xYxHDI4LOa33gYXRnn4bhjVex3XAzYnRMj0+3M/RZq5XgW9GH6tRYnJ6gtoI1Vidr8msoqXewu6wRgDV5Nfy8q5x6R3CfWaNOTWq0gbRoI1uK6rA6lYbgxyr+KllPWjr2Sy5v8bpn6DC8sbGoS4pR5eYcnkGJIli7nqmhKilGt2QxolaL9YabETweIm66Ft1PPwTtF/LuWwDYrruxy6mRvY1n6LBWjTwAej3WO+4GwPjifxDcbqw33oLzzLOxX3UtVWu3UPvlfBpeeSv4hq3V4jj3AlwzZ7Uw8iA9+TlnzUbVUI/xlRd7YloHRZ819P4VfbSv9+u24iaf2Zq8WvnnJfsqWZVbzdzhiTxyyhAGxbXMDPj0inF8dtV4nlmUzayXVpJdaenZwSsckdgvuxJPUjKN//w36FqJ5fSCn97wyovEZyQRPXUcYX+9B91vvwQHGNtA/9UXCF4vzlNOx/LkM1jvvBfB4yH89ptQFRcBoMrPQ7fod0SdDvulV/b0VA479kuvwJMoSZy4Ro/F8vfHm14MC8N1/Amgbb93dGtYHpCkMAyvvYRmy6ZuGeuh0mcNvX9Fr9dKU9xWXC+/ll3ZKP/8575K7vx2BxUWB2eOTCLG2PIPWKNW4fGKhGjV6DUqUttQw1To27imzaB6mxnnKae1uY/fT69b1H6AszsQqqswPv8MAJr92Rjee5vIKy4i4sqLobGx7QNFkZAvJLeN/eJLQRCwPPQIjtPOQGVpJOxBScjN8P47CKKI4+xzj7rVfKcICaHx2f/imHMS9W9/AHp9x8d0Avf4idiuuxHB5SLihquPiMBs3zX04XoiQzTE+bJoAg391qKmn+sdbialRZEUHtLiHIGoVQJvXzyapXdMR6/psx+bwiHiPOlURJ0O/c8/9LjQlvHVl1BZGnEefwI1Py7Ecv+DeGNi0C/8jahz5rapoa/ZtAHNvr144xNwzj5R2igIND79LN6wcPS//Ij+u68J+fRDAGzX3tCj8+hNnKeeTv1n3+BNz+jW8zY++iSukaNQ5+cRdt+dkoutF+mzFmtkcgSLbpvGC+eMRK9RkVdt481Vefy8q4zdZQ3yfhanh0dOHYLd7WFNXus9YkVR5LrPtnD8y6to8LUdVFBoDW9aOpb/+xsA4ffcEbSaExrqu03KWKiowPC2lK9teeBh3JMmY73/QWp/WognPQPt1s1Enz4HdU52i2NDPv8UAPv5FwW5Jrwp/bA89Hdp7LfdiKqmBteYsQdd6XlMExJCw1vvIRpDCZn/LSEff9Crw+mzht6PVq1iuC+L5t01hTz2ixmnRyQpvOkxbVVuDf9alM1rK/NbPYcgCKgEQBTJrTpyytEVjkxst96Ba9x41MVFhD7yEDQ2Ynz6cWJHDCZm6jg0mzce8nsYX/kfgtWC4+RTgwyxZ1AmNT8vxjV+AurCAsJvvSHYZ2+zof/ua0DKPGmO/ZobcI0dJzcDsV174xGfPXSk4hmUScOzLwAQ9vcHUZWW9NpY+ryhF0WRkclSdNwjivSPklw0o/s1RcxL6x3MHZHIzIFtp0L947ShLLljOmP7HwXpZQq9i0ZDw4uvI+r1GD79iNiJWYS+8ByC3Y66sICoM0+RslkO8nFeKCvD8J6UDdNa1ysxPp66L+fjSU5Bu2kjIb59AUKf+Seq+jpco8fiGd5KPYhaTcNzLyJqNHjj4nGcfe5BjVFBwnHBxThOnYtgtRD61OMdH9BD9GlDf9/8ncx8cSXRxqbHU6NOqmidkh5NiM/X/t7aAnYU13N9Oz1gUyJDlGpYhU7jGWLC8oDkBlFVVeEaP4Ha+T9ju/YGBKeT8AfuJfKS89B9/12X0yONr78s6cucdgbuUWNa3UcMj6Dx6ecACP3n46iKDqD//BOMr0pG3PL4U22PPWsUNb8vpebH3xXJ326g8bEnEbVa9F98imbr5l4ZQ5829F5RxOH2Bj15ltRLXYLG9I/kf+eOBEBEkjdQUOhObDffRuOT/6Lu7Q+o/WkRrmkzaPzX89S//g6iMRTdH4uIvP4q4oYPIuyBe8Hl6vikIEsW2G66td39nKefgeP0M1FZGom4/krC75MKfxqffk6u9G0Lz8gsvAMHdWo8Cu3jHTgI2w23IIgioX9/sFcCs33a0Ptz6X/c2ZR9UG93E2PU0i8yhGFJ4QiASoB3LhmD9wiTbFY4ylGrsd14q1Rtqmr6U3OcewHVazbR+I+ncI0bj2C1YHj3LcJvuR7c7Qf7haoqNHt2I4aE4Bo/scMh+DNptBs3IDid2K69AftV1x7y1BS6hvWe+/HGxqJbswqdT5//cNLHDb2UWrm/MvjReFRKBIIgYNCqyYg14hXhzLfW8ee+yt4YpsIxiDcpGdstt1P76xJqfl6ENzyCkO+/I/z2m9oteNKuWQUgGflO5H17k1OwPCL5hp0zZ9GoNOXoFcSISCx/lQqpIu64mciLz8X4wrNNSpg9TJ829AkBejf9I5vy5Ef3kwKqW4vqOFArSSOEaFXtKlcqKPQU7gmTqPv8G7yhYYR8+xVh9/6lzX21a1YCTXIMncF+9XVUr9xA3RffHVSlp0L3YL/8KhwnnoxgtaL7YxGhTz9B9JwZh6V6tk8b+vhwyXBPSIsKUpwcnSJl3MQYdbg8krvm1KEJ8g1AQeFw4544mbrPvkE0GDB8+hHq/fta3U+72reinzajS+f3ZA5pW0pY4fCg0VD/6deSxPOb7+E4+VQEl0tKgT0IvaKu0LcNvW9FX9HgYECskf5RISSE6Rjqy6tPiQxBo5IitbtKG9o8j4LC4cA9ZSpOnwiXZkvL7Ayhvg7Njm2IGk2n/PMKRybelH445p1H/Vsf4DYNRZO9j7B/PNyj79mnDX1yhJ5bpmdww9R01CqB9y4dyydXjJelhtUqgbRoKX1sf5UFp9vbm8NVUJDTJTVbt7R4Tbt+LYLXi3vMuBbdnBSOQgwG6l99G1GrxfDe2wi//Nxjb9WnDX2oTsO1U9I4ZVgCAFEGLVHGYB+lX63S44W//7wHey+lWYqiyH3zd/LgD7t65f0Vjgzco8cAoNm2pcVrstumg9RIhaMHT9YoLA9K/YfVN1yPUFHRI+/Tpw19ZxgQI62MtGqBP/ZVcvvX26mzdS6fuTupsjhZur+KRXsrcShPFscsrlFjAdBs3wbe4OtAu9oXiJ3a+UCswpGP7ZbbcU6bAU4nmn3mHnkPxdDHSoZ+VEoECWE6thbXc8PnW9stoDpQa+OJ38xUNDq6bRz5Ae0Oq63dI3ylcPQhJibiSUpG1VCPOi+geYnVimbLJkRBwDVpSu8NUKH7UatpePUt3Bs3dznI3lmOeUOflRLB/ScM4tYZA3j30rGkRoWQW21ldV5Nm8e8sSqf73eU8dH6A902jrzqpqh7lUUx9McysvsmwE+v3bQBweXCPXLU0dHOT6FLeFP6QWpqj53/mDf0ieF6Lhzbj1EpESSG6zlhSDwA5vLWGze4vSKrciU547X5bd8Mukpgq8Mqy+F3HSkcObQWkFXcNgqHwjFv6JszNEFKvTSXtW7otxbVUW+XytRzqqxUdpP7JnBFr7hujm1aC8jq/lgIgGuyYugVuo5i6IFam4vXVubx9MJ9mPyGvo0V/fL9wc1J1hXUdnj+9QU13PXtDhZsb1uPWvHRK/iRV/TbtoIootm6Ge3GDXgjInHOntO7g1M4KlEMPeDyePlgXSHzt5egVkGoTk2lxUllK77y5TlVQb93xn2zo6SBlbnVLTR3/NhdHkrq7PLv1Yrr5pjGm5SMJyERVX0d7N8vd5KyX3I5hIX18ugUjkYUQ49UQXvikDi8InyztZQhbazq86utFASsvAHW5dcidqB6mePrSjUwtvUilwO1dgLPoKzoFfzuG9Xvv6Gf/w2iIPTp3q0KPYti6H1cOLYfAAu2l8hFVHubGfrlOU1umzC9mhijlkqLUzbkbZFTaQHgnwv3BfWr9eP3z4f6mqJUWZUV/bGO332j+sdjCA4HzhNPxjtgYO8OSuGo5bAbepPJtMRkMvVMsughkJUczrDEMOrsbpxuKYd+T7OA7PL9TW6bwXGhTE6PBtp333i8YpD/vaDa1mKf/BrJ0I/xiapVK+mVxzzu0VLhlFAjXVu2627qzeEoHOUcVkNvMplOBiyH8z07iyAIXDxOWtVvKaoHgl03dTYXW4vqEASpUcmWono2HagDYH07AdmiOntQpWtRgC/eT57P+I/z9aOtVlb0xzx+1w2Ae9BgXMef0HuDUTjq6ZShN5lMSSaT6W2TybS+2fYTTSbTqyaT6TGTyfRoB+cQgAnAhoMfbs9y4pB4YoxaDtTa0KoFiursNPhSKVflVeMRYXxqFMv/MoMJqZGUNUiplRsLa3F5Wpct8Ltt/BTVtbKi97luslIiUAvQ4HArAmvHON6kZLzxkkaT7bobgzpUKSh0lc4KVM8AFgBj/BtMJpMReB0YYTabHSaT6RuTyTQHKAOebHb8jcBM4DvgokMddE+h06i4c9ZAQnUa3l1bwK7SBvZWNDKufyTzt5UCMHNgDDqNiuFJEWworCPKoKXW5mJ7ST3j+ke1OGe0UctpwxKot7tZmVvdYkUviqJcLDUgxki0UUelxUm11UlSREiL8ykcIwgClnvuJ3T1CuwXX97bo1E4yumUoTebzV+bTKbjm22eCuSbzWZ/xdBKYK7ZbL4HmNf8HCaTKQOIR1rVh5pMJrPZbG4h1RYZaUAI7ObdAWq1iqio7pNsvXTaAADWF9Wxq7SBnFo7gk7DpgN1RIZouGxqBpFGHSZ/85JQHbU2F+sO1DNreDKbCmrYUVzPNdMyAJgVZWTWiGTyq62c+MIySuodQeMtq7djdXmINmrJSIkkPlxPpcWJS61uc17dPeejhWNu3vfeDep7iWrjabEvc8x91/TsnA+l5UwCEJhCUu/b1ipms/l5n7E/HfAAda3tV9eKa6M9oqKM1NZ2f3eWgVHSavqlJdlyi8F5o5KY88IypmREc86oZAAEX2rllxsOcOGoRK75YAMOt5eZaZHEBbQyDBW9qAUoqbNTXtmITiM9im8rkIJtqVEGamutRIZIX0l+WT2poa23feupOR/pHIvzPhbnDMfmvA9lzvHx4e2+fiiGvhwIPHuEb1ubmM3mPOCsQ3jPw4a/Qtbm8nKg1k5KZAiZcVJWTqPDIzcsqbQ4GZ0Swdbieu5bsFsOvK7MrWbuiCTW5FUzKC6U5IgQzhudQqhejcvrRecLj/jdNhkx0vlifXr5StGUgoJCd3Eohn41kG4ymfQ+98104NXuGVbvMyguFBXgf2i+aWqanO8+KC6UuFAdIRoVdXY3545KZmtxPduL6+XjF5or+HlXOZsO1JEUrueHGydz/5zBLd7Hf870aOmRLcYoPT1UKUVTCgoK3USnDL3JZJoFXAEkm0ymh4HnzWaz1WQy3QK8aDKZKoBtZrN5cQ+O9bASolWTEWsgp0pacWvUKrJ9GTSD440IgsB5o1PQaQSmDogmxqil2uoiLdpAQY1Nqpj1nSsjpsnvVmVxctMXW4kJ1fHXOYPlHPt03z4xPjeRIlWsoKDQXXQ2GLsUWNrK9oXAwu4e1JHC7Mx4CmoKcXtFFmwvpaReypgZ7Kucvev4pkrF/lEGqq0urE4POrUKZ1AATTL59XYX/1q0j/waG/k1Nq74eBNqX+A53ee6ifG7btrIpfd4RSX1UkFBoUsoybntcPP0DL6/YTJ6jYp1BbUU1tpRq4SgFboff/vBSouzmZGHvRUWvKLIb7vL+TNbqq49cUg8Lo+I3e1FrRLoHykFf2N9rpu29G6eWriXqc/8cdDdrXqrJ66CgkLvoRj6DogP03HikDj59/RoA1q19LE1OtxsLKxlyb5K8mtsqH1ZoTEGLXE+FwxIq/Nl2VWsya8FJJ2cp88cxmsXjCIzPpRTh8aj8Z0zJrTtYKzb4+X3PRXU293tVuPaXR42FNTibSa29sfeCo5/aSVfbi7q8uegoKBw9HIowdhjhkvG92dAbCgqAcL1TR+ZubyRm7/cJv8+PCmcU4clMHNgDHFheo57cSVur2RsX1mRK+vcuD0ioigyIS2KT68cH/ReMe2s6HeVNWL3uW32lDVy+vDEVsf7wbpC3l5TwGXj+8vuJYvTzbN/7Mcjwk+7ymURNwUFhb6PYug7gSkhTE63DCQ1yiD/PCEtijEpEbIBza+24vaKJEXosTo9sp6NViVgd3upsblkox5IlEGLSoA6uxu3xyuv9AE2FdbKP7emgulnl++1TzceYOagGManRvHe2kJZX393aQO1VhdRxtbz9BUUFPoWiuvmEIgL06H3FT49e9ZwbpqeIb+WHmNkye3TeOm8LM4fkwKAVi2Q5gu6FtW2FDcDUKsEogzBAdn/LNnP5R9tknvVgrSi93hb18H35+aLwOO/mjGXNfLpRqmReUpkCCKwrqD7+t0qKCgc2SiG/hBQCYK8qi+sbVnRG6bXkBFj5JJx/ZiQFsUdxw2UA7mtqVj68Vfi+t03SRF6zOWNbPapakaEaLC7vbK8cSBOt5eSejsqATLjQymud3D951tweUTOGJHI+aOlit41eYqhV1A4VlAM/SESrpeaheS203wkyqDltQtGccm4fvTzZdf4UzVbw59i6W9AcnZWkpzSqRZglE88bXdpy762B+pseEVp5f746UPRqiVXUahOzW0zB8ga+mvyazrsjKWgoNA3UAz9IWJzScHRR38xd2r/KyaksvDWqVw9KbXNfeSArM+nHqrTMMeX+eMRYduBWqB1P73fbZMWbWBwXCh3HicFY2+bOYC4UB2Z8aHEhuqoaOy4M5aCgkLfQDH0h8jDpwwhI8bAqxdkdWr/KKOWKIO2XYXOpswbFytzq/lwXaHsU481aqn3aeTvLmu5os9vJqlw0bh+/HHbNC7wxQkEQWBKehSguG8UFI4VFEN/iJgSwvjqmolMTIvutnPG+nPprU4WmSt4aXkuu0ql1ftoX7tBkNI73c0Csk2SCk0ZQeEhwclVkzN87ptOGPrdZQ0UtxNPUFBQOPJRDH0v8Nwf2Zz11lpZ0Kw5srCZxSn7/h1ukZQIPaNSIhjVL5IogwaH20teM/dLgd/QR7eta+33028uqmu3UtZc3sjVn2zm+s+3YFMqahUUjloUQ98LlDc6Kal3BKldBuKvjq0MMPQAY1OjuGxCf765eSrjU6OAln562XUTsKJvcX6jjqEJYTjcXlbl1ZBXbWVbcX0Lo//6yjy8IlQ0OuUnCgUFhaMPxdD3AlnJkoz/tgBD7/aKXPbhRq76ZLOcR1/R4MDq8qBRSf58f/NwgGGJ0jkC/fS1Nhd1djdGrTpIgqE1/O6bv36/iwve28B1n23hyd/3yq/vKKlnRY6Ut//plePkG4uCgsLRh2Loe4FRvjaE20uaDP224jr2VljYVdpAnS+tsqxByrpxe0U0KoFJaVGApGCZFCF1rwpc0ftX82nRHbdjPG1YAqE6NQatihRfyueavKaUyzdW5gNw9aRUMuPDEEWRr7YUs6hl98ceZ3txPee+s45P1hYc9vdWUOgLKBIIvcDQxHA0KoGcSiuNDjdheg2bDzR1Vtxe2oAAOHwqmEadmqfmDiMpIgSvKDLun4uwOiU3y74KiyyVUNBKILYtBsWF8sft01AJAqIocspra6ixuSiqs1Pe6GBNfg2hOjWXT+gPwJur83l7dQFaFRw/ODZImqE7qLW6eH9dIX/sq+De2YOZNTgWkOoT7v5uB3V2N7/vKmOuKa6DM7Wkxupkb4UFURSlGoOIEDJij61+pArHNsqKvhfQa1QMSwxDRHKRAFw7OY1bZ2QAsDq3hiEJYahVAmE6NTdPS2f6wBhAqsb196JNDNfhcHvZXymt5PM7CMTmVlm57MONspSCyrfqFwSBET530o6SBiobnUSEaLhsfH8iDVrmbyvh7dXSatrlhbyarvX1BUmLf11+21k++6ssfLLxACX1Dl5cloNXFClrcHDHN9up86WT1hxE1y1RFLnh863c/vV27vhmB3d+u4NLP9pIecPByTwrKByNKIa+l8jyu2+KJdeLIAhcNLYfGpXAjpJ6nj17OItuncqSO6Zz8bhgpcn+vn61foP+064yINh10xoNDjfVVpdstAMZKRv6ek4emsCC6ydx2YT+LN9fxb8W7Qvad/dBBGZv/3o7t329nT/3Vbb6+vjUKK6dkkZiuJ6CGhsLzRX85ZvtlDU45H66NW00Y2mP8kYn+TU29BoVU9KjSQjT4fKIbAgQiFNQ6Osohr6XmD04jpumpTNzUIzcUNyoUzM+NZKhiWGySwdo4W/v79PX8QdkF2wvpcHubjWHPpCUCD2VFif7KhpxN2uOMjJJuvHs9BnxML0Gp9vL337ajUeEa6ekER8mBXiX51R1ao5r8qr5z5L9uD1eOWV0S1HrmUYAt0zP4NLx0k3t1RV55FRZGRBj5KXzpGK0WlvXV/T+bKEx/SJ46fws+aYZ6CpTUOjrKIa+lxjTP5Lrp6YzNDGcW7/axpUfbyKv2sp/zxnJh5ePIz3aiMXpbvVY/4re49O0t7o8fLO1mAO1fvmD1l03cWF6MmIM2N1e2aD7GZ4k3TT2lDVQVm9HFEX+yK7E5vIyITWSm6elM96nsbOjpOMVfUWjgwd+2M1nm4pYmVvDBF8g2e0NvsHc890OLv9oE9kVUj/es0YmEapTy0Vatx83gMRwvaTZ4/J2uUOW39D7b4pjfZlLiqFXOJZQDH0vU2Vxsr24nv2VFhLC9HKQc+OBWo5/aRUP/rCrxTF+Q19Sb+fy8VKw9P11hbg8IglhOow6dYtjFporuP3rbdTZpJvHxsJgQxceoiEjxoDbC2e8tY5f95TLGTanD09EEAROH54AQGWjE5en/b61L/yZg8UXMN5b3kiyL0uotD7YN763woK5vJEQrTTvML2G432BWJ1aYGpGNIIgEBkipZz6/fWdxZ+V5L+RDU0II0SjIr/GpjRgVzhmUAx9L5JbZeXGL7YiAhPTomUDLYoii82SL9ufUx+I33VTXGdn6oBoBsQYZaOa1ko/W4CVudWsza+lf5SUSrmxFR/1iOQI+efIEA0bC2vRqAQ5A2ZSejQCks69P8e+NdbkVbMwIA1z8d4KPlov6eEXB6h2uj1eKhodCEBiuF7e7jf6Z4xIpMri5NUVuXJlrr83b2cQRVGuM/Abeo1aJae3binqeFW/taiOpxbubVdtVEHhSEcx9L3ImvwaOSXyOJ8xBXhtZR4LdpQCMCA2tMVxgxPCefL0oTx4UiYqQeCyCU3B2vRWArGiKLLel/Fys685ytbiepzu4FX5iMSmLlp5VVa8oiSXEOFbTatVgiyhfKCNzBu7y8Mzi7MByVCDJMvgdxUFrujLGh14Rakvr78Pr1cUWZEjjfW0YYnYXV7eW1so38jq7J039Adq7dTb3cSG6kgIayogG9NJ983ivRXc8tU2vttWyiM/72nRg1dB4WhBMfS9iL9CFmCmL30SYHRKUwXswFbyvcNDNJwyLEH2O586LFE2wK1l3ORV2yhvdBJj1DIxLYoBsUYcbi/ZlZag/ZIjpNW+SoDluZKxnTMkOG99iq+i1tCKewjgw/WFHKi1MzDWyAMnZqJXC7gChNcaHG4aHZL7xW/0/e8LkvEta3CQHKFnVL8I0mIMnD0ySX7d73rqDH7//PDEsKCA9rhOGPovNhXx4A+7cXlEtGqBLUX1fLetpFPvW1Jv73IsQUGhJ1EMfS8yNDGc4wbFctHYFOLDmlwX41MDDH1cx4U9eo2Ku44fyIAYo+xmCcSfvz4xLQpBEHjy9KEsvHWq7M5ojleU+tMGum38ZMZLq/7mNwk/P+yQUj3vP2Eweo2Kfj43U3KEnv+dO5L3LxtLiK/9oj/g6q/yBfhldzkApwxNQCUIqASBm6any693ZUXv7507rNk8RyRJBWv7Kiw0tOLzX7C9hOeW7EcEbpuRweOnDQXgpWW5Hebf76+0cM7b64LkJBQUehulMrYX0agEnp83osX2EK2al8/PwuL0tNpAHGDZ/io2FtZysimeEckRnDYskdOGJba677qCWkDysQMMaaXROcCBADlirwjTBjS5bfz4O13tKK5nbV6NrJkDktZOaYODEI1Kzm4J9XXgijHqmDYgJuhc/hV9Yrgeryji9oj8sVeKTZw6LEHeLzogTtGVXHp5Rd/M0Ido1QxPCmdbcT1bi+uYMTD4ZvZntpQ++pfjBnDFxFREUWTWoFiW7q/imcXZPHf28DYlJtYV1OIRYWl2FU63F51GWUsp9D7KVXiEMjk9mhMy2y73X5Vbzacbi9jWLNXR4xXZXlzP99tLKaqz4faKcuDVr5XjRxTFoHaCzWWTm7ttAAbHS4beXGHhnwv3Bh1vLpcCn5nxUlUvgMstvd6aXRzbP5JZg2L5eMMBJv9nOce9tJIGh5sh8aEMimuKTWjUKvkpoLyxcxWtHq/IHl8gdkRiyyeX9tIs/f18/TdGQRD4vzmDCdWpWba/Sr4RtIa/mMzu9gZpGSko9CaKoT9K8fee9bs/CmtsPPzTbk55bTXXfraFJ37fywPf78bjFfnLcQO4cEwKSQG+8NdX5nHGm2vZFGDobpqWzvVT0gDpaWPWoJaGPjZUR5SvkUlJvYPagCyYvT5Db0poMtJ+w1xjdUkVv4uz+cEXaJ6QFkW9w43fhe/xigjQohIYIM1XBNbZrJvcait2t5eUCD1RxpaZS02GPtgYi6Iof6b+zxggIVwvB7I/XF/Y5vsGisy1J/mgoHA4UQz9UYpfcbKkzo7D7eWe+Tv4bU8FdXY3KZEhzBwYw1lZSeg1Ks4dncL9cwYHHd/ocFPe6GSDz60DEG3UcfG4fqRFGzhvdHKLzlR+Bge4fkoCsmjMsqGXXnd7vPJTQXGdndwqK19uKZa1diobHWw5UIdOLbDk9mmsumsGy++cwZkBwVc/N07NAMDp6Vzmi1wo1UYcYnRKBCpB8uMHBk6rrC4cbi+RIRq5MtnP2VlJhOs17ChpaFFwBmBxuuWevQBr82s7NVYFhZ5GMfRHKf5MleJ6O++tLSCv2kZGjIGvr5nA/Osm8p9zRsp9YlvD32VqSXZlkPsl0qDlm2snct8Jg9s6lMwAt0pgfrls6H1pmhq1iv+bk8nAWCMiTVWxxfUOPF6Rl5bnIgJTMmII02vQqlXo2/BpRxkko9vZFX1Txk3rhj5Mr2FwXCgerxik6e9fzacErOb9GLRqzvLdhL7cXNTidXN5IyJSiqtGJbC7rIH6LgSPu4ooiry3toAz31yLuZX+wUcytTYXLy3LobKTrjiFQ0Mx9EcpfkNUVGuXfdF/O2kI6THGDrXoQUqTjDJo2V9pxVzeSHalhQd+2MXXW4o7PHZwkKGX/lBtLg/51TbUKoHEMD3bi+v5wydg5l/h+1MjS+vtVFqc/LxLyrBpLRbQnAjf6rqzwdi2ArFB8/DFG3IDYhNFddKKvF8rhh7g/DHJCEiVxtXN1DR3l0rfw7jUSLJSIvCKsKGwZ6QWRFHkpWW5vLoij9IGSVb6aOKTDQf4cP0B3l3bthtMoftQDP1RSmSIBqNWjdXl4bHTTLx7yRi5EKgzaNUqObPlx51l7C1vZPHeylYrZpszKL7J0Jf6VvT7KiyIQLhezSmvr+Haz7bwyM978HhF2dAX19nRqASqra6gQOVxg1qmhDZnkS8bpzPBWKvTwz6fds7QxNYzjAAyfFXEgX1321vRg1SVPGNgDC6PyPxtpUGv+f3zwxLDmZweBfSMn94rijz7x34+2nBA3lbRyytjt8dLbRcyovzd1dpqp6nQvSiG/ihFEASGJ4czMjkci9Mtyx53BX/l6q+7y2XDmN6GhEIggwKKuAp9FbJ+t43VKblnMuNDmZ0Zh83lkQ393gqLLHXwoy8gGxeqa+ELb40E33FOj4jH276ffmVuNW6vSFZyRLvn9hejBa7oWwvENueisVKw+JutxUEqoLLcQmI4k9Ik11hnDP26/BpWdEIRVBRF1hfUcPOX2/hqSzFatcBc33dY0dh7uj3bius5/70NnPHWWjkg3x5uryg/ce2raFQazx8GlDz6o5jXLhh1SMebEsLIjA9lX4WFr3wum850pwrRqhnbL4LNRfVMyZBy4/2G3unxoteo+PiKcXJjkyG+LJzsSgsjk8MpqrPLK7rM+JYSD60RHyBh0GB3t5pJ48efi39CBy4h/4o+sAF7UQcreoBJ6VFkxBjIq7axJLuKk0zxNDrcFNTY0KoFBsZJ7rMwvZrCWjvFdfY2z+fxitz29XYAltw+rc0b046Sel74M0f+3ML1Gp4+Yxg6jYqfdpYdlKGvtbq46cutzM6MkzOKuoLbK/LumnzeXVOAP0b+3toCnj5zeLvH7a+0YPfJb3hE6UlonE8ZVaFnUFb0xzj3HD+I9y8bK69gMzqxogc43xfo/X5HKaIoBq3k0qINspEHiAjRkhyhx+H2YvAVKzU4pFXchE42HY8NKByrbSfAaXd5WJkrrY7bq0MA6BdlQKsWKGtwyK0Zm1w3bd/wBEHgQt+q/p01+UE5+5nxYWjVKjQqQZ7b2nZW9X6XS0QrWT5+lmZXcfOX29hWXE9kiIabp6ez4PpJTM6Ilm+AlZauu27+2FdBTpWVzzcVtehP0Bme+M3MW6sL8Ipw/uhkNCqBxXsr5QY4bdHcXeNvvqPQcyiG/hhnQloUQxPCKJS17Dte0QPMzowj2qAlu9LC5qK6IEmE1loZjvA1NlmRU82egFzzAZ3s3RoT2rSCby/zZk1eDTaXl2GJYe2uykGqFUj1STTkVVtxe7yUNUhqmskBsgytcfbIJJIj9OyvtPLTrrIA/3xTTMBfcPXxhgP8b2kOC7aXUNZMQsH/BNFW+8evNx3gr9/vxOH2cpIpjgU3TOK6Kely6mtcqGToKxqdXRZdW+nTM7I4PZ3qMRCIw+1lobkCAXjlgiz+emImc0ckIoKsVNoW/vaZ/kD5DqWwrMdRDL0CJfV2XB6RyBANobrOefO0apVsSJ9ZtE/Wwr9mciqzM1sGV++ZPZCrJqViSggj0MUeKGjWHkEyCO0Yen+mz+wOVvN+/DeavGorpQ2SmmZCuF5W02wLnUbFLb4ev2+szJM7ZwUa+hkDY9CqBQpqbHy84QBP/r6P277aFpTOWlQrGXq/fHQgX20p5sHvduARJTfbH/uqZLVTPyFaNREhGtxesUsSzk63Nyh+sDqvbdnp1thd2oDLIzIoLpSJvnjEFRP6IyC1tmxPE2i776Zyqa8wbltxfdBnotD9KIZeQfardyYQG4g/5z2nSjI+WSkR3DpjACcPTWixb3yYnttnDuDjK8ax4IZJPD9vOL/ePFnuB9sRGrUKnc/4lgRo8gTi8njlNocduW38BPrpO+OfD+SUoQmYEsIob3SybL/0vsMC8vaTwvVcOTGVC8ckc9O0dML1GvJrbHLLR4ADvnTOX3aX89CPu4Pm8tqKPADunT2ISWlReLwiv/pE3wLxr+rLu+Cn33ygDrvbi1YtudhW53UtO8iv5T+6X1MSQHqMkTlD4nB7RT7Z2PqqvtbmosDXw/eEIXFEhmiotrqCCu8Uuh/F0CswMDaUZ84czlNnDOvScc3dLqY2xNICKa23c/Zb63hmUTaxoU0dtTrDdF8apsPduj95XUEtjQ4Pg+KMbd60GuxuOSUUYEBM04q+qBMZN4GoBIE7jhsg/67XqIJkpTcW1vHOmgK+3FLC0MQwpg2QVr5rAoyqf0UPUpMTP2vyamhwuBkYZ+SisSmyiuif+ypbrH4TfMqnlV0w9Ct91cnnjU5BpxbYU9ZITUBdwOrcapbvbzsTaKvPzz6mX3BK79WTJAmN77aVBMlj+NlZ0uTi0qpVjPQ1u+npNMsX/tzPFR9tCprjsYRi6BUAmD4wJqjLU2dIaeZ2qbQ42XSgtt1j4kJ1qATJp9xRO8LmjPYFN/1NSJqzxJdtMyczvs1z3LtgJ2e+tU5OC82IbVrRd5RDD1KKY+CNYnJ6NFP8qqDxoUE3rsAg7PQBMbKWf6ChD3TFlDc6Za3+H3dKcs8F1TY8ovS0FBuqo7jewd7yYInouDC/n77zq2K/oZ+TGceYfpGINEk2bC+u5y/f7uDeBTt54c/9LVxCXlFka5Hf0Aen9ZoSw5icHoXN5ZVbUQbir5/I8hn4rJTwoO09wdLsSj7dWMSe8kbeX3dsFmgphl7hoPHryOs1KnRqgS83F/PwT3vaPUajVuEVpXaEzyzK7tL7+VMq/Zr0oijy/toC7l+wk+s+28KveyS3xuw20iodbq+sVun/Pz3agAAcqLXJ2SKtrehFUaTG6uTcd9dzxcebcQcEGu6ePZABsUbmjUoOOma9T0fov+eORBAE+YawoaBG7u51oin4ppRXbcXu8sh59SNSItCoJF1+fy/dP7Irg46JD2sKyHaGwhobBTU2wvUaRqZEMNUnH73G56f/58K9vjnDpxuLmPf2Ot5enS/fmHMqrTQ43CSF64OE8vz4C/H+bDZOaAq8jkyJwCuKsirpN1tL+HFncAFanc3F33/ew5J9Lc/TWWptLp5auE/+/estxUE36mMFxdArHDT+lW//qBDuPn4Q0Horw7ZoTRisPWp9zbxzKiWDbC5v5JUVefyZXcW24nocbi9ZyeFBBV2B5FZJK+Eog5azsiTNmhCtmuTIEDwibPBVBTc39DtLG7jusy3U292oBYFam4sNBU2r8oGxoXx59QRZBweg3u5id1kDGpXAWJ974+UVeagFcHhE2cfd3BhuLapjRU61LN42LUArf/Zg6QbW3PD5m9ZUdDLF0i8qNyUjGo1KkJ80VufVsD6/hv2+z/f6qWlMTo+i0enhjVX5rPZl6bTmnw9k5sBY1IIk/xDoKvGKopzdk5UczuO/mvnv0lxAysn/9+LsIO2k55bs59fd5R1m8bTH80v2U211MbZfBCcOicPpEXlnTcFBn+9oRTH0CgeNfzVX2ejE6VvtdSag64v/dToQ68fvWvEbA/+NYnJ6FG9cNIqvrpnAmxePaVPrx1/9O7GZLr/fT9/oy+0PdN1UNDr4+0+72V7SwHfbSjl5qLQC/31PS7dEIBsL6/D6XC7+pu+NdrdcWLQmr4a8ais7ShoI1anltNbf91Tye4DLY2zAWMenRhKu15BbZQ0yiPGhXVvR+902030r+UGxRhLCdFRbXTzoCwgbtWqum5LOy+ePkp8Y/EV1fkMf6J8va3Dw0rIcPtlwgEiDlnGpUvD4jDfXcvd3O6iyOMmtsmJxekgM1xMfpmdKhuQu9GdU2Vxe/rVoH6Iosmh3mRx49usPdZWl2ZX8urscvUbF308xcfP0DNQC/LCjtEX2Ul9HMfQKB02sUcsJmXGcNjxRblrSmTz8ty8Zw0mmeO6ZPahL7+c3wFZfyby/jH7GwFjG9Y8iI8aIRtW2oJs/1z8zXlKt9FfEBgaV9RoVtTYXD/+0m7PfWsvpb6ylsNZOZnwot8zI4CST5JZYkl3Zorl6IK01ewkMVq/Jr+GtVfnSeOJCOWukJGVgrmhgxf6mFfuYgIIyjVrFv84cxs83TQ5KS23LdSOKYotWiXaXR+5B4F/JC0LTqr7Ot/+8UUnyZznaJ6+xrqCGikZHgH++ydA/+ssePlx/gM83FeEVRTm91ekRWZFTzS+7y2W3jb9X8ommeL6/YZIcaFarBFbl1vDUwn385Yst8rm7kjbqp6DGxhO/SS6o22cOIDXaQHqMkTNGJOER4c1VeV0+59GMYugVDhpBEHjmrOHcO3tQU3CzEyv6kckRPHXGsKA+uZ2hv6+oyJ91s8unFjmsHeGyQPwr+oQwPWe+tZZrP9uM3eWRV/QA8aFabv96O7/tqaC43oFBq2JKRjTPnDkcvUbFgFgjmfGhNDo87aYk3jlrIG9cNIrThze1d/RLQQiCNBZ/SmZMqI6ThyYQF6rF4wWX7/6REWMgulkryUnp0S0+N9l10ywY+8vucs59dz3f7yiVi6m+2lKMwy0VlMWGNp3bL2Xh55yspniDX+XTK8J//8yhtMFBmF4t9zN2uL2yNMNjp5kQgFm+DCn/zWJ7cT2fbpSknf03CH/swf+E5dcwmr+9FJdHxH/P1mvUXcqzr7E6ufPb7dTZ3cwYGMOFY5vkuq+fmoZWLfDbnooWHdU6e+5//GqW53u0oGjdKHQL/tzwzmjlHCzpvpW3yyNic3nIqbKgFjqX1glSVykRqRo4LlTH7rJGludUy5k3AClRBrQqFU6Pl3uOH8SAWKPcFtHPyaZ49lVYWGgub7UZO0gFZc31W/zjVAsCblGU9V7G9IsgOSKEB08awr3zdwKgEpoyU1pDFCVxN41aRYwvk6nG6sLt8cqZPytyqqm1uXjit738sKOUc7KSeWW55BO/ztdJzM/UjGgSwnTU2twMSQgN+kySwpueHvxupdEpkbLMxZ4yqXhqYKyR8b4nkIRwPVnJ4XJx1Nr8GixOD2nRBsb2j+C6z7YwbUA0101J5yRTPNFGLbtLG9hfaaGk3sH0zHhOzozlrLfWISJ2SnobpCeWe+fv4kCtHVNCGP+cOyxIjiMpIoTZg+P43VzBpsLaTkt++Hl7dQE/7iyjrMHBq4eoNXU4UQy9wiFRb3exr8JCRaMTnVoIMgrdTb+oppvIliLJB54ZH0qIVt2p42+Ymi7/fPrwRHaXNfLzrjIeP22ovD092si9swfhcHtl33pzThoazysr8theXI/HK7a4EbRFYrieiBAN9c3cKf1985oxMIYRSZLo28eXj0XbRhOWn3aW8eaqPC4d35+LxvVDoxKIMeqotDiptDjl2Mk/5w5lxsAY/rc0hy1F9WwtqkcErp6UyqzBwZlJYXoNP900BZfHS3UzuWF/dlWoTi2ntgYGYv2r2+bB2dmZcWwvaUAlNKXEPnLKELIrrWwrrifGl0UlCAIT06LlCluAqCgjNTUWdGoBm8uL3eXp1Pf8z4X72F5ST2K4nhfOGdHqdzgiOZzfzRVBDWc6Q63Nxfc+1dVtxfVHVfP3o2OUCkcs32wt4eYvt3HFhP78dNOUThu9gyE6QLHSnznSXmOR9jhlaDxqlcCKnGrOfGutvD0lMgS1SmjTyAP0izTw9sWj+ebaiahVAtkVFnaU1Mvph08v3Med325v0fVJEASGtPL04Tf0pfUOzh+TzDNnDiMxIoSYZm6bQIrrHXIVMBAgbib56TcdqMVc3shJpnj+d85IQnVqRKRA+NSM6NZOCUhPIs3rKfzxgMD4R6B/3m/oRzWTyj7edzPxZ6LOHBTD6H6RsoEd1kb3Lz+CIBAZIn3nfi2m9sirtsrB1/+eO7JN16C/R8GeZt+P3eVhQ0Ftm26ir7cUy09hDreXHaVHj/tGMfQKh4R/tVdS7yDK0LZ0cHegUavkkv1VOZJ/fHgn/fP7Ky2Yyxpl/360Ucfc4VJgNbAAKzWqc66n0f0iZRfJxxsKuebTLZz2+hqe+yObP7MrWZVbg1bT8qZ3TlYS984eyHmjk2UftF9A7eddZfzj170s29++7sz0ATEISJk9/gKr5jIIf/txD1d8vJnLPtzIFZ9sxuL0EKJR4RHhX4uzW2j6f7utpM3GIQlhOp47ewSvXjCKKenRDI4LZYTvBiuKYoChD66STY02yN3IBAGm+eIAu+V+vh1/dza39N34M4XaY8F2abV96tCEoC5ozTElhCEgBecDA+pvrsrnlq+28YOvWC0Qu8vDl5uL5eMBNhZ0vXvY73vK+X1PSxmLnkZx3SgcEv7q2JLDVIQyul8kGwpqKfCt8Dq7on9/XSG/7i7noZMyOcdX2PTwyUO4c9ZAVIJATqWFdQW1zBgY08GZWpIUEUJ6tIH8Ghtf+IxBXKguKMjrx68DVFRn45utJSSE6WSXhF8+4ZONBzBoVdzUhkZ8lFFLVkoE24rrWZdfwwlD4uXGLJWNDlwer7yyz622EapTM2NgDNdNSWfB9lLOG50c9OS1sbCWpxfu453V+cy/flILQTeNWiXHIl48b2QLf/nL52exo6SB1FaE2a6Y2J83V+Xx+OlDGZUSiccryr0LhiV0/N0ZtWoaHZ4Wqp/NcXm8/OQz0PNGtWwuH0ioTkOa7/vaX2WRnyz8wfGl2VVBNREg3YRrbC6GJoRx7ZQ0/u/7XWworOUG0lucvy3MZY387ac9qAWYNiCmUw13ugvF0CscEn5/8M7SBjYW1srBuJ4iKqTpktWphXZXboFkVzSlVvoRBIEIn2tgVL9IRjXTbeksN0/P4KZp6ewpb+THHWWsyKnivNEpHQYQTxuWEOQiGhjbNDaNuv1jZw6MYVtxPctyqjlhSHzQij4wzfIvxw3gorH9ZF/yXccPDDqPVxR5cZkUoJ03KrlD1c7mcxIEgcz4MDLjW1+dnz48MSjzKL/Git3tJTlC327zGD/hIRrKG50d6vgsza6ixuYKetpoj6GJYeTX2Nhd1siwxHDKGxxyQsGGgtqgoLbHK/KJL2Poion9Gdc/EgFJtqGzsQOAl1dIn7NHhJwqawtXV0+iGHqFQyIutG0/ck8QGeAeGpIQ1ilRNJfHS261FQEY1MkbQ1cRBIFhieEMSwzn/jmD2913+f4qdpY28H9zBget6gKliod2sNqdOSiWV1bksTKnGo9XbPLRNzrkm5oAnDs6udWAoVcU+WBdIX9mV7GrtIHYUB2Xje/f5vstza5kZW41c4bEMzm9bR9/ewRKUAztwD/vJ8p3I24eIG7O/O0lAMzLSupUhs6wxHB+21Ph642QLMtVgFSnsb2kgbG+HswrciR56JQIPScMiUejEsiMD2VvhYVtxfVMSo/G7fHyycYiRqdEBPVuFkWRR34xY3d5gjSOsisaD6uhV3z0CoeEWiUwPjWSyBBNh8G17iCwkXdn0ypzq6x4vCKp0QYMnVx99SRvryngnTUFsgvDj0atYu6IREwJYYxPbf/pYmCskZTIEGptLnaU1Afk0jtlf3a0Udtmf4EDtXbeXp0vF53dOC293QC0vzK4ucrkY7+aeXFpTodFTa+uyOX4l1ayu7SR80cny7o9HeFvOFPXTlexojoba/Nr0WtUnDa8pUR2azQPyK7zSVqE+268awL0+b/dJt1ELhzbTw5IT/Dl/vsL4z7dWMTLy3N5bsn+oPcpbXDw6+5y/syW3EIpvniMv6bjcKEYeoVD5uXzR/HDjZPbNRTdReB7LN9fxdLsjptqB1bEHgkM8Y3jj72VQeJoAI+dauLjK8Z16A4QBIG7Zg3k1QuyGJEUHlQdu61YWjUPbKd7V1q0gf/zPXkMiDW28Ek3J8kXAygN0I1vdLj5eWcZn20qknsTtEWUQSvP9a8nZga5c9rDfwOzONpuIP69Lwh7Qmac7IrrCP8iIbvSgsvjlVf0V09KBWCNT8mztN7O6twaqRF7wJj9bSI3FNZRXGfnzdVSlXNBjTUoa6c4oHeCQauSNaECO7IdDhRDr3DIaFTCYVspB1Zzljc6eW9tAV5RxCuK1Lex6vOvnjrrz+9p/Ebmyy3F8or6YJidGcfEtGg0ahXxoZJBLGtwkFct+Zqba8U35+ysZN64aBSvnJ/VrnQENKVYBgbdd5RIefnDEsM6vDHJuvNdlCP232D8shfNWZtXwzdbfW6bUUmIotji5tkaYXopIOvyiCzeW0lFo5MYo5bzx6SgVQvsLm2g1ubihx1liEipooExhbH9I1EJUmzqn7/vlbO5bC4vVQFupgMBaaEpkSGM9Llrsisth7WrlmLoFY4qAnO8x6dG8tJ5WTTY3dw7fyd/+WZHqxr3/lL3tgKGh5tAl1NrLQQPhkiDBq1awOry4PaKpEWHBJX+t8W4/lGdkqLwp9GWBmS/+DVvsjrha/bPOafK2qK+oD38LpaEZrGgSouTh3/aze3fSFIHY/tHMrZfJDd/uY1LPtiAvY0bQyB+6YwP10sa9RNSozDq1Iz26/Pn1cgFUvOygp94wvQahiaG4/GKrCuoJVSnlr/LogDjbvb1DtCqBT66bCyxRi3RBm2nMom6E8XQKxxVTPelPyaF63npvCzCQzSISFk1O0sbeGrhvhZ/5M+dPYKvr5nAhLSDy6rpbgYHuJCiD7H2YG1+DXd/t4Mfd5bJKpYAszPjW+jkHAp+Q1/W4JBXov4uU6M7YegDXTu3fr2t0+/rf5KwBHyndpeHaz/dzG97KtBrVNw2I4NXzs/C7vay6UCd/ETTEf6YUnNV06m+YPMbq/IobXCQEhki++QDmRAQR7lt5gCG+84XWNw1IFaqy8iMD0WrUSMIgvz9H04/vWLoFY4qhiWG8/lV4/nsqvFyKmCUQcvTZw5DoxL4cWcZF7y3gT/2Vsit+dQqgfQYY6cbn/c0Bq2ar6+ZwILrJ3Vaw6Ut8qqsrMipZvOBuqCV+cyDqAdoj1CdhogQDQ63JJFQb3ex+UAdKoGgLJP28NcozO2kfx6Qb1bVVpd8g8mttlJS7yAhTMcXV4/n6slpaNUq2a2UFm3oVMrj0GbFdpN8Bn6yr3K40Nfm8eyRSUF6OX78i44RSeGcOypZXtEfCGgPafcp1I1MivC9ZpPrKw6nn14x9ApHHYPiQlsUm4xMjuCNi0YzJD6U0gYHf/1hNzd9uY0tB7pevXg4SI8xdroJeXv4C8Z2lTXIAVm1SmDBjtL2DjsoxvSLZEJaFA63Vw4kT0iNaleqIZAnTh/K307K5PaZAzre2YdeI1VDe7wi+TWSC85vSIcnhdMvsqmSuaROcoX4K407ItCF1i8yRP4+MuNDZR0eSafHzZebW8ZTBseFMjJZMvJqlSBLWQT65fOr/WJ/Rv7xq5lz3lmP/56RfRhX9EfGEkdBoRsYlRLBh5eP45utJby+Mg+tWsDL4Qt49QZDEsJQqwRyq6xyJyuPV+yRG9zz80bIPw9NDGNeVlKLJi7tEabXtGi32BX2V1rJiAmVDWmgkQfk5u5eEf6zZD8pkSFcPK5fu+NJizZQUGMLmodKEJiUHs2vu8uZmhHNl5ubNG5+uXmKXDvywboD7ChpYEdJA2dlJQUYemkcDreX1b40zQGxBmw+91OuL2a07zCu6BVDr9CnUKsELhybIjfy6GzV4tGKXqNicFwo5vJGhiaGkxlfz74KS5cbvXeVoYnh/O3knq+bANCrVbg8Hkp8htzf+yA1OviJyO+6EYHPNhWREikFpFtzu/iZmBZFQY2thdz05RP6U2lxcvrwRFbmNhU67Sypl5U//a0pAaxOjywB4b8RFdfZZO2hjBgjqVEGXlmey8bCOgSgoNp62BQwFdeNQp8kRKvu80bez3CfOFiDw81FvkybnjL0dpeHamvnWhZ2F/7aCX+WygGfwe/fTIDOb+jPGplIUrie4jo7mwrbf7K547gBvHvJGGYMDDb0poQwXrtglNxxy4+/560oikE9j3eXSdXFIRoVdXY3DXY3e30FcSpBqiBPigjhiompeLwiIpIUQu5BND85GBRDr6BwlOPP9thV2iAbw8SI7knbDOTPfZXMfHElp7y2hp93lbXbSrE78cdj/Ktj/4q5eWrqhNQoThkaT2ZcGGeMkJ7ovu8gVhGq07SbHupvfzg5PSro94IamyzL8Py8EZIiphDgp6+zyTeCiBCtHHS/fWZGkDvpl12SkqVXFIPSMrsbxdArKBzljO4XyYlD4piSHi1XrvbEit4f7AV49o/swxb98Osb1Vid2F0eKhqdaFQCic2a3Jw/JoUn5w5jcHwoZ/hcdwvNFTz8025W5HRcQd0afsmHS8ZJOkC7ShvxeEXSY4z8cMMk3rhoFMcNipVvRv6bT2GNjRyfXEdiwOcmCAL3HD9QFl77dXcZdXYX9y/YxYVvrqG8h3LrFUOvoHCUMyDWyNNnDuesrKSmFX0PGPqkgKeEEzLjOpQ96C78GTB1drfstkmJDGm3mrdfpIELx6Tg9or8tqeC77Z1PQup1uqisNaOXqNicnoUyRF6rC6P7G5Jighp0S7SHyAuqrPL8gdpzdprCoLA1ZOkG0dsqI6bv9jGsv1VONzeHpP7VoKxCgp9iHGpkeg1KtI62UClKwR2+JozJL7bz98W/QLSUA/UtO62qbO52FvRSGqUQb4h3T9nMJeM78cic0Wrnb06os7uYnJ6FDq1Co1axYikCErqK9hRXB8kp/H9jlLW5ddw+8wBcoD4QG2Ta8fUSkV2pm88e30plunRBt6+agJRHchTHyyKoVdQ6AM0OtxsL6lnfP8orpvS+WYYXUElCNw6I4PiOvtBSxUfDFMzYvhw/QEiDVq56rR5J7DtJfXc/d1OJqdH8fL5TU27+0cZuHpycCP0zpIeYww61zWTU7lyUn/UgsAF763nhCHx3DI9g8V7K1iVW8OswXH0963oC2vtshzH6FYKypIjQgjTS01VxvSL4NrJaWTEhlJb2zPB2cNm6E0mUwbwElAG/GE2mz89XO+toNDXWZ5TxSM/mzluUGynK1UPhmsO0mgeCv4niRqrU86Vb55xU+wrlmqrCK3W6uKHnaU4Pd6DvhH6nwq+2lJMXrVNDp6OTI5gVW4NO0rqZX2hnEoLLo+ISoARrbS7VAkCj506lPUFNXy1pZjnluznlNFt5/wfKp0y9CaTKQl4EhhtNpsnBmw/ETgXKAdEs9n8jw5OtRvIAbYf3HAVFBRaY3hAO7xam6vH+/ceTvw++iqLU86hb+668fu2k9vINnJ6vLy4LJdwvYZrJ6d1KD3h8Urpk0MTwlrkuW/yadCP80kVj0yWPvsdJQ3ccZzUXN6flpkebUCraT3Nd9bgWKYPjGHZfqmxyRJzBeOTe0Z4r7Mr+hnAAmCMf4PJZDICrwMjzGazw2QyfWMymeYgrdifbHb8jUAR8BhgA34E5h7SyBUUFGRSo5tWuLd+tY1Prxzfi6PpXoy+eogGh0cuUmorhz6lDUOfEK4nLlRHpcVJYa2dtOj2Yxj7Ky1c99kW0qMNfH2tvLblqy3FLNpbCcB435OTP4NmT1kDoijSLzKEAt8NKaOVvsGBaFQCF4/rxwt/5vDOqlzGn5fV7v4HS6cMvdls/tpkMh3fbPNUIN9sNvvzgVYCc81m8z3AvObnMJlMw4Ecs9ksmkwmJTagoNCNBFZ/VlkOb0FTT6PXqhGQKl4rLC5UQkuD7s9wSW5HP2hYYhjLc6rZXdrQqqGvs7n4bFMR+dU2siulYqfmwmeL91bIP/vPERGilZvD76uwBBn6jjpvAZw1Mon520qZlRmPVxTbreQ9WA7F4CYAgSo/9b5tbZECXG4ymYqBb9vaKTLS0CVFP7VaRVRU+3fNvsaxOGc4NufdlTmfMyaF77YUc+GE1KP+c2o+b41awOWRMveTI0NIiAs2wH6d/KGpUUSFt27sx2XEsDynmv21thafjyiK3PHtDtbkNrUQFASYO7pf0L4XT0pjY+F2jsuMIzo6NODc0eTX2Nhfa2dQYjirff1h+8eGdvhdRAG/3TUTjUaNp5V+Ct3BoRj6ciBQ7CLCt61VzGbzImBRRyetq+tadVhUlLHHItVHKsfinOHYnHdX5nzfrIFMT49i2oCYo/5zaj5vnU/vBqTVfOBrVqeHGqsLnVpA4/a0OfcBPr/+5vyaFvtsKKhlTW41kSEa7pk9iH6RIaRGG4gx6oL2nZUexcvnZTEiOTxo+5ikcMoGRBOmFog3NJnVjKiQTn8Xh3J9x8e3rzt0KIZ+NZBuMpn0PvfNdODVQzifgoLCIaDTqGTBrb6GQavG4pQMff/IEN5alU9ShJ4zRyZh0KpYeMtUKi3Odt0ewwMagnu8IuqAgqvxqZE8c9ZwHG4Ppw1rWy9fEARZrz6Q04cnyn1wl+1vqsLtTFOWw0GnSttMJtMs4Aog2WQyPWwymQxms9kK3AK8aDKZngS2mc3mxT04VgUFhWOUMH1T5orN5eHN1fmyPrwgCEQZtUGdu1oj2qgjKzmcSenRNDiCxcoEQeCEzLh2jXxnSQhoADPoCOlT3Nlg7FJgaSvbFwILu3tQCgoKCoFI6aKSW3d9QS0Q3Diks7x76dig32usTupsbjJiuy+m8caqPPnn5g1yegtF60ZBQeGIZ2xAEViV1UVGjIEzRkoNuz/ZcIC7v9vBmrzqtg5vFZfHyxO/7eXiDzcyf1tJt431zlkDyUqO4MqJqd12zkPlyLjdKCgoKLSDP1fdzy0zBmB3efh8UxFvrMoH4LRh7SX9NdHocLO/0sLHGw6wPKeacL0m6EZyqGTEGHn30jHddr7uQDH0CgoKRzzRAX1pRyaHM3twLEV1dt5enS9vb6sqNhCr08Psl1fJv4frNbxyQRbpHRQ2He0orhsFBYUjnrjQJkmH22cOkJt8zB3RFDxtr1jKj1GnlittAV65IIthiYenJWJvohh6BQWFI55Ig5Z+kSGcMSKR8T6NGWgSWTNoVcQaO6fvc/OMDAbGGvnw8rHHhJEHEETxcPWJ6RwVFQ1dGpBSRHPscCzO+1icM7Q+b7+tal45v6esAY1aFaQRfzRyiAVT7coJKD56BQWFo4K2pFGGHiOr8kNBcd0oKCgo9HEUQ6+goKDQx1EMvYKCgkIfRzH0CgoKCn0cxdArKCgo9HEUQ6+goKDQx1EMvYKCgkIf54grmFJQUFBQ6F6UFb2CgoJCH0cx9AoKCgp9HMXQKygoKPRxjlqtG5PJdCJwLlAOiGaz+R+9PKSDxmQyDQKeBDYB/YEqs9n8uMlkigH+BeQAmcBDZrO5zHfM/UAEEA38bjabv/dtHwPcBuQCCcB9ZrM5uEHmEYTJZDIAa5HmcJ/JZAoBngOKkOb8L7PZvNe37+XAWMAD7DebzW/4tmcAfweygQzgXrPZ3HiYp9JpTCaTCbgEqTfeLOAxpOu4xRxMJpMKeApo8G1/x2w2r/Gd56j6G/BdsxlAJdJ3ex1goA9d4yaTKQnpb3m02Wye6NvWbdd0e9dDexyVK3qTyWQEXgfuNpvNjwGjTCbTnN4d1SERA3xuNpufNZvNdwIXm0ym8Uhf6CKz2fwvYD7SxYLJZJoMzDabzX8H7gKeN5lMkSaTSQA+Bv5uNpufQrp4rjrss+kaTwKbA36/Cygwm81PAy8A7wCYTKb+wH1If9T/B1xvMpkyfce8DrzhO2YH8NfDNPYuYzKZ1MB/gMfNZvMzSMYul7bncCEQYTab/+nb9qHJZFIfbX8DPgP4IHCH2Wx+FAhFukn1tWt8BrAACFRgu4vuu6ZbvR46GtRRaeiBqUC+2Wx2+H5fCcztxfEcEmazeb3ZbF4QsEkFWJDmtNq3LXCOZ/i3+1Yyu5FWhgMBg9lsLm3lmCMOk8l0BdIYcwM2y3M2m83bgdEmkykCOAXYaDab/Wliq4HTTCaTFpgNrPdtP6LnDExEMgJ3mEymB4EzgVrankPg51EN2IERHH1/A1bAibRCBwgDdtLHrnGz2fw10mo7kO68ptu6HtrlaDX0CQR/mPW+bUc9JpPpHOA3s9m8h+B51gPRJpNJQ9vzP2o+F5PJNBwYZjabv232UlfnFgfYAv5Yjtg5+0hHMtLv+1ZrxyGt6tqaw1H/XQOYzeZ64H7gC5PJ9D5wAMkt0Wev8QC685o+qPkfrYa+HAgUoY7wbTuqMZlMs5Hu5Hf7NgXOMwKo8a1u2pr/0fS5nAPYTSbTA0iPu5NMJtNddH1ulYDB90gfuP1IpR7YYzab63y/rwBG0vYc+sJ37fer3w/MNZvNVyN9b4/Qt69xP915TR/U/I9WQ78aSDeZTHrf79OBn3pxPIeMyWSai/QodyeQZDKZpiLNaapvl8A5ytt9j3nDgGVIAS2bzx/a/JgjCrPZ/E+z2fy4zze7AlhnNpv/S/DcsoCtvtXgb8D4gIt/KvCL2Wx2AUuQXCJwBM/Zx1ogNsCvmo7kwmhrDoGfRwwQ4tv/aPsb6AdUBwRNS5Dm0mev8QC685pu63pol6O2MtZkMp0EnA9UAK4jPeOgPXyB16XABt+mUOAV4HvgGSAfGAQ80CwjIdr375dmGQl3+I6J4QjKSGgNk8l0HlIGhQ5pzvORAnIlwGDgqWYZChOQAnB7m2UoPIJkBNKAe47wrJtzgBOQrt00pO8rkVbm4MuyeBrJx50GvBWQdXPU/A34bmwvIvmUa5GeYu4CHPSha9xkMs0CrgROBV4Dnve91C3XdHvXQ3sctYZeQUFBQaFzHK2uGwUFBQWFTqIYegUFBYU+jmLoFRQUFPo4iqFXUFBQ6OMohl5BQUGhj6MYegUFBYU+jmLoFRQUFPo4iqFXUFBQ6OP8P0nw9xn2mzsPAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pyplot.semilogy(indices, eps_variance, \"r\", label=\"random\")\n", "pyplot.semilogy(indices, eps_sobol_variance, \"-\", label=\"sobol\")\n", "pyplot.semilogy(indices, eps_antithetic_variance, \":\", label=\"antithetic\")\n", "pyplot.semilogy(indices, eps_halton_variance, \"--\", label=\"halton\")\n", "\n", "pyplot.legend()\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case Sobol and Halton er quite comparable as the best performers.\n", "Antithetic variate seems to now work out, with performance lower than\n", "classical random samples.\n", "\n", "Note that the conclusion here is not that antithetic variate don't work, but\n", "rather that it is perhaps not the right tool for this job." ] } ], "metadata": { "jupytext": { "formats": "ipynb,py:percent" }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.5" } }, "nbformat": 4, "nbformat_minor": 4 }