{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(putting_workflow)=\n", "# Model building and expansion for golf putting\n", "\n", ":::{post} Apr 2, 2022\n", ":tags: Bayesian workflow, model expansion, sports \n", ":category: intermediate, how-to\n", ":author: Colin Carroll, Marco Gorelli, Oriol Abril-Pla\n", ":::\n", "\n", "**This uses and closely follows [the case study from Andrew Gelman](https://mc-stan.org/users/documentation/case-studies/golf.html), written in Stan. There are some new visualizations and we steered away from using improper priors, but much credit to him and to the Stan group for the wonderful case study and software.**\n", "\n", "We use a data set from \"Statistics: A Bayesian Perspective\" {cite:p}`berry1996statistics`. The dataset describes the outcome of professional golfers putting from a number of distances, and is small enough that we can just print and load it inline, instead of doing any special `csv` reading.\n", "\n", ":::{include} ../extra_installs.md\n", ":::" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import io\n", "\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", "import pytensor.tensor as pt\n", "import scipy\n", "import scipy.stats as st\n", "import xarray as xr\n", "\n", "from xarray_einstats.stats import XrContinuousRV" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "RANDOM_SEED = 8927\n", "az.style.use(\"arviz-darkgrid\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# golf putting data from berry (1996)\n", "golf_data = \"\"\"distance tries successes\n", "2 1443 1346\n", "3 694 577\n", "4 455 337\n", "5 353 208\n", "6 272 149\n", "7 256 136\n", "8 240 111\n", "9 217 69\n", "10 200 67\n", "11 237 75\n", "12 202 52\n", "13 192 46\n", "14 174 54\n", "15 167 28\n", "16 201 27\n", "17 195 31\n", "18 191 33\n", "19 147 20\n", "20 152 24\"\"\"\n", "\n", "\n", "golf_data = pd.read_csv(io.StringIO(golf_data), sep=\" \", dtype={\"distance\": \"float\"})\n", "\n", "BALL_RADIUS = (1.68 / 2) / 12\n", "CUP_RADIUS = (4.25 / 2) / 12" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start plotting the data to get a better idea of how it looks. The hidden cell contains the plotting code" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [ "hide-input" ] }, "outputs": [], "source": [ "def plot_golf_data(golf_data, ax=None, color=\"C0\"):\n", " \"\"\"Utility function to standardize a pretty plotting of the golf data.\"\"\"\n", " if ax is None:\n", " _, ax = plt.subplots()\n", " bg_color = ax.get_facecolor()\n", " rv = st.beta(golf_data.successes, golf_data.tries - golf_data.successes)\n", " ax.vlines(golf_data.distance, *rv.interval(0.68), label=None, color=color)\n", " ax.plot(\n", " golf_data.distance,\n", " golf_data.successes / golf_data.tries,\n", " \"o\",\n", " mec=color,\n", " mfc=bg_color,\n", " label=None,\n", " )\n", "\n", " ax.set_xlabel(\"Distance from hole\")\n", " ax.set_ylabel(\"Percent of putts made\")\n", " ax.set_ylim(bottom=0, top=1)\n", "\n", " ax.set_xlim(left=0)\n", " ax.grid(True, axis=\"y\", alpha=0.7)\n", " return ax" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_golf_data(golf_data)\n", "ax.set_title(\"Overview of data from Berry (1996)\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After plotting, we see that generally golfers are less accurate from further away. Note that this data is pre-aggregated: we may be able to do more interesting work with granular putt-by-putt data. This data set appears to have been binned to the nearest foot.\n", "\n", "We might think about doing prediction with this data: fitting a curve to this data would allow us to make reasonable guesses at intermediate distances, as well as perhaps to extrapolate to longer distances." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Logit model\n", "\n", "First we will fit a traditional logit-binomial model. We model the number of successes directly, with\n", "\n", "$$\n", "a, b \\sim \\mathcal{N}(0, 1) \\\\\n", "p(\\text{success}) = \\operatorname{logit}^{-1}(a \\cdot \\text{distance} + b) \\\\\n", "\\text{num. successes} \\sim \\operatorname{Binomial}(\\text{tries}, p(\\text{success}))\n", "$$\n", "\n", "Here is how to write that model in PyMC. We use underscore appendices in our model variables to avoid polluting the namespace. We also use {class}`pymc.MutableData` to let us swap out the data later, when we will work with a newer data set." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": "\n\n\n\n\n\n\n\nclusterobs_id (19)\n\nobs_id (19)\n\n\n\ntries\n\ntries\n~\nMutableData\n\n\n\nsuccess\n\nsuccess\n~\nBinomial\n\n\n\ntries->success\n\n\n\n\n\ndistance\n\ndistance\n~\nMutableData\n\n\n\ndistance->success\n\n\n\n\n\nsuccesses\n\nsuccesses\n~\nMutableData\n\n\n\nsuccess->successes\n\n\n\n\n\nb\n\nb\n~\nNormal\n\n\n\nb->success\n\n\n\n\n\na\n\na\n~\nNormal\n\n\n\na->success\n\n\n\n\n\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with pm.Model() as logit_model:\n", " distance_ = pm.MutableData(\"distance\", golf_data[\"distance\"], dims=\"obs_id\")\n", " tries_ = pm.MutableData(\"tries\", golf_data[\"tries\"], dims=\"obs_id\")\n", " successes_ = pm.MutableData(\"successes\", golf_data[\"successes\"], dims=\"obs_id\")\n", "\n", " a_ = pm.Normal(\"a\")\n", " b_ = pm.Normal(\"b\")\n", "\n", " pm.Binomial(\n", " \"success\",\n", " n=tries_,\n", " p=pm.math.invlogit(a_ * distance_ + b_),\n", " observed=successes_,\n", " dims=\"obs_id\",\n", " )\n", "\n", "\n", "pm.model_to_graphviz(logit_model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have some intuition that $a$ should be negative, and also that $b$ should be positive (since when $\\text{distance} = 0$, we expect to make nearly 100% of putts). We are not putting that into the model, though. We are using this as a baseline, and we may as well wait and see if we need to add stronger priors." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:00<00:00 Sampling 4 chains, 0 divergences]\n", "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
a-0.2550.007-0.268-0.2430.0000.000880.01256.01.0
b2.2230.0572.1142.3240.0020.001931.01259.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", "a -0.255 0.007 -0.268 -0.243 0.000 0.000 880.0 1256.0 \n", "b 2.223 0.057 2.114 2.324 0.002 0.001 931.0 1259.0 \n", "\n", " r_hat \n", "a 1.0 \n", "b 1.0 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with logit_model:\n", " logit_trace = pm.sample(1000, tune=1000, target_accept=0.9)\n", "\n", "az.summary(logit_trace)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see $a$ and $b$ have the signs we expected. There were no bad warnings emitted from the sampler. Looking at the summary, the number of effective samples is reasonable, and the rhat is close to 1. This is a small model, so we are not being too careful about inspecting the fit.\n", "\n", "We plot 50 posterior draws of $p(\\text{success})$ along with the expected value. Also, we draw 500 points from the posterior predictive to plot:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Draw posterior predictive samples\n", "with logit_model:\n", " logit_trace.extend(pm.sample_posterior_predictive(logit_trace))\n", "\n", "# hard to plot more than 400 sensibly\n", "logit_post = az.extract(logit_trace, num_samples=400)\n", "logit_ppc = az.extract(logit_trace, group=\"posterior_predictive\", num_samples=400)\n", "const_data = logit_trace[\"constant_data\"]\n", "\n", "logit_ppc_success = logit_ppc[\"success\"] / const_data[\"tries\"]\n", "\n", "# Plotting\n", "ax = plot_golf_data(golf_data)\n", "t_ary = np.linspace(CUP_RADIUS - BALL_RADIUS, golf_data.distance.max(), 200)\n", "t = xr.DataArray(t_ary, coords=[(\"distance\", t_ary)])\n", "logit_post[\"expit\"] = scipy.special.expit(logit_post[\"a\"] * t + logit_post[\"b\"])\n", "\n", "ax.plot(\n", " t,\n", " logit_post[\"expit\"].T,\n", " lw=1,\n", " color=\"C1\",\n", " alpha=0.5,\n", ")\n", "\n", "ax.plot(t, logit_post[\"expit\"].mean(dim=\"sample\"), color=\"C2\")\n", "\n", "ax.plot(golf_data.distance, logit_ppc_success, \"k.\", alpha=0.01)\n", "ax.set_title(\"Logit mean and posterior predictive\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fit is ok, but not great! It is a good start for a baseline, and lets us answer curve-fitting type questions. We may not trust much extrapolation beyond the end of the data, especially given how the curve does not fit the last four values very well. For example, putts from 50 feet are expected to be made with probability:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.00283%\n" ] } ], "source": [ "prob_at_50 = scipy.special.expit(logit_post[\"a\"] * 50 + logit_post[\"b\"]).mean(dim=\"sample\").item()\n", "print(f\"{100 * prob_at_50:.5f}%\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The lesson from this is that\n", "\n", "$$\n", "\\mathbb{E}[f(\\theta)] \\ne f(\\mathbb{E}[\\theta]).\n", "$$\n", "\n", "this appeared here in using\n", "\n", "```python\n", "# Right!\n", "scipy.special.expit(logit_trace.posterior[\"a\"] * 50 + logit_trace.posterior[\"b\"]).mean(dim=\"sample\")\n", "```\n", "rather than\n", "\n", "```python\n", "# Wrong!\n", "scipy.special.expit(logit_trace.posterior[\"a\"].mean(dim=\"sample\") * 50 + logit_trace.posterior[\"b\"].mean(dim=\"sample\"))\n", "```\n", "\n", "to calculate our expectation at 50 feet." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Geometry-based model\n", "\n", "As a second pass at modelling this data, both to improve fit and to increase confidence in extrapolation, we think about the geometry of the situation. We suppose professional golfers can hit the ball in a certain direction, with some small(?) error. Specifically, the angle the ball actually travels is normally distributed around 0, with some variance that we will try to learn.\n", "\n", "Then the ball goes in whenever the error in angle is small enough that the ball still hits the cup. This is intuitively nice! A longer putt will admit a smaller error in angle, and so a lower success rate than for shorter putts.\n", "\n", "I am skipping a derivation of the probability of making a putt given the accuracy variance and distance to the hole, but it is a fun exercise in geometry, and turns out to be\n", "\n", "$$\n", "p(\\text{success} | \\sigma_{\\text{angle}}, \\text{distance}) = 2 \\Phi\\left( \\frac{ \\arcsin \\left((R - r) / \\text{distance}\\right)}{\\sigma_{\\text{angle}}}\\right),\n", "$$\n", "\n", "where $\\Phi$ is the normal cumulative density function, $R$ is the radius of the cup (turns out 2.125 inches), and $r$ is the radius of the golf ball (around 0.84 inches).\n", "\n", "To get a feeling for this model, let's look at a few manually plotted values for $\\sigma_{\\text{angle}}$." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def forward_angle_model(variances_of_shot, t):\n", " norm_dist = XrContinuousRV(st.norm, 0, variances_of_shot)\n", " return 2 * norm_dist.cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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ppdfr6dy5My1btrRs8/T0ZPr06Tg5OREQEBDv52+zzp0707FjR8u3cpVKhUqlYsOGDdy7d4/GjRszbtw43N3dLbcpUqQI06dPR5Ikli5datkuy7Ll38OGDaNy5cqWfXnz5mXKlCnJ/ul17dq1PHjwgMKFCzN37lxy584dZ3/lypUtef0p9e+//3Lx4kU0Gg0///xznMeuTp06fPLJJwD89ttvCaaT6PV6pkyZEmdUtXz58nz44YcAHDp0yC79BFi8eDF6vZ6GDRvSr18/FArTW6FGo2H8+PEULVqUly9fWqoZvKlo0aJ88803uLi4WLYl9UtLSEgIL168wNfXN14FB5VKRf369alSpYplm1arZfbs2SiVSmbNmhVndEqpVDJ48GCaNm3Ko0eP+Pvvv5O8z8HBwSxbtgx3d3fmzZtHiRIl4vT966+/pkyZMly8eJHTp09b9qXGcyitvD7ANNrerl27eKUhM2fOzNdff42Xlxd///13oj+rFy1alNGjR1tG8DUaDaNGjQJMaXRVqlShd+/eludY5syZLSUpDx8+HKetbdu28eDBA7Jnz87UqVPjXJd27drRqVMnwPSLmj0plUqmT58ep8JQgwYNaNiwYYL9TMrdu3cB+N///hfv+ZI1a1Z69uwZ57XzNil9X7GF+bNg+/bt8fadO3eOoKAgvL294/2i1KlTp3hVmpydnRk0aBCVKlXi5MmTPH78OMFzZs2alZ9++inO89Ca+SZt27YlX758cbapVCo+/PBDWrRoQWBgIOfOnUvwtsl93GfNmoVOp+N///sfo0aNivOLnlqtpmXLlnFel7a8ztMrEWxnEB988AEGg8Hy5vHPP/8QFhZGy5Yt4/wM9qajR48iyzKVKlWiZMmS8fY3bdqU3LlzExkZafnJDuDIkSMAdOnSJcF2u3btmuD2PXv2AKYPloT6lTNnTsqUKUNkZCQXL15MtN/J1a1bt3jbsmXLZikXZb4/b0psYqn5C4o5UHxT8eLF8fb2JjAwkEePHgFw8+ZNHjx4gJOTU5yf4cxKlSpF+fLlk7wvse3btw+AHj16xPk5PzWYr1GzZs0SLEHYuXNnNBoN9+/ft1QJiK1EiRKUKVMm3nbztti58CllnjeQUA6kJEmW7YnNL2jTpo0leLJW1qxZ0Wg03Llzh6tXryZ5/Llz53j69CklS5ZM8LUHWNImTp06lWR7Bw8eRKvVUqtWrXgBEIBCobCkzZw8edKyPTWeQ2nl9RHbv//+yw8//MCAAQPo1q0bXbp0oUuXLrx8+ZKoqChLAPmm9u3bx/sJvFChQpZgskOHDvFuY348AwMD42w3v4Y+/PDDBAOtHj16AHD27NlkzWNISu3atRN8Tphfe2/2Mynmtg4ePEhUVFSK+pbS9xVbtG7dGjB9Hr05R8icQtKiRYsEUx8uXLjA9OnTGTRoEB999JHleXTnzh2ARF/7TZo0sTod7U03b95k5syZDBkyhO7du1vOaX5fSOycyXnco6OjOXbsGAD9+vWzql+2vM7TK5GznUG0bNmSadOmsWXLFnr37m2pQpLUiJT5DSKxPDNz/uajR4+4c+cOderUiXO7N/NPzRLbbl5QZ+3atZY3tcT6lNBEDFuY88gSYu6n+ZyJ7X/TtWvXAPj111+ZP39+gseEhIQAphz13LlzW86RJ0+eREd9fHx8Eh2lSIj5wyclQYi1knquuLu74+Xlxd27d7lz5068a/fm6IxZ1qxZAYiIiLBLP8PCwiyT3hJ7/Mz3IbmP+9solUq6d+/O4sWLadeuHRUrVsTPz4/KlStTqVKleMGV+Tl0//79RL+0vnz5EiDR0bKE2jt//nyi7T1//jxee6nxHEorrw8w/YIwYsQI9u7d+9bjQkNDE9we+9e+2Dw9PYmKikpwv/k5/WbAnNRrqGDBgqjVanQ6Hffu3aN48eJv7bO1knrtJTewb9SoEd7e3hw5coTatWtTu3ZtKleuTNWqVSlatGiy2krp+4otChQoQJkyZbhw4QIHDx60lFU1Go2W+Q6tWrWKcxtZlpk4cSKrV69+a9svXrxIcLut/V6wYAEzZsx460TDxM6ZnMf97t276HQ6MmfOnOgv02+y5XWeXolgO4PIkSMH1atX58iRI5w6dYpDhw7h4+OT4EhibOYXm/nFlxDzhJPYwVBSt0tskoo5FcX8In0be6WReHh4JDpKmdB9iy2xkQjz/bh06VKS5zffD/M53natE5uklRhzP6yZ3JhS1j5X7t69m+D1TOxaJncEOSmxP0ASex6ar3Nij7u1P4G/aeTIkeTKlYvVq1dz+vRpS7qGu7s7Xbt2ZejQoZbRY3MgHRwcnGhFDLOYmJgkz21u7+HDhzx8+NDq9lLjOZRWXh9gSsnYu3cvOXLkYOTIkVSpUoUcOXJYHocuXbpw5syZRNNIEksfMo96JrQ/sclg5udmYs9LSZLImjUrjx8/ttuXT0j6tZfc9AxXV1dWr17Nr7/+yq5du9ixYwc7duwATEHzyJEjqV+/vlVtpfR9xVatWrXiwoULbNu2zRJsnzhxgqdPn1KkSJF4X3S2bNnC6tWrcXV1ZdSoUdSsWZNcuXJZHv+RI0fy119/Jfo8suU95dSpU/z8888olUo+//xzGjRoYPkyKkkSv/zyC/Pnz0/0nMl53G15H7DldZ5eiWA7A/nggw84cuQIX3zxBTqdzqra2uYX49s+7M2jYbErmri6uvLy5UuCg4MTHNlJrD3z+ZYuXUqNGjWS7J89hIaGYjQaEwzqzP18W7WWhLi6uhIWFsbu3bsTHTV/k/kc1lxra7m5ufHixQtLoJWabH2uvGuxP2CeP39Ozpw54x1jLiNn734qFAp69uxJz549CQoK4vTp0xw6dMhSNSAiIoLx48fH6Wfr1q2ZPn16is9tbm/QoEFvrQb0ptR4DqWV1wfAX3/9BcDkyZMTXPjrXf68bX6MErsfsiwn+J5kDt4TC4rtmXJirdy5czN58mS+++47Ll26xIkTJ9i1axcXL17kk08+Yc2aNZQrVy7Jdhz1vtKiRQumTp3KgQMHCA8Px93d3fJra+z5PWbm59Ho0aPp3LlzvP2p8Twyn7Nv374MGDAgVc9pvrbJeR+w5XWeXomc7QykcePGuLq68uDBAyRJsuSlvU3BggUBuHHjRoL7jUaj5Wdm87Gx/z+xHLrEasyaf0qzZmTbXsw/ySbE3M/Y980a5vuRWJ3ThJjP8fDhw0TzHJObk2j+6TW5P63bIqnnSnh4uGVENbnX054yZ85sGSVL7Hlovg+p2c+8efPStm1bfv75Z+bNmweYJhSZfw42P3bJeQ69ja3tpcZzKK28PgBLuc4KFSrE2xcSEmJVio69JPUaunPnDjqdDqVSGWcQwzwqmlhAaks99rdJTpk2lUpFuXLlGDBgABs2bKBly5YYDAY2bNhg1e0d9b6SM2dOqlatSnR0NHv37kWr1VrmFL2ZQgKv55Qk9DzS6XRvratuq7c9dyHxXG1bmFOYwsLCrH6d2fI6T69EsJ2BuLi40KdPH6pXr06nTp3w9vZO8ja1atVCkiT8/f0tC1fEtnv3bh49eoSrq2ucmdnmCidr165NsN3EqjyYF9dZt26dVT+N20tCeXbBwcGW/Ly3VWxJiPl+rFixwuqfYH18fPDy8iI6OprNmzfH23/lyhXOnj2brH6Yq178/vvvVi8GZP7ZM7nX3zwquHPnzgQXRzHXY/b29rY65y+11KpVC4CVK1fG2yfLMr///nuc41KbOR86Ojrakl9ZuXJlPD09uXr1aqLVcJKjbt26qNVqDh06lGguekJS4zmUVl4fsfua0Gjy0qVLMRgMyW7TVubn2/r16xO8dubna8WKFeP8QmPOvY29kI7Zo0ePEp3gbSvz/AJbfvo3j2ZbO+fGke8r5qB6+/btHDp0iBcvXlC2bNkEf6192/No48aNSaaC2cL8OCR0ziNHjtg12HZ2drY8P61d88CW13l6JYLtDGbo0KEsW7aMb7/91qrjCxQoYHnBjB49Os7s5EuXLlmK3nfr1i1OWZ8uXbrg6urK+fPnmTFjhiVnTKfTMXXq1ERHKRo3bkz58uW5desWgwYNilcBQKvVcuDAAcsKZvagUqlYvXp1nPJpoaGhjBo1ipiYGEqXLk21atWS1WanTp3Ily8fJ06cYOTIkfE+WCIiItixYweTJ0+2bFMoFPTq1QuAGTNmxKnucv/+fUaPHm31IhBmHTt2xNvbm+vXrzN06NB4o3SnT59m69atcbaZP7hjV6SwRrVq1ShTpgxarZbPPvsszgfAkSNHmD17NmBa+MHRCxj06dMHlUrFvn37WLJkiWU0WavV8v3333Pt2jUyZcqU6ERCW9y4cYPx48cTEBAQ54NHq9VaRra9vb3x9PQETB+k5hJxw4YNY8+ePfE+sK5du8aPP/6Iv79/kufPlSsXPXv2RKfT0bdv33gBvCzLBAQEMGHChDiv89R4DqWV1wdApUqVAJgyZYol51eWZTZv3sySJUusKr9mL61atSJPnjw8e/aML7/8Mk4O8pYtW1i3bh1geg3FZp6Yvm/fvjirTD558oSRI0fa/QtD7OA+oV8Zli1bxrJly+Kt6vngwQP+/PNPgEQr7LzJke8rTZs2RaPRcOzYMVatWgUkPKoNr59HM2bMiBNYHzp0iGnTpqXK88h8zoULF8Z5zQYEBDB27Fi7n/OTTz5BrVazfv16fv755ziPvU6nY8eOHXHKhtryOk+vRM62kKRvvvmG27dvc+3aNZo2bWpZQdIcMNeoUYOhQ4fGuU3u3Ln59ttv+eKLL5g3bx5r164lb968BAYGEhYWxogRI/jpp5/inUuhUDBr1iwGDhzIsWPHaNKkCQUKFMDDw4OIiAjLjGhbJkIlJleuXNSpU4fhw4fz448/4unpyY0bN4iOjsbDw4Np06Yl+03czc2NBQsWMGDAALZt28aOHTsoVKgQ7u7uvHjxgsDAQAwGQ7ycxe7du3Ps2DEOHjxIly5d8PHxwcnJievXr5MzZ046depkGXW1hru7O3PnzqVfv34cOHCAevXqUbhwYVQqFUFBQbx8+ZJ27drFqUrTvHlzDhw4wDfffMPq1astdV/Hjh0bpzbzmyRJ4qeffqJHjx6cPHmSevXqUbRoUcsKiWCaN5BQPuO7VqJECb766ismTpzI1KlTWbx4saWiQVhYGBqNhunTpydYasxWOp2OdevWsW7dOjJnzky+fPmQZZnAwEBevnyJWq1mwoQJcW7TtWtXHj58yMKFCxkyZAgeHh7ky5cPo9HI/fv3LRUyElsh7k0jRozgyZMnbN26lR49epAjRw68vLzQarUEBgZagjtziTlInedQWnl9gGkA4tixY+zfv586depQoEABnj59ypMnT/jggw94+PBhsr942srFxYUZM2bQt29fduzYwYEDB/Dx8eH58+eWVInBgwdTt27dOLcrXLgwHTp04M8//2TAgAHkzZuXTJkycf36dfLnz0+XLl0sq5DaQ6lSpShYsCB37tyhXr16FCpUCLVaTfHixfnqq6+4f/8+K1asYPLkyXh7e5MtWzbL+4DBYMDX15fevXtbdS5Hvq9kzpyZOnXqsHfvXo4dO4ZCoaB58+YJHtuvXz+2b9/O+fPnqV+/PoUKFSIsLIz79+/j5+dHzpw5LTnW9tKpUyfWrFnDvXv3aN68OYUKFUKn03H79m2KFClCixYt7FrDukyZMnz//fd89dVXLFiwgBUrVuDj40N0dDRBQUHExMQwefJkS61tW1/n6ZEY2RaSlDVrVtatW8enn35K4cKFuXPnDg8ePKBMmTJ8/fXXLFy4MMFv0G3atGH58uX4+fkRExPDrVu38PX1ZdGiRbRo0SLR8+XMmZN169YxYcIEqlSpQmhoKJcvXyYiIoKyZcsydOhQu35wAEyYMIGvvvoKNzc3rl+/jouLC61bt2bjxo02l2QqXLgwW7Zs4fPPP6dMmTI8fvyYK1euoNPpqFKlCqNHj+bnn3+OcxulUsmcOXP4/PPPKViwIIGBgTx79oy2bduyfv36eAtvWKN48eL89ddfDBw4kMKFCxMUFMS9e/fImTMnXbp0sYwWmrVt25avvvrKsny5eUnksLCwJM9VoEABNm3aRJ8+fciTJw/Xr1/n+fPnVKlShWnTpjF16lSHj2qbde3alVWrVtGoUSOMRiNXr17F2dmZNm3asGnTpkSXardVgQIFmDRpEs2aNSNr1qzcvn2bO3fukCtXLjp37syOHTviBVEAn3/+OWvWrKFVq1a4uLhw9epV7t+/T65cufjf//7HwoULqV69ulV9UKlU/PjjjyxcuNCSHnLlyhWePn1KwYIF+eijjxJcrj01nkNp5fVRunRpVq1aRc2aNTEajdy+fZts2bIxbtw4pk6dmuz2UqpcuXJs2bKFTp064enpyX///UdkZCS1atVi4cKFDB8+PMHbffvtt3z66afkz5+fx48fExwcTKdOnSxf7uxJoVCwYMECmjZtilKpJCAggJMnT1rSFjp37szQoUOpUqUKer2eK1euEBYWZvnMWL9+fbKqWjjyfSX2SLY5aE5Injx5WLt2LU2aNEGtVnPr1i2cnJwYOnQov/3221vXs7CVu7s7q1evpm3btri7u3P79m10Oh29e/dm3bp1qTIR/YMPPmDz5s20b98eT09Prl27RnBwMEWKFGHo0KHxJhnb8jpPjyQ5oyfSCBlWUFAQDRs2xNvbm/379zu6O4IgCIIgpENiZFsQBEEQBEEQUkmazdnesmUL/v7+XLx4kWvXrqHT6Zg8eXKCy/S+jdFoZPXq1axbt467d+/i6uqKn58fI0aMcGj5MUEQBEEQBCH9S7PB9q+//sr9+/fx9PQkZ86clnqSyTVhwgT++OMPihQpwkcffcTz58/ZsWMHR48eZe3atYkuASsIgiAIgiAIKZVm00gmTZrE/v37OX78uM2zjI8fP84ff/xB5cqV2bRpE1988QVTp05l4cKFhIeH880339i304IgCIIgCIIQS5od2bbHUt3r168HYPjw4Wg0Gsv26tWrU6tWLQ4fPszt27fjzbwXMoa8efPy33//ObobgiAIgiCkY2l2ZNseTpw4EW9lQzPzSkinTp16190SBEEQBEEQMoh0G2xHRkby9OlT8ubNi1KpjLffPDkyOcsWC4IgCIIgCEJypNk0kpR6+fIlQJwlxGMzbw8PD0+0DVmW0el0PLlzl60962OUn4OswE1XBxdtSdRaNW5hmXCNcEfrFMPuDzfwON/riZwGyUiMZCBG0vNMEUWM4vWSuXl1mRgYVpZ8+szA61LnErHLnif8/3FL98uW2yklHc5SJBopCmcpAidFFGpJm+j9Awg3ZOG/mCpcja7KmcgGPNN7x7r/CfckoQ2xj5UkCaNRTnBfQm3JRtDpQKuT0elApwWdXkarBb0O9ClcadjTUyKPl4SXl4I8XhLeeRT4+CjwKaQga9a08X1TrVaj0+kc3Y33jrhuySeumW3EdUs+cc2ST1wz2zjyusVOU05Mug227UGSJCIiInDLkZ0PN57g2PRhBB7dToTmAMU+qUuJ9gMxvNRyt88/cOIxrf/sToHf6pOpTp54bemNOq4/u8DZh0fYeGkBQTzn2xwn6VXxCzqW+QSFZP+gLwaIMeqRokKRwh8jhT9B8SIQxfMbpr+n/+HOCyq57qWS6166Zf0BQ+6y6H2boS/ZBtk1m03n9fT0ICQkxIZbSgn+v8Ego9dDZBRERkBkJEREQkSE6b8vwyAkVCY0FEJDISQUQkLg2XPTsSEhMiEhMpcuG+Od0SMLFCxo+itUUKJEcShSGDSad7vKoaenp2WpbMF64roln7hmthHXLfnENUs+cc1s48jrlqGDbfNSsImNXJu3Jzby/SaVsyu1xy7g3NIfuPznXK5smE+J9gNRZtJQcEVD7g48QPiBB9wbcIDiJzqgzBL34qsUakrkrEiJnBVp7tuFX46O4ti9nfx2+ntexoTSv8rXKbi3b6FQIbtlR3bLDrlKEWeQ2KBD8eQyyqBTKO8cMf33UQDKRwFojv6CvngrdBW6Y8xZInX6ZiWlUkKpBCcn8PRI7Kj4wbEsy7wMh0ePXv09hkePZILuw5278PAhhL6Ac+dNf+Yxd7UaihaRKVUSSpaUKFkC8niRZpYZFwRBEATh/ZFug21XV1dy5MhBUFAQBoMhXt62OVc7OQvbSAoFJf43mMt/ziUq+DEGbQxKjRMKFxUFfqvP9cZb0d5+ycuD9/Fok3iFE0+XHHzbcClbry5j1r9jWHdhDiVzVqFmgWa23FXbKdUYvcph9CqHrko/pIhnKK/vRn15C8pHAagvbUJ9aRP6grXR1v4MY47i77Z/KSRJEpkzQeZM4FvUstWyPzpa5u49uH0H7tyRuXETrlyBF2Fw+Yrpjw2mADxnTqhcSaZyJYnKFSFrVhF4C4IgCIKQtHQbbANUrVqV7du3c+bMGapUqRJn35EjRwDibU+KU5asKDXOGLTRRD5/RCavAgAoNEqyNMvP03mXCNsT+NZgG0yB4AclenM/7DYbLy1k2uFPmeu5C+/MjitDKLtlR1++K/ryXVE8OIf67EpU13ahunMY5Z0j6Eu0QltzGHJm76Qbew84O0sU84VivmAOwmVZ5sEDuHQZLl+RuXQFrl+HJ09gx9+w429T8F24sEzlSlCtqkSF8qBSieBbEARBEIT40sbssBQKDg7m5s2bBAcHx9nesWNHAGbMmIFW+3qi4L///suRI0eoUqVKsmtsS5KEa3YvACKfPoizL1PjfAC8/Oc+si5+fnBCBlT5mlI5qxChDWPi/n7E6KOS1Z/UYsxTnpiWPxHZazu6Ys2RkFFf+QvX5W1Qn1kBxhTOWkyjJEnC21uiSWOJ4Z8qWDRPwc5tEj//KNG1MxR9teDozZuw7g8YMVKmdTuZ7ycbOXxEJiYm3lRSQRAEQRAysDQ7sr1+/Xr8/f0BuHbtmmXbyZMnAWjUqBGNGjUCYNWqVcyePZshQ4YwdOhQSxvVqlXjww8/ZP369bRr1466detalmt3d3e3eQVJ1xzevHxwm8hncYNt1wrZUWV3Rv8smogTj3Gv5ZVkWyqFmq/rL2TQlkbcDL7EirPTUy9/2wayZwFiWv6MrnJfnA5MRnnfH6cDk1Fd3U5Mk+8wZvd1dBdTnbOzRNUqULWKafQ6JFTmzBk4eVrm6DHTpMy/d8Hfu2RcnMHPT6Z+XYlaNcHJSYx4C4IgCEJGlmaDbX9/fzZt2hRn25kzZzhz5gwA3t7elmD7bSZOnEixYsVYt24dK1euxNXVlfr16zNixAibV450y2GqNhLx5H6c7ZJSQaaGeQlZd4OwPYFWBdsA2d28+KzWz4zf25PNl5fQvtQAsrnmsqlvqcWYqxRRHVegurAep0PTUT4KwGXVh8TUH4u+TEfIQJMHPT0kGjaAhg0kDAaZCxfh4CGZg4dN6SYHDsKBgzLublC/vkyzJhJly4gJloIgCIKQEUmy/GYVZCG2hErYnV8xjYtrZlC0RQ+qDp0SZ1/Y7kDu9vsHdV43ih1tb3WAJcsyw7a35vKT07Qt2Zch1b63S/9Tg/TyMU57vkZ15zAAOt9mxDT+DpxMlV08PT1tLP33fpNlmf/+gwOHZPbsg8ePX+/zzgPNmko0awJeXvGfExn1mqWUuG7JJ66ZbcR1Sz5xzZJPXDPbOPK6eXp6JnlMusjZftfccpgmCEa8kUYC4F7bC8lJiS4oguiroVa3KUkSvSt+CcD2qyt5HB5kl76mBjlTLqLbzSemzihkhQr1tZ24ruqAFHzb0V1zKEmSKF5cYtAABevXSMz8RaJFM3BxhvsPYPFSmY5dZUaONnLsXznOwj+CIAiCIKRPIti2geurNJLIN9JIABQuKtxrm9JHXu4JTFa7FfLUorxXTXRGLavOzUhxP1OVpEBXuQ9RHVdizOSFIvQurms6o7z3r6N7liYoFBIVK0iM/VLB1k0SX4+VqFzJtJrm8RPwxRiZzh/JrF4rExYmgm5BEARBSK9EsG0DS7CdwMg2QOYmpqokYbuTF2wD9Ko4GoCd19dwPyztjxQb85Qnqtt6DF7lkWLCcN7QH+OplY7uVpri4iLRtInEjJ8UrP1dolNHcHeHBw9g7nyZth1kxo0P59YtEXQLgiAIQnojgm0buGU3Bdva8BfoIuOvUJmpYV6QICrgObonySvlVzpXVarmbYBRNrDm/Ey79De1ya7ZiPpwGbrirZBkA4ato1Afn2saxhXiyJtXYujHCjb/KTF6pETRIqDVwqYtMfToI/PFl0bOB8iIqRSCIAiCkD6IYNsGardMqN0yA/FrbQOoc7jg5OsBQNSF58luv0vZYQD8c2sz4dow2zv6LqmciGk+DW21jwFwOjYLzcEpIFtXbzyjcXaWaN1KYskiiXmzJZo01iBJcOw4fPKpzOAhMocOi7xuQRAEQXjfiWDbRuZUkoQmSQK4lDTNTo2+kvzZsaVzVaWAhy8xhij23fjT9k6+a5KEtsZQFC2+A0BzZgVOu75Ktwvg2IMkSZQpLfHL9EysXinRpjVo1HDxEoz9WqZ7L5mdu2X0ehF0C4IgCML7SATbNjJXJIl8Gn+SJIBzcduDbUmSaFWsBwDb/lv53qUUKKv3J7rZZGRJifryZpx2jRUBtxXy5ZX44nMF69dKdO8G7m5w9x5M+kGme2+Z3XtkDIb367kgCIIgCBmdCLZtZJkkmUAaCYBzCka2ARoV6YBG6cztkCtceXrGtk46kL5kW6Jb/WwKuK9sxWnP1yKlxErZskkM7K9gwx8SA/tLZM4MgYEw8XuZHr1l9u4TQbcgCIIgvC9EsG0j8yTJiMRGtktkBSDmVhjGaH2y28/k5EHdQq0B2P7f+1ndw1C0CdEtp5sC7kubcNozXgTcyeDmJtG9m8T6NRL9+0pkymQa6f7mO5mefWUOHBQTKQVBEAQhrRPBto1cc5rTSBIe2VbndEGV3RmMMtH/hdp0DnMqyYFbW96fiZJvMPg2I6b5VGRJgfriBjQHp4oqJcnk5ibRs7sp6O7XR8LdDe7cgXETZAZ9InM+QFxPQRAEwb4ePHhAtWrVuHbtmqO78t4TwbaN3MwTJBMJtiFW3vZl21JJSuasTEGPYu/fRMk36Iu3JKapafl5zZkVqE8udHCP3k/u7hK9ekisXyvRszs4O8Oly6bqJaPHGrl9RwTdgiAIgn3kypWL7du34+Pj4+iuvPdEsG0j1+yvc7YT+yn/dd52sE3nkCSJlsW7A7Dr+lqb2kgr9CXbElPPtBy909EZqAL+cHCP3l+ZMkn076tg7SqJD1qDUgFHj0HPPjJTphl5+lQE3YIgCILtdDodSqWSbNmyoVKpHN2d9564gjZyzW5akt2gjSYmLBjnLNniHeNcwhxsh9p8nvqF2jLvxASuPQ/gfthtvDMXsrmtpBgMMucD4HkwZMsK5cqCUinZrX1dxZ5IkSFoTi7Aae83yK5ZMRRpZLf2M5rs2SRGfS7R6UOZBb/JHDwE23bA3v0yH3WFLp3Aycl+j58gCIKQ9mzatIklS5awZcsWFIrXY6gjR44kc+bM9OnTh19//ZWLFy8SHR1NwYIFGTx4MFWrVrUc27ZtW9q0aUNQUBAHDx6kbt269OvXj/bt27NixQp8fX0xGAxMmTKF06dPExwcTK5cufjf//5Hp06dLO1MnDiR8PBwypUrx+rVq9HpdDRu3JgRI0ZYgnatVsuCBQvYs2cPISEh5MqVix49etCmTRsAbt++zcyZMzl37hzOzs74+fkxfPhwPDw83s0FTQViZNtGSo0Tzp45gLdVJDFNkoy6EmzzRDYPl+xUyFMbgIO3t9rUhjUOHpLp3E3m0xEy335n+m/nbjIHD9l3lFRbcxi6Mh8iIeO8YxSKRxfs2n5GlD+/xPcTFcyfI1GmNERHw29LZLr1kNn3j5hEKQiCkJ41aNCA0NBQ/P39LdvCwsI4ceIETZs2JSoqiho1ajBr1iyWL1+On58fo0aN4tGjR3HaWbVqFYULF2bZsmX07t073nlkWSZnzpx8//33rFmzhj59+jBv3jz27t0b5zh/f3+CgoKYM2cO48ePZ/v27Wzbts2y/9tvv2Xv3r189tlnrF27ltGjR+Pi4gLAs2fPGDx4ML6+vixdupQZM2YQHBzMV199Zc9L9s6JYDsFXJOoSOJUODOSWoExTIfufoTN56lXyPRt759bm21u420OHpIZN0HGxwfmz5HYvUNi/hwJHx/TJDy7BtySREzD8egL1kbSR+O8eTDSiyD7tZ+BlS4lMXeWxLfjJXLmhEePYcK3MkOGyVy7LgJuQRCE9ChLlixUq1aN3bt3W7bt37+fzJkzU7lyZYoWLUq7du0oUqQI+fPnZ9CgQeTJk4fDhw/Haady5cp069aNfPnykS9fvnjnUalU9O/fn5IlS5InTx6aNWtGy5Yt2bdvX5zjMmXKxMiRIylYsCC1atWiZs2anD59GoB79+6xb98+vvrqK+rVq4e3tzdVqlShcePGAGzcuJFixYoxePBgChYsSLFixRg3bhz+/v7cu3fP3pfunRHBdgq4JVGRRKFR4lQkC2D7JEmAWgVaoFKouR1yhbuh9p0VbDDIzJ4rU6M6TJ4kUbqUhKur6b+TJ0nUqA6z59m5rrNCRXSrXzDkKI4i8jkumwZB9Av7tZ+BSZJEwwYSq1dI9Okl4eQE5wOg7wCZqT8aCQ0VQbcgCEJ607RpU/755x+0Wi0Au3btonHjxiiVSqKiopg1axadO3emUaNG1K9fn7t378Yb2S5evHiS59m4cSO9evWiWbNm1K9fny1btvD48eM4x/j4+KBUKi3/zpYtGyEhphjo2rVrKJVKKlasmGD7V69exd/fn/r161v+zGkqQUHv78CcCLZTIPYkycSY87ajbFzcBkw1tyt51wVMZQDt6XwAPHwE3btJKBRx83sVClOd54cPTcfZlcaN6LbzMbrnQhF8E+ftI8Uqk3bk7GwKtlevlGjU0FRt8a/t0LWHzF/bZIxGEXQLgiCkF7Vq1cJoNHL06FEeP37MuXPnaNasGQCzZs3iwIEDDBo0iPnz57NixQoKFy6MXh93DRBzKkdi9u7dy6+//kqrVq349ddfWbFiBa1atUKn08U57s0JlZIkYTSa1thwcnJ66zmMRiO1atVixYoVcf7Wr19PhQoVrLoWaZEItlPgdfm/hNNIIOUrSZrVL9QWgAO3t9g1B/f5q0IpPonMuzRvf25bQZW3kjPlIrrtPGSVM6q7R9Ac+dn+J8ngcuWU+OZrBXNnSRQuDGFhMHW6zOAhMtdFaokgCEK64OzsTL169di1axe7d+8mf/78lpHq8+fP07JlS+rVq0eRIkXIli0bDx8+TPY5zp07R5kyZejQoQPFihUjX758yR5tLly4MEajkTNnEl4Zu1ixYty+fRsvLy9LOov5L6kvA2mZCLZTIKkl2yFWrW0by/+ZVc/fFLXSicAXN7gVfDlFbcWWzTSHk1u3E95v3m4+zt6MOUu8rsF9egmqK9uSuIVgi7JlJBYvkBj6iYSLi6k+d9+BMr/OMhIRIYJuQRCE913Tpk05duwY27Zto2nTppbtefPm5cCBA1y7do3r168zfvx4y0hzcuTLl48rV65w/Phx7t27x4IFC7hy5Uqy2siTJw8tWrTg+++/5+DBgzx48AB/f3/LJMsOHToQFhbG+PHjuXTpEvfv3+fEiRNMmjQJg+H9/fVbBNsp4JbDlLMd8SzxYNvl1ci29s5LjJG6RI9L8lyaTPjlbQiYRrftpVxZ8MoNK1fFTy0wGmVWrpLx8jIdl1r0xVqgrdIfAKfd41A8vpR6J8vAVCqJTh+a8rnr1wOjEdZvMKWW7NsvqpYIgiC8zypXrkzmzJm5e/dunGB72LBhZMqUif79+zNy5EiqVatGsWLFkt1+u3btqFevHuPGjaNv3768ePGC//3vf8lu54svvqB+/fr8+OOPdOrUicmTJxMdHQ1Ajhw5WLBgAQaDgeHDh9O1a1d+/vln3N3d45Q1fN9IsviEfStzUn9CIp7eZ3OPKkhKFV3+uoskJVzT+Eql9eifRlF4c3NcK+awuS//3NrM9wcGkSdTQZZ3+DfR8yWXuRpJjeqm3G2fQqYR7ZWrZI79C5O+lahbx/pzeXp6vvW6JchowHnLx6huH8KYyYuobuuRXePXLk+vbLpmKXTipMwvv8oEvcqCqlIZRgyTyJ/v/anN7Yjr9r4T18w24roln7hmySeumW0ced08PT2TPOb9/ZqQBjhlNuVWyAY9+sjwxI/zNVUkibkZlqLzVcvXGLXSiQcv73A39L8UtRVb3ToSk76VuHULBn0i06SFzKBPZG7dTn6gbTOFkugW0zF6FkTx8iHOfw0Dgzb1z5uB+VWVWL7ENJFSo4ZTp02rUC5dLqPTie/ggiAIgmAPIthOAZWTC0qNMwAx4aGJHufkk9l0zO2UBdsuajcqeNUC4Ni9XSlq601160isXSUx8xeJCV+b/rv293cUaJs5ZSLqgznIGneU9/1xOjD53Z07g3JyMgXbK5ZKVK0COh0sXirTd4DMpcsi4BYEQRCElBLBdgppMpl+PogJS/znC6dCr4LtmymvJV0jv6mUz7G7O1Pc1puUSomKFSQaNzT9155LtVtLzupDdItpyEioz69FFfDHO+9DRpQ3r8RP00xftDyymNKIBn0iM3O2kagoEXQLgiAIgq1EsJ1CTpk8ANC+fEuwXdiURqJN4cg2QPX8TQC4+uwszyIfJXH0+8ngUx9tzU8BcPrnexRP7Fd9RUicJJm+aP2+XKJpY1Nt7j/+hB69ZU6dFgG3IAiCINhCBNsp5JQ56ZFtjXlk+/ZL5BQuJpLNNRclclQC4Pi93Ukc/f7SVR2A3qcekkGL818jIOalo7uUYXh4SHz9lYLpUyVy5TItejRipMz3k42EhYmgWxAEQRCSQwTbKaQxj2y/JWdbk9cNSa1AjjGgexCR4nNaUknu2T+VJM2QFEQ3nYwxcx4UL+7hvOsr01Cr8M5U85NYuVSiQ3uQJPh7F3TrKbP/gCgTKAiCIAjWEsF2CjlZkbMtqRRoCmQyHXcr5akkNQqY6meefXCESF3iVVDeey4eRLf8BVmhRnVjD+qzKxzdowzH1VVi+KcK5s2WKFgAQkJg/DcyY7+WCQ4WAbcgCIIgJEUE2ylkGdl+GfrW48wVSeyRt50/S1G8M/ugM2o5FbQ/xe2lZUavsmjrjgZAc2g6igfnHNuhDKp0KYkliyR69wSVCg4fge69xGI4giAIgpAUEWynkCVn+y0TJCFW3nYKa22DaSJbzQLmVBL7lgBMi3Tlu6LzbYZk1OO8/TOIEgX/HUGjkejbW8FvCySKFoEXYTBhoszX38iEhIqAWxAEQRASIoLtFDKPbMckNbJd2D61ts3MedsnAvdiMOrt0maaJUnENP4Oo0cB04I3f48G2ejoXmVYRQpLLJpvqs+tVMKBg6ZR7gMHRcAtCIIgCG8SwXYKmXO2tW/J2YZYtbbtkLMNUCJHJTI5eRKufcHlJ/52aTNNc3InuvWvyEonVHcOoz65yNE9ytBUKlOwvWi+RGEfCA2FcRNkJkw08uKFCLoFQRAEwUwE2ylkWdQmqTSSVznbuqBwjNGGFJ9XqVBSxbs+ACeD9qW4vfeBMUcxYhp+DYDm2CwUD846uEeCb1GJ3xZI9OwOSgXs228a5T58RATcgiAIggAi2E4xc8722xa1AVBld0aRWQ0yaO/ap2a0X76GQMYJtgH0pdqjK94aSTbgvGMkRNvnlwLBdmq1RP++CubPlShYEIJDYMw4me++F3W5BUEQBEEE2ylkWUEy/AWyMfE8YkmSXqeS2Clvu7J3fSQkbgZf4lnEQ7u0meZJEjENx2PMkg9F2AOc9k4Q9bfTiBLFJRYvkOjWBRQK2LUHuveWOXpMPD6CIAgZzeXLlxkxYgSNGzemXr169OnTh127klfUwWg0sn79erp160bdunVp1qwZX331Fffu3Uvw+L///pspU6bQq1cvateuTbVq1di2bZs97k6KiGDbCrIMdwwSEQnEDBp3D9MxRiPaiLcH0ebyfzE3X9ilX1mcs1Iip2k1yZPpvARgHE7uRLeYjqxQob62E9XFPx3dI+EVJyeJwQMVzJ0lkT8fPH8Oo8fK/DDFSHi4CLoFQRAyAn9/fwYOHMj58+epX78+7du3JzQ0lAkTJrBs2TKr25k6dSo//fQTRqORDh06UKNGDQ4fPkyfPn24fft2vOMXLFjA5s2befToEdmyZbPjPUoZEWxbIUiWmKdVsUGrjLdPqXFC5ewKJF1rW+OTxXScnUa2AarmzXipJPCq/nbN4QA4/fMD0vObju2QEEfpUhJLf5Po3NG0+uSOndCzr8yZsyLgFgRBSM/0ej2TJ09GkiTmzZvH2LFj+fTTT1m5ciU+Pj4sWrQo0ZHp2Pz9/dmyZQvly5dn+fLlDB06lPHjx/PTTz8RERHBtGnT4t1m7NixbNq0iZ07d9K+ffvUuHs2EcG2FcwDcomln2qsrLXtVMh+q0ia+b0Ktv3vH0RriLFbu+8DXeXe6AvUQNJH47z9c9BnrPuf1jk5SQz5WMHsXyXy5IHHj2HYZzKz5hqJiRFBtyAIQnrk7+9PUFAQTZo0oVixYpbtbm5u9O7dG4PBwPbt25NsZ8uWLQAMHDgQjUZj2V6lShX8/Pw4e/ZsvKC9atWqeHl52eme2I8Itq1gvkhGpAT3O71KJbF2FUl7BtuFs5Umq0tOovQRXHx80m7tvhckBTHNpmB0yYry2X9oDv3o6B4JCShXVmLZbxKtW5lSstb9Af0Gyly/LgJuQRAyFlmWiYpK/C8y8u37U/vPHisCnzlzBgA/P794+8zbzMck1Y6Liwtly5aNt69atWpWt5MWqBzdgfeBOdhOrGCfZRXJJGptm1eRNATHoA+NQeXhlPK+SQqq5G3ArutrORm4l4p5aqe4zfeJ7JaDmGaTcdk0EM25VRgK1MBQuIGjuyW8wdVVYvRIiZo1ZKb+KHP7DvQfLNO3N3TtDEplwl9kBUEQ0gtZlvl4qMyFi287KvhddSdBZUrD3Fmmog62CgwMBCBfvnzx9mXOnBkPDw+CgoLe2kZUVBTPnj2jcOHCKJXxU3jNbZvPldaJkW0rmB/mxGqNmGttJ1X+T+mmRpX7VX63HfO2/Sx52xlokmQshkJ10FbqBYDzrrFILx87tkNComrVkFixVKJ2LdDrYcEimSHDZO4/EKPcgiAI6UF4eDhgShtJiJubm+WYlLQBEBERYWs33ykxsm2F12kkCXOycmEbMKWS6B9FEnMzDNcKOezSv4redVFKKu69uM6DsLvkyVzALu2+T7S1RqAMOoXy8SWc/v6C6A5LQBH/27DgeJ4eEj98B3/vhBmzTKM8vfrIfDoEWrVM2YiKIAhCWiVJEnNnQXR04sd4eHgSGpp0LJFanJ3Fe3BqECPbVlC8et4lPrLtASSdsw3gVPDVJMk79hvZdtdkpnSuqgCcymBVSSyUGlM5QLUrqqCTqE+J5dzTMkmSaNFcYvliifLlICoapk6X+fIrmeBgMcotCEL6JEkSLi6J/7m6vn1/av/ZI9B2d3cHEh91joiIsByTkjYg8ZHvtEYE21ZQYPrwT2nONrzO29bets8qkmZVX60meSJor13bfZ/IngVjLec+Wyzn/h7w8pL49WeJjwdJqNVw9Bj06C1z6LAIuAVBEN5Hb8unDgsLIzQ0lLx58761DRcXF7Jnz86DBw8wGOJHX2/LC0+LRLBtBUvOdmKl/16NbMeEhybZlqX8nx1ztuF13va5h8eI1kfate33ib7EB6+Xc9/+uVjO/T2gVEp07Szx2wKJwoUh9AWM/dq0EE5EQitJCYIgCGlWhQoVADhx4kS8feZtFStWtKqdqKgoAgIC4u07fvy41e2kBSLYtoK1Odtaa0a2C74a2b7z0i4ldswKeBQjp5s3WkM05x8es1u7753Yy7m/fCiWc3+PFPaRWDTPtNy7ZSGcPjLnzovHTxAE4X1RuXJlvL292b17N9euXbNsj4iIYOnSpSiVSlq2bGnZHhoayp07dwgNDY3TTtu2bQHTqpA6nc6y/dSpU5w4cYIKFSqQP3/+VL0v9iImSFohqWDbMrJtRc62Jn8mkMAYrkP/LBp1Dhd7dBFJkqiaryHbrq7gZNA+/PI1sku776VXy7m7rOuG+tpODIXqoC/VztG9Eqyg0UgMHihRo7rMpB9kHj6CocNlunSS6ddHQqMRE3cEQRDSMpVKxdixYxk2bBiDBg2icePGuLm5ceDAAR48eMDAgQPjBMnr169n8eLF9O3bl/79+1u2V6pUiTZt2rB161Z69OhBjRo1CAkJYe/evbi5ufHFF1/EO/eWLVs4f/48ADdvmlaW3rp1q6Ued926dalbt25q3v0EiZFtK1hbZzup0n8ACmclam9TQr89y/8B+OU1BdgnAvfaddT8fWT0Kou2xlAAnPZPQgq549gOCclSrqzE8iUSrVqYfphYvdZUl/vmrYz9vBYEQXgfVKpUiQULFlC2bFn27dvHhg0byJIlC9988w29e/e2up0vv/ySzz77DEmSWL9+PUePHqVWrVosWbKEQoUKxTv+/Pnz7Nixgx07dvDff/8BEBAQYNkWe6T9XZLkjB6VJSEkJIRQI0yOUaNC5nsXfbxjokOfsaGLaYWjLtsCUSRQgD222133EH7kId7Ta5C1YxG79TVKF0H71SXRGWJY0v4w+T2K2q3t5PD09CQkxHGliyyMBpz/7IMq6CSGXKWJ6rwKlJqkb+cAaeaapUFHjspM+VEmNBTUahjQT6LTh6BQSOK62UBcM9uI65Z84poln7hmtnHkdfP09EzyGDGybQVrS/8BaK2YJKl5NUnS3iPbLmo3yuWuAZhGtzM8hZKY5lORnbKgfHwRzdGZju6RYINaNSVWLJGoWQN0OpgzT2bYZzKPHolxAkEQBCHtE8G2FV7nbEsJzrVTKFWoXV8F0NbU2n5V/i/GzuX/IPZqkhm03vYb5Ey5iW7yHQCa04tR3s3Ak0ffY1mzSkz53rTku4sznD0HPfvKbP0rJsOnTAmCIAhpmwi2rRD7IiVakSSz9atIvq5IYv+ydOZ62xcenyBCa/9g/n1kKNoYXdlOADjt/BKixE907yNJkmjdSmLZYonSpSAiAsaMC+frb2RevBABtyAIgpA2iWDbCrEzsBNPJTFPkgxNsj1zrW17l/8D8M5cCO/MPuiNOs4+OGzXtlNTeLiRWvVMf8dPGDEY7HtdYuqOxpjVB0XEU5x3jxPlAN9j3t4Ss3+V6N9XQqWCAwehRx+Z4yfEYyoIgiCkPSLYtoJVI9vm8n9W1NpW53MHhYQxUo/+cVSK+/emqnkbAHAyaL/d204NBw/J9Or7+t8jR0PnbjIHD9kxeFK7mJZzV6pR3dyPKmCt/doW3jmVSqJnd4nVK7NQID88fw4jR8v8NMNIdLQIugVBEIS0QwTbVoh9kRIr/6fJbP3ItkKjRJPXVP4vJjVSSWLlbaf1fNaDh2TGTZApXBjmz5HYvUNi/hwJHx8YN8G+AbcxZwm0tT8HwOnAVBTPrtutbcExSpVUsWSRRIf/mf69aTP07i9z5Wraft4LgiAIGYcItq2QrJFtK3K2ATSvJklqU2GSZLnc1XFSuvAs8iG3Q67YvX17MRhkZs+VqVEdJk+SKF1KwtXV9N/JkyRqVIfZ82S7ppToKnRHX7A2kiEGpx0jQR9jt7YFx3Bykhg+VMEv0yWyZ4fAQBj0sczS5TJ6vQi6BUEQBMcSwbYVJAkUmD60k1qy3dpg25y3HWPn8n8AGpUz5fPUBNJ2VZLzAfDwEXTvJqFQxF0ZUKGQ6N5N4uFD03F2IymIafoDRtdsKJ9dQ3P4Jzs2LjhSlcqmEoEN64PBCIuXynw8VCYwSATcgiAIguOIYNtKllUkE/nctkyQtCJnG2JXJEmdiiFV34MSgM+DTf/1ib8IVJzt5uPsRXbLTkzTyQBozq5EeeuAfU8gOEzmzBLfTlAw4WsJdze4fAV695PZvFVO8ylVgiAIQvokgm0rva61nbDXpf9CrWrvda1t+49sw+tJkhcfnyI85kWqnCOlsmU1/ffW7YT3m7ebj7MnQ6HaaCv2AMB511ik8Cf2P4ngMI0bSixfKlGpIkRHw/SfZb4YI/P8uQi4BUEQhHdLBNtWMpf/S7T0n7sHAFqrc7Zjlf8z2j8A8MpUgPxZimKUDZx5cMju7dtDubLglRtWrpIxvnENjEaZlatkvLxMx6UGba3PMeQojhQVgtOusSAn9ugK76NcOSV+mS7x6ScSGjX8exx69LZzlRtBEARBSIIItq1kSSNJZH9yR7Y1ed1BJSHHGNA9ikxx/xJiHt0+kUZTSZRKiSEfSxz7F8aMk7l4SSYy0vTfMeNkjv0LQwZLKJVS0o3ZQqUhusWPyCpnVHePoj6zInXOIziMQiHR8UOJ3xZKFC0CL8Lgq/EyP0wxEhEhgm5BEAQh9Ylg20pJpZFoXlUjsab0H4CkUqDJ5266TWqlkuRrBMCpoP0Y0+iobd06EpO+lbh5EwZ9ItOkhcygT2Ru3YZJ30rUrZNKgfYrcrYixNT7EgDN4Z9RPLmcqucTHMOnkMTCeRIfdTVNeN6xE3r2kTl3XgTcgiAIQupSOboD7wuFBMhg5NX/vME8sq2LfIlRr0OhUifZplOhzGhvvyTm9kvca3rZucdQOldVnFWuBEc94WbwJYpmK2P3c9hD3ToSlSrKNGtl+vf0qabKEqk2ov0GfZmO6G8fRnVzH87bRxL50Z+gdn0n5xbeHbVaYtAAierVZCb9IPPwEQwdLtOls0y/3hIazbt5vgmCIGQEly9fZtGiRVy8eBGdToePjw+dOnWiadOmVrdhNBrZsGEDmzdvJigoCBcXFypVqsTAgQPJnz9/nGOfPHnC/v37OXbsGHfv3uX58+dkzpyZsmXL8tFHH1G6dGl730WriZFtK5lzthNd1MYti2nIjGSkklgqkqTOyLZG6UTFPHUAOBmYNlNJzNzdFRw5YPqr5qd4Z4E2AJJEdJPvMLrnQhFyG6cDU97duYV3rlxZiWWLJVq2AFmG1WtgwGCZW7fEKLcgCII9+Pv7M3DgQM6fP0/9+vVp3749oaGhTJgwgWXLllndztSpU/npp58wGo106NCBGjVqcPjwYfr06cPt23GrK6xfv54ZM2bw4MEDqlatSteuXSlXrhyHDx9mwIAB7N2718730nppemQ7ICCAWbNmce7cOXQ6HUWKFKFnz560bt3a6jbCwsJYunQpe/fuJSgoCI1GQ968eWnXrh0ffvghTk5OVrVjSSNJ5PNYUijQuHugfRmCNiwEF88cSbaZmrW2zarmbcixezs5GbSPbuWHp9p53nsunsQ0m4rzn71RX1iPvkBNDL7Wf/sW3i9ubhJjvpCoWV1m2nSZGzeh70CZgf2hYwfi1X0XBEEQrKPX65k8eTKSJDFv3jyKFSsGQN++fenfvz+LFi2iQYMG8Uam3+Tv78+WLVsoX748M2fORKPRANC8eXM+/fRTpk2bxrx58yzHlyxZkvnz51O+fPk47Zw7d44hQ4Ywbdo06tSpY2nnXUqzI9snTpyga9eunD59mqZNm9KlSxdCQkIYOXIk8+fPt6qNsLAw2rdvz9y5c8mUKROdO3emVatWhIWF8d133zFgwACMRutymZPK2YbYkyQdv4qkmXmS5JWn/oTFWNevjMqQ3w9d1f4AOO8Zj/TyoYN7JKS2OrUlViw1rVaq08HsuTLDP5d59FiMcguCINjC39+foKAgmjRpYgm0Adzc3OjduzcGg4Ht27cn2c6WLVsAGDhwYJwAuUqVKvj5+XH27Fnu3btn2V6/fv14gTZA+fLlqVSpEmFhYdy8eTMF98x2aTLY1uv1jBs3DkmSWLVqFZMmTWL06NFs2bKFokWLMmvWLO7cuZNkO+vWrSMwMJBevXqxevVqRo8ezddff8327dspU6YMx48fx9/f36o+JZVGArGC7RfWrcLiVPBV+b97L5ENqTOBMae7NwU9i2OUjfjfP5gq50hPtNWHYMhVBikmDOcdX4DxbY+4kB5kzSox9QeJL0ZKuDjDmbOmyZO7douFcARBEJLrzJkzAPj5+cXbZ95mPiapdlxcXChbNn7932rVqlndDoBKZUrkUCqVSRyZOtJksH38+HHu3btHq1atKFmypGW7u7s7H3/8MXq9no0bNybZTmBgIAB169aNs12j0VCzpmk58+fPn1vVJ6tGti1LtlsXbKu93ZA0CmStEd2D1Cn/B+D3HqwmmWYo1aZygGpXlPdPoz61yNE9Et4BSZJo00pi6W8SpUpCRAR894PM+G9lwsJEwC0Igp3IMugiE/2TtRFv3Z/qf3YYYDDHXvny5Yu3L3PmzHh4eBAUFPTWNqKionj27Bl58uRJMEA2t20+19s8evSIU6dOkS1bNgoXLmzNXbC7NJmzffLkSQBq1aoVb585SDYf8zZFixYF4PDhw9SoUcOyXafTcezYMZydnalQoYJVfVIgA1ISaSSmpQ5jrFyyXVIq0OTPRMyNF8TcDrOUArS3KnkbsO7CHEsJQIWUJr9jpRmyZwFiGn6N884xaI7NxpCvGsY85R3dLeEdyJtXYs5M+H01LF0u888BCLggM3Y0+FUVedyCIKSALOOyrhvKB2cTPUQPpE4kYB1DnopEdfrdUvDBFuHh4YApbSQhbm5uPHny9lWbrWkDICIi4q3t6PV6vv32W7RaLUOGDBEj27GZU0QKFCgQb1+WLFnw9PTk7t27Sbbz4YcfUqZMGZYsWUL37t2ZOnUqkyZNolWrVgQGBvLTTz+RK1cuq/pkLo7xtmBbk8ycbQCNOZUklSqSgKkEoKvandDo51x7dj7VzpOe6Et8gK5YSyTZgPPfoyAm3NFdEt4RlUqiVw+JBXMk8ueD58/h8y9kfvnVSHS0GOUWBCElxJf2d8VoNDJp0iTOnj3LBx98QPPmzR3WlzQ5sm3+RpMpU6YE97u7u/Po0aMk23F2dmblypWMHz+erVu3WkbDFQoF3bp1o2LFikm2Yf72pNLpwCijdnLCzSnhb0aZspsCd0Pky0S/jcW7L77ZeLk3COP9aKtvYwu//A355+YWzj05QqWC8X8xsLfUvC/vTJupyIsCUIQG4nboB2j7a6qeLl1cMwdIretWqRKsXS0zc3YMa9fp2LAJzpyV+O5bZ0qVdMzoiL2I55ptxHVLPnHN3tBnE7IuKtHdao0anVb3DjsUl0LtglsKRrXBNCgKYDAYEnz8IyMjyZQp01ufG9KrPkRGRiZ4nMFgmk/l6elp2R/7OFmWmTBhAjt37qRVq1ZMnDgRhcJx48tpMti2l+DgYD7++GOCg4NZuHAhFStWJCYmhv379zNlyhQOHDjAhg0bLE+MhFh+ojAqAQWR0TFE6BMe3ZKcTD/+RAY/SfKnDcttvJ1N57kWbPVtbFHRqy7/3NzCkVt/07nU0FQ7D5hy4lPzvrw7ShTNpuKyrjvShU1Ee1dDX7JNqpwp/Vyzd+tdXLchg6FqZYkfpsrcvmOkZ59Ievc0rUapUr1/o1TiuWYbcd2ST1yz5PN0dyMiwoGVw3Qpnz+WJ08eAK5fv07BggXj7AsLCyMkJIQyZcok+dzInj079+/fJywsLF76x/Xr1wHIlSsXERERcZ5rRqORH374gW3bttGkSRPGjBlDVFTiX3BSyppSgmkyjcTd3RS0vnyZcEm88PDwREe9Y5syZQpnz55l5syZ1K1bl0yZMpE9e3Y6duzIqFGjCAwMZPny5Vb1KVml/6zM2QbTKpKQumkkYMrbBvjv6VlCo56l6rnSE2OeCmirfwyA0/6JSKFJT8YQ0p+qVSRWLJGoXw8MBvhticzHQ2Xu3hVpJYIgCLGZ58KdOHEi3j7zNmsyCypUqEBUVBQBAQHx9h0/fjzBdmIH2o0aNWLChAkOy9OOLU0G2+ZvQgnlZb948YKQkJAE87nfdPDgQTw8PChevHi8feayMZcuXbKqT+aHyp51tgE0hczl/8KR9alT/g8gu2tuCmctjYzMqfv/pNp50iNd1YEYvCshaSNw3jESDI77iU9wnMyZJSZOkBj/lYS7G1y+Ar37y6z9Q8ZgEEG3IAgCQOXKlfH29mb37t1cu3bNsj0iIoKlS5eiVCpp2bKlZXtoaCh37twhNDQ0Tjtt27YFYMGCBeh0rz93T506xYkTJ6hQoUKchXGMRiPff/8927Zto2HDhnzzzTdpItCGNBpsV6lSBYAjR47E23f06FEAqlatmmQ7Wq2W8PBwtFptvH3BwabyfNauJGS+UIa3TG7QZEpenW0AtZcbkpMSWWdEdz91f26rlq8xAP/e252q50l3FEqim09DdsqE8lEAmn/nOLpHgoNIkkSTxqaFcKpWAa3WtBDO0OEyQUEi4BYEQVCpVIwdOxaj0cigQYOYPHkyM2fOpHv37ty6dYt+/frFCZLXr19P586dWb9+fZx2KlWqRJs2bTh37hw9evRg1qxZTJw4kc8//xw3Nze++OKLOMcvXryY7du34+rqSr58+Vi6dCmLFi2K8xc7+H+X7BJs37lzh7Nnz8Zbp95W1atXJ1++fGzbto0rV65YtoeHhzN37lxUKhXt2rWzbA8ODubmzZuWANqsYsWK6PV65s6dG2e7Vqu1bEuo6HpCFFZUI3HOYir9pw0PRbZyZUpJIaEp8GrZ9lROJame3xRsn77/DzpD/C8gQuLkzHmIbjwRAPXJhSjvHnVwjwRHyplT4qdprxbCcYGAC9Crn8yGjTJGowi6BUHI2CpVqsSCBQsoW7Ys+/bts8yP++abb+jdu7fV7Xz55Zd89tlnSJLE+vXrOXr0KLVq1WLJkiUUKlQozrEPH5pWfY6MjGTZsmUsXrw43p+jgm1JtnGJtOjoaGbNmsWff/5JWJgpSGzbti2TJ08GYMOGDfz+++/88MMPlChRItntHz9+nH79+qFWq2nVqhXu7u7s3r2boKAghg8fzuDBgy3Hzpo1i9mzZzNkyBCGDn09+e/KlSt069aNiIgIypYta5kgeeTIEQIDAylVqhRr1qzByckp0X6EhJhSQtZolZwzKGitNlBLlXAgbdBpWdumIAAd/riMUyYPq+7r3f7/ELYrEK+JVcneK37Ki70YZSOd15YnOOoJU5v+QSXvOqlyHk9PT8t1S2+c9n6DOmAdRpesRHXfhOye0y7tpudrlprSwnV7+FBm8jSZM69K51asAGO+kPDySpuTJ9PCNXsfieuWfOKaJZ+4ZrZx5HXz9PRM8hibRrYjIyP56KOPWLJkCWq1mrp168Zb1rhKlSpcuXKFHTt22HIKqlWrxurVq6lUqRJ///03q1evxsPDgx9//DFOoP02JUqUYOPGjbRv355nz56xatUqNm3ahIuLC0OHDmXVqlVvDbRjs0yQfMtXE6Vag8rFVHpGm6xa268mSd5O3ZFthaTAL18jAP4N3JWq50qvYup+iSFHcRRRwab8baPe0V0SHMzLS2LGTxIjhkk4v1ruvUcfmS1/ieXeBUEQBBtL/y1atIiLFy/SsWNHxo0bh0ajiTcJMX/+/Pj4+HDs2DE+//xzmzpXtmxZfvvttySPGzp0aJwR7dgKFixoGW1Pidc522/nlMkTfVQEMWEhZMpTKImjX92mkDmNJOHqK/ZULV8T/r62muP3dvOJ3yRLLUvBSmpnolv9jOvvHVAGnULz71y0NT91dK8EB1MoJP7XDqpVhR+mypwPgB9/kjl4CEaPglw5xetMEAQho7JpZHvHjh14e3szYcKEt04wzJMnD48fP7a5c2mJabn2t+dsQ+zyf9ZPktQUejcj2wAV89RGo3TmUXggd0Kvpvr50iPZsxAx5vztE/NR3j3m4B4JaYW3t8SsGRKffiKh0cDJU9Cjt8yOv8UotyAIQkZlU7D98OFDSpUqlWRJFXd3d168eGFTx9Iaa0r/AThlNk2StKnWdmA4si71yv8BuKjdqJDHtILkv/f2pOq50jN98ZboynREQsbp7y+Qwp84uktCGqFQSHT8UGLZbxKlSkJEhGm0e/RYmWfPRMAtCIKQ0dgUbLu4uFiViB4UFISHh4ctp0hzrFnUBkBjQ61tVS4XJBcVGGS0QeG2dTAZqudrAsC/90TedkrE1BuDIXsxFJHPcfr7CzAmlWQkZCT580vMnSUxeKCEWg3H/oXuvWV27xGj3IIgCBmJTcF26dKluXDhgqXMSkKuX7/OlStXLCsJve/Mpf+sydmG5I1sS5KEU8FXedvvIJXEXG/76tMzhEQ9TfXzpVtqZ6Jb/YKsdkUVeALN8XmO7pGQxiiVEt26SCxeKFHMF16+hInfy3w1Xub5cxFwC4IgZAQ2BdvdunUjOjqaIUOGJLjK4/379xk9ejRGo5Fu3bqluJNpgfVpJMnP2QbQvAq2tbdTf5JkdjcvfLOVRUbmRODeVD9feiZnLURMo28AUB+fi/Lev47tkJAm+RSSWDBXol8fCZUKDh2Gj3rJ7NwtRrkFQRDSO5uC7QYNGtCrVy8uXbpEs2bNaNWqFZIkcfToUdq3b0/Tpk25fPky/fr1s3rRmLTOmtJ/8HpkW5uMkW14nbcdc+vd5LhXy29KJTkeKPK2U0pfojW60h1M+ds7vkCKEL8WCPGpVBK9ekgsmi/hW9Q0yj3pB5kvxsg8eSICbkEQhPTK5hUkv/zyS37++Wd8fX25ceMGsizz5MkTLl++TL58+Zg2bZrNJf/SIqtL/71aRTI5OdsAToWzmG53M/XTSOB13vbp+wfQ6qPfyTnTqqgomVr1jNSqZyQqyragJ6b+Vxiy+6KIfIbTDpG/LSSuaBGJhfMkBvY35XL/e9yUyy3qcguCIKRPNtXZNmvRogUtWrQgODiY+/fvYzQayZ07N7ly5bJX/9KM1xMk314v15acbQCnIq9Gtm++m5HtItnKkN3Vi2eRDzn38ChV8zV8J+dNt17lb7uu+hBV4HHUJ+ajq/6Jo3slpFEqlUT3blC7FkyeKnPpsqku9/5/4IuR4J1H1OUWBEFIL2we2Y4ta9aslClThnLlyqXLQBusz9nWWEr/JS9n28nHNLKtfxyF4aU2mb1LPkmSLBMl/w3cnernywjkrD7ENJwAgObfOSjvHHVwj4S0rmABU8WSTz+RcHIC/zPQs4/M+g0yxqRy1gRBEIT3gl2C7YzA2tJ/rydIhiTrJ2FlFg2qHC6m2956R6kklrztvRn652uD4fV9Px8gx/l3culLtrHkbzvvGIkUdt8eXRTSMaXSVJd7+WKJCuUhOhp+nSXzyacy9+5l3NelIAhCemFVGkmPHj1sPoEkSSxfvtzm26cVyS39Z9TFYIiJQuXsavU5nIpkRv80ipgbL3Atl93GnlqvglctnFUuPI24z83gSxTJVjrVz5nWHDwkM2vO63+PHA1euWWGfAx169j2U35Mg3Eonl5B+fgSzn8NJ6rT76ByslOPhfQqb16JX3+GrX/BnPkyFy5Cr74yfXpD546m1BNBEATh/WNVsH3y5MkEt0uSlOiIqHmfJKWPDwhrq5GoXNxQqDQY9VpiwoKTF2wXzkLEv4/f2SRJjcqZinnqcuzeTv69tyvDBdsHD8mMmyBTozp8M17CpxDcug0rV5m2T/rWxoBb5UR0619x/f1/KB9fxOmf7y3LuwvC2ygUEm0/gGrVYNp0mZOnYP5CmX8OwJjRUKRw+ng/FQRByEisCrb37dsXb9vixYv5448/aNq0Ka1atcLLywswLeW+bds2du3aRceOHenbt699e+wgSkxRdlJpJJIk4ZTZk6jgx8SEBeOWM6/V53hdkeTdLXFfPX8TU7AduJvuFdJP9ZikGAwys+eaAu3JkyQUr366KF0KJk+CMeNkZs+TqVXT9DN/csmZvYlu8RPOG/ujvrAeQ+6y6Mt0sPfdENKp3LkkfpoGO3fBr7Nl/rsGfQfIdO0s06uHhJOTCLoFQUjbLl++zKJFi7h48SI6nQ4fHx86depE06ZNrW7DaDSyYcMGNm/eTFBQEC4uLlSqVImBAweSP3/+eMe3bduWR48eJdhWu3btGD16tM33JyWsCra9vb3j/Hvz5s2sW7eO+fPnU7t27Tj7ihcvTv369WnXrh0DBw6kTJkytGvXzn49dhBrc7bBtGS7KdhOZkWSoq+C7RvvLtiulq8xEhLXnp3nWeQjsrvmfmfndqTzAfDwEUz4+nWgbaZQmCpFDPpE5nwAVLRxEVRDwZpoa36K09Ffcdr/HcacJTDmKmWH3gsZgSRJNG8GVarAL7/KHDwEK1fBPwdkRn0OlSqKgFsQhLTJ39+f4cOHo1aradSoEe7u7hw4cIAJEybw8OFDevXqZVU7U6dOZcuWLRQqVIgOHToQEhLC3r17OXHiBIsWLaJQoULxbuPu7k6nTp3ibS9RokRK75bNbCr9t3z5cipVqhQv0I6tVq1aVK5cmeXLl6erYNua6sk2l/8rbCr/p73zEllvRFKl/vxVT5ccFMtRgatPz3D83h5aFe+e6udMC56/KhbjE/91Gmf78+QVlYlHV3UAyocBqG79g/Nfw4jsth5cPFPWqJChZM8m8f1EiUOHZX7+VSboPgz7TKZFc5khgyUyZxZBtyAIaYder2fy5MlIksS8efMoVqwYAH379qV///4sWrSIBg0aJDgyHZu/vz9btmyhfPnyzJw5E41GA0Dz5s359NNPmTZtGvPmzYt3O3d3d/r372//O5YCNkVzt2/fJkeOHEkelz17du7cuWPLKdKc5IxsO2W2bWEbtZcbkosKWWdEGxievA6mQI38pp90jt37+52d09GymR4ibt1OeL95u/k4m0kKoptNwZglP4qw+ziLBW8EG9WpLfH7MlNON8COv6FbT5m9+8RiOIIgpB3+/v4EBQXRpEkTS6AN4ObmRu/evTEYDGzfvj3JdrZs2QLAwIEDLYE2QJUqVfDz8+Ps2bPcu3fP/ncgFdgUbLu7u3PmzBl0Ol2ix2i1Ws6cOYO7u7vNnUtLzGm71gXb5pHt5A2LSgrJMrr9LlNJahVoAcDZB0cI176byZmOVq4seOU2TYZ8s56x0SizcpWMl5fpuBRzzkx0m1+RVc6o7h5Bc3yuHRoVMiJ3d4mRIxTMnSVRsCCEhMA335mWfH/0SATcgiA43pkzZwDw8/OLt8+8zXxMUu24uLhQtmz8D+Jq1aol2o5Op2P79u0sW7aMDRs2cP369WT1PzXYFGw3aNCAhw8f8tlnnyWYiP748WNGjhzJo0ePaNCgQYo7mRYkb2TbFGxrk5lGAq9TSd7lJMn8HkXJn6UoOqOWk4HxJ8OmR0qlxJCPJY79a5oMefGSTGSk6b9jxskc+xeGDJZsmhyZEGOO4sQ0+hYAzfG5KG8dsEu7QsZUtozEkoUSfXvHWvK9l8wf61NWJ14QhNQlyzJRuog0+2ePX8kCAwMByJcvX7x9mTNnxsPDg6CgoLe2ERUVxbNnz8iTJw9KpTLefnPb5nPF9vz5c7777jvmz5/Pjz/+SPfu3Rk+fDihoaE23Bv7sClne8SIEZw4cYI9e/bwzz//UK5cOby8vJAkiQcPHnD+/Hn0ej0FChRg+PDhdu6yY1hytq14Htqasw2xK5K82xHmWgVasDrgV47c3U6Dwu9/jr016taRmPQtzJojM+iT1w+slxdM+layuc52YvQl26B9eB7N+dU4/z2ayG5/InvEfzMSBGtoNBK9e0L9eqYygQEXYOYcmT37TEu+Fy0icrkFIS2RZZnh29tw6ckpR3clUaVyVmVGyy0pKtscHm5Kg3Vzc0twv5ubG0+ePElxGwARERFxtrdu3ZoKFSrg4+ODWq3m9u3bLF68mH///ZdRo0axcOFCh5Sktmlk29PTk3Xr1tGxY0dUKhX+/v5s27aNv/76C39/f5RKJR06dGDt2rVkzZrSpNe04fXIdtIPksacRpLMnG2IFWy/wzQSgFoFTakkJ4P2E6OPeqfndqS6dSSWLX797+lTYe3v9g+0zbT1RmPwKocUE4bzX5+CLuNcayF1FCwgMftXiVGfS7i7wZWr0G+AzLwFRqKjxSi3IKQt4ktwaurbty8VK1bEw8MDNzc3SpcuzU8//US5cuW4cOECx44dc0i/bBrZBvDw8GDixIl8+eWXXL58mSdPniDLMjlz5qRUqVK4ulq/mMv7wPwjRrImSNoysl3kdbD9LhcFKpqtLDndvHkScR//B4cskyYzAlOqiCkoKVfWfqkjCZ9MQ3SrGbis6oDy6VWc9ownpvm01DufkCEoFBIftIaaNWDGrzIHDsGqNbD/H5nhn0LNGuIDXhAcTZIkZrTcQrQ+MtFjPD09CQlJfuxgL84q1xTHHea5em+OOptFREQkOZ/PmjYg8ZHv2BQKBa1ateL8+fMEBARQs2bNJG9jbzYH22aurq5UrlzZHn1J05JV+s/GCZIAToUygQSGF1oMwTGosjknuw1bSJJErQIt2Hh5EUfubM9Qwfa7JmfKTXTLn3HZ0Bf11W0YcxSHJiMd3S0hHcieTWLSRIkjR01lAh8+gtFjZerUlhk2VCJXThF0C4IjSZKEizrxANFF7Ua0WvsOe2R/sfOpixcvHmdfWFgYoaGhlClT5q1tuLi4kD17dh48eIDBYIiXt/22vPCEZMliGsiMjo626nh7S/1CzulEsiZIpiBnW+GsQp3X9I3uXaeS1CzQHIB/A/egNyZeaSa9cXGROHJAwZEDClxc3k0wYsxXlZh6YwDQHP4J4/X97+S8QsZQq6apTGDXzqBUwqHD8FEPmTXrZHQ6kVoiCELqqVDBtBLciRMn4u0zb6tYsaJV7URFRREQEBBv3/Hjx61uB+DSpUsAltXO37UUjWw/ePCAf/75hzt37hARkfAsVkmS+OGHH1JymjRBYUPpP31UOAadFqVak8Qt3rh9kSzoAsOJufkCN79cyeyp7Urn8sPDORuh0c8JeHScinkSX7RISDl9uS7onl41Lef+xyCkLmuRPRNZZUcQksnVVeLjQRJNm8hM/1nmwkWYM09mz94XjBgmU6a0GOUWBMH+KleujLe3N7t376Zjx474+voCptSPpUuXolQqadmypeX40NBQQkND8fDwwMPDw7K9bdu27NmzhwULFjBr1izUajUAp06d4sSJE1SoUCHOwji3b98me/bsZMqUKU5/zp07x9q1a9FoNNSrVy/17vhb2Bxsz549m3nz5mE0vg4/zcG2Od/HnHOcHoJt5aucXmvSSNRuWUCSQJbRvgzFJWvOZJ3LqXBmwv+5T/Q7HtlWKpRUz9+Mv6+t4vCdbSLYTm2SREyDcSie30T54AwuW4YQ2WUtOGVK+raCYKXCPhJzZsKOnTB3vsy16wYGD4HWLWUGDZDIkkUE3YIg2I9KpWLs2LEMGzaMQYMG0bhxY9zc3Dhw4AAPHjxg4MCBcYLk9evXs3jxYssKk2aVKlWiTZs2bN26lR49elCjRg3Lcu1ubm588cUXcc67d+9efv/9dypXroyXlxcajYZbt25x4sQJFAoFX3zxBblz535n1yE2m9JIduzYwezZs8mdOzcTJ06kRo0aACxevJhvvvmGKlWqIMsyvXv3Zvny5XbtsKNY0kis+AVWoVTilMkDgOgXz5N9LmcHVSQBqF3Q9G3zyN0dGMRKh6lPqSG69a+QOQ+K4Fs47xglVpgU7E6hkGjVQmL1Con2bZ0A+Gs7dOsh8/dOsQKlIAj2ValSJRYsWEDZsmXZt28fGzZsIEuWLHzzzTf07t3b6na+/PJLPvvsMyRJYv369Rw9epRatWqxZMkSChWK+0twpUqVqFWrFnfv3mXHjh388ccf3Lp1i0aNGrFw4UI++OADe99Nq0myDe+yH330EefPn2fnzp14e3szZswYNm/ezJUrVyzHLFu2jB9//JHly5e/1xMozbOCHxnhlxg1bsiMd9Enebu/BtQlLPA6DX9YR+4KyRshjjj9hFvtd6L2cqX4iQ429dtWeqOOD1eX4aU2lJ+ab6ScV41kt+Ho2dTvoyyRd9Ev+gDJEIO26gC0tUY4ukvvBfFcSz5PT08OHAxm+s8yt++YtpUvB5+PkChUUIxyJ0Y815JPXLPkE9fMNo68bp6enkkeY9PI9n///UeFChXw9vaOsz123N6rVy8KFSrEvHnzbDlFmpOc0n8ALp45AIgKfZrsczkX9QBA9zASQ9i7nZWsUqipUaAZAAdvb32n587IFN7liWnyHQCakwtRXd3u4B4J6Vm5shJLf5MYPFDC2RnOnYdefWXmzjcSGSlGuQVBEOzJpmBbq9WSI0cOy7+dnEw/S4aFxV31sFixYly8eDEF3Us7klP6D8DZIzsA0aHPkn0uZRYNai9TnfLoa6HJvn1K1S3YGoDDd7eLVJJ3SF+iNdrKfQBw2vUViofnHdwjIT1TqSS6dTFVLalVEwwGWL0WuvaQ2bNPpJYIgiDYi03Bdo4cOXj69PWIba5cpooZ169fj3Pc48ePMRjSR7CWnNJ/AM6vRrZtCbYBnHw9AIj5L9Sm26dEhTy1cddkISTqKRcfxy/dI6Qeba3P0PvUQzLE4LxlCFLYA0d3SUjncueWmPK9gqk/SHjngWfP4NvvZIYOl7l5SwTcgiAIKWVTsO3r68utW7cs/65atSqyLDNz5kzLqj47duzg9OnTFClSxD49dTBlMkr/ATh7vAq2Q5KfRgLgXMzDdHsHjGyrlRpqvkolOXTnr3d+/gxNoSS6xXQM2YuhiHyG8+aPQZvwClqCYE81a0isWCrRv6+Ek5MptaRPP5kZs4y8fCmCbkEQBFvZFGzXr1+fZ8+eWdaYr1SpEn5+fpw8eRI/Pz/8/Pz4/PPPkSSJjz/+2K4ddpTXI9sS1vy66uyRDbB9ZNsSbDtgZBugjjmV5I5IJXnnNG5Et52L0TU7ymf/4bxjpKhQIrwTTk4SPbtLrFohUa8uGIzw5wbo0l1m+98yRmvKMQmCIAhx2BRsf/DBB+zYsYOSJUtats2ZM4eOHTuSJUsWIiIiKFKkCNOmTaNOnTp266wjxb5Q1oxuW0a2bZggCbHSSK6H2nT7lKqYpw7umiwERz3h0pOTDulDRiZnzkP0B7ORlRpUtw6gOfyTo7skZCC5c0lM+lbBL9MlCuSH0FCYPFVm0CcyV6+KgFsQBCE5bAq2NRoNPj4+cVb6cXd3Z+LEiRw9epSLFy/y119/0bp1a3v10+GUsf7fqmA7hTnbzkVNtbb1T6PRP4+2qY2UiJ1KIqqSOIbRqxwxzSYDoPFfiirgDwf3SMhoqlSWWLZY4pPBEi4ucPkK9B8sM+0nI6GhIugWBEGwhk3BdkZk88h2yDObZvUrXNWo87mb2nBA3jZA3YJtADh4+y8MxqRriwv2py/WgpjqQwBw2v8dynvHHdwjIaNRqyW6dJJYs1KiSSOQZdj6lym1ZONmGb1eBN2CIAhvI4JtK8W+UNZkz5pzto16LbqIsCSOTqSNV3nbMQ4Ktit61yGzU1ZCo59x7uFRh/RBAF21j9EVa4lk1OP81zCk5zcc3SUhA8qeXWL8OAWzf5UoXBhevoSfZ8j06S9z6rQIuAVBEBJjc7B9/fp1xowZQ8OGDSlbtiwlSpRI8C92Xvf7LLkj2yonF1Qur0ambczbdn6Vt+2oSZIqhZo6hVoBsP/WJof0QQAkiZgmkzDkqYAUE4bLpoFI4U8c3SshgypfTmLxAokRwyQyZ4Zbt2HESJnRY40EBomgWxAE4U02BdsnT56kQ4cObNq0iQcPHuDm5oaXl1eCf7lz57Z3nx1CkkCB6YMkuatIRoc+t+mcTg4s/2fWwKcdAEfu7kCrf/e548IrameiPpiD0aMAirAHOG8eLEoCCg6jUkn8r53E2t8lPvwfKJVw9Bh07yUza64oFSgIghCbypYb/fjjj8TExDB48GD69u2Lu7u7vfuVJikwBdoGGZCSPt7ZIzsvH9xOca3tmP9CkWUZSbLipHZWOpcfOdzy8DTiASeD9lOrYIt33gfhFRdPototwHVtF5RPLuO8/XOiP5gNCptexoKQYpkzSwwbKtG2jczseTL/Hod1f8CuXTL9+kLrlqBUvvv3LUEQhLTEppHt//77j/LlyzNs2LAME2iDDatIvlqyPcrW8n8+WUAhYXihRf84yqY2UkohKahXyDRRUqSSOJ7sWYCoD+YiK51Q3T6I0/5JWFX4XRBSUYECEj9OUTB96qtSgS9g+s+mfG7/M+L5KQhCxmZTsJ0lSxZy5Mhh776keebyf+9qFUmFsxKnQplMbTgwlaT+q1SS44F7iNSFO6wfgokxT3miW/yIjIQ6YB3qU785ukuCAEA1P4nlSySGfyqRKRPcvAXDPpMZ85WRIJHPLQhCBmXzCpIBAQFotVp79ydNM18sa9fyc/Y0jWzbWmsbYi1u48Bgu2i2snhn9kFriObY3Z0O64fwmqFoY7T1vgTA6cjPqK5ud3CPBMFEpZLo0N6Uz92hPSgVcPgofNRLZs48kc8tCBnF5cuXGTFiBI0bN6ZevXr06dOHXbt2WX374OBgli9fzpgxY2jXrh3VqlWjWrVqqdjj1GNTsD18+HDUajVjxowhPDzjjHQmP40kZQvbQKyKJA4MtiVJooFPWwD23dzgsH4Icekq9kBboTsATjvHoLz3r4N7JAivZckiMfxTBcuWSFStAno9rFkHnbrJ/PGnjE4ngm5BSK/8/f0ZOHAg58+fp379+rRv357Q0FAmTJjAsmXLrGrj9u3bzJs3jwMHDqBWq3F2dk7dTqcim2ZWZc2alfXr19O9e3caNGhA6dKlyZUrV4LHSpLEDz/8kKJOphUKCZCTEWx7pmzJdng9STL6SojNbdhDw8L/Y+W5n/F/cIiQqKd4umS8NKK0SFt3NIrwx6iu78Z561CiPlyOMVcpR3dLECwKFZT4+UeJf4/LzJkvc+cOzJwts2EjDBwA9evikMnfgiCkDr1ez+TJk5EkiXnz5lGsWDEA+vbtS//+/Vm0aBENGjQgf/78b22nYMGCzJs3D19fX9zc3OjUqRN37959F3fB7mwKtsPDwxk2bBg3b95ElmWOHTuW6LHpKdh+nbP9KupOgnMW08I20SEpGNkuldXUxtVQZL0RSeWYdYjyZilM8ewVuPrsLPtvbeJ/pQY4pB/CGxRKoptPwzkqFFXQSZw3DSSq0ypkzwKO7pkgxFG9mkSVyrBjJ/y2WOb+Axj/jUypkvDJYChbRgTcgpAe+Pv7ExQURKtWrSyBNoCbmxu9e/fm66+/Zvv27QwePPit7WTLlo1s2bKldnffCZuC7alTp3Ly5EmKFi1Kp06dyJcvHy4uLvbuW5pjydm28tdPe4xsawpkQuGqwhipJ+Z2GM5FPWxuK6UaF/mQq8/OsufGehFspyUqJ6I/mI3LHz1RPr2Cy8b+RHVehewmfn0Q0haVSqJNK2jUANask1mzDi5dho+HytSpLTNogET+fCLoFtIvWZaRo/SJ7jdodBgjde+wR3FJLqoU/9J05swZAPz8/OLtM28zH5NR2BRs79u3Dy8vL9atW4erq6u9+5RmJTdn2+VVzrY+OhJ9dCQq5+RfK0kh4VzCk0j/p0RfDnFosF3P5wPmnhjPjecXuB1yhUKeJRzWF+ENTpmIbr8Al7VdUbwIxHnjQKI6rgCnjFOaU3h/uLpK9O0t8UEbmcVLZbbvgEOH4egxmbZtZHr1lPD0EEG3kL7Issyt9juJ9Ld9AC61uVbOgc+GZikKuAMDAwHIly9fvH2ZM2fGw8ODoKAgm9t/H9mUkxAdHU2ZMmUyVKANyS/9p3J1R6kxJfSnaJLkq1SSqEvBNrdhD1mcs+GXrxEAe2/86dC+CPHJbjmIav8bRtdsKJ9ewXnrENDHOLpbgpCo7NkkRo9UsGyxRI1qYDDAhk3QqavMylUyMTFiEqWQzmSA75Dmwhlubm4J7ndzc8tQxTXAxpHtkiVL8uDBA3v3Jc1L7si2JEk4eWQj8sl9okOe4p777ZMBEuNS0hOA6MuODbbBlEpy7N5O9t3cSJ9KY1EqlEnfSHhnZM8CRLdbgMsfPVAFnsD579FEt/wJxOMkpGE+hSSmTZHwP2OaRHntGixYJLNpM/TtA00bm1JQBOF9JkkSPhuavTWNxMPDk9BQxxVEsEcaiRCfTSPbH3/8MZcvX2bv3r327k+apng1KdLaOtvwOpXE1lUkIfbIdgiyg1cL9MvXiEwaD55FPuTcw6MO7YuQMGOuUkR/MBtZqUZ1fRdOeyeIVSaF90KlihK/zZcY/5VErlzw5ClMnirTq6/MwcOyw9//BCGlJElC4apO9E/plvi+d/Fnj0DbvLJ4REREgvsjIiIy1OrjYOPItlqtplu3bgwfPpzWrVtTo0YNcuXKleiDVKVKlRR1Mq1Ibuk/eL1ke0zoc5vP61zMw7Rs+/No9E+iUOdyXPqORulEXZ82bLu6gr0311PJu47D+iIkzpC/OtHNp+O8fQTqixuQNW5o634JYsRCSOMUCokmjaFuHVNKye+rZe7cha++lilRAgb1NwXlgiCkTeZc7cDAQIoXLx5nX1hYGKGhoZQpU8YRXXMYm4Lt7t27I0kSsiyzadMmNm/e/Nbjr1y5Ystp0pzk5mzD64okKRnZVjircCqcmZjrL4i+HOLQYBugceEP2XZ1BYfvbGNo9cm4qjPWN9T3hcG3CTG6STjvGovmzArQZEJbY4ijuyUIVnFykujaGdq0MlUu+WM9XLliWv69SmWZgf0kihcXQbcgpDUVKlRg+fLlnDhxgsaNG8fZd+LECQAqVqzoiK45jE3Bdtu2bTNkTo8lZzsZv2SaR7ajQ1I2+9i5VFZirr8g6lIwmep7p6itlCqZszL5shQh8MUNDt7eSnPfrg7tj5A4fal2xGgjcPrnezTH5yA7uaOr1MvR3RIEq7m7S/TvK/G/djIrfpfZvBVOnYZTp2Xq1ZUZ0Fcif/6M93kkCGlV5cqV8fb2Zvfu3XTs2BFfX1/AlD6ydOlSlEolLVu2tBwfGhpKaGgoHh4eeHh4OKjXqcumYHvKlCn27sd7wVJnOxm3sceS7WCaJPli8+00MUlSkiSaFe3MotOT+PvaahFsp3G6Ch+BNhyno7/idHAqstoVfdmOju6WICRL1qwSwz+V6PihzJJlMrt2w4GDcPiwTIvmMr17SuTMKYJuQXA0lUrF2LFjGTZsGIMGDaJx48a4ublx4MABHjx4wMCBA+OsHrl+/XoWL15sWWEytokTJ1r+/9mzZ/G2ffrpp+9FgG5TsJ1RJbcaCcQa2U5hsO1c8tUkycuOXbbdrFGRD1nsP5nLT05zN/QaBTx8Hd0l4S10VQcixYSjOb0Yp73fgMYNffGWSd5OENKaPF4S48ZIdO0ks2ixzOGj8Nd22LVbpn07mY+6SniIGt2C4FCVKlViwYIFLFq0iH379qHT6fDx8WHAgAE0a9bM6nZ27Njx1m39+vUTwXZ6k5Kc7ZSsIgmvy/9pb4dhiNChdFOnqL2UyuaaC7+8Dfk3cDe7rq9lQJXxDu2PkARJQlv7cyRtOOqAdTjt/BJZ5YyhSENH90wQbOLjIzH5e4mLl2TmL5Q5dx7W/gFbt8l07CDT8UOJzJlE0C0IjlKqVClmzJiR5HH9+/ePN6Jtdvz4cTv3yjFsKv2XUb0e2bb+Ddxc+i86JGUj26rsLqhyuYAM0VdDU9SWvTTz7QLAnhvr0Rsdt7ysYCVJIqbheHQlWiMZ9ThvG4Hy1j+O7pUgpEjpUhKzZkj8NE3CtyhERsKyFdCxs8zS5TLh4aJcoCAIjiWC7WRQvIqxk5Oz7eSRDQBteCgGnTZF53d5VW87LeRtg6nmtodzdkKinnIicJ+juyNYQ1IQ0/QHdL7NkIw6nP8ahvL2YUf3ShBSRJIk/KpKLF4o8f13Ej6FIDwCFi+V+bCLaTXKyEgRdAuC4Bgi2E4GW6qROGXyRHq1el+MnfK2ox28bLuZSqGmcZEPAdh5fY2DeyNYTaEipvk09EWbIBl0OG8dgvLuMUf3ShBSTJIk6taWWLZY4tsJEgULwMuXptUoO3aRWb1WJjpaBN2CILxbIthOBltytiWF4vUkyRcpr0gCEJVGgm14nUpyInAvzyIfObg3gtWUaqJb/Ii+cEMkgxbnzR+jvHfC0b0SBLtQKCQa1pdYvsS0GmXevBD6AubONwXdf6yXiYkRQbcgCO+GCLaTwZZqJPB6kmTk88cpOr9zaVNKSvSVEIza5CSzpJ4CHr6UylkVo2xg57XVju6OkBxKDdGtfkbvUw/JEIPz5sEogk45uleCYDdKpUSTxhK/L5MYO1rCywuCQ2DmHJmOXWU2bJTRakXQLQhC6hLBdjIoML0pJzfMdc3uBUDU85SN/GoKuKP00CBrjcSkkUmSAK2L9wBg+3+rMBjTxpcAwUpKDdGtfkVfsDaSPgqXTYNQ3Pd3dK8Ewa5UKokWzSXWrJT4YqREzpzw/Dn8MlOmczeZDZvESLcgCKnHpmD72bNnnDp1ylJg3CwwMJDPPvuMVq1aMWDAAAICAuzSybTC1pFt1+x5AIh89jBF55ckCZeyptHtyPMpS0mxpzoFW5HJyZOnEfc5FSQmSr53VBqiW89EX6AGki4Sl40DUAaedHSvBMHuVCqJNq0k1v4u8dlwiezZ4clT+OVX00j3H+tFTrcgCPZnU7C9cOFCevToQVhYmGVbREQEXbt25e+//+bGjRscOnSInj17EhgYaLfOOpryVTWS5AfbppHtlAbbAC7lTPnfUQHPU9yWvWhUzjQtYlqRcNt/Kx3cG8Emamei28xBX6Amki4S500DxaRJId3SaCTat5VYt0pixDCJnDlMI90z55iql6xaI6qXCIJgPzYF2ydPnqRw4cL4+PhYtm3atImnT5/SsmVLdu7cyZgxY4iKimLx4sU2dy4gIID+/ftTpUoVypcvT4cOHfjrr7+S3U54eDgzZ86kVatWlCtXjsqVK9OuXTtmz56drHZsWa4d7Btsu5Z7NbJ9Lu2MbAO0LN4dgJNB+3gYds/BvXl/REXJ1KpnpFS550RFOfjDXe1M9Adz0Beqg6SPxnnzYFEWUEjXnJwk/tdOYu0qiVGfS3jlhpAQmLdApkNnmeUrRZ1uQRBSzqZg+/Hjx+TNmzfOtn/++QeVSsVXX31FwYIF6dmzJyVKlODECdsqHJw4cYKuXbty+vRpmjZtSpcuXQgJCWHkyJHMnz/f6nYePHhAu3btmDt3Ljlz5uSjjz6iXbt25MyZk127diWrT7aU/gNwzZYbsNPIdlnTyHbM9RcYI9POQjL5shShvFdNjLKRzReWOro7gq1UTkS3nvW6SsnWT1DeFAvfCOmbRiPxQWuJNb+bJlLmzQthYbBosSnoXrzUSOiL5P6mKQiCYGLTcu0RERG4ublZ/i3LMgEBAZQqVQpPT0/L9kKFCvHPP8n/oNbr9YwbNw5Jkli1ahUlS5YE4JNPPqFz587MmjWLZs2aUbBgwbe2YzAY+PTTT3ny5AnLli2jWrVq8c6THDbnbOew38i2Orcrqlwu6B9HEXUhGDe/XClu015aFuvOuYdH2XxhKR2KD0alcOyS8oKNVBqiW/2C846RqK7vxvmvT4lu+ROGok0c3TNBSFWmiZTQpDHsPwArVsrcuQtLl8Mff4bSvq1pGXhPD7EMvCAI1rNpZDtXrlzcv3/f8u8LFy7w8uVLqlatGuc4vV6PRqNJdvvHjx/n3r17tGrVyhJoA7i7u/Pxxx+j1+vZuHFjku3s2rWLCxcu0KdPn3iBNoBKlbzvGuY628lNI3HJZgq29VHh6CJeJvPW8bm+ytuOTEN52wC1CrTAwzk7zyIecuzuTkd3R0gJpZrolj+hK9bi1dLun6H6b4ejeyUI74RKJdGkkcSKpRITv5EoXBgiImRWroIPO8vMmmPkyRORXiIIgnVsCrbLly9PQEAAe/fuJTw8nHnz5iFJEvXr149z3K1bt8iZM2ey2z950lQJoVatWvH21axZM84xb7Njhyk4aNasGQ8fPmTNmjUsXLiQv//+m4iIiGT36/XIdvJGNdQubmjcswD2miRpytuOSkMVSQDUSg0ti5lytzdfsT1XX0gjFCpimk9FV6INkmzAaftIVBfWO7pXgvDOKBQSDepJLF0kMWtGJor5QnQ0rFsPHbvKTJ5m5N49EXQLgvB2NqWRDBo0iD179jB06FDAlEbi5+dHxYoVLccEBQVx48YNOnTokOz279y5A0CBAgXi7cuSJQuenp7cvXs3yXYuXrwIgL+/P5MnT0ar1Vr2Zc2alRkzZuDn52d1v2xNIwFwye6FNvwFkc8ekKWArw0txGrLXJHkfNoa2QZoVbw7awNmEvDoOLeCL+OTtWTSN8rADIbXH9TnA2SqVDYtxJFmKFTENP0B1C6oA9bhvGc8MTHh6Cr3dnTPBOGdUSgkGtTXUL6cxPGTsGq1zLnzsH0H7Phbpm5tmY+6ShQvnoZeu4LgYJcvX2bRokVcvHgRnU6Hj48PnTp1omnTplbd/ty5cxw8eJAzZ87w8OFDoqOj8fLyonbt2vTs2ZNMmTKl8j2wH5uC7cKFC7Nq1SpWrlxJcHAwpUqVom/fvnGOOXLkCMWLF6dRo0bJbj88PBwg0Qvp7u7Oo0dJLxDz/LkpGJ00aRJ9+vTho48+QqPRsH37dqZOnconn3zCjh073jr6Hjs33SXKAHoDkkqFm5tzcu4SmXPl5cWdqxjCQ+K0aQunavm4A2jvvsRJq0Tlmby+pCY3t6LUL9qWvdc2sP36Cr5sMMvRXUqz9u3X8dMvMfBqsaSRoyGPF3w2XEPDBmks373NNGQ3T6R/5+N0aBoaOQbqfgaS44OLlL6eMiJxzWzj7u5OowbQqAGcO29g2QotBw/pOXAIDhyS8auqoHdPDVWrKJHSwGsjLRDPteRLD9fs1KlTDBw4ELVaTfPmzXF3d2fv3r1MmDCB58+f079//yTb+OqrrwgNDaVChQpUqVIFSZI4ffo0v//+OwcPHmTlypVky5bNcnxavm42BdsApUqVYsqUKYnu79y5M507d7a1ebuQZVMQU69ePUaOHGnZ3r17dx4/fsyiRYv4888/+fjjjxNtI3a6iV6vAJRo9XoiImKS1ReNpymgD7l/x6YUlriNgaZAJrR3X/LseCCZ6uRJWXt21rnCx+y9toGdV9fRs/xoMjt5Jn2jDObgIZlxE2RqVIcJX0v4FIJbt2HlKplRX0Yz6dsY6tZJYx/W1T5FrXTB6cgvSId/RfvyOdr6Y0By3EK0Go0m5a+nDEZcM9u8ed2KFoHvJ8Kt2xKr1sjs3QsnTho4cTKKEsXho64StWuZRsUzKvFcS770cM30ej3jx49HkiTmzZtHsWLFAOjRowf9+/dnzpw51KpVi/z587+1nU6dOtGiRQuyZ89u2SbLMj/++CMbN25k1qxZjBo1CnDsdbNmbqJNn5KzZ89m376kVwr8559/kl3LGkyjBwAvXyY8mTA8PNyqnw/M7TRo0CDePnN+uTnVxBq2lv4D+9bahrSbtw1Q3rsmPp4liTFEsevaWkd3J80xGGRmzzUF2pMnSZQuJeHqavrv5EkSNarD7HlynBSTNEGS0FUdQHSDrwHQnPsdp11fgTF5VX0EIT3xKSTx9VgF61ZLdGgPTk5w5Sp8NV7mo54y23bI6HRp7LUsCKnI39+foKAgmjRpYgm0wTTy3Lt3bwwGA9u3b0+ynR49esQJtMG0knafPn0AOHv2rH07nopsDrb37t2b5HH79u1jzpw5yW7fXNIvobzsFy9e/J+9+w5vqmwfOP59spruPaFAy96zLJEhsvcURYYigoDbV0Xx5aeiuF4XQ3EroiIbGcree5Y9S6G7pQO6m+T8/ghlyGrTtEna53NdvQrJyTl3n54md57c535IS0u7Yz33v4WFhQHg4eFx232Ft+XlFX2GWnXt435Larat2Wsb7LtuWwhB/3rmsqJlJ37EaCpu/5by7XAkxCfAiOHitlkvlUowYrggPt68nT0yNHmM3O4fogg12uNL0a94EQzF+6RHksqboCDBC8+pWDhfMGoEuLnBxUvwwUcKQ6+tSnn1qky6pfLvwIEDAHe8Jq7wtsJtLFHYSU6tVt9nS/tRqp//Go1GVKriHyIiIgIw133/2/bt2wFuazN4J4Xt/s6ePXvbfYW3VapUqchxWdr6D8DFz1zqYa1k26XRjZUkC8tl7MlD1QfgrvMiIfMiuy6tsXU4duVyqvl7eNid7y+8vXA7e2So15fcPl+gqHVozq7DedFTkHvF1mFJks15ewnGjlGx+E/BxGcEfn6QnGJelXLgUIUvZ5qIj7e/52ypbCiKgiE3+65fBTlZ97y/tL+skU9cunQJgNDQ0Nvu8/DwwMvLi5iYGIv3X7iSeFHyQHthcc12UZw9e/aOs8r306ZNG0JDQ1mxYgUjR46kbt26gLl8ZPbs2Wg0GgYMGHB9+9TUVNLS0vD29sbHx+f67QMHDuS7777j119/ZdCgQQQGBl7fz5w5cwDo0aNHkeMqSTcSq5eRNPIFjcCQlENBTBa6UDer7Nda9BoXetUZwR+RM1h4dA4PVC36OJd3vtdO0fNR0KD+7fefj7p1O3tlrNGZnIHf4rxsIurYfTjPf5zcgd+iuNvPQkuSZCsuLoJHH4FBA2DdevjjT4XzUfDnQli0WKFjB4Vhjwjqyg4mFYaiKKx5pR8px/fZOpS78q8XQZdPlpboAt/CJhd3u2DR1dWVpKQki/Z9+vRpvv/+e7y9vRkxYoTFMZa1IifbkydPvuX/Bw4cuO22QkajkaioKI4ePWpRNxKNRsO0adN46qmneOyxx+jduzdubm6sWbOGmJgYXnjhheslIgDz5s1j5syZTJo06Xo7QjC/q3r11VeZNm0affv2pUuXLuh0OjZt2kRsbCyPPPIIbdq0KXJc1ki286+mYcjLQePkbMFeborFWYNzfR9yDl8ma1+S3SXbAP3rjWHh0a85kriLk8kHqePf1NYh2YXGjSA4yHwx5PRpt15AZTIpzJ2nEBxs3s7emUJbkvPIXPSLn0Z9+QzOfzxKzsBvUXyr2zo0SbILOp15Vcoe3WHPXnPSvXcfrN8I6zcqNGmsMGyo+VqNinwxZUUhirlOh3RDXFwcL7/8MiaTiWnTpuHl5WXrkIqsyMn2kiVLrv9bCEF0dPR9e13Xrl2bV1991aLAWrduzW+//caXX37J6tWrKSgooEaNGjz//PP07du3yPsZMWIElSpV4vvvv2flypUYjUZq1KjB+PHjGTp0aLFiKmx/bEmyrXX1QKN3wZCbTc7lBNxD7lJDUAwuzQPIOXyZ7P3JeA8IL/H+rM3PJYiOYf1Yd24hi47O4c1OX9s6JLugVgsmTYApUxUmT1EYMZxbupHs2AnT3hb21W/7Hkz+dcgZ9jvOi59ClXYBl/nDyen/FaYQ+eZKkgoJIWjVElq1FJw5qzB/gcLadXDoMBw6rBAaCo8MgR7dwMnJMf72peIRQtDlk6UY83Luuo2Xlxfp6ellF9S/qJ2cS9y2srA5xd26g2RlZV3fpqji4+OZMGEC6enpTJ8+nebNm5coxrImlCIW6BSu2KgoCqNGjeLBBx+8a59ErVZLQEBAseqh7VVaWtr1fx83Cn7O1xAqTEzSF79y+6+xD3Il5hwPf7iQwEZtSxxbxooLXJywBX09b2r+3afE+7MWb2/v6+N29vJRxi97GJVQM3fIbgLdKts4OvuxeYvCjFkKCYk3bgsOhknPCPtr+1cUOWk4LxmPOiESRaMnt/enGMM73f9xJXDzuSYVjRwzy5TGuCUnKyxcrLBsOWRey0u8PGFAfxjQT+Dj44DPAzeR51rxlYcx++qrr/j5559599136dKlyy33Xblyha5du9KwYUO+/fbbIu0vLi6OiRMnkpyczPvvv0/79u1v28aW4+btff/2xkW+erFly5a0bNmSVq1aMWDAALp163b9tn9/NW3atFwk2v9WkjISsH7dtksLc+/u3JPpGK/m32dr26jh24Cmwe0wKUaWHpdLuN+sQ3vBTzcNyScfwh+/ll2inZOj0K6jiXYdTeTkWOGCLWdvcob8iKHagwhDLvplz6I5LFs/StLd+PsLnhmnYvECwXOTBEGBkJ4BP/4Mgx5ReG+6iVOn5cWUkmNp2tT8qebu3btvu6/wtptXHL+XuLg4JkyYQHJyMtOmTbtjou0ILOpG0qpVK8LD71+2cOjQIZYuXWrJIezSjWTbsmToRkeSOKvEow1yQRvqBiaF7IP212+70KAG4wBYeepXsvLv3Du9orq5VKRxI8cpHbkrrQu5/WZRUH8AQjGiX/82ui0fg2LpW1RJKv9cXARDBwv+mCd4e6qgXl0oKIDV/8CYpxUmPGti4yYFg0Em3pL9a9GiBZUqVWLNmjWcPn36+u1ZWVn8+OOPqNVqevXqdf329PR0Lly4cFv5zM2J9rvvvkvHjh3L6CewPou6kbz++usMHDjwvu9MFi5cyKJFi+jfv78lh7E7JWn9B+Bs5ZltAJfm/mRcyiR7X5LdrSRZqGXlzlTxrMnFjDOsPDWXoQ3vvmKnVA6oteR1fQ+TZ2WcdsxAt+8HxJU48rpNB63e1tFJkt3SaASdO0HnToJjxxUWLFLYuAkij0DkEYXAQBjYH/r0Ag8PB39jLpVbGo2GN954g+eff57x48fTpUsXXF1d2bRpE3FxcYwbN+6W1SMXLFjA999/z5gxY24pT54wYQIJCQk0aNCAs2fP3rGNc1GWfbcHFrf+K0qpt8lkKnGhvT0pcRmJlRe2AXBt4U/G0iiy9yVbbZ/WphIqhjR8hv9te4lFR+fQv94YdGonW4cllSYhKGg9AcWjMk5rpqA9/Teqqwnk9JsFLnbe01CS7ED9eoL69QQTxyssXW6u605MNPfr/uEn6NZVYfBAQXhY+XmNlcqP5s2bM2fOHL799lvWr19PQUEB4eHhPP3003Tv3r1I+0hISADMK33fbbXvcp9sF8WlS5eKfcWpPVOVoBsJWL9mG27UbWcfTEYxmBCaUl2nyGIPVx/Mzwc+JiU7nnVnF9Kz9nBbhySVAUO9vpjcg3Be/izq+EO4/D6MnIFzULxL3o1HkioCf3/B2DGCkY8rrNsACxYqnD0Hy/+C5X8ptGiuMGSQoE1r2TpQsi/169fn888/v+92Y8eOvWPSvGvXrlKIyjaKnGzPnDnzlv+fPHnyttsKFfbZ3rdvH23blrzrhr0oaRnJjWQ7wSrxAOhre6Fy02LKLCD3VDrO9e1z1lCr1jG4wXi+3jOV+Udm0a3mMNQqx1lqVbKcKbQl2cN+w3npeFQZl3D5/VFy+3yJMdRxVv+SJFtzchL06gE9u5vbBS5YpLBtO+zbD/v2K4SEQP++0LunLDGRJHtTrGRbCIGiKAghOHHiBCdOnLjnY3x9fXnppZdKHKS9UGEunTFZeI1K4QWSuenJGAvyUWt1JY5JqFW4NPUjc2s82fuS7DbZBuhV+3HmHf6c2Cvn2Ra9kg5hRe+XXl45Owu2bRLlot3TvSi+1cl59A/0SyeYWwPOn0S7FeZZi7WrBc7OMjmQpKIQQtC0CTRtIoiPV1i8VOGvlRAXB7O/VvjuB3j4IYWB/QV15OqUkmQXipxsT58+HTDXar/xxhs0b96cwYMH33Hbwj7bTZo0QacreUJpL0pas+3k6YNKo8NkyCcnNQm3QOv0nHZpEUDm1niy9iXhO6qOVfZZGpy1rvSv+yRzD/2PPyJn0r5an3JV0+9ojMYb7xoPRypEtKBUu6EoLr7kDPkZpzVvIo5tvHGHyUgpV7RJUrkUHCyY+IzgydEK69bD4qUKZ87Cqr9h1d8KdeuYk+6HOsmFciTJlor8CjdgwIDr/16yZAnt27e/5baKoLDowdJkWwiBi18wmQnRZKfEWS3Zdm3hD0D2fvu9SLJQ/3pPsuDobM5cjmR/3GZaVOpo65AqJPOCOjf+/8prEBykMGkCpdvnW6snr+cnGNy/g1Xmm/R/PQf9PwC9R+kdV5LKMWdnQZ/e0LsXHDsOi5cobNwMJ07Cex8ozJgNvXoo9O8nqBQik25JKmsWXU03d+5ch7kC1JoKB8vSmm24qW472Tq9tgGcm/qDWlAQk0V+TKbV9lsaPPW+9Ko9EoC5Bz8tUlcbybo2b1GYMlWhenX4epZgzSrB17ME4eHmJeQ3bynl34kQFEQ8df2/mou7cPl9GCLtQukeV5LKOSEEDeoL/jtFxeI/BePGCgID4coV+H0+DBuu8J/XTezYqdzyyZYkSaXLPltX2KmSlpEAuAaGApCZeKnE8RRSu2lxbugLQNbOxPtsbXtDG05Aq3biWNIeDsZvs3U4FYrRqDBztkLbNjB9mvmF2cXF/H36NEHbNjDzq7J9ITa5BaJKi8Llt2Goo7eX2XElqTzz9haMGC748zfBB+8LWkaAosDOXfDqZIVhwxV++VXh8mWZdEtSabOoULJz585F3lYIwbp16yw5jN1Rl7D1H4BbsLmRe2ZCdMkDunm/bQLJOZRC5s4EvIdUt+q+rc3XJZBetR9n6fHv+fXQ/2gW8qCtQ6owDkdCfAJMfUvc1iZMpRKMGA7jJyocjoRmTcsmppxHfkH/zyTUCZHoFz9NfruXKGjxJMh6fkkqMbVa0K4ttGsriIlRWLJcYeUq8/PAN98pfP8jtHtAoW9vQUQL2T5QkkqDRcl2bGysteNwCDcv164oluUCbkFVAciMv2i9wADXtkEkf3WMrJ0J1zvG2LNhDSex8uRcIhN2cSh+O02CH7B1SBXC5VTz9/C7tLkuvL1wu7KguPiRM/QXnNa/g/bYYpy2foIq8Sh53d4DrUvZBSJJ5VzlyoJnJwjGPmlemXL5CoUjR2HzFnN5WXAQ9OkNPXuAn699v4ZIkiOxqIzk5MmTd/w6ceIEGzZs4J133sHPz48xY8Zw8uRJa8dsMzcPlqWz225BpTOz7RoRABpBQWwWBRftu24bwM81mB61HgNg7sH/2TiaisP3WmfI81F3vr/wdt9S7iD5704oRqEjr+s0ch96C0WlQXv6b5x/fxSRbr1yK0mSzPR6QY/ugq9mqvj5B8HggeDmemO2e9AQhTfeMrF7j4LJ0l63kiRdZ9WabSEEISEhDB06lDlz5vDLL7/w559/WvMQNmWNZNs9uBoA2cmxmAwFJQ3pOpWLFpcmfgBk7rTeojmlaVijZ9GotBxO2EFkwk5bh1MhNG4EwUEwd97tL6Imk8LceQrBwebtSsvmLQqjx9z4/yuvmS/c2rwVDE0eI2fIT5hc/FCnnMZl3hDUF2RdvySVlurhgheeU7F0keDN1wUNG4DRBFu2wsuvKjzymMLPcxVSZG23JFms1C6QrF+/Po0aNWLu3LmldYgyd/N6h5Ym23pvf9ROehSTiawk65bjuLYNAiDLQZLtALdKdK/1KAA/HfhQdiYpA2q1YNIEwY6dMHmKwtFjCtnZ5u+Tpyjs2AmTnhGl1m+7KJ1QTJWakzN8IcagRoi8DPSLn0a7ew4oJblaQpKke7l5tvuXHwSDB4Gbm3m2+9vvzbPdk980sXWbgsEgn6slqThKtRuJj48PFy9atzbZlqwxsy2EuKlu+0JJQ7qFWxtzsp25I8FhEtfhjV9Aq3YiMmEX++M22zqcCqFDe8G0twXnzpkvhuzaU2H8RIXzUTDtbVFqfbaL0wlFcQ8kZ+hcChoMRqDgtP1z9EsnQE56qcQmSdIN4eGCF55VsXSh4M3JN2a7t243v0kfMERh1lcmoi44xuuMJNlaqSXb6enpHDhwAHd399I6RJm7OQUpSa/twrrtqwnWfSPi0twfoVNhSMwhP+qqVfddWvxdQ+hTZxQAP+yf7jBvEhxdh/aCn76/8f9PPoQ/fi29RBtudEIZMfxunVAE8fHm7QDQ6Mjr+i65Xd5FUevQRG3GZd5gVAlHSy1GSZJu0OsFPbqZZ7vn/iR49BHw9oa0NHPf7hGjFcZNMLHsL4XMTPncLUl3Y1E3kr179971vuzsbKKiovj9999JTU1l2LBhFgdnb1QCBAoKomTt/wpntq18kaRKr8GlmT9ZuxLJ3JGAU7hjrMj3aKNnWXXqV06nHGZ79GraVetp65AqBHOpiPkFsnGj0isdKWRpJxRDw8GYAuuh/+sFVBmXcJ7/GHmd3sTQcGjpBStJ0i3CqpmXhh83VmHnLli5WmHnTvOKlceOK3w5Ezp2UOjVQ9CksWwhKEk3syjZHjFixH1byymKQkREBC+//LJFgdkrNWAATAq3TnUXw/Ve21Zu/wfg2iaIrF2JZO1MwPfxWlbff2nwdvZnYL2x/Bb5BT8d+JA2VbqhVqnv/0DJodzcCaVB/dvvv1cnFFNAPbKHL0T/zxtozq1Hv+7/KIjdjzL481KLV5Kk22k0ggfbwYPtBJcvK/yzFlatVrgQDf+sgX/WmC+y7tUDHhlqxFlv64glW1i9ejWHDx/m5MmTnDt3joKCAqZMmULv3r2LtR+TycSiRYtYunQpMTExODs707x5c8aNG0eVKlVKKXrrsyjZ7t+//12Tba1Wi7+/PxEREbRu3bpEwdkja6wiWVoz2wBubYNI+uwwWbsco992oSENn2HZyR+5kH6KTVFL6Vx9kK1Dkqzs5k4o06fdOvNVpE4oeg9y+85Au+8HdNs+Q3viLwxfn0LV/WNM/o7xxlKSyhNfX8Fjw+DRR+D4CfNs97r1EB8P3/2g8P2P6bRoDr16mBN0JyfHeD2SSm7OnDkkJCTg5eWFr68vCQmWNW748MMPWbZsGWFhYQwePJi0tDTWrVvH7t27+fbbbwkLu8tHpXbGomT7gw8+sHYcDqMw2S5Jzbb79Qsko62eEDs38UPo1RiSc8k7nY6+trfV9l2a3J28eKThRH7YP50f93/Ag9V6o1M72TosyYrMnVDMXUcmT1EYMdxcOnI+ypyA79hpvkDznuUsQlAQMQZjcCP0K19GlXwa59+GktfxNQyNhslVJyXJBoQQ1K8H9esJnpuosGkLrFylcPAQ7N0He/cpuLnBQ50UunURNGqIw0wESZZ54403CA0NJTg4mF9++YXZs2cXex/79+9n2bJlNGnShC+//BKdTgdAjx49eO655/joo4/46quvrB16qSjVbiTlkTVmtl0DKwNQkH2V/Mz0koZ0C5WTGtdrXUmubo6z6r5L24B6T+HrHEhC5iWWn/jJ1uFIpcBanVBMlSPIHrEUUaszwpiHfv076P96TnYrkSQb0+sF3bsKZnyu4u+VXoweCQEBkJkJy/+Cic8pDH1M4bsfTFyKkRdVllctW7YkODi4RPtYtmwZAOPGjbueaANERETQqlUrDh486DAd70qcbCclJfHPP/8wd+5c5s6dyz///ENiYqI1YrNLhZXEJUm2NXoXnH0CAciMs34piXv7EPO+NzlWsu2sdWVUs1cBmHf4czLzMmwckVQarNYJxcUH9fC55HV4DUWlRXN2HS6/DkQVs8+6AUuSZJHQymqeelLFgt8Fn/9P0KMbODuby0x++gUefVzh6WdMLFqikJ4uE2/pVgcOHMDZ2ZlGjW6vLSwsUz5w4EBZh2URi8pIABITE3nvvfdYv349JtOtqacQgs6dO/Pmm28SFBRU4iDtiepaA4eSlJEAuAVXJSc1kasJ0fjWbmKFyG5w7xhC/NuQtScRU3YBKhetVfdfmrrVfIRFx+YQnX6a3yNnMDZiiq1DKrecnQXbNtnmo1xrdUIRKhUFzUdjrByBfuVLqNIv4rxgFPmtJ1DQajzIC20lyebUakGL5tCiueDlFxW2bDNfSLl3n7nW+/gJczeTNq3NZSZt25Tf+m5FgXutHZ1nUsi34fsOLfZRjZeTk0NKSgrVq1dHrb79eTw0NBSAS5culXVoFrEo2U5MTGTYsGHEx8fj7OzMAw88QKVKlVAUhfj4eLZt28batWs5cuQI8+fPJzAw0Npx28yNMpIbyYIl3IKqknxsD5lW7rUNoAv3QBvqRsGlTDJ3JuLRubLVj1Fa1CoNY1tMYcq6kSw+/i19644m0M1x4pdswxRYn+zHF+O0/h20J5bjtHMmmou7yO35MYp7+XrDL0mOTK8XdH0Yuj5s7mayboM58T59BrZth23bzfXdnToqdO9avuq7FQW+ylcTbbpHUUFCFuaU1zaqqUyM1xltnnBnZmYC4Orqesf7C2/Pysoqs5hKwqIyks8++4z4+Hj69OnDxo0bmTlzJpMnT+aNN95gxowZbNq0iX79+pGQkMDnn39u5ZBt63qyXcJ3ntfb/5VCRxIhxI1Sks3WXRK+LLQK7UKjoDYUGPP4cX/FvRhXKiadK3k9PiS3+wcoWhfUsftwmdsf9dn1to5MkqQ78PUVPDJE8MO3Kn75UfD4YxDgb67v/mvFtfruRxW+/d5EdHT5KDMpH28bpOKyaGZ7y5YtVK5cmQ8++OCO0/uenp68//777N+/n02bNpU0RrtijZptuKn9Xyn02gZw6xhC6rzTDneRJJjfLDwd8V8m/dWDdecW0r/ek9Txb2brsCQHYajXD2NwY/QrX0addBzn5ZMoaDCYvI6vg+7OsySSJNlWeJhg/NOCp59SOHQY/v5HYeNm86qzP8+Fn+cq1Kyh8HBnQedOEBTkeGmrEDBeZ6TgHoWoXl5epKenl11Q/2IvZSRubm7A3WeuC2+/28y3vbFoZjs7O5vGjRvfMdEupFarady4MTk5ORYHZ4+s0foPbizZXhoz22Dut41GkB91lbwLjrF0+83q+DelS40hAMze/V+5jLtULIp3NXKG/U5+8ydQEGiPLsRlbn958aQk2TmVStCsqeCN11X8tUTwf28J2rYGtRrOnIWv5igMHqbwzCQTCxcrpKY61muDEKC7x5eTStzz/tL+sodEG8DZ2Rk/Pz/i4uIwGm/PuAprtQtrt+2dRcl2eHg4SUlJ990uKSmJ8PBwSw5ht6zR+g/APdg8s52dHIvJcK/LJSyjdtfh2iIAgMwtjldKAjCmxZvoNS4cT9rHhvNLbB2O5Gg0OvI7vErukJ8wuQejyojB+c+R6LZ8DIZ8W0cnSdJ96PWChzsLPvpAxfLFgldfETRrak4IjxyFz79U6D9Y4fmXTKxYqXDlqmMl3tK9NW3alJycHCIjI2+7b9euXQA0a+YYn3pblGyPGjWKffv2sXXr1rtus23bNvbt28fIkSMtDs4eqa5dFFnSZFvvHYBap0cxmchKiil5YHfgdq1u+6qDtQAs5OcSxKONngPgu33TyDVk2zgiyREZQ1uSPXI5BfUHIlDQ7fsB53mDUSWdsHVokiQVkaenoG9vwZefqViyQPDcJEG9umAywf4D8MHHCn0HKLz2hom16xVycmTi7SjS09O5cOHCbeUz/fv3B8yrURYU3JiU3Lt3L7t376Zp06YOs2S7RTXbERERPPbYYzzzzDP07NmTnj17EhJiTuzi4uJYtWoVq1evZvjw4bRs2ZK4uFuTvcJtHVFhx7KSJttCCNyCqpBx8TSZ8dG4h1h/yVH3jiEkfnSQrB0JmPKNqHSO1wZtcINxrDr9K4mZMcyPnMWoZv+xdUiSFZR520EnN/K6vYeh+kM4rf0v6stncP7tEfLbTqKgxZOgsrgLqiRJZczPTzB0MAwdLIiNU9iwEdatVzh3HrbvgO07FPR6eKCNuca7VUvQ6eykPqKCWLZsGYcPHwbg3LlzACxfvvx6X+wOHTrQoUMHABYsWMD333/PmDFjGDt27PV9NG/enL59+7J8+XJGjhxJ27Ztry/X7urqyquvvlrGP5XlLHqFeeihhxBCoCgKf/31F3/99ddt2yiKwrx585g3b94ttwshOH78uGXR2gFr1WwD15Ptq/HRlGydpTvT1/NB46/HkJxL9u5E3B50vDc5Thpnno74L+9ufJr5R2bRteZQgt2r2josyUEZa3QmJ6QJTmunojm3Hqdtn6E5t9HcwcRbnleS5GgqhQhGDIcRwwXnoxTWb1BYtx5i42D9Rli/UcHVFdq1VejUURDRovz28LYnhw8fZtWqVbfcFhkZeb0kJDg4+HqyfS+vv/46NWrUYOnSpSxYsABnZ2fatWvH+PHjHWZWG0AoFlx5NmLEiBIddO7cuSV6fFlKS0u75f/f5Kk5Z1LxqNZAE03JPqba/+3bnFw8h9r9nqLF+HdKtK+7ifnPDtLmn8V3dG1C3mlVKsf4N29v79vGrSQUReHVv4dwMH4bbUK78m6XX6y2b3th7TGrKCwZt5wchS49zH+7O/p3wMWUgqJxJv/Blyho8hiIEi+sa9fkuWYZOW7FZ6sxUxSFU6dg7QaFDRsgOeXGfS4u8EBb6NhB0Lql/SXe8jyzjC3Hzdvb+77bWDSz7UjJsrVZq/UfgGdoDQCuXDpjhb3dmUfXUNLmn+XKmksEv93SIRcHEEIwqc37jFvamZ2X1rDz4hraVOlq67CkciD7sT/RbX4DzaVdOG18D82pVeR2eRfFt7qtQ5MkyUJCCOrUgTp1BBPHKxw9Bps2K2zaDEnJsHYdrF2n4KyHtm0UOnYQtGltviBTkkpD+Z7CKQXWLCPxrFILgIyLp62wtztzezAY4ayhIC6b3GOppXac0lbVqxaD6o8DYNauKeQZyldLSck2FPcgcgd/T27nqSg6V9RxB3H5dQDa3XPAaP0uQZIklS2VStCooeC5SSoWzhd8PUvwyFAIDIScXHOpyVv/p9C7v8KUqSbWb1DIzpYXV0rWJZPtYrJW6z8Aj9CaAGSnxFOQVTq9sFV6De7tzRXhV9ZcKpVjlJXHm7yIv2sICZkX+SNyhq3DkcoLocLQeBjZo/7CUO1BhLEAp+2f4/zbI6gSj9k6OkmSrESlEjSoL3h2goqFfwi+/Vrw2DAIDobcXNi0Gaa+Y06833jL3NVEJt6SNchku5huJNsl/7jJyd0Lvbe5F3ZGzNkS7+9uPLqam75fWevYybaz1pVnWr4NwB+RM7mYXnrlN1LFo7gHkztgDrk9PkLRe6FOPoHzb4+g2/opFOTaOjxJkqxICEHdOoIJ41X8+Zvguznm5eIrhUB+PmzZCm+/q9C7n8Krk819vNPSZeItWUYm28WkvpZjW2NmG8Czinl2+8rF0ksc3TtXBpUg91ga+TGZpXacsvBgtd60rPwQBaZ8Pt/xH0yKtX4TkgQIgaFuH7JHr6Cgdg+EYkS391tcfh2AKna/raOTJKkUCCGoU1sw/mkVf8wT/PitYOTjEBoK+QWwY6e5j3e/gQoTnzMxf4FCXLxMvKWik8l2MV2v2bbS31lhsl2addsaHz0uLfwBx5/dFkLwXJsP0GuciUzYxT9n/rB1SFI5pLj4ktfrU3L6zsTk6o8q7QIu8x/Had3/QW6GrcOTJKmUCCGoWVPw9FMqfvtF8MsPgqeeFNSqZV5A53AkzJilMPRRhdFjTHz/o4kzZxUsaOwmVSAy2S4ma9Zsw4267YxS7EgCN5WSOHjdNkCQexVGN3sNgDl73iYtJ9nGEUmOxHjTO+XDkcot/79t2xqdyR61goIGgwHQRs7H5adeaI4vB/niKknlmhCC8HDB6JGCH74x13k//6ygaRNQqeDsOfjxZ3jiKYWhjynMmGXi0OF7P6dIFVORku24uLjbltGsqKydbHteS7avXCq9mm24kWxn7U7EmJFfqscqCwPqPUVN30Zk5mcwa9cUW4cjOYjNWxRGj7nx/1deg2HDFTZvuceLo96DvK7vkj3kZ0w+1VFlX0b/92voFz6BSD1f+kFLkmQXgoIEQwYJZnyuYvliwRuvCR58AHQ6iI+H+Qtg0vPmcpPpH5nYvkMhL08m3lIRk+3OnTvz0UcfXf//5MmTWbhwYakFZc/UmP9wrNH6D260/8tMiMaYX3oXYTlV88CplhcYFK6sc/zZbbVKw0sPfIJKqNgUtYzt0X/bOiTJzm3eojBlqkL16vD1LMGaVeY2YOHhMGXqfRJuwBTakuwRi8lr9yKKRo/m0m5cfumPbtvnUCBbUUpSReLlJejZQzD9PRUrlwnee1fQvRu4u0N6BqxcBa+9odCrn8LkN80XWF6+LBPviqpIybai3FqPtGTJEvbvr5gXC1l7Zlvv7Y/OzRPFZOJKbOnOknn2NC9tmrEiulSPU1Zq+jViaMOJAHyx41Wu5MlVt6Q7MxoVZs5WaNsGpk8zt/9ycTF/nz5N0LYNzPyqCB//qnUUtHza3CYwvCPCVIBuzxxcfu6D+vymMvlZJEmyL87Ogg4PCqZMVvHXEsEXnwoGDYAAf3NLwa3br11gOUhh7DMmfvpF4cwZWeddkRQp2XZ3dyc+Pr60Y3EI1k62hRB4FF4kGV16F0kCePapBkDmljiM6XmleqyyMrLJy1TxqklqThKzd71l63AkO3U4EuITYMRwgUp1a9tOlUowYrggPt68XVEonpXJ7TebnL4zMLkFoboSi/PSZ9AvfxZxVT5XSlJFpdEImjcTvPi8ikV/Cn74VjDmCUGd2ub7T5yA735QeGKswqBHFD75zMTOXbLcpLwr0nLtDRs2ZNeuXUyePJlKlSoBcPLkSWbOnHnfxwohmDhxYsmitCOFrf+sVUYC5rrtlOP7SnXZdgB9TS/0dbzIPZlOxppL+AytUarHKws6jZ5X2n3OCyv7sO7cQjqG9aW1XMpd+pfL1xZPDQ+78/2Ft18uziKrQmCs8TDZVdqg2zkb7YGf0Zxdh/rCdvJbPU1Bs9Gg1ZckbEmSHJgQglo1oVZNeGKUICVFYecu2L5TYe8+SEqCpctg6TIFvR4imit0eTiXxo0UfH3l0vHlSZGS7Zdffpnx48ezZMmS67edOHGCEydO3Pex5S3Zvj6zbcU3oTeWbS/9RVo8e1cj9+QhMv66UC6SbYB6Ac0ZVH8cC45+xWfb/8O3gRF4OHnbOizJjvj6mL+fj4IG9W+//3zUrdsVi86V/A7/wVCvH04b3kEdux+n7V+gPbKQvPavYqzZBYR84ZSkis7PT9CnN/TpLcjLU9h/AHbsVNi+A5JTzOUmW7dnAVC3jsIDbQWtW5mT9X9/Iic5liIl2/Xr1+fvv//myJEjJCQk8Prrr9O8eXMGDx5c2vHZHWuXkUDZtf8DcylJ4ieHyNwWjyE1F41P+Zh5G93sVXZdWsuljLPM2DGZNzt9beuQJDvSuBEEB8HceQrTp936wmUyKcydpxAcbN7OUib/WuQMnYvm1Cp0Wz4xl5aseB5DaCvyO07G5F/bCj+JJEnlgZOT+VqRtm0EL7+ocOasefGcXbtVHD1m5MRJOHFS4bsfwMcbWrVUaN1KEBEBHu4y8XY0QrGgQr9OnToMGDCA6dOnl0ZMdiUt7daL7tYVqFhrUNNSbWSQzjopd2ZiDMtGt0Sl0fLI0nOo1EV6D2SxMz1XkHs0lUrTW+MzvJbV9+/t7X3buJWFk8kHeW5Fb0yKkTc6fMVD1QeUeQyWstWYObrijFthN5K2bcy12+Fh5hntufMUduyEaW8LOrS30otYQTa6Pd+h3fcDwpiHIlQUNHqE/LbPgrNtP3WR55pl5LgVnxyz4vP29ubM2VR27YLtOxT2HYCcm5odqVRQvx60bmWe9a5ZQ856g23PNW/v+z+nW5Rsx8bG4uLiUqQDOLp///I2Fqj426CmhdrEEJ11KrcVk4n5A2tizMuhz7db8KhcuuUdybOPkvDBAVwfCCL8d+vXN9vypP/l4Cf8cvAT3HSefDtgI/6uITaJo7jki5Jlijtum7cozJilkJB447bgYJj0jBUT7ZuIjFictnyM5sw/AChOnuS3fZaCxo+AqnTfVN+NPNcsI8et+OSYFd+/x6ygQCHyCOzarbBzN1y4cOv2vj7QqiW0aiWIaFFxZ73LZbL9b2lpaSQlJSGEwN/fv1wl4f/+5W0uULHKoKaZ2sQjVkq2AVY/153UM5G0n/I9oQ/0sNp+7yT/4lVOtVsCKkGdvYPR+jtbdf+2POkNpgKeX9GHUymHaBr8IB92n49K2P9CqfJFyTKWjFtmponuvc3//uRDiGghUKtL9wVKfXE3uk3vo04xdxwy+tYgv/1/MFZ7sMzrueW5Zhk5bsUnx6z47jdmCQkKu3bDrj0K+/dDzk3Lc6hVUL++eda7TSuoUcN83VxFYO/JdommVn7//Xfmzp1LVFTULbeHh4fz+OOP8+ijj5Zk93ap8NMaa9Zsg7luO/VMJBkXT5d6sq2r4o5zEz9yDqWQseICfk/ULdXjlSWNSsvrHWYyfmkXDsZvZcGR2TzSaJKtw5LsiDmxNs8xNG5U+ok2gLFKK3IeX4TmyAKctn+B+vJZnJeMwxDamvz2r2AKvMNVm5IkSf8SFCTo3w/69xPk55tnvXfuVti9Gy5EQ+QRiDyi8M135lnvFi0UWrYQtGiO7HBiQxYl2yaTiRdeeIG1a9eiKAoeHh6EhJg/ro+Pj+fcuXO888477Ny5ky+++KJcvbNSX/tuzdZ/AF7V6gCQduG4lfd8l+P1DyPnUArpi86Xq2QbINSzBhNbT+PT7S/z/f7pNAhsRf3ACFuHJVV0Kg2Gxo9iqNUD3Z5v0B76Fc2lXWjmDaagbh/yH3gexaOSraOUJMlB6HTmJLpFc8GzEyA+XmHXHnPJyf4D5lam/6yBf9aYJxdqVFeIaAEtIwSNGpov0pTKhkXJ9vz581mzZg1hYWG8+uqrdOrU6Zb7N23axEcffcTatWuZP38+w4YNs0qw9qA0Wv8B+FRvAEDa2aPW3fFdePULI37aPnIiL5N7Kh19ba8yOW5Z6VHrMQ7Gb2Pj+SW8t2k8X/dfJ9sBSvbB2Yv8Dq9S0OQxdNu/QHtyBdoTf6E5/Q8FTR8nv+U40HvYOkpJkhxMcLBgQD8YcG3W+8hR2LtPYc8+OH0azp4zf/0+X0GngyaNFVo0F7SMgOrhFafkxBYsKmZdvHgxbm5uzJ0797ZEG6Bjx478/PPPuLi4sGjRohIHaU9U1z5+tnYZife1ZPtqXBT5WVesvPfbaXz1eDxUGYC0hedK/XhlTQjBC20/opJHGElZsXy89QW5NK5kVxTPyuT1/JjsxxZgqNwSYcxHt+8HXH/oivbAz2DMt3WIkiQ5KJ3OvJLl+KdV/PCNir+WCqa+JejZA/z9ID8f9uyF2V8rjB6j0H+Qwrvvm/h7jcLly/K10tosSrbPnj1L69at8fPzu+s2/v7+tGnThrNnz1ocnD0qLCOxdrKt9/TFJcD8EXLauWNW3vudeQ2uDkD6kvMoBmv/RLbnqnNnSsc5aFU6dl78hyXHv7N1SJJ0G1NQA3KH/ERO/68w+lZH5GbgtOkDXH7qjebEClDK39+mJElly9tL0KWz4I3XVCxeIJj7k+C5iYI2rUGvv1FyMu19hX6DFEaNMTHrKxN79sql5K2hVHtPlcePJArfnVi7ZhvAp3pDspNiSTt3lMBGbUrhCLdyf6gSam8nDEk5ZG6Lx71j+asXrenXiHEtpzJz15t8s/cd6gdGUNuvia3DkqRbCYExvCM51dqhObYE3Y4ZqDIuoV/9H4x7viH/gecxVn9IrkQpSVKJCSEIqwZh1WDoEHPJydFj10pO9sLpM3DunPmrsOSkYQOF5s0EzZpCndqg0cjnouKwaGY7LCyM3bt337PNSmpqKrt27SIsLMzi4OxRaawgWcinRkMAUs8dKYW9306lU+PVz/z7KY+lJIX61X2SdlV7YjAVMG3jODLzS79MR5IsotJgaDiE7Cf/Ju+B51Gc3FFfPoPz8kk4/z4MdfR2kOVQkiRZkU4naNZUMG6siu+/UbF8ieD/3hL06gkB/uaSk/0H4JvvFMZPVOjZV+HV10388afCmTMKJmtfxFYOWZRsDxgwgKtXr/LEE0+wZ8+e2+7fvXs3Tz75JJmZmQwcOLDEQdoTdSm1/oMbddupZ8sm2QbwvlZKcuWfixgzymeNqBCCl9t9SqBbZeKvRvPZ9ldk/XYF5uws2LZJxbZNKpyd7XR2RutCQavxZI1ZS37LcShaF9QJkTgvegrnBaNQxR6wdYSSJJVT3l6ChzsLJr+qYtGfgnk/C156QdCxPXh4QHY27NgFM2crPDFWoXd/hSn/NbF4qUJ0tCJfX+/AokVtjEYjzzzzDFu2bEEIgZ+fH5UqVUIIQUxMDCkpKSiKQocOHfjqq69Qqex/UZG7+ffs/XGj4Od8DaHCxCS9dYtJsi8nsOTxZgiViqGLTqPRu1h1/3eiKApnuvxF3ul0Qt5vje/jJV++3V4XMjietJ8XV/bDqBiY2GoaA+o/ZeuQrrPXMbN3FWXcRFYK2j3foI38A2EsAMAQ1p78B57HFFCvWPuqKGNmbXLcik+OWfHZ+5iZTArnzsG+A3DgoMKhw7cuJw/g6wvNm0KzZoLmTc1dUkqbvS9qY/EKkiaTiZ9++om5c+cSHx9/y30hISE8/vjjjB492qETbbg92T5pFPyYr6GSMPGclZNtRVFYPLwJuWnJdPv0L/zqNrfq/u8m+ZtjJEzbj76BDzVW9ipxrb09P1ksPDqHr/dMRSXUfNhtPk1D2tk6JMC+x8yeVbRxE1fj0e36Cs3RxQjF/PxjqNmV/NYTMPnXLtI+KtqYWYsct+KTY1Z8jjZmBoPCyVPmMpMDBxWOHIH8glu3CQ6+kXw3awp+pbC4TrlNtm8WHx9PUlISAAEBAQQHB5d0l3bj37+800bB9/kagoXCC3qD1Y+38a3Hidu3gYiJ06nVe5TV938nhtRcTrZaiJJnovpfPXFpfPcuM0Vhz08WiqLw4ZZnWXduIe5O3szu+zfB7lVtHZZdj5k9q6jjJtIuoNs5C83JlYhr7UgN1TuT32bCfWe6K+qYlZQct+KTY1Z8jj5meXkKx47D/gMKBw7C8eNg/FfdbWgoNGkETRoLmjSBwICSJ9/2nmxbpRtJcHBwuUqw76W0Wv8V8q7RkLh9G8rsIkkAjY8ez57VSF9yntRfT5c42bZnQghefOBjLmac4XTKYf67bjRf9l6Bs9bV1qFJUpEp3tXI6/kxBS2fRrv7KzSn/kZzbj2ac+sxhHcyz3QHNbB1mJIkVTBOTubZ62ZNzQl0drbC4Uhz8r3/gHlRnUuXzF9/rTRPFAQHK+bku4mgSWMICS5/3exKtfVfeVSarf/g5pUkyy7ZBvB5vBbpS86TviyK4CktUHvqyvT4ZclJ48zbnX9kwvJuRKWd4KOtz/HfTt+Vuz9uqfwz+dUkr9en5LeeiG73HDSnVqI5vxHN+Y3mmu7WEzAFN7Z1mJIkVVAuLuZe3m1am19fr1xViDwChw6Zk/DTpyE+3vy1+h9z8h3gD40bKzRpLGja2DwT7uivz3adbEdGRjJjxgwOHTpEQUEBNWrUYNSoUfTp08ei/RUUFDB48GBOnjxJWFgYf//9d7H3UZqt/+BG+7/0CycxFuSj1pZN0uvSwh+n2l7knUonbfE5/J6oWybHtRV/1xD+76EfeHn1QLZeWMm8w5/zeJMXbR2WJFlE8a1OXs+PyG/9DLo9c9Cc+AtN1BY0UVswVG1nLi8JaWrrMCVJquA83AXt2kK7tjdmviOPwKHD5uT7xElISoa162DtOnPy7eN9a/JdrRqoVI6VfNttsr17927GjBmDVqulV69euLu7s2bNGl555RViY2MZP358sfc5e/ZsLl68WKK4tML8yy8opc42roGh6Nw8yc/MICP61PXku7QJIfB9vBZxb+0h9dfT+I6u4/DvJO+nfmAEz7aZzmfbX+GnAx8S7lOPtlW62TosSbKY4hNGXvcPyG/1DLo936A5vgxN9DY00dswVmpBfsuxKF59bR2mJEkSYJ75bt0KWrcy5xu5ueYFdg5HKhw8ZK75Tk2DjZtg4yZz4uXpAY0amZPvxg2hRg3bxV9UdtkqxGAwMGXKFIQQzJs3j2nTpvHaa6+xbNkyatasyYwZM7hw4UKx9nns2DG++eYbXnrppRLFpr/2PbdEe7k7IQTe1ct2cZtCXgPCEc4a8s5kkL0nqUyPbSu9aj9Ov7pPAPDB5olcSDtp44gkqeQU76rkdXuP7CdWU9BgMIpKizp2H85LxmGY1RnNyZVgsv4F3pIkSSWh1wtaNBeMeULFzC9UrF4hmPWl4KknBS2am5eWz7gCW7fBjFkKT41X6NFb4Zvvsm0d+j3ZZbK9a9cuLl68SO/evalX78aV9W5ubkyYMAGDwcDixYuLvL/8/Hxef/11GjduzOOPP16i2PTXJnsLEBhLaXbbp0bZL24DoPbQ4dWvGgCXf644Seczrd6hUVAbsgsyeWPNcFKyE2wdkiRZheIVSl7Xd8kes5b85k+gaF0g8Tj6Va/g8mMPNId/h4LSmjqQJEkqGScnQeNGgtEjBZ//T8XfKwRfzxKMf1rQtjW4uUFOLuzcVXD/ndmQXSbbhatStmt3ew/kBx544JZtimLmzJlER0fz3nvvlbg0wummf5fWS5RvrSYApJzYX0pHuMexR9cBIGP1RfJjM8v8+LagUWmZ+tB3VPIIJykrljfXPE52QcX42aWKQXEPJL/Dq2Q9tR5V59dQnL1RZcSgX/8OLt8/jHbPN5B7xdZhSpIk3ZNGI2hQX/D4Y4KPPlCxarngt18EM7/0sHVo92RRsj1z5kzWr19/3+02bNjAzJkzi73/whKRqlVv73/s6emJt7c30dHRRdpXZGQk3333Hc8++yxhYWHFjuXf1AJ01/ra5pbSzLZ/vQgA0qOOU5Bdtkmfcz0fXNsGgVHh8k8VZ3bbU+/L9K6/46X341zqUd7e8BQGk32/U5akYnP2Qt3xRbKeWk9epzcxuQejyr6M07bPcP3uIXSbP0RcibV1lJIkSUWiUgmqVBG4utj3NWYWXSA5c+ZMBgwYQOfOne+53YYNG1i0aBGTJk0q1v4zM80Jpru7+x3vd3NzIyHh/h/15+fnM3nyZOrWrcuTTz5ZrBgKubre3n/ZOS+ffBMIZ2dcNdb/cMDVtQZuQVXITLhIZvRxKrfoZPVj3EvlZ5txascq0n47S9jkNqjdi98R5U7jZu9qutbj076LmLC4B/tjN/HlrteY8vDXZXahqCOOmT2Q41Z8rl5+0G4ctHkS5dhy2PEVIvk0uv0/oT0wF+r2gNZjoZLsYHIzea4Vnxyz4pNjZhl7HrdS7UZiNBptulz7559/TnR0NIsWLUKtVt//AXeQlZV12206RQMI0rJz8VGXzvS2X53mZCZc5NKBrXjXbVkqx7gbbRtfnKp7kHfuCjE/ReL3ZPHaAOp0ujuOmyOo4labtzp9w1vrRrHq5G/46AMZ3ey1Uj+uI4+ZLclxK77bxqx6dwjvijpqC9oDP6O5uAuOr4DjKzCGNCO/+SiM1TuDyrLn0PJCnmvFJ8es+OSYWcaW46bT3X9CslQz4bNnz+LhUfw6Gjc3NwCuXr16x/szMzPvOutd6NixY/z000+MHz+e2rVrFzuGe9EXlpFYda+38q9vLiVJPlb02nRrESqB77UE+/IPJ1D+vdZqOdcq9GGeb/shAL8e+oyVp361cUSSVMqECmN4R3IH/0j2iCUU1Otv7mASdwDnv57H5cfu5hnvfJkESJIkFVeRZ7YnT558y/8PHDhw222FjEYjUVFRHD16lIcffrjYQVWrVg2A6OhoGjS4dcnhjIwM0tLSaNr03h9vnjp1CqPRyIwZM5gxY8Zt90dFRVG7dm3c3d3Zt29fseLTC0ApvZptuFG3nXLyACajAZW6bFuiew8KJ/Hjg+RfzOTKuhg8u1Up0+PbWq/aj5OcFcuvhz7jix2v4escQOsqXW0dliSVOpN/HfK6Tye/3YtoD/+G9vAfqDJicNr0PrqdMyhoMJiCxo+ieIXaOlRJkiSHUOQMbsmSJdf/LYQgOjr6vhcp1q5dm1dffbXYQUVERDBnzhy2bdtGr169brlv+/btALRsee/SimrVqjF48OA73rdw4ULc3d3p1q0bzs7OxY6vsP1fLtey7lLgWbUOWhd3CrKvkh51oswWtymkctHiM7wWybOOkvL1MTy6hpb7RW7+bVTTV0nKjGXN2T95Z+PTvNflV5qG3N4hR5LKI8UtgPwHXiC/5dNoji9Dt/9nVOnR6Pb/iHb/TxjDO1DQ5HGMVduAsMvGVpIkSXahyMn2L7/8AoCiKIwaNYoHH3yQsWPH3nFbrVZLQEAAlSpVsiioNm3aEBoayooVKxg5ciR165pLGjIzM5k9ezYajYYBAwZc3z41NZW0tDS8vb3x8fEBoFmzZjRr1uyO+1+4cCF+fn689957FsV3fWGbUpzZVqnV+NVtTvz+TSQf31vmyTaY2wCmfHec7P3JZO1KxK1NUJnHYEtCCF5q9z+u5mew8+I/vLVuJB92m0/9wAhbhyZJZUfrgqHxoxgaPYI6ajPag/PQRG9Hc34TmvObMHmHUdDkMQrq9QcnN1tHK0mSZHeKnGzfPJM8YMAAmjdvft/ZZYuD0miYNm0aTz31FI899hi9e/fGzc2NNWvWEBMTwwsvvHBLG7958+Yxc+ZMJk2axLPPPlsqMd1ML0q/ZhvMpSSFyXbtvpZ1UykJbaAL3o/UJPWXUyTPOFLhkm0w9+B+q+Mc3lo/mv2xm5i85jE+6bGQWn6NbR2aJJUtocIY3gljeCdEahTaQ7+hPb4EVVoUThvfQ7ftMwrqD6CgyWMoPuG2jlaSJMluWPTZ3/Tp0+9aomEtrVu35rfffqN58+asXr2a3377DS8vLz7++GOeeeaZUj32/dyY2S7dsorCuu3k43tL9Tj3jGF8fdAIMrfFk30w2WZx2JJOo+ftzj/QKKg12QVXee2fYZxPPWHrsCTJZhSfMPIfepOspzeT99AUTD7hiIJsdIfm4fpTL/QLn0R9eg0YZa96SZIkoShKiYohDAYD6enp5Ofn33WbkJCQkhzCptLS0m67bZtBxV8FahqpTQzXGUvt2IbcbP4cVBvFZKT/L3tx9besLKekYl7eTtqCc7g/XJlqPzx03+29vb3vOG6OLrsgk1f/HsrJ5AN46f34rNdSQj1rWGXf5XXMSpsct+IrlTFTFNQXd6I9NA/1uY2Ia9eymFz9MDQYREHDISgetnn+shZ5rhWfHLPik2NmGVuOm7e39323sbjFxY4dO/jqq684dOgQBoPhrtsJITh+/Lilh7FL+lJeQbKQRu+Cd/X6pJ6JJPnYXlw72ubFyn9CA9IWnuPquhhyTqThXPf+J1Z55KJ1Y3rX33hl9WDOpR7lP6uH8FmvpQS7377SqSRVKEJgrNoWY9W2iIxYtEcWoDm6CFVWCrrdc9Du/gZjtXYUNB6GMaw9qMq2u5IkSZItWfSMt3HjRiZNmoTRaMTT05PKlSvj4uJi7djs1o1uJKXPv16EOdk+vpdqHfuXwRFv51TdE89eVclYEU3yjEiqzO5gkzjsgbuTFx92+4OXVw8kOv00r6wexMfdFxLiUc3WoUmSXVA8K5Hf7gXy20xEfW4D2sj5aC7uRHNhK5oLWzG5BWJoMJiChoNR3CvedSCSJFU8Fi/XbjKZeOONNxg+fLjFqzM6qrKq2QYIqN+KU8u+J/HIzlI/1r34P9uIjBXRZKyIJmdSKs71fGwajy15OfvxUfcFvLxqIDFXzvHiqv583H0BVbxq2jo0SbIfai3GWt0w1uqGSItGe+RPtMeWoMpMRLdrFtrdX5lnu+sPwli9I6jvvwqbJEmSI7LoAsmzZ8/SpEkTRo4cWeESbbipG0kpl5EABDZuC0KQceEkOamJpX/Au3Cu641nn2oAJH5yyGZx2Atfl0A+7bmEal61uZydwEur+nM+tXyVS0mStSjeVclv/x+yxm4it+cnGCtHIBQTmqgtOK94HtdvOqLbNB1V8mlbhypJkmR1FiXbLi4u+Pn5WTsWh3F9ZrsMjuXk4YNPjUYAxB/YUgZHvLvAlxqDSnB1XQzZBypmZ5Kb+bgE8L+ei6np24j03Mu8vGogp1IO2TosSbqjnByFdh1N1G98mZycMpgpuBONDkOdXuQM/YWsJ1aR3/JpTK4BiJw0dAd+wWVuP5znDUFz6DfIzbBNjJIkSVZmUbLdtm1bjh07hslksnY8DqGwZjsfgakMXrOCm7UHIP6gbZNtp+qeeA+pDkDCRwdtGou98NT78nH3BdT1b87V/HT+s3oIRxP32DosSbJ7incY+e1eJHvsenL6f42hZlcUlRZ14lH0G97FdU57nFa+gjp6BygV87VGkqTywaJk+5VXXiEvL48PPvgAo7H0Wt/ZK/1N/84rg+MFNzNfkJhwcAsl7NRYYgHPN0JoVWTtSCBze7xNY7EXbk6efNh9Po2C2pBdcJXX/3mEg3HbbB2WJDkGlQZjeAdy+3xB1rjN5HWcjNGvFsKYj/bUSpwXjcHl+y7odsxEpF+ydbSSJEnFZtEFkosWLaJ9+/bMnTuXTZs20bJlS4KC7nxVuRCCiRMnlihIe6MRoEHBgCBXAedSvk7Sr05z1E7O5KYlk37hBN5h9Ur3gPegq+yGz/CaXP7pFAkfHaT60iCEKP0LRe2di9aN97vOY+r6J9kfu4k31g5ncodZtK/W29ahSZLjcPamoNlICpqOQJV0HM3RRWhPrkR1JQ7drlnods3CGNKUgrp9MNTqDs4Vsw2pJEmOxaJFberUqYMQokizrEIITpxw3NX27tYk/d0cDZkIXnAqINiizweKZ+N/RxC3dz1Nx7xFvcG2XUGzICmH0+2XYMo2EDrzQbz6ht1yf0Vuyp9vzOP9Tc+wLXoVAsHE1tPoX2/MfR9XkcesJOS4FV1OjkKXHubn7LWrBc6lPUtgLQW5aM6tR3NsMeqLuxDXSkoUlQZjWHsK6vbBGNYRtPp77qak5LlWfHLMik+OmWXK5aI206dPt+Rh5YpeQKZS2P6v9Es7gpu2J27vehIObrF5sq0NcMZ/QgMSPzlEwvQDeHQNRaWXi1QA6NROvNXpW2bueoO/Tv7MzF1vkpwVx5gWb6ISZfCuTJLKG60eQ51eGOr0QmQmoTm1Cs2Jv1AnHUdzbgOacxtQdG4YanbFULcPxsoRoKp4XbIkSbJfFmVIAwYMsHYcDscJBRBl0pEEIOjaRZJJR3djzM9FrSvdWZz78Rtbj9R5pymIzSLl+xMETGxo03jsiVql5rk2H+DvGsIP+6cz/8gsUrITeKXdZ2hlL2FJspjiFkBB89EUNB+NuHwW7YkVaE7+hepKHNpji9EeW2xeNKdOLwx1+2Lyr23rkCVJkiy7QFK6aRXJMrpe0bNKLZx9gzDm55J0zPbdLlTOGgJfawZA8qyjFCTn2Dgi+yKE4LHGz/Pqg1+gFhrWn1vEm2sfJyv/qq1Dk2yosP1eu44m27XfKycU3xrkt3uB7DFryR46l4KGQ1GcPMyL5uz7AZe5/XH+uS/aXV8h0qJsHa4kSRVYiZJtg8HAunXr+Oyzz/jvf//LwoULr9+XmJjIyZMnMRgMJQ7SHt3otV02dY9CCIKbmme3E2zcb7uQV/8wnBv5YsosIOl/h2wdjl3qWvMRpnWZi17jwoG4Lby0qj/JWXG2DkuqgIzGG8n94Ujllv+XtlJ9kyFUmCq3IK/L22SN20pOny8x1OiCotaivnwGpx1f4vpjT5znDkS75xvZ0USSpDJncbK9Z88eHn74YZ599lnmzJnDggUL2L9///X7d+7cyYABA1i/fr1VArU3ZT2zDTdKSeL2byq7g96DUAmC32oBQOofZ8k5ctnGEdmniMqd+LTnErz0fpxLPcbE5d05kXTA1mFJFcjmLQqjb7pO95XXYNhwhc1bytnsukaHsWYXcvt+Sda4reR2ex9DtQdRVBrUySdw2vYZrj90xXneELR7v0dcibV1xKVGfooiSfbDomT71KlTPP3001y+fJmRI0fyxRdf3NaZpFu3buj1etasWWOVQO2N/tpFkWVVsw0Q0rwjQqUiPeo4mQkXy/DId+faKhDPvtXApBA7ZTdKWazy44Bq+TVmZp9VhHnXJTUniZdWD2Dd2YX3f6AkldDmLQpTpipUrw5fzxKsWSX4epYgPBymTC2HCXchvSeG+gPIHfgNWeO2kNvlHQxV2qAIFerEozht/QTX7x7G+bdH0O7/CXFVrhsgSVLpsCjZnjVrFvn5+XzzzTdMnjyZbt263baNs7Mz1atX5/jx4yUO0h7ZYmbbycOHgAatAbi08++yO/B9BE9pgcpNS87BFNL+OGPrcOxWkHsVvuj9F22rdKfAmMcHWybx7d53MZoq3sJQUtkwGhVmzlZo2wamTxM0qC9wcTF/nz5N0LYNzPyqbEtKbMLZG0PDIeQO/oHscVvI7TwVQ+WWKAjUCZE4bf4Q128fwvmP4ebEO6P8znhLklT2LEq29+7dS+PGjWnTps09twsJCSEpKcmiwOxdWddsF6rctjsAl3asLtPj3os2yIXAlxoDkPDBAQpS5MWSd+OideP/Ov/AY42eB2D+kVn8d/0oMvOu2DgyqTw6HAnxCTBiuECluvW5SqUSjBguiI83b1dRKC6+GBoPI3foz2SP20xepykYKzUHQB13wJx4f/8wzr8ONF9cefks2HjlXkmSHJtFyXZmZiaBgYH33S4/Px+TyWTJIeyeXlwrIynj5+DQNuZkO/nYHnLTU8r24PfgO7oO+rreGNPziZq63dbh2DWVUPFki8lM7jAbnVrP7kvreOL39sRekR0TJOu6nGr+Hh525/sLby/crqJRXP0paDqcnEd+JWvsJvI6vmGe8RYq1EknzBdX/twHl596YlzzHqqEIzLxliSp2CxKtv39/Tl37tx9tzt9+jQhISGWHMLuFZaR5JXxcV0DKuNToyEoCjG7/injo9+d0KgIea8VAAm/HCNzV4KNI7J/nasP5NOeS/B1DuT85RM8s6wr2y6ssnVYUjni62P+fv4u7+MKby/criJT3AMpaDaC3KE/my+u7PIuhrAOKGotqrQLmLbOwOW3obh8+xC6De+hvrQHTOWz25YkSdZlUbLdrl07zp49y9q1a++6zeLFi4mLi6NDhw4WB2fPrpeRKGW/5HHltj0AuLTTfpJtANcWAfg8VhOA2Fd3YsqRL0T3U8e/KbP6/UPjkLZkF1zl/zY8yZw9b2MwFdg6NKkUlHX7vcaNIDgI5s5TMP3r4mWTSWHuPIXgYPN2pcmWbQct4uKDoeFgcgd8Tdb4HeT2+h+iQV8UrQuqzAR0h37FecEoXL9+EKd/3kB9Zg3kZ9k6akmS7JRFyfa4ceNwcXHhpZde4vPPP+fIkSMA5Obmcvr0aWbPns3bb7+Nl5cXTzzxhFUDthfXL5C0wbFDryXbCQe2UJCdaYMI7i7ojeboQtzIv3CVxE8P2Toch+DnEsScoWsYXH8cAAuOfsV/Vg8hJVt+OlCe2KL9nlotmDRBsGMnTJ6icPSYQna2+fvkKQo7dsKkZwRqdelNGjh820EnNwy1e6J55BuyntlBTv/ZFNQfiKL3QuSmoz22BOe/nsf1qzboF41Fe2ge4orspS9J0g1C+XfPviLat28fL7zwAikpKQhx6xO1oij4+Pgwc+ZMmjVrZpVAbSUtLe2OtyeZ4H95WpxR+D/nsp3BVRSFv55qx9W4KNpN/pqq7fuW6fHvx7Q7nWNDloNKUH1ZD1wa+9k6JLvn7e1NWloaWy+s5OOtz5NdkImX3o8pnb6mSXA7W4dntwrHzd4Vtt9r28Z8sWJ4mLmEY+48c8I77W1Bh/alm/DOmKWQkHjjtuBgc6Jd2se15c9tTbedayYD6pj9qM9vRHNuI6qMW9uxGv1qY6zeEUN4J0xBDUGU7YLNOTkKXXqYX97XrhY4O5f9ODvK36c9kWNmGVuOm7e39323sTjZBvOFkgsXLmTnzp3ExsZiNBoJCgqiTZs2DBs2DA8PD0t3bTfu9su7osB7uVoECtP1BkQZP48d+P5dTiz8iqod+tHu9a/K9uD34e3tTeTI5aQvicKpthc1VvRC5aS2dVh27eYnipiM87yz4SnOpx1HJVSMbPoKjzZ6HrVKjuG/OcILk9GoMGy4Qni4uf3ezV1BTCbzDPP5KPjj19KdYc7MNNG9t/nfn3wIES1K93j28nNbyz3PNUVBpJ5Hc34jmvObUMUdRCg3mgOYXPwwhrXHUL0TxqptQetS6vGW9e/7Thzh79PeyDGzTLlOtiuCu/3y8hV4K1cLwDv6ApzK+LUi+cQ+1rzUF42zK4N+O4xGX/pP3kXl7e1N8rl4TndejvFyLn7j6xP8RnNbh2XX/v1EkWvIZsbOyfxzZj4ADQNb83qHmQS6VbZViHbJEV6YDhxUeO5Fha9nmftb/9vRYwrjJyp8+ZmgWdPSeyIp65lOe/m5raVY51pOGpqoLajPb0JzYSvipnpuRa3DWDkCY7V2GMLao3iHYe3Zmjt+khEEkyaU7ScJjvD3aW/kmFnG3pPtsv1cqxzRAiobrCJZyK92M1wDKmPIySJml/2t0qnx0VP5Q/MCPClzZHeS4tJrXHil3ee81n4GLlo3jiTu4umlD7Hx/FJbhyYVU0Vtv1dRf27AvIhOvX7k9f7MXOc96Hvym47A5FEJYcxHE73d3M/7p164fN8Fp/Vvoz63EQqyS3zoCrtiqCTZMYuS7c2bNzNy5Eh2795912127drFyJEj2bp1q8XB2TMhbu5IYoPjq1RUe2gQAFEbFpV9AEXg0bUK3sNqgAIxL27HeCXf1iE5FCEEXWoM4et+66nr35ys/Cu8t2k8H215juwC+7owVrq7itp+r6L+3LdR6zBWbUt+pzfIHrOWrFEryOvwmnnpeLUW1ZVYtIf/wHnZBFxnt0a/8Am0+360aDEduWKoJNkni5LtP//8kxMnTtC4ceO7btO4cWOOHz/OggULLA7O3t1Yst02H4GGdzYn2/H7N5GTlmyTGO4n+L8R6Kq4URCbRdx/99g6HIcU4lGVz3ot5fEmL6ISKtac/ZPxSx/mRNIBW4cmFYG9tN8raxX1574nIVB8q1PQfDS5g38g65md5PSfTX7jRzF5VkYYC9Bc3IXTlo/Mi+l81xmndf9nbi2Ym3Hf3csVQyXJPlmUbB8/fpw6deqg1+vvuo2zszN169bl6NGjFgdn724s2W4bHpVr4FurCYrJSPSWZTaK4t7Ubloqf/EgqATpi8+TtuS8rUNySBqVltHNXuN/PRYT4FqJuKsXeH5lb77b9x75xrJeWkkqDntov2cLFfXnLhadK8bwTuR3/i/ZT64ha/Qq8jq+jqHqAyhqHaqr8Wgj519rLdgW598eQbf9c/OCOobbPyms0KU7kmTHLEq2U1JSCAgIuO92AQEBpKTYz5Li1uZkoyXbbxZWWEqy3j5LSQBcm/sT8FxDAOIm7yLv3P1naKQ7axjUmm/6b+Ch8IGYFBN/RM7gmWVdOJl80NahSffQob1g2tuCc+dg/ESFrj3NFweej3Ks9nfFVVF/bosIgeITRkGzUeQO+o6sCbvI6f81+U0ex+QTjlBMqBMi0e2eY15QZ3Zr9IufRrv/J1TJp0FRZOmOJNkpi5Jtd3d3EhMT77tdYmIizs7OlhzCIdh6Zhugaof+CLWG1DOHybh0xoaR3FvA841wbROIKdvAxWc2Y8qVq0tays3Jkzc6zubtzj/ipfcjOv00z63ozQ/7pstZbjvWob3gp+9v/P+TD81t78p7wllRf+4S0zpjDO9A/kNvkj16JVljN5Lb7X0K6vTG5OKLMOSgubAVp80f4jK3Hy5z2tMy9nWCfXNk6Y4k2RmLku2GDRty6NAhzpy5e3J39uxZDh48SMOGDS0Ozt7ZumYbQO/lS0jzjoB9z24LtYrQLx9E46cn92Q6cVP32jokh/dA1R58P3ALncIHYFKM/Bb5BROWd+NUyiFbhybdxc0lE40blW0JhbOzYNsmFccO+5b5Aie2/LnLC8U9CEP9AeT1/JjscVvJHrHUfKFltQdRNHpU2SnoTy/nlbDX2bHDxOQ3TbJ0R5LshEXJ9mOPPYbBYGDcuHGsW7futvvXrVvH008/jclk4tFHHy1xkPZKb8PWfze73pVk4yIUk+k+W9uONtCF0C/agYC038+QtvCcrUNyeJ56H97s+BVTH/oeL70vF9JO8uxfPflq91RyCrLuvwNJkhyPEJj8a5svtBz4DVkTdpMz5GfyW46jY7MkPo54ifORSbeU7kQdTeGDIUt4qNJGyL1i659AkioUjSUP6tChA6NHj+ann37i2WefxcvLiypVqiCEIDo6mvT0dBRF4fHHH6dz587Wjtlu3JjZtm0clVt3RefmSXZSLHH7N1Ep4iHbBnQPbg+GEPB8I5I+jyR28i70tbxwbuRr67Ac3oPVetEoqDUzd77JxqilLDo2hy0XVvBcm+m0qdLV1uFJklSaNDqMoS0xhrYEXqD1wAx+Ob2XLs8FAjCr1ThaB+xAnWuCZaAgMAXUNT+mckuMlZqD3vFXfJYke2VRsg3w+uuvU7duXebMmcP58+dvWbmnevXqjB07lv79+1sjRrt1o2bbth/JaZycCX94KCeXfsuZFT/ZdbINEPBCY3KOpHJ1fQzRT2+kxopeaPzKb21/WfHU+/Jmp6/pUmMIX+58nYTMS7y1biTtqvZiUutp+LkG2zpESZLKgt4TanaGa5++1v7PexSk7MV0aQ/qmD2o0i6gTjqOOuk47P/p1uQ7tCXGEJl8S5I1WZRsZ2aaF9To168f/fr1IykpiYQE8wqBQUFBRepUUh7Yy8w2QM1eIzm59Fti964nM/ESboGhtg7proRKEPpFO872XUX++StcnLCFsHldEFq5oKk1tAztzHfBm5l78FMWHP2KbdErORC3mSeav07fOqNRqyx+jy1JkgNSXP0x+PXCUKcXACIzCXXMXtSXdqO+tAdVevStybdQmZPva7PexkrNwPn+S1JLknRnFmU3LVq0YMyYMdf/HxAQQKNGjWjUqFGFSbTBfmq2ATwqVyeoaXtQFM6smmvrcO5L7aGj6rcdUblpydqVSNzUPSjFXC1Nuju9xoWxEVP4ut9a6vo3J7sgk1m7pjBheTciE3baOjxJkmxIcQvAUKcXeV3eIfvJv8kau4ncHh9T0HAIJq+q5jaDicfQ7f8R5+WTcPuqLS4/9cZp7X/RHF+KSL9U7NUtJakis2iKy93dncqVK1s7FodjD91Iblar9ygSDm7h3N+/0Wj4y6h1TrYO6Z70Nb0I/bwd0WM3kvrraZzCPfB7qp6twypXwn3q8UXvv1h5ai4/7JvOudRjvLRqAJ3C+jM24i0C3CrZOsQKxdwRxD6eL8qSLX/unByFLj3MieHa1aLMO7E4AsU9EEPd3hjq9gZAXE00z3zH7EEdewBV6rnrX9oj5lWhTa4BGCs1w3Rt5tvkVxtUalv+GJJktyxKtuvWrculS5esHYvDKazZtpfOxpVadcHFL5jslHgubltJ2EMDbR3SfXl0DSVoSgsS3t1H/Lv70FVxw6NrFVuHVa6ohIo+dUbRvloffjzwAStPzmVj1FJ2XvqHRxs9z5AG49Fp7r4arCRJFcu/k29y0lDHHUQdsx913H5UicdRZSWhOv03nP7b/BidK8bgpjcS8KCGgCw9kSSwsIxk7NixHDlyhL///tva8TgUvR2sIHkzlVpDjZ4jADi98ifbBlMMfk/VxefxWqDAxWe3kRN52dYhlUueeh9eaPsRs/utoUFgK3INOfx44AOeXNyeLVF/yTIeSZLuzNkbY/WHyO/wH3Ie/YOsibvJHvIzeQ88b+7zrXND5Gehid6G044vzStczmqJYU4PdBvfR3NyJeJKrCw9kSosi2a29Xo9Q4YM4cUXX2TZsmU89NBDBAcH4+R057KFiIiIEgVprwo/jcwBTAqo7ODTyRrdHuPIvE9JOb6Py6cO4Vu7ia1Dui8hBCFvtyT/4lUyt8RzYfR6whd3x6mavBq+NNT0bchnPZey8fxSvtn7DgmZF3ln41jqBbRgXMRU6geWz79XSZKsROuMKbQlptCWFACYjKhSTptLTuL2o47ZjyorCSXmILqYg3DQfB2RydUfU3BjjMFNMAY3xhRYH7SyE5VU/gnFgumsOnXqIIS4PhMmxL2zzBMnTlgWnR24uaXhvxkVmJKrwYTgDX0BnnaQbAPs+OR5otYvIPSBXrSf8m2ZH9/b2/ue43Y3xqv5nB/6D7nH0tCGulF9SQ+0ARXjidjSMSupnIIs/jwymwVHZ5NryAGgXdVePNXiTSp7hpd5PMVlq3FzZBVtzKxVs+1o42bTWnVFQVyJxSPjDDlnt6OOP4wq+STCZLh1M5UGk39tjEGNMYWYE3DFMxTuk1OUZ452ntkLW46bt/f9y6Usmtnu37//fRPsikAtwF1AhgLpisBT2MdHZPWGTCBq/QIu7VhFxqUzeIbWtHVIRaJ211Ht54c5P3A1+RczuTByHeF/dkPtobN1aOWWs9aVUc3+Q+86I/n5wMf8feY3tkWvZOfFf+hdZyQjmryEl7OfrcOUJKmYbHoxrhAonpVRVWtIfpVO5tsKclAlHUcdd8icfMcfQpWVjDrxGOrEY3D4NwBMzj7m2e+QJpiCGmIMbABO7rb5OSTJSiya2a5I7vdOaXaemmiTiuE6A43U9jOUm98eTcyuNVTvOozWL35apscu6TvMvAtXOT9oNYbkXFwiAgib2xmVi9aKEdofe5nNuJB2km/2vsuemPWAuYXgwPpPM7TBM7g5edo4utvZy7g5koo2ZhV1Ztse3HPMFAVxNR51/CFUhQl40gmEqeC2TU3e1TAGNjQn30ENMPnXBW35vKhbnmeWsfeZbZls38f9fnnz8tVEGlX00hhprzWVUVT3l3JiP/+81AeVRku/H3bi4h9SZse2xkmfc/Qy54etwXSlANcHgqj240Oo9OV3MRZ7e4I9GLeNb/e9y+mUwwC46TwZ0uAZBtYfi7PW1cbR3WBv4+YIKtqYZWaa6H6tqcYnH0JEC4FaXfyE25Jxq+htB4s9ZoY88+x3/GFU8YdRJxxBdSX2ts0UlQaTb80byXdQQ0y+NaAcLNhV0f4+raXcJ9vp6ekcO3aMtLQ0QkJCaNasWUl2Z3fu98tbVaBis0FNO7WRPjr7SbYB1r46iKQjO6kzcBzNx04ts+Na66TPPpBM1PC1mLIMuD9UiSpzOqJyKp99XO3xCVZRFHZc/JsfD3zIhbSTAHjpfRnW6Dn61BmJk8b29fT2OG72riKN2eYtCjNmKSQk3rgtOAgmTRB0aF+8xFcm28VnlXMtOxV14lFUCUfMyXfiUVTZt3esUjR686qXgQ0wBTXCGFQfxasqCMdambgi/X1aU7lNtlNSUpg2bRpr167FZDInmf3792f69OkAzJs3jy+++ILZs2fTokULSw5hF+73y9tuULG8QE0DlYkRTsYyiqpo4vZtZONbw9HoXej/8x6cPHzK5LjWPOmzdicSNWIdSq4R9y6VqTK7Q7lMuO35CdZoMrIpahm/HPyY2CtRAPg6BzKk4QR61xmBXuNis9jsedzsVUUZs81bFKZMVWjbBkYMF4SHwfkomDtPYcdOmPZ28RJumWwXX6mca9fKT1QJR1EnHjEn4YlHEflZt2+qc8XkXwdjQD1MgfUwBdTD5BNu1zPgFeXv09rsPdm26IxLTU1l2LBhxMTEUK9ePZo1a8avv/56yzYPP/ww77//Pn///bdDJ9v343Xtosh0OyzGCW7eEe/qDUg7d5RjC2bRbMxbtg6p2FxbBVL1u05Ej9nA1bUxXBy3iSpfd0SlL38Jt71Sq9R0rj6QDmF9WHPmT+Ye+pTkrFi+3jOVPyK/ZEiDZ+hTdzQuWjdbhypJABiNCjNnmxPt6dMEqmt9WRvUh+nTYPIUhZlfKbR7AItKSiQbEgLFIwSjRwjGWl3NtykmRNoF88x3wlHUCZGokk8h8rNQx+5HHbv/+sMVtRMm/9rmWfCAepgC62PyrQkaeSG+VHosSrZnz55NTEwMzz33HBMmTAC4LdkODAwkPDycffv2lTxKO1aYbGfYyZLtNxNC0Hjkq2yaOpLTy3+kTr+ncPELtnVYxebePoRqPzzEhTEbubohlugxG6j6XSdUzvY7O1EeaVRaetYeTpcaQ1hz9k9+P/wlCZkX+XbfNP44MotB9Z+mf70xuOlkf3TJtg5HQnwCTH3rRqJdSKUSjBgO4ycqHI6EZk1tFKRkPUKF4hOOwScc6vUz32YyoEo9jyrpOKrE46iTjpvbD+ZnoU6IRJ0QSeFl99drwAPqYgqsZ07C/WuD1naf2knli0XZyoYNG6hevfr1RPtuKlWqxKFDhyw5hMMo7K19FYFBAY2d5dwhEZ3xrxdB8vG9HPn9c1o9+6GtQ7KI24MhVPu5M9FPbCBzazwXRq2n6vedULvL2YiyplXr6FX7cbrVfIQN5xYz7/AXxF45z08HPuTPI7PpXWcEA+o9hb9r2V2UK0k3u5xq/h4eduf7C28v3E4qh1QaTH61MPnVgnr9zbcpJkT6RXPinXjcfDFm0nFEbgbq5BOok0/AscXmTYUKxTvMnHgH1MHkVxuTf20UV9kKVSo+i5Lt5ORkOnfufN/tdDodWVm311GVJ66ABgUDggwFfO0s2RZC0OSJN1j7nwGc++d36g0aj3vIXV6B7JxbmyCq/dKZC6M3kLUrkfOPrCHsl85o/Gx/oV5FpFFp6VrzETpXH8zmqOXMO/wZ0emn+fPIbBYd/YaHqg9gSINnCPepZ+tQpQrG99rlKeejzKUj/3Y+6tbtpApCqFC8q2Hwrga1e5pvUxTE1bhrs98nzDPhScdRZSUjUs+hSj0HJ/+6vguTi6+5DOVa8m3yr22uA1fLiR/p7ixKtt3d3UlMTLzvdtHR0fj7+1tyCIchhHl2+7JiLiXxxf6KtwMatCIkojNxe9dzeO7HtHtttq1Dsphry0DC53clauR6co+mcm7wP4T9+jC6yrJe2FbUKjUPVR9Ax/B+7IlZz59HZhOZsJO1Zxew9uwCWlTqxNCGE2ga3E4uhiWVicaNzF1H5s5TmD6NW0pJTCaFufMUgoPN25Umo/HG68HhSIWIFrJG3O4IgeJRCaNHJYw1u9y4OTMJVWHynXIadfJJRFo0quzLqKJ3QPSO69sqKi0mn3BM/rUw+ctZcOl2FiXbTZs2ZfPmzZw5c4aaNe+8OuH+/fs5deoUffv2LVGAjsBLKFxWhF1eJFmo8ajXiNu7nuhNS6k36Bl8ajS0dUgWc27oS/VF3Ykavpb881c4N2A11X54COeGvrYOrUJTCRWtQ7vQOrQLJ5MPsuDoV2y9sIJ9sRvZF7uRGr4NGdLgGTqE9UGjKt+LFEm2pVYLJk2AKVMVJk9RGDGcO3YjKc3E19x28Mb/X3kNgoMUJk2g2G0HpbKnuAVgdAvAGN7hxo0FOahSzqBKOYUq+RTq5FOoUk4h8q6iTjmFOuUUnLjPLLh3GGicbPATSbZkUeu/ffv2MWLECCpVqsS7775Lq1atqFevHgMGDGD69Ons27eP1157jcTERP7880/q1XPcj5GL0krmz3w1+40qumuMdLKjhW3+bfuHE7mwaQn+9SLo8snSUptlLKsWPAXxWUSNWE/e6XSEs4YqM9rh0bVKqR+3NJTXdk9xV6JZfPwb/j79G7mGHAD8XSvRt85oetR6tMRLwZfXcStNFWnM7thnOxgmPVO6fbat3XbQUVWIc62wFeG1xNuchJtnwcUdPulWhBrFqwomv5qYfGtgvPZd8aoKam3FGLNSYO+t/yzus/3LL7/wwQcfoCgKrq6uZGVl4erqikajISMjAyEEb775JsOHD7dk93ajKL+8fwpUbDCoaa02MsDOFra5WXZyHMvHPogxL4e2/5lB2EODSuU4ZXnSG6/kc3HCZjK3xIOAoDeb4ze2nsOVK5T3J9iM3FRWnPyFJce/Iz03BQCtSkeHsL70r/ckdfwtWwyrvI9baahoY1bWK0gajQrDhiuEh9/adhDMJSyTpyicj4I/fi3dmXV7UNHOtVvcNgt+ElXKWURexh03N5eihKEJrkeuR1VMvjUw+dZE8awMKtnq9n7KbbINcOjQIb755ht27dpFdnY2YL4osmXLlowfP75c9Ncuyi9vt0GwuEBDHZWJJ+xsYZt/Ozp/Bod/mo6zTyB9vt2K1sX6tc5lfdIrBhNx/7eX1F9OmY//aE0qTWuF0DrOymEV5UUp35DLpqjlLDvxA6dSDl2/vZZfY/rVfYKOYf2KtTJlRRk3a6poY2athWWKOm4HDio896LC17MEDerffqyjxxTGT1T48jNBs6Yy2a5QFAWRlYzq8hlzIn757PXvoiD7zg9RO2HyrX59JtzkWxOTXw0U9xDzRWMSYP/JdokaFTdp0oTZs2ejKAppaWmYTCa8vb1RqyvWuzCva+e7Pfba/re6A57m/Jo/uBoXxZHfP3PIhW7+TWhUhLzbEqdwD+Lf2Ufa72fIv3iVql91QO0la+PsiU6jp2vNoXStOZSTyQdYduJHNkUt53TKYT7e+gJz9rxDj1qP0qfOKILcHbMkSKrYZNtB6a6EuFELXvWBG7crJnMpSsoZXLNjybsUaU7IL59HGPNQX2tReDNF64LJJwyTdzgm33DzBZo+4SheVWRnFDtUrGR78+bNrFu3jvj4eHQ6HbVr12bgwIGEhobi41Nxeyh52vEqkv+m1jnRfNzbbJo6klNLv6N612F4ht75IldHIoTA78m66Kq6c2nSFrK2J3BuwGqqzOmIvpaXrcOT7qCOfzPq+DdjXMRUVp/+nb9O/kRSVizzj8zizyOzaVGpIz1qPUabKt3QyhcPyUHItoNSsQnV9Y4oam9v8gpnaE1GRMalW2bAVSlnUKVdQBRko048hjrx2C27MteEh2LyqX49AS/8wkl27bKVIpeRvPzyy6xatQqAwocIIdDpdHz66adF6rvtiIrysUSuAlNzzd0V3tEX4GT/E9xsmjqS2D3rzBdLfrwEobJeyYWtPzrMOZFG9BPrKYjLRjhrqDS9Nd4Dw20WT1HYeszsgdFkZNeltSw/8SP74zZfv91T78PD1YfQo9ajVPOuc8tj5LgVX0Ubs7IuI5E12zdUtHPNGoo0ZsYCREYMqtRz5lUyU8+junweVdp5RP7d1zYxuQZcmwWvjuITdj0hV1z9Hb4kxd7LSIqUbC9YsIC33noLjUZD3759qVevHllZWWzcuJFDhw7h5ubGxo0bcXd3t0rg9qSov7ypORpyEbzkVECgA5QKZyXFsGJ8Jww5WbQY/y61+42x2r7t4QnWcDmXS89tJXNrPAA+w2sRPDUCld4+S5zsYczsSeyVKP4+/Ttrzszncs6NVhJ1/ZvTo9ZjdAzvh4vWTY6bBSramJV1sg2yG0mhinauWUOJxkxRzP3BryXhojARTz2PKiv57g9zcsfkHWaeAfeuhsm7Gop3NUxeVUDrGIvGlYtke/jw4Rw8eJDvv/+eNm3a3HLf5MmTWbp0KdOmTWPQoNLpbmFLRf3lfZarIUERjNEZqKV2gHoS4PTKX9g783XUTs70/nojbkHWqZG1lydYxWgi6YtIkr6IBAX0DXyo+lUHdFXt702hvYyZvTGaDOyN2cDq07+z89IaTIr5AmS9xoUOYX0Z0mwsVVzqohIO8A7XTlS0c80WyTZYt+2go6po55o1lNqY5V4xJ91pUagun7v+XWRcQih376Jmcg/G5F0Vxavq9UTc5F0NxaMSqO1nvYRykWxHRERQo0YNfv/999vuu3DhAt27d2fUqFFMnjzZskjtWFF/eT/kqTllUjFIa6ClxjGSbcVkYt3rQ0g6spPAxu3oPH2+VVrm2dsT7NUtcVx6divGtDxUHlpCP33A7vpx29uY2aPU7CTWnv2T1ad/J+bKueu3B7pVpnP4IDrXGERVr1o2jNAxyHPNMpaMm7XaDjoqea4VX5mPmSEfVXr0jVnw9GhUaRdQpV64a5tCAEWlQfGodGsC7l3NnJi7BUIZT4DYe7JdpAskMzMzqVLlzslJ4e2ZmZnFCK38uXGRpAA7XLL9ToRKResXPmHlhM4kHt7GmZW/UKv3KFuHZXXu7UOosbo3lyZuIXt/MtFPbcJnRC2C32yOysV+3plL9+bjEsAjjSYxtOFEjibu4e8zv7MteiWJmTH8FvkFv0V+QU3fRnSuPohO4f3xdQm0dchSBWdOrM2vB40bVaxEW3IQGh0mv5rgV5PbGhfnpJkT77RoVOkXzMvVp10wX6BpyEWkR6NKj4aozbc8TNHoMXlVvZ58m7yqYvKqguJVpVzUh1uiSMm2oiio7nIBXeHtJpP9LuZSFrwdqP3fzdxDwmgy+g32z/kvB759m4CGrfGqWtvWYVmdLsSVsPldSfjgAJe/O0Hq3NNkbo0n9PN2uDTzt3V4UjEIIWgY1IqGQa34b4+vWR05n/XnFrEnZgNnLkdy5nIk3+x9m6bBD9K5+iDaVeuJi1ZehS9JklQszt6YnL0xhTS99XbFZK4NT4tGpF+4noCr0i4gMmIQhlzz0vUpp27bpaLRY/KsbC5L8QrF5Bl6/d+Ke7BdlaZYU4n6bEs3OFL7v3+r3fdJ4vZvJH7fRrZ98AzdP1+JxskxLoooDpVOTch/I3DvWImYV3aQf+Eq5wb+jf/EBgQ83wiVzj4vnpTuTq91pmN4PzqG9yMj9zKbopaz/twijiftY3/cZvbHbebzHa/SsnJnOoT1oXVoF5y1rrYOW5IkyXEJFYp7EEb3IKjS6tb7jAWIK3Hm5Dv9AqrUKHP7wvSLiCtx5kT88lm4fPa23SpCjeIRcm0WPBSTZxVzEu5VBZNnqMNcrHknRarZrlOnjsW1vEIIjh8/fv8N7VRRa4DOGQXf5GvwFwqv6A2lHJX15aQls2riw+SmJVOz9yhaTpxu8b4coU7PmJ5H3NQ9pC8xN73VN/Ah9LN26Gt72SQeRxgze3S3cYu7coEN5xez7uyiW+q7dWp9hU+85blmGUvGzVoXZzoqea4VX7kes8JEPOOSuU48/RKqjEuI9Iuo0i8hjHn3fLjJ1d+ceF9LvhXP0Guz5KF4hlQnPT29bH6Of7HaBZJ16tS53yb3dPLkSYseFxkZyYwZMzh06BAFBQXUqFGDUaNG0adPnyI9ft++faxbt449e/YQGxtLdnY2lSpVonPnzowbNw4PD4/77qOoJ/1lE3yUp0WLwrt6g0OWJMXv38SGKY8B8OCU76jyQE+L9uNITxYZKy4Q+8YujOn5CCcVAc83xu/pemU+y+1IY2ZP7jduiqJwLvUYm6OWs+XCX8Reibp+nznxfogOYX0rVOItzzXLyGS7+OS5VnwVdswUEyIzGZFhTrxV6Rdv/XfelXs+XDR7lKsd/1tGwd7Kasm2LezevZsxY8ag1Wrp1asX7u7urFmzhpiYGF588UXGjx9/33088MADpKWl0bx5c+rWrYsQgj179nD8+HGqVKnCH3/8ga+v7z33UdST3qDAlFwNCoIp+gLcHfQ59cD373Ji4VdonN3o/sVKi1aXdLQni4LEbGJf28nVDbEAONX2otL01ri2CCizGBxtzOxFccbtfol3s5AHeaBqD1qHdsHbufzW8ctzzTIy2S4+ea4Vnxyzu8hJvzYjfvF6WYoqI8ZcI341AVWjgVx9eJpNQnPYZNtgMNCjRw8SEhKYP38+9erVA8wdT4YNG0ZUVBQrV66kWrVq99zPN998Q//+/QkIuJE0KYrC22+/ze+//85jjz3G1KlT77mP4pz0n+RqSFYET+oM1HaQXtv/ZjIUsP6NYSQd2Yl7pXC6f7EKnev9PwG4mSM+WSiKQvri88S/uw9jqvmjLJ/HaxH0WjPUnqW/VLgjjpk9sHTc7pV4CwT1AiJoW7UbD1TpQWVP+159tLjkuWYZOW7FJ8es+OSYWcBkwNvX365b/9nlShC7du3i4sWL9O7d+3qiDeDm5saECRMwGAwsXrz4vvt5+umnb0m0wVxDPmHCBAD27t1r1biDVeYEO97kuLMXKo2WB9+Yg4t/CFdjz7Pj42dRKkCnGSEE3oOqU2tjP7wfqQFA6q+nOf3QMtL/uoAdvieVSkAIQQ3fBoxp8QY/DdrBN/03MLrZq9TybYSCwrGkPXy7911GL2rLk4sf5Lt973Ei6QCmeyz+IEmSJNmAyv57fdhlsr1nzx4A2rVrd9t9DzzwwC3bWEKjMf9i1Grr1uVWutaRJM7B2v/9m97Lj/ZTvkeldSJ291oif/3E1iGVGY23nsoftyXsz644VffAkJzDpYlbuDB8Hbmn5GxDeSSEINynHo83eYnZ/dbw29D9PNv6fZqFtEctNFxMP8MfkTN4dkVPhv7eiI+2PMem88vIvMeCD5IkSZJUyC7fDly4cAGAqlWr3nafp6cn3t7eREdHW7z/RYsWATcS93txdS36RVNh+Sa4YiABFa6ueovjsweuTdvS/j9fsOn98Rz9/XN8qtSgTq8RRX98McbNHrl2ro7/1mrEfXGA2M8OkLktnjPdVhA4uh6VX49A62v9FkSOPma2Yu1xC3OtRVhgLR6LeJareensjF7LlnMr2Bm9lvTcFNac/ZM1Z/9ELdQ0DG5N22pdaVO1G9V961llBdayIM81y8hxKz45ZsVnyZjl5Ci0bW9eXHDHFrcKd30A2Pe5ZpfJduFqlO7u7ne8383NjYSEBIv2feLECWbNmoWvry9PPfXUfbfPysoq8r59FAAtSUaFtMwsdA5+rld6sC8NHj3J0d8/Z+vHz6N29yGkecf7Pk6n0xVr3OyZ98R6uPYOJf79/VxZfZHEH46RvPA0gS80xmdkbat1LSlPY1aWSnvcVGh5oFJPHqjUkwJjPseS9rD70nr2xKwnOv00h+K2cyhuO7N3TMXfNYSWlTsTUakTTYIfwM3Js9TiKgl5rllGjlvxyTErPkvHLCfnRqljVlYWJgcuZ7WELc81ne7+13XZZbJdWi5dusS4ceMwGo18+umn+Pj4WHX/7gLcUbiKIN4kqOqgF0nerNGI/5CVFEPU+oVsfW8sXT5ajE+NhrYOq0zpqrpTdU5HMncmEP/2XnKPpxH/zj4u/3qa4Dea4d4l1GFmNCXLadU6mgS3o0lwO8a1nErC1YvsidnAnpj1HIzbRnJWHCtPzWXlqbmohIrafk1pFtKe5pXaU9e/OVp16V9oK0n24EYXlssVsguLJP2bXSbbbm7mpZWvXr16x/szMzPvOut9N7GxsYwaNYrU1FRmzJhB69atSxznnYSoFE6ZBHGKoCqOn2wLIWj1/CdkpySQeHgbG98aTpePF+NRuYatQytzbm2CqLGyF2l/niPx44Pkn79C9FObcG7mR9CrzXBrG2TrEKUyFORehb51R9O37mjyDDlEJuxid8w69sdu5lLGWU4k7+dE8n7mHf4MvcaFRkFtriff1bwsXyhMkiRJcix2mWwXtvSLjo6mQYMGt9yXkZFBWloaTZs2LfL+YmJiGDlyJElJSXz++ed06tTJmuHewpxsQ1w5alqg1upo/9Z3rHt1EGnnj7Hu9Ufo+skS3IKq2Dq0MifUKnwerYln76okzz5Kyg8nyTmQQtSwNbg+EETQq01xaVp+ezRLd+akcSaiciciKpufW5IyYzkQt4UDcVs5ELeF9NwU9sSYy08AfJwDaBbSnmYhD9IspD1+rsG2DF+SJEkqRXbZjSQiIgKAbdu23Xbf9u3bAWjZsmWR9nVzov3ZZ5/x8MMPWy/QOwi51v4vrpzVS+lcPXjovT/wrFKLnMvxrHt9CNnJcbYOy2bU7jqCXmtG7a0D8B1dG6FVkbU9gXP9VhP91EZyT8rOJRVZgFslutd6lDc6zubPRyP5pv8GxkVMpUWlTjipnUnNSWLduYV8tPV5hs1vyqiFbfjftpdYe3YBiZkxtg5fkiTJIeTkKLTraKJ+48u31K3bG7td1KZ79+4kJiby559/UrduXeDWRW1WrFhBWFgYAKmpqaSlpeHt7X1LHXZhop2YmMhnn31G165dix1LcZukp5jg4zwtGhTe0RtQl6+cm5zURNa8MoDM+Au4h4TR+YM/cfWvdMs2FbEpf/6lTJI+P0zaovNgMv9JeXQLxX9SQ1wa+9338RVxzKzBEcct35jH8aS9HIjdyv64zZxOOYzyr5KzILdQGgW1ufbVlmD3KlYrO3HEMbMHctyKrqKunGmNn9vS8ywz00T33uZ/f/IhRLQQqMtbAnIH9nCuOewKkmBe2Oapp55Cq9XSu3dv3Nzcri/X/sILL/DMM89c33bGjBnMnDmTSZMm8eyzz16//aGHHiI2NpYmTZrcsWc3cMv2d1Lck96kwNRcDfkIXnIqINAuPzsomczEGNa9OpCspBhcA0PpPP1P3INvtGmsyC9KuWfSSfr0MBmroinMn9w6hBAwqSGurQLv+riKPGYlUR7GLTMvg6OJuzmcsJPIhJ2cuXwEk2K8ZRt/15DryXfjoDZU8gi3OPkuD2NmC3Lcis4eEiBbsFWyvXmLwoxZCgmJN24LDoJJEwQd2pfvsbeHc60oybZd1mwDtG7dmt9++40vv/yS1atXU1BQQI0aNXj++efp27dvkfYRGxsLwKFDhzh06NAdt7lfsl1cKmEuJblgEsSZBIEqu3wvUyJugZXp8skS1r8+lKtxUaz9z0A6T/8Dz9Catg7N5vQ1vajyVQdyT6eTPPso6cuiyNwcR+bmOFxaBhDwbEPc2ofIi+Ok69ycPGldpSutq5g/ecsuyORo4h6OJOwiMmEnQZu5kQAAU2tJREFUp1IOkZwVx/pzi1h/zrxGgJfej/oBEdQLbEH9gAhq+TZCp3Hs3v5S+WE03njdOxypENGCCjHLagubtyhMmarQtg38338F4WFwPgrmzjPfPu1tyn3C7QjsdmbbXlgyk7E0X8VOo5r2GiO9tOXoSsl/yUlNZP3kR8i4eBonT186vv0LfrWbyhmgm+RHXyX562OkLTiLkm8+F/R1vPAdUxevfuGo9OY+3XLMLFMRxi3XkM3xpP1EJuwgMmEnJ5IOUGDKv2UbjUpLTd9G1A9oQb3ACOoHRODrcudPUirCmJUGOW5FI2dZy25m22hUGDZcITwcpk8TqFQ3jmcyKUyeonA+Cv74tfyWlDjKzLZMtu/DkifXPQbBogINNVQmxjoZ7/8AB5abcZmNbw0n9Uwkaidn2k3+mobdh8oXpX8pSMgmec4x0n4/gynbAIDGT4/PiNr4jqiFf80QOWYWqIgJUL4hlzOXj3AsaS/Hk/ZxLGkvaTnJt20X5BZKvYAIcwIe0IIwn7poVNoKOWbWIMft/m6eZR0x/NZZ1h07Ydrb5TvhLutk+8BBhedeVPh6lqBB/duPdfSYwviJCl9+JmjWtHyOu6Mk23ZbRuLIbu5IoihQnisG9J6+PPzBQrZOH0f8vo1seecJRM4VKnUcZOvQ7Io2yIWQqREEvtCY1D/OcPnHExTEZZP02WGSZx8h7ZG6uD0ahnN96y60JJU/Oo2e+oER1A80d21SFIX4qxc5nrT3egIelXaChMxLJGReYsP5xebHqfVU96lP48qtqeZelzr+TQnxCEMlyuGFJVKZMxoVZs42J9o3z7I2qA/Tp8HkKQozv1Jo94AsKbGWy6nm7+Fhd76/8PbC7STbkcl2KQgUoEIhG0G6At7l/HlF6+JGx6k/sfvLVzm/dj6bPnyW2icP0WzsVFRqeYrdTO2pw39cffyerEvG6mhSvjtBzqEUEn45Br8cw7mZH76P18azd7XrJSaSdC9CCEI8qhLiUZWHawwGICv/KieTD3I8aS9Hk/ZyKvkgmfkZ1xfaKeSq86C2XxNq+zWhjn9Tavs1kT2/JYscjoT4BJj61q3lDAAqlWDEcBg/UeFwJDQr+jIZDqWsa9V9r83NnI8yv6n5t/NRt25XHjnK9QGyjOQ+LP3YcGaumkuKisFaAxGaijHEiqJw9PfPiZz7MQBBTR+k3eSvcXK//0csFZWiKGTvT+bqvPOkLD+LUmCu61Z76fAeWgOf4bVwCvOwcZT2S360XzSKohB7JYpTKQe5cPUEh2N2cfbyUfKNubdt6+sSRG2/JtT0bUhN34bU8G2Ir0tQhb+oV55r97Z2vcLb7yqsWSVwcbn9XMnOVujaU2HqW4IuncvfuWStWnVZs1109nJ9gKzZtgJLn1zXFKhYb1DTUG3icV35rtv+t9TDW1j7f09iyM3GLbgaD775DT7VG9z/gRWYt7c3SafjSJt/ltR5pymIzbp+n2vbILyH1sCzRxVUzvKTgpvJBKj4CsfMYCogKu0kp5IPcSrlIKeSD3Eh/SQm5faLur30vlQvTL59GlDDtyEhHtUqVAmKPNfurSLXD1uzVr2451lFrZO3p59bJttWYOmTa7RRMDtfgzMKb5XDxW3uxdvbm/MHtrP57SfISryESutExIRpVO/2WIWfHbubm59gFaOJqxvjSP31FFc3xl7v161y1+LVpxreQ2vg3NRPjiUyAbLEvcYspyCLs5ePcirlEGcvH+Hs5SNczDhzxwTcRetGuE/9a7PfDajh05Cq3rXQqLSl/SPYhDzX7q2izrJa++e2Wp/tYJj0TNkknGV9kaK9nWsy2bYCS59cjQq8m6shB8EzOgPV1BVnmAufLPKupLLjfy8Qt2cdAGGdBxMx4X20Lm42jtD+3O0JNj82k7SF50n78ywFlzKv3+5UwxOvQeF49Q1DF1pxx1MmQMVX3DHLM+QQlXaCs5ePcuZaAn4+7QQFxrzbttWqdFTzrkN1n/qE+dQlzLsuYd518Hb2t+aPYBPyXLs/e5ptLCvWntF3xBUkyzrZtrdPUWQ3EhtSC6ipVog0Ck6bRIVKtgs5efjQcepPHF84m8M/f0jU+oUkH9/HA/+ZgV/d5rYOzyHoKrkR+HwjAp5tSNbuRNLmnyVjVTR5ZzNI/PAgiR8exKW5P559q+HZuxpaf2dbhyyVM04aZ+r4N6OOf7PrtxlNBi5mnOFMyhHOph69Ngt+lOyCq5y5HMmZy5G37MNL72dOvH3MyXeYd12qeddGr3Ep6x9HKkUd2gumvQ0zZpmTnULBwWWXaJd14mcvHUHMibX5527cqHx9evBv9jLmxSGT7VJUW2Ui0qjilFHQtXx+snpfQqWi/tBJ+NeLYPvHk8iMv8CaV/rT4LEXaPDIc6g0FXRgikmoBG5tgnBrE0TIuy3JWBFN+rIosnYmkL0/mez9ycS/vQ+3tkF49quGZ/eqqD11tg5bKqfUKs21Weu6dGUoACbFRMLVi9dmvo8TlXqSqLQTxF+NJj03hYPxWzkYv/X6PgSCEI9q12e/C5PxEPcw1CrZicdRdWgvaN5Msdksa1mTHUHKniOOuUy2S1EttQIFEKsIMhVwK5/PNUUS0KAVvWatY++sN7iwaQlHfv0fsbvW0PrFT/EOv8Nfi3RXancdPo/WxOfRmhQkZJOxMpr05VHkHEwhc1s8mdviiXtzN+4dK+HZtxrunSqhdpeJt1S6VEJFiEc1Qjyq0T6sz/XbcwqyiE4/RVTaSaJSTxCVZv5Kz71M7JUoYq9EsS161fXtdWo9oZ7VqeJZk6retajiWZMqXjWp5BGOVi3PY0dQkWZZGzcyd8CYO09h+jRuqx+eO08hONi8nWQdjjjmMtkuRR4CgoVCvCI4YxQ0rSAtAO9G5+bJA6/NolKrh9k7601Szx5h9XM9aDDsOeoPfRa1zsnWITocbZALfmPq4jemLvnRV0n/6wLpy6LIO5XOlTWXuLLmEkKnwvWBYDy7huLeJRRtgCw1kcqOs9b1tjIUgLScZM7flHxHpZ0gOu00ecYczqUe41zqMYi6sb1KqAlxr0ZVr1pU8ap548uzJs5a1zL+qSTJTK0WTJoAU6aaL8wbMZw71qqX5zccZc0Rx1xeIHkfJb0gZnWBik0GNc3UJh6pIC0Ai3KBR05qEntnTebSjtUAuFcKp8Uz0whp3rEMIrQ/1r74KvdUGunLLnBldTR5567cuEOASzN/PLqF4tGtisP38JYXrRWfPY+Z0WQkIfMiF9PPEJ1+iovpZ8xfGWfILsi86+MCXCtRpTAJ96xBZc9wKntUt2p/cHseN3tjyyW0bXWhoLU6glh6nskxNyvLLiyFZDcSKyjpk+s5o+CbfA2uKEzRG1DZzxutUlPUJwtFUYjespz9c6aSm5YEQOU23Wk+7m3cAkNLO0y7Upov5LlnM7jyz0Wu/HOJnEMpt9znVNMTj25VcO9UCZemfgiNY/VNlglQ8TnimCmKwuXsBKLTz3Ax/TTRGaevJ+LpuSl3fZxe40Ilj/DryXdlz/Dr//dwKt5iW444brZiq8TP1oucWCPpdLTzrDyMeUnJZNsKSnrSGxR4O1dDPoKJTgaqqMr/cBf3yaIg6yqRv33KqaXfoZiMqHV66g+dRN3Bz6BxqhglD2X1BFuQkM2VtZe48vdFMncmmE/Qa1QeOtzbB+PeqRJu7UPQBtp/pwhHe2GyB+VtzK7kpV2bCTcn4DFXzhGTcZ74q9GYlLt/mujh5HMtCQ+nsmd1KnuYE/EQj2p3LEspb+NWmmyRbNtD20Fr/NyOdJ6VlzEvKZlsW4E1Tvrf89UcMqporTYyQHf74hDljaVPFunRp9j31RQSD28HwC2oCk2efJMqD/RCqBxrxrW4bPEEa8zI5+rGGK6sjSFzSxzGjPxb7tfX98a9YyXcO1bCpZk/Qmt/vwNHemGyFxVlzAymAhKuXiQm4xwxV84Tk3GemCvniL0SRXJW3D0f66X3M1/s6V6NYPcqBLtXo3alhrjji7ezv1xQ6j4q6iInFSnZLk9jXlKyz7adiFCbOGRUcdCoopdiQiefp+/Iq2ptOk//k+gtyznw7TtkJlxk2/vj8KnRkMajJxPcrIN8kbMitacOr/7hePUPRzGYyD58mcxNsVzdGEtO5GVyj6WReyyN5FlHUXlocWsThGvbINzaBuNUy1P+LiS7plFpzTPWntVvuy+nIIu4Kxeuz4Lf+H6eq3lppOemkJ6bwvGkfbc9Vq9xJsi9KiHu1Qhxr0qwe1WCryXmgW6VZccUwNlZsG2TKLPE8XAkxCfA1LduTfrA3KlixHAYP1HhcCQ0a1rq4VQIcsyLRybbZSBcpeArFC4rgkijoEUF70pyL0IIqnXoR6WWD3Ni4WxOLPmG1LNH2DjlMQIatKbx6NcJqN/S1mGWO0KjwrW5P67N/Ql8uQmGlByubo7j6uY4MjfHYUzL48o/l7jyzyUANP7664m3W9sgdFXdbfwTSFLROWtdqe5bn+q+t7cdzczLIP5qNHFXL5i/X4km/uoFErIukXj1ErmGHC6kneRC2snbHqsSKvxdQwhxr0aQe1WC3EIJdKtMoFsoQe6h+DgHyh7ipcARFzlxdHLMi0cm22VAJcyz238b1Ow1qmihqRhdSUpC6+xKoxH/oVafJzm2YCan//qJpKO7WPtKf0JaPkzjEa/gU8OOmmiWMxo/Z7wHVcd7UHUUo4mcI6lkbo8na3sCWXuTMCTnkrHsAhnLLgCgDXXDrW0Qrq0DcW0ZiLayq5z5lhySm5MnNZ0aUdPv1ucXb29vklISScyMMSfiV64l49cS84Sr0eQackjMjCExMwbit922b7XQEOBWiSC3UALcKl9Lxs0JeZB7KH4uwahV8mW5uOxlkZPCGf2KwF7G3FHImu37sNZHYFcUmJ6rwYTgJacCAu2v/NVqSuOjw6zkWI7+9jnn1vyBYjK/WQlq2p76QyYS2KSdwyd2jlKnB2DKM5J9MJms7Qlkbo8n+1DKLRdaAmiDXXCJCMC1ZQAuEYHoa3shSqEVjyONm72QY2aZ+42boiik5SQTd/UCcVcukJB58VrifYmEq5dIzorDqBjueQyVUOPvGmyeCb9pVtzftRIBbiH4u4Y41BL3ZXWu2Uv9sDU4yt+nvYy5o9Rsy2T7Pqx50v+cp+a4ScWDGiO9teX3QsnSfLK4EnueI799RvSmpdeTbp+ajag3ZCKhbXuiUjvmR7SO8gR7J8asArL3JplnvvckkXPk8m3Jt8pDh2sLf3MCHhGAc0NfVM4ln8Fz5HGzFTlmlinpuBlNRi5nJ5CYeYnEzBgSMi9dT8STssyz4QZTwX334+7kjb/L/7d35vFRVXf//9xllsxMlskGBAggcYKACBHCItRKqfoIKODa1rXir+5Lq61Wn8en9OmrYmsXsT7q05dVrAsiUBEXqIqyaBIQkEUWBcKSkJA9mX3m3vP74947mcnMJDNZZybf9+t1X+fc71nuuWfOnPncM+eeMwx5qvjONw9Hnrmg/TANg140drucvUl/trVEWBmjN0im72ci1flA1huJ7V6gNz+8gxKHV7wiTGB43OiHmPjf+27RH43eXnsKB9e8gKOb3oTkcQMA0gvGYNzi/4cxP7gGurTk2lEumTrYrpCdPjj3NMBRUQvnjrNwflUH2dlhRE/gYDzPCtPkXJim5CJtci4MYzPjHv1OpXrrL6jOukdf15vMZDQ6a0OEuOavc1Shzl4Nl98RU15ZxhzkBUT4MNUdjnxVkOeYhvbLi5z93dYSZZOTnpBs389EqXMS20lOb354EgOecotoBYfrdH5cmKIvSvZno3c3N+DIey/j8HuvwNumXFNnSsc5867FufNvQWbhuf1Sjp6SbB1sPDC/DPc3TXBU1MKx4yycO+vgr3OFxePTdUiblAPTlDyYJucibUoudHmdr7OeyvXWV1CddY+BrjfGGBzeVtQ5q1Fnr8ZZRzXqHNWod1bjrF3x1zmq4ZHCv1sd4cDBmpaHHNNQ5JiGINc0DDmmIYFzzc005oDnuj/ncSDqLBE2OekJA93OukMi1DmJ7SSntz+8z3w8PvQLyOYYfmFIzdHtgWj0PpcDRze9iSPvvYK2qmMB+5ALZsO24BaMmHEpeFHXr2WKh2TsYLsLYwy+M064dtfDuacOzt31cO1rBHOFz2fVjTDDdEEu0iblwDghG2kTsyFmt/9FPpjqrbegOuseyVBvjDG0eppQ7ziDOkdVQJCHHM4z8EmemPITOBHZpiHINQ0NEeK5QYI81zQMZn1GxPdmBqLOEmEOb09IhnbWkUSocxLbSU5vf3heBjztFtEGDot1EmaIqTd3eyAbPZNl1OzZiiMbXkVV+SYwWanftOwhGPODa3DOvOsScrQ7GTvY3oT5ZbiPNKsCvB7O3fXwfNsMROiddMNMAeGdO70Q0mg9dAW0+kmsDPa21l1Spd4YY2hxN6DOUY0GVy0anLWod5xBg7MWDa4axXXWoNlVDxbpCxgBg5AWEOLZpnxY0/KQnZaPETmjoWcmZKflIzstH1lpuRD5vh30SATh1xOSsZ0lQp2T2E5y+uLD+8LP412fgHQw/Mrohy65+oIuSZTOwnH2NL798HUc/eh1uJvrA/ac4ik4Z951GHXxVTCkZw1cAYNIlDpLJCS7D669DXDtqYdrfwNcBxrhPd4WMa6QpQ8I8LQJ2TCOz4ZhTEZC7no50FBb6x6Drd78sg9NrjrUO2rQ4NQORZDXO2vRoAr0Nm9zXPlmGLKRnZYHa5omyvNgNeXDasxDtkkR5da0PGQYsru1JnkiCL+ekIztLBHqnMR2ktMXH56fAX/0iGhiHK4QJVycYiuTJFpnIfm8qK74BMc+XoWqik8Cq5jwoh4jZlyKUd9fhIKpl0A0dD4/uC9JtDpLVCS7D+5vGuHa3wj3gUZ4D7XAcTB89RMA4PQ8DGMzYSjOgrE4C8ZiK4zFWYN+DXBqa92D6i0yHr8LDc6zaHDWoN55Bk2uOjS6zqLJVQe7vwm1rdVoctWhyVUHmcW+xwTP8cgy5sKqCnNFoGsiPReZxhxkGXORZcxBpjEn8MJnIgi/npCM7SwR6pzEdpLTVx/eTj+H1T5lZZJfGf0wJld/0CmJ3Fm4mupQ+dk6HNu0Cs2VBwN2Mc2MEdMvxaiLr8Swku9D0Bv6tVyJXGeJjNVqRUNNPTxHmuE60C7C3YeaIDsir2nMW3Qw2DJhtGXBOM6qCvEsCDnGQSHCqa11D6q3+AmuM5nJaHU3osldh0ZnHZpcZwOiPFigN7nOosXdGPMUFg2zPgNZqgAPEeJp7f4sYy4y03KQacjul9VYukMytjMS2yS2e0xffXgSA/7sEVHHOMwWJCzUp87odjJ0FowxNB3dj8rNa3Fi63tw1lUHwnSmdIyYeTlGzrocw0ouhmjs+00kkqHOEpFo9cZkBl+VA+7DzXAfaoL7SDM8h5rgOdoK5ov8XROy9MpIeJF6jM2EoSgD+pEWcELqTEehttY9qN7ip7t1Jsl+NLsbFAHuPBsm0FvcDWhy16PF3YAWd2NcI+YaFn1m2Oh4Vlq7P9OYjQyDVXWzYRRN/fIwTu2se5DYTnL68sM7JHH4h1cEB4af6SWMEVLjo0i2zoLJMuoP78KJz9fj5LYNcDXUBMIEvRFDp8zBiBmXYvj0S5FmzeuTMiRbnSUK8dYb88nwHGuF+7AmwJvhPtwM78m2iC9jAsp0FP2YjID4NqpCXD8mA4IlcVe4iQa1te5B9RY//VFnMpPR5mlGi7sBze56NLsbFL9L8TerorxZtbV6GiGz+Ae3dLweGaoAzzBYkWG0ItOQE/BnGLIDribUzfqMuJdOpHbWPUhsJzl9/eGt9grYKfHI4RgeNPihT4F/sZO5s2CyjLpvduDktg04/eVGOM6ebg/kOOQWl6Cg9AcYVnIxsosm9dqOlclcZwNJb9Wb7PLDc6wVnqMt8HynHkdb4TnWAuaJ/sMs5hmhH50Bw+h06EenQz8qHYYxGdCPToeQTn9TpxJUb/GTiHWmiPOmMFEeLNYVUd6kHO5G+GRvt67Fc7wqzrORHhgl14R6doh4TzdkwWLIwsj80XDZ3b1816kPie0kp68/PBcD/qRudHORIOHKFJhOkogdbHdgjKG58iBOl21CVdkmNBzZExKut2Rh6JQ5GFbyPQwruRjm/BHdvlaq1Fl/09f1xiRZmY6iie/vWgKCXGrsfK1iIcfYLsKDBLlhdAaEzIET4tTWugfVW/ykQp0xxuD2O9HqaUSruwktqtvqaUSLu7FdlKvCXIsX626fkdALRqTrM2ExZCLdYA3zpxuyFHGuV22GTNWf1edLKyYqJLaTnP748A5LHF72igCA/6f3Y2ySTydJhQ42Es76M6iq+Bhndn2Omj3b4HO0hoRnjBiLYSUXY2jJxRgyaVZcW8anap31NQNZb1KLF57KVnhPtMFb2QZPZRu8la3wVrbBX9/5yJSQpYd+ZDp0Iy3QjzRDP9IC3QgL9CMt0I+wgE8T+6zc1Na6B9Vb/AzmOvNKHlWAN6HV06C6TUECvTFw3uZpQpunBXZvc7emuASTJpphMWQhIyDGg4V5uD9dnwWzPh1mfUZSC3US20lOf31473gF7JB4mMFwr8GP7CR+H2swdLCy5EfDkT04s+tznNn1ORoO7Q4sKQgAHC8gu+h85E2cjvyJ05E/oRSGjOyo+Q2GOusLErXepDZvmAhX3Db4z3a9nbaYa1SEuCrAdSMs0Bcq57rhZvCG7k9fStQ6S3So3uKH6iw+ZCZDbxZxurYSbd4WtHmaYfc0q35NkEfwe1vg8LZ2fYEuMIppMOszYdanw6LPhFmnuvqMwGGJ6mb220ukkSCxneT014fnZcALHhFVjMMQjuFuQ/IuBzgYO1ivvQW1X38REN/2mhNhcTJHFSN/wnTknz8d+ROmw5RXEAgbjHXWGyRjvUkOH7wn7fCdssN72g7vKTt8qus9ZYfc5us8Aw4Qc9OgKzBBV2CGbqjqDlPdAjN0+WngxMhP7MlYZ4kA1Vv8UJ3FT/dXcJFg92oCvFkR6iH+ZrR51HNvM+yeFrR5lTC339krZec5QRHluvROhbk5SKAHC3uTPh16oXvL7pLYTnL688NrYcAKdSv3cbyMW/QS+CQU3NTBAo66KpzdX46z+8tRt78cLSePhMUxDxmJ3HElyCmegjFTvwcxf9SAbqyTjKRiW5NavPCeaoP3tEMR4qoI955W/LIz8vrhIQgcdPlpoSJ8mBm6AhNyiofCZZEh5hrBJWMHM0CkYlvra6jO4mcg6kyS/bB7W+HwtsHhbYHD1wq7p1Vxva1weNtdR4dzzZVYDP1SDOgEA8w6C0yqYDfpLDDp01UBnw6TLl0NCz63YMa5cwfsxVIS271Afzf60zKH//UI8IPDdEHCIp2cdIKbOthw3C0NqDtQERDgTUf3gcmhc/M4QYR1zHnIsU1BzrgpyLVNQcbIInB8Es8p6mMGW1tjjEFq9MBX7YDvjAPeamfA7zvjVA9HxB01O8LpeIhDTdDlp0EcYoJuSBrE/DToAn7F5TP1g2Kzn64YbG2tN6A6i59krDPtJVKHrw0OTwscvjbYNVed4tKVaO/JC6UAcOGI72H5pW/30h3FB4ntXmAgGv1eicMbXgEMHKYJMpbokmuEOxk7i/7G57Sj/vAuNBzeg4bDu9B45Gs4G2vD4ulM6bCeMwHWsRNhHTsB2WMnIrPQBl5M3hdZehNqa+EwmcFf51KEd7VDFeOK33vGAanGDW+NA5Bj6/o5g6CKcEWIi0M0ga6eqwKdz9CltCinthY/VGfxM1jrTJL9cPkccPha4fDa4fS1weltUwS8t00597XB6bWH2rxtcPrtWDjxZiy23TEgZSex3QsMVKPf5efwtk8R3BcKMq5JIsE9WDuLnpCVlYWqI/tRf3g3Gg7vRv3h3Wj8di8kT/jLdLyoR+YoG7LHTmwX4mPGQ2dOH4CSDyzU1uLHarWisa4BvlplJNx/1gVfrRP+Whd8Z13w1zrhq1VcqSX29YU5Aw8xNw1irjHIVf15qptjhJhnhJBlSLopLNTW4ofqLH6ozrpHos/Z7rv1pYgeUSIy8JCwyifgK4mHhwHX66WU2PSGCIfjOJjzR8CcPwKj5iwEoKx40nLyCJq+24+mYwfQeFRxfY5WNB3dj6aj+0PyMOUOQ+aoYmQW2pA5yoasQsU/GEU40TmcyEM/3AL9cEun8WS3BP9ZVXwHRHnoua/WBbnVC+ZR1iT3VcXwd7DIQcxWhLeY00GQB4v0XCPEbCM4HU2lIggieSGxncBMFhl4TsJbXgH7ZR4NHg636P2w0u/OoIAXRFjHjId1zPiAjTEGR+0pNB09gMaj+9B07ACaju6Hs/5M4Djz1Wch+ZjyClQBXows1c0ceS6JcKJLeKMAfWE69IWdtxXZ7Ye/zg1/vavdrXerR5C/zqWMlvsZ/GddMS2DCAB8hg6i1QghxwDRaoSYbYCQrfiFbAPE7FBXyNAn3cg5QRCpC4ntBGeSwJChl/CaV8AZxmGFR8RP9FLSb3xDdA+O42AZWgjL0EKMvOg/AnavvQUtJ4+g5cQRNJ84jJaTh9Fy8lu4GmrgrKuGs646TIQbrflIHz4GGcPPQXrBGGQMH4v04WNgGUarohDxwRtFZUOekZ2PlAOA7JUgNXrgr3O1i/E6N3z1LkgN7lCx3ugBZAa51Qdvqw840RZjgTgIVgPEYCFuNUDIVoW61QAhSznELL3iz9RHXS6RIAiiJ9Cc7S5IlLlTTTKw0iuimnHgwPA9UcalogwxAQdvaM5Z/PRVnXnamgMiXBHgit8V4WXMABwHU14BMgrGIF0V4BnDz4Fl6CiYh4xIKCFObS1+kqnOmCRDavHC3+iB1OiGv8mjCPVGd7vb5AkJ73Kd8k7gLToIQeJbVAW5kKmHZVgWvAZJFemhYZxRSOmXQ7tLMrW1RIHqrHsk+pxtEttdkEiN3suAd30CdkrK6MswjuE6vR8FCTYYQ51F/PR3nXkdrWirOo7WqqNoqz6OttPH0FZ9HK1Vx8K2oe+I0ZoPy9CRsAwphHloISxDRgT85ryCfl0phdpa/KR6nQVGzptUAd7ogdSkukFCXWrxwt/sgdTigdzafYEOKC+HCpmGUCGeqQefroeQoYOQoQefoYeQoYeQrpwrNh2E9NQdUU/1ttYXUJ11DxLbSU4iNvoDEoc1XgEOcODBMEuQMU8nIy1BBlaos4ifRKkzxhg8LY1oqz6G1qpjaKs6rojxqqOw15yCz9n53/gcL8CUOwyWoYUwDxkBU26BcuQVwJynuHpzRq+VN1HqLZmgOguH+WVIbV5IzV5IzR5IzZoQbz8XXAyu2rZ2myrWY1nTvCt4s6gK8y7EeboOQqbm17fbjUIv1ELvQ20tfqjOukeii22as52ETBAYRhn9WKe+OLlNErBH4nG5TkKJwCAkiOgmkg+O42DMyoExKwd546eFhDHG4LU3w15zCo6ak7DXnoS95hTstSfV89OQfR44zp6G4+zpqNcQ0ywB4W3KK4A5t91vyh0Gc95wiEZTX98qQQTgRF558dJqjBon0o85Ywyyw68KckWUSy1eZTpLqxdSq1cR8a1eSK2+dlurF3KbL7AbqOzwQ3b44a/p3rbZnJ5XxLdZVAS5Ra8KeNVvEcFb9BAsOvAWUbGl68CbdYotXQfBrIRxQmqOshPEQEJiO0mxcMBNBglHJBnrfQLqGId3fCI+9zP8UJRwvsCSZl1uIjngOA6GdCsM6VbknDspLJzJMlxNZ2GvOQlH7Sk4ak/DUV+trJKivqTptTfD77Irc8cjbGGvobdkIS1nCNKy85GWPQRpVsU1quemnCFIyx4CoOsRBYLoKziOg2BRBCtGdP1yaEeYTx1R7yDEI9pUgd5+7oPc5gUYwLwypAY3pIae3xNvEsGbVQFu0Snz2FU3oj9dB0FLYxbBm9pd+uOcIBRoGkkXJMPfOX4GfOHnsdnPwwlFYQ/hGC4WJVwgsH5/iZL+BoufwVJnPpcDzvrqgPh21p9RBLl67qirht9ljzk/nSkdRmueIsg1YZ6dD6M1H8asXBgzc2DMyoUhMweCTt+Hd5Y8DJa21tskYr0xmUG2KwJctvsg2X2K2+aD7PBFt6n+gK3NB+aTe7+APKcKb1WMm0QIZh04k6gK9CBxbtaBTxND45tFCCY1flDcVJ3jDiRmO0sGEn0aCYntLkimRu9mwDY/jy1+Hh5VdKeDYZYoY5ooI72fRDd1FvFDddaO19EKZ/0ZuBpr4Wo8C1dDjeI2KefuxrNwNdbC747vL3e9JROGzJx2Aa6J8cwcxa8dmbnQp2eBFxJzHmxPobbWPVK93mSPFBDeAYFu90W2dfQ7fJAcfshO5WAuf5+WlTPwivA2hQp53iQqgj1NAG8SwRlDz/m0IJtJtWu24PMBFPOp3s76ikQX2zSNJIUwcsA8nYxZoowKP4/tfh6t4LDRL+Dffh4TeIZpoowinuZ1E4mL3pwBvTkDWaOKO43nc9qhk9yoPf4tXI2qIFcFuru5Du7mBnhaGuBurgeTJXjtLfDaW9BWdazLMnA8D326VRHl6VYYMqzQZ1gDfkO6Ffr0LBgyshV/hhWG9Kx+XYmFIHoT3iCANwhAdvR567HCJBmyS0K6zoym6npFsDv8kF3K3HTZqYpzhzJvXbOF+DXxrsaRHL7Ay6jMI0PyeCA1eXpc1khwel4V5UKQMBfBGUPP+TQhSKgHxU8TwaUFxTEI4I1qevXgjCJtvDSIILGdgpg44Ps6GbNFGV9LHMr8PE4yHvtkDvu8PMxgOF+QMUlgGMPT3G4iOdGZLLBaRwLpuZ3GY7IMr6MF7uZ6RYA318PdUg+3KsQ9zYrrblHCvW1NYLIMT4si1uMrU7oqwq1BIlwV6+lZ0FuylIcJS6ZymDOgs2RCNJponWYiZeAEHoKFh8FqhsHg7bV8Za/ULsCDRtKVcx9kl6QIeqcfstsPFnzu8kN2S2CdnEP9n595ZTCvF3Lnq6D2GEXUKw85nFEEbxCgsxggi6xdnBsEVaS3i3XOKLaLdkOoTYsb8AenNwgk8AcIEtspjMgBF4oMF4oSzsgSKvw89kg8HOBQJgkokwCLKrzPFxhG04g3kYJwPB94sTNz5Lldxpf9Pnham1TxXQ9PaxO8bU3wtCqH197c7lftXkcLwBh8zjb4nG1w1J6Kr4yCGCLCdREEueYP2C0Z0JkVm6A3dLd6CCJp4PUCeL0AZPV+e2eMgXlkyO72qTCyy98u4F2aTQoS66qg1841Ad/x3K25UsjceEXUy5DRvs5734zVt8MZeHAGMVSoq/9qcIYgv55XXc3Gt/uNSjinhmtpec0WnJ+Wj5aXnh+UAwsktgcJw3jgKr2MBUzGUZnDXonHAYmDHRy+lAR8KQEGMIzlGWwCw7m8jBwOGITfCWKQw4s69WXL/JjTyJIEn6NFEeGaANf8bc2K394En71Vmc7iaA1Ma2GSH0zyw9PaCE9rYzfLrIfOZAkcoikdOlO6eh7qZuUOhRd8hLB0GmEnBi0cxwVGjvtCzGswSQbzSJDdUkCAy26/6kow69LQWt8cMYy5/ZA9ckC8hwh5jxpXfWDQ0shuf8ha8Mwjg3n6ftS+MxRB3lHMtwt4Xh8s/IMEvL6DgFfFO28UkHbFOMA8cPfUFSS2BxkCB9gEBpsgYTEDvlOF9zcSByc4fCNz+EYGAAFWjuFcnmEML2MUz5BN4psgIsILgjJ/OyM7rnSMMUgeV7sAb2uG19EKX5Bfs/uC/IE4jlaAMch+b4/EugbH8xDTLGFCXDSaoUszQ0wzQTSaIaaZoTOaIRpN4bbgeEYTrQJDEEFwAg/OpLzgGQmr1Qqul1/0Y345VJC7pRCxzrwyZI8E5lXjeJQHAuaRIAdskjISr8bT8guk1exB8drzDF3pJpA3erZzazAtbxzF6HWX9Vp+vQ2J7UGMwAHFAkOxIEFmQDUDvpV4fCtzqJQ5NDEOFRKHCnV7eAsYRvHKUcgzDOcZ9CS+CaLbcBynCFajCabcYXGnZ7IMv8uhTl+xB6axtPvDbfB54GxpDIvDZAlMluFThXxvwYs6VYybgkS7JtQVNyDSNZshDYIhDaJ6CMa0EJvm8jo9jcQTRBdwojKHHpaBeYGbMRZRgAf8bk2oyyECX/EHCX9PB4HvVYW9V0LBjycOyL3FColtAgDAc8AIDhjBy7gEgJcBx2QO30ocTsgcqpky5eSAzOGA+pDKgSGPAwp4hgKOYZgqwGmbEYLoHzieh86cDp05PeY00XZClDyudgEeEPBt8Dna4Hc74Xc7FGHvdsLvUvx+twM+lzMkXLPJPmX2qez3wWtvhtfe3Ju3DkC5/44CXIgi0DsNM5oUv94IwWCEoDdA0Ae7PV+hgyAGKxzHgTMIgEFAXy2omuhLJpLYJiKi54BxAsM4QZnr5WNAlawIb+2wg8NZBpyVOOwJSptR40AuBORzDHk8kMcx5HEMWRxo5ROCSECCR9jjmaveGbLfp4hwlwM+twN+tytIjDtUca4Kd48aTxPxXjckjwt+t0txPaGu7Ff+ftZG9v0uR6+UuTN4UddBgBvUIy2CODeA1xsg6o3g9UZFxOsNipDXaWFpiqvaNJHP64whNk4QafSeIJIcEttETOg4YLTAMFoV34wBbQCqZa79YBwaGIdWmaEVPI4BgBSUBxhyOSCPV8S3lVPmgVs5hkwOtBIKQaQQvKgLrJzS28h+HySPG36PSxH0ngii3B163llYII7bCcnrUQ83mOQPuabs9ylTcfoRjufB6/SKSNfpQ/xCTOeGIHvH807iidHTcHzq7uBIEH0BiW2iW3AckAEgI2j0G1B2sXRbMnC0pQ11jEOdzOEs49DAAB84nGHAGSlcVfNQBLeVY7AGXMWWwTFkcIAR9IImQRCKkOdFXVzTZ7qDLPkh+7zwe1xINxnRcLY2IMQlrwey162MwgfZOobJXk97HI8bkq9DmMcN2dfuanloMFlW0nncnZS0f+EEMUyE86JOcQVRFeo6GIwmyODAi6pN1IHX6cALqqvZgg81L0HUgxPFgD8QXxDbrxd8zSBbe1p9yu4ESyQXJLaJXsXIAcP0ArJEhsAOAQAkBjQxoI5xOCtzqGdAE1NewmxmgB8cmlRbNHRQRHemKr41EZ4OBgsHmDnFNYFGyQmC6Dm8IIIXRIhGEyxWK3y6/llbjMkyZL+3XYD7vO2u16sIdp9XtXc890Sxdxav83PZH7oxDZP88Et+wO3sl/roCRzPgxf16gNCkMAPPBiI4AQRvKBTBLqgAy8I4ESdGq4DJwiKXQ3nBEHJQxDVeEJQerHdLorgeTHw0MAL6rU6yRtt2bA7nEFxxZC8aVpRckJim+gXBA7I5YBcMJwXNBIOADID7ACa5HbB3ai6rYxDKwNc4OCDMkLe0Ikg1zCBwcwBFo7BDNXloIhyMKRxQBqnxEtTR81pPjlBEIkAx/MJ9WImY0wR3dEEvfoPgDbVRvZ7Ifv9SDPo0NbcrEz78XvB/H5IfjWeFj8krZIu4PeF2yQ1LZP8kALh7fGCp/4A6j8D6j8FftdA1F7vo4lwjleFe5AQbxfyqjDnReXhQVBdPsgviIrY57W4fHs+weGCqKbT4grtwl/Ns/0aonquhgXOg8KD8gn1ix3y4UPy1MqYjA8bJLaJAYcPmpIyCkDwiLiGlwFtDGhRxXcr49AK5dzOAIfqOgEwKGuGO9WR9FgxaiIcQBrHVBcwBfnTwGDkAAMAA8dUVzkXk+/7TxAE0SUcxwVeCI1n8biBWCFC+VfA10G8awLfB1lSXE30M78PsiRBlnxgfr8SLkmqXRH5TA3XxLxml9UNqWQ1nZI+yO/3QZbVvLQ4khQxrZY3kyVI6sOE9iJw2D1KfkgdHioGE5EE/PlL7kDx9Q8MdNGiQmKbSAr0HJDDATkBIR4uyAFllNwJhAhwBzRBDtgZBwcAF+PgAuBigBeKSnaDg5sBTQAQh0jXEBEqvjuKcQNYUJhyrucAHYAcjwS3DOihnGt2ETRPnSAIIlaUfwWUB4NkpOMDiixJYJIm1v0BER4m9DV/hzAmS4rAl7UHBSkg6gN+SVLSyGq4lkbNp90vqen87a6ah2KTQ66hXDP8eiGurD1kyIH8tOtGQ9t1Vw56Fqn9ZieK+/KD6SEktomUgucAC5TpIuhCmGv4GeCGIryd4OBiit+l+aGKc9XvZhw8ADwM8EB58RNQ5p37oYh65bJxqOQGFxBhzIgDgw6hAlwPBl3AD9XPoEeoSBc55QFA8+sACGpeWljAxqlp1HMS+ARBEAMPLwiAIEAYZBuxMsYC4j30gaFdjAc/GBROKEFLW/+uFBQPJLaJQY8YUaB39EdHUkW3Jr494Nr9rPNzLwAf4yDxPNySsnmtF4CkCngGDl7VFhDx4GItWrfgwNpFOTRhrh2K0BcQdHDtIl1Q0wpBccSgeFocEQCv5h2eFwuzBefFqwc9EBAEQaQmHMeBUx80YoEXE1vOJnTp9u7dixUrVmDPnj3w+XwoKirCLbfcgoULF8achyzLeOONN7Bq1SqcOHECJpMJ06dPx0MPPYTRo0f3XeGJQYOgroBiCoi/jkq4a2Xc8a9DiQF+KCLbywAflBF0za+IdGUKjOKqdnWJRUk996v5+AN+TrF3DEO7cmXqCL2/3RBE3wr9eODBILjs4CBCQLsI51Vxrp0LalweymcVakeIvd3G2v0R8+toZyFxuKDrcB3c8DgshjihYR399OBBEASRuCSs2C4vL8ftt98OnU6H+fPnIz09HZs2bcLDDz+Mqqoq3HnnnTHl8+STT+Ltt99GUVERbrzxRjQ0NOCDDz7A9u3b8dZbb6GoqKiP74Qg4kcbzTUAQFQRH80WPzJT9h8KFeaKYJdUQa+F+dS4khomQXk40NIHwgI2DrIWFpK23SarAj88reLKCFeTspovOoZFrBKuk7Dkh1MfJiKJ9oBfFe5irQNMFjvEYSFxuA55cdFsXPR4ip2F27no8aPmFTEN60aaLu6LC89bO1w+Ca1yeDp09HOdx9HO+Sj2jvdAEETywzHGEu7nx+/34z/+4z9QU1ODVatWYfz48QAAu92OG264AcePH8f777/f5ch0WVkZbrnlFkydOhX/+Mc/oNcrk56+/PJL3HbbbZg6dSr++c9/dppHf79JnQoMxBvoyQ7VWeewDiJdVg9LRiaaWlogh9iVBwCZoYNdPWdBfrSL9mhpwu1cSJzw/BRNL6vpmJqGdShHeBzFlRB6rrikugYrnPqE2GPxzkWOF3teoQ8g4Lq+pl6ng8/ni3rNMJeL8gATl8viT8f19JqR03bnmiZTGlxOV4c0LHIeneQfzzXjdbuKE9HPdRaPdZ62i7w5AEXZWWhpbsZAYLVau4yTkCPbZWVlOHnyJJYsWRIQ2gBgsVhw991346GHHsLatWvx85//vNN8Vq9eDQB48MEHA0IbAGbOnInZs2dj69atOH78OMaMGdM3N0IQRK/Ace3zxoOxijzCd46Od/wg4cYbwmBBgjxEqHfwy1HiaYJfZoA5PR2tbW1R4oTm0/HQhH+YLUJ8OUL62NJwcaWJdq2ALSQN13ncYJvaLLRz8ByYzMLiodPznj8ksYAc6XFGPaTDvcSSn0dCuyQnYqLFC+V/TSIeJja6cVMCN7WEFNsVFRUAgNmzZ4eFXXTRRSFxOqO8vBwmkwklJSVhYZrY3rFjB4ltgiASmuDpGp1H7CxQUUdWg4AmZ0+UV+I/nPQF3f33SRP7QOciPZI9YhzWk7y4XskrYrwIeZnMZjgcjih5hT5ERHIDfhY9TrQ0scbvvWty3b52sF+n08Hr9XUrbbAbV3oWLQ4X17W7Kkckf8g56zp+NNsIHa/8LZigJKTYrqysBACMGjUqLCwzMxNWqxUnTpzoNA+n04m6ujrYbDYIEd5m1aagaNciCIIgiN6G47p4Boo7w54k7t8HJatJhyZPtGv2b1mSBas1A01N7oEuRtJhzUhHU5NzoIsRlYQU23a7HQCQnp4eMdxisaCmpqbTPNrU9RYtFkvUPIKvFY1Y5uIQ4VC9xQ/VWfegeosfqrPuQfUWP1Rn8UN11j0Sud4SeIYLQRAEQRAEQSQ3CSm2tVHntii7Adnt9qij3hpaeLSRa80ebeSbIAiCIAiCIHpKQoptbT51pHnZLS0taGpqijifOxiTyYS8vDycPn0akhQ+a16bq00b2xAEQRAEQRB9RUKK7WnTpgEAtm3bFha2fft2AEBpaWmX+ZSWlsLpdGLXrl1hYVre2rUIgiAIgiAIordJSLE9c+ZMjBw5Ehs2bMDBgwcDdrvdjueffx6iKGLx4sUBe2NjI44ePYrGxsaQfK677joAwF/+8hd4vd6A/csvv8S2bdswbdo0WvaPIAiCIAiC6DMScgdJQNnYZunSpdDpdFiwYAEsFgs2bdqE06dP48EHH8Rdd90ViLtixQo899xzuPfee3HfffeF5PPEE09g9erVKCoqwvjx41FWVoazZ88CAM4991z87Gc/w8KFC2MulyzLeOONN7Bq1SqcOHECJpMJ06dPx0MPPZRyU1Jqa2vx4YcfYsuWLTh27Bjq6+uRmZmJkpISLF26FBdccEFM+ZSXl+Pmm2+OGr5q1SpMnjy5l0o98MydOxdVVVURw66//nosW7YspnwGU1tbu3YtHnvssU7jzJgxA6+++mqncVK1rb377rv46quvsH//fhw5cgQ+nw+///3vsWTJkojx7XY7VqxYgU2bNqGurg55eXm49NJLcd9998X9nsrevXuxYsUK7NmzBz6fD0VFRbjlllvi6jcHgljrzOfz4dNPP8XmzZvx9ddf48yZM+A4DkVFRVi0aBFuuOGGiMvHRqO3vv8DQTztTPvdjYRer8e+ffviunaytjMgvnorLi7uMr/PPvsMw4YN6zJeMre17uiLZO7XEnLpP0D5YX3jjTfw7LPP4sMPPwxUxgMPPIArr7wy5nyWLVuG4uJi/OMf/8D69esBACNGjMD06dNRXl6Ohx9+GFVVVbjzzjtjyu/JJ5/E22+/jaKiItx4441oaGjABx98gO3bt+Ott95CUVFRt+43EXnttdfwf//3fygsLMSsWbOQk5ODEydO4OOPP8bHH3+MZ555BldccUXM+ZWWlkac/jN06NDeLHZCkJ6ejltuuSXMPnHixJjzGExt7bzzzsO9994bMWzjxo349ttvI25yFY1Ua2t//etfUVVVBavVivz8/Kg/sICyx8CNN96IgwcP4qKLLsL8+fNx6NAhvPLKKygvL8cbb7wBk8kU03XLy8tx++23Q6fTYf78+UhPT8emTZvi7jcHgljr7OTJk7j//vthNpsxY8YMzJ07F21tbdi8eTOWLVuGrVu34n//93/BcbEvcN0b3/+BIJ52prF48WIMHz48xBbPwwmQ3O0MiK/eovVzJ06cwHvvvYexY8fGJLQ1krWtxasvkr5fY4MAn8/H5s2bxyZOnMgOHDgQsLe1tbH58+ez8ePHs+PHj3eZz5dffslsNhv78Y9/zDweT8D+xRdfsOLiYvaTn/ykL4o/YGzcuJHt2LEjzL5jxw42YcIEVlpaGlIP0SgrK2M2m409++yzfVHMhOOSSy5hl1xySY/yGGxtLRoej4eVlpay8ePHs7q6ui7jp2pb2759Ozt9+jRjjLEXX3yR2Ww2tmbNmohx//rXvzKbzcaefvrpiPa//vWvMV2zt/rNgSLWOqupqWGvv/46czqdIXaHw8GWLFnCbDYb++CDD2K+bm98/weKeNrZs88+y2w2GysrK+vRNZO9nTEWX71FY9myZcxms7GXX3455jTJ3Nbi1RfJ3q8l5Jzt3qasrAwnT57EggULMH78+IDdYrHg7rvvht/vx9q1a7vMZ/Xq1QCABx98EHq9PmCfOXMmZs+ejR07duD48eO9fwMDxKWXXoqpU6eG2adOnYrp06ejubkZhw8fHoCSpT6Dra1F4+OPP0ZzczO+//3vIzc3d6CLM2DMmjUrbPQwEowxrF69GiaTCffcc09I2M9+9jNkZmbinXfeAYth9mBv9ZsDRax1NmTIEPz4xz9GWlpaiN1kMuG2224DAOzYsaNPyphoxFpnvUmytzOg5/Xm8Xjw3nvvQafT4aqrrurFkiUu8eiLVOjXEnYaSW9SUVEBABH/hr7oootC4nRGeXk5TCYTSkpKwsJmz56NrVu3YseOHYPipUtRFEPcWKisrMTKlSvhdrtRUFCAWbNmITs7u6+KOKB4vV6sW7cOtbW1yMjIQElJCcaNGxdzemprCu+88w4A4Nprr40r3WBqa8FUVlbi7NmzmD17dthfqgaDAVOnTsUnn3yCEydOdDnvv7f6zWRG69/inRbR0+9/MrFz507s3bsXgiDgnHPOwaxZs0IGCLqC2hmwadMmtLS04LLLLou7n0rFttZRX6RCvzYoxLa2pnaktbkzMzNhtVojrukdjNPpRF1dHWw2W8SOV/uAtWulMtXV1fjiiy+Ql5cHm80Wc7oNGzZgw4YNgXOj0Yj77rsPS5cu7YtiDih1dXV49NFHQ2xz5szB008/3WVnSm1NoaqqCl9++SWGDBmCOXPmxJV2MLW1YLR+LNoPjtYHxvKj1Bv9ZrKzZs0aAJF/mDujJ9//ZOPZZ58NOc/Ly8Py5csDwqUrqJ11f1ABSL22FklfpEK/NijEtrZbZLRdJy0WC2pqajrNQ9vNMtobr5o92o6VqYLP58Mvf/lLeL1ePPzwwzGN+GRnZ+OXv/wlvv/976OgoACtra0oLy/HH//4R/zhD3+AxWLBDTfc0A+l7x+WLFmC0tJSFBUVQa/X4+jRo3juueewZcsW3H333XjzzTc7fdmK2prC2rVrIcsylixZEvPI4mBrax2Jte1E2503mN7oN5OZVatWYcuWLZgxYwYuvvjimNP19PufLJx33nlYvnw5pk2bhtzcXNTU1OD999/Hiy++iLvuugtvv/12TCOsg72dnTp1CuXl5SgoKIj5AUUj1dpaNH2RCv3aoJizTfQOsizj17/+NXbs2IHrrrsOixYtiindueeei9tvvx1jx45FWloahgwZgiuvvBJ///vfodPpsGLFCsiy3LeF70fuvfdelJaWIjs7GxaLBRdccAFefPFFXHjhhdi9ezc+//zzgS5iwiPLMtauXQuO43D11VfHnG6wtTWib/jss8/w29/+FsOHD8cf/vCHuNIOlu//vHnzsGjRIgwfPhwGgwGjRo3C3XffjccffxwejwfPP//8QBcxKVizZg0YY1iyZAl4Pj5Jlkptrbv6IlkYFGK7q6ceu90e9SlHQwuPNpqo2eNd6zFZYIzhiSeewPr163HllVfiN7/5TY/ztNlsuOCCC1BfX5/yfxPyPB9YczXSjqbBDPa2Big7xVZXV2PGjBkYOXJkj/MbLG0t1rbTVX8H9E6/mYxs3boV9913H3JycvDqq68iPz+/x3nG8/1PdhYtWgRRFGO+z8HazgBFYK5btw48z8c1qNAZydjWutIXqdCvDQqxrc3hifQj29LSgqampojzd4IxmUzIy8vD6dOnIUlSWLg2DyjVNhsB2p8416xZgwULFuCpp56K+wk8GlarFQDgdrt7Jb9ERrtXl8vVabzB3NY0ejKHMRqDoa1p/Vi0+fxaH9hVfwf0Tr+ZbGzZsgX33HMPrFYrVq5c2SsPehqxfv+THb1eD7PZHPP3bDC2M42tW7eipqYGs2bNQkFBQa/lm0xtLRZ9kQr92qAQ29OmTQMAbNu2LSxs+/btABBxA4yOlJaWwul0Rnxa1PLWrpUqyLKMxx9/HGvXrsUVV1yBp59+Ou4386Ph9/vxzTffgOO4uBbxT1b27t0LADEtETUY25pGU1MTPvnkE2RlZeGHP/xhr+Q5WNra6NGjkZ+fj127dsHpdIaEeTwe7Ny5E/n5+TH9mPRWv5ksaEI7IyMDK1eu7PUf3Hi+/8lMZWUlWlpaYr7PwdbOgumLQQUgedparPoiFfq1QSG2Z86ciZEjR2LDhg04ePBgwG632/H8889DFEUsXrw4YG9sbMTRo0fR2NgYks91110HAPjLX/4Cr9cbsH/55ZfYtm0bpk2bllJLsQV/ES6//HL84Q9/6FRoR6u33bt3h61/6ff78fTTT6OqqgqzZ89GVlZWX9xCv/Pdd9+htbU1zL5z50784x//gF6vx6WXXhqwU1sL591334XP58PChQujLiFGbS0yHMfh2muvhdPpxN/+9reQsBdffBEtLS249tprQ16a8vl8OHr0KE6ePBkSP95+M5nRhHZmZiZWrlzZ5b9G0eos3u9/smK323Ho0KEwe0tLCx5//HEAwPz580PCqJ2F0tjYiM2bN8NqtWLu3LlR46VqW4tHX6RCv8axWFYBTwHKysqwdOlS6HQ6LFiwABaLBZs2bcLp06fx4IMP4q677grEXbFiBZ577jnce++9uO+++0LyeeKJJ7B69WoUFRXh4osvDmyhbTAYUm4Lba0eTCYTbr755ohras+bNw/nnXdeSPyO9aZ1JFOmTMGQIUPQ1tYW2JSloKAA//znPxP+CTxWVqxYgb///e+YOXMmhg8fDr1ejyNHjmD79u3geR6/+c1vQkYxqK2Fs3DhQhw5cgTr169HcXFxxDiDra2tXr0aX331FQDgyJEjOHDgAEpKSgIjOfPmzcO8efMAKEtH/vjHPw5sazxhwgQcOnQIW7ZswXnnnRe2rfHp06fxgx/8AMOHD8enn34act14+s1EI9Y6O3r0KBYtWgSv14v58+dHfIgdPnx4YB4sEL3O4v3+Jxqx1pl2/xMnToTNZkNOTg5qa2uxZcsWNDc346KLLsILL7wQ8rCcqu0MiO/7qfHyyy9j+fLluO2228KW7gsmVdtavPoi2fu1QbH0HwDMmDEDb7zxBp599ll8+OGH8Pl8KCoqwgMPPIArr7wy5nyWLVuG4uJirFq1Cq+99hpMJhMuueQSPPTQQyk30lhVVQVAaeQvvPBCxDjDhw8PfBmiccMNN2Dr1q2oqKhAU1MTRFFEYWEh7rzzTvz0pz9FZmZmr5d9oJg+fTqOHj2Kb775BhUVFfB6vcjJycEVV1yBW2+9FZMmTYo5r8HU1jT27t2LI0eOYNKkSVGFdmekalv76quvsG7duhDbrl27AtOMhg8fHvgxN5lMeO211/Dcc89h48aNqKioQG5uLm699Vbce++9YZtCdEZv9ZsDQax1Vl9fH/j36P3334+YV2lpaYjYjkZvfv8HgljrLCsrCz/5yU+wZ88ebN68GW1tbUhLS4PNZsOVV16Ja6+9Nq7phsnczoD4vp8aPZ1CkuxtLV59kez92qAZ2SYIgiAIgiCI/mZQzNkmCIIgCIIgiIGAxDZBEARBEARB9BEktgmCIAiCIAiijyCxTRAEQRAEQRB9BIltgiAIgiAIgugjSGwTBEEQBEEQRB9BYpsgCIIgCIIg+ggS2wRBEARBEATRR5DYJgiCIAiCIIg+gsQ2QRBJQ3FxccgxYcIETJ8+HQsXLsSjjz6KjRs3wu/3d5p+7ty5/Vji1OTkyZO45557MH36dIwbNw7FxcUoLy8f6GL1mBUrVqC4uBhr165NiesQBJEYiANdAIIgiHhZvHgxAECWZbS1taGyshL/+te/sG7dOowaNQp//OMfMWnSpF6/7tq1a/HYY4/h3nvvxX333dfr+ScDsizj/vvvx8GDBzF58mSMGjUKPM8jNzd3oItGEASRkJDYJggi6XjqqafCbCdPnsSf/vQnfPjhh7j55pvx5ptv4rzzzguJ88EHH0Cn0/VXMVOSqqoqHDx4EFOnTsXrr78+0MUhCIJIeGgaCUEQKUFhYSH+8pe/4JprroHL5cKvf/3rsDhjx45FYWHhAJQudaipqQEAjBw5coBLQhAEkRyQ2CYIIqV49NFHYTKZ8M0332Dnzp0hYdHmbH/99de45557cMkll2DixIm46KKLcM011+CZZ56Bw+EAANx000147LHHAADPPfdcyNxxbe4tYwwbNmzAQw89hMsuuwyTJ0/GlClTcM011+D111+HLMth1w6ev3v48GHceeedmDZtGiZPnowbb7wRu3btinqvu3fvxgMPPIDZs2dj4sSJmDNnDm6//Xa8++67YXEbGxuxfPlyXHbZZTj//PMxbdo0LF26FDt27Ii5bouLi3HjjTcCANatWxe4/5tuugkAUF5ejuLiYjz66KOoq6vD448/ju9973sYP348XnnllZBy33XXXZgxYwYmTpyIuXPn4r//+79RW1sbds21a9eiuLgYK1aswMmTJ/HAAw9g+vTpKCkpwdKlS/Hdd98BAPx+P1544YXA/f3whz/s0ch7vJ/Fv/71L/zoRz9CSUkJLrjgAixcuBAvvvgiPB5PXNf1er149dVXcfXVV2PKlCmYPHkyrrnmGqxevRqMsW7fD0EQAwdNIyEIIqVIT0/HnDlzsHHjRpSXl2Pq1Kmdxv/ss89w1113geM4lJSUYMqUKWhpaUFlZSVeeuklXH/99TCbzZgzZw78fj927dqFcePGhUxR0UbLvV4vfvGLXyAzMxNjx47F+PHj0dTUhD179mDZsmXYt29fxCkwALB//34sW7YMQ4YMwcyZM3HixAns2LEDt956K9555x3YbLaQ+K+88gqeeuopMMZw/vnno7S0FA0NDThw4ACOHz+Oq666KhD36NGjuO2221BbW4vCwkJcfPHFaG5uRllZGbZv346nn34aCxcu7LJuFy9ejLq6Omzbtg2FhYW48MILAQDnnHNOSLzGxkZcc801kCQJJSUl8Hq9SEtLAwC8++67eOyxxyDLMqZMmYJhw4bhwIEDePPNN/Hvf/8bK1euxNixY8Ouffr0aVx77bVIT09HaWkpKisrsXXrVhw4cADr16/Hk08+ibKyMkyZMgUjRoxAeXk5li1bBp1Oh+uuu67Le+vJZ/Ff//VfWLVqFQwGA2bMmAGj0YiKigr86U9/wubNm/HKK6/AaDR2eV2n04k77rgDO3fuhNVqxYUXXgie57Fnzx488cQT2LdvH5YtWxbXvRAEkQAwgiCIJMFmszGbzdZlvOeff57ZbDb285//PCz9JZdcEmK78cYbWXFxMdu3b19YPl9//TVra2sLnK9Zs4bZbDb27LPPRryuz+djGzduZB6PJ8Te0NDAlixZwmw2G6uoqAgJe/bZZwP39dJLL4WE/e53v2M2m4098sgjIfaKigpWXFzMSkpKWFlZWUiYx+NhW7ZsCZz7/X62YMECZrPZ2KuvvspkWQ6EHThwgJWWlrLJkyez+vr6iPfUkbKyMmaz2divfvWrqGE2m43dc889zO12h4RXV1ezSZMmsfHjx7NPP/00YJckKXCvV199dUgarc5tNhv7/e9/zyRJYowxJssye/TRR5nNZmNXXHEFW7BgATtz5kwg3RdffBHx8+6M7nwWH330EbPZbGzOnDmssrIyYG9ra2M/+tGPmM1mY8uXL494nTVr1oTYn3zyycA17HZ7wN7Q0MCuvfZaZrPZ2ObNm2O+H4IgEgOaRkIQRMphtVoBAC0tLV3GbWhoQHp6OiZOnBgWNmnSJFgslpivK4oiLr30Uuj1+hB7dnY2fvGLXwAAPvnkk4hpL7zwQtxxxx0htrvuugsAwqbDvPTSS2CMBZbfC0av12POnDmB882bN+PIkSNYsGABbr75ZnAcFwgbP3487r77bjidTqxfvz7m++wKvV6P//zP/4TBYAixr169Gm63G/Pnz8cll1wSsPM8j4cffhj5+fnYt28f9uzZE5ZnYWEhHn74YfC88rPFcRxuvfVWAMB3332Hxx9/HEOHDg3EnzlzJsaPH4+qqiqcPn06rvLH81m89tprAID7778fo0aNCtgtFguefPJJcByHt956C16vt9NrNjQ04J133sGIESPwP//zPzCbzYGw7OzswIj2W2+9Fde9EAQx8NA0EoIgUg6mzm0NFpbRmDBhAtavX49f//rXuPXWW8OmCHSHgwcPYtu2baiurobb7QZjLDD3u7KyMmKaiy66KMxmtVqRlZWFs2fPBmySJKGiogIAYpoesX37dgDAD37wg4jh2lSQffv2dZlXrEyYMAFDhgwJs2tCNdKUFb1ej8svvxwrV67Ezp07MXny5JDw0tJSiGLoT5b2kqZOp0NpaWlYniNHjsQ333yDuro6jBgxIubyx/pZ+Hw+7NmzBxzHRbwnbU77oUOHcOjQoU6Xo6yoqIDP58OcOXPCHtYAYNy4cTCbzdi/f3/M90EQRGJAYpsgiJSjqakJAJCZmdll3J///Oc4cuQI1qxZgzVr1sBqtWLKlCmYN28eFi5cGFH4RMPr9eKxxx7Dhg0bosbRRHdHgkdlgzGbzWhubg6cNzU1we12IycnJ6ZR96qqKgDAQw89hIceeihqPK3OeoNhw4ZFtGtCdfjw4RHDNXuwoNWIJN5NJhMAIC8vLzDiHSm8q1HljsT6WTQ3N8Pn8yEvLy9sFF9j+PDhOHToUMR7Ckb7nN588028+eabUePF+8IlQRADD4ltgiBSjkOHDgEAioqKuow7bNgwrFmzBmVlZfjss89QUVGBzZs349NPP8Xf//53vPXWWzGJdkB5aXHDhg2w2Wx45JFHMGHCBGRkZECn0+H48eO4/PLLo6aNZRS+O/ElSQIAfO9730NOTk7UeB1fcuwJ0YSnRldljxTeWZp4664reju/WPLUVqoZP348iouLe/36BEEMHCS2CYJIKdra2rB161YACJvPHA1RFDF79mzMnj0bAFBdXY3HHnsMZWVleOmll/DII4/ElM+///1vAMAzzzwTNh3l1KlTsd5Cp1itVhiNRtTX18Nut3c5uq2N0t5www1Rp5L0F/n5+Th+/DhOnz6NMWPGhIVXV1cDUEaqk4GsrCzodDrU19fD7XZHXHEk1nvSRu5LS0sDS0wSBJEa0AuSBEGkFE899RScTifOP/98TJkypVt5FBQUBF6QO3LkSMCu7T7p9/sjpmttbQUQeRrFhx9+2K2ydEQQhMD85NWrV3cZf9asWQCAjz/+uFeu3xO0ZRjfe++9sDCv14uPPvooJF6io9PpMHny5MD66h05cuQIDh06BLPZjHHjxnWa14wZMyAIAj777LPAvxEEQaQGJLYJgkgJTp06hQcffBDvvPMOTCYTfve738WU7pVXXkF9fX2YXRsdDxbO+fn5AIDjx49HzGv06NEAEDbn9qOPPoq40Ux3ueOOO8BxHJ5//vmw1TF8Pl+g7ABw2WWX4ZxzzsG6devw0ksvwefzhcT3er3YtGkTDh8+3Gvli8Y111wDo9GI999/H5999lnALssy/vznP6O2thbnn39+2MuRiYy2yc+KFStC/r2w2+347W9/C8YYrr/++i7n/g8ZMgSLFy9GZWUlfvnLX6KxsTEszq5du/D555/37g0QBNHn0DQSgiCSjkcffRSAItLsdjsqKytx7NgxMMYwevRo/PGPf4x53utzzz2H5cuXY9y4cRg1ahQYYzh8+DCOHz8Oq9WKpUuXBuJOnjwZOTk52LhxI2666SaMGDECPM/j6quvDuxouHXrVjzzzDP46KOPMGbMGFRWVmL//v346U9/ipdffrlX7r+0tBSPPPIInn76afzkJz/BpEmTUFhYiIaGBhw6dAgmkwmffvopAGWKzHPPPYelS5fimWeewcqVK1FcXAyLxYKamhocO3YMra2t+Nvf/tbnc4ULCgqwbNkyPPbYY7jzzjtRUlIS2NTm+PHjyM3NxfLly/u0DL3N5Zdfjuuvvx6rVq3CggULQja1aWxsxOTJk3H//ffHlNcTTzyBU6dOYcOGDdi8eTPOO+885Ofno76+HidOnEBtbS1uvvlmXHzxxX18VwRB9CYktgmCSDrWrVsHQBGSFosF+fn5WLRoEebOnYu5c+eGLRHXGU888URgJ8ItW7YAUEazf/rTn+K2224LjGYDyot/L774Iv785z9j79692LFjBxhjuPDCC1FSUoJp06bhjTfewJ///GccPHgQlZWVsNlsWLFiBcaPH99rYhsAbr/9dpx//vl45ZVXsHv3bhw8eBDZ2dmYMGECFi1aFBJ37Nix+Ne//oXXXnsN//73v7Fr1y4wxpCXl4epU6fihz/8IWbOnNlrZeuMq666CiNHjsRLL72E3bt3Y+/evcjLy8OPfvQj3HXXXRFXHUl0li1bhpKSErz11luoqKiAJEkoLCzELbfcgltvvTWm3SMBIC0tDS+//DLWrVuH9evX4/Dhw/j666+Rk5ODwsJC3HzzzViwYEEf3w1BEL0Nx7QFaQmCIAiCIAiC6FVozjZBEARBEARB9BEktgmCIAiCIAiijyCxTRAEQRAEQRB9BIltgiAIgiAIgugjSGwTBEEQBEEQRB9BYpsgCIIgCIIg+ggS2wRBEARBEATRR5DYJgiCIAiCIIg+gsQ2QRAEQRAEQfQRJLYJgiAIgiAIoo8gsU0QBEEQBEEQfQSJbYIgCIIgCILoI/4/sMYRg1nO+GIAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots()\n", "var_shot_ary = [0.01, 0.02, 0.05, 0.1, 0.2, 1]\n", "var_shot_plot = xr.DataArray(var_shot_ary, coords=[(\"variance\", var_shot_ary)])\n", "\n", "forward_angle_model(var_shot_plot, t).plot.line(hue=\"variance\")\n", "\n", "plot_golf_data(golf_data, ax=ax)\n", "ax.set_title(\"Model prediction for selected amounts of variance\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks like a promising approach! A variance of 0.02 radians looks like it will be close to the right answer. The model also predicted that putts from 0 feet all go in, which is a nice side effect. We might think about whether a golfer misses putts symmetrically. It is plausible that a right handed putter and a left handed putter might have a different bias to their shots.\n", "### Fitting the model\n", "\n", "PyMC has $\\Phi$ implemented, but it is pretty hidden (`pm.distributions.dist_math.normal_lcdf`), and it is worthwhile to implement it ourselves anyways, using an identity with the [error function](https://en.wikipedia.org/wiki/Error_function)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": "\n\n\n\n\n\n\n\nclusterobs_id (19)\n\nobs_id (19)\n\n\n\nsuccesses\n\nsuccesses\n~\nMutableData\n\n\n\nsuccess\n\nsuccess\n~\nBinomial\n\n\n\nsuccess->successes\n\n\n\n\n\np_goes_in\n\np_goes_in\n~\nDeterministic\n\n\n\np_goes_in->success\n\n\n\n\n\ntries\n\ntries\n~\nMutableData\n\n\n\ntries->success\n\n\n\n\n\ndistance\n\ndistance\n~\nMutableData\n\n\n\ndistance->p_goes_in\n\n\n\n\n\nvariance_of_shot\n\nvariance_of_shot\n~\nHalfNormal\n\n\n\nvariance_of_shot->p_goes_in\n\n\n\n\n\n", "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def phi(x):\n", " \"\"\"Calculates the standard normal cumulative distribution function.\"\"\"\n", " return 0.5 + 0.5 * pt.erf(x / pt.sqrt(2.0))\n", "\n", "\n", "with pm.Model() as angle_model:\n", " distance_ = pm.MutableData(\"distance\", golf_data[\"distance\"], dims=\"obs_id\")\n", " tries_ = pm.MutableData(\"tries\", golf_data[\"tries\"], dims=\"obs_id\")\n", " successes_ = pm.MutableData(\"successes\", golf_data[\"successes\"], dims=\"obs_id\")\n", "\n", " variance_of_shot = pm.HalfNormal(\"variance_of_shot\")\n", " p_goes_in = pm.Deterministic(\n", " \"p_goes_in\",\n", " 2 * phi(pt.arcsin((CUP_RADIUS - BALL_RADIUS) / distance_) / variance_of_shot) - 1,\n", " dims=\"obs_id\",\n", " )\n", " success = pm.Binomial(\"success\", n=tries_, p=p_goes_in, observed=successes_, dims=\"obs_id\")\n", "\n", "\n", "pm.model_to_graphviz(angle_model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prior Predictive Checks\n", "\n", "We often wish to sample from the prior, especially if we have some idea of what the observations would look like, but not a lot of intuition for the prior parameters. We have an angle-based model here, but it might not be intuitive if the *variance* of the angle is given, how that effects the accuracy of a shot. Let's check!\n", "\n", "Sometimes a custom visualization or dashboard is useful for a prior predictive check. Here, we plot our prior distribution of putts from 20 feet away." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [success, variance_of_shot]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with angle_model:\n", " angle_trace = pm.sample_prior_predictive(500)\n", "\n", "angle_prior = angle_trace.prior.squeeze()\n", "\n", "angle_of_shot = XrContinuousRV(st.norm, 0, angle_prior[\"variance_of_shot\"]).rvs(\n", " random_state=RANDOM_SEED\n", ") # radians\n", "distance = 20 # feet\n", "\n", "end_positions = xr.Dataset(\n", " {\"endx\": distance * np.cos(angle_of_shot), \"endy\": distance * np.sin(angle_of_shot)}\n", ")\n", "\n", "fig, ax = plt.subplots()\n", "for draw in end_positions[\"draw\"]:\n", " end = end_positions.sel(draw=draw)\n", " ax.plot([0, end[\"endx\"]], [0, end[\"endy\"]], \"k-o\", lw=1, mfc=\"w\", alpha=0.5)\n", "ax.plot(0, 0, \"go\", label=\"Start\", mfc=\"g\", ms=20)\n", "ax.plot(distance, 0, \"ro\", label=\"Goal\", mfc=\"r\", ms=20)\n", "\n", "ax.set_title(f\"Prior distribution of putts from {distance}ft away\")\n", "\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a little funny! Most obviously, it should probably be not this common to putt the ball *backwards*. This also leads us to worry that we are using a normal distribution to model an angle. The [von Mises](https://en.wikipedia.org/wiki/Von_Mises_distribution) distribution may be appropriate here. Also, the golfer needs to stand somewhere, so perhaps adding some bounds to the von Mises would be appropriate. We will find that this model learns from the data quite well, though, and these additions are not necessary." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:00<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n" ] } ], "source": [ "with angle_model:\n", " angle_trace.extend(pm.sample(1000, tune=1000, target_accept=0.85))\n", "\n", "angle_post = az.extract(angle_trace)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_golf_data(golf_data)\n", "\n", "angle_post[\"expit\"] = forward_angle_model(angle_post[\"variance_of_shot\"], t)\n", "\n", "ax.plot(\n", " t,\n", " angle_post[\"expit\"][:, ::100],\n", " lw=1,\n", " color=\"C1\",\n", " alpha=0.1,\n", ")\n", "\n", "ax.plot(\n", " t,\n", " angle_post[\"expit\"].mean(dim=\"sample\"),\n", " label=\"Geometry-based model\",\n", ")\n", "\n", "ax.plot(\n", " t,\n", " logit_post[\"expit\"].mean(dim=\"sample\"),\n", " label=\"Logit-binomial model\",\n", ")\n", "ax.set_title(\"Comparing the fit of geometry-based and logit-binomial model\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This new model appears to fit much better, and by modelling the geometry of the situation, we may have a bit more confidence in extrapolating the data. This model suggests that a 50 foot putt has much higher chance of going in:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6.40% vs 0.00283%\n" ] } ], "source": [ "angle_prob_at_50 = forward_angle_model(angle_post[\"variance_of_shot\"], np.array([50]))\n", "print(f\"{100 * angle_prob_at_50.mean().item():.2f}% vs {100 * prob_at_50:.5f}%\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also recreate our prior predictive plot, giving us some confidence that the prior was not leading to unreasonable situations in the posterior distribution: the variance in angle is quite small!" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "angle_of_shot = XrContinuousRV(st.norm, 0, angle_post[\"variance_of_shot\"]).rvs(\n", " random_state=RANDOM_SEED\n", ") # radians\n", "distance = 20 # feet\n", "\n", "end_positions = xr.Dataset(\n", " {\"endx\": distance * np.cos(angle_of_shot.data), \"endy\": distance * np.sin(angle_of_shot.data)}\n", ")\n", "\n", "fig, ax = plt.subplots()\n", "for x, y in zip(end_positions.endx, end_positions.endy):\n", " ax.plot([0, x], [0, y], \"k-o\", lw=1, mfc=\"w\", alpha=0.5)\n", "ax.plot(0, 0, \"go\", label=\"Start\", mfc=\"g\", ms=20)\n", "ax.plot(distance, 0, \"ro\", label=\"Goal\", mfc=\"r\", ms=20)\n", "\n", "ax.set_title(f\"Prior distribution of putts from {distance}ft away\")\n", "ax.set_xlim(-21, 21)\n", "ax.set_ylim(-21, 21)\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## New Data!\n", "\n", "Mark Broadie used new summary data on putting to fit a new model. We will use this new data to refine our model:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# golf putting data from Broadie (2018)\n", "new_golf_data = \"\"\"distance tries successes\n", "0.28 45198 45183\n", "0.97 183020 182899\n", "1.93 169503 168594\n", "2.92 113094 108953\n", "3.93 73855 64740\n", "4.94 53659 41106\n", "5.94 42991 28205\n", "6.95 37050 21334\n", "7.95 33275 16615\n", "8.95 30836 13503\n", "9.95 28637 11060\n", "10.95 26239 9032\n", "11.95 24636 7687\n", "12.95 22876 6432\n", "14.43 41267 9813\n", "16.43 35712 7196\n", "18.44 31573 5290\n", "20.44 28280 4086\n", "21.95 13238 1642\n", "24.39 46570 4767\n", "28.40 38422 2980\n", "32.39 31641 1996\n", "36.39 25604 1327\n", "40.37 20366 834\n", "44.38 15977 559\n", "48.37 11770 311\n", "52.36 8708 231\n", "57.25 8878 204\n", "63.23 5492 103\n", "69.18 3087 35\n", "75.19 1742 24\"\"\"\n", "\n", "new_golf_data = pd.read_csv(io.StringIO(new_golf_data), sep=\" \")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_golf_data(new_golf_data)\n", "plot_golf_data(golf_data, ax=ax, color=\"C1\")\n", "\n", "t_ary = np.linspace(CUP_RADIUS - BALL_RADIUS, new_golf_data.distance.max(), 200)\n", "t = xr.DataArray(t_ary, coords=[(\"distance\", t_ary)])\n", "\n", "ax.plot(\n", " t, forward_angle_model(angle_trace.posterior[\"variance_of_shot\"], t).mean((\"chain\", \"draw\"))\n", ")\n", "ax.set_title(\"Comparing the new data set to the old data set, and\\nconsidering the old model fit\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This new data set represents ~200 times the number of putt attempts as the old data, and includes putts up to 75ft, compared to 20ft for the old data set. It also seems that the new data represents a different population from the old data: while the two have different bins, the new data suggests higher success for most data. This may be from a different method of collecting the data, or golfers improving in the intervening years." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting the model on the new data\n", "\n", "Since we think these may be two different populations, the easiest solution would be to refit our model. This goes worse than earlier: there are divergences, and it takes much longer to run. This may indicate a problem with the model: Andrew Gelman calls this the \"folk theorem of statistical computing\"." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [10000/10000 00:14<00:00 Sampling 4 chains, 2,003 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_500 tune and 1_000 draw iterations (6_000 + 4_000 draws total) took 15 seconds.\n" ] } ], "source": [ "with angle_model:\n", " pm.set_data(\n", " {\n", " \"distance\": new_golf_data[\"distance\"],\n", " \"tries\": new_golf_data[\"tries\"],\n", " \"successes\": new_golf_data[\"successes\"],\n", " }\n", " )\n", " new_angle_trace = pm.sample(1000, tune=1500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{note}\n", "As you will see in the plot below, this model fits the new data quite badly. In this case, all the divergences\n", "and convergence warnings have no other solution than using a different model that can actually explain the data.\n", ":::" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_golf_data(new_golf_data)\n", "plot_golf_data(golf_data, ax=ax, color=\"C1\")\n", "\n", "new_angle_post = az.extract(new_angle_trace)\n", "ax.plot(\n", " t,\n", " forward_angle_model(angle_post[\"variance_of_shot\"], t).mean(dim=\"sample\"),\n", " label=\"Trained on original data\",\n", ")\n", "ax.plot(\n", " t,\n", " forward_angle_model(new_angle_post[\"variance_of_shot\"], t).mean(dim=\"sample\"),\n", " label=\"Trained on new data\",\n", ")\n", "ax.set_title(\"Retraining the model on new data\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A model incorporating distance to hole\n", "\n", "We might assume that, in addition to putting in the right direction, a golfer may need to hit the ball the right distance. Specifically, we assume:\n", "\n", "1. If a put goes short *or* more than 3 feet past the hole, it will not go in.\n", "2. Golfers aim for 1 foot past the hole\n", "3. The distance the ball goes, $u$, is distributed according to\n", "$$\n", "u \\sim \\mathcal{N}\\left(1 + \\text{distance}, \\sigma_{\\text{distance}} (1 + \\text{distance})\\right),\n", "$$\n", "where we will learn $\\sigma_{\\text{distance}}$.\n", "\n", "Again, this is a geometry and algebra problem to work the probability that the ball goes in from any given distance:\n", "$$\n", "P(\\text{good distance}) = P(\\text{distance} < u < \\text{distance} + 3)\n", "$$\n", "\n", "it uses `phi`, the cumulative normal density function we implemented earlier." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": "\n\n\n\n\n\n\n\nclusterobs_id (31)\n\nobs_id (31)\n\n\n\np_good_distance\n\np_good_distance\n~\nDeterministic\n\n\n\nsuccess\n\nsuccess\n~\nBinomial\n\n\n\np_good_distance->success\n\n\n\n\n\nsuccesses\n\nsuccesses\n~\nMutableData\n\n\n\nsuccess->successes\n\n\n\n\n\np_good_angle\n\np_good_angle\n~\nDeterministic\n\n\n\np_good_angle->success\n\n\n\n\n\ntries\n\ntries\n~\nMutableData\n\n\n\ntries->success\n\n\n\n\n\ndistance\n\ndistance\n~\nMutableData\n\n\n\ndistance->p_good_distance\n\n\n\n\n\ndistance->p_good_angle\n\n\n\n\n\nvariance_of_distance\n\nvariance_of_distance\n~\nHalfNormal\n\n\n\nvariance_of_distance->p_good_distance\n\n\n\n\n\nvariance_of_shot\n\nvariance_of_shot\n~\nHalfNormal\n\n\n\nvariance_of_shot->p_good_angle\n\n\n\n\n\n", "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "OVERSHOT = 1.0\n", "DISTANCE_TOLERANCE = 3.0\n", "\n", "\n", "with pm.Model() as distance_angle_model:\n", " distance_ = pm.MutableData(\"distance\", new_golf_data[\"distance\"], dims=\"obs_id\")\n", " tries_ = pm.MutableData(\"tries\", new_golf_data[\"tries\"], dims=\"obs_id\")\n", " successes_ = pm.MutableData(\"successes\", new_golf_data[\"successes\"], dims=\"obs_id\")\n", "\n", " variance_of_shot = pm.HalfNormal(\"variance_of_shot\")\n", " variance_of_distance = pm.HalfNormal(\"variance_of_distance\")\n", " p_good_angle = pm.Deterministic(\n", " \"p_good_angle\",\n", " 2 * phi(pt.arcsin((CUP_RADIUS - BALL_RADIUS) / distance_) / variance_of_shot) - 1,\n", " dims=\"obs_id\",\n", " )\n", " p_good_distance = pm.Deterministic(\n", " \"p_good_distance\",\n", " phi((DISTANCE_TOLERANCE - OVERSHOT) / ((distance_ + OVERSHOT) * variance_of_distance))\n", " - phi(-OVERSHOT / ((distance_ + OVERSHOT) * variance_of_distance)),\n", " dims=\"obs_id\",\n", " )\n", "\n", " success = pm.Binomial(\n", " \"success\", n=tries_, p=p_good_angle * p_good_distance, observed=successes_, dims=\"obs_id\"\n", " )\n", "\n", "\n", "pm.model_to_graphviz(distance_angle_model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This model still has only 2 dimensions to fit. We might think about checking on `OVERSHOT` and `DISTANCE_TOLERANCE`. Checking the first might involve a call to a local golf course, and the second might require a trip to a green and some time experimenting. We might also think about adding some explicit correlations: it is plausible that less control over angle would correspond to less control over distance, or that longer putts lead to more variance in the angle." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting the distance angle model" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:03<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 4 seconds.\n" ] } ], "source": [ "with distance_angle_model:\n", " distance_angle_trace = pm.sample(1000, tune=1000, target_accept=0.85)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def forward_distance_angle_model(variance_of_shot, variance_of_distance, t):\n", " rv = XrContinuousRV(st.norm, 0, 1)\n", " angle_prob = 2 * rv.cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t) / variance_of_shot) - 1\n", "\n", " distance_prob_one = rv.cdf(\n", " (DISTANCE_TOLERANCE - OVERSHOT) / ((t + OVERSHOT) * variance_of_distance)\n", " )\n", " distance_prob_two = rv.cdf(-OVERSHOT / ((t + OVERSHOT) * variance_of_distance))\n", " distance_prob = distance_prob_one - distance_prob_two\n", "\n", " return angle_prob * distance_prob\n", "\n", "\n", "ax = plot_golf_data(new_golf_data)\n", "\n", "distance_angle_post = az.extract(distance_angle_trace)\n", "\n", "ax.plot(\n", " t,\n", " forward_angle_model(new_angle_post[\"variance_of_shot\"], t).mean(dim=\"sample\"),\n", " label=\"Just angle\",\n", ")\n", "ax.plot(\n", " t,\n", " forward_distance_angle_model(\n", " distance_angle_post[\"variance_of_shot\"],\n", " distance_angle_post[\"variance_of_distance\"],\n", " t,\n", " ).mean(dim=\"sample\"),\n", " label=\"Distance and angle\",\n", ")\n", "\n", "ax.set_title(\"Comparing fits of models on new data\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This new model looks better, and fit much more quickly with fewer sampling problems compared to the old model.There is some mismatch between 10 and 40 feet, but it seems generally good. We can come to this same conclusion by taking posterior predictive samples, and looking at the residuals. Here, we see that the fit is being driven by the first 4 bins, which contain ~40% of the data." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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nzp0AgHfffRcjRozIdvvDhw/z7G9OevbsiZ49eyIqKgpBQUE4evQodu/ejT///BNRUVHZUndyYm9vD0B+vkKIHIO+x48fa7U1FvVr5oMPPsC4ceP0um/jxo1x9OhRBAUFwd3dHXFxcZr89EqVKqFcuXKaGe2CVCIxJPXzBeQZew8Pj2xtcvq/Ud8vrw+x6m8Acnq8hg0bauWAE5H+mLNNREWmQ4cOqF+/PmJjY/Hbb79pjqu//r5+/briczs7O6NDhw6YNm0adu3aBUdHR1y5cgWXLl3K976+vr4Anu+C+KKbN2/meFw9M5lbIHP37t0cj6vzgRs0aJDj7brmaufE3d0dXbt2xezZs/HXX3/BwsIChw4dQmRkZL739fHxgYWFBdLS0rTyo7O6ceMGgOdjZiwFec2oU0KCgoJyDKabNGmCe/fu4fLly7h16xbc3NwKJZVIH2XKlNHMTuf2eszp/6Zy5coA5HSSnD4UZmZmapVHVFOP761bt/JMdSKi/DHYJqIiNXz4cABy/WH1192NGzeGi4sLrl69qld96dyULVsWFStWBACdgsyWLVsCQK51uXOb2VPnNd+/fx8xMTHZbt+0aVOO9ytVqhSAnGcU//vvvwIF21lVq1ZNkz6iyzjY29trPgDktElPamqqpvJEq1atDNJHpdq0aQNra2scOXJE7/zxunXrolSpUrh48SKOHDkCQDvYVlcs+fHHH7V+Njb1mOf0fyOEwO+//67VDpC/UbK1tUV4eHi26iYAcPDgwRxzrn19feHn56fJYSci5RhsE1GRat++PapWrYq4uDhNEFuqVCl89NFHAICPP/4Y+/btyzYLFxoaivnz5yM4OFhzbNy4cTh8+HC2TTn+/vtvhIaGanaBzM/bb78NOzs7nD9/HgsXLtTkSqenp+Prr7/WzBi+yNnZGXXr1kVaWhrmzZunKaGmUqmwbNkyTZWTFzVq1AiAXGYv6wzyhQsX8Nlnn2mCcV0kJiZi3LhxOHnypNYMpEqlwpo1axAXFwc7OzvNDGd+1B+GNmzYoEl3UT/OxIkTER0dDS8vL7z22ms697EwlCtXDkOGDEF6ejrefffdbB/ShBC4cOECZsyYkW2W3sbGBvXq1UN6ejr+/fdfVKtWTSunWT3zrd4tUuniSEMbNmwYrKyscODAAaxcuVLz/52WlobZs2cjNDQUjo6OWgsaHRwcNFVevvzyS61Z8atXr2LWrFm5pllNmDABkiRh5syZ+Ouvv7KtIbh//z5+/vlnbmxDlA/mbBNRkZIkCcOGDcPUqVM1O9iVKlUK/fv3R0REBJYtW4bRo0fD2dkZ3t7eyMzMRHh4OGJjYwFAqwb3v//+i927d8PGxga+vr4oVaoUHj58iKioKADAyJEjc62qkVX58uXx5ZdfYuLEifj555/xxx9/oGLFirh//z7i4+Mxbtw4zVbeL5owYQKGDRuGbdu24eDBg/Dx8UFYWBgSExMxZcoUfPXVV9nu89Zbb2HDhg24d+8eunTpgsqVKyM9PR23b99GtWrV0LVrV600m7xkZmZi9+7d2L17N+zs7ODj4wMrKyuEh4cjJiYGkiThs88+0znH+pVXXsGIESOwbNkyTJgwAd999x3c3Nxw69YtJCcnw8nJCQsXLkTp0qV1Ol9hGjduHCIjI7Fjxw4MHjwY7u7u8PT01KTBqL85GTx4cLb7Nm7cGKdOnYIQIls+dtWqVeHm5qb55sHY+dpqNWvWxNSpUzFz5kx8/fXXWLFiBTw9PXH37l3Ex8fDxsYG3377rdYW9QAwduxYBAcH4/Lly3jttdc0tbavX7+OWrVqoWHDhjnuMtqmTRtMnz4ds2fPxrRp0zB37lz4+vpCkiQ8fPhQkyP+xRdfFPpzJzJnnNkmoiLXo0cPeHh4ICoqSivVYvz48diwYQO6desGW1tbXL16FeHh4ShXrhzeeOMNLFu2TGsDkHnz5uGtt96Cr68vIiMjce3aNdja2qJjx474/fff8fHHH+vVp9WrVyMgIABPnz7FrVu34Ofnh+XLl6Nr16653i8gIAC//vorGjVqhPT0dNy5cwe1a9fGmjVrNHWeX+Tg4ID169ejZ8+ecHBwwO3bt5Geno533nkHGzdu1Gvxob29Pb755hu8/vrrKF++PMLDw3Hjxg04OTmhR48e2LZtW471q/Myfvx4LF26FC1btkRycjKuXbsGFxcX9OvXD9u3b0fdunX1Ol9hsbKywvz587Fs2TJ06NABABASEoKoqCj4+vpi4MCBWLt2bY6z+llnq3OauVanjjg7O8PPz6+QnoH++vfvj3Xr1qFDhw7IzMzE1atXUbp0afTo0QNbt27N8TVnb2+PtWvXYvjw4ahQoQJu376NpKQkDB06FGvXrs22IVRWAwYM0LyGXF1dcePGDdy9excuLi7o1q0bFi1ahJ49exbeEyYqBiSR2zJ6IiIiIiIqEM5sExEREREVEgbbRERERESFhME2EREREVEhYbBNRERERFRIGGwTERERERUSBttERERERIWEwTYRERERUSHhDpJFLCYmpsgey8nJCXFxcUX2eOaO46Ufjpf+OGb64Xjpj2OmH46Xfjhe2bm4uOTbhjPbxZiFBf979cHx0g/HS38cM/1wvPTHMdMPx0s/HC9lOLOtp/j4ePzwww+4ePEiwsLCEBcXBxcXF1SuXBkDBgzAq6++CkmSjN1NIiIiIjIB/Iiip5iYGGzevBm2trZo3749hg0bhtatW+PGjRv46KOP8Pnnnxu7i0RERERkIjizraeKFSsiKCgIVlbaQ5eYmIi33noLf/75JwYPHozq1asbqYdEREREZCo4s60nS0vLbIE2ADg4OKBVq1YAgLt37xZ1t4iIiIjIBDHYNpCnT5/ixIkTkCQJ1apVM3Z3iIiIiMgEMI1Eofj4eKxevRqZmZl48uQJjhw5goiICIwePRq+vr7G7h4RERERmQBJCCGM3QlzFBYWhvbt22t+tra2xrhx4zBs2LA8q5FkZmaydA4RERFRCcFgu4BUKhUiIiKwe/du/PDDD2jbti0WLlyYY143ULSb2ri4uBTp45k7jpd+OF7645jph+OlP46Zfjhe+uF4ZcdNbYqApaUlKlasiBEjRmDs2LHYt28f/vzzT2N3i4iIiIhMAINtA1JXIzl16pSRe0JEREREpoDBtgE9evQIgDzbTURERETEYFtPISEhSEhIyHY8NjYW33//PQCgdevWRd0tKuFUKoEzZwX2HZAvVSouxSAiIjIFLP2npy1btmDTpk0ICAhAhQoVYGtriwcPHuDw4cNITk5Gp06d0L17d2N3k0qQwCMCCxcLREU9P+buDowdA7RpnXtlHCIiIip8DLb11KlTJyQmJuLcuXMICgpCamoqnJyc0KhRI/Ts2ROvvfZanqX/iAwp8IjA1M+zz2JHRQFTPxeYPZMBNxERkTEx2NZT48aN0bhxY2N3gwgqlTyjnZdFSwRatQQsLRlwExERGQNztonM1PkL0EodyUlkpNyOiIiIjIPBNpGZehJt2HZERERkeAy2icyUm6th2xEREZHhMdgmMlP16spVR/JibQ1Ur8YygERERMbCYJvITFlaShg7Ju+Fj+npwLgJQGwsA24iIiJjYLBNZMaaNAZKlcp+3MMD+PB9wNkJuHoNGPWRQGQkA24iIqKixtJ/RGbs773A06dAxYrAp58A0TES3FzlFBNLSwmtWgiMmyBw9x7w4RiBhd8B3hUNWwZQpRI4f0FeiJn1sYmIiIjBNpHZEkJg8xZ5trpvbwmNGmYPcCtVkvDTYmDsBIGwMGDkGIEF3wDVqxsmGObulURERHljGgmRmTodDNy9B9jZAV06596ufHkJPy+WUL0aEBMDjBkrcP5CwVNK9u1/iqmfi2y1vtW7VwYeYdoKERERg20iM/XXZjmY7doFsLPLexbZxUXC4oUS6tUFEpOATz4VOH5SeTCsUgnM/SY5zzaLlgioVAy4iYioZGOwTWSGwsMFjp+Qr/fuqVu6hoODhO++kdC8mZznPfkzgf0H5GBYpRI4c1Zg3wH5Mq8gWQiB3XsEHj3KzPPxuHslERERc7aJzNKWbQJCAM0CAB9v3XOjS5eWMHcWMGuuwP4DwJez5OD6+EnkmXcdEysQdBo4FSRw6hQQHaPb43H3SiIiKukYbBOZmeRkgf/tlq+/0Vv/RYhWVhI+nwo4OAhs2w7s2JW9jTrvuk1rgUePgGuhgMgy2W1tLdfwzg93ryQiopKOwTaRmflnn5x3XbEiENBE2TksLCSMHSOwdx+QnEfqdeCR59erVgUCmgIBTSTUqikwcKhFnqkkHh5yGUAiIqKSjME2kRnJWu7vjV4SLCyUl9e7cFFCcnL+CxgHvg306SOhrFvWx5IwZaIdxo5PzPV+H4+WWG+biIhKPC6QJDIjp4OBO3cBW1ugax7l/nShaz511WovBtqyjh1KYfZMCe7u2sft7YHZMyXW2SYiIgJntonMyuatz8r9dQbs7QsWzOqaT51XuzatJbRqKVcd2btPYNduwLsiN7QhIiJS48w2kZkIfyBw9Jh8/Y1eBQ9m69VFtlnpF+mSd21pKaFhAwkj3pMgScDVa8CjSNbXJiIiAhhsE5mNrc/K/TVtAvj4FDzYtrSUMHZM3ufRJ+/a1VVCnZfk6//+V9DeERERFQ8MtonMQEqKnKIBAH0UlPvLTZvWUo551x4eyvKu1e25VTsREZGMOdtEhUilEjh/QV6M6OYqp2QoqdDxzz4gMRHwqiBvZGNIWfOuC9rP1q2AxT/K54qJFXBxZu42ERGVbAy2iQpJ4BGBhYtFnjsz6sKQ5f5yI+ddF/w8np4S/KoLhF4Hjh4DunUt+DmJiIjMGdNIiApB4BGBqZ9rB9rA850Z9UmzOHMWuH0HsC0NdO1i2H4WhtYvyx8GjjCVhIiIiME2kaGpVPKMdl4WLRFQqXQLRjc9m9Xu3BlwcDD9tIw2reXLoGAgKYkBNxERlWwMtokM7PwFZJvRflFkpNwuPxERhi33VxR8KwHe3kB6OnDipLF7Q0REZFwMtokMTNedGXVpt3W7QGYm0KQx4FvJPIJtSZLQ5mX5euC/nNkmIqKSjcE2kYEZYmdGAEhNFdj5P/m6Icv9FQX1AtDjJ4CnTxlwExFRycVgm8jAdNmZ0b1s/jsz7t0PJCQAFQqh3F9h868BeLgDKSnA6WBj94aIiMh4GGwTGZilpYSPRuXdxsERyMjI/XYhBDZtfl7uT0nNa2OSJAmtmUpCRETEYJuoMJQpIwfH0gsxsosLYGMD3L4NfDZdIC0t50D07Dng1m2gdGmga+dC7mwhUZcAPHoUyMhgwE1ERCUTN7UhKgR//yMHl91fAzq0l7R2Zrx0GRg/UeDkKWDGlwJffQlYWWlH5Zpyf50AR0fzmtVWq1sHcCoDxMUDFy7CIJvmEBERmRvObBMZWHKywOFA+XrXLhIaNpDQsb18aWkpoV5dCfNmS7CxBv49Cnw1W665rVIJnDkrsGlzJv79T76/uZT7y4mVlYRWreTr+mziQ0REVJxwZpvIwI78B6SkAhW9gNq1cm7TuJGE2V8BU6YJHDgEPIkRCA/Xrs9tbQ3cuwdU9i2SbheKNi9L+N9ugSP/Ah+PEYWy1TwREZEp48w2kYGpU0g6d5IgvZi0nUXzZhK+nCHBQgLOncu+EU56uv5bu5uaRg0BW1sg6jFw9Zqxe0NERFT0GGwTGVBkpEDwGfn6qx3zb9+qBeDgkHcbfbZ2NzWlSklo0Uy+bs4fGoiIiJRisE1kQP/sA4QA6tcDKnjmnzJx/gIQn5B3G123djdVrZ9tcBP4r1zSkIiIqCRhsE1kIEII/LP3eQqJLgy5tbupah4A2FgDYWHA7TvG7g0REVHRYrBNZCDXrgF37sp1tF9po9t9DLW1uymzs5PQuLF8/ci/xu0LERFRUWOwTWQgfz+b1W79MmBvr9vMti5bu3t45L+1u6lro04lYd42ERGVMAy2iQwgPV1g/wH5eudXdS9vZ2kpYeyYvNt/PNr8tmt/UcvmgIUFcP0G8CCCATcREZUcDLaJCkC9Ec3SZQKxcYCrC9C4kX7naNNawuyZUrYZbg8PYPZMSTMrbM6cnSXUrydfZyoJERGVJNzUhkihwCMCCxcLrfrYKanA0WNAm9b6natNawmtWspVR7Ju7W7uM9pZtX5Zwpmzct3wfm8Wn+dFRESUF85sEykQeERg6uci20Y0KSnKN6KxtMy+tXtx8vKzrdsvXgK2bsvEmbPmWz+ciIhIV5zZ1tOjR4+wZ88eHDlyBLdu3cLjx4/h5OSEhg0b4r333kO9evWM3UUqZCqVPKOdl0VLBFq1LF4z0wV19SpgZQVkZADfLQQAAXd3YOwYFItUGSIiopxwZltPa9euxdy5c3H//n20aNEC77zzDho1aoQDBw6gX79+2L17t7G7SIXs/IXsW6u/yNw3ojE09TcBGRnax6OizH9LeiIiorxwZltPdevWxbp169BYXTj4mdOnT2Po0KH48ssv0aFDB9jY2Biph1TYSsJGNIbEbwKIiKgk0ynYnjJliuIHkCQJc+bMUXx/U/Pqq6/meLxx48YICAjAf//9h2vXrqFOnTpF3DMqKiVhIxpD0uebgIYNiqZPRERERUWnYHvr1q05HpckeRZKCJHr8eIWbOfFyspK65KKJ/VGNHkFkMVhIxpD4TcBRERUkukUFa5ZsybbsT179mDDhg1o0KABXnvtNXh6egIAIiIisGvXLpw7dw5vv/02unTpYtgem6gHDx7g2LFjcHd3h5+fn7G7Q4VI3ohGzjXOTXHYiMZQ+E0AERGVZJJ4cVpaB4GBgfjwww8xc+ZM9OnTJ8c2mzdvxvTp0/HTTz+hbdu2Be2nSUtPT8c777yDoKAgfP311+jZs2eubTMzM2FhwXWpxcG+/U8x6bNEPH36/Fj5chaYPNEOHTuUMl7HTIxKJdCxSywiIzOR27uNi4uEwAMu/IBCRETFjqJgu1+/fgCAP/74wyDtzFlmZiYmTZqEHTt24M0338RXX32VZ/uYmJgi6hng4uJSpI9n7pSM19B3M3HjJvD2W0DzZlKx24gmL/qMl7oaSW6srYEfvpdQ56XiPXb8ndQPx0t/HDP9cLz0w/HKzsXFJd82iqZYr127Bi8vr3zbeXl54dq1a0oewiwIITBt2jTs2LEDPXr0wJdffmnsLlEREkIgPFy+3r1b8dyIxlBy25Le3R2oXg1ITwc+nSxw8xZLABIRUfGiaCWfjY0Nrly5kmcbIQSuXLlSbEvgZWZmYurUqdiyZQu6deuGefPmMT2khHnyRN6e3dICqOBp7N6Yvty2pE9LAz75VODiJeCTCQI/LQG8KvBDCxERFQ+KosOWLVvizp07mDVrFlJTU7PdnpqaitmzZ+POnTto2bJlgTtparIG2l27dsU333wDS0tLY3eLiti9+/KlpydgZcXgUBc5bUlvayvh67kSqlaRg/BxEwQeP+EMNxERFQ+KZrbHjx+PEydOYN26ddi5cyfatGkDT09PSJKEBw8eIDAwEPHx8XB1dcUnn3xi6D4bVdZAu3Pnzpg/fz4D7RLqfph86e1t3H4UB2UcJXw3Hxg5RuDBA2D8pwKLF8nHiYiIzJmiYNvLywsbN27EF198gaNHj2LHjh3Z2jRv3hxffPEFKlasWOBOmpIff/wRW7ZsgZ2dHXx9ffHzzz9na9OhQwfUrFnTCL2jonT/vjz76l28XuJGU9ZNwvffAiNHC9y8BUyaIrBgPmBry4CbiIjMl+LdV7y9vbFixQrcv38fwcHBiIyMBAB4eHigYcOG8PHxMVgnTUn4sxVxycnJWLp0aY5tvLy8GGyXAGHPFkd6ezMYNBSvChIWfAuM+kjO4Z42Q2DebMDammNMRETmqcBbHXp7e8O7BH2PPm/ePMybN8/Y3SATcP9ZznbF/AvzkB6qVpEwfx4wdrzAyVPArLkCn08tOSUViYioeDFI+Yw7d+7g7NmzuH37tiFOR2TyMjIEwh/I10vQZ80iU+cluVSglRVw4CDw/Q8CCrYEICIiMjrFwXZqairmz5+PgIAAdOnSBf3798eyZcs0t2/evBm9evVCSEiIQTpKZEoePQIyMgAbG8DDPf/2pL9mARKmfyZBkoBt24FfVzLYJiIi86Mo2E5OTsbAgQOxcuVKWFtbo02bNtlmnZo0aYKQkBDs3r3bIB0lMiXqSiQVvQALC6Y3FJb27SSMHyeP7+q1wMa/GHATEZF5URRsL1++HJcuXULfvn1x8ODBHBcK+vj4oEqVKjh27FiBO0lkalj2r+j07CFhxHtywL34R4E9fzPgJiIi86Eo2N69eze8vLwwY8aMPHeIrFChAh49eqS4c0SmimX/itagAcBbb8rX530j8O9/AiqVwJmzAvsOyJcqFYNwIiIyPYqqkURERKBt27b5bubi4OCAuLg4RR0jMmXPZ7aZQlIUJEnC6A+BhHiB3X8D02cIODgAsVneXtzdgbFj5G3hiYiITIWimW1bW1vExMTk2y4sLAzOzs5KHoLIpIVlydmmoiFJEiZOkFDTH8hQaQfaABAVBUz9XCDwCGe4iYjIdCgKtl966SVcvHgRERERuba5fv06QkJC0KBBA8WdIzJFT58KPHyWHeXDnO0iJUnA48d5t1m0hCklRERkOhQF2wMGDEBqaipGjx6Nu3fvZrs9PDwckyZNQmZmJgYMGFDgThKZkvAHgBCAgz3AL26K1vkLQFQ+wXZkpNyOiIjIFCjK2W7Xrh2GDh2KVatWoXPnzqhatSokScLRo0fRu3dvhIaGIiMjA8OHD0dAQICh+0xkVGFZKpFIEvODi9KTaMO2IyIiKmyKt2ufPHky6tati19++QXXrl0DAERGRiIyMhKVK1fGhx9+iB49ehiso0SmQlNjm5VIipybq2HbERERFTbFwTYAdO3aFV27dkV0dDTCw8ORmZmJ8uXLo1y5cobqH5HJeV72j7PaRa1eXbnqSFRU3u1CQwXq1+OGQ0REZHyKcrYfPHiA2NhYzc+urq6oU6cO6tWrpxVox8XF4cGDBwXuJJEp4YY2xmNpKWHsmPwD6CU/A598KhAVxYWSRERkXIqC7fbt2+Obb77Jt938+fPRoUMHJQ9BZLI0Odss+2cUbVpLmD1Tgru79nEPD2DWl8CEcRJKlQJOBwND3hU4HMiAm4iIjEdRGokQAkLo9gdM13ZE5iApSWgW3zFn23jatJbQqqVcdeRJtJyjXa+uPPMNAA0bAF/OErgWCkybIdC1s8DHYyTY2zOthIiIipaimW1dxcTEoHTp0oX5EERFSp1C4uoCODgwcDMmS0sJDRtI6NhevlQH2gDg4yNh6Y8SBg2Ua3Pv/hsY+p7AxUv88E9EREVL55ntoKAgrZ8fP36c7ZhaRkYGbt++jX///RfVq1cvWA+JTAjztc2HtbWE99+T0KypwFezBSIigFEfCQweKDB0sAQrK35YIiKiwqdzsD1o0CCtmsL//fcf/vvvv1zbCyEgSRKGDRtWsB4SmZAwlv0zO/XqSli1Avj+B4F/9gKr1gAngwQ+n8qKMkREVPh0DrZ79uypCba3bt0KHx8fNGzYMMe21tbW8PDwwCuvvILatWsbpqdEJoBl/8yTg4OE6Z9JaNFMYP4CgZAQ4J33BD4aDXR/jZsTERFR4dE52J43b57m+tatW9GwYUPMnTu3UDpFZKqYRmLe2reTUOclYPY8geAzwDffChw/Dkz8FHBxZsBNRESGp6gaydWrVw3dDyKTJ4R4HmwzjcRseXhI+P5bYONfwLJfBf49Cly+IjBlMtA8gAE3EREZlqJqJHFxcQgKCsKjR49ybfPo0SMEBQUhPj5eceeITElsHJCYKFe38Kpg7N5QQVhYSHj7LQnLfpZQ2ReIjgE+nSSwYGEmUlNZsYSIiAxHUbC9cuVKDB48GDExMbm2iYmJweDBg7F69WrFnSMyJffvy5flPIBSpTgDWhxUrybh118k9H1D/nnLNuC99wVCrzPgJiIiw1AUbAcGBqJKlSrw9/fPtY2/vz+qVKmCQ4cOKe4ckSlhvnbxVKqUhI/HWGDBfAlubsCdu8CIDwV+Xy+gUjHoJiKiglEUbIeHh6Ny5cr5tqtcuTLCw8OVPASRyQkLkwMvlv0rnpo2kbBmpYQ2rYGMDGDpMoGPPxF4+IgBNxERKaco2M7IyICFRf53tbS0RGpqqpKHIDI56jQSlv0rvpycJMz6UsKUSRJsbYFz54GhwwT27mfATUREyigKtitWrIhz585BpVLl2kalUuHs2bPw9PRU3DkiU8I0kpJBkiS81kXCql8lvFQbSEwCZs4S+HJWJhIS5KBbpRI4c1Zg3wH5kukmRESUG0XBdtu2bREVFYUFCxbk2ub7779HVFQU2rVrp7hzOYmOjs4zyCcqDJmZz8v++TCNpETw8pKwZJGEd9+RYGkB7NsPDHlX4LfVmejTT+CjcQJffiVf9uknEHik8ANuBvlEROZHEkLo/W4dExOD119/HVFRUfD390efPn3g4+MDSZJw9+5dbNq0CVevXkXZsmWxfft2uLq66nzuixcvIjAwEJ07d0a1atU0xw8cOIAZM2bgyZMncHBwwMcff4yBAwfq23Wjy6uCi6G5uLgU6eOZu7zG61GkwBtvClhaAgf+kWBlxVSSkvT6unxF4KvZAmH5LEGZPVNCm9a5vzYKMmaBRwQWLhaIinp+zN0dGDsm78c0ZyXpNWYoHDP9cLz0w/HKzsXFJd82ioJtALhx4wbGjBmD27dvZ9vqWAgBX19fLF68GNWrV9frvJMmTcL//vc/HDlyRBOkh4eHo3PnzkhPT4e7uzuePHkCIQTWrl2Lxo0bK+m+0TDYNl15jdfpYIGx4wV8vIH1axV9IVTslLTXV0JCJnr1BfJahuLiAvywAHAsI8HeDihdWnsreKVjFnhEYOrnub9V5xfkm6uS9hozBI6Zfjhe+uF4ZadLsK1oB0kAqFatGnbt2oW9e/fi+PHjiIiIAAB4enqiefPmePXVV2Fpaan3ec+dO4eaNWtqzYZv2rQJ6enpmDx5MoYOHYorV67gzTffxKpVq8wu2CbzxHxtun5DynfDm5gYYNA7ACC3s7QE7O0F7O0BB3vA2TkONjaZcLAH7O0BewfAwV6Srz9ro7l0kC9tbAQWLs67b4uWCLRqCVhaFr+Am4jI3CkOtgG52kiXLl3QpUsXQ/UHT548QY0aNbSOHT16FHZ2dujfvz8AoFatWmjYsCFCQkIM9rhEebl/Xw6euE17yfUkWrd2pUoB6elAZiagUgHx8fI/WUYO9yh43nVkJHD+AtCwQYFPRUREBlagYLswvLj4MS0tDSEhIQgICICNjY3muIeHB86fP1/U3aMSKuzZzHZFlv0rsdx0XHoyf56EBvWBlBQgKUmuZpKUBCQmAoA9HkUmISkJSEoSz29PfHaZLF9XH8/IKTbPxe6/BZycgMq+8nb0RERkGgoUbAcGBmLjxo24ePEiYmJi0L17d8ydO1dz27FjxzBs2DCUK1dO53N6eXkhNDRU8/OxY8eQnp6O5s2ba7VLTEyEo6NjQbpPpLN76kokTCMpserVlRckZl2g+CIPD7mdJEmwswPs7OT7qLm4lEJMTPKzn/IOiIUQSEsDjp8QmDYj//79/Q/w9z8CZcoA9esJ1K8nB/1VqzD4JiIyJsXB9hdffIGNGzdCCAF7e3tkvDAFU6ZMGaxevRrly5fHO++8o/N527Vrh+XLl2POnDkICAjAggULYGFhgfbt22u1CwkJQYUKFZR2n0gn6lJr6o1QK3gK5BckUfFkaSlh7BjkuVDx49GSwfKmJUlCqVLAy60Ad3eRZ5Bvbw/UqglcvCSnrBz5Fzjyr9xPR0egfl2B+vWfB9/M7SYiKjqKyips2rQJf/zxB+rWrYtt27YhODg4W5sGDRqgXLlyOHjwoF7nHjZsGLy9vbFmzRqMHj0aN2/exJAhQ+Dr66tpc/78eTx69IiLI6lQBR6R6yePmwCoa/Z8OAZFUk+ZTFOb1hJmz5S0ZqsBeUa7sCqCyEF+3uf9bJKE77+1wN+7JCz9UcL7wyUENAVsbYGEBODfo8DiHwWGDRd4rYfApM8ysWGjwNVrutfqZo1vIiJlFM1sb9y4EU5OTli6dGmeJU98fHwQpk521ZGzszO2bduGf/75B0+ePEHt2rWzpZBERUVh8ODB6NGjh5LuE+Urt1JrUVHyzObsmSiWpdYof21aS2jVUl6Q+CRazuWuV7dwZ4vlIB/Z6mx7eMiz6erXopWVvOvlS7WBQQMkZGQIhF4Hzp4Dzp0XOH9BzgU/egw4ekx+fdvbA/XqPJ/5rl4N2erI517jm78HRET5URRs37hxAwEBAfnWFnR3d1e0iNHOzg69evXK9fYOHTqgQ4cOep+XSBcqlRxY5IWl1ko2S0upyCt/KAnyrawk1Kopp5gMeFsOvm/cAM6cex58JyUBx04Ax07Ir3k7O6Bunec5348eCXz+ZfZz84MnEZFuFAXbkiQhMzMz33aRkZGwtbVV8hA5SkxMxO3bt1G+fHm4v/g9LpGBnL+Q9yI4gKXWyDgKGuRbWUnw9wf8/YH+/SSoVAI3bj6f+T53Xq6acuIkcOKkbmki/OBJRJQ3RcF2lSpVcOnSJaSkpOQaTMfExCAkJAS1a9fW69z//fcf/ve//2HQoEGoVauW5vj69esxb948pKenQ5IkDBkyBJMmTVLSfaI86VpPWdd2RKbK0lJCDT+ghh/Q7005+L51Sw6+z54XOB0slzDMCz94EhHlTdECye7duyM6OhozZ87MVoUEkEtWzZo1C8nJyXj99df1Ovdff/2FPXv2wMfHR3Psxo0bmDVrFjIzM1GvXj04ODhg1apVei++JNKFrvWUdW1HZC4sLSVUry7hzb4S5s6ywKef6HY/fvAkIsqdopnt/v37Y+/evdi6dSuCg4PRqlUrAMC1a9fw9ddf49ChQ7hz5w6aNWuWZ+51Tq5cuYKaNWvCwcFBc2zz5s0QQmDu3Lno3r07wsPD0bVrV6xfvx7t2rVT8hSIcqVPPWWi4qxsWQm67HDJD55ERLlTNLNtbW2NX3/9Ff369cODBw+wfv16AHKg/Ntvv+H+/fvo06cPli5dCgsL/R7i8ePHKF++vNax48ePo0yZMnjttdcAyBvfNG7cGDdu3FDSfaI86VJqzZD1lIlMlfqDZ14kCQh/ICAESwESEeVE8aY2tra2+OKLL/DRRx/h1KlTCA8Ph0qlQvny5REQEKDXrpFaHbKyQnp6uubnpKQkXL9+HW3atNEK3F1dXREUFKS0+0R5UpdamzNPICn5+fEXS60RFWe6bOQjBPD1fOC/owITxwNubvzdICLKqkDbtQNy0Nu5c2dD9AWAPGt9+fJlzc+BgYFQqVRo2bKlVrvY2Fg4Ozsb7HH1sX37dgQHB+PSpUsIDQ1Feno65s6di969exulP1Q42rSWsHefQOC/QMcOQPfXpEKvp0xkavKq8T1mJPAgQsKvKwWOHgMGXxL4dDzQtg1/R4iI1AocbANy5ZHIyEgAcm1tV1flCXxdu3bFggULMGbMGDRp0gS//vorrK2ttepqCyFw+fJlVK5cucB9V2LRokUIDw+Hi4sLPDw8EK7ey5uKnZu35MuunSU0bMAAgkqm/Gp8NwsAvpotlxGcNkPg1Q4CYz+WUMaRvzNERIqDbSEE1q1bh3Xr1uHOnTtat/n6+qJ///4YMGCA3jnbgwYNwsGDB7Fv3z7s27cPFhYWmDhxolZayokTJxAdHY1+/fop7X6BzJo1C5UqVYKXlxeWLVuG7777zij9oMKVnCwQ/kC+Xq2acftCZGx51fiuWkXC8qXAytUC69YDe/cDZ88JTJkENG3CgJuISjZFwXZaWho++OADHD9+HEIIODk5oUKFChBCICIiArdv38acOXNw8OBB/PLLL7CxsdH53La2tli/fj1Onz6NJ0+eoGbNmvD19dVqY2FhgSlTphitEkmLFi2M8rhUtG7dlvNR3dwAF2cGDER5sbaW8P57Elo2F5g1VyAsDPjkU4GerwuM+kCCrS1/h4ioZFIUbC9duhTHjh1D9erVMXHiRLz88stat//777+YP38+Tpw4gaVLl+Kjjz7S6/wWFhZo2rRprrcHBAQgICBASdeJdKYudlOtqnH7QWROXqotYdWvwM+/CGzeCmzbDgQFCUz7DKjzEgNuIip5FJX+27FjB8qUKYM1a9ZkC7QB4OWXX8aqVavg6OiI7du3F6iDd+7cwdmzZ3H79u0CnYdIX9dvyBUYGGwT6ad0aQnjPrbA999K8HAHwh8Aoz4S+PmXTKSlsUQgEZUsima2IyMj0bZtW7i4uOTaxtXVFc2aNcPhw4f1Pn9qaioWL16MTZs2IT4+HgDQs2dPzJ07F4C8yc3vv/+OOXPmoGbNmkqegtE4OTnpncdeEHn9H1F2Wcfrzt04ABmoV88BLi6ljNcpE8bXl/5K0pi92hFoFpCJud8kY8fOp1i3AQg6bYG5sx3gX0O3Pz8labwMhWOmH46Xfjhe+lMUbJcrV06rFnZu0tPT4eHhode5k5OTMXjwYFy+fBlubm5o06ZNtoC9SZMmmDp1Knbv3m12wXZcXFyRPZaLiwtiYmKK7PHMXdbxyswUCA2VZ+AqeCYhJiY5r7uWSHx96a+kjtnE8UCzphK++U4g9LoKb/WPw7ChEvr3A6ysck8tKanjVRAcM/1wvPTD8cpOlw8fiqZYu3fvjhMnTuRZ8i48PBwnTpxAt27d9Dr38uXLcenSJfTt2xcHDx7E0qVLs7Xx8fFBlSpVcOzYMb37TqSL8AdASipgYwNU9DJ2b4jMX+uXJaz9TcLLrYCMDGDZrwKjPhK4H8a0EiIq3hQF2x9++CGaNWuGgQMHYtOmTUhOfj7rl5ycjE2bNmHQoEFo1qwZRo0apde5d+/eDS8vL8yYMSPPKiYVKlTAo0ePlHSfKF/qxZFVKuc980ZEunNxkTDnKwlTp0iwtwcuXwGGviuweYtAZiaDbiIqnhSlkXTu3BlCCDx8+BDTp0/H9OnTUaZMGQDQ5FhnbZuVJEnYv39/rueOiIhA27ZtYWlpmWcfHBwcijQlg0qWGze5OJKoMEiShC6dgAb1gblfCwSfAb7/QeDfo8CUSUA5D364JaLiRVGwnVP6SE6B74MHD/Q+t62trU75QGFhYUbbrp2Kvxs35ctq1fiHn6gwlC8n4ftvga3bgJ9+ETgdDAx5R+Djj4DOr8pBORFRcaAo2L569aqh+6Hx0ksvITg4GBEREfD09MyxzfXr1xESEoL27dsXWj/y8tdffyE4OBgAEBoaqjl26tQpAECHDh20tpcn86MJtjmzTVRoLCwkvNEbaNIEmDVH4EoIMHuuwL//AZ+OB1xcAJVK5LpNPBGROVC8XXthGTBgAI4ePYrRo0djwYIFqFSpktbt4eHhmDRpEjIzMzFgwACj9DE4OBhbt27VOnbmzBmcOXMGAODl5cVg24zFJwiolwNUrWLcvhCVBD7eEn5aDKz/A1i5SuDIv8CFiwJv9ErCjl0CUVHP27q7A2PHAG1aM+AmIvMgCSH0XpWSkZEBKyvd4vRHjx6hXLlyep1/3rx5WLVqFSRJQtWqVXHz5k24u7ujbNmyCA0NRUZGBoYPH47x48fr23WjK8qSOSzRox/1eJ09JzBmrED5csCmjUVXE93c8PWlP45Z/q5fF/hqjsCtfPYxmz1TYsCdA77G9MPx0g/HK7tCK/335ptv4tatW/m22717N3r06KH3+SdPnowFCxbAz88PN27cgBACkZGRuHLlCry9vfHNN9+YZaBN5uF5vrZx+0FUElWvLuGXnwA727zbLVoioFIVbgUTlUrgzFmBfQfky8J+PCIqnhSlkVy5cgVvvPEGJk6ciLfffjvb7YmJiZg5cyZ27twJa2trRR3r2rUrunbtiujoaISHhyMzMxPly5fXe5acSF/cpp3IuEKuSkhOyTuwjYwE3h4kUNFLwM0VcHUF3FwluGquy5cODsoWWwYeEVi4mCksRFRwioLtuXPnYtasWZg5cyYCAwMxe/ZsuLm5AZDzmSdOnIjw8HBUq1YN3377bYE66OrqCldX1wKdg0gfzxdH8g8qkTE8idat3YMH8r/nsgfoNtaAq6uAm1vWIFzSCsjdXOXFmKVKyb/zgUcEpn6e/VxRUcDUzwVmz2TATUS6UxRs9+rVC40bN8ann36Kw4cP4/XXX8cXX3yBixcv4tdff0VmZiYGDhyIiRMn5rkxTU4iIiJw8uRJ1KtXD5UrV86xza1bt3DhwgU0a9YM5cuXV/IUiHKUkSFw51muKGe2iYzDTcf5lQ/fB1xdJDyJBqKjxbNL+d+TJ0BiEpCWDjx8JP97LudZc0dHAVcX4EFE3o+7aIlAq5asikJEulFcjcTb2xvr16/HTz/9hKVLl2LMmDEAAA8PD8yZMwctW7ZUdN7ffvsNv//+O/7+++9c21hZWWHKlCkYOnQoJk2apOhxiHJy7778x9nWFqhQwdi9ISqZ6tWVUzYePwZyW8Lv4QH0e1PKEvBmD3yfPhVy4J01CI9+fizr8fR0ICFB/pefyEjg/AWgYQPlz5GISo4Clf6zsLCAh4cHrK2tkZGRAQCoUqUK/P39FZ/z6NGjqFGjBnx8fHJt4+PjA39/f/z3338Mtsmg1CkkVavINYCJqOhZWkoYOwaYNiP3vO2PR0v5ziyXKiXB0xPQ3rIh+32EEEhIlIPuffsFVq/Nv4+6prqYG9Y1JzI8xXXNYmJiMGrUKMyYMQMWFhaYOnUqGjVqhOPHj6N79+44cOCAovM+ePAgz0BbzcfHBxER+XzXR6QnzTbtrERCZFRtWkv4/lsHuLtrH/fwMHzZP0mSUMZRgm8lCY0a6nZeXVNdzEngEYE+/QQ+Gifw5VfyZZ9+AoFHWIWFqCAUzWwfOXIEn332GR4/foz69etj/vz58Pb2xsCBA/HLL79gyZIlGD16NPr06YPPPvsMtrb51HDKQpIkzSx5XjIyMqBSqZR0nyhXN27Il1wcSWR8HTuUQoP6SUU606pOYclaheRFNjZA1SoCOc2SmytTXhTK2XYyd4pmtkeMGIHY2FiMHj0a69evh7e3NwA5UP7ggw+wYcMG+Pj44K+//kLPnj31Orevry+Cg4ORmpqaa5vU1FQEBwdrHpfIUG5ym3Yik2JpKaFhAwkd28uXhR1kySkseT9GWhow6mMg/EHxmPFVqeQyh3kpirrmOeFsOxUHioJtHx8frF+/HqNHj4aFRfZT1KlTB9u3b8ebb76Je/fu6XXuTp06ITY2FtOnT88x4H769Ck+//xzxMXFoVOnTkq6T5SjJ08y8SQakCRu005UkrVpLWH2TCnHFJYP3wfKlgXu3AHe/1Dg/AXzD/rOX8h7Jh+QF4UO/0Bg2oxMfP1tJn76JRNr1wls2y5w4KDAqSCBkKsCYWECcXECGRkFHxf1bPuLfVPPtjPgJnOhaLv2pKQk2Nvb69T20KFDeOWVV3Q+d0pKCvr06YNbt26hbNmy6N69O3x8fCBJEu7evYudO3fi8ePH8PX1xaZNm3Tuh6ngdu2mK+SqPYZ/kICKFYE/fuc27fnh60t/HDP9GHu8cktfiIoSmDxV4FooYG0NTJwgoUsn00hrUDJm+w7Is8aGZmcHODoCjg7PLh3lTYbkY5LmmKZNlnYWFkCfftkD7aw8PIC/NhTs2w5jv8bMDccrO122a1eUs61PgKtPoA0Atra2WLVqFT799FOcOHECK1eu1Oz+pf5cEBAQgG+++cbsAm0ybddC5TUATCEhIkCdwpL9uLu7hB9/AGbNETh8BJg9V+DuXYER70lmV8Xo6VOBI//qFmgPHijv0pmQCCQkCLlUYiK0LxOAlBS5fXKy/O/Ro5zOlvdjWlvL5RjzwhKMZC4KVPovMDAQGzduxMWLFxETE4MePXpgzpw5mtuOHTuGYcOG6b3Furu7O1atWoULFy7g+PHjmqojnp6eaN68OerWrVuQbhPl6OpVeWEuF0cSUX5Kl5Yw8wtg+UqBtb8Dv68H7t0XmP4ZYGtrHu8hFy4KzP1G4P79/Nt6eADvvpN3XXO1jAyBxETtADxrQJ6YKLIdU19PSpJrq+cXaKvN+VqgzksClXwkVPIBKvkAFSsCNjbm8X9AJYPiYPuLL77Axo0bIYSAvb09MjIykDUjpUyZMli9ejXKly+Pd955R9Fj1K1bl4E1FRnNzDbL/hGRDiwsJLz/noRKPgJfzxc48i8w6iOBr+fIs9+mKjVVYPlKgT//kgPbsmWBLp2Atetyv48udc3VrKwkODsDzs65tcj9PCqVQFIycOKkwMxZ+T/Ww4fyv6wz5RYWQAVPgUqVIP/LEog7Opru/wsVX4qC7U2bNuGPP/5AvXr18OWXX8Lf3z/bRjYNGjRAuXLlcPDgQcXBNlFRSUsTuH0nEwDTSIhIP51flVDBE/hsmkDodeC9DwS+ng34+5teYHfhosCcrwXCwuSfu3YGRo+S64z715CrkmTNk/bwkAPtoir7Z2kpoYwj0P4V4Odf8s7ZdnMFPhkL3A+TcPeuwN17wN178ux4WLj87+gxIGsg7uYq4OPzPAh/qXYa3FwF3N2hSVklMjRFwfbGjRvh5OSEpUuX5pkY7uPjgzD1b7SO1qxZg7lz52Lp0qVo06ZNjm0CAwPxwQcfYNq0aRgwYIBe5yfKyZ27QEaGvHinnIexe0NE5qZuHQnLlgKTpgjcvgOM+lhg2hTglbamEcDlNJs9cbyEFs2f969NawmtWsIkalqrdxHNqfa32idjs34IeL6268kTOei+cxe4d088uwSiHsvP60k0cPYcIAfhCQAAW1ugko+QZ8ArPZsJrwRU9JJn6pVgfXBSUxRs37hxAwEBAfmuwHR3d8f58+f1OvfevXvh4eGRa6ANAK1bt4a7uzv++ecfBttkEM83s+HsBhEpU8FTwtIfgRkzBU6cBKZ/ITD8XXlhoTHfV/KazX5RbotCjUEuwQi9ZtslSULZsvKHiUYNgawpK0lJAvfuawfhYWEWuHcvEykpwNVr8r+sM+GWloBXhWcpKVkDcR/A3j73/9PAI9m/JXB3B8aOMd7mQGQ8ioJtSZKQmZmZb7vIyEi9do8EgNu3b6NmzZr5Pr6fnx+uXr2q17mJcqJSCRw7Lr+5lnGSf+bsAxEpYW8vYd5s4MefBf7aDCxfIXDvHjBxAlCqVNG+r6SmCixfIfDnpuez2ZMmSGjezHze3ww5225vL6GmP1DTH1AH4S4uLoiMjEb4A3k2/O5d4O498exSrqxy7778718AWQPxsmXlmXDfSoCPjwTfZwH5pcsC02Zkf3xT2I2TjENRsF2lShVcunQJKSkpuQbTMTExCAkJQe3atfU6d3x8PJycnPJt5+TkhLi4OL3OTfSiF2cfjhyRa7ty9oGIlLKykvDxGHnh5PeLBP7ZBzyIEJjzFeDiUjTvKznNZo8ZJZnlAsHCnm23tpYDZd9KAF4GsqakREVBkwt+5678wenuXTnwf/xY/hd8BsgahOf3JcaiJQKtWjKlpCRRFGx3794dc+fOxcyZM/HVV1/Bykr7NEIIzJo1C8nJyXj99df1Ore7uztCQ0PzbRcaGqpTIXGi3Kh3J3sRZx+IyBB6vi7By0tOJ7l4CRjxoVyppEqVwntfSUkRWPxjplnPZpsKSZLg4SGnrTRpDGRNSUlIkBdk3rsH3LknB+F37gLh4fK454X1wUseRcF2//79sXfvXmzduhXBwcFo1aoVAODatWv4+uuvcejQIdy5cwfNmjVDr1699Dp3QEAAtm3bhn/++SfX7dj37t2L69evo3v37kq6TwSVSp7RzgtnH4iooJo0lrDsJ2DiFIGwcOCD0QJffo5CCX7PXxD45ttY3L0n/2zOs9mmztFRwku1gZdqA1mD8D3/ZGL23Pzv/yS60LpWIpn6YlRF27UD8rbqX3/9NTZt2oSMjAyt2ywtLdGrVy9MmzYNpUuX1uu8N2/eRK9evSCEQL9+/fDWW2/B29sbkiTh3r172LhxI/744w8AcgnCGjVqKOm+0XC7dtNw5qzAR+Pyf+n/8L2Ehg1M5xfWlPD1pT+OmX6K03jFxQlMmyFw9pxcB3r0hxL69jHMwsnUVIFlv8o54kIA7mXlLeQ5m50/Q7/GdP3bsmgB0KihhcEet6iY4u9k7otRi6ZkpS5ZFoqDbbXo6GicOnUK4eHhUKlUKF++PAICAvTeNTKrPXv2YPLkyUhLS3veUUmCEAJCCJQqVQpz5szBa6+9VpCuGwWDbdOw74DAl1/l/9KfMV1Cx/b8g5UTvr70xzHTT3Ebr/R0ge++F9i1W/759e7AuI8lxaXlAHk2e+43z3Oze71eCiPeS+Nsto4M/RpTqQT69Mu7Pjggp5B8NklC+fLm9f9kar+TuaWDqs2eWfgBty7BdoG2awcAV1dXdO7cuaCn0dKlSxfUqlULv/32G44fP46H8vZQKF++PFq0aIEhQ4bA19fXoI9JJYubq2HbERHlx9pawqRP5frNPy0V2L4TCAsX+OpL5FiGLy+5zWZ37eJgUsFQSaNLfXArK+DMWWDQOwKjRwI9urHkrBLmlA5a4Jlt0g9ntk2DLrMPHh7AXxt036K4pOHrS38cM/0U5/H675jAlzMFUlIBb2/gm7kSvCvq9l5z/oLA3K/lHHAAeK2rnJbi6CgV6zErDIU1XjmlNqjrg1etAsyeJy+aBeTFl5MnSijnYfp/a0zp9WUq6aBFMrNNZI50mX34eDQDbSIqHK1aSPhpCTDpM4H79+VKJbNnAg0bSLku9spxNvtTCc0D+D5lavKrD75kEbBpC/DLcoGg08DgdwTGjAJe68JZbl3pusjUFBajMtimEqtNawnvDxf4Zbn28bx2JyMiMpTq1SQs/xmYMk3gSggwboJA99cEjh5HtsVePXsI7PkbOc5mk2nKqz64paWEt/oCzQOAOV8LXLoMzPtG4HAgMGkC4O7O/9e8CCEQGalbYoYppIOaXLCd3+6RWUmShCtXrhRib6i4k/9QCfjXAIa944DSpZJMrmQQERVfbm4SFi8E5n4jsP8AsG1H9jZRUcDyFfJ1D3c5N7sZZ7OLBR8fCT/+AGz8C/h1hcCJk8CgoQIfjwE6d+Isd05CrgosXSaebSaUNw8P+RsFYzO5YNvT0zPH4/JOTlGaMoMVKlQoym5RMXXjpvzJuGED4LUupRATk2zkHhFRSVOqlIRpUwSOHweS8ngLKl0a+O1XwMmJAVhxYmkpoX8/oEVzOZc7JES+PBQITJwAlHXj/zcA3LsvsHyFwKHD8s/W1kDTxsDR47nfx1TSQU0u2D548GCut2VmZuL48eOYNWsW/P39sWDBgiLsGRVHN2/Kl9WqGf+XkYhKrgsXJSQl5/21eGoqcPNW4W5dTsbjW0nCz4uBDRuBlasEjh2XZ7nHfQR07FByZ7kfPxFYtVpg5y5AlQlIEtDpVeC9d+TSiXktRjWVdFCTC7bzYmFhgZYtW2LZsmXo0aMHli9fjhEjRhi7W2SmMjMFbqiD7arG7QsRlWzmtNiLCo+VlYRBA4CWz2a5r4UCM2fLs9yffgK4uppG8FgUEhMF1v8h8Ocm+YMmALRoBowYLqFa1efjkN9iVFNgVsG2mre3N+rVq4fNmzcz2CbFHjwAUlIAG2vAx9vYvSGikoy1/ymrKlUk/PIT8Pt6YNUagX//Ay5cEPhkLNDuleI9y52WJrB1O7BmrUBcvHysdi3gw/cl1K+X8/POazGqKVAcbN+4cQO//vorgoKCEBUVhfT09BzbFdYiRltbW0RERBj8vFRyqGe1fSujQDu4EREVVL26ctWR/Gr/m8JiLyoaVlYShg4GWrUEZs8VuH4DmDFTnuUePw5wcS5ef7dUKoG9+4EVKwUePpKPVfKRZ7JbtzLvDxiKgu2zZ8/inXfeQeqzeX1nZ2fY2dkZtGN5CQ8Px+nTp1G2bNkie0wqftSLI6tXM3JHiKjEY+1/yk21qhKWLwXW/A6sXiuXBzx3XmD8WOCVtub/ehBCrsKydJnAzVvysbJlgXeHSujSuXhMhikKthcsWIDU1FQMGTIEH374IZydnQ3WoW3btuV6W1JSEu7cuYMdO3YgMTER/fv3N9jjUsnzPF/b/H+Ricj8tWktYfZMmPxiLyp6VlYShg19Pst98xYw/QuB9q8IjPtYgrOZznJfuiyX8Tt3Xv7ZwR4YOEBCn95A6dLm+ZxyoijYvnTpEmrWrIkpU6YYuj+YPHlynl8VqHeX79mzJ8aMGWPwx6eS48YN+ZKLI4nIVJjDYi8yHr/qEn79Rc7j/n0dcOAQcOacwKefAK1fNp/XyN27Ar/8KnDkX/lnG2ugzxvAwP4SypQxn+ehK0XBtrW1NXx8fAzdFwDAqFGjcg22ra2t4e7ujiZNmsDbmyvaSLn4hOc5YVUZbBORCTH1xV5kXNbWEoa/K+HllgKz5gncuQN8Nl3g1Q4CYz8y7WA1Kkpg5WqB/+0GMjMBCwugS2dg2FAJ5TxMt98FpSjYbtiwIUJDQw3dFwDgbDUVCXV97fLlgDLc7piIiMyMv7+ElcuA31YLrNsA7N0PBJ8R+HQC0KqFaf1di08QWLde4K/NQFqafKxVS2DEexKqVDatvhYGCyV3+uSTT/Dw4UOsXLnS0P0hI1KpBM6cFdh3QL5UqfLeYMGcafK1uTiSiIjMlI2NhPeHW2DpjxIq+cipR5M/E5g9NxMJCcb/G/70qVwr+63+8geCtDSgzkvAT4slzJttUSICbUDhzPaVK1fQu3dvzJ8/H4cOHUKLFi1Qvnz5XNM/evbsqfO5U1JSEBMTk63CSUJCApYtW4bQ0FBUqFABw4YNYyqJAeW0A5O7OzB2DIrlohx1JRLmaxMRkbmrVVPCyuXAit8ENmwE9vwDBAULTJoANG9W9H/DVSqBv/fKZfwin8UVvr7AByMktGxu3mX8lJCEesWhHvz9/SFJkmaxYm6DJoSAJEkICQnR+dwLFizA8uXL8eeff6JOnToAgLS0NPTs2RO3b9/WPKabmxu2b99uduX/YmJiiuyxXFxcdHq8wCMiz3JTs2cWv1Xww0ZkIjQUmPWlhLZt5Oem63iRjOOlP46Zfjhe+uOY6ac4jtfFSwJzvha4f1/++bWuwJiREhwcCv53PL/xEkLg6DHgl+UCt+/Ixzw85K3VO71aPBf6uri45NtG0cx2XosYC+r48eOoWLGiJtAGgF27duHWrVto1qwZhg8fjiNHjmD16tVYtWoVJkyYUCj9KClUKnlGOy+Llgi0ailfLw4r5DMyBO7clq+zxjYRERUndV6SsOpXYNkKgT//Av63GwgKEpg8EWjapPD+Zl+4KPDzLwIXL8k/OzoCgwdK6N0TKFXK/GIFQ1IUbBfmIsaIiAjUrFlT69j+/fthYWGBefPmoXz58mjZsiWOHDmCwMBABtsFdP5C3juWAUBkJLDmd4Edu1As0kzu3QfS0gFbW8DT09i9ISIiMqxSpSSMGSmhdSuBOfMEwh8An3wq0L2bwOgPJdjbG+7v9q3bAst+FfjvqPqxgb5vAAPeluDIAgQAFC6QLExxcXEoU6aM1rGzZ8/Cz88P5cuX1xyrUaMGt2s3gCfRurVb8Vv2oDwqSt7tLPCI8Rdh6OP5ZjaAhQXfCIiIqHiqV1fCqhUS+rwh/7xzFzB4mMDp4IL/3X4UKTDn60wMfVcOtC0tgO7dgD9+l/DBCAsG2lmYXLDt7u6OyMhIzc/Xr19HTEwMmjRpotXO2Mn1Fy5cwPDhw9GkSRPUr18fffr0wc6dO43aJyXcXAt+jkVLzKtyyY0bcl9ZX5uIiIo7W1sJY8dYYPFCCZ6ewKNHwNjxAt9+n4nkZP3/dsfHC/z4cybeHiCwe49cL7tNa2DNbxImTbCAuzuD7BfplEYyZcoUSJKETz75BGXLltVr50hJkjBnzhyd29esWROBgYEICQlBzZo1sWrVKkiShFdeeUWr3d27d+Hh4aHzeQ3p5MmTePfdd2FtbY3XXnsNjo6O2Lt3LyZMmIDw8HB88MEHRumXEvXqAu5lgajHys8RGSmno5jLJgzqme3q1fiGQEREJUOD+hJWrwB+XiawdRuwbTtw8pTAlIlAwwby30OVSuS6Nis1VWD5ihT8ukIgMUk+Z/16coWRl2rz72ledAq2t27dCkmSMHz4cJQtWxZbt27V+QH0DbZHjBiBQ4cO4Y033oCjoyPi4uJQs2ZNNGvWTNPmyZMnuHr1Kl577TWdz2soGRkZmDZtGiRJwrp161CrVi0A8qLRfv36YfHixejcuTN8fX2LvG8vUtfNzmtBo6WlhGpVRYGCbUD3dBRTwG3aiYioJLKzkzB+rIS2rQXmfi0QEQF8NE6gT2+BWrWAn3/JvjZrzEiBxCQJK1cJPH6cDACoWkUOspsFGD/TwBzoFGyvWbMGAFChQgWtnwtDvXr18NNPP2HFihWIjo5GmzZt8Mknn8DC4nnGy86dO2Fvb4+XX3650PqRmxMnTuDevXvo3bu3JtAGAAcHB4wcORLjxo3Dli1b8MknnxR537IKPCLww4+xePTo+VdEOS1oPBwocPykfN3JCYiLe34ODw+g+2tyvnZ+DJGOUhSiowWiYwBJAqpUNnZviIiIil6jhhLW/Ab8+LPA9p3Api0AtmRvFxUFfP4lAMixRIUKFhg2VKBje/OsRmYsOgXbTZs2zfNnQ2vbti3atm2b6+1Dhw7F0KFDC7UPuTl16hQAoFWrVtlua9mypVabnDx+IvDkifYxR0eggqeEp08F7tzNfp8afvIL+t49gZRU7ds8ywNlykiIiRVQp7oHnxH4aSmg/uVQUy9ofL27QLlycvD9/SL5ts6dgDd6AqHXgbh4wMcHeLmlhIQEgc1bgdjYXJ8SXFwA29IC10Lln30rySuhHz4UiIvXbuvqAri7S0hOFrgfpn2blRVQtYr8XG/eEsjI0L7du6L8qTwqSg6Ys3IqA5Qvn/MYShLgV10+79Fj8ph4eMhVSQABT095y/bHTzI1+dxqDvaAl5eEjAyBm7eyP/dqVeU3nPthAsnJ2rd5eAAuzhLi4wUiHmrfZlsa8PGR+3QtNHvOnHoMH0QIJCRo3+bmBpR1k5CUJBAWrn2btTU0O3LduCmgUmnfrh7DyEiBmFjt25ycgPLlJKSmCty9p32bhQRUfzaGt+8IpKUBZcpkID7+2RuwJ+DoKOHJE4HHL7y+HRwArwoS0tMFbt3O9lRRvZq8UPXefYGUFO3bynkAzs4SYmMFHkVq32ZrC/h4S8jMFLh+I/t5q1QGrK0lhD8QSEzUvq2sG+DmJr++H7ywztrGBqjsKz/X69cFMl/476nkA5QuLeHhI6H14RQAXJwBD4+cX9+WlkCTxvL1W7cF0tO1b6/oBdjbS0XyHqFmZwd4V5SgUglNelVWVasAVlYSwsOff22s5l4WcHWVEJ8gz45lVaoU4FtJ7lPodYEXd3PQ9T0i4uHz1xhQNO8Rd+4KPH2qfbv6PSI6Ovu3gKb2HlGmTAasrYVJvEdkZarvEQBM6j2iWlX5vEX1HtGju4RGDQW++ErOvc7Lm32Anq87ICUl4dn7hTD6e4Qx4ogX3yOaBSBfija1Kck++ugj/PPPP9i8eTNeeumlbLc3a9YMkiTh+PHjOd5/yU9J+PkX7b+G3bra4Ou5jrh7T4Wu3WOz3efyeTcAQP9BcTh/QfuVM2+2A7p3K4X1f6Ri9tykbPfVha0tsr2BfTreDkMH2+KfvU/xyaeJOd5PkpDtFwQAtm92QrVqVvj8i0Rs3qr9V+u9YaUx7mN7nApKxzvvaf8GlfOwwMF9cnH4dh1j8ChS+zf/t1/LoGkTa3y/KAm/rtQewzd6lcLMLxxw40YGXn9D+93N2ho4d1oew1c6RCMySrvTC+Y7oNOrpbBqTQrmf6f917BtG2v8+EMZREdn4uVXshfyP3nUBQ4OFhj+QTyOHdd+Z5w6xR79+5XGzl1PMXmq9hjWq2uF9WudAAC1673wrglg905nVPKxxKQpCdi1W/uv1sgPbDHqQzv8dzQN74/UjsS9vS3w9y55DFu1jUZMjPZzXbemDOrXs8bX85Ow5nftMez3VilM/8wBV0Iy0Lef9hja20s4dUz++qJHr1jcvKX9F3rxIke0a2uD5StSsPAH7TF8taMNvv/WEQ8fqdD+1dhsz/VskCtsbCQMfTcOQae1X99fzrBHn96lsWlLKmZ8qf36btLYCqtWOCEtTaBBk+x5TAf2OqN8OUuMm5CAvfu0x3DsR3YY/q4tDh5Ow5iPtcewahVL7NjqDABo2iIaSUnaY/jXH06oVdMKX81JxB8btV/fgweWxqRP7XHufDoGDNZ+fbu4SPjvsDyGnbvF4P597df3Lz85olVLG/z4czJ+Wqr9C1lY7xEtmltj+dIySEzMREDL7K/vfw+5wNXVAqM+isfhQO3Xd17vETX9LbFpozMAoH7jJ9mCBlN+j+jzVixCrmq/vvkeIeN7hKy4vUcMf7c0lq9IzXYfXfA94vnY5oXBtp6GDRuGo0ePYu/evahUqVK22zt06ICHDx/i0qVLOd7/+o3oQp21unpVYP4C/Z/XyA/kr5XUXvxEGnxGYP0f2jPcHh5yLU31wgo1U/5E+umUTBw/DvTuCbzWVT6mnrVSZTrhxo1Yrfua2qwVYEoz22UQHy//B5vqrJXpzWy7IiYmhjPbOr5HxMU/f40BnNnOKveZ7TKwto43ifeIrEz1PcLDwxWXLkebzHtEUc9sA/Lr65tvs9/nRSPeAzp2cNL6nTT2e4RpzGznn0fLYFtPBQ22C3tb2H0HBL78Sv//Ug8P4K8NUp45WCqVwMzZAgcOAq+0Ab74PO/2pmjQ0EzcvgN8M1dCi+bafS+O2/YWJo6X/jhm+uF46Y9jph+OF3DmrMBH4/KPG374XkL7dq4lfrxepMt27SZXZ9vUOTg4AAASXpxufCYxMRGOjo5F2SUtShcqqsv35cXSUoJ/DTlAtbY2v8URT58K3Hs2G8NKJERERM9KALvn3cbDQ25HyjDY1pO6pN/du9m/p4mLi0NMTEyOM95FRZdfmtzoUr5P/QHuxa8XzcHtO4AqEyhTRvkYERERFSeWlhLGjsl78uzj0eb3TbYpYbCtJ/VOlv/991+2244ePQqg8Ku15CXrL42+pS91mRV3cZYvzfFbpOeb2bAuKBERkVqb1hJmz5SyTUR5eACzZ0paJYNJfzqV/ntR4rOVBOqUioKYMmUKGjVqhD59+gAAHjx4ADs7Ozg7Oxf43IWhefPm8Pb2xq5duzB48GDUrFkTgDwmP/30E6ysrNCrVy+j9lH+pQF++FHCo0f51PJ5RteviMx5ZvvGTTknjSkkRERE2tq0ltCqJXLdQZKUUxRsN27cGPXq1cPGjRsL3AH1bpTqYLt9+/bo1auXXrtOFiUrKyvMmjUL7733Hvr3749u3brBwcEBe/fuRVhYGMaOHYvKlY2/W0qb1hK6d3PG4cAYPIkGwsJEnpvT6PoVkXpmOzYWyMwUsLAwn1/C5ztHmk+fiYiIioqlpYSGDYzdi+JHUbDt6OiIihUrGqYDVlZIy1IjSAgBUy+Q0qxZM6xfvx4//PAD9uzZg/T0dFSrVg0ff/wxevToYezuaci/NOrAUkKVygILFwutrVg9PORAW9eviNRfOKhUQGKinP9sDoQQ3KadiIiIipyiYLtmzZq4f/++QTrg6emJ06dPIzw8HF5eXgY5Z1GoW7cufv31V2N3Qy+G+IrI2lqCg4NctzgmxjyCbZVK4NBhuQaohQXg7S0AcHabiIiICp+iYHv48OEYMWIE/v77b3Tu3LlAHejWrRt+/vlndOjQQXNs27Zt2LZtW773lSQJV65cKdDjlzSG+IrI2Vme1Y6JBYxYeEUngUe0Z/MzM4G3BwFjxwgu+CAiIqJCpyjYLl26NPr27Ytx48Zh+/btaNeuHTw9PVGqVKkc26sreORkzJgxKFOmDA4cOICHDx8iLCwMpUuX1qlIOBmHizMQFmb6FUkCjwhM/Tx7SlJUFDD1c4HZM8GAm4iIiAqVomB70KBBkCQJQggcOnQIhw8fzrN9SEhIrrdZWFjgnXfewTvvvAMA8Pf3R+fOnTF37lwlXaMiYA4VSVQqeUY7L4uWCLRqyZXWREREVHgUBds9e/YstDrFvXr1QqNGjQrl3GQYz2ttm27u8/kL0FoImhP1rplceU1ERESFRVGwPW/ePEP3Q4Mz2qbPHGa2ddkNU592REREREooCraLQnp6Ovbt24fg4GBERkZCkiS4u7ujUaNG6NixI6ytrY3dxRLLxVkCIBAba+ye5E6X3TD1aUdERESkRIGD7YyMDFy9elUrIPb394eVlfJTBwcHY8KECXj48GG2mtvr16+Hp6cnvv32WzRs2LCg3ScFnJ/NbJtysF2vLuDunncqia67ZhIREREppTgiTktLww8//IA//vgDSUlJWrfZ29ujX79+GDNmTK4VSnJz+/ZtDB8+HMnJyahduzZ69Oihqb/94MED7NixA5cuXcLw4cOxefNm+Pr6Kn0KpNDznG2jdiNPlpYSxo5BjtVI1HTdNZOIiIhIKUXBdlpaGoYMGYJz584BAGrUqKEVEF+9ehUrVqxAcHAwVq9eDRsbG53PvXTpUiQnJ2PKlCkYMmRIttsHDx6MNWvWYM6cOVi6dGmh5o9TzswhZxuQy/rNngl8NUcgNfX5cX13zSQiIiJSSlGwvWrVKpw9exaNGjXCjBkz4Ofnp3V7aGgovvrqK5w+fRqrVq3CiBEjdD738ePHUatWrRwDbbXBgwdj27ZtOHbsmJLuUwGpZ7bj44GMDAErK9MNWtu0lrBho8Cly0Cf3kDrlyW9d80kIiIiUspCyZ127doFV1dXLFu2LFugDQB+fn5YunQpXFxcsHPnTr3OHR0djcqVK+fbrnLlyogx5TyGYqxMGXnbcwCIjTNuX3QRFi5fdu0ioWEDpo4QERFR0VEUbN+7dw9NmzaFvb19rm3s7e3RtGlT3L9/X69zOzs7486dO/m2u3PnDpycnPQ6NxmGhYUE52dDb+qfd+ITnldNqehl1K4QERFRCaQo2La0tERq1iTYXKSmpsLS0lKvcwcEBODKlSv4888/c23z559/4vLly2jWrJle5ybDcTGDiiSAvK08AJQtC9jZcUabiIiIipainG0/Pz+cOHEC9+/fh7e3d45t7t+/jxMnTqBWrVp6nXvkyJE4cOAAZsyYgZ07d6J79+7w8vKCJEkICwvDzp07cfr0adja2uLDDz9U0n0yAGdn+dLUZ7bVX6x4VzRuP4iIiKhkUhRsv/XWW5g8eTIGDx6Mjz76CK+99pqm4khaWhp27dqFxYsX4+nTp+jXr59e565atSp+/vlnTJgwAUFBQTh9+rTW7UIIlC1bFvPnz0fVqlWVdJ8MQBNsxxqzF/m7HyaX/svlMyERERFRoVIUbPfs2RNnzpzBn3/+ic8++wxTp06Fm5sbJEnC48ePIYSAEAJvvfUWevTooff5mzdvjv3792PPnj04ffo0IiMjAQAeHh5o3LgxunTpAltbWyVdJwPRlP+LEQBMNz3j+cy26faRiIiIii/Fm9rMnDkTLVu2xNq1a3H+/HlEPduqz9raGvXr18fAgQPRqVMnxR2ztbVF79690bt3b8XnoMKj3rLd9Ge25UvObBMREZExKAq2r169CgsLC3Tq1AmdOnVCRkYGYp+tlHN2di7QVu1kHp7PbBu3H3kRQmhmtn2Ys01ERERGoDiNpEmTJli7dq18EisrlC1b1qAdI9Om2bI91pi9yNuTJ0BKKmBpAXh6Grs3REREVBIpKv3n5OQEDw8PQ/eFzIim9J8Jz2zfezar7ekJWFszZ5uIiIiKnqJgu379+ggNDTV0X8iMqGe2TbnOtjrYZr42ERERGYuiYHvUqFG4ffs2Vq5caej+kJlQz2ynpAIpKcK4ncmFpuwf87WJiIjISBTlbN+6dQs9evTA/PnzsX37drRt2xYVKlRAqVKlcmzfs2fPgvSRTJCtLWBjA6SlybPbpliJUbM40pspJERERGQcioLtyZMnQ5IkCCFw7do1XLt2DZKUPaARQkCSJAbbxZAkSXBxEXj0SF4kaYoLEFn2j4iIiIxNUbA9atSoHINrQ6hZsyZ69eqFOXPm5Nlu2rRp2LJlC65cuVIo/aD8uThDDrZNcJFkRobAgwfydaaREBERkbEoCrbHjBlj6H5oqHef1LUtGY+m1nasUbuRo4iHgEoFlC4NsColERERGYuiBZJNmzbFwIEDDd0XvSQkJMDGxsaofSjpNLW2TXBmW52vXdELsLBgzjYREREZh6KZ7YyMDJQrV85gnXig/r7/meTk5GzH1FQqFW7duoWjR4/Cx8fHYH0g/Tmra23HCgCmFdAyX5uIiIhMgaJgu3r16oiMjDRYJ9q1a6eVA753717s3bs3z/sIIdC3b1+D9YH05+IsARAmOrPNsn9ERERkfIqC7YEDB2LSpEk4ffo0GjduXOBONGnSRHM9KCgIbm5uqFy5co5tbWxs4OHhgXbt2qFjx44FfmxSztlZvjTFnO3nM9umNeNOREREJYuiYLtRo0bo06cP3nvvPfTp0wft2rWDp6dnrnW2K1SokOf51q5dq7nu7++Pl19+GXPnzlXSNSpC5pCzzZltIiIiMiZFwbY67UMIgXXr1mHdunW5tpUkSa/yfAcOHICdnZ2SblERM9VqJCkpApFR8nUf5mwTERGRESkKtrOmfRial5dXoZ2bDEs9sx0bC2RmCpOp+hEWLl86lQHKlDGNPhEREVHJpCjYzpr2UVhOnjyJoKAgREVFIS0tLcc2kiTlu/kNFR51zrZKBSQmAmXKGLU7GqxEQkRERKZCUbBdmBISEjBy5EicPn06301rGGwbl42NBAd7gcQkOW/bZIJt5msTERGRiTBIsH3nzh3ExMTA2dk51yoiupo/fz6CgoJQqVIlvP322/D19WUOtwlzdoEcbMcClSoZuzey+2HPyv6xEgkREREZmeJgOzU1FYsXL8amTZsQHx8PAOjZs6emisjmzZvx+++/Y86cOahZs6bO5z148CDKli2LjRs3wlmdp0Amy8UZCAuT87ZNBWe2iYiIyFQo2q49OTkZAwcOxMqVK2FtbY02bdpkS/lo0qQJQkJCsHv3br3OnZCQgAYNGjDQNhOmWJGEOdtERERkKhQF28uXL8elS5fQt29fHDx4EEuXLs3WxsfHB1WqVMGxY8f0OnelSpUQHR2tpFtkBKZWazsuTuDZFy2oyMI2REREZGSKgu3du3fDy8sLM2bMgI2NTa7tKlSogEePHul17kGDBuHChQu4du2akq5REXs+s533Ytaiop7V9vAASpdmzjYREREZl6JgOyIiArVr14alpWWe7RwcHBAXF6fXufv27YvBgwdj+PDh2LJli97BOhUtF2c5oDWVmW3maxMREZEpUbRA0tbWFjE6RFdhYWF6516rF1MKITB16tQ82+q7OyUZnvOzmW1TWSB5T1OJxMgdISIiIoLCYPull15CcHAwIiIi4OnpmWOb69evIyQkBO3bt9fr3Lmdj0yTqeVsq2e2fSoyhYSIiIiMT1GwPWDAABw9ehSjR4/GggULUOmFAsvh4eGYNGkSMjMzMWDAAL3OffDgQSVdKjJBQUE4ePAgLl26hCtXriAxMRG9evXCvHnzjN01o1B/cWEq1UhYiYSIiIhMiaJgu127dhg6dChWrVqFzp07o2rVqpAkCUePHkXv3r0RGhqKjIwMDB8+HAEBAYbus1Ft3rwZW7duha2tLTw9PZGYmGjsLhmVeoFkfDyQkSFgZWW8GeXMTIEwdbDNnG0iIiIyAYo3tZk8eTLq1q2LX375RVM5JDIyEpGRkahcuTI+/PBD9OjRo8AdTEtLQ2xsLGxsbEyi9vaAAQPw7rvvokqVKrh48SLeeustY3fJqMo4AhYWQGYmEBsHlHUzXl+iHgNPnwKWlkD58sbrBxEREZFagbZr79q1K7p27Yro6GiEh4cjMzMT5cuXR7ly5QrcsfXr12Pjxo24fv06hBBau1Pu3r0bu3fvxoQJE+Dr61vgx9JHnTp1ivTxTJ2lpQQnJ4GYGDlv25jBtjpf26sCjDrDTkRERKRWoGBbzdXVFa6uroY4FTIyMjB69GgEBgbC2toaVatWxfXr17XaVK1aFfv370etWrUwcuRIgzwuKefiLAfaxq5IwnxtIiIiMjWK6mwXpjVr1uDw4cNo27YtDh06hJ07d2ZrU6NGDVSsWBFHjhwxQg/pRZqNbYxckeT+/Wdl/5ivTURERCbCIDPbhrRt2za4u7vj+++/R+nSpXNt5+3tjZs3bxZhzwzDyckJFhZF9xnHRR0JFyIPjwQAaUh9agsXF9tCf7zcPHwUDyAdNWrYw8Ul99dOXopivIoTjpf+OGb64Xjpj2OmH46Xfjhe+jO5YPvu3bt4+eWX8wy0Afk/W5eNdXISEBCAWD1yHtasWWOwqir67qhZEAUZI33Y22cCAB48SEZMTGqhP15ubt2S++HmmoyYmBS9719U41VccLz0xzHTD8dLfxwz/XC89MPxyk6XDx8mF2zb2NggOTk533YPHjyAo6Ojosfo1q0bkpKSdG5ftmxZRY9TUshbtguj5WyrVAJnzgqEP5B/9qogAHCBJBERERmfyQXbfn5+uHjxImJiYnL9tPDgwQNcuXIFzZo1U/QY06dPL0gX6QWanO3Yon/swCMCCxcLREU9P/bBaGDsGIE2rRlwExERkXGZ3ALJPn36ICEhAZ9++mmOKRdJSUmYNm0a0tPT0bdvXyP0kF5krC3bA48ITP1cO9AGgKgoYOrnAoFHRNF2iIiIiOgFJjez3atXLxw+fBj//PMP2rdvj0aNGgEAzp49i48++ggnT55EXFwcunXrho4dOxq5twQYZ2ZbpZJntPOyaIlAq5ZyLXAiIiIiYyhQsB0aGoq//vpLk/bRvn17TJw4EQAQHByMy5cvo0ePHnrv/Lhw4UL8+uuvWLlyJQIDAwEAd+7cwZ07d+Do6IiPP/4YH3zwQUG6rtjp06exadMmAEB0dDQA+blOnjwZAFClShWMGDHCKH0zFvXMdmwRzmyfv4BsM9ovioyU2zVsUDR9IiIiInqR4mB7+fLlWLRoETIyMgAAkiRprVBNTU3F3LlzYWNjg379+ul1bkmSMHz4cAwbNgxXrlzR7E5Zrlw51KlTBzY2Nkq7XWD37t3D1q1bsx27d+8eAKBp06YlL9h+NrOdkgqkpAjY2hb+TPKTaMO2IyIiIioMioLt/fv347vvvoOPjw8mTZqEhg0bonnz5lptWrRoARcXF+zfv1/vYFvN0tISderUMakt0nv37o3evXsbuxsmxdYWsLEB0tLkXSRti6DUtpuOG5bq2o6IiIioMChaILl69WrY2dlh5cqVaN++fY5VQyRJQuXKlXHnzh29zh0XF4egoCA8evQo1zaPHj1CUFAQ4uPj9e06FQJJkqDOFCqqvO16dQF397zbeHjI7YiIiIiMRVGwfeXKFTRo0AAVK+a9L3a5cuUQlV9i7QtWrlyJwYMH51k0PSYmBoMHD8bq1av1OjcVnqKuSGJpKWHsmLzTVT4eLXFxJBERERmVomBbpVLlu8MjIC8gtLa21uvcgYGBqFKlCvz9/XNt4+/vjypVquDQoUN6nZsKjzEqkrRpLWH2TAmlSmkf9/AAZs+UWGebiIiIjE5Rzra3tzcuX74MlUoFS0vLHNskJycjJCQE1apV0+vc4eHhOm2NXrlyZQQFBel1bio8xqq13aa1BNefBSIigEEDgCaNJdSry3J/REREZBoUzWx36tQJDx8+xKJFi3Jts2jRIsTHx6NLly56nTsjIwMWFvl3y9LSEqmpqXqdmwqPemY7NrZoN5KJjZUDbQDo309CwwZMHSEiIiLToWhme9iwYdizZw+WL1+O4OBgtGvXDgAQFhaG33//Hfv378eJEyfg7++Pt99+W69zV6xYEefOnctz1lylUuHs2bPw9PRU0n0qBM7OEgBR5DPbIdfkSx9vwNGRQTYRERGZFkUz23Z2dlizZg1atWqF4OBgfPvttwCAoKAgzJ49GydOnEDz5s2xYsUKvWtit23bFlFRUViwYEGubb7//ntERUVpgnwyPmPkbANASIh8WbNm0T4uERERkS4Ub2rj5uaG5cuX4+rVqzh69CjCw8OhUqlQvnx5tGjRAvXq1VN03mHDhmH79u1YuXIljh07hj59+sDHxweSJOHu3bvYtGkTrl69irJly+K9995T2n0yMGPlbF+9Kqet1PTnrDYRERGZngJt1w7IlUHyqhyiLxcXF6xcuRJjxoxBSEgIZs2apXW7EAK+vr5YvHgxXF25Y4mp0ORsxxXdYwohcOWqfL2m4V6CRERERAajKNgePHgwXn75ZQwfPjzPditWrEBgYCDWrFmj1/mrVauGXbt2Ye/evTh+/Dginq2A8/T0RPPmzfHqq6/mms9NxpF1ZlsIAUkq/Jnmhw/lHSutrIBqVQv94YiIiIj0pijYPnXqFLy8vPJtd/v2bb3L882dOxdlypTBqFGj0KVLF72rmZBxqHeQVKmAhESgjGPhP6Z6VrtaVaBUKaaREBERkelRtEBSV0+fPtV7BnrdunW4du1aIfWICouNjQQHe/l6bBHlbavztQ2YxURERERkUIUWbCcmJuLs2bPw8PDQ637lypWDEEVbq5kMw7mIK5KEPJvZrsXFkURERGSidE4jad++vdbP//zzD06dOpVjW5VKhcePH0OlUmHAgAF6dahjx47YunUrEhMT4eDgoNd9ybhcnIGwsKKpSJKRIXD12RcgLPtHREREpkrnYDs8PFxzXZIkJCcnIzk5OeeTWlnBw8MD7dq1w/jx4/Xq0OjRo3Hy5EmMGDEC06ZNQ61atfS6PxmPOm/72AmBMmVQqNum370HpKYCdnbyhjZEREREpkjnYPvq1aua6/7+/ujVqxfmzp1r8A6NHDkSNjY2OHPmDN544w24u7ujQoUKOW6OI0kSVq9ebfA+kP4CjwgEnZav794D7N4j4O4OjB0DtGlt+IBbnUJSw6/wAnoiIiKiglJUjWTu3Lnw8fExdF8AQCs1RQiByMhIREZG5ti2KMrLUf4CjwhM/Tx7nn1UFDD1c4HZMw0fcIeEPNvMhikkREREZMIUBdu9evUydD80Dhw4UGjnJsNTqQQWLs57QeuiJQKtWhp2BpqLI4mIiMgcKAq29a2d3aRJE53b6lK/m0zH+QvyDHZeIiPldg0bGOYxnz4VuHlTvs6ZbSIiIjJlioLtQYMG6ZXCERISouRhyAw8iTZsO11cvwGoMgE3V8DD3XDnJSIiIjI0RcF2z549cwy2MzMzERERgStXriAxMRHt2rWDk5OToo6Fhobir7/+wsWLFxETE4P27dtj4sSJAIDg4GBcvnwZPXr0gLO6BAYZhZurYdvp4sqzz27+/szbJyIiItOmKNieN29enrfHxsZi2rRpuHHjBjZu3Kj3+ZcvX45FixYhIyMDgBxQxWQp3pyamoq5c+fCxsYG/fr10/v8ZDj16gLu7nmnknh4yO0MJeTZzpE1ma9NREREJq5QdpB0dnbG/PnzkZiYiO+++06v++7fvx/fffcdKlSogB9//BHHjx/PtqNkixYt4OLigv379xuy26SApaWEsWPyDno/Hi0ZdnHks5ntWszXJiIiIhNXaNu129raok6dOjh48KBe91u9ejXs7OywcuVKtG/fHi4uLtnaSJKEypUr486dOwbqLRVEm9YSZs+U4P5C/rSHBzB7pmTQsn/x8QJhz/ZX8q9hsNMSERERFYpCC7YBIDk5GfHx8Xrd58qVK2jQoAEqVqyYZ7ty5cohKr8yGFRk2rSWsOkPCQ3ryz/3fB34a4NhA20Ami3aK3oBZcowjYSIiIhMW6EF2wcPHsTp06fh6+ur1/1UKhVKly6db7vo6GhYW1sr7B0VBktLCf7+8nUb68LZ2VG9OJIl/4iIiMgcKFogOWXKlFxvS05Oxp07dxAaGgohBIYNG6bXub29vXH58mWoVCpYWlrm+hghISGoVq2aXuemwlfOQwIg8CjnTT8LjIsjiYiIyJwoCra3bt2ab5sKFSpg9OjR6Nmzp17n7tSpE5YsWYJFixbhk08+ybHNokWLEB8fjy5duuh1bip8Hh7y5aNHhj+3EIKLI4mIiMisKAq216xZk+tt1tbWcHd3zzfnOjfDhg3Dnj17sHz5cgQHB6Ndu3YAgLCwMPz+++/Yv38/Tpw4AX9/f7z99tuKHoMKT7ly8mVhzGxHRgHRMYClJVCdX2oQERGRGVAUbDdt2tTQ/dCws7PDmjVrMHnyZPz77784c+YMAHmL+NOnT0MIgebNm+Pbb7+FjY1NofWDlCn3bGY7JkbeVr1UKcOke6hUAv/bLaeQeJYHrBS9comIiIiKlkmGLG5ubli+fDmuXr2Ko0ePIjw8HCqVCuXLl0eLFi1Qr149Y3eRclGmDFC6NJCaKm90o/ALDi2BRwQWLhaajXPCwoE+/QTGjoHBq50QERERGZJJBttq/v7+8FeXtyCzIEkSPNwF7t2XU0kKGmwHHhGY+rnIdjwqCpj6ucDsmQy4iYiIyHTpFGzXLECdNUmScOXKFcX3B4DExEQAgIODQ4HOQ0WjXDng3n0gsoB52yqVPKOdl0VLBFq1LJwyg0REREQFpVOw7enpWdj9yObQoUNYt24dzp49i+TkZADyrpQNGzZE//79NQsnyfSo87YLukjy/AUgv32LIiPldg0bFOyxiIiIiAqDTsG2vluuF4QQAlOnTsXWrVshhDyrWaZMGQghkJCQgP/++w9Hjx7F66+/jrlz50KSOKNpajzUtbYfCQDK/3+eRBu2HREREVFRM7mc7dWrV2PLli3w8PDAyJEj0a1bN036SGJiInbt2oWffvoJ27dvh7+/P4YOHWrcDlM2hir/5+Zq2HZERERERa3QtmtX6s8//4StrS3WrVuHfv36aeVpOzg4oF+/fli3bh1Kly6NP//804g9pdyo00gKmrNdry7g7p53Gw8PuR0RERGRKSrQzHZoaCjWr1+P4OBgRD6LrDw8PNC4cWO8/fbb8PPz0/ucYWFhaNmyJby9vXNt4+3tjWbNmuHo0aOK+06FJ+sukkIIxak+lpYSxo5BjtVI1D4eLXFxJBEREZksxTPbq1evRu/evbFx40Zcv34dcXFxiIuLw/Xr17Fhwwb07t0bq1ev1vu8rq6usLa2zredtbU1XFxclHSdCpl6ZjslFUhILNi52rSWMHumhNKltI97eACzZ0os+0dEREQmTdHM9tGjRzF37lzY2tpi0KBBeP311+Hl5QVJkhAWFobt27fjjz/+wLx58+Dn54fmzZvrfO4OHTpg586diIuLg5OTU45tYmNjcfLkSXTr1k1J96mQlSolwdlZIDZWnt0u41iw87VpLWHn/wROnAR6dAM6tJdQry7L/REREZHpUzSz/dtvv8HKygorVqzApEmT4O/vD0dHRzg4OMDf3x+TJk3CypUrYWFhgZUrV+p17rFjx6JixYoYMmQIjh8/nu3248ePY9iwYahYsSLGjRunpPtUBAxV/k8tNla+bNFCQsMGTB0hIiIi86BoZvvixYto0qQJGjZsmGubBg0aoGnTprhw4YJe5x45ciSsra1x+fJlDBs2DE5OTqhQoQIAICIiArHPoq569eph5MiRWveVJElR6goZnocHcC204Isk1dTBtnPOX3YQERERmSRFwXZKSgpcXfOvt+bq6oqUlBS9zn3q1CnNdSEEYmNjNQF2VufOnct2jDW3TYem/F8Ba22rxcbJly7OBT4VERERUZFRFGx7enri7NmzUKlUsLS0zLFNRkYGzp49q/fukwcOHFDSJTIx5dQb2xhgZjslRSA1Vb7ONbFERERkThQF2+3atcNvv/2GadOmYerUqVq1sAF585nZs2cjIiIC77zzjl7n9vLyUtKlIpGcnIx9+/bh4MGDuHr1KiIiImBjYwN/f3/069ePCzaz8DBQrW3geQqJjTVga1vw8xEREREVFUXB9vvvv499+/Zh27Zt2L9/P1q3bo2KFSsCkOtkBwYGIjExEd7e3nj//fcN2mFjOn36NCZOnAhnZ2c0b94cr776Kp48eYJ9+/Zh/PjxOHv2LKZPn27sbpoEQy6QVKeQODszVYiIiIjMi6Jg29nZGevWrcOMGTNw+PBh/O9//8vWpm3btvjyyy9zLd9njjw8PPDtt9+ic+fOWrXAP/nkE7z55pv4/fff8frrr6NuXW5pWP5ZzvbjKEClEgWqHhITI186M4WEiIiIzIziHSTLlSuHpUuX4v79+9l2kGzUqFGeO0CaK39/f/j7+2c7XrZsWbz11ltYsGABgoKCGGxDzq22tARUKuDJk+dpJUqwEgkRERGZqwJt1w7IW6cXx8BaX1ZW8lDmtmC0pLG0lODhLhDxUE4lKVCwzUokREREZKYUb9eem5s3b+Lvv//Wu762OVOpVNi2bRskSUKLFi2M3R2T8bz8X8HOExsrADCNhIiIiMyPopnt3bt3448//sD48eNRr149zfH58+dr7RjZsWNHLFy4EBYWBo/pTcqiRYsQGhqKN954A35+fnm2dXJyKtLxcDFirbyKXgk4dz4N8Qm2cHFRXkYkKTkRwFN4lrcr0Hl0YczxMkccL/1xzPTD8dIfx0w/HC/9cLz0pyjY3rFjB0JCQlCzZk3NsfPnz2PFihVwcHBAmzZtcP78eezbtw+7du1Cjx49DNZhQwgICMhxo5zcrFmzBgEBATnetnHjRvzyyy+oVasWpk6dmu+54uLidH7cgnJxcUGMenWhEbi4ZAIA7t5NRkxMquLzREbK5yldKqVA58mPscfL3HC89Mcx0w/HS38cM/1wvPTD8cpOlw8fioLt0NBQ1KhRAzY2Nppj6jSKhQsXolWrVoiLi0P79u3x559/mlyw3a1bNyQlJencvmzZsjke37x5M2bMmAE/Pz+sXLkS9vb2hupisWCojW00CyT5YZqIiIjMjKJgOzo6Gg0aNNA6dvLkSbi5uaFVq1YA5HSJxo0b49KlSwXvpYEZohb2pk2bMH36dFSrVg2rV6/m1yo5MFTOtqb0H6uREBERkZlRlDxcunRppKSkaH6OjY3F7du30aRJE612jo6OiI+PL1gPTdCmTZswbdo0VKlSBatXr4arq6uxu2SSDLWLJKuREBERkblSFGx7e3vj3LlzSE9PBwDs27cPANCyZUutdo8fP4abm1sBu2ha/vrrL61Au7g9P0NS7yIZFw+kpAhF50hJEUh9lqbNLw+IiIjI3ChKI3njjTfwxRdfYODAgahfvz62bNkCOzs7tG/fXtMmIyMDly5dwksvvWSwzhrb8ePHMX36dAgh0LhxY2zYsCFbm5o1a6JDhw5G6J3pcXCQYG8vkJQkz25XqqT/OdT52jbWgG3hFiIhIiIiMjhFwXafPn1w8uRJ7NmzB+fPn4etrS1mzZqllbd86NAhJCQkoFmzZgbrrLFFRERACHmGduPGjTm26dWrF4PtLDzcgdtJQGSUwmD7WQqJszMgScq3fCciIiIyBkXBtpWVFb7//ntMmDABT548QZUqVeDg4KDVpmLFiliyZAnq169viH6ahN69e6N3797G7oZZKVcOuH1H+SJJViIhIiIic1ag7dq9vLzg5eWV4201a9bUqsNNJZM6b/tRpACg/8w0K5EQERGROStQsA0A6enpuHbtGiKflZzw8PBAjRo1YG1tXeDOkfnzKGCtbVYiISIiInOmONhOTk7G4sWLsWnTJiQmJmrdZm9vjz59+mD06NHZ0kuoZClore3YWDlHnmkkREREZI4UBdsJCQkYNGgQrl27BgDw9/eHl5cXhBCIiIhASEgIVq9ejWPHjmHdunVwdHQ0aKfJfDxPI1F2/+dpJFwcSUREROZHUbC9aNEiXL16Fc2aNcP06dNRtWpVrdtv3ryJWbNm4cSJE1i0aBGmTZtmkM6S+VHPbEdGAkIIvSuKMI2EiIiIzJmiTW327t2LsmXL4ueff84WaANA1apV8dNPP8HNzQ179+4tcCfJfLmXBSQJSEt7Hjjrg9VIiIiIyJwpCrZjY2PRtGlT2Oaxy4itrS2aNGmCuDgFERYVG9bWEtS72SvJ22Y1EiIiIjJnirdr1yWITkhIQMWKFZU8BBUj6rztSAV520wjISIiInOmKNh+8803cerUKYSEhOTaJiQkBCdOnEDfvn0Vd46KBw+FiyRTUgRSU+XrLkwjISIiIjOkaIHkkCFDcO/ePQwePBgDBw5E165dUaFCBQDAgwcPsHv3bqxbtw79+vXD0KFDDdlfMkPPy//pt7GNOl/bxhrII2OJiIiIyGTpFGznthOkEAJLly7F0qVLc7xt3bp1WL9+Pa5cuVKwXpJZK6dwYxt1ComzM/SuYkJERERkCnQKtj09PQu7H1SMKc3Z1lQicTZkb4iIiIiKjk7B9sGDBwu7H1SMKd3YRlOJxNmg3SEiIiIqMooWSBLpQ52z/eQJkJ4udL4fK5EQERGRuSu0YPvGjRtYsGAB2rVrV1gPQWbC2Vle5CgE8Pix7veLjRWa+xMRERGZI0XVSHLz+PFj7Nq1Czt27EBISIii7bmp+JEkCR4eAmHhciqJrksAnqeR8DVERERE5qnAwXZKSgr27duH7du348SJE8jMzIQQAm5ubujUqRNee+01Q/STzFy5cpCDbT12kWQaCREREZk7RcG2EAJHjx7Fjh07sG/fPqSmpkII+St/SZKwcuVKNGvWDBYWTAknmaYiSZTu92E1EiIiIjJ3egXbISEh2L59O3bt2oUnT55ACAErKyu0adMGPXr0wMqVK3H58mW0aNGisPpLZkqzi6QeG9sw2CYiIiJzp1OwvWzZMuzYsQM3b97UzGDXrVsXPXr0QNeuXeHq6goA+P333wuvp2TWlGxsExMrXzKNhIiIiMyVTsH2ggULIEkSypYti7feegvdu3dHpUqVCrtvVIyoy//purFNaqpAaqp8nTPbREREZK50TqoWQuDJkyc4deoUTp8+jcTExMLsFxUzZcvK34iEhQNnzgqoVHnX21ankNhYA3Z2hdw5IiIiokKiU7D9559/on///nBycsKpU6cwbdo0tGzZEmPHjsWBAweQkZFR2P0kMxZ4ROCTT+XrT58CH40T6NNPIPBI7gG3OoXE2RksH0lERERmS6c0krp166Ju3br47LPPEBgYiO3btyMwMBB///03/vnnHzg7O6Nz58548uRJYfeXzEzgEYGpn2cPqqOigKmfC8yeCbRpnT2Y5uJIIiIiKg70qs1nZWWF9u3b44cffsDRo0cxc+ZMNGzYELGxsdiwYQPu3bsHAPjuu+9w9erVQukwmQ+VSmDh4rzTRRYtyTmlhME2ERERFQeKC2E7ODjgzTffxLp167B//3589NFH8PX1hRACv/76K3r16oWuXbvixx9/NGR/yYycvyDPYOclMlJu9yJWIiEiIqLiwCC7znh5eWHkyJHYs2ePJr/bxcUFt27dwpIlSwzxEGSGnkQrbxcbK892c2abiIiIzFmBt2t/0Yv53Tt27DD0Q5CZcHNV3u55GgkXRxIREZH5MniwrWZpaYl27dqhXbt2hfUQZOLq1QXc3fNOJfHwkNu9iGkkREREVBwYJI2EKCeWlhLGjsl7Zvrj0RIsLVmNhIiIiIonBttUqNq0ljB7pgR3d+3jzk7A7JlSjmX/AAbbREREVDww2KZC16a1hE1/SPjhewm1a8nH+vbJub62GtNIiIiIqDhgsE1FwtJSQsMGEl5uJQfYt27n3jY1VSA1Vb7OmW0iIiIyZwy2qUhVqypf3riRext1ComNNWBnV+hdIiIiIio0DLapSFWrJl/eDwOePs15d0l1ComzMyBJLP1HRERE5ovBNhUpN1fAxQXIzMw9lYSLI4mIiKi4YLBNRUqSJE0qyfVcUkkYbBMREVFxwWCbitzzvO2800hYiYSIiIjMHYNtKnLVq8l52LnPbMtBOGe2iYiIyNwx2KYip57ZvnkLyMzMPrv9PI2EiyOJiIjIvDHYpiLn4yOX9UtOBiIeZr+daSRERERUXDDYpiJnZSXBt7J8Pad621wgSURERMUFg20yCs0iyZt5pZEUWXeIiIiICoWVsTtgbpYtW4YTJ07g5s2biImJga2tLby8vNC9e3f069cPtra2xu6iWZAXSYocZ7aZRkJERETFBYNtPf3xxx9wcXFBixYt4ObmhuTkZJw6dQrz5s3Dtm3b8McffzDg1kFutbZTUwVSU+XrnNkmIiIic8dgW0979uxBqVKlsh2fOHEitm/fji1btmDAgAFG6Jl5qfos2H74CEhIEHB0lCuPqFNIrK0BOzvj9I2IiIjIUJizraecAm0A6NSpEwDg7t27Rdkds1XGUUL5cvL1m7eeH1cH2y7O8m6TREREROaMwbaBBAYGAgCqV69u5J6Yj2rV5MusqSTqfG2mkBAREVFxwDQShVatWoWEhATEx8fjzJkzuHTpElq1aoWePXsau2tmo1pV4L+j6ook2mkkDLaJiIioOGCwrdCaNWsQHh6u+blHjx744osvYG1tnef9nJycYGFRdF8ouLi4FNlj6at+vacAEnH7tiVcnpUeeZqWAiAZ5Txs4OLiWOR9MuXxMkUcL/1xzPTD8dIfx0w/HC/9cLz0VyKD7YCAAMSqp1B1sGbNGgQEBGgdO3jwIAAgKioKJ0+exPz58/Hmm29ixYoVKF++fK7niouLU9RnJVxcXBATE1Nkj6cvz/Jyje0bN1SIioqGlZWEBw8yAQB2dmlF3ndTHy9Tw/HSH8dMPxwv/XHM9MPx0g/HKztdPnyUyGC7W7duSEpK0rl92bJlc73N3d0d3bp1g4+PD/r27Yt58+Zh4cKFBuhl8efpCdjaAikpwL37QJXKWdNIuDiSiIiIzF+JDLanT59u8HPWrVsXTk5OOHXqlMHPXVxZWEioVlXg4iV52/aswTY3tCEiIqLigNVIDCQpKQkJCQmwtLQ0dlfMiroiiXrbdlYjISIiouKEwbYewsPDERYWlu14eno65syZg8zMTLRu3doIPTNf1arK6SI3bso/sxoJERERFSclMo1EqZCQEIwZMwaNGzdGpUqV4OLigsePH+P48eOIiIhA5cqVMW7cOGN306xUf6HWNtNIiIj+3969R0VVrn8A/w43FfAgIHhUwAs2owMiIKKmaHJIXQrlBbPymmknr2lpgVoe6XhS0yxBl2LL1FZeQiA9npN4D6ODQIio3I7KRaEQUAQOAgPz/v7gN5PjDDdjGoXvZy2Xa9732Xu/+xllHt55995E1Jaw2G4BuVyO2bNnIzExEadPn0Z5eTnMzc3h7OyMGTNmYMaMGTDnM8ZbpG8fwMgIuH8fyC8QeFhV386ZbSIiImoLWGy3QI8ePRAcHGzoYbQpHTtK4OggkJsHJP1c32ZqCvB3FiIiImoLuGabDK6fc/3fiUn1F0ladwEkEt76j4iIiJ59LLbJ4Pr1qy+sf06uf80lJERERNRWsNgmg1Pd/q+8vP5vFttERETUVrDYJoN7zlnzNe9EQkRERG0Fi20yOFtboIvVb685s01ERERtBYttMjiJRALnR2a3KyuBujphuAERERERtRIW22RwP8QKpKX/9vqf/wICXxX4IZYFNxERET3bWGyTQf0QK7DmI4GHDzXbi4qANR+x4CYiIqJnG4ttMpi6OoHPQxsvpr8IE1xSQkRERM8sFttkMFdS62ewG3P3bn0cERER0bOIxTYZTMm91o0jIiIietqw2CaDsbVp3TgiIiKipw2LbTKYQW6AnV3jMfb29XFEREREzyIW22QwxsYSLF8qaTTmnSUSGBs3HkNERET0tGKxTQY1epQEG0IkWjPc9vbAhhAJRo9ioU1ERETPLhNDD4Bo9CgJRo6ov+tIyb36NdqD3MAZbSIiInrmsdimp4KxsQSeHoYeBREREVHr4jISIiIiIiI9YbFNRERERKQnLLaJiIiIiPSExTYRERERkZ6w2CYiIiIi0hMW20REREREesJim4iIiIhIT1hsExERERHpCYttIiIiIiI9YbFNRERERKQnLLaJiIiIiPREIoQQhh4EEREREVFbxJltIiIiIiI9YbFNRERERKQnLLaJiIiIiPSExTYRERERkZ6w2CYiIiIi0hMTQw+AWldqaipCQ0ORkpIChUKBfv36Yc6cOQgICDD00Azm2LFj+Pnnn3Ht2jVkZWVBoVDgk08+wZQpU3TGV1RUIDQ0FKdOnUJRURHs7OwwduxYLF26FJaWln/w6P9YhYWF+P777xEbG4tbt26huLgYVlZW8PT0xPz58zFo0CCtbdpzvgCgrKwM27dvx9WrV3Hnzh08ePAA1tbW6NOnD2bMmIGxY8dCIpFobNPec/a4PXv2YMuWLQCAI0eOwN3dXSumvefM19cX+fn5OvumT5+OkJAQjbb2ni+V06dP4+DBg0hLS8PDhw/RtWtXuLu7Y9WqVejevbs6rr3nKyoqCsHBwY3GDBs2DPv371e/bu85awne+q8NuXTpEt58802Ymppi4sSJ6Ny5M06dOoU7d+5gxYoVePvttw09RINQfUhZW1vD3Nwc+fn5DRbblZWVeP3115Geno4RI0ZALpcjIyMDFy9exIABA3Dw4EGYm5sb4Cz+GFu2bMGePXvg5OSEIUOGwNbWFrm5uThz5gyEENi6dSsmTJigjm/v+QKA3NxcTJo0CYMGDYKTkxO6dOmCkpISnD9/HiUlJXjllVfw8ccfq+OZM003b97EpEmTYGJigsrKSp3FNnNW/3OsrKwMc+bM0epzdXXFmDFj1K+ZL0AIgXXr1uHIkSNwcnLCyJEjYWFhgbt37yIxMRGffvopvLy8ADBfAJCeno4zZ87o7IuJicF///tfrFy5EgsWLADAnLWYoDZBoVAIPz8/4erqKq5fv65uLy8vFxMnThRyuVxkZ2cbboAGFBcXJ+7cuSOEEGL37t1CKpWKyMhInbFffPGFkEqlYvPmzTrbv/jiC72P15BiYmJEYmKiVntiYqJwcXER3t7eorq6Wt3e3vMlhBC1tbVCoVBotZeXl4sJEyYIqVQqsrKy1O3M2W9qa2vF1KlTRWBgoFi5cqWQSqXi8uXLWnHMmRBjxowRY8aMaVYs8yXE/v37hVQqFevXrxe1tbVa/Y/+n2W+GlZdXS28vb2FXC4XRUVF6nbmrGW4ZruNiI+PR15eHvz9/SGXy9XtlpaWWLRoEWpraxEVFWXAERrO888/j549ezYZJ4RAREQEzM3NsXjxYo2+v/71r7CyssLRo0ch2vCXQWPHjlXP9jzKy8sLQ4cORWlpKTIzMwEwXyrGxsYwMdFekWdpaYmRI0cCqJ/9Bpizx+3ZswcZGRn4xz/+AWNjY50xzFnLMF9AVVUVduzYAUdHR6xevVrnvy3V/1nmq3FnzpxBaWkpXnjhBXTt2hUAc/YkWGy3EQkJCQCg/nB/1IgRIzRiSLecnBzcvXsXnp6eWl9/dejQAV5eXigsLFQXTu2N6sNJ9Tfz1bjq6mrEx8dDIpGgX79+AJizR2VlZSEsLAwLFy7Ec88912Acc/abmpoaREdHY9euXTh48CAyMjK0YpgvIC4uDqWlpfDz84NSqcSpU6cQHh6OQ4cOaZ0389W4o0ePAgCmTZumbmPOWo4XSLYROTk5AIBevXpp9VlZWcHa2pr/8Jugyk/v3r119qtym5ub22BMW1VQUICffvoJdnZ2kEqlAJivx5WVlWH//v1QKpUoKSlBbGwsfvnlFyxZskR9/sxZvdraWgQFBcHZ2RlvvfVWo7HM2W+KiooQFBSk0ebj44PNmzfDxsYGAPMFANeuXQNQ/63TSy+9hOzsbHWfkZER5s6diw8++AAA89WY/Px8/Oc//0G3bt3g4+OjbmfOWo7FdhtRUVEBAOjcubPOfktLS/z6669/5JCeOeXl5QDQ4FXUqnZVXHuhUCjw/vvvo6amBitXrlR/Jct8aSorK0NYWJj6tampKd5//33MmzdP3cac1du1axcyMzPx7bffwtTUtNFY5qzelClT4O3tjX79+sHMzAw3b95EWFgYYmNjsWjRIhw6dAgSiYT5AlBSUgIA+OqrryCXyxEREQFnZ2ekp6fjww8/xN69e+Ho6IjXX3+d+WpEVFQUlEolpkyZorEUhzlrOS4jIaIGKZVKrF69GomJiXjllVcwadIkQw/pqeXg4IDMzEykpaXh7NmzWLZsGbZt24alS5eitrbW0MN7amRkZGDXrl2YN28eXFxcDD2cZ8aSJUvg7e0NGxsbWFpaYtCgQdi9ezcGDx6My5cv44cffjD0EJ8aqrXCpqam2LFjB9zc3GBhYQEvLy9s374dRkZG+Oqrrww8yqebUqlEVFQUJBIJpk6daujhPPNYbLcRTf0mWVFR0eCsN9VT5Uf1LcHjmvr2oK0RQmDt2rU4fvw4XnrpJaxfv16jn/nSzdjYGA4ODnjrrbewfPlynD59Gt9++y0A5gwAPvjgAzg6OmLp0qXNimfOGmZkZKS+hWlycjIA5gv47fPQ1dUV3bp10+h77rnn4OjoiLy8PJSVlTFfDYiLi0NBQQGGDRsGR0dHjT7mrOVYbLcRj68JfdSDBw9w//59neu56Teq/KjWvz9Oldv2kEfVjHZkZCT8/f2xceNGGBlp/rhgvpqmumBZdXEyc1Y/s33r1i0MHDgQMplM/Sc6OhpA/QNaZDKZ+p6/zFnjrK2tAQAPHz4EwHwBQN++fQE0XOyp2quqqpivBui6MFKFOWs5rtluI4YMGYLdu3fjxx9/xMSJEzX64uLiAADe3t6GGNozo3fv3rC3t0dycjIqKys1rrKurq5GUlIS7O3t2/wPEKVSiTVr1iAqKgoTJkzA5s2bdd46i/lqWmFhIQCo88ecAYGBgTrbk5KSkJOTA19fX9jY2Khv18mcNS41NRUAmK9HDB06FABw69YtrT6FQoG8vDyYm5vDxsYGdnZ27T5fj7t//z7Onj2LLl264MUXX9Tq57+xluPMdhsxfPhwODo64sSJE0hPT1e3V1RUYOfOnTAxMcHkyZMNOMKnn0QiwbRp01BZWYkdO3Zo9O3evRsPHjzAtGnTtB693ZY8WmiPHz8en376aYP3P2a+6qWnp+tcvlVaWopt27YBAEaNGgWAOQOADRs26Pzj4eEBoP4+vRs2bMCAAQMAMGcAcOPGDZSVlWm1JyUl4auvvoKZmRnGjh0LgPkCoH5iZG5uLiIiIjT6wsPDUVZWBj8/P5iYmDBfOhw7dgwKhQIBAQEwMzPT6mfOWo6Pa29D4uPjMX/+fJiamsLf3x+Wlpbqx7UvX74cCxcuNPQQDSIiIgI///wzgPp7+16/fh2enp7q37r9/Pzg5+cHQPsRtC4uLsjIyEBsbGy7eARtaGgowsLCYG5ujtmzZ+t8WIufn5+6EGrv+QLqi8ejR49i6NCh6NGjBzp16oSCggJcuHABlZWVGDduHD7//HP1MhzmTLegoCBER0c363Ht7S1noaGh+PLLLzF8+HD07NkTZmZmyMrKQlxcHIyMjLB+/XqNr/vbe74AIC8vD6+++ipKSkrwwgsvoG/fvkhLS0N8fDx69uyJI0eOwM7ODgDz9biAgABkZWXh+PHjkMlkOmOYs5Zhsd3GpKamYvv27UhJSYFCoUC/fv0wZ84cvPTSS4YemsGoPsQbsmTJEo2LtcrLyxEWFoaYmBgUFxeja9euGDduHJYsWdLmL/hoKlcA8Mknn6gvygLad76A+tnFyMhIpKSk4O7du6iqqoKVlRXkcjkmTZqEiRMnas3wtPec6dJYsQ2075wlJCTg4MGDSEtLQ3FxMWpqamBra4vBgwdj7ty5cHNz09qmPedL5ZdffsH27dtx8eJFlJaWomvXrvD19cXixYtha2urEct81UtNTcW0adPg5uam9a3A45iz5mOxTURERESkJ1yzTURERESkJyy2iYiIiIj0hMU2EREREZGesNgmIiIiItITFttERERERHrCYpuIiIiISE9YbBMRERER6QmLbSIiIiIiPWGxTURERESkJyy2iajNkclkGn9cXFwwdOhQBAQEICgoCDExMaitrW10e19f3z9wxG1TXl4eFi9ejKFDh6J///6QyWS4dOmSoYf1u4WGhkImkyEqKqpNHIeI9MvE0AMgItKXyZMnAwCUSiXKy8uRk5OD7777DtHR0ejVqxe2bNkCNze3Vj9uVFQUgoODsWTJEixdurTV9/8sUCqVWLZsGdLT0+Hu7o5evXrByMgIXbt2NfTQiIj+UCy2iajN2rhxo1ZbXl4ePvvsM3z//feYPXs2Dh06hAEDBmjE/Pvf/4apqekfNcw2KT8/H+np6fDy8sI333xj6OEQERkMl5EQUbvi5OSEzz//HIGBgXj48CFWr16tFePs7AwnJycDjK7t+PXXXwEAjo6OBh4JEZFhsdgmonYpKCgI5ubmSEtLQ1JSkkZfQ2u2r1y5gsWLF2PMmDFwdXXFiBEjEBgYiK1bt+J///sfAGDWrFkIDg4GAISFhWmsHVetvRVC4MSJE1ixYgXGjRsHd3d3eHh4IDAwEN988w2USqXWsR9dv5uZmYm3334bQ4YMgbu7O2bOnInk5OQGz/Xy5ct45513MHLkSLi6usLHxwdvvvkmjh07phV77949bNq0CePGjcPAgQMxZMgQzJ8/H4mJic3OrUwmw8yZMwEA0dHR6vOfNWsWAODSpUuQyWQICgpCUVER1qxZg1GjRkEul2Pfvn0a4164cCGGDRsGV1dX+Pr64m9/+xsKCwu1jhkVFQWZTIbQ0FDk5eXhnXfewdChQ+Hp6Yn58+fjxo0bAIDa2lrs2rVLfX4vvvji75p5b+l78d133+G1116Dp6cnBg0ahICAAOzevRvV1dUtOm5NTQ3279+PqVOnwsPDA+7u7ggMDERERASEEE98PkTU+riMhIjapc6dO8PHxwcxMTG4dOkSvLy8Go2/cOECFi5cCIlEAk9PT3h4eODBgwfIyclBeHg4pk+fDgsLC/j4+KC2thbJycno37+/xhIV1Wx5TU0N3nvvPVhZWcHZ2RlyuRz3799HSkoKQkJCcPXqVZ1LYADg2rVrCAkJQbdu3TB8+HDk5uYiMTERc+fOxdGjRyGVSjXi9+3bh40bN0IIgYEDB8Lb2xslJSW4fv06srOz8fLLL6tjb968iTfeeAOFhYVwcnLC6NGjUVpaivj4eMTFxWHz5s0ICAhoMreTJ09GUVERfvzxRzg5OWHw4MEAgL59+2rE3bt3D4GBgairq4OnpydqamrQqVMnAMCxY8cQHBwMpVIJDw8PdO/eHdevX8ehQ4dw+vRpHDhwAM7OzlrHvnPnDqZNm4bOnTvD29sbOTk5uHjxIq5fv47jx49j3bp1iI+Ph4eHBxwcHHDp0iWEhITA1NQUr7zySpPn9nvei48++ghHjhxBhw4dMGzYMHTs2BEJCQn47LPPcP78eezbtw8dO3Zs8riVlZVYsGABkpKSYG1tjcGDB8PIyAgpKSlYu3Ytrl69ipCQkBadCxHpkSAiamOkUqmQSqVNxu3cuVNIpVLx7rvvam0/ZswYjbaZM2cKmUwmrl69qrWfK1euiPLycvXryMhIIZVKxfbt23UeV6FQiJiYGFFdXa3RXlJSIqZMmSKkUqlISEjQ6Nu+fbv6vMLDwzX6NmzYIKRSqVi1apVGe0JCgpDJZMLT01PEx8dr9FVXV4vY2Fj169raWuHv7y+kUqnYv3+/UCqV6r7r168Lb29v4e7uLoqLi3We0+Pi4+OFVCoVH3zwQYN9UqlULF68WFRVVWn0FxQUCDc3NyGXy8W5c+fU7XV1depznTp1qsY2qpxLpVLxySefiLq6OiGEEEqlUgQFBQmpVComTJgg/P39xS+//KLe7qefftL5fjfmSd6LkydPCqlUKnx8fEROTo66vby8XLz22mtCKpWKTZs26TxOZGSkRvu6devUx6ioqFC3l5SUiGnTpgmpVCrOnz/f7PMhIv3iMhIiaresra0BAA8ePGgytqSkBJ07d4arq6tWn5ubGywtLZt9XBMTE4wdOxZmZmYa7TY2NnjvvfcAAGfPntW57eDBg7FgwQKNtoULFwKA1nKY8PBwCCHUt997lJmZGXx8fNSvz58/j6ysLPj7+2P27NmQSCTqPrlcjkWLFqGyshLHjx9v9nk2xczMDB9++CE6dOig0R4REYGqqipMnDgRY8aMUbcbGRlh5cqVsLe3x9WrV5GSkqK1TycnJ6xcuRJGRvUfbxKJBHPnzgUA3LhxA2vWrMGf//xndfzw4cMhl8uRn5+PO3futGj8LXkvvv76awDAsmXL0KtXL3W7paUl1q1bB4lEgsOHD6OmpqbRY5aUlODo0aNwcHDA3//+d1hYWKj7bGxs1DPahw8fbtG5EJH+cBkJEbVb4v/Xtj5aWDbExcUFx48fx+rVqzF37lytJQJPIj09HT/++CMKCgpQVVUFIYR67XdOTo7ObUaMGKHVZm1tjS5duuDu3bvqtrq6OiQkJABAs5ZHxMXFAQD+8pe/6OxXLQW5evVqk/tqLhcXF3Tr1k2rXVWo6lqyYmZmhvHjx+PAgQNISkqCu7u7Rr+3tzdMTDQ/2lQXaZqamsLb21trn46OjkhLS0NRUREcHByaPf7mvhcKhQIpKSmQSCQ6z0m1pj0jIwMZGRmN3o4yISEBCoUCPj4+Wr+sAUD//v1hYWGBa9euNfs8iEi/WGwTUbt1//59AICVlVWTse+++y6ysrIQGRmJyMhIWFtbw8PDA35+fggICNBZ+DSkpqYGwcHBOHHiRIMxqqL7cY/Oyj7KwsICpaWl6tf3799HVVUVbG1tmzXrnp+fDwBYsWIFVqxY0WCcKmetoXv37jrbVYVqz549dfar2h8taFV0Fe/m5uYAADs7O/WMt67+pmaVH9fc96K0tBQKhQJ2dnZas/gqPXv2REZGhs5zepTqfTp06BAOHTrUYFxLL7gkIv1hsU1E7VZGRgYAoF+/fk3Gdu/eHZGRkYiPj8eFCxeQkJCA8+fP49y5c/jyyy9x+PDhZhXtQP1FiydOnIBUKsWqVavg4uKCP/3pTzA1NUV2djbGjx/f4LbNmYV/kvi6ujoAwKhRo2Bra9tg3OMXOf4eDRWeKk2NXVd/Y9u0NHdNae39NWefqjvVyOVyyGSyVj8+EbU+FttE1C6Vl5fj4sWLAKC1nrkhJiYmGDlyJEaOHAkAKCgoQHBwMOLj4xEeHo5Vq1Y1az+nT58GAGzdulVrOcrt27ebewqNsra2RseOHVFcXIyKioomZ7dVs7Svvvpqg0tJ/ij29vbIzs7GnTt30KdPH63+goICAPUz1c+CLl26wNTUFMXFxaiqqtJ5x5HmnpNq5t7b21t9i0kierrxAkkiapc2btyIyspKDBw4EB4eHk+0jx49eqgvkMvKylK3q54+WVtbq3O7srIyALqXUXz//fdPNJbHGRsbq9cnR0RENBn//PPPAwDOnDnTKsf/PVS3YfznP/+p1VdTU4OTJ09qxD3tTE1N4e7urr6/+uOysrKQkZEBCwsL9O/fv9F9DRs2DMbGxrhw4YL62wgierqx2CaiduX27dtYvnw5jh49CnNzc2zYsKFZ2+3btw/FxcVa7arZ8UcLZ3t7ewBAdna2zn317t0bALTW3J48eVLng2ae1IIFCyCRSLBz506tu2MoFAr12AFg3Lhx6Nu3L6KjoxEeHg6FQqERX1NTg1OnTiEzM7PVxteQwMBAdOzYEf/6179w4cIFdbtSqcS2bdtQWFiIgQMHal0c+TRTPeQnNDRU49uLiooKfPzxxxBCYPr06U2u/e/WrRsmT56MnJwcvP/++7h3755WTHJyMn744YfWPQEiemJcRkJEbVZQUBCA+iKtoqICOTk5uHXrFoQQ6N27N7Zs2dLsda9hYWHYtGkT+vfvj169ekEIgczMTGRnZ8Pa2hrz589Xx7q7u8PW1hYxMTGYNWsWHBwcYGRkhKlTp6qfaHjx4kVs3boVJ0+eRJ8+fZCTk4Nr165h3rx52Lt3b6ucv7e3N1atWoXNmzdjxowZcHNzg5OTE0pKSpCRkQFzc3OcO3cOQP0SmbCwMMyfPx9bt27FgQMHIJPJYGlpiV9//RW3bt1CWVkZduzYofe1wj169EBISAiCg4Px9ttvw9PTU/1Qm+zsbHTt2hWbNm3S6xha2/jx4zF9+nQcOXIE/v7+Gg+1uXfvHtzd3bFs2bJm7Wvt2rW4ffs2Tpw4gfPnz2PAgAGwt7dHcXExcnNzUVhYiNmzZ2P06NF6Pisiag4W20TUZkVHRwOoLyQtLS1hb2+PSZMmwdfXF76+vlq3iGvM2rVr1U8ijI2NBVA/mz1v3jy88cYb6tlsoP7Cv927d2Pbtm1ITU1FYmIihBAYPHgwPD09MWTIEBw8eBDbtm1Deno6cnJyIJVKERoaCrlc3mrFNgC8+eabGDhwIPbt24fLly8jPT0dNjY2cHFxwaRJkzRinZ2d8d133+Hrr7/G6dOnkZycDCEE7Ozs4OXlhRdffBHDhw9vtbE15uWXX4ajoyPCw8Nx+fJlpKamws7ODq+99hoWLlyo864jT7uQkBB4enri8OHDSEhIQF1dHZycnDBnzhzMnTu3WU+PBIBOnTph7969iI6OxvHjx5GZmYkrV67A1tYWTk5OmD17Nvz9/fV8NkTUXBKhutEsERERERG1Kq7ZJiIiIiLSExbbRERERER6wmKbiIiIiEhPWGwTEREREekJi20iIiIiIj1hsU1EREREpCcstomIiIiI9ITFNhERERGRnrDYJiIiIiLSExbbRERERER6wmKbiIiIiEhPWGwTEREREenJ/wGb2weG8No6qgAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with distance_angle_model:\n", " pm.sample_posterior_predictive(distance_angle_trace, extend_inferencedata=True)\n", "\n", "const_data = distance_angle_trace.constant_data\n", "pp = distance_angle_trace.posterior_predictive\n", "residuals = 100 * ((const_data[\"successes\"] - pp[\"success\"]) / const_data[\"tries\"]).mean(\n", " (\"chain\", \"draw\")\n", ")\n", "\n", "fig, ax = plt.subplots()\n", "\n", "ax.plot(new_golf_data.distance, residuals, \"o-\")\n", "ax.axhline(y=0, linestyle=\"dashed\", linewidth=1)\n", "ax.set_xlabel(\"Distance from hole\")\n", "ax.set_ylabel(\"Absolute error in expected\\npercent of success\")\n", "\n", "ax.set_title(\"Residuals of new model\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A new model\n", "\n", "It is reasonable to stop at this point, but if we want to improve the fit everywhere, we may want to choose a different likelihood from the `Binomial`, which cares deeply about those points with many observations. One thing we could do is add some independent extra error to each data point. We could do this in a few ways:\n", "1. The `Binomial` distribution in usually parametrized by $n$, the number of observations, and $p$, the probability of an individual success. We could instead parametrize it by mean ($np$) and variance ($np(1-p)$), and add error independent of $n$ to the likelihood.\n", "2. Use a `BetaBinomial` distribution, though the error there would still be (roughly) proportional to the number observations\n", "3. Approximate the Binomial with a Normal distribution of the probability of success. This is actually equivalent to the first approach, but does not require a custom distribution. Note that we will use $p$ as the mean, and $p(1-p) / n$ as the variance. Once we add some dispersion $\\epsilon$, the variance becomes $p(1-p)/n + \\epsilon$.\n", "\n", "We follow approach 3, as in the Stan case study, and leave 1 as an exercise." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": "\n\n\n\n\n\n\n\nclusterobs_id (31)\n\nobs_id (31)\n\n\n\np_good_distance\n\np_good_distance\n~\nDeterministic\n\n\n\np_success\n\np_success\n~\nNormal\n\n\n\np_good_distance->p_success\n\n\n\n\n\nsuccesses\n\nsuccesses\n~\nMutableData\n\n\n\np_good_angle\n\np_good_angle\n~\nDeterministic\n\n\n\np_good_angle->p_success\n\n\n\n\n\ntries\n\ntries\n~\nMutableData\n\n\n\ntries->p_success\n\n\n\n\n\ndistance\n\ndistance\n~\nMutableData\n\n\n\ndistance->p_good_distance\n\n\n\n\n\ndistance->p_good_angle\n\n\n\n\n\nobs_prop\n\nobs_prop\n~\nMutableData\n\n\n\np_success->obs_prop\n\n\n\n\n\nvariance_of_distance\n\nvariance_of_distance\n~\nHalfNormal\n\n\n\nvariance_of_distance->p_good_distance\n\n\n\n\n\nvariance_of_shot\n\nvariance_of_shot\n~\nHalfNormal\n\n\n\nvariance_of_shot->p_good_angle\n\n\n\n\n\ndispersion\n\ndispersion\n~\nHalfNormal\n\n\n\ndispersion->p_success\n\n\n\n\n\n", "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with pm.Model() as disp_distance_angle_model:\n", " distance_ = pm.MutableData(\"distance\", new_golf_data[\"distance\"], dims=\"obs_id\")\n", " tries_ = pm.MutableData(\"tries\", new_golf_data[\"tries\"], dims=\"obs_id\")\n", " successes_ = pm.MutableData(\"successes\", new_golf_data[\"successes\"], dims=\"obs_id\")\n", " obs_prop_ = pm.MutableData(\n", " \"obs_prop\", new_golf_data[\"successes\"] / new_golf_data[\"tries\"], dims=\"obs_id\"\n", " )\n", "\n", " variance_of_shot = pm.HalfNormal(\"variance_of_shot\")\n", " variance_of_distance = pm.HalfNormal(\"variance_of_distance\")\n", " dispersion = pm.HalfNormal(\"dispersion\")\n", "\n", " p_good_angle = pm.Deterministic(\n", " \"p_good_angle\",\n", " 2 * phi(pt.arcsin((CUP_RADIUS - BALL_RADIUS) / distance_) / variance_of_shot) - 1,\n", " dims=\"obs_id\",\n", " )\n", " p_good_distance = pm.Deterministic(\n", " \"p_good_distance\",\n", " phi((DISTANCE_TOLERANCE - OVERSHOT) / ((distance_ + OVERSHOT) * variance_of_distance))\n", " - phi(-OVERSHOT / ((distance_ + OVERSHOT) * variance_of_distance)),\n", " dims=\"obs_id\",\n", " )\n", "\n", " p = p_good_angle * p_good_distance\n", " p_success = pm.Normal(\n", " \"p_success\",\n", " mu=p,\n", " sigma=pt.sqrt(((p * (1 - p)) / tries_) + dispersion**2),\n", " observed=obs_prop_, # successes_ / tries_\n", " dims=\"obs_id\",\n", " )\n", "\n", "\n", "pm.model_to_graphviz(disp_distance_angle_model)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with disp_distance_angle_model:\n", " disp_distance_angle_trace = pm.sample(1000, tune=1000)\n", " pm.sample_posterior_predictive(disp_distance_angle_trace, extend_inferencedata=True)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_golf_data(new_golf_data, ax=None)\n", "\n", "disp_distance_angle_post = az.extract(disp_distance_angle_trace)\n", "\n", "ax.plot(\n", " t,\n", " forward_distance_angle_model(\n", " distance_angle_post[\"variance_of_shot\"],\n", " distance_angle_post[\"variance_of_distance\"],\n", " t,\n", " ).mean(dim=\"sample\"),\n", " label=\"Distance and angle\",\n", ")\n", "ax.plot(\n", " t,\n", " forward_distance_angle_model(\n", " disp_distance_angle_post[\"variance_of_shot\"],\n", " disp_distance_angle_post[\"variance_of_distance\"],\n", " t,\n", " ).mean(dim=\"sample\"),\n", " label=\"Dispersed model\",\n", ")\n", "ax.set_title(\"Comparing dispersed model with binomial distance/angle model\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This new model does better between 10 and 30 feet, as we can also see using the residuals plot - note that this model does marginally worse for very short putts:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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vvbZo0SJZrVbLNWrUkDdu3GjyHI6OjpYXLFggP3782DgtKChIrlq1qlytWjV51apVJsvv2bNHrl27tlypUqV0zx1ZluXr16/LarVaHjVqlFWP+bvvvpPVarXcqlUr+ebNmybxtWjRwngf/PfvembP/Xv37sn169eX/fz85Dlz5pj8fT5z5ozcpEkTWa1Wy3v37k13DJkxPO+rVKkijxkzxvic02q18oQJE4z3XYsWLeSpU6ca95mSkmLMFf77jNDpdHKPHj2Mn9uHDx8a5x04cMCYFyxbtsxkvcuXL8uVKlWS/fz85KVLl8o6nU6WZVmOj4+XP/roI+P5+u+zwNJn9Yv8fTWHSLYLkIyS7SdPnshHjhyRO3ToIKvVarlnz54m66SkpMiNGjWSK1WqJF++fDnD7Y4ePVpWq9Xyhg0bjNPatm0rq9Vqkxs2K5klqz///LOsVqvlN954I8P1OnfunOPJdlY+/fRTWa1Wy2fOnMlW/FWrVpXr1atn1j4y07NnT1mtVsuTJk1KNy8xMVH29/eX1Wq1vGbNGpN5lj4MQkNDZT8/P1mtVsvXr19PN3/hwoXGP8bZSbbPnTsnq9VqeeTIkdmOwXDPdunSJcP53bt3l9VqtTxr1izjNEvvWcM9oVar5QULFmS43tdffy2r1WqTRDwrixcvzvKYg4KCZD8/P7lVq1bGaTqdTm7evHmGD3ZZluVLly4Z47Qk2fbz88vwvLzzzjvGhPvevXsm8zQajfGP8LPrPnnyRK5Ro4asVqvlXbt2pdvmP//8Y9zn7du3jdNXr14tq9VquUmTJsYvUM8aPnx4holeUFCQ8XOb0bMlMTFRbtasmezn5yeHhYUZp1uSbIeFhcl+fn5yzZo10yWhsiwbv0gcPXrUOM3c+yMrlp4jWc442TZ8eQgICMh2DM9Ltp+nWbNmco0aNYyFJAaGxLNLly7pCi5SU1PlRo0apbvXkpKS5Pr166f73GbF8OUrs2NesmSJrFar5S+++CLdPMP5Wrt2bbb2ZZCTxxwXFydXq1ZNVqvV6QooZPnf+9qcZHvq1KmyWq2Wp0yZkmH8hkKdfv36ZfuYDc/7Ro0apfusPHsM3bp1Mya/Brdu3TIWmjzryJEjslqtlqtWrSo/ePAg3T7nzZtnfBY8u03D3+gPPvgg3TrJycnya6+9luGzwJJntSznXbItGkgWQF988YVxMIQ6deowcOBAgoOD6dChA3PmzDFZ9vz58zx8+JDKlStTuXLlDLdneMV66tQp4zRDdYVt27a9UKyHDx8G4N13381wfq9evV5o+5m5desWv/76K6NGjaJv3768++67vPvuu8ZjvHr1ara2U7x4ceLi4l640WlCQgLnz58HyPCVp4ODA2+//TZAjjVwPXz4MLIsU69evQzrqb/55ptmdS1muCf++ecfIiIizIols+tsuC8M9wlYfs8+K6PX1/DvMezevRuNRvPcuHfu3AnAW2+9leH8ihUrUrJkSe7evcu9e/cA/b0XERGBnZ1dhnUwq1SpYnY9/2dldl4qVqwIQNOmTSlWrJjJPKVSaay3e/fuXeP0M2fOkJSURIkSJYx1lp9VvXp1atWqhSzLJvel4Xpldg9ldr13794NQLt27TKsl+3g4MBrr72GLMucPn06w21kV8mSJalVqxaJiYnp2jdcuXKF4OBgPD09TaqUmXt/ZMXSc5QZQ/WsAwcOGKsM5pRjx44xZcoUhg0bRu/evY3PyydPnpCUlMTt27czXO+NN95IVwfWxsYmw3vt7NmzxMTEULRoUbp06fLcmFJTUzlw4ABKpTLTusxZPQf279+PJEk0a9bMasd8+vRpUlJS8PX1pU6dOum25e/vb1JlJjue90xq0qQJNjY2nDt3zux7uFOnTumqobq4uBhj7NGjR7oqGGXLlsXe3p74+Hiio6ON0w33f7t27TKs9tizZ09sbW0JDw839rgF//79yyhnsLOzS1cNzsCSZ3VeEnW2CyBDP9uyLPPo0SNjfdxq1aql6/Lv+vXrAISHh2ea8D558gSA+/fvG6f179+fo0ePMn78eBYsWEDjxo2pU6cO/v7+6epuZiU0NBQg026XcqM7pj///JNffvkFnU6X6TKxsbHZ2lb//v2ZOHEigwYNokqVKjRs2JA6depQr149sxpx3blzB51Oh62tLd7e3hkuU758eeDfc/aiDNspW7ZshvOdnZ0pVqxYtkepK1asGO3atWP79u28/vrr+Pv7U79+ferUqUPNmjVRqTJ/nDzv+j97zJbeswbu7u4ZNnAC/R+L+fPns379eg4ePEiTJk2oU6cODRo0yPC6GGKZNWtWui+yBoY/MPfv38fLy8t4LCVKlMi0YWHZsmWNX77Mldn9Yzjm581PTEw0TgsJCTHGk1k9xvLly3Pu3DmTa2Tp59pwPnfv3s25c+cyXMbwRS6ja2uuTp06cfbsWbZs2WLSIHHLli0AdOjQwSRxMvf+yEpOP/tat25NyZIlOXz4ME2aNKFJkybUrVuX+vXrm93o2yA1NZUxY8YYvwRlJiYmJsPpGTWsB4z17Z+9127dugXov8Blp5FaaGgoKSkpxnrCGZGftjn5770SExPD+fPnqVatWrq613l5zIaEPauRVNVqdbafwQkJCcaB7b7++ussl01JSSEmJibTuucZyerZcevWrUyP3cPDg4iICBITE435geH+N/xd+y9nZ2eKFy/O7du3CQ0NpVy5csTFxfH48WPA8meLOc/qvCSS7QLov/1snzlzhpEjRzJ9+nQKFy5sUqpnSEqioqKIiorKcruGLuYAmjdvzty5c/njjz/4559/CA4OZvHixahUKlq3bs2XX36ZrvQsI4YHT2bJT06Pgnjq1ClmzpyJUqnkk08+oWXLlsakR5Ikfv75Z+bMmZPtb/y9e/fGycmJhQsXcvnyZS5fvsy8efOws7Oja9eufP7559ka+CUhIQHQn4fMkhrDQ9Gw7It63rk37NOcIaFnzJhB+fLlWbNmDYcPHzaWXnh4eDBkyBAGDhyY4R/SzGLI6JgtvWcNHB0dM12+WLFirFq1ilmzZrF//342bNjAhg0bAKhZsybjxo2jVq1axuXj4+MBfaOo50lOTjY5luedd0tllsAb7qvnzZefaRSbnXvE8Bl99ho9b73Mjs9wbW/fvp1pyaFBRtfWXO3bt2fKlCkcOnSI2NhYXF1dkWXZ+MauU6dOJsube39kxdJzlBlHR0eWL1/OrFmz2LFjB4GBgQQGBgL6hObTTz81e+CWuXPnsnv3bjw9Pfn000+pV68enp6ext5A3n33Xc6ePZvp8zKze83wDHj2XjN8lgoVKpSt2Az3SlpamrGhZ2b+e68cPHgQrVabYZd/eXnMhnvAyckp09izmvdfhnMIPPecwL/PpOx63rMjs+5nX+TZcvv2beOz5dkvKubmDJY8q/OSSLZfAnXq1GHSpEmMHDmSKVOm0KpVK2OpqyHx6Ny5s7F1b3Y1a9aMZs2aERMTw+nTpzl+/Dhbtmxh+/bt3Llzh9WrVz+3GoKjoyNPnjwhKioqw2/FmSVTGX14n5XZa9S///4bgMGDB2fYtZ0lr4+6detGt27dePjwIadOneLIkSMEBgayevVqHj58mOm36GcZHqhRUVHIspxhwv3o0SOTZV+U4dpnlbAaShGyy87OjtGjRzN69Ghu3brF6dOn2bdvHwcOHGDGjBmA/tz/V1RUVIYl7Ib9P3vML3LPZke5cuX49ddfSU1N5dy5c5w6dYqtW7dy/vx5Bg0axN9//218bero6EhcXBw7d+7Mdq8Bz17rzJh73nOLOfdIRtcos/UyOz7DepMmTcr0dW9O8vDw4LXXXuPQoUPs3LmTt956izNnzhAREUHp0qWpXr16unXMuT+yYuk5yoqXlxdTp07l+++/5/Lly5w4cYIdO3Zw6dIlRo4cyYoVK6hRo0a2t2d4Xk6dOtXYI8uzcvJ1u+H+iYuLM2v5YsWKcfDgQbP2ldWokXl5zIZ7IKsCFHMKV54tSLh06dILjzCamyx5tjx7fFFRURlWP8nq2WLuszoviTrbL4nWrVtTs2ZNYx+TBoZXODdu3LB4225ubrRu3Zrx48ezZcsWXFxcuHLlCpcuXXruur6+vgAmdbKeZXi1+F+Gb9iZfVAzKxUzvGLLrPQpu3W1M+Lp6UmHDh2YPHkya9asQaFQsG/fPh48ePDcdX18fFAoFKSmpprU6XvWzZs3gX/P2YsybMdQVeC/EhISXugPS7ly5XjnnXeYM2cO3377LQCrV6/OcNnnXf9njzkn7tnssLW1xd/fn1GjRrFlyxZq165NYmIiW7duNS5jeGVpTiyGY4mMjMz0S2Fm5yOvlSlTBtBfh8y+2GZ0X1r6uTZcW8Mr37xgKL02VB0x/P+8vsCzc39kxdJzlB0qlYoaNWowbNgw1q1bR8eOHdFqtaxbt86s7WT1vIyOjs6RqjwGhqouFy9ezLKKn0Hp0qWxsbHh4cOHmVbpyIhWq+Xw4cMUK1Ysw7YNeXnMhnvA0Md/Rsz5LLi4uFC0aFHg389lfmU49szijI+PN3Z/aVi2UKFCxpLrzD43mU235Fmdl0Sy/RIx1GtbsmSJ8dty3bp1cXd35+rVq5w4ceKF91GkSBFjqU52kkxDR/grV67McP6KFSsynG6oO3b37l2TRhcGa9euzXA9Q/+xGX37PXz48Asl288qX768sfpIds6Dk5OT8eGe0SA9ycnJrFmzBoDGjRvnSIyG7Zw6dSrDB96aNWtIS0vLkX0ZGvxldi6WL1+e5XTDfQI5f89mh1KpNPZv/uwxvP766wAsXrw4232Sly1bluLFi5OcnMzGjRvTzQ8KCsq0vnJeq1OnDg4ODkRGRrJnz5508y9evMi5c+eQJMnkGhnurbVr12Z4D2V2vVu3bg3A5s2bM/xc54Y2bdpgb2/PyZMniYyMZMeOHUD6KiRZyez+yIql58gShtLs/8ZmeO2f2Wtzw/yMnpcLFy5Eq9XmWIy1a9fG3d2d+/fvG7/wZMXBwYHGjRuj0+kyfGZm5syZM8TGxmY6amReHnOdOnWws7MjNDQ0w8/8qVOnzKrGB/8+kwICAnIkxtxieGtgGMjnv1atWkVqaiolS5Y0eevZsGFDIOOcITU1NdMvlJY8q/OSSLZfIq1ataJcuXLExsYak1g7Ozs++OADAD788EN27dqV7ka8fv06P/zwA2fOnDFOGzNmDPv37yc1NdVk2e3bt3P9+nXjKJDP8+677+Lo6Mg///zDL7/8YqwHl5aWxvTp0zP91uvm5kb16tVJTU1l2rRpxj9WWq2WuXPnmvRe8SxDi++5c+ealCBfuHCBL7/80piMZ0d8fDxjxozhxIkTJiUxWq2WxYsXExsbi6Ojo7F08HkMX4ZWrFhhfJVp2M/nn39OVFQUJUuWfG6JW3aVLl2aVq1aIcsyY8eONSnFPnHiBL///rtZryGPHTuW4TVLSEjgr7/+AvQ9bWTkxo0bzJgxw3gdNRoNM2fO5PLlyzg5OdGzZ0/jspbes9nx888/s2bNmnSvsq9fv26sx/vsff3OO+/g7e3NiRMn+PTTT9MlMwkJCQQGBjJ16lTjNIVCwYABAwD45ZdfTOpWhoeHM3bs2Hzz+tfZ2dnYCHXixIlcuXLFOO/OnTuMGzcO0Nd9frYaWMeOHSlWrBj37t3jm2++MSZzsiwTEBCQ6Wv/atWq0b59e2JiYhg0aJDJ/kD/2Tpx4gSffPJJumePpZycnGjRogU6nY6vv/6aqKgoKlWqlGFDK3Pvj6xYeo4ys2jRIhYtWmSsbmYQERFhLHz4b2yGQouTJ09muE3D83LatGnGAhpZltm4cSMLFiww63n5PHZ2drz//vuAftCpLVu2mHyuY2NjWbRokcnbzA8//BBbW1v++OMP5s6dm+5Lw4MHDwgICDAptDEMJJVZsp2Xx+zi4sKbb74JwOeff25SKnvz5k2LngVDhw7Fzc3NOOLjf+/VmJgY1q5dy+zZs1/8AF5AgwYNqFatGqmpqXz88ccmX24OHz5sHOF06NChJtUqBwwYgEKhYNu2baxYscJ4jyQmJvLFF19k2rmBJc/qvCTqbL9EJEli0KBBfPXVVyxatIi+fftiZ2dHr169iIyMZO7cuYwaNQo3Nze8vb3R6XSEh4cbX9E92wXWoUOHCAwMxNbWFl9fX+MoaoZvqO+//362Wud7eXnx3Xff8fnnn/PHH3+wcuVKSpUqxd27d4mLi2PMmDH89NNPGa776aefMmjQIDZu3MjevXvx8fEhLCyM+Ph4vvjiC77//vt067zzzjusWLGCO3fu0L59e8qUKUNaWhohISGUL1+eDh06mFSzyYpOpzM2QnJ0dMTHxweVSkV4eDjR0dFIksSXX36Z7TrWLVq0YNiwYcydO5dPP/2Un376icKFCxuHE3d1deWXX37JtBGKJb799luuXr3KpUuXaN26NRUqVCAxMZHQ0FCaN29OQkJCpt3n/VdCQgILFixgwYIFeHh4UKJECTQaDbdv3yYpKQkXFxeT4eWf9eGHHzJz5kzWrVuHt7c3YWFhREdHo1Ao+P7779M1trXkns2OGzduMGfOHL755hu8vb1xdXUlNjbWWC3J39/fpIGxk5MTf/75J8OGDWPLli0EBgZSpkwZnJ2diY2NNQ6Z/d96sn379uXo0aMcOHCAd999l7Jly2JnZ8eNGzcoWrQo77zzDkuXLjUr9tzy4YcfGuv/du/enfLlyxtHkNRqtVSsWJFvvvnGZB1HR0dmzJjB0KFDjSN6lilTxviM+Oyzz/jhhx8y3N/kyZON3Wl2796dEiVK4OnpSVJSEnfu3DEmVFOmTMmxY+zUqRPbtm3j0KFDQOZVSMy9P7LyIucoI+Hh4SxevJipU6dSsmRJChcuTHx8PLdv30ar1aJWqxk4cKDJOu3bt+fGjRsMHz4cPz8/Y1uemTNn4unpyejRozl69Ch79+6ladOmlC5dmocPH/LgwQO6du1KZGRkpom6Jfr27WscMfeTTz5h0qRJlCpViqioKO7du4dWq6V169bGxnGVKlVi5syZfPbZZ/z000/8/vvvlC1b1li9xFAN4dneSvbv34+dnV2mw7jn9TF//PHHnD17lqCgIDp27EiFChWQZZkbN24YuwHdunVrtocR9/LyYvbs2YwcOZJFixaxbNkyypQpg4ODA1FRUYSFhSHLcqZDx+cVSZL46aef6NevHydPnqR58+ZUqFDBeM+CvovWZwtaAKpWrcpHH33EzJkzmTBhArNnz6Zo0aKEhISQlpbG+++/z6xZs9Ltz9JndV4RJdsvmS5dulC0aFEePnxoUtXik08+YcWKFcZ+NK9evUp4eDjFihXjjTfeYO7cuSYPp2nTpvHOO+/g6+vLgwcPuHbtGg4ODrRp04alS5fy4YcfmhVTQEAA/v7+pKSkEBwcjFqtZt68eVk+EPz9/fnrr7+oU6cOaWlphIaGUqVKFRYvXpxpqYWzszPLly+nW7duODs7Gz+gAwcOZNWqVWY1PnRycmLGjBl07doVLy8vwsPDuXnzJq6urnTp0oWNGzea3cjrk08+Yc6cOTRq1IjExESuXbuGu7s7PXv2ZNOmTRk22HoRxYoVY+3atfTs2RM3NzdjqfQHH3zA77//btawtXXq1GH8+PG0aNECR0dHbt26RXh4OD4+PgwZMoRt27ZlWrLdoUMH5s2bR4UKFQgODiYlJYUGDRqwePHiTBMfc+/Z7BgxYgTDhg2jWrVqJCYmEhQURHJyMvXr12f69OksWLAgXReG5cqVY9OmTXzyySdUq1aN+/fvExQURFpaGvXq1WPs2LHMnDnTZB2lUsn//vc/PvnkE3x9fbl79y6PHj2iW7durFmzBjc3N7Pizk329vbMnz+fr776iqpVqxIREWHsiuujjz5i5cqVGXb32aBBA1avXk2LFi2QJIlbt27h5eXFzJkzGTJkSKb7c3Jy4q+//uLHH3+kcePGJCUlceXKFaKjo/Hz82Po0KGsWbMmR0sYmzZtauwWVZKkTO85S+6PrFh6jjLSs2dPRo8eTb169dBoNAQFBREXF0e1atX4+uuvWbNmTbqekYYNG8aoUaPw8fHh5s2bxmGyDb13VK1alWXLltGoUSN0Oh0hISEULlyY8ePHM336dLPiyw5JkpgwYQJz5841npOrV6+i0WioV68e3377rbFOskGbNm3YunUr/fr1o2TJkoSEhHDz5k3s7e1p06YN06dPNzaGv3v3LsHBwTRo0CDTnjXy+pidnZ1ZunQpgwYNwsvLi+DgYBISEhgwYACLFy82vu01pyvZOnXqEBgYyPDhwylXrhxhYWFcu3YNhUJBkyZN+Pbbb/nqq69y/FjMVbp0aTZs2MCgQYMoUaIEN27c4PHjx9SrV48ZM2Ywffr0DP8Gvffee/z666/UqFGDuLg47t69S926dVm+fHmG/ZUbWPKsziuSnB8rtwiC8FJo2bIl4eHh7Nmzx+zBGwRBEMwREBDAlClT+Pbbb3NtwLSc1rlzZ65fv87GjRupVKmStcMRcoko2RYEQRAEocA7cOAAkHl97fzmwoULXL9+nUKFCmU6+IvwchDJtiAIgiAIBd6CBQu4du0aJUqUsHYoJmbOnJmuS8ELFy7w0UcfAfoh4PNLo2khd4gGkoIgCIIgCLnkzz//5M8//8TT0xMvLy+ioqKM/X1XrVqV0aNHWzlCIbeJZFsQBEEQBCGXfPrppxw8eJCQkBCuXr2KjY0NVapUoX379vTp0yfTxpzCy0M0kBQEQRAEQRCEXCLqbAuCIAiCIAhCLhHJtiAIgiAIgiDkElFnO49FR0fn2b4Mo58J2SPOl3nE+TKfOGfmEefLfOKcmUecL/OI85VeRoN+/Zco2X6JZXf4V0FPnC/ziPNlPnHOzCPOl/nEOTOPOF/mEefLMqJk20xxcXH8+uuvXLx4kbCwMGJjY3F3d6dMmTL07t2b119/3awhsAVBEARBEISXl/iKYqbo6GjWrVuHg4MDrVq1YtCgQTRt2pSbN2/ywQcf8M0331g7REEQBEEQBCGfECXbZipVqhSnTp1CpTI9dfHx8bzzzjusXr2afv36UaFCBStFKAiCIAiCIOQXomTbTEqlMl2iDeDs7Ezjxo0BuH37dl6HJQiCIAiCIORDItnOISkpKRw/fhxJkihfvry1wxEEQRAEQRDyAVGNxEJxcXEEBASg0+l4/PgxBw8eJDIyklGjRuHr62vt8ARBEARBEIR8QAzXbqGwsDBatWpl/N3GxoYxY8YwaNCgLHsj0el0ouscQRAEQRCEV4RItl+QVqslMjKSwMBAfv31V5o3b84vv/ySYb1uyNtBbdzd3fN0fwWdOF/mEefLfOKcmUecL/OJc2Yecb7MI85XemJQmzygVCopVaoUw4YN46OPPmLXrl2sXr3a2mEJgiAIgiAI+YBItnOQoTeSkydPWjkSQRAEQRAEIT8QyXYOun//PqAv7RYEQRAEQRAEkWybKSgoiCdPnqSbHhMTw88//wxA06ZN8zosQRAEQRAEIR8SXf+Zaf369axduxZ/f39KlCiBg4MDERER7N+/n8TERNq2bUvnzp2tHaYgCIIgCIKQD4hk20xt27YlPj6e8+fPc+rUKZKTk3F1daVOnTp069aNjh07Ztn1nyAIgiAIgvDqEMm2merWrUvdunWtHYYgpCM9uYciOhSttz+IL3yCIAiCkC+IOtuC8DKQddivH4LD2oHY7p8Kss7aEQmCIAiCgEi2BeGloLx9FOXjWwDYnluC3Y4vQaexclSC8Go4c+YMDRo0YN68edYOpUBp0KABI0aMsHYYL2TixIk0aNCAiIgIi7ch7p+Xn6hGIggvAZtzSwDQFq+B4t4lbK5sQkp5QnLHmaCys3J0gpD/RURE0KNHD5NpdnZ2uLi44OvrS/Xq1enQoQOlSpWyUoSCIBRUItkWhAJOig5FFXIQGYnkdtNRRAVjv+UjVLf2Yr/hPZK7/g9snawdpiAUCKVKlaJt27YApKWlER0dzZUrV1iwYAEBAQH06dOH4cOHmzSEr1KlCitXrsTNzc1KUQuCkJ+JZFsQCjib88sB0JZpguxeGq17aZJ6zMNh0/uo7p7AYc0AknrMBQd3K0cqCPlfqVKlGDp0aLrp58+f57vvviMgIACFQsF7771nnGdvb4+vr28eRikIQkEikm1BKMhSE7C5vAGAtFp9jZN13vVJeisAh/VDUd6/hOOqPiS9MR/ZxctakQpCgVazZk1mzZpFnz59WLp0Kd26daNYsWKAvs7tyJEjGTx4sEmifufOHQICAjh79iyPHz/GwcGBYsWKUadOHT788EPjciNGjODcuXMcOHCAuXPnsmvXLmJiYvD29qZnz56Zjt1w8OBBVq9ezbVr10hJSaFUqVK8+eabdO3a1WQk4y1btjBp0iTGjx+Pu7s7ixcv5saNGxQqVIiNGzcCsHfvXtasWUNoaCgJCQm4ublRtmxZunfvTrNmzUz2e+PGDQICAjh37hyxsbEUKVKExo0bM3ToUFxdXdPFuWnTJlatWkVYWBhubm60adOGYcOGmXX+J06cSGBgIOvWrWP//v1s3LiRBw8eULx4cQYPHkybNm3QaDQsWLCAbdu28fjxY7y9vRk9ejQNGjRIt7179+4xf/58Tpw4QVRUFO7u7jRo0IAhQ4YYr+uzgoOD+d///se5c+eQJInq1aszatSoLGPO6Pp07NiRnj17ipGmXzEi2RaEAkx1ZRNSajw6d1+0pRuazNMVq0LiO0txWDsYRVQwDit7kfTmAmR3X+sEKxRYsiyTnJz3+7Wzk0lKkp+7nL09eTK+gY+PD61btyYwMJADBw7w9ttvZ7rsw4cPGTx4MElJSTRq1AgfHx+SkpK4e/cua9asMUm2Db788ktu3bpFy5Yt0Wg07Nmzh8mTJxMVFUX//v1Nlv3jjz8ICAigaNGiNG/eHCcnJ86fP8+MGTM4ffo0U6ZMSbf9vXv3cuLECRo3bkyPHj1ITEwEYN26dfzwww8UKVKEZs2a4erqyqNHj7hy5QoHDhwwSbYPHjzI+PHjUSgUNGnShKJFixIaGsratWs5ceIE8+fPp1ChQsblFyxYwNy5c/Hw8KBLly6oVCr27NlDaGiouacfgFmzZnH58mUaN26MQqFg9+7dfPPNN7i4uLB27VqCg4Np2LAhqamp7Ny5k88++4xVq1ZRokQJ4zbu3LnDe++9R3R0NC1atMDb25vg4GD+/vtvDh8+zNy5c/H29jYuf+vWLYYNG0ZSUhLNmzfH29uby5cvM2zYMCpUqJBhnJldn99++43Lly9neH2El5dItgWhoJJlbM8vAyCtZh+Q0ncuJHuUJann04Q75jYOq/qQ3GMeuqKV8jpaoYCSZZn3R8tcvGSNvUdla6lqVWH2b3mTcNeqVYvAwECCgoKyXG7fvn08efKEMWPG8M4775jMi4mJyXCdiIgIli1bhpOTvo3FwIED6d+/P3PnzqV169aULFkSgBMnThAQEMBrr73G1KlTsbe3B/TXatasWaxcuZK9e/fSsmVLk+0fO3aMWbNmUb9+fZPpmzdvxsbGhiVLluDublrdLDY21uTn7777Djc3N+bOnYuX179vynbu3Mk333zD3Llz+fTTTwG4e/cu8+fPx9PTk4CAADw8PAAYOnQogwYNyvL8ZSYkJISlS5ca4+zYsSNDhgzh66+/pmzZsixbtgwHBwcA/P39GT9+PCtXruTjjz82bmPGjBlER0czbtw4Bg4cSHR0NAAbN25k2rRpTJ8+nd9//924/I8//khCQgITJkygXbt2xumGhPq/sro+M2bMYMOGDRleH+HlJbr+E4QCSnnnKIqoYGRbJ9KqdMt0OblQSZJ6LkPrWQlF4mMc1vRHEX4m7wIVhJdIkSJFgMwT5v+ys0vfG1BmDSkHDBhgTLQBChcuzLvvvotWq2XHjh3G6WvXrgVg3LhxxkQO9F82Pv30UyRJYteuXem237Rp03SJtoFKpUKlSl/+9my1kMDAQBISEhgxYoRJog3w+uuv4+fnx+7du43Tdu7ciVar5d133zUm2gBOTk4MGDAgwzieZ8CAASZfCKpWrUrJkiV58uQJw4cPNybaAC1atEClUnHjxg3jtPv373P69GnKlClD165dTbbdtWtXfH19OX36NPfv3wf01U3OnTtH+fLlTRJtgP79++Pi4pIuxqyuz8iRIzO9PsLLS5RsC0IBZXNuKQBpVXo8t7cR2bEwSW8H4LBxBMrwMzisG0Jy51loyzR98UBSE1BG/oPOo6yoE/4SkiSJ2b9hlWokbm7uxMREP3e5vKpGAvrSyexo3Lgxs2fP5scff+TUqVM0aNCAGjVq4OPjk+k6NWvWTDetRo0aACYJ46VLl3BwcGDz5s3plndwcMDOzo7bt2+nm1elSpUM99uqVStmz55Nr169aNOmDbVr16ZGjRrpEslLl/SvNy5fvkxYWFi67aSmphITE0NMTAxubm7GmDM6roymZYdarU43rXDhwoSHh6ebp1QqcXd35+HDh8Zp165dA/RvKP57z0iSRK1atQgNDeXGjRsUK1bMeAyG6/AsR0dHKlSowNmzZ02mZ3V9gEyvj/DyEsm2IBRAUswdlMEHAEir+W72VrJzIanHPH23gCEHsd80kpR209BU7GjezmUZxcOraC+ewT5oF8qIc0i6NHQeZUnsv0UMFf8SkiSJZwoM84yjo0RKSv66nx4/fgyQrrrFf5UoUYJ58+Yxf/58jh07xp49ewAoXbo0w4YNo1WrVunWyWibhhLh+Ph447S4uDi0Wi3z58/PdP9JSUmZbuu/+vbti6urKxs2bGDFihUsX74cpVJJw4YNGTNmjLG+c1xcHPBvyW1W+3ZzczPGnNVxmevZkn8DQ2PDzOZpNP8O8JWQkJDl/v97vrM6hsy2Y+n1EV5eItkWhALI5vxyJGQ0vk2Q3cuYsaIDyV1+x277F9hc24pd4GeQ8gRNjZ5Zr5cYher2UZS3D6MMPYIi8RE6TB8giqhgFA+uoCuWcemZILwMDKWYlSo9v91DhQoVmDZtGhqNhqtXr3Ls2DFWr17N+PHjKVKkSLrS0ujo6HQ9YURF6eutOzs7G6c5OTkhSZJJ1RIDd3d3Yx3k7JIkia5du9K1a1diY2M5f/48O3fuZM+ePdy9e5dly5ahVCqNyeyyZcsoV67cc7driDk6OprixYtneFx5zXAMme3fMN2w3LPHkNXy/91HZtdHeDWJOtuCUNCkJmBzeT0AabX6mL++0oaUDjNIq9ETCRn7Pd9hc3IuPPt6XKdBEX4G2yO/4LDsLZzmNMZ+22fYXNmEIvERssoBya8NKS3GkzBwG5rybQBQ3RT1EIWX1507d9izZw+2trbpusPLikqlomrVqgwdOpSPP/4YWZY5cuRIuuXOnz+fbto///wDYNLrRZUqVYiNjeXOnTvmH8RzuLq60qxZMyZPnkzdunUJDQ01VhkxVEO5ePFitrZliDmj48poWl4wVDU5f/58uipBsiwbz7dhOcMxGKY/KzEx0aR6j0FuXh+hYBLJtiAUMKqgzUgpT9C5lUbr29iyjUgKUlp+Q6r/cADsDv+M7YHpqC6sxn7zBzjNfg3HVX2wPfEnyvuXkJDRFvEjte5gkt5cSML7x1H1WUJard7I7r5oKuiTbeXN3VntVRAKrPPnz/Phhx+SmppKv379KFq0aJbLX7lyJcNST8O0jBpOLlq0yFjNAfRVVlasWIFSqTSOagkYuxycPHmySW8hz64XEhKSvQMDjh8/blLVAkCj0RirjRhi7dSpE46Ojvz5558EBwen205ycrKxXjfoG00qlUpWrFhhci4SEhJYtGhRtuPLSV5eXtSpU8fY1d+z/v77b4KDg6lbt67xDYOXlxe1atXi5s2bbN++3WT5gIAAnjx5km4fOX19hIJPVCMRhIJElrE9Z+jur3eG3f1lmySR2uhDZHtX7A5Mx/asaRdWsr0bmtIN0fo2QVu6IbJz5smFpkwzZIUNyse3kKJCkD3MqNoiCPlIWFgY8+bNA/QJZ1RUFFeuXOHWrVsolUoGDhzI4MGDn7udHTt2sG7dOmrXrk2pUqVwcnIiJCSEY8eO4ebmluFANSVKlKB37940b97c2M92dHQ0w4cPN3b7B/Daa68xaNAgFixYwJtvvkmDBg3w8vIiNjaWe/fucebMGd577z3KlMne53D8+PHY29tTo0YNvLy80Gg0nDx5kpCQEFq3bm3secTd3Z3vv/+eL7/8kr59+9KgQQNKly5NamoqkZGRnDt3jurVq/PLL78A4O3tzaBBg5g3bx59+vShVatWKJVK9u/fT7ly5azWSPDzzz/nvffeY+rUqZw4cYJSpUoREhLCoUOHcHd35/PPPzdZ/tNPP2XYsGFMnDiRgwcP4u3tzZUrV7hy5Qo1a9ZMV0qf1fUJCwvjn3/+Mev6CAWfSLYFoQBR3jmGIuoWso0jaVW658g20+oMMCbcOo9yaHwbofVtgq5oZVBkc5Qz+0Jovf1R3T6M6uZu0uqnH+5aEAqCsLAwY8M2Ozs7XFxcKF26NIMGDaJDhw6UKlUqW9tp06YNqampXLhwgaCgIFJTUylatChvvPEGvXv3zrBkfPLkycybN4+dO3caR5AcMWIEXbp0SbfssGHDqFmzJqtXr+b06dM8efIEV1dXfHx8GDx4sElJ+POMGDGC48ePc/nyZQ4fPoy9vT2lSpVi3LhxdOrUyWTZRo0asXjxYpYuXcqpU6c4efIkDg4OeHp60qlTp3Td4w0ePJgiRYqwcuVKNm7ciLu7O23atGHo0KE0b9482zHmpNKlS7Nw4ULjCJL79+/H3d2djh07Mnjw4HT1y8uVK8fcuXP53//+x/Hjxzl+/Dg1atRg7ty5LFu2LMMqMZldnxIlSph9fYSCT5Kz24+RkCPMbbjyIixpKPMqKwjny37TSFS39pJaszepLcdbNZb/ni/VhdXY7/4WbbFqJPVebcXI8q+CcI/lJ6/K+TIM1378+PEX3tarcs5yijhf5hHnK73n9UwEos62IBQYUsxdlLf2AU+rkOQz2nItkZFQ3r+I9CTS2uEIgiAIQr4gkm1BKCBs/lmh7+6vdON8WSdadiqCrmRtAFQ391g5GkEQBEHIH0SyLQgFQVoiNpfW6X+slf9KtQ005VsDoLwhugAUBEEQBBDJtiAUCKqgv5FS4tC5+uTMEOu5xNDftjL8NCRaZ9AKQSho/vjjjxypry0IQv4kkm1ByO9kGZtzSwFIq9Xrxbr7y2Wya0m0RSshyTpUwfusHY4gCIIgWF3+/astCAIAyrsnUD6++bS7vx7WDue5jKNJiqokgiAIgiCSbUHIVbIOZfABSI6zeBPGUu3KXcHOJaciyzXG0STvHIWUeCtHIwiCIAjWJZJtQchFqotrcdg4HMeV7yIlPjZ7fSk2HGVw/u3uLyOyRzl07r5I2jRUoQetHY4gCIIgWJVItgUhFxl6EFFEBWO/djAkxZi3/j/LkWQdmtINkQuXy4UIc4Ek/dtQUlQlEQRBEF5xItkWhFwiRQWjvHcBWaFC51gE5aNrOKwfCilPsreBtCRsLhq6++uTi5HmPENVElXIQdCkWDkaQRAEQbAekWwLQi6xubIJAK1vE5LeWojs4I7y/iUcNrwHqQnPXV/f3V8sOldvtL75t7u/jOiKVUXn7IWUlqivuy0IgiAIryiRbAtCbpB1qK5sBvQNG+XC5Ul6Yz6yXSGUEeew3zQS0pKzWP+Z7v5q9gKFMi+izjmSZBzgRnVjt5WDEQRBEATrEcm2IOQC5d2TKOLvIdsVQlu2OQC6opVI6jEP2dYJ1d0T2P/9AWhSM14/7BTKxzeQVQ4Foru/jGgNVUlu7QWdxsrRCIIgCIJ1iGRbEHKB6mkVEo1fe1DZGafrilcnqfufyCoHVKGHsN/6MWjT0q1vc26Jfv0qXcG+UN4EncO0JWsj27shJcegDDtj7XAEIdecOXOGBg0aMG/ePGuHImRDt27d6Natm7XDsFhBj98SW7ZsoUGDBmzZsuWFttOgQQNGjBiRQ1FlnyrP9ygIL7vUBFQ3dgJP+8b+D13JOiR3+x/2G4ajurUHu+1jSWn/g7GqiBQXjvLWXv2mCkh3fxlSqNCUa4nN5fUob+5C6+Nv7YgEIVMRERH06GH6FsnOzg4XFxd8fX2pXr06HTp0oFSpUjm+7xEjRnDu3DkxZLsgvKREsi0IOUx1czdSWiI6Nx90xWtmuIzW5zWSO/+K/ebR2FzbBkpbUtpOAUmBzfkV+u7+fBogFy6ft8HnME2FNthcXo/q5m5SW3yZr4eaFwSAUqVK0bZtWwDS0tKIjo7mypUrLFiwgICAAPr06cPw4cORJMm4TpUqVVi5ciVubm5WiloQhPxMJNuCkMMMVUjSKneFZ/4g/5e2bDOSO/6E/ZYx+p5LVPakNBuLzaW1+vVr9c2TeHOT1uc1ZBtHFPH3Udy7hK54dWuHJAhZKlWqFEOHDk03/fz583z33XcEBASgUCh47733jPPs7e3x9fXNwygFQShIRLItCDlIenIP5R39q2BNpS7PXV5boQ0p7adjF/gZNhdWobh/CSk5Fl2hkmjLNMvtcHOfyg5N2WbYXNuG6uYuUkWyLRRQNWvWZNasWfTp04elS5fSrVs3ihUrBujrbI8cOZLBgwebJOp37twhICCAs2fP8vjxYxwcHChWrBh16tThww8/BPR1SA2e/blDhw588803APz9998cPHiQGzduEBUVhb29PZUqVaJfv37UqVPHJM4TJ07Qr18/Bg8eTJMmTfjjjz+4ePEikiRRt25dPvzwQ0qUKJHu+CIiIliyZAnHjx/n0aNHODs74+vrS8eOHenUqZPJsufOnWPp0qVcunSJxMREihUrRuvWrRkwYAD29vbZOp/mHNOz59ecYzp48CALFy4kODgYR0dHmjRpwqhRo7IVn8HDhw/ZuHEjx48fJyIigvj4eAoXLkzDhg0ZMmQIHh4eJstPnDiRwMBA1q9fz9GjR1mzZg2RkZF4eHjQqVMnBg0ahEJh+oYvOTmZefPmsWvXLmJiYihVqhRvv/023t7eGd5XmZFlmS1btrB582Zu3bqFVqulTJkyvPHGG3Tu3Dlbx7tlyxYmTZrE+PHjcXV1ZeHChdy6dYtChQrRqVMnPv/8cwC2b9/O8uXLuX37Nm5ubrz99tv07p2+2mNycjJLlixh9+7dREZGYm9vT9WqVRkwYADVq6f/exAbG8ucOXPYv38/iYmJlC1blv79+2cZ840bNwgICODcuXPExsZSpEgRGjduzNChQ3F1dc3Wcec2kWwLQg5SBf2NhIy2ZF1k1+zV7dRU7AjaVOx3fIny/mXg6dDsBa27v0xoy7fRJ9s3dpHa+OMsS/uFfEqWQZOU97tNtYW0xOcvqHLIk/vKx8eH1q1bExgYyIEDB3j77bczXfbhw4cMHjyYpKQkGjVqhI+PD0lJSdy9e5c1a9YYk+3BgwezdetW7t27x+DBg43rq9Vq488//vgj5cuXp169eri7u/Pw4UMOHDjA6NGjmTZtGk2bpu+H/+rVqyxbtozatWvTrVs3rl+/zoEDB7h16xbLli3Dzu7fhtsXL15kzJgxJCQk4O/vT5s2bXjy5AnXrl1j9erVJsn2+vXr+eGHH3BxcaFx48a4u7tz5coVFi1axJkzZ5g9ezY2NjbPPZe5fUyBgYFMnDgRJycn2rVrh7OzM0eOHGH06NFoNBpUquylP+fPn2f58uXUrVuXKlWqoFKpuH79OuvXr+fEiRMEBATg7Oycbr3ff/+ds2fP0qhRI/z9/Tl48CB//fUXaWlpJg30tFotn3zyCWfOnKFChQq8/vrrxMXF8euvv1K7du1sxQj6RPvbb79l586d+Pj40LZtW1QqFSdPnmTy5MmEhITwwQcfZHt7Bw4c4OTJkzRt2pTq1atz9OhRFi5ciJ2dHTY2NixYsICmTZtSs2ZN9u3bx2+//UbhwoVp166dcRupqamMGjWKS5cu4efnxzvvvEN0dDS7d+/mxIkTTJo0iRYtWhiXT05O5v333+fWrVtUq1aNWrVqcf/+fcaPH4+/f8Ztfg4ePMj48eNRKBQ0adKEokWLEhoaytq1azlx4gTz58+nUCHrdzIgkm1ByCmybBzIJq1KN7NW1VTpTrImGfs9E5FtHEmrWjC7+8uIpkxTZKUtipjbKB7fRFekgrVDEswhyzis6o0y4lye71oDpE9j0tOWqE3SO0vzJOGuVasWgYGBBAUFZbncvn37ePLkCWPGjOGdd94xmRcTE2P8eejQoZw9e5Z79+5lWnq5YsWKdCW3jx49YuDAgfz2228ZJqZHjhzh+++/p02bNsZp3333Hdu2bePgwYPG6ampqYwfP57ExERmzpzJa6+9ZrKdBw8eGH8OCQnhp59+okKFCvz2228mpYaLFy9m9uzZrF69OsMSzrw8poSEBH766SccHBxYuHAhPj4+gL4h6ujRo7l27RpeXl7PjRGgTp06bN26FUdHR5PphmR+zZo1DBw4MN16V69eZenSpRQpUgSAQYMG8dZbb7FmzRqGDBli/EKydetWzpw5Q5MmTZg+fbqx1LtXr17PLdF91qZNm9i5cyedO3dm7Nixxi8TaWlpfPHFFyxfvpzXX3+dihUrZmt7x44dY+7cuVSuXBnQ36dvvvkmAQEBODo6snjxYkqWLAlA7969efPNN1m6dKlJsm14+9G2bVsmTJhgbOfwzjvvMHjwYKZOnUr9+vVxcnICYMmSJdy6dYuuXbvyxRdfGLfToUMH45fTZ8XGxvLdd9/h5ubG3LlzTa7pzp07+eabb5g7dy6ffvppts9jbhGtlQQhhyjuX0YRdQtZaYemQluz19fUeJekNxeR9PZisM8fr75yhK0T2tINAVDe3GXlYATLiLcRBobk6dmEOSvPlrYamNuQMqMqEkWKFKF58+bcvXuXyMjIdPNr1aplkpQCxhLqK1euGKcdOnSI+/fv065du3SJNkDRokWNP2/YsAGtVsvHH3+c7vV8nz59cHd3Z9eu7H3Gc/OYDhw4QEJCAp06dTIm2gAqlcqkrn12eHh4pEu0Adq3b4+TkxOnTp3KcL1BgwYZ7xXQX/MmTZqQmJjI7du3jdO3b98OwLBhw0yql/j6+tKhQ4dsx7l27VocHBz49NNPTUrtbWxsGD58OKBPQLOrbdu2xkQbwMnJicaNG5OUlESPHj2MiTZAsWLFqFGjBiEhIWg0/46psHXrVlQqFSNHjjRpUFyhQgU6duxIXFwcBw8eNE7ftm0bNjY2DBs2zCQWf39/6tatmy7GwMBAEhISGDFiRLovT6+//jp+fn7s3p0/BlUTJduCkEOMfWuXbw122SmPS+9l7R5PU74NquD9qG7sJq3B+9YORzCHJOlLja1QjcTNzS17SW0eVSMB/ev67GjcuDGzZ8/mxx9/5NSpUzRo0IAaNWqYJH/ZFR4eTkBAAGfOnOHhw4ekppoOhvXo0SOKFy9uMs3Pzy/ddgyJc3x8vHGaIUmtX7/+c+O4dOkSAMePH88wyVSpVCaJZFZy85hu3LgB6OvZ/1e1atVQKs2rordv3z42btzItWvXePLkCVqt1iTOjGQ31ps3b+Lg4ECFCunf+FWrVo0NGzY8N77k5GRu3bpFkSJFWLx4cbr5hgQ4u9cGTKsxGRQuXBggw1gLFy6MVqslKiqKokWLkpCQQHh4OL6+viZf2Axq167Nhg0buHHjBu3btychIYGIiAjKlClj3M+zatasyenTp02mGe7Hy5cvExYWlm6d1NRUYmJiiImJsXpPQSLZFoScoE3F5tpWADQZ9K39qtOUa4EsKVA+DEKKDct2fXYhn5AksElfupfru7V1ApuMR1m1lsePHwPg7u6e5XIlSpRg3rx5zJ8/n2PHjrFnzx4ASpcuzbBhw2jVqlW29nf37l0GDx5MQkICtWvXpnHjxjg5OSFJEmfPnuXcuXPpElXA+Gr+WYYk89lk8cmTJwB4eno+N5a4uDgAFi1alK3YM5Pbx2RIZjO6Rkql0qxGc8uWLeO3337D3d2d+vXrU7RoUePbilWrVmUYpzmxJiQkZJiMAukaX2YmLi4OWZZ5+PAh8+fPz3S5pKTsf2HOKv6s5hkS+4SEBCDzYzBMN1wrw/KZfa4y2o7hfly7dm0mR6GXlJQkkm1BeBkoQw4hJUWjcyqCtnT6V7GvPAd3tKXqobp7AtXN3aTVGWDtiATBImfPngWgUqVKz122QoUKTJs2DY1Gw9WrVzl27BirV69m/PjxFClShBo1ajx3GytXriQuLo4JEyaY1IcFmD59OufOvVhdehcXF0DfoPN5DEnWnj17Mky4siu3j8nQYDE6OjrdPK1WS2xsbLa+XGg0GhYuXIinpyeLFy82SQRlWWbp0qUvFCfoz2lmb2+ioqKyvQ2AihUrvvAXoZxiiCmzYzBMNyxn+D+ja5bZdgzrLFu2jHLlyr1YwLlM1NkWhBxgaBipqdgFFOI7bEa05VsDoLoh6m0LBdOdO3fYs2cPtra2NGuW/a45VSoVVatWZejQoXz88cfIssyRI0eM8zMq8TQIDw8HoEmTJibTdTodFy5csOQwTBjq5Z48efK5y1apUgX49/W9pXL7mAzVHM6fP59u3sWLFzM8zxmJjY0lPj6eKlWqpCtxDQoKIiUl5YVjLV++PElJScaqL/+NNTucnJzw9fUlNDTU+KbC2pycnChZsiRhYWEmjWwNDF+oDNVVnJycKFGiBGFhYca3R8/K6Foa7sfsnidrEsm2ILyopBiUwfsBUYUkK5ry+tfmiohzSAnPL0UThPzk/PnzfPjhh6SmptKvX79MX/0bXLlyJcPSOMO0ZxtOGromyygpMTT8+ueff0ymG3pueFGG7tK2b9+e4XDxz8b0xhtvoFQqmTlzJvfv30+3rKG7wOfJ7WNq2rQpTk5ObNmyhTt37hinazQa/vzzz2xvx93dHTs7O65du0ZycrJxelxcHD/99NMLxwkYRyudO3cuOp3OOD00NJTAwMBsb+ftt98mOTmZqVOnZlhdJCIigoiIiBcP2AwdOnRAo9Hwxx9/mLR1uHXrFlu3bsXZ2dmk15n27duTlpbG3LlzTbZz4sSJdPW1Qd841tHRkT///JPg4OB085OTk1/4i2FOEUVwZrp//76xm6Hg4GAePXqEq6srtWvXZsiQIdl6LSi8XFTXtyHp0tB6VkLnmb5RiaAnuxRH61Ud5b0LKG/tRVP9neevJAh5LCwsjHnz5gH65CwqKoorV65w69YtlEolAwcONOkPOzM7duxg3bp11K5dm1KlSuHk5ERISAjHjh3Dzc3NZJCROnXqsHfvXr766itee+017OzsKFeuHI0aNaJ79+5s2bKFL774glatWuHq6sqlS5e4fv06jRo1Mikht4StrS2TJ0/mo48+YsyYMTRo0IAKFSqQkJDA9evXSUlJMTa6K1euHJ999hk//PADb7/9Ng0bNqRkyZLGxm3nzp2jY8eOjB07Nst95vYxOTs78/HHH/P9998zcOBA2rRpg5OTE0eOHMHOzs6kl5CsKBQK3njjDZYvX06fPn1o3LgxCQkJHD9+HC8vr2xVRXmeTp06sX37dg4dOsSAAQPw9/cnLi6OXbt2Ua9ePQ4fPpxuEJyMdO/enUuXLhEYGMiFCxeoV68eRYoUISoqitu3b3P58mUmTpyYYS8wuaVPnz4cOXKEbdu2ERoaSt26dYmJiWH37t1oNBq++eYbk+pIffr0Yf/+/WzatIng4GBjP9t79uzJ8L5wd3fn+++/58svv6Rv3740aNCA0qVLk5qaSmRkJOfOnaN69er88ssveXbMmRHJtpmWLFnCvHnz8PHxoWHDhhQuXJjbt2+ze/dudu/ezU8//WRWdz1CwWdzeSMAmsrPHzHyVacp3xrlvQuobuwSybaQL4WFhRkbmdnZ2eHi4kLp0qUZNGgQHTp0oFSp7DXubdOmDampqVy4cIGgoCBSU1MpWrQob7zxBr179zYpGe/atSuRkZHs3r2bRYsWodVq6dChA40aNcLPz49Zs2bx559/sn//fpRKJdWqVePPP//k0KFDL5yYgr7Xi4CAAAICAjhx4gSnTp3CxcWFMmXK0KOHaZ//3bp1Q61Ws2LFCs6fP8+hQ4dwdnamWLFi9OzZM1t///LimDp27IizszMLFy4kMDAQJycn4wiS/fr1y/Z23n//fQoVKsTWrVtZv349Hh4etG7dmqFDh9KrV68XjtPwpsAwguSqVasoWbIkH3zwAYUKFeLw4cPZqh8vSRLffPMNDRs2ZNOmTRw5coTExETc3d3x9vZm9OjR1KtX74XjNYednR3/+9//jCNIrly5Ent7e2rWrEn//v3T9Rbj4ODA7Nmz+eOPPzhw4ADXr1+nTJkyTJo0ifj4+Azvi0aNGrF48WKWLl3KqVOnOHnyJA4ODnh6etKpU6d0bQKsRZKz24+RAOj7qfTw8EjX5+Pp06cZMGAATk5OHDp0CFtb2wzXz6zyf25wd3fP0/0VdBadr6QYnP/QN4hMeO8gstOLl3QUFJacLyk6BKeFHZAVKhKGHwF764/slZfEZ9I84nyZT5wz8+Tn8zVnzhwWLVrEzJkzadiwobXDAfL3+bKW5/VMBNks2X52JB9zSZLElClTLF4/v3n99dcznF63bl38/f05fPgw165do1q1ankcmWANiuhQAHTOXq9Uom0p2b0M2sLlUT6+ie3ZAFIbjrZ2SIIgCFb16NGjdFVbQkJCWL16NS4uLmYN2y7kT9lKtjPrVN0wItB/C8efnf6yJdtZMYza9OzoTcLLTRETCoDO3deqcRQkabX7o9z1NbbHZ6NzLiqqkwiC8EqbMWMGkZGRVK5cGRcXF8LDwzl8+DAajYavvvoKe3t7a4covKBsZYUZjUi0bds2VqxYQa1atejYsaNxpKfIyEi2bNnC+fPneffdd2nfvn3ORpxPRUREcPToUTw9PTMceUl4ORlKtmX30tYNpADRVHuT1NgwbE/+id3u78DOBY2faOcgCMKrqWXLlmzYsIH9+/cTHx+Po6MjtWrVolevXjRo0MDa4Qk5wKI62wcOHGDEiBFMnDiRN998M8Nl1q1bx9dff83s2bNp3rz5i8aZr6WlpTFw4EBOnTrF9OnT6datW6bL6nS6bLUsFgoGzaphyJc2o2g3AWWj4dYOp8CQZRnd32PRnVoMShuUvRejqNDC2mEJgiAIQo6zKNnu2bMnoB8FKieWK8h0Oh1jx45l8+bNvP3223z//fdZLi8aSOZflpwvhyU9UD4MIqnbbLRlX61k8YXvL50Wu22fYXNtG7LKgaQ356MrUSvnAsyHxGfSPOJ8mU+cM/OI82Uecb7Sy04DSYuKWK9du0bJkiWfu1zJkiWz1cF9QSXLMuPHj2fz5s106dKF7777ztohCXlJllHE3AZEnW2LKJSktJuGxrcJkiYJhw3DUTy8bu2oBEEQBCFHWZRs29racuXKlSyXkWWZK1euZNoFXkGn0+n48ssvWbduHZ06dWLatGmiesgrRkp4iJSWiCwpkQtlr+9d4T+UtiR3/gVtiVpIKXHYrx+MFHPX2lEJgiAIQo6xKDts1KgRoaGhTJo0yWQIU4Pk5GQmT55MaGgojRo1euEg8xudTsdXX33F+vXr6dChAzNmzECpVFo7LCGPGRtHupYEpY11gynIbBxJ6vYH2iJqFAmPcFg3GCk+/bDVgiAIglAQWdRH3SeffMLx48dZtmwZf//9N82aNaN48eJIkkRERAQHDhwgLi4ODw8PPv7445yO2aqeTbTbtWvHDz/8IBLtV5Rk6GNbVCF5cfauJPeYh8OqPihi72K/fihJby8Ge1drRyYIgiAIL8SiZLtkyZKsWrWKCRMmcOTIETZv3pxumddee40JEyZke2jbguJ///sf69evx9HREV9fX/744490y7Ru3ZpKlSpZITohLylEsp2jZOeiJL0xH4dVvVA+uo7DxhEkvfEX2DhaOzRBEARBsJjFo694e3szf/587t69y5kzZ3jwQP/at2jRotSuXRsfH58cCzI/CQ8PByAxMZE5c+ZkuEzJkiVFsv0KEI0jc57s5k1yj/k4rO6LMuIc9n9/RHLX30H5crb9EARBEF5+LzzUobe3N97e3jkRS4Ewbdo0pk2bZu0whHzAWGfbTQxok5N0nmqSus/BYe0gVKGHsNv+BSntZ4BCVNcSBEEQCp4c6T4jNDSUc+fOERISkhObE4T8T6cx9pohSrZznq5ELZI7/4qssMHmWiB2+yaB+UMCCIIgCILVWZxsJycn88MPP+Dv70/79u3p1asXc+fONc5ft24d3bt3JygoKEcCFYT8RIqLQNKlISvtkF28rB3OS0lbpgkp7achI2Hzz0psj/5q7ZAEQRAEwWwWJduJiYn06dOHBQsWYGNjQ7NmzfjvQJT16tUjKCiIwMDAHAlUEPITRfTT+tpuPiCJ/tVzi8avAymtvwXA9sQcbM4ssm5AgiAIgmAmi7KEefPmcenSJd566y327t2bYUNBHx8fypYty9GjR184SEHIb4z1tUUVklynqf4OKY0+AsDuwHRUlzdaNR5BEARBMIdFyXZgYCAlS5bk22+/zXKEyBIlSnD//n2LgxOE/Er0sZ230uoPI7XOAADsdo5HeXOPdQMSBEEQhGyyKNmOjIykSpUqzx3MxdnZmdjYWIsCE4T8TBETCohkO89IEqlNPyetSnckWYv91o9R3j1p7agEQRAE4bksSrYdHByIjo5+7nJhYWG4ublZsgtByNeMdbbdRbd/eUaSSGkzEU25VkjaVOw3vY/i/mVrRyUIgiAIWbIo2a5atSoXL14kMjIy02Vu3LhBUFAQtWrVsjg4QciXNClIcRGAqLOd5xQqkjv+hMbbHyk1AYf1Q5Gigq0dlSAIgiBkyqJku3fv3iQnJzNq1Chu376dbn54eDhjx45Fp9PRu3fvFw5SEPITRcwdJGRkOxdkBw9rh/PqUdmR3OV3tMWqICVF47CmP8rboiG2IAiCkD9ZlGy3bNmSAQMGcPnyZdq1a0enTp2QJIkjR47Qo0cP2rZty5UrVxgyZAj+/v45HbMgWJVkGKbdzRckybrBvKrsnEnqPhdt4QooEh7hsG4wtgemgybF2pEJgiAIggmLOwgeN24cM2fORK1Wc/PmTWRZ5sGDB1y5cgVvb29mzJjBJ598kpOxCkK+oDD2RCLqa1uVowdJvVaSVv0dAGzPLMJh+dsoHl63cmCCIAiC8C/Vi6zcoUMHOnToQFRUFOHh4eh0Ory8vChWrFhOxScI+Y5CdPuXf9g4ktJ6ApoyzfRdAj66jsPyt0ht8jFptfqKAYcEQRAEq7PoL1FERAQxMTHG3z08PKhWrRo1atQwSbRjY2OJiIh44SAFIT8RA9rkP9pyLUjqtwlNmWZI2lTs9k/Dft0QpCein39BEATBuixKtlu1asWMGTOeu9wPP/xA69atLdmFIORb/9bZFtVI8hPZqQjJ3f4gudW3yCp7VHeO4bikK8rrO60dmiAIgvAKsyjZlmUZWZazvawgvDRS4lEkPAJEne18SZLQ1OhJYp/1+t5KkmNx2PIhdju+hJR4a0cnCIIgvIJytUJjdHQ09vb2ubkLQchTCkOptmMRsHOxcjRCZmSPMiT1XE5q/feQkbC5vAHHpd1RRJyzdmiCIAjCKybbDSRPnTpl8vujR4/STTPQaDSEhIRw6NAhKlSo8GIRCkI+8m99bVGqne8pbUlt/BEa38bYbx+LIjYMh1V9SKv/HqkNRoDSxtoRCoIgCK+AbCfbffv2RXqmT+HDhw9z+PDhTJeXZRlJkhg0aNCLRSgI+Yhk6IlE1NcuMHSl6pLYdyN2eydhE7QZ2xN/oLx9hOT200UjV0EQBCHXZTvZ7tatmzHZ3rBhAz4+PtSuXTvDZW1sbChatCgtWrSgSpUqOROpIOQDiuin1UhEklaw2LmQ0n462rLNsNv9Hcp7F3Bc0oOU5uPQVHtLDE4kCIIg5JpsJ9vTpk0z/rxhwwZq167N1KlTcyUoQcivRB/bBZvGrwPaErWx2/4FqrvHsd/9LZqQgyS3mQiOHtYOTxAEQXgJWTSozdWrV3M6DkHI/2TZ2EBSVD8ouGQXL5LfnI/NmQBsj/yM6tYeHCP/IaXtZLRlmlo7PEEQBOElY1FvJLGxsZw6dYr79zMfMOL+/fucOnWKuLg4i4MThHwlKRopJQ4ZCZ2bj7WjEV6EpCCt7kCSeq1GW7g8isRHOGx4D9s930NakrWjEwRBEF4iFiXbCxYsoF+/fkRHR2e6THR0NP369SMgIMDi4AQhPzH2RFKoOKjsrBuMkCN0nhVJ6rWG1Fp9AbD9ZzmOy95C8eCKlSMTBEEQXhYWJdsHDhygbNmyVKxYMdNlKlasSNmyZdm3b5/FwQlCfiLqa7+kbOxJbfElST3+QufkiSLqFg7Le2Jzch7otNaOThAEQSjgLEq2w8PDKVOmzHOXK1OmDOHh4ZbsQhDyHYUYpv2lpvVtRGK/TWjKt0HSpWF3eCYOawcixUVYOzRBEAShALMo2dZoNCgUz19VqVSSnJxsyS4EId/5d0AbX6vGIeQiB3eSO88i+fXJyDaOKMNO4bikG6qgLdaOTBAEQSigLEq2S5Uqxfnz59FqM3/FqtVqOXfuHMWLF7c4OEHITyRRjeTVIEloqvYgse8GtMVrIqU8wX7bZ9gFfgbJosG3IAiCYB6Lku3mzZvz8OFDZs6cmekyP//8Mw8fPqRly5YWB5eRqKioLJN8QcgVsk4MaPOKkd18SHpnCSmvjUKWlNhc3YLjkm4o7p60dmiCIAhCAWJRsj1o0CA8PT1ZsGAB3bt3Z9myZRw6dIjDhw+zbNkyunfvzvz58ylSpAhDhgwxa9sXL17k999/5+bNmybT9+zZQ+PGjWnUqBENGjRg6dKlloQuCBaR4u8jaVOQFSrkQiWsHY6QVxQq0l4bSVLPZejcfFA8icRhzQBsD/0E2lRrRycIgiAUABYNauPu7s6CBQsYPXo0QUFBTJo0yWS+LMv4+vry22+/4eFh3qhsS5cuZevWrfTq1cs4LTw8nI8++oi0tDQ8PT15/PgxkydPpmLFitStW9eSQxAEsxjra7t6g8Kij41QgOmK1yCxz3rs9k/D5tJabE/9hTL0CJpKnZHtnJHtXMDW5ZmfnZHtnEHlIIaCFwRBeMVZnDWUL1+eLVu2sHPnTo4dO0ZkZCQAxYsX57XXXuP1119HqVSavd3z589TqVIlkyR97dq1pKWlMW7cOAYMGMCVK1d4++23WbRokUi2hTwh6msL2DqR8vr3aMo2w37n1ygfBqF8GJTlKrJCBbZOyHYuyLYuaJzcsFfY65NyWxew+0+Cbvv056fTZFsXsHUEyaKXkIIgCEI+8EJFdEqlkvbt29O+ffuciofHjx/j5+dnMu3IkSM4OjoaS7srV65M7dq1CQrK+g+dIOQU0ce2YKAt35pEr+rYnF2sr16UGo+U8gRS4pFSnyClxENqPJKsQ9JpIDkWKTkWAPmh+Q9dGemZhN0Z7FzQORdFV6ou2lL10BUuL5JxQRCEfCzfvQ//b+PH1NRUgoKC8Pf3x9bW1ji9aNGi/PPPP3kdnvCK+rdxpOhjWwDZuSipTT/NYgEZ0hKfJt5PkFL0SbizjY6EqEwS9JQnT6frp5ESj6RLQ0LWJ++p8cbNKwGub9fvysEdbcm6aL3roy1VH10RkXwLgiDkJy+UbB84cIBVq1Zx8eJFoqOj6dy5M1OnTjXOO3r0KIMGDaJYsWLZ3mbJkiW5fv268fejR4+SlpbGa6+9ZrJcfHw8Li4uLxK+IGSbsc62m69V4xAKCOlpabStE1AM+elkhbs7mujo7G1DlkGTok+8DUn40wRdER2M8u5JlBHnkJKiUd3chermLv1q9q5oS9XT//Ouj66IWiTfgiAIVmRxsj1hwgRWrVqFLMs4OTmh0WhM5hcqVIiAgAC8vLwYOHBgtrfbsmVL5s2bx5QpU/D392fmzJkoFApatWplslxQUBAlSoheIYQ8oE1Dig0DRDUSIQ9JEtjYI9vYg5OnMWEH0AJp/sNBm4ri/mV94h12CmX4WaTkWFQ3d6O6uRsA2c4Vbam6+n/e9dEV8QOF+e1pBEEQBMtYlGyvXbuWlStXUqNGDb777jsqVqxIxYoVTZapVasWxYoVY+/evWYl24MGDWL79u0sXryYJUuWIMsyAwcOxNfX17jMP//8w/379+nYsaMl4QuCWaS4cCRZi6xyQHYuau1wBOFfSlt0JWqhK1GLNP/3QJumT77DTj1Nvs8gpcSiurUH1a09AMh2LvpqJ4aSb8+KIvkWBEHIRRYl26tWrcLV1ZU5c+bg7u6e6XI+Pj6EhYWZtW03Nzc2btzIjh07ePz4MVWqVElXheThw4f069ePLl26WBK+IJjl38aRpUU3bkL+prRBV6ImuhI1Sas/FHQaFPevoAw7+Uzy/QRV8D5UwfsAkG2d0Zas82/yXbSS6N5SEAQhB1n0RL158yb+/v5ZJtoAnp6eFjVidHR0pHv37pnOb926Na1btzZ7u4JgCdETiVBgKVToildHV7w6afWG6JPvB1f/Tb7DTiOlxqMKOYAq5AAAsq0T2hK1n0m+K4PSxsoHIgiCUHBZlGxLkoROp3vucg8ePMDBwcGSXWQoPj6ekJAQvLy88PT0zLHtCkJWjI0jRU8kQkGnUKHzqorOqyppdQeBTovi4dV/q52EnUZKiUMVeghV6CEAZBtHffLtrW90qSteQzS4FARBMINFyXbZsmW5dOkSSUlJmSbT0dHRBAUFUaVKFbO2ffjwYbZu3Urfvn2pXLmycfry5cuZNm0aaWlpSJJE//79GTt2rCXhC4JZFI9vAaJkW3gJKZToilVBV6wKaXUG6JPvR9f1Jd93Dcl3LKrbh1HdPgyAtlg1kttPQ/Yoa93YBUEQCgiLiic6d+5MVFQUEydOTNcLCeiHa580aRKJiYl07drVrG2vWbOGbdu24ePjY5x28+ZNJk2ahE6no0aNGjg7O7No0SL27t1rSfiCkH2yjOLRNQB9QzJBeJkplOiKViKtdn+Su/5OwvtHSey7kZTmX6Ip3wbZ1gnl/Ys4LumBzdnFID//DacgCMKrzqKS7V69erFz5042bNjAmTNnaNy4MQDXrl1j+vTp7Nu3j9DQUBo0aJBl3euMXLlyhUqVKuHs7Gyctm7dOmRZZurUqXTu3Jnw8HA6dOjA8uXLadmypSWHIAjZIj2JQEp5gqywQSdK8oRXjaRA5+mHztOPtNp9kZ7cx27nV6huH8Fu/1SUt/aS0nYycqGS1o5UEAQh37KoZNvGxoa//vqLnj17EhERwfLlywF9orxw4ULu3r3Lm2++yZw5c1AozNvFo0eP8PLyMpl27NgxChUqZOzqr2TJktStW5ebN29aEr4gZJvi4dNSbY+yoLR9ztKC8HKTXYqR3GMeya2+QVY5oLp7AsfFXVFdWq8fhEcQBEFIx+L+nRwcHJgwYQIffPABJ0+eJDw8HK1Wi5eXF/7+/maNGmkSkEpFWlqa8feEhARu3LhBs2bNTBJ3Dw8PTp06ZWn4gpAtiodXAdB5+lk5EkHIJyQJTY130fo0xH7HFygjzmG/8ys0N3eT0uY7ZCfReF0QBOFZL9yZqoeHB+3atcuJWAB9qfXly5eNvx84cACtVkujRo1MlouJicHNzS3H9muOTZs2cebMGS5dusT169dJS0tj6tSp9OjRwyrxCLlH+VDU1xaEjMjupUl6ewk2ZxZie/RXVMH7UAacI7n1d2jVr1s7PEEQhHwjR/pvio6O5tq1a1y7do2oqKgX2laHDh2IjIxk9OjRLF68mGnTpmFjY2PSr7Ysy1y+fBlvb+8XDd0is2bNYtWqVURERFC0qBhR8GUmSrYFIQsKJWn1hpDUay1az4pIyTE4bPkQu8DPITnW2tEJgiDkCxaXbMuyzLJly1i2bBmhoaEm83x9fenVqxe9e/c2u85237592bt3L7t27WLXrl0oFAo+//xzk2opx48fJyoqip49e1oa/guZNGkSpUuXpmTJksydO5effvrJKnEIuSw1ASnmLgBaUbItCJnSeapJ6rUK22OzsTk1D5urf6MMO0nK65PR+jZ6/gYEQRBeYhYl26mpqQwfPpxjx44hyzKurq6UKFECWZaJjIwkJCSEKVOmsHfvXv78809sbbPfsMzBwYHly5dz+vRpHj9+TKVKlfD19TVZRqFQ8MUXX1itJ5KGDRtaZb9C3lI8uo6EjM7JExw9rB2OIORvSltSG3+Epmxz7LePQxFzG4f1Q0ir0ZOUpp+BjaO1IxQEQbAKi5LtOXPmcPToUSpUqMDnn39OkyZNTOYfOnSIH374gePHjzNnzhw++OADs7avUCioX79+pvP9/f3x9/e3JHRByDaFqK8tCGbTlahJYt8N2B76Cdvzy7D5ZyXK0KMkt5+GrkQta4cnCIKQ5yyqs71582YKFSrE4sWL0yXaAE2aNGHRokW4uLiwadOmFwowNDSUc+fOERIS8kLbEQRzKUV9bUGwjI0DqS3Hk/TGfHTOXihi7+Cwqg+2h34CTaq1oxMEQchTFpVsP3jwgObNm+Pu7p7pMh4eHjRo0ID9+/ebvf3k5GR+++031q5dS1xcHADdunVj6tSpgH6Qm6VLlzJlyhQqVapkySFYjaurq9n12F9EVtdISO/Z86WJvokMOPjWwUmcxwyJ+8t8r9Q5c++I7NcYbeB4OL8G21N/YXvnCKo3fkcqXiV7m3iVzlcOEefMPOJ8mUecL/NZlGwXK1bMpC/szKSlpZndW0diYiL9+vXj8uXLFC5cmGbNmqVL2OvVq8dXX31FYGBggUu2Y2PzroW+u7s70dHReba/gs7kfMk6nO4FIQFxjt7I4jymI+4v872y56zlRJQ+TbHb9S2K+0GkzWlH6msjSas3GBSZ/xl6Zc/XCxDnzDzifJlHnK/0svPlw6Ii1s6dO3P8+HHCw8MzXSY8PJzjx4/TqVMns7Y9b948Ll26xFtvvcXevXuZM2dOumV8fHwoW7YsR48eNTt2QcgOKeYOUloistIO2b20tcMRhAJPW741Sf03oynXCkmXht2RX3BY1QcpOtTaoQmCIOQqi5LtESNG0KBBA/r06cPatWtJTEw0zktMTGTt2rX07duXBg0aMHLkSLO2HRgYSMmSJfn222+z7MWkRIkS3L9/35LwBeG5jI0ji1TIsuRNEITskx0Lk9zlN5LbTUW2dUYZ+Q+OS7pjc24ZyDprhycIgpArLMoi2rVrhyzL3Lt3j6+//pqvv/6aQoUKARjrWD+77LMkSWL37t2ZbjsyMpLmzZujVCqzjMHZ2TlPq2QIrxbROFIQcokkoancDW2p+tjt/ArVnePY7ZuE8tYeUtpORnYpbu0IBUEQcpRFyXZG1UcySnwjIiLM3raDg0O26gOFhYVZbbh24eUnuv0ThNwlFypB8hvzsTm/AttDP6K6cwzl4q6ktPgSTaWuIEnWDlEQBCFHWJRsX716NafjMKpatSpnzpwhMjKS4sUzLuG4ceMGQUFBtGrVKtfiyMqaNWs4c+YMANevXzdOO3nyJACtW7c2GV5eKHgMw7RrRcm2IOQeSUFard5ofBtiv20cynsXsN/+BZqbe0hu/R2IXg8EQXgJ5F0fdNnUu3dvkpOTGTVqFLdv3043Pzw8nLFjx6LT6ejdu7cVIoQzZ86wYcMGNmzYwOXLlwE4e/ascVpQUJBV4hJySHIsiieRAOiKiGRbEHKb7F6GpJ7LSGn0EbLCBtXN3TgGdEZ3ZZu1QxMEQXhhkizLsrkraTQaVKrsFYrfv3+fYsWKmbX9adOmsWjRIiRJoly5cty6dQtPT0+KFCnC9evX0Wg0DB06lE8++cTc0K0uL7vMEV30mMdwvhR3T+K4pj+6QiVIHLLH2mHlW+L+Mp84Z8+neBCE3baxKB/fACCtcjdSWnwJdi5WjqxgEPeYecT5Mo84X+nlWtd/b7/9NsHBwc9dLjAwkC5dupi9/XHjxjFz5kzUajU3b95ElmUePHjAlStX8Pb2ZsaMGQUy0RYKBqWory0IVqMrWomk3mtJrTcEJAmbKxtxXNwV1dWtKB5cQYp/ADqNtcMUBEHINovqbF+5coU33niDzz//nHfffTfd/Pj4eCZOnMjff/+NjY2NRYF16NCBDh06EBUVRXh4ODqdDi8vL7NLyQXBXIb62qIKiSBYicqW1Caf4FCjC2lrRqGIvYN94KfG2TISsqMHsmMRZKciyE6eT/8v8nSaJ7qnP2PnIhpbCoJgVRYl21OnTmXSpElMnDiRAwcOMHnyZAoXLgzo6zN//vnnhIeHU758eX788ccXCtDDwwMPD48X2oYgmOPfxpGiZFsQrElRuj6Jfddje+x/KO8eR0p4hJT4GEnWISU+hsTH8OhaltuQlbb/JuRPk3OdITk3JutPE3OVXR4dmSAIrxKLku3u3btTt25dPvvsM/bv30/Xrl2ZMGECFy9e5K+//kKn09GnTx8+//zzLAemyUhkZCQnTpygRo0alClTJsNlgoODuXDhAg0aNMDLy8uSQxCEjOk0KB7f1P8oeiIRBOuzdSK12ef//q7TIiXHICU81CffCY/0Pyc+Mv6uSHw6LeUJkjYVKS4C4p7fFa1s5/o0GS9iUmquUbdFdi2ViwcpCMLLzOKh8by9vVm+fDmzZ89mzpw5jB49GoCiRYsyZcoUGjVqZNF2Fy5cyNKlS9m+fXumy6hUKr744gsGDBjA2LFjLdqPkDvOnZfxLQ3u7gXzta0iKgRJm4ps44js5m3tcARB+C+FEtmxMLJjYfB8zrJpyfqS8GeScUXCo6c/PzRN1LVpSCmxSCmxKKJumWzG9uSfJHf6GW1py/6uCYLwanuhcagVCgVFixbFxsYGjUbfYKVs2bJUrGj56/cjR47g5+eHj49Ppsv4+PhQsWJFDh8+LJLtfOT4CZlPx8rUrgW//lxAk23jMO1qkPJdz5iCIJjDxh7ZtSSya8msl5NlSInLIBl/iPLuCZT3L2O//j39gDs1e+VN7IIgvDQsziaio6MZOXIk3377LQqFgq+++oo6depw7NgxOnfuzJ49lnWZFhERkWWibeDj40NkZKRF+xByx85d+l4kz56DR4/M7lEyXzA2jiwq6msLwitDksDeFblwObQ+/mgqdiStzgBSm35G0jvLSavUBUnWYr/3e2z3Tha9oQiCYBaLku2DBw8aE+oaNWqwceNG+vbty9KlS/noo4+Ii4tj1KhRfP311yQlJZm1bUmSjKXkWdFoNGi1WkvCF3JBaqrMkWP//n74iPVieRGGkm3ROFIQBABUtqS0m0ZK4zEA2J5fiv2GEZDyxMqBCYJQUFiUbA8bNoyYmBhGjRrF8uXL8fbW122VJInhw4ezYsUKfHx8WLNmDd26dTNr276+vpw5c4bk5ORMl0lOTubMmTPG/QrWd/oMJCT8+/vBwwW0ZPuR6PZPEIT/kCTS6g8jqdMsZJU9qtuHcVj5LlLMXWtHljtSEyA5DmSdtSMRhJeCRXW2fXx8+PHHH6levXqG86tVq8amTZuYMmUKa9asMWvbbdu25eeff+brr7/m+++/x97e3mR+SkoK33zzDbGxsfTt29eS8IVcsP+gPrmuXw9OnoIzZ+HJExkXl4JTd1uOf4gi4REyEjpPtbXDEQQhn9GqXyfJtST2G99H+fgWjiveIanLb+hK1rF2aDkjLRnbo79iczYASdYhSwqwdUG2L4Rsp/8fO9envxdCtndFtnMB+0L6nlyM0wvp+zdXvFCzMEF4aVj0SdiwYQNOTk5ZLmNvb8/EiRNp0aKFWdvu168fmzdvZsuWLRw/fpzOnTvj4+ODJEncvn2bv//+m0ePHuHr68uAAQMsCV/IYRqNbKw20qeXxIOHMqGhcOw4vN7GqqGZRb53Rf+/mw/YOFo5GkEQ8iNdsSok9VqN/eaRKO9fxmHtQFLaTERTuZu1Q3shiohz2O/4EkV0qHGaJOvgaQ8tlpBtnZ5Jygs9TcoLGZPyjJP0p/8rzes2WBDyM4uS7ecl2s8yN9l2cHBg0aJFfPbZZxw/fpwFCxYgPR39S5b1paf+/v7MmDHDrDiE3HPuPMTFgZsb1KgOTRtDaCgcPCTzepsCVLJ97zIghmkXBCFrsksxkt5egv32cahu7MR++xekPg4mtfFHBa8Xo7RkbI/OwuZMABIyOqeipLT5Dq1PQ32SnRyHlBKH9Mz/pMSa/C6lxD2zXCxSWiIAUmoCUmoCPDG/MwNZ5fCfpLwQsnNRdB5l0LmXRVe4LLJL8YJ3voVX0gu94zlw4ACrVq3i4sWLREdH06VLF6ZMmWKcd/ToUQYNGmT2EOuenp4sWrSICxcucOzYMWOvI8WLF+e1117LtPqKYB37D+i/BDVpDEqlRNMmsHipzPGTkJIiY2dXMBJuOVKfbGvFYDZm0elkdu8FH2+o6FcwrrUgvDAbB5I7/YztkV+xPfkntqfmoYgOIbn99ALzZkwRfhb7nV8ZS7PTKncjpfk4sHcFQFZ5gpMnZrfA0aZBarw+8X4mCec/Sfu/SbphuSeQ8gQJGUmThBSfBPH3M92NrHJA5+GLzqOcPgn3KIfsUQadmy+oRMm4kH9YnGxPmDCBVatWIcsyTk5OaDQaY8kzQKFChQgICMDLy4uBAwdatI/q1auLxDqf02plDh7W/9yimT7R8lNDsWJw/z6cOg2NC8g4EKJk23wpKTKTp8ns3ad/s7FuFQXmy5UgvDBJQWrjj9B5lMFu19eobu7GYVUfkrv+gexiXiFTnkpL0tfN/m9pdtnmObN9pQ04uCM7uJufqOu0TxP1p0m5ISFPjkXxJALF42Ck6GAU0XeQNEkoHwShfBBksglZUiC7lnqahJc1+Yd9oZw5RkEwg0XJ9tq1a1m5ciU1atTgu+++o2LFiukGsqlVqxbFihVj7969FifbQv534SJER4OLC9SupZ8mSRJNGsusXaevStK4UQFIvjSp8EgM026O6GgdH30ic/GS/veYGNh/ANq+btWwBCHPaSp3RefqjcPmUSgfBOGw/C2Su85G51XV2qGlowg/q6+bHXMbgLQq3UlpNtZYmm11CqW+z3N716wTdW0aUlwYisfBKKJM/0mp8Ugxd1DE3IHgfSar6ZyKoHMvi1y4rL46SukaSLZFkZ2L6ftbF4RcYFGyvWrVKlxdXZkzZw7u7u6ZLufj40NYWJhZ2168eDFTp05lzpw5NGvWLMNlDhw4wPDhwxk/fjy9e/c2a/tCzjrwtBeSJo1Apfr3QdW0scTadTJHjuobUD47Lz9SRN0EnUZfL9CluLXDyffuhsmM/TKWO3fA2Rnq1ob9B2HjZpm2r+fvay0IuUFXsjaJvVZjv3EEysc3cVjdl+R209Cq21o7NL3cLs3Oa0obZPcyaN3LoKXVv9NlGSnh4dPE+xZSVAiKqFsookJQxN9H8XSUUMJOAqAFnADZxvFp6XcZ02opbj76knpBeAEWJds3b97E398/y0Qb9HWv//nnH7O2vXPnTooWLZppog3QtGlTPD092bFjh0i2rUink9l/UP9zs6amCVb1auBaCGLj9KXfhlLv/Mo4TLunnyjdeI5/Lsh8OV4mNk6muBf8MF3C2RkOHdGXct+8JVO+nDiHwqtHdi1FUs8V2G/9GFXoIRy2fERKow9Jq/+eVZ8r+b40OydJErJzUbTORdH6NDCdlxKPIvqZ5PvxLVSxt5EfhyClJaK8fwnl/Usmq8gKFbKr979VUQwl4h5lwc45Dw9MKMgsSrYlSUKne35n9w8ePMDBwcGsbYeEhFCpUqXn7l+tVnP16lWzti3krCtB8OgRODpCvbqm81QqiUYNZQK366uS1K6Vv5MvwzDtYuTIrO3eo6+jnZYGVasomfK9Dg8P/bVt0lhm/wHYuEnm04/z9/UWhFxj50xyt9nYHpiB7bkl2B2ZhSIqmJQ234PKLm9jSUvC9sgsbM4ufqY0eyLaspkXZr3U7JzReVVD51XNOMnd3Z3oR/eRYu6mq46iiApGSktEig5BER0Ct/aYbE7nVFSffBsaZj6tIy47eYpCG8GERcl22bJluXTpEklJSZkm09HR0QQFBVGlShWzth0XF4er6/O/bbu6uhIba1nfn0LOMPRC0qgh2Nqmf7A0bSIRuF3fgPLD0bKxC8f8yKRku4CaOkPH/gPQtTO821PC3S3nzrcsyyxdDn/O01/zpk1g5g+uJCfHGJfp3lVi/wGZHbvg/eEyjo7593oLQq5SqEht8SU6j7LY7Z2ETdDfKGLDSO7yG7Jj4bwJIcPS7HGigWBGlLbIhcuhLVwO7bPTZRkp/v4zyfcz1VISHqFIeIAi4QHcOW6yOdnW2aRRpsavPbJrqTw9JCF/sSjZ7ty5M1OnTmXixIl8//33qFSmm5FlmUmTJpGYmEjXrl3N2ranpyfXr19/7nLXr19/bjUWIffIsr4UE6B504yTqnp1wcEeHjyAa9ehYn7NY2UZ5dOS7YLaE0nobZmtgfqfl6+EDRtl3nxDpufbEq6uL5b0ajQyP/0s8/dW/e/vvAXvD5dwcJBITv53udq19N3/3bkLO3ZBd/M++oLw0tHU6Ins5oP9ljEoI87hsPwdkrvNRlck90aolVMTsd0/TZRm5wRJQnbxQuvihbZ0Q9N5yXH6BDxaXx3F8L8UexcpNR7lvQso710AwPb4bFKbfEJazV6iX/BXlEXJdq9evdi5cycbNmzgzJkzNG7cGIBr164xffp09u3bR2hoKA0aNKB79+5mbdvf35+NGzeyY8cO2rbNuGHJzp07uXHjBp07d7YkfCEHXLsO9+6DvT341894GTs7Cf/6+nrdBw/J+bYPZin+vr4PWIUSXeHy1g7HImvX6UucK1cCrVZ/fZYsg3UbZN5+U+adtyRcXMw//wkJMl9PkDl5ChQK+HCUxBs9Mt6OJEl06wq//i6zcZNMty7k67cZgpAXtKUbkvjuShw2DkcRcweHlb1I7vBTriS/ivAzaHZ/g+3jYECUZucq+0LoStREV6Km6XRNKoqY28YScFXoYZQRZ7HbNxnVjZ0kvz4Z2c3bKiEL1mPRVywbGxv++usvevbsSUREBMuXLwfgypUrLFy4kLt37/Lmm28yZ84cFArzdjFkyBBsbGz49NNPmTx5Mjdv3iQlJYXU1FRu3rzJ5MmT+eSTT7CxsWHIkCGWhC/kAEMVkgb+YG+feULVtIl+nqEv7vzIUF+bIuXzvk5lDoiNldm2Q//ziPck/vpTYtpkifLlIDERFi2Gt3rKLFosk5CQ/V5v7z+QeX+0PtG2t4cpkzJPtA3atwU7O7gVjLFLQEF41ckeZUh8dyWaUvWRUhOw3/Q+NmcDQDa7F+qMpSVhu38qDqv6wuNgdM7FSOo2h5S2U0SinddUtuiKVECrfp20BiNIemcJyS2/RlY5oAw7heOSbqj+WQHy89u9CS8PSZZf7NMeFRXFyZMnCQ8PR6vV4uXlhb+/v9mjRj5r27ZtjBs3jtTU1H8DlSRkWUaWZezs7JgyZQodO3Z8kdCtIjo6Os/25e7univ7k2WZd/vKhIXBhK8lWrfKPAF78kSmUzcZrRaWL5Hw8c5/JZ02J+Zgd2QWUvUePGk92drhmG3JMpk/58moK8D8uZKxNFmnkzl0GOYvlAkO0S/r4gK9ekq80Z0s61Rfuy7z+Rcyjx9DYQ+YPlVK92Yis/tr6gwdWwPh9dbwzXjxyvRZufWZfFm9dOdLm4rdnonYXFoHQFr1d0hp8dULdS2nCD+D/Y6vjHWzpdo9edJgjEiysymv7jEp5i72O79CGXYKAI1PA1Jen4RcqGSu7zsnvXSfyRyQnSrNL5xs55bbt2+zcOFCjh07xr179wDw8vKiYcOG9O/fH19fX+sGaKGXIdm+FSzTf5CMrQ1s2SQ9tyHcx5/pOHkKhg+T6NMr/yXbdlvGYHN9O4rXxxNXtWB1JanRyLzVU+bhI/jqC4n2bdOfX51OZt9+WLBI5vYd/TQ3V+j1rkT3ruDgYLrO0WMy334nk5QMZXzhh2kSXl7pt5vZ/XX1qsyQ4TI2NrB+Tc421CzoxB8q87yU50uWsTmzCNuDPyAho/FpQHKnX8zvhi8tCdsjv2Bzdom+brZzMVJaf0ehOt1evnOWi/L0HpN12Jxfju2hn5A0ycg2jqQ0G4um2lsFpveSl/Iz+YKyk2xbPFx7bitdujQTJkywdhhCBgxVSOrXz7p01KBpY4mTp2QOHpLzZbJtaBwpeZnXc05+sO8APHwEHu7QqkXGyygUEq1aQvNmsGcvLAjQv5WYPUdmxSro0wu6ddHXsV+/UeaXX2V0OqhbByZ9J+HsbN41q1hRoqKfzNVrsDVQv31BEJ6SJNLqDkTn7ot94Keo7hzHcUVPkrr9gezum61N6Euzv9SPkAikVenxtN9sUZqdr0kK0mr1QePbBPsdX6KMOIv97m/R3NihL+UWA6pZTpuKKuhvUKjQVM5/rfPFO17BbIZeSP47kE1mGjfWf2m/EgQPH+azFylpiUjRT1+/Fs9/QytnRZZlVq/Rn88e3aUMu198llIp8XobiaWLJL4aJ1GiBERHw2//k3n7XZmvJ+iY+Ys+0e7QHn6cbn6ibdCtq369TX/L6HT57JoLQj6gLdeCpJ7L0LkURxEdiuPynijvnsx6pWfqZiti7ujrZnf/k5S2k0WiXYDI7qVJensxKc3GIivtUN0+imNAF1SX1uVcPf5XhaxDFbQFx0Udsd85HrsdX4I2zdpRpSOSbcEst2/LhISCSqXvXzs7ihSWqFJZ//OhI7kWmkUUj27oX8E6FkFy9rR2OGa5dBmCroKtjb5v7exSqSTat5NYvlhi3GcSXsXgcRTs26+fP3SwxBefS6hUlr+FaN1SP4x7ZCScOGXxZgThpabzrEhSr1VovaojpcRiv24wqotrMlxWEX4GxyXdsH3apV9alR4k9tuMtkzTPI5ayBEKJWl1BpDYdwPa4jWRUuOx3zke+w3vIT25b+3o8j9ZRhl6GIelb2K/7TMUsWHonIqQ0m76C7WByC35rhrJ80aPfJYkSVy5ciUXoxH+yzA8e53aUMiMruSaNpG4dFlflaRHt/xTlURh7F87v3YCnrnVa/UlIK+3AXd388+pSiXRqSO0fR22btOPDtmtS9YNXrPL3l6ifVuZNev0I0q+5p9/rrkg5CeykydJbwVgt3M8Nte2Yr/rG1KjQkht8gkolPrS7MM/Y3Nu6dO62V76frPLNLF26EIOkD3KkPTOUmzOBmB7ZBaq0EMoF3cmpfmX+uoQBaQud15S3LuI7aGZqO7qBxOSbZ1JrTeYtNr9wMbRytFlLN8l28WLZ1xnSZZlHj58iEajAaBEiRJ5GZbw1IGD+gQvs4FsMtO0McyeA+fOQ9wT2axEPTcpC2iyfe+ezIGnX3zeevPFzqWNjUS3LtCtS85ek25dJNaskzl2HO7dl/Eqlj+uuSDkOzb2pHT4AZ1HGeyO/Y7tmYUookNIq9ELu72TUMQ+Uze7+Tiwc7FywEKOUihJqzsITZlm+rrc9y5gv+MLfV3u1t8hOxe1doT5ghQdgu2RX7G5vh0AWWlDWo1epPq/Bw75e5DDfJds7927N9N5Op2OY8eOMWnSJCpWrMjMmTPzMDIhNlbm+g39z0/HMcq2UqUkypbRd0F37Ji+NDU/+HeY9uy/UckP1m3Q162uUxvKlc2fSWzp0hK1a8mcPQeb/5YZNiR/xikI+YIkkfbaSGSPMtht/xJV8H5UwfsBRGn2K0IuXI6knsuwOb0Q22O/oQrejzKgCyktv0JTsdMrW8otxT/A9vhsVBfXIslaZCQ0lbuQ2nB0gek6sUDV2VYoFDRq1Ii5c+eyf/9+5s2bZ+2QXik3b+n/L1ECi7pzq1vHsJ180gBE1j2TbBecku3ERJm/t+h/fuet/P3w7f60oeSWrZCWlk+uuyDkYxq/DiS9vRidYxFAX5qd2H+zSLRfFQoVafWHktR7LdpiVfR1+bd9jv3m0UgJj6wdXd5KeYLtkV9wXNAOmwurkGQtmjLNSOq7gZR20wpMog0FLNk28Pb2pkaNGqxbt87aobxSbtzU/1++nGXrG/pqvpdP2n5IMXeR0hKRlbboPMrkyj4SEmQ2b5F5/DjnEs1t2yE+Aby99SN45mdNGkPhwhAVnb9HERWE/ERXvDqJA7aS0H+LvqcRUW3klaMroiap5wpSGn6ArLBBdWsPjgGdUV0LfPl7LNGkYnNmEU7zX8f2xJ9ImiS0xWuQ+PZikrvPKVCFYwYWVyO5efMmf/31F6dOneLhw4ekpWXc1UpuNWJ0cHAgMjIyx7crZM5QIl2+nGWlqYZBRe/nk2TbWKpduDwocr5G1b37MmO/kLkVDBX9YN4cjKM7Wkqnk1mzTn8d3npDQqHI3yXbKpVE544yixbrG0q2apG/4xWEfMO+ELLozu/VprQhrcEItOVaYrf9C5QPg7Df+gma6ztJbvUNOHpYO8KcpdOiuvo3tkd/QxEXoZ/kUZaURh+hLd+6QFejsSjDOHfuHAMHDiQ5ORkANzc3HB3zrgVoeHg4p0+fpkiRInm2TwFuvmjJtiHZfpAz8byofxtHVszxbQdd1SfaUU8H2rp6Td8/eYvmL7bdo8chLFzfrV67fFLv/Xk6d5JYvFTm3HkIvS3jW7rgPjAFQRDyms7Tj6Req7A5ORfbE3NQ3diBY9gpUlp9g1bd1trhvThZRhlyENvDM1E+ug6AzqkoqQ1HoanSPVcKw/KaRUcwc+ZMkpOT6d+/PyNGjMDNzS3HAtq4cWOm8xISEggNDWXz5s3Ex8fTq5cYmi6vpKXJhOrHfqF8ecu2Uexpg+rHjyE1VX7uICy5TfHIUF87Z5PtAwdlJk6WSUmBcuWgWhXYuBnmzpdp0pgX6r96zdPu/rp0yt7onflBsaISjV6TOXQENm6W+Wh0wYhbEAQh31DakPbaSLTlWuhLuR9dx2HLR6T5tSel5df5vjeOzCgizmN36CeU4acBkO1cSK03lLRafcDGwcrR5RyLku1Lly5RqVIlvvjii5yOh3HjxmX5ql1+WlepW7dujB49Osf3L2Ts9h3QaMDJCYp7WbYNV1ews4OUFHj4EEpauW2DoY9tbQ7V/5Jl/fDnf/wpI8v6+tQTv5WQZf0Q93fv6utbd+5k2fZv3JQ5cxaUCv2IkQVJt64Sh47IbNsO7w2RcXAoWPELgiDkB7qilUnqvQbb439gc3IeNte2obx7kpTWE/RVLQoIKSoYu8M/o7q5GwBZaUtarT6k1hsKDm7WDS4XWJRs29jY4OPjk9OxADBy5MhMk20bGxs8PT2pV68e3t7eubJ/IWPPNo60tN6xJEkUKypz566+KolVk+3k2H/rhOVAsq3RyPz0y7+9hPToBh+M+ncUxn594dffZRYsknm9DdjZmX8ODXW1mzWjwPVZXa8ulCwB4RGwe4/lXziE3KfVyjx6DPfuQeQ9w/8y9+7Bo0f69gedOkrUrPHibRCEV5ssyyQnQ3w8PInX/x8fr28Abvw5XjbOkyRwcwU3Nwk3N/T/XPX/u7tDIRdQKl+Be1JpS2qjD9GUa4XdjnEoH9/CYfNo0ip2JqXFl/k6WZWe3Mf2+P9QXVqHJOuQJQWayt1IbTgK2SXjcVZeBhYl27Vr1+b69es5HQuAKK3Op/5tHPli2ylWDH2ybeVGksbGkYVKgL3rC23ryROZryfInD6j/2PwwSiJt94wfeB36wKr1uiPe90G6NXTvH1ER8vs0hcA8PYLDmJjDQrF/9u77/Coqq2Bw78zKZBGKoFQQjUJvXdQpIjSpAoqIiJ4FcGKCoofXq8Kig1BRVAEFJVeRJAiTem9JiAl9BpSCSFl9vfHyUwSUshMZjJJWO/z8EBmzpzZszOcrOxZey2NR3vCN9MUS5YruneTQM1R8gqmL13W36Npabk//sxZWL1WUakidOsKj3SBgAD5Xt6Lcg2Ws3ytcrzfdFte77U8njnHWzUNvMuojEA8/Y+vD/h4a1m/9oEyxXz/qbF8XW49uRjX7V/jsut7XCJ+x+ncNm53ep+0Gg86enhZJcXiuut7XPb+hJZ2G4DUGh1IbvMKxoD7HDw4+7Mq2H7ttdcYMGAAM2fOZOjQobYekyiCMjZHFuyHalHZJOl0zTb52mlpildHKyKOgVtpGP9/Gm1bZ58jV1eNYc/AhxMVP81V9OgGXhZ00VyyDFJSoHYtqFuneAY2XR+G73+A48chPEJ/LcL2ChpMAzg56b8YB5WH8uUhqLxG+fL6yuHf/yjWrdc36n43Q/H9D9CypaJ7V41WLQu2J0E4XlqaYtsOuHLZFCCrHALojBVo64LlrJwM4OWlb/zO8sfD9G8NL09IM0JMjCImFmJiMv2Jhbg4vSJeTKz+hzN3PkvOAbq39w1zgO7rm7FSbl49906/Pf3fRe797exKcttXSa3RkdKrx2K4cQq3ZSNIqd2L2+3HgqMr2qTexmX/XFx3TEe7HQtAWoXG3G73OsaKjR07tkJkVbB99OhR+vTpw6RJk9iwYQOtW7emfPnyua5U9erVK9/nvnXrFtHR0dkqnMTHxzN9+nSOHz9OhQoVGDp0qKSSFBKlFCfTG9pYuznSpFw5DVBcuaIAx120TPnaxoCCpZCcPIU50P56ikbIfbm/poc6w9zfIDISfpmn+E8+OyomJyuWLNN/UBTHVW0THx+NB9srVq/VywDWrlV8X4sjGY2Ka9ftE0ybvg7wz/3j+NatNEa9qNiwCVb8oTh0GLZshS1bFf5+8HAXRbeuGsGV5ftb3MTHK/77gWL7Dsse5+QEXncGyp6Zb9Pu+Drr/aVLW/JJV87HpaYqYtMDbVMQHh2THpzHZATlMTEQHQ1x8XpwHhurP+7suTvPmHNw7umpsqyOm1fLc1g59/EBF5fC+X9gDKpP4qDFuG79CpfdP+JydClOZ7bqnUerP1AoY8g6oDScjy7Ty/glXAYgzb8GyW1fJ616e7uU8UtNVaSmQunSRe/aY1WwbdrEqJRi165d7N69O8fjlFJommZRsP3tt98yY8YM5s+fT7169QBITk5mwIABnD592rxBcs2aNSxbtkzK/xWCqCj9ImUwQPUC9n4xVSRxdGObjM2RBVvZ3r9f/7tBA/IMtEEPXv4zDMaOUyxYCH17KwL8735RWPeX/sMhsCy0d8A105Z6Paqxeq2+Mvqf4Qr/fLx+oYuLV/yxEhYvVdytxUBBgun8cHfX6PYIdHtEI/KM4o+VilWrIeoGzP0V5v6qaFBf0b2bxoMPFM0ffiKrs+cUY97W99SUKgWtWmRebbZlsGwfzs4a/v56E62sch5XWpoiLg6MxjKcORuXHphnXzk33a4fm7Gqf/78nWfMPThvfz88N0zDz8/Oc+RciuT73yC1ZidKr34bQ3QkbkufJ6VOH263H1M4zZGUwunUBlz/+QKnKP0jcaNXEMmtR5FaqycYnGz+lGlpiuUrYMYPilKusGg+Ra4HhVXBdl6bGAtq27ZtVKpUyRxoA6xYsYJTp07RsmVLhg8fzubNm5k9ezazZs1i9OjRdhnHPUsptIQrKM9y5t88TZsjgytbt7EvsyLR2MaYisF0EQgsYLB9UL/ANqifv3lp2wbq1oHDR2D2T4rXX8n7cUop5qeX++vTWyt6H2FaqG4dPe//xEl47AlFp46KXj01aoUV79dlT6dOKxYt1j8RSG9tYPdg2hJVq2i8+ILGc8MUW7fBipWKHTvhwEE4cFDx5VfQqYOiRzeN0FDHB2Uiu+07FO+9r0i4qf9SP+FDjdCQkv19cnLS8PUFX1/nO37pzz04j4/XF56io7OulJtWzzMCdoiN1dNeEhJgxUrYsEnxzNPQt7f9V7uNFRqROGgJrlsn47JnNi5HFuur3A99QFrVNnZ7XsOFvXoZv4t7AVClvElu8R9SGj4BzqXs8pz79iu+nJLx6Xv9ekWzwaZVwbY9NzFeunSJWrWyJnOuW7cOg8HAxIkTKV++PG3atGHz5s1s2rRJgm0bc930Ma57Z2P0CSalTm9Saz/KiZN6rb8aBdwcCRkr21euZnzyUdgMN06jpSWjXNxR3pWsPo/RqDhwQP93o4b5e4ymaTz/HIx8WbH8dxjQT1GpUu5zsG+/HpiWLq3X1i7uNE1jzJvw0UTFqdPwx0r4Y6UiNEQPujt1RMoCkp43u12vQLNnb8btNWpAv94anTsVvdViFxeNB+6HB+7XuHpVsfJP+GOVvgq/7HdY9ruiRg3o3hW6dIYyZYrW+O9FSil+m6+XKzUaoV5d+PD9QliBLYacnDLSRKpWufPe7PNlNOq57idO6hvDI47B1G/06/5LI6FlCzvPsUtpkh94S1/l/vNtDLFncVs8jJR6/bl9/5tQytNmT2W4/i+uW77E+eR6AJRzaVIaPUVys2F2yxm/fEXxzTTF+g36156eMHyovhG/KFakKXJteWJjYylzxxbhffv2ERISQvnyGQWeQ0ND+eeffwp7eCWa0/HVuO6dDYAh5iyltkzGdctXdEhtxZmKvahevRNQsCLzZcvqC+a3b+u/+duwH1K+mSuRlA0FzWD1eSIjITZOD4RDQ/L/uIYNNFq20PMiv/9R8d67uV8YTKvaD3cpOcFJWKjG7Jlw6DAsW65YvxGOHYePP1VM/Ra6dFY82lOjRvWS8XotER+v+GMVLFqSkSpiMEC7ttCvT/EptxcYqDFkMAweBHv36avdmzfDyZMweYrim2lwfzt9U2WTxkXvI997we3bikmfK/5crX/dvSu89orm8GZjJYXBoFGmDDRuBNO/hZV/6huKz56D0W8p2rRWjBqh5bnYYgvGik1IHLwE13++xHXfT7gcWoBT5D/c7vIhacGtCnRuLf4Srlun4nx0aXoZPydS6/YhueWLKK9yNnoFWd2+rcypardv69fHnt1h2FANH5+i+94tcsF22bJluXo1o1TFv//+S3R0NN27Z13Wc/QPnIMHDzJlyhT2799PSkoKNWvW5Omnn6ZHjx4OHZe1tJizlF4zDoDkxk9jLBumf/R0fhehzluZ2GQrKVFesK4rKQ2ewFjWgugyE1dXDT8/RVSUnrftmGA7HCh4fe39B/W/69S2/GPB/wzT2L5Dse4veHKg4r4c8r3Pn1ds2ar/+7G+RfciYg1N06hfD+rX0zfbrVqtB97nL8DipXpecr26+mp3+wcKnr5U1J2O1FNF/lyTkSri5aXXI+/zqEb58sXz9RsMGk2bQNMmGnFxevnK3/9QnDgJf62Hv9YrgsqnlxB8WO826iiJiYrLV/QUt8tX4PJl/evoaGjeTGNA/8Lb7GZv168r3n5XcTRcrwQyaqRG396O/7laUhkMGt27Qvv74cc5ioWL9E3FO3cpBvRXDB6k2bcjsIs7yQ++ra9yr3kHQ+x53BYOJaXBQG63Gw2uHpad71YMrjtn4LL/Z7S0ZABSa3bmdttXUH7V7fAC9E9hNm6Cqd8qcxpqwwbw8kgtx5+fRU2+gu2xY8eiaRqvvfYaAQEBFnWO1DSNjz76KN/H16pVi02bNhEeHk6tWrWYNWsWmqbx4INZa0aeOXOGwMDAfJ/Xlnbs2MGzzz6Li4sL3bp1w8vLizVr1jB69GguXLjA888/75BxWS01mdJ/vIaWnEBahcYkt3sdnFxIrdOL5CtnWDh+Gd0rLaOC+0U4OA/n8N+5+cJWq3OwygXqmy6vXNUbZBQ208p2WtmC1Z7bf0BfdW7U0PL/6Pfdp9Gpox5sf/e94tOPs59j4WK9E2WrlhAcXPQvJtby8dF4fAAM6A979upB99//6Cvfhw4rJk+Frg/rq92V7bwKVJhMJdYWLtJrtJtUrwb9+xbNVJGCKFNGo28f6NNb/yRjxUo9+L50Gb6fqZg5C5o301e727S2bWCrlL7p7crl9ED6iv4xdOav4+Nzf/zefYo1a+HN0cW39KZJeIRi7DjF9ev6L3Tvj9do1rR4v6biwtNTY9QIjR7dFF9NVezcBT//An+uUbzwnF6xyp6/8BgrNyfxqaW4/v0Zrgd+xeXAb/oq90Mfkla5+d1PkHKLtM0/47H5K7Tb+n+YtIpN9TJ+FRrabdwnTym+/Eqxb7/+dWAgvPi8RocHi88viJpSd08lDwsLQ9M0Vq5cSbVq1QgLy/+mMk3TCA8Pz/fxBw4c4PHHHwfAy8uL2NhYatWqxaJFizAY9I/8o6KiaNeuHd26dWPSpEn5PrctpKam8sgjj3D58mXmzZtH7dq1AUhISGDgwIGcPn2aP/74g6pVq+b4+Ojo6EIbq6+vb76ez3X9h7ju/xlV2pvEp5Zk6eJ0NFzx3AsKXx8jf0zehdvS/6ClpXDz2bVW5zu/+56RDRv15i+OKGXnPq0dhsTrJD7+G8agBubb8ztfoP/wfrSP4kY0TJ2s0bCB5a/jwgXFE4MVaWkw5UstS9AeH6/o019xKwm++LRo/jC0ZL4sdf26YsVKWL5CkemDLpo2gV49Ndq2KYL1bvPB19eXs2dvsPJPPVXkot7EFINB3zzbr49Go4bF5wdIQSUlKTZu1ksI7j+QcbuPDzz8EDzxuDd+vnlEweky1xa/kimYNn195WrGJwZ58fTUewGUL6//Xa6chpMB5szVN8BpGvR+FP4zXMPDo2h+j/L6f7l6jeLjSYrkFKhaFSZ+YP80hqLOntexvCil2LJN7yxsug7Uqwsvj9IIC7X/98Tp7HZKrXnH3Ek5ueEgktu9Ci7u2Q82puJ8eDGu277GcFO/IKcFhJDc9jXSqt1vlzJ+AHFxiu9nKpYu1yvBuLrCk4/Dk49rRWohwtfX967H5Gtle86cOQBUqFAhy9f20KBBA7755ht++OEHbty4wQMPPMBrr71mDrQBfv/9dzw8PGjXrp3dxpGb7du3c/bsWfr06WMOtAE8PT0ZMWIEr776KosXL+a1114r9LFZw+n4Glz3/wxA0sMTs7VLPZG+w7dGDQPGKq1Q7gFo8ZfQEqOsDrYzGtsUfq1t7eZ1DInXUWgF6lp17jzciAZXF6hlZUGTihU1evZQLFkK06Yrpn2dEWT9sQpuJUG1qnqAea8JCNBzfp96Erbv0Fe7t+2A3Xtg9x69nnP3booe3bVi07o+8oxiyjcJLF+u/xIFenDXszv0flQjKKh4vA5bKl1a4+GH4OGHNM6dTy8h+KdeQvC3+fDb/Fjq1oHuXTXq1YWr10zBtEpP9dC/vnotf81V/P30Ki6Zg+nMwXVuAXSXh+Drb/VNn4uX6o19Xn8V2rYpHt+ztDTFdzMUv/ymf92mNfzfO0X3F4Z7gaZptG0NzZrA/IUw5ye9Zv3w5xXduyqeG6bh62u/709acEsSBy+n1OZJuBych+v+n3E+vZmkLh9irNRUP0gpnE6so9Q/X2CIPq3f5lOJpJYjSQ3rbpcyfqDXy16+Qv/EKy5Ov639/fDiC8X3OpmvYLt58+Z5fm1r7du3p3379rneP2TIEIYMGWLXMeRm586dALRt2zbbfW3atMlyTE6uR+n5ypl5eUGFII3btxWRZ7I/xlSC6ezZjB/SJkHl9Y9no2OyrgDq96VRpox+oTUFzZnV9DuPx5p3OHezMtH3DSIl9QE4rn/QUTYA/Pw0jh7Vv/bzg2PHFaUSm+Ief4SgxBsAHP9XZSuzU7WKnmN7+bIiNi7rfX6+GY1tTvyrn9PE2RnzpriTp/Ti9JlVrqTX9712TV9Rzsy7DJQvn/McalpGDeyzB85CTC2MZSqQdNoNUAQFQRkvjetRRk6cyPpiPD30oDg1VXHyVMbtm/7Wj6tVS3+t584rEhOzPm9gIPj66Lmqly5nvc+ttJ4a8vRTGn+sVBw5CvMWKBo11L9fCxbqxz3UCY7/C5lruPr7Q4C/xs2beo5zZi4uUL2a/lpPnFTZAhDTHF69qoiOuWMOvaF8OY2kJMWZs1nvM2iY8+JORyqSk6FMmVTi4vRxVQjSO2JGRekrjFnm0BMqVtBISdErkNzpvpp6TuPZc4pbt7LeVy4Q2rTWqFMbjhxVbP4b/v5HD8Zm/wQ/zVXUqa3w84WgIP3/Q1CQ3vGtZg0NFxeNCxf1qgCZBfiDv79GfLzi4h01q11doVrV9LKX/yqMd7y/qwTrQeLlK3ozjMx8ffTNgYmJinPn9YoEhw7BuvVwNBxAb1NcsQJ07AAtW+jvn7h4KFNG4eGhFeo1wt0dKlfScr1G1Kiuf4Jw4YJeFi4z0zUiLj573e9SpfSSgGDZNeLB9hqP9lScPKWxdJn+MfvhI3D4yN1reRkM+piCgvSVcS9P/f+Kn5/+/a5aBYKDDTnOYVpaRqAdeUbfeJVZUBC8PcZAq5ZGvpoK167DmHcUTRophg2DenUM2a4RJjVr6NURrL1GQNbr5J1zePGSypICU6ZMKi4uynyNOH5cMf0HPS0L9H0Ab7ymYTBodr9GZGbPa4SPj0ZMjMrWmdjNDYIraxiNylzCNjNT3whHXiMAmjfTX+PiJbB1O/z+B6xbr3i0h6LDgxnVNSpVxMbXCHcIHk/F8o8QuG0sMVfjuTx9Aqlh3TBWbIzzgd/witlHFc+zpLr6cSR4DG6N+xGfmAQnAJTNrxEREYpf52fUMa9cCQY8BrXC9OtkXLx+vS9bNuscmhRGHHHnNaJli+zzfad8pZGIDC+99BKrV69m0aJF1K1bN9v9LVu2RNM0tm3bluPjp35zk2+/y/rTsHtXVz6e4MWZs2l07RGT7TFHDuhV+p94KpYDB7O+cyZ+6EmP7qX45bckPpyQ9Z3eupULM6aVISHBSIs22T8m2/D0c/hGb+Hlgz+zKbJRlvveeN2dIYPd6P5oNKcjjVnuC/M+yoIvzmFo8gQNm0aRkpL1vMsWeVOzpjP/914Ci5Zk/ak1bGhpGtR3YdQr2T8aLhdoYP1a/eOYDp2juXI16/P++H0Zmjdz4YvJN/l+ZtY57Nu7FO+/58mJE6k82jfr1c3FBfbv1uewb7d/iTjvl+X+zyd50uWhUsyac4tJn2X9adj+ARe+/qoMN24Yafdg9jkcOqQ0r7/qwfDn49i6LetEvDPWgycGlub3FbcZ807WK3mD+s788pM3AHUa3HHVTOfrq9GyhQur/sz6U2vE8268+II7/2xJ5j8jss5j5coG/lyhz2Hb9jeIjs7633vunDI0bODCx5NuMufnrHM4cEAp3n3bk6PhqfQfmHUOPTw0dm7V561n7xhOnsr6E3rKZC86tHdlxg+3+PKrrHP4UGdXvvjUi8tX0uj4UEy217lvlx+urhpDno1l1+6s7+//jvegX5/SLFycxPj/Zn1/e3npPwhzU7OGgdBQZyKOpXLyZNb30isvuTP8WTfWb0xm1MtZ57BGdSeWL/EBoHnrG9y8mfU5FvzmTe1azvzvowR+m5f1/T14UGneesODrduSGf589vd4xwddeOJxN977XwLnzmUd03ffeNG2jStff5vIN9OyRhSOukb8vcEXPz8DL74Ux8ZNWd/fpmvE6jW3ee2NrO/vWmFOLJznA2DVNeLVlz3YuSuFZ4Zl/W3dyQlatnChQpCBVX/ezvbD3RbXiH4DYgiPyPr+zusa4eQE4972oEN7Fx7oGMOddmzxxdPTYPNrxMrffagS7MRbY+NZsTLna8SixUn83x3/b+6la0Szps7M+sGb5GRFo2Y3sp33rzU+lC/nxKuj41mzNusc2vsasf9ACk8Ozvr+9vXV+OoLLyZ8fJOj4dk/qrHnNaJ7p9vM/e/vTFj5cJb7WgVu47u3jpDY8HladrwjcsV+1wgPD3h5lDvh4WksWZb/a0RhxBF3XiNMc5sXCbYtNHToULZs2cKaNWuoUiVbsU06derE5cuXOXz4cI6P//fEjUJbtSob4Mml3ybgom5xq/IDlK5WC0rpZRVdds+k1sUvcXb34Hin5SRQ9o7H6qtDXbrpKwn/HQ+VKmq4bpuKR+SfVHykFynNh1u1sh0dA0OHK8p4wRefZXwkVBi/kV78aRJp/24jueETpNbtq89h+sp2mtGbEydisjw2p5VtpRRvvKW/js8+gRbNDQVatdq3z8hb70BiIgwdApv/1tN3nn4KunXVsm3cKjor22WIS/+Mz1GrVgZNX/Xct1/faHfpMly9mntKgabp7+3gYAi5T/8eubvpaQSmlc2CrFrdvKm3MV+1CpJuZ4zz/rbQqSN0fcSf6OhoTp1W2X642H7VSlecVraBLKtWsXEZ7zFwzKoVZFwjbtxQXLuu33b2nGL2T3oJUNCbaTzWj2wfcxf+ynYZXFziOHkS/u89xc1EfTV11ItQpYpWqNeIzIrqynZgoB+Hj9xw6Mq2iZOT/olcWppi9k+K+Qsxj6tRA3hpFNxX02DXa0TUvr247JiGdiuGtPs64dKsL5VCA8zXiMzXfSj4NSIpSTHla73kaWqq/n/xgfth1AgoV85w12tE0VjZzrqAlxMJti1U0GC7MDdipMXdxvv7hlluu+kZgmul+3CJ+AOAW72+Ja16+xwff+GiYsATChcXWLtK717ouvlTXHf/QHLjp0luP8aqccXGKro9qr/t/lqtFWpZN7fZPXCKOpHj687vRpmLlxSPPa5wcoI/V2g2acLyy296gX4vL70qgrMzLJyn5audu6M4amPR3aSm6j8cz5yBM2f1Hy6R6f++eTP3x/n56kF4lWA9KNH/1jvq5VUH2mjUa6YvXKynPZhUrapveOzSOaNRT1Gds6KqqM9XWppi0RKY8b0ewLi4wFNPagx6AofVq/bx8WHa9Gi+mSaNavKjKL/H4uMVP85WLFqsd6N0cYGBA+CpJ+xcKjD1NqQkglv2jX+2mi+l9IWJr+8s5TdK476axeu9arMNkiKDp6fedSk+lzpRCQkJeHl5FeaQchVQpTxba/1A3I41VNV2UcPrFB4JxyHiOADJTYfmGmhDxubIqlUyKj8od/3jEi0x+0dy+VWmjL5qcysJrl2DStY3cbRM6m0MN/RlE2NZ69u079+v/10rzHbdDvv2hgULMa+adexAkQ60izJnZ43gyhBcGfQt1OnvXaWIugFnz0LkmYwg/OxZfYPdjWj9j14VI2MNonRpCA5WevAdnB6EB4OvH6xdB4sWKy6kVxPQNGjbGvr20Zu13CtVRe5VTk4aj/XTP7n47Eu96+fMWXpXuzdH63XkC9Pt24q3373J8t/19680qinevLw0Xhqp0aO7Xipw12746WdY9adixPPQuaOdrjHOpezWXh30T1QmT7mjlN8LGh3al9xrpgTbFjKV9Dtz5ky2nO3Y2Fiio6Np1KhRDo90jFqPtIZHWnP8X8WEJdeJPbSb+t57SDa6Uqvzy9TJ47GmzYI1M7VpV+76xyXarZzzjPND0zTKldMDnctXCi/YNkSdQFNpqNLeKE/ru1vtP6jPS8MGdznQAqVKaQwdondRBBxSErGk0zSNAH/94+HGjSBzJZzERMXZs/rqd+TZ9H+f0avOJCXB8eP6n8xBeGaeHtC9G/TupVGxgnzv7jXly2t8MgHWb4TJX+nXthGjFL16Kp5/TsPT0/7viYxGNbelUU0JU62qxueT4J8t8NXXekrG+x/olaxeeSkjRaSoi41VfP+jYlkRL+VnDxJsW6hZs2Z89913/PPPP3Tr1i3LfVu2bAHsX63FGiH3aYS8WZa4uIeZ8HEX/t4CHRbD+/Vyf4xpZTvzRzq2WNkG/TfZyDNky7GzJ8O1CCC9mU0BfgCZ6gE3sKK2dl4eeVivWOHjW3wuniWFu7tGWBjoLQQy5j41Va+BeybzavhZfTX85k39U59+fTQe6ox9P9YVRZ6maXR8EJo1hW+nKX7/A5Yuh3+2Kl59GR5oZ7/3R+ZGNWXKaLw/Xu/aKUoOTdNo11avXDJvAcz5WS8VOOw/iu7d0ksFFtF25TmW8ntAb0xTXEv5WcqqYDshPWPflFJREGPHjqVJkyb069cPgIsXL+Lu7o6PI/p450OrVq2oXLkyK1asYPDgwdSqpXchTEhI4JtvvsHZ2ZnevXs7eJS5K1NG49mh8PcWxaZNeq3r3Fokm4LtmjUzbjOvbCdav7INeq1bwJyrlR//bFEEB+sbXqxh6hxZkDbtV6/qwZfBAPWzF6MpEGdnjbfeuDcuPMWFs7Omv+eCoV1byJySkpCgb+ySlUORWRkv/f9x506KSZ8rzp2Dd95VtGureO1ljbJlbft+ubNRzbdTvfHyjLvr40TxVKqUxuBBetOnb6frXVh/XwEbNiiGPgN9ehWthl979+kpI6YCA9WrwSsvaTRuVHTGWBgMdz8ku6ZNm/Lss8/aZABLlixhz56MXsUdO3bkk08+scm57cHZ2ZkPPvgApRRPPPEE7777Lh9//DGPPvoo//77LyNHjqRatWqOHmaeatbQaNxI33CxeEnOH4snJGTsHs6SRuKWvrJ9KxqUMYdH5o8pwNcb29zdkaOKMe8o3nhLYe2eXqf0le0C5Wsf1P8OuS/3Bhii5NM0DS8vTQJtkavGjTRmfa/x9FN6lYm//4Enn1YsXqow3lm+wgppaYpvphn530d6oN2mNXz3tUZwZfs0GhFFS2CgxvhxBr7+SiPkPki4qXejHDJMsWu34+teXL6sGDfeyEuv6oG2lxe8+rLGzBn3XqANVgbbXl5eVLJRoq2zszPJmWoEKWV9MFVYWrZsyS+//EKTJk1YtWoVv/zyCz4+PkyaNIkXXnjB0cPLF1NO8PIVcOtW9vk2/RYaWFZfDTdR7vquW82YCknWr56UL6//ffly3seZHDyk/33hIoRHWPGESpnTSAqysr3/gD5XDWyYry2EKJlKldIY/qyBH2fojZkSE+HzLxUjRilOnbb+51x8vOKttzM6Qj41CCZ8IB0h70UN6mvMmKbxxusaPt56KcpXRyveftfIxUuFH0slJSl++NHIE4MVGzfpnwL3ehR++1mjb2+tSK26Fyar0khq1arFuXPnbDKAoKAgdu/ezYULF6hYsaJNzlkY6tevz/fff+/oYVitVUu9i92Fi7B6jf6fIbMT6TVJM6eQAODkiipVBu12HNqtGyg3H6uev1yg/nd+c7YjjmVcNP7aoKhdy7L/sFr8RbTb8SiDC0b/Gnd/QC5MlUga2ThfWwhRclWvrvHNFD2H+7sZisNH9F4Dg55QPPWkZeVPz55TjHlbcfacXqt47JsanTrK9ehe5uSk8WgPeLC9Xg1nyRK9X8P27YrHByoGPWGbErV5KUml/OzBqpXt4cOHc+jQIf78888CD6B79+5cuXKFTp06mfOfly5dSq1ate76p3bt2gV+/nuVk5NGv776f4AFi7J/rHniZPZKJCYqvfZmQfK2TTnbV6+Qr08yjh3L+PeGjVj8Maw5X9uvOji5WvRYkxs39B9wmgb161t1CiHEPcrJSV/Z+3mWRts2egOPWXPgmWHK/InZ3ezYqXjuef06FFgWvpkigbbIUMZL45VRBn78QS89mpwCs3+CJwcr1v1lv6yBEycVo15R/N97eqAdGAj/Ha8x5UsJtE2sWtkuXbo0/fv359VXX2XZsmV06NCBoKAgSpXKuS5js2bNcj3XqFGjKFOmDH/99ReXL1/m/PnzlC5dOl9FwkXBdHsEvp+pV1rYuQtatsi4L2NzZPb/KMrdH2LOFKgiSdkAPWhNToGYGMjr2x0fn9EpsXRpvUPg0XCom1fdwjvYJIUkPV+7enX9oiaEEJYKDNSY8AFs2gxfTNYD55EvK3p0U7zwvJbjtUUpxbwFSKMakS/Vq2l8+Rls/gemfq13J33vf4oly+DlURmdEAsqNlYxY6Zi+e/3Xik/S1kVbD/11FNomqZ/bLBhAxs3bszz+PDw8FzvMxgMPPPMMzzzzDMAhIWF8fDDDzNhwgRrhiYs4O6u0b2rfhGfv1DRsoX+nyNza/IcV7ZtUJHExUUjwF9vfXzlSt7B9vF/9b+DgvQKIKvXwvoNirp18v+f2clciaQgzWz0VYFGkq8thCgATdNo/wA0aQzTpiuW/Q6//wFbtipeeRkefCCjys3t23pVkz9X64+VRjUiPzRN44F20LI5/DoPfpqrOHAQnn1O0bO7YvizGj5WlgpMTdXfs9/PVJj6+7V/AEa+oFG+vLwvc2JVsN2rVy+77cLv3bs3TZo0scu5RXZ9+2gsWKS3mT4dqahWVeP8BUhO1leRK1bI/hhTrW1DAWttlyund0y8fMVU3zhnEekpJGGh8OCDGqvXKjZshJEjVJ5ttDMzXE1f2Q60Ptg+kL6y3VDytYUQNuDlpW9se6iz4pNPFWfOwv+9p2jdCl5/FZwMpDeqQRrVCKuUKqUxZLDex+GbaYq/1sOy3/W9T8OGQq+elpUK3LEzhQ8nZCzI1aiu52XfixVGLGFVsD1x4kRbj8NMVrQLV4UgjbZtFJv/hoWLFG+8rpk3R9aorucZ3km5FbyLJOibJA8fufsmSdPmyNAQjeZNwcNDD9IPHYYG+cmdTklCi9U39BoDQqwaa2xsxsVFKpEIIWypQX2NH7/XVx9/mgtbt8G+/Qp3N4i6oZdN+997mjSqEVYrF6jx3//T6P2o4suvFCdOwpdf6d0cXx519yZIly8rpn6r2LhJr0Lm5QXDhuobM+/VCiOWKLIdJFNSUli7di179uzh6tWraJpG2bJladKkCZ07d8bFxcXRQywx+vfV2Py34s818J/hKs/NkZC5i2R0gZ43o7GNInPXvjsdO67/HRYKrq4a7drqH6lu2KhoUP/u/8kNsWfRUKhSZcy/KFjKtKpdtQpFtkuXEKL4cnXVePYZjY4d9CY1hw7DrVt6o5qPP9SoWFGuO6LgGjbQ+GG63ghnxg+K05HwyuuKB+5XjHwhe0fHpCTF3F8Vc3/VP/E2GODRnjDsGQ1vb3lP5leBg+3U1FQiIiKyBMRhYWE4O1t/6j179jB69GguX76cbffsL7/8QlBQEJ9++imNGzcu6PAFenme+2rCvyf0utt5bY4EG3aRDNQAlefKdlyc3rERICR9UbpDe40/V+tlhka9qHJcfc9Mi44EwOhb1eo27aZqAQ1lVVsIYUdVq2h8/RWsWg3nzumlAaV+trAlJyeNXo9ChwfTSwUu1TfsbtuueCK9VGCpUrB+o17K72r6z+iGDeD/xnkTWDbekcMvlqyOiJOTk/nqq6/47bffuHnzZpb7PDw8GDhwIKNGjcq1QkluTp8+zfDhw0lMTKROnTr07NnTXH/74sWLLF++nMOHDzN8+HAWLVpE1apVrX0JIp2maTzWDz6cqFi0WJGWpt9+15XtWwXM2c5HYxvTqnbFChkVQJo11dtkR0XpqSR3C4AN0WcAMPpWsXqs+yVfWwhRSAwGjW6PQF6f+AlRUGXKaLzykkaP7npL9b379HKUK1cpypfPaCZXrhy8+ILGgw+An58z0QX7UPueZFWwnZyczNNPP83+9A4foaGhWQLiiIgIfvjhB/bs2cPs2bNxdc1/XeNp06aRmJjI2LFjefrpp7PdP3jwYObMmcNHH33EtGnT7Jo/fi/p2AG++U7PhTapUT3nY402W9nW/85rZTvz5kgTFxeN+9spVq7SN3ncLQA2ZF7ZtkJCgjLnscvKthBCiJKkRnWNyZ/rq9tTv1FcvgJXr0kpP1uyKtieNWsW+/bto0mTJowfP56QkKybzo4fP87//vc/du/ezaxZs3juuefyfe5t27ZRu3btHANtk8GDB7N06VK2bt1qzfBFDlxdNXo/qn+kBFCpol4aMCfmle2kWEhLASfr8udNOdsxMXp5q5y6qB0zbY4MzXpfh/YaK1fp7WBfGZV3Kokp2FZWBtsHD+k1RCtVhIAAueAIIYQoWUzlKFu1hPkL9b1Ug56QUn62YlUHyRUrVuDn58f06dOzBdoAISEhTJs2DV9fX37//XeLzn3jxg2qVat21+OqVatGtHyWYVO9eoJp32luKSQAlPZGafpbR7tl/ffAyxPc3PR/57a6ndPKNkDTJvpu6OjojM2LudEKuLK9d5/kawshhCj5SpXSeOpJjdGvGSTQtiGrgu2zZ8/SvHlzPDw8cj3Gw8OD5s2bc+7cOYvO7ePjQ2Rk5F2Pi4yMxNvb26Jzi7z5+Wk8/JD+7/r18vhPphkylf+zPm9b0zTKmyuSZL8/Okb/OAsg5L6s9zk76wX7QW9wk6ukWAzpYzT6WJ6zfeqU3nULoFkzufAIIYQQwjJWBdtOTk4kJSXd9bikpCScnJwsOneLFi04evQo8+fPz/WY+fPnc+TIEVq2bGnRucXdvfKSxscfafTulfdxNqtIkkewfSx9VbtyZfD0zB7odnhQv23jZr2jVU7MmyM9AsE1918Oc5KUpPi/9xW3b0PzZnpXNyGEEEIIS1iVsx0SEsL27ds5d+4clStXzvGYc+fOsX37dmrXrm3RuUeMGMFff/3F+PHj+f333+nRowcVK1ZE0zTOnz/P77//zu7du3Fzc+OFF16wZvgiD6VKabRpfffjMoLtAlYkMW+SzF5rO3N97Zw0bgTeZfSc73379SoldyrI5sgvv1JERoK/P7z7tpbvbpVCCCGEECZWBdsDBgxgzJgxDB48mJdeeolu3bqZK44kJyezYsUKpkyZwu3btxk4cKBF565Rowbffvsto0ePZteuXezevTvL/UopAgICmDRpEjVq5JVYLOzJnEZS4JXt9FrbOaxsmzpHhoXmHOQ6O2s88IBi+e+wfqOiWdPsx1m7OXLNOsWKlXpZ7vHjNHx9JdAWQgghhOWsCrZ79erF3r17mT9/Pm+//TbvvPMO/v7+aJrG9evXUUqhlGLAgAH07NnT4vO3atWKdevWsWrVKnbv3s3V9IrqgYGBNG3alEceeQQ308464RAZXSRttbKd/T5TGkloHh3WO7TXWP67YvNmeP0Vla1trBYTCVi2sn3uvGLSZ3qgP2QwNG4kgbYQQgghrGN1U5v333+fNm3a8NNPP3HgwAGuXbsGgIuLCw0bNmTQoEF06dLF6oG5ubnRp08f+vTpY/U5hP3YKme7fC6NbW7cUFy9pq8s37k5MrOGDcDHR08l2btPz63OzNI0ktu3Ff/3nuLWLf3cQwZLoC2EEEII61kVbEdERGAwGOjSpQtdunQhNTWVmJgYQK8mUpBW7aJ4sEU1EshY2b56DYxGZc6LNuVrVwnOvd436Kkk7e9XLF2uN7hpnrliiFKZukdWzdd4vpmm+PcE+Hjr6SN3awUvhBBCCJEXq6qR9OrVi//973/mr52dnQkICCAgIEAC7XuErdJIAgLAYICUFLK0gDXV1w7NZXNkZqaqJJv/hpSUjKok2s1raCmJKM0J5V3xrudZ99dtFi3R//3O2xply0qgLYQQQoiCsSoy9vb2JjAw0NZjEcWIrdJInJ01Avz1lJErV/XKH5CxOTI05O4Bb4P64OcLN6Lh3fcUYaFQtQrUcjtNDdADbSfXPM9x6ZLi3fE3AXhiILRqIYG2EEIIIQrOqmC7YcOGHD9+3NZjEcWIeWW7AB0kTcqV09NILl+B2rX02+5W9i8zJyeNzp0V8+bDP1vgny16oN63ymnebQB7zlTlx7FGygaAs7O+ku7klPXPlq0QFw91asNzwyTQFkIIIYRtWBVsv/jiizzxxBPMnDmToUOH2npMohgwB9spiZCSCC7uVp+rXDk4dDijsc3164rr1/Wg+L6a+TvHf4ZpNGoApyPhzFnFmbNQ0zUSgGPXq7D1yN3PUcZL4713yVbRRAghhBDCWlYF26dOnaJnz55MmjSJZcuW0b59eypUqECpUqVyPL5Xr14FGaMoilzcUU6l0NJuoyVGo7wLEGzf0dgmItPmSDe3/AW+rq4abdtA2zZgao5TeskZOA0tHqnGa501YmL0TZhpaeh/jJj/rYzQt48XQUEJVr8OIYQQQog7WRVsjxkzBk3TUEpx7Ngxjh07hqZlD4qUUmiaJsF2SaRpKHc/tPhLaIlR+dqAmJs7G9scMzezKdgQDek1tivVr0afYNP7M/fg3dfXJcsmTSGEEEKIgrI6jSSn4NoWatWqRe/evfnoo4/yPG7cuHEsXryYo0eP2mUc4u6Uuz/EX0K7VcAukqaVbXOwrf+dW+fIfElLQYs9D1jXql0IIYQQwhasCrZHjRpl63GYmbpP5vdY4TgZFUkKVv7P1NjmyhX9e2pJ2b/caHEX0IypKGc3lKdUzhFCCCGEY1hVZ7t58+YMGjTI1mOxSHx8PK6ueZdzE/Zl65btsXFw7rxews/Jgs2ROcnoHFkFNKve5kIIIYQQBWbVynZqairlypWz2SAuXryY5evExMRst5mkpaVx6tQptmzZQnBwsM3GICxn7iJZwFrbnp4aHh6Kmzf1xjQAVatBqVLWp5FY2qZdCCGEEMIerAq277vvPq5evWqzQXTo0CFLDviaNWtYs2ZNno9RStG/f3+bjUFYzlYr26Cvbp86DZv+ttHmyPRgW/lWKeDIhBBCCCGsZ1WwPWjQIN566y12795N06ZNCzyIZs2amf+9a9cu/P39qVatWo7Hurq6EhgYSIcOHejcuXOBn1tYT7n7AhR4gyTotbZPnYbwcP3rAm2OBLToM4CsbAshhBDCsawKtps0aUK/fv0YNmwY/fr1o0OHDgQFBeVaZ7tChQp5nu+nn34y/zssLIx27doxYcIEa4YmCpFys+HK9h1ZSaEhBTufOY3Ep2rBTiSEEEIIUQBWBdumtA+lFHPnzmXu3Lm5HqtpmkXl+f766y/c3a1vkCIKT0Y1EhusbAfqtbZBb59eo3oBTpaSiCHhMiAr20IIIYRwLKuC7cxpH7ZWsaL1zVFE4TLnbN+K1lswFqDqR+aV7RrVC7g5MuasPr7SPuDmY/V5hBBCCCEKyqpgO3Pah73s2LGDXbt2ce3aNZKTk3M8RtO0uza/EfZjrkZiTIWkuAIFtuUylcIuaAqJJpVIhBBCCFFEWBVs21N8fDwjRoxg9+7dd21aI8G2gzm7okp5od2OR7t1A1WQYDvTynZoATdHStk/IYQQQhQVNgm2IyMjiY6OxsfHJ9cqIvk1adIkdu3aRZUqVXj88cepWrWq5HAXYcrNTw+2E6NQftYnWgf467naaWkQZqvNkRJsCyGEEMLBrA62k5KSmDJlCgsXLiQuLg6AXr16mauILFq0iJ9//pmPPvqIWrVq5fu869evJyAggHnz5uHj42Pt8EQhUe7+EHMGLTG6QOdxdtZ45mm4dFkRIsG2EEIIIUoIq3a0JSYmMmjQIGbOnImLiwsPPPBAtpSPZs2aER4ezsqVKy06d3x8PI0aNZJAu5gwVySxQa3tIYM1xr5pwGCwTRqJkmBbCCGEEA5mVbA9Y8YMDh8+TP/+/Vm/fj3Tpk3LdkxwcDDVq1dn69atFp27SpUq3LhR8LrNonDYsoukTdyKRkuKBcDoE+zgwQghhBDiXmdVsL1y5UoqVqzI+PHjcXV1zfW4ChUqcOXKFYvO/dRTT3Hw4EGOHTtmzdBEITNXJLFBrW1bMKeQeAWBi5tjByOEEEKIe55VwfalS5eoU6cOTk5OeR7n6elJbGysRefu378/gwcPZvjw4SxevNjiYF0ULtPKtqGIrGwbzG3aqzh4JEIIIYQQVm6QdHNzIzr67hvizp8/b3HutWkzpVKKd955J89jLe1OKWzPll0kbUHytYUQQghRlFgVbNetW5c9e/Zw6dIlgoKCcjzm33//JTw8nI4dO1p07tzOJ4qmjC6SRWVlOxKQSiRCCCGEKBqsCraffPJJtmzZwsiRI/n888+pUiXrR/YXLlzgrbfewmg08uSTT1p07vXr11szpEKza9cu1q9fz+HDhzl69CgJCQn07t2biRMnOnpoDqHcfIGis7Jt7h7pU9Wh4xBCCCGEACuD7Q4dOjBkyBBmzZrFww8/TI0aNdA0jS1bttCnTx+OHz9Oamoqw4cPp0WLFrYes0MtWrSIJUuW4ObmRlBQEAkJCY4ekkMZTSvbSbGQlgJOLo4bjDJiiDHlbFd13DiEEEIIIdJZ3dRmzJgx1K9fn++++85cOeTq1atcvXqVatWq8cILL9CzZ88CDzA5OZmYmBhcXV2LRO3tJ598kmeffZbq1atz6NAhBgwY4OghOVZpb5RmQFNGtFvRKM9Ahw1FS7iClpqEMjijvCs6bBxCCCGEECYFatfetWtXunbtyo0bN7hw4QJGo5Hy5ctTrly5Ag/sl19+Yd68efz7778opbJ0p1y5ciUrV65k9OjRVK1atcDPZYl69eoV6vMVeQYnlJsvWmIU2q0bDg22zZsjvSuDoUBvbSGEEEIIm7BJROLn54efn58tTkVqaiojR45k06ZNuLi4UKNGDf79998sx9SoUYN169ZRu3ZtRowYYZPnFdZTbn6QGOXwvG1NNkcKIYQQooixqs62Pc2ZM4eNGzfSvn17NmzYwO+//57tmNDQUCpVqsTmzZsdMEJxp6LSRVIqkQghhBCiqClyn7UvXbqUsmXL8sUXX1C6dOlcj6tcuTInT54sxJHZhre3NwZD4f2O4+vra/fnSPUpjzoH7tzCqRCeL9dxJFxAAW4Va+Nh5TgKY75KEpkvy8mcWUbmy3IyZ5aR+bKMzJflilywfebMGdq1a5dnoA36Nzs/jXVy0qJFC2JiYvJ9/Jw5c2xWVcXSjpoFUZA5soSrsxeuQNL18yQXwvPlxv3qvxiAhFKBpFkxjsKar5JC5styMmeWkfmynMyZZWS+LCPzlV1+fvkocsG2q6sriYmJdz3u4sWLeHl5WfUc3bt35+bNm/k+PiAgwKrnuVeYu0g6srFNWjJa7AVA0kiEEEIIUXQUuWA7JCSEQ4cOER0dnetvCxcvXuTo0aO0bNnSqud49913CzJEcQflZmrZ7rhgW4u9gKbSUC7uKI+yDhuHEEIIIURmRW6DZL9+/YiPj+eNN97IMeXi5s2bjBs3jpSUFPr37++AEYo7ZWyQdFw1kozNkVVA0xw2DiGEEEKIzIrcynbv3r3ZuHEjq1evpmPHjjRp0gSAffv28dJLL7Fjxw5iY2Pp3r07nTt3dvBoBRSNNBKpRCKEEEKIoqhAwfbx48dZsGCBOe2jY8eOvPnmmwDs2bOHI0eO0LNnT4s7P3755Zd8//33zJw5k02bNgEQGRlJZGQkXl5evPzyyzz//PMFGbrVdu/ezcKFCwG4cUMPLvfs2cOYMWMAqF69Os8995xDxuYoRaH0n+GGXplG+VR12BiEEEIIIe5kdbA9Y8YMJk+eTGpqKgCapmXZoZqUlMSECRNwdXVl4MCBFp1b0zSGDx/O0KFDOXr0qLk7Zbly5ahXrx6urq7WDrvAzp49y5IlS7LddvbsWQCaN29+7wbbKYmQkggu7oU+BsPlwwCklatd6M8thBBCCJEbq4LtdevW8dlnnxEcHMxbb71F48aNadWqVZZjWrduja+vL+vWrbM42DZxcnKiXr16RapFep8+fejTp4+jh1G0uLijnEqhpd1GS4xGeRdysJ2SiCHqBADGckXnvSKEEEIIYdUGydmzZ+Pu7s7MmTPp2LFjjlVDNE2jWrVqREZGWnTu2NhYdu3axZUrV3I95sqVK+zatYu4uDhLhy7sQdMy8rYdsEnScDUcTaVh9AhEeZUr9OcXQgghhMiNVcH20aNHadSoEZUqVcrzuHLlynHt2jWLzj1z5kwGDx6cZ9H06OhoBg8ezOzZsy06t7CfjE2ShR9sO10+BICxvKxqCyGEEKJosSrYTktLu2uHR9A3ELq4uFh07k2bNlG9enXCwsJyPSYsLIzq1auzYcMGi84t7MeRtbYNlw8CkBZUv9CfWwghhBAiL1YF25UrV+bIkSOkpaXlekxiYiLh4eHUrFnTonNfuHCBatWq3fW4atWqceHCBYvOLezHkRVJnNI3RxrL1S305xZCCCGEyItVwXaXLl24fPkykydPzvWYyZMnExcXxyOPPGLRuVNTUzEY7j4sJycnkpKSLDq3sB+H5WzfisYQew6ANAm2hRBCCFHEWFWNZOjQoaxatYoZM2awZ88eOnToAMD58+f5+eefWbduHdu3bycsLIzHH3/conNXqlSJ/fv3k5aWhpOTU47HpKWlsW/fPoKCgqwZvrADR61sm/O1fatB6TKF+txCCCGEEHdj1cq2u7s7c+bMoW3btuzZs4dPP/0UgF27dvHhhx+yfft2WrVqxQ8//GBxTez27dtz7do1Pv/881yP+eKLL7h27Zo5yBeO56gNkob0YDtNNkcKIYQQogiyuqmNv78/M2bMICIigi1btnDhwgXS0tIoX748rVu3pkGDBladd+jQoSxbtoyZM2eydetW+vXrR3BwMJqmcebMGRYuXEhERAQBAQEMGzbM2uELG1NuDl7ZlmBbCCGEEEVQgdq1g14ZJK/KIZby9fVl5syZjBo1ivDwcD744IMs9yulqFq1KlOmTMHPz89mzysKJiNnuxCDbaVkZVsIIYQQRZpVwfbgwYNp164dw4cPz/O4H374gU2bNjFnzhyLzl+zZk1WrFjBmjVr2LZtG5cuXQIgKCiIVq1a8dBDD+Wazy0cw5yzfesGKAWaZvfn1OIuYrh1A2VwwVjWdr/wCSGEEELYilXB9s6dO6lYseJdjzt9+jS7du2y6NwTJkygTJkyvPjiizzyyCMWVzMRjmGus21MhdtxUNrb7s/plF5f21g2FJxL2f35hBBCCCEsZdUGyfy6ffu2xSvQc+fO5dixY3YakbAbZ1dUKS+g8FJJDKb62uWl5J8QQgghiia7BdsJCQns27ePwMBAix5Xrlw5lFJ2GpWwp4wukoVTkcS0sp1WXjpHCiGEEKJoyncaSceOHbN8vXr1anbu3JnjsWlpaVy/fp20tDSefPJJiwbUuXNnlixZQkJCAp6enhY9VjiWcveHmDOFs7JtTMVw5QggmyOFEEIIUXTlO9jO3Bpd0zQSExNJTEzM+aTOzgQGBtKhQwdef/11iwY0cuRIduzYwXPPPce4ceOoXbu2RY8XjlOYtbYNUafQUm+hXD1QvtXs/nxCCCGEENbId7AdERFh/ndYWBi9e/dmwoQJNh/QiBEjcHV1Ze/evfTt25eyZctSoUKFHJvjaJrG7NmzbT4GYZ2MNBL7r2wbrqSX/AusAwapTCOEEEKIosmqaiQTJkwgODjY1mMByJKaopTi6tWrXL16NcdjtUIoLyfyL6PWtv1XtqWZjRBCCCGKA6uC7d69e9t6HGZ//fWX3c4t7MtUa9tQGCvbsjlSCCGEEMWAVcG2pbWzmzVrlu9j81O/WxRNGSvb1+37RClJGK4dB8AYJCvbQgghhCi6rAq2n3rqKYtSOMLDw615GlHMGD3LAaAl5Jz2YyuGa+FoKg2jRwDKs7xdn0sIIYQQoiCsCrZ79eqVY7BtNBq5dOkSR48eJSEhgQ4dOuDtbV0nwePHj7NgwQIOHTpEdHQ0HTt25M033wRgz549HDlyhJ49e+Lj42PV+YXtKa8gALT4y6CMoNmnjLs5X7tcvUJpCy+EEEIIYS2rgu2JEyfmeX9MTAzjxo3jxIkTzJs3z+Lzz5gxg8mTJ5OamgroGyGjo6PN9yclJTFhwgRcXV0ZOHCgxecX9qE8A1GaAc2YgnbzOsrTsoZG+WVID7alvrYQQgghijq7LD36+PgwadIkEhIS+Oyzzyx67Lp16/jss8+oUKECX3/9Ndu2bcvWUbJ169b4+vqybt06Ww5bFJTBGeWhB9ha/GW7PY2pc6RRNkcKIYQQooizW7t2Nzc36tWrx/r16y163OzZs3F3d2fmzJl07NgRX1/fbMdomka1atWIjIy00WiFragyplSSS/Z5glsxGGLOApBWro59nkMIIYQQwkbsFmwDJCYmEhcXZ9Fjjh49SqNGjahUqVKex5UrV45r164VZHjCDoxe+oZFg52Cbaf0Fu1Gn2Bw87HLcwghhBBC2Irdgu3169eze/duqlatatHj0tLSKF269F2Pu3HjBi4uLlaOTthLxiZJ+wTbUl9bCCGEEMWJVRskx44dm+t9iYmJREZGcvz4cZRSDB061KJzV65cmSNHjpCWloaTU85tuBMTEwkPD6dmzZoWnVvYn/KqAIAhzk4r29I5UgghhBDFiFXB9pIlS+56TIUKFRg5ciS9evWy6NxdunRh6tSpTJ48mddeey3HYyZPnkxcXByPPPKIRecW9mdKI7HLyrZSUolECCGEEMWKVcH2nDlzcr3PxcWFsmXL3jXnOjdDhw5l1apVzJgxgz179tChQwcAzp8/z88//8y6devYvn07YWFhPP7441Y9h7Afe26Q1BIuY0i8jjI4Yyxby+bnF0IIIYSwNauC7ebNm9t6HGbu7u7MmTOHMWPG8Pfff7N3715AbxG/e/dulFK0atWKTz/9FFdXV7uNQ1jHmJ6zbUiMgtTb4FzKZuc2XEpPIQm4D1zuntcvhBBCCOFoVgXb9ubv78+MGTOIiIhgy5YtXLhwgbS0NMqXL0/r1q1p0KCBo4coclPaB+XshpZ6Cy3+Msq3is1OLfW1hRBCCFHcFMlg2yQsLIywsDBHD0NYQtNQXuXRok9jiL9Emg2DbcOVw4DkawshhBCi+MhXsF2rlvX5sZqmcfToUasfD5CQkACAp6dngc4jCoexTBCG6NO27SJpTMMpPdg2lpNgWwghhBDFQ76C7aCgIHuPI5sNGzYwd+5c9u3bR2JiIqB3pWzcuDFPPPGEeeOkKHoyam1ftNk5tejTaMk3US7uGP1r2Oy8QgghhBD2lK9g29KW6wWhlOKdd95hyZIlKKUAKFOmDEop4uPj+eeff9iyZQuPPvooEyZMQNO0QhubyB/zJkkb1to2xJ7Xz+1bBQw5118XQgghhChqilzO9uzZs1m8eDGBgYGMGDGC7t27m9NHEhISWLFiBd988w3Lli0jLCyMIUOGOHbAIpuMlW3bpZFot6L1c7v52+ycQgghhBD2Zrd27daaP38+bm5uzJ07l4EDB2bJ0/b09GTgwIHMnTuX0qVLM3/+fAeOVOTGVGvbYMNa21riDf3c7n42O6cQQgghhL0VaGX7+PHj/PLLL+zZs4erV68CEBgYSNOmTXn88ccJCQmx+Jznz5+nTZs2VK5cOddjKleuTMuWLdmyZYvVYxf2k6WLpFJgg1QfCbaFEEIIURxZHWzPnj2bSZMmkZaWZs6tBoiNjeXff/9lwYIFvPHGGzz99NMWndfPzw8XF5e7Hufi4oKvr6/F4xb2pzzT00hSEuF2HJT2LvA5tVvpwbabBNtCCCGEKD6sSiPZsmULEyZMwMXFhSFDhrB06VJzh8elS5fyzDPP4OLiwsSJE9m2bZtF5+7UqRM7duwgNjY212NiYmLYsWMHnTp1smb4wt5cSmNMD4ptlUpiDrZlZVsIIYQQxYhVwfaPP/6Is7MzP/zwA2+99RZhYWF4eXnh6elJWFgYb731FjNnzsRgMDBz5kyLzv3KK69QqVIlnn766RwD9W3btjF06FAqVarEq6++as3wRSEw5W1rNqpIYk4jkZVtIYQQQhQjVqWRHDp0iGbNmtG4ceNcj2nUqBHNmzfn4MGDFp17xIgRuLi4cOTIEYYOHYq3tzcVKlQA4NKlS8TExADQoEEDRowYkeWxmqYxe/Zsy16MsAvlWR6uHNHztm0gI41EUoeEEEIIUXxYFWzfunULP7+7rzD6+flx69Yti869c+dO87+VUsTExJgD7Mz279+f7TapuV10GMvovyDZLI0kMb30n6SRCCGEEKIYsSrYDgoKYt++faSlpeHklHODkdTUVPbt22dx98m//vrLmiGJIsZca9sWaSQpiWip+i9tyl3qbAshhBCi+LAq2O7QoQM//vgj48aN45133slSCxv05jMffvghly5d4plnnrHo3BUrVrRmSIUiMTGRtWvXsn79eiIiIrh06RKurq6EhYUxcOBAunfv7ughFhkqvfyfIaHgjW3Mq9pOruDiXuDzCSGEEEIUFquC7f/85z+sXbuWpUuXsm7dOu6//34qVaoE6HWyN23aREJCApUrV+Y///mPTQfsSLt37+bNN9/Ex8eHVq1a8dBDDxEVFcXatWt5/fXX2bdvH++++66jh1kkGM0r2xcLfK4sZf8kVUgIIYQQxYhVwbaPjw9z585l/PjxbNy4kT/++CPbMe3bt+e///0v3t4Fr7FcVAQGBvLpp5/y8MMPZ6kF/tprr/HYY4/x888/8+ijj1K/fn0HjrJoUOk521rCVTCmgSHndKP80BKj9HNKvrYQQgghihmrm9qUK1eOadOmce7cuWwdJJs0aZJnB8jiKiwsjLCwsGy3BwQEMGDAAD7//HN27dolwTZ6brUyOKMZU9FuXjOnlVhDu5WeRiJl/4QQQghRzBSoXTvordNLYmBtKWdnfSpz2zB6zzE4oTzLocVdQIu/VLBg29yqXcr+CSGEEKJ4saqpTV5OnjzJn3/+aXF97eIsLS2NpUuXomkarVu3dvRwigxTRRJDAfO2M7pHSiUSIYQQQhQvVq1sr1y5kt9++43XX3+dBg0amG+fNGlSlo6RnTt35ssvv8RgsHlMX6RMnjyZ48eP07dvX0JCQvI81tvbu1Dnw9fXcavBqf5VUBd2454ag1MBxpGaloACSvtVxMPOr8eR81UcyXxZTubMMjJflpM5s4zMl2VkvixnVbC9fPlywsPDqVWrlvm2AwcO8MMPP+Dp6ckDDzzAgQMHWLt2LStWrKBnz542G7AttGjRIsdGObmZM2cOLVq0yPG+efPm8d1331G7dm3eeeedu54rNjY2389bUL6+vkRHRxfa893JtbQ/rkDS1dMkF2AcpWMu4wwkUppUO74eR89XcSPzZTmZM8vIfFlO5swyMl+WkfnKLj+/fFgVbB8/fpzQ0FBcXV3Nt5nSKL788kvatm1LbGwsHTt2ZP78+UUu2O7evTs3b97M9/EBAQE53r5o0SLGjx9PSEgIM2fOxMPDw1ZDLBFM5f8K2kUyo3ukpJEIIYQQonixKti+ceMGjRo1ynLbjh078Pf3p23btoCeLtG0aVMOHz5c8FHamC1qYS9cuJB3332XmjVrMnv2bPlYJQe26iKp3Uov/ecmcyyEEEKI4sWq5OHSpUtz69Yt89cxMTGcPn2aZs2aZTnOy8uLuLi4go2wCFq4cCHjxo2jevXqzJ49Gz8/KUmXE2XzlW2ZZyGEEEIUL1YF25UrV2b//v2kpKQAsHbtWgDatGmT5bjr16/j71+yPvpfsGBBlkC7pL0+WzKWSV/ZToqBlETrTpKSiJaq/2InaSRCCCGEKG6sSiPp27cv7733HoMGDaJhw4YsXrwYd3d3OnbsaD4mNTWVw4cPU7duXZsN1tG2bdvGu+++i1KKpk2b8uuvv2Y7platWnTq1MkBoyuCSnmhXD3RkhPQ4i+j/KpbfArzqraTK7i423qEQgghhBB2ZVWw3a9fP3bs2MGqVas4cOAAbm5ufPDBB1nyljds2EB8fDwtW7a02WAd7dKlSyilAL0KSU569+4twXYmRq/yOEWdwBB/iTRrgm1TjW03P9A0Ww9PCCGEEMKurAq2nZ2d+eKLLxg9ejRRUVFUr14dT0/PLMdUqlSJqVOn0rBhQ1uMs0jo06cPffr0cfQwihXlFQRRJ6zeJJnRPVLytYUQQghR/BSoXXvFihWpWLFijvfVqlUrSx1ucW9SZSoA1m+SzLKyLYQQQghRzBQo2AZISUnh2LFjXL16FYDAwEBCQ0NxcXEp8OBE8Wf0Kg+AFn/ZqsdnrGxL2T8hhBBCFD9WB9uJiYlMmTKFhQsXkpCQkOU+Dw8P+vXrx8iRI7Oll4h7i7nWdvxFqx5vXtmWSiRCCCGEKIasCrbj4+N56qmnOHbsGABhYWFUrFgRpRSXLl0iPDyc2bNns3XrVubOnYuXl5dNBy2KD3MXyYLmbEsaiRBCCCGKIauC7cmTJxMREUHLli159913qVGjRpb7T548yQcffMD27duZPHky48aNs8lgRfFjytnW4i+DUhZXFMnI2ZY0EiGEEEIUP1Y1tVmzZg0BAQF8++232QJtgBo1avDNN9/g7+/PmjVrCjxIUXwpz0AUGlrabbgVbfHjM7pHShqJEEIIIYofq4LtmJgYmjdvjpubW67HuLm50axZM2JjY60enCgBnFxRHgGAdRVJtFtRgKxsCyGEEKJ4srpde36C6Pj4eCpVqmTNU4gSJGOTpBXBtnllW3K2hRBCCFH8WBVsP/bYY+zcuZPw8PBcjwkPD2f79u3079/f6sGJkkFZu0kyJREt9ZZ+DkkjEUIIIUQxZNUGyaeffpqzZ88yePBgBg0aRNeuXalQQd8Id/HiRVauXMncuXMZOHAgQ4YMseV4RTFkLGPdyrZ5VdvJFVzcbT4uIYQQQgh7y1ewnVsnSKUU06ZNY9q0aTneN3fuXH755ReOHj1asFGKYs3aNJIs3SMtrGIihBBCCFEU5CvYDgoKsvc4RAlm6iJp6QZJ6R4phBBCiOIuX8H2+vXr7T0OUYIpr/Ra2xbmbGesbEu+thBCCCGKJ6s2SAphCWXK2b55DdKS8/04WdkWQgghRHFnt2D7xIkTfP7553To0MFeTyGKCeXmh3JyRUOhJVzL9+Oy5GwLIYQQQhRDVlUjyc3169dZsWIFy5cvJzw8HKUUmmxsE5qG8iqPFnMWLf4iyrti/h5mXtmWNBIhhBBCFE8FDrZv3brF2rVrWbZsGdu3b8doNKKUwt/fny5dutCtWzdbjFMUc0avChhizmKIu4Qxn4/JWNmWNBIhhBBCFE9WBdtKKbZs2cLy5ctZu3YtSUlJKKUA0DSNmTNn0rJlSwwGSQkXOnPedsLlfD9GukcKIYQQorizKNgODw9n2bJlrFixgqioKJRSODs788ADD9CzZ09mzpzJkSNHaN26tb3GK4op5Zle/i/uYr4fIznbQgghhCju8hVsT58+neXLl3Py5EnzCnb9+vXp2bMnXbt2xc9PD4Z+/vln+41UFGvWdJHMyNmWYFsIIYQQxVO+gu3PP/8cTdMICAhgwIAB9OjRgypVqth7bKIEMdfajs9nGknKLbTUW/pjZWVbCCGEEMVUvtNIlFJERUWxc+dOgoKC8Pf3x9PT055jEyWIpV0kzSkkTq7g6mG3cQkhhBBC2FO+djDOnz+fJ554Am9vb3bu3Mm4ceNo06YNr7zyCn/99Repqan2Hqco5lR6sK3djofbCXc93pxC4uYHUj5SCCGEEMVUvla269evT/369Xn77bfZtGkTy5YtY9OmTfz555+sXr0aHx8fHn74YaKiouw9XlFcuXqgSnujJcViiL+EsdR9eR4u3SOFEEIIURJYVI3E2dmZjh070rFjRxISEli5ciXLli1j7969/Prrr+YGNp999hndunUjLCzMLoMWxZPRKwinpFh9k2TAXYLtW+ll/9ykoY0QQgghii+rC2F7enry2GOPMXfuXNatW8dLL71E1apVUUrx/fff07t3b7p27crXX39ty/GKYkx55b8iiZaof0oiK9tCCCGEKM5s0nWmYsWKjBgxglWrVpnzu319fTl16hRTp061xVOIEsDoXQkAQ/TZux4rNbaFEEIIURIUuF37ne7M716+fLmtn0IUU8b01BHD9Yi7HmtOI3GXNBIhhBBCFF82D7ZNnJyc6NChAx06dLDXU4hixlhWz+E3XI0ApfKsMmJOI3GTNBIhhBBCFF82SSMRIj+M/vehNAOGWzfQbl7L81gt0bSyLWkkQgghhCi+JNgWhcelNMq3GgCGa3mnkkjOthBCCCFKAgm2RaFKKxsKgOHasTyPy6izLcG2EEIIIYovCbZFoTLnbee1sp1yCy31FiAr20IIIYQo3iTYFoXKFGw75RFsm1NInFzB1aNQxiWEEEIIYQ8SbItCZUxPI9GiIyElKcdjzCkkbn55ViwRQgghhCjqJNgWhUp5lMXo7o+mjBii/s3xmIx8bSn7J4QQQojiTYJtUbg0zby6bbganvMhpoY2btLQRgghhBDFmwTbotAZA0ybJHOuSGJuaCMr20IIIYQo5iTYFoXOGJj3JkmpsS2EEEKIkkKCbVHozGkk14+BMma735xGIjW2hRBCCFHMSbAtCp3RtxrKyRUt+SZa7IVs95vTSGRlWwghhBDFnATbovA5uWD0rwmA4Vr2TZJaoqxsCyGEEKJkkGBbOERGc5vsmyQzcrZlg6QQQgghijdnRw+guJk+fTrbt2/n5MmTREdH4+bmRsWKFenRowcDBw7Ezc3N0UMsFjLatucQbJvrbEvpPyGEEEIUbxJsW+i3337D19eX1q1b4+/vT2JiIjt37mTixIksXbqU3377TQLufEgzbZK8M40k5RZa6i1AcraFEEIIUfxJsG2hVatWUapUqWy3v/nmmyxbtozFixfz5JNPOmBkxYu5IkncRUiKg9JlgEwpJE4u4OrhsPEJIYQQQtiC5GxbKKdAG6BLly4AnDlzpjCHU3yV9sZYpgKQXgIwnXlzpJs/aJpDhiaEEEIIYSsSbNvIpk2bALjvvvscPJLiw7xJ8mpGcxvpHimEEEKIkkTSSKw0a9Ys4uPjiYuLY+/evRw+fJi2bdvSq1cvRw+t2DAGhMLJ9RgydZI0N7SRfG0hhBBClAASbFtpzpw5XLiQ0ZClZ8+evPfee7i4uOT5OG9vbwyGwvtAwde36K4QG6s1JW0HuESfwD19nGncwgi4+ATh5oCxF+X5Kopkviwnc2YZmS/LyZxZRubLMjJflrsng+0WLVoQExOT7+PnzJlDixYtsty2fv16AK5du8aOHTuYNGkSjz32GD/88APly5fP9VyxsbFWjdkavr6+REdHF9rzWUpzr4QHoK5EEB11DQzOuEadxxW47eRBfCGPvajPV1Ej82U5mTPLyHxZTubMMjJflpH5yi4/v3zck8F29+7duXnzZr6PDwgIyPW+smXL0r17d4KDg+nfvz8TJ07kyy+/tMEoSz7lXQnl4o6WkojhxmmMAfdlpJFI90ghhBBClAD3ZLD97rvv2vyc9evXx9vbm507d9r83CWWZsBYNgyni3sxXIvQg21TQxvJ2RZCCCFECSDVSGzk5s2bxMfH4+Tk5OihFCsZzW30TZIZ3SMl2BZCCCFE8SfBtgUuXLjA+fPns92ekpLCRx99hNFo5P7773fAyIqvO9u2m5vauMkGDCGEEEIUf/dkGom1wsPDGTVqFE2bNqVKlSr4+vpy/fp1tm3bxqVLl6hWrRqvvvqqo4dZrGQE2+kr2+acbX+HjUkIIYQQwlYk2LZA7dq1GTx4MLt27WLt2rXEx8fj7u5OjRo1ePLJJ3nyySdxd3d39DCLFWPAfSjNgCExCi3mHFpKIiA520IIIYQoGSTYtkCFChUYO3aso4dRsri4oXyrot04hdPZbQAoJxdw9XDwwIQQQgghCk5ytoXDmTZJOp/ZCoBy8wdNc+SQhBBCCCFsQoJt4XCmvG2ns9sBUO6yOVIIIYQQJYME28LhTMG2dlvvrin52kIIIYQoKSTYFg5nCrZNpMa2EEIIIUoKCbaFwymPslnqasvKthBCCCFKCgm2heNpGmmZVrdlZVsIIYQQJYUE26JIyJxKIivbQgghhCgpJNgWRYIxvfwfyMq2EEIIIUoOCbZFkWAsW8v878z520IIIYQQxZkE26JIMPpVQzmXBkB5Bjp4NEIIIYQQtiHt2kXR4ORC0sMTMSRcQZWp6OjRCCGEEELYhATboshIC+lCmqMHIYQQQghhQ5JGIoQQQgghhJ1IsC2EEEIIIYSdSLAthBBCCCGEnUiwLYQQQgghhJ1IsC2EEEIIIYSdSLAthBBCCCGEnUiwLYQQQgghhJ1IsC2EEEIIIYSdSLAthBBCCCGEnUiwLYQQQgghhJ1IsC2EEEIIIYSdSLAthBBCCCGEnUiwLYQQQgghhJ1IsC2EEEIIIYSdSLAthBBCCCGEnUiwLYQQQgghhJ1oSinl6EEIIYQQQghREsnKthBCCCGEEHYiwbYQQgghhBB2IsG2EEIIIYQQdiLBthBCCCGEEHYiwbYQQgghhBB24uzoAQjbOnjwIFOmTGH//v2kpKRQs2ZNnn76aXr06OHooTnMsmXL2LNnD4cPH+b48eOkpKQwYcIE+vTpk+PxCQkJTJkyhTVr1nDt2jXKli3LQw89xKhRo/D09Czk0ReuK1eusGrVKjZv3sypU6e4fv063t7eNG7cmGHDhtGgQYNsj7mX5wsgLi6Or776ikOHDnH+/HliY2Px9fWlWrVqPPnkkzz00ENompblMff6nN1pxowZfPrppwDMmzePhg0bZjvmXp+zDh06cOHChRzvGzBgAO+//36W2+71+TJZu3Ytv/zyC0ePHuXWrVsEBATQsGFD3njjDYKCgszH3evztXjxYsaOHZvnMS1btmT27Nnmr+/1ObOElP4rQXbs2MGzzz6Li4sL3bp1w8vLizVr1nD+/HleffVVnn/+eUcP0SFMP6R8fX1xd3fnwoULuQbbiYmJPPHEE4SHh9OmTRtq165NREQEf//9N7Vq1eKXX37B3d3dAa+icHz66afMmDGD4OBgmjVrhr+/P2fOnGHdunUopfjss8/o2rWr+fh7fb4Azpw5Q69evWjQoAHBwcH4+PgQFRXFhg0biIqK4rHHHuN///uf+XiZs6xOnjxJr169cHZ2JjExMcdgW+ZMv47FxcXx9NNPZ7uvbt26PPjgg+avZb5AKcX48eOZN28ewcHBtG3bFg8PD65evcquXbuYNGkSTZs2BWS+AMLDw1m3bl2O961evZp///2X0aNHM3z4cEDmzGJKlAgpKSmqU6dOqm7duurIkSPm2+Pj41W3bt1U7dq11enTpx03QAfasmWLOn/+vFJKqe+++06FhISoRYsW5Xjs5MmTVUhIiPrkk09yvH3y5Ml2H68jrV69Wu3atSvb7bt27VJ16tRRzZs3V7dv3zbffq/Pl1JKpaamqpSUlGy3x8fHq65du6qQkBB1/Phx8+0yZxlSU1NV3759Vb9+/dTo0aNVSEiI2rdvX7bjZM6UevDBB9WDDz6Yr2NlvpSaPXu2CgkJUf/9739Vampqtvsz/5+V+crd7du3VfPmzVXt2rXVtWvXzLfLnFlGcrZLiO3bt3P27Fm6d+9O7dq1zbd7enoyYsQIUlNTWbx4sQNH6DitW7emYsWKdz1OKcWCBQtwd3fnxRdfzHLff/7zH7y9vVm4cCGqBH8Y9NBDD5lXezJr2rQpLVq0ICYmhmPHjgEyXyZOTk44O2fPyPP09KRt27aAvvoNMmd3mjFjBhEREXz00Uc4OTnleIzMmWVkviApKYmvv/6aypUr8/bbb+f43jL9n5X5ytu6deuIiYmhffv2BAQEADJn1pBgu4TYuXMngPmHe2Zt2rTJcozIWWRkJFevXqVx48bZPv4qVaoUTZs25cqVK+bA6V5j+uFk+lvmK2+3b99m+/btaJpGzZo1AZmzzI4fP87UqVN54YUXuO+++3I9TuYsQ3JyMkuWLGHatGn88ssvREREZDtG5gu2bNlCTEwMnTp1wmg0smbNGqZPn86vv/6a7XXLfOVt4cKFAPTv3998m8yZ5WSDZAkRGRkJQJUqVbLd5+3tja+vr7zx78I0P1WrVs3xftPcnjlzJtdjSqqLFy+ydetWypYtS0hICCDzdae4uDhmz56N0WgkKiqKzZs3c+nSJUaOHGl+/TJnutTUVMaMGUONGjV47rnn8jxW5izDtWvXGDNmTJbb2rVrxyeffIKfnx8g8wVw+PBhQP/UqWfPnpw+fdp8n8FgYMiQIbz11luAzFdeLly4wLZt2yhXrhzt2rUz3y5zZjkJtkuIhIQEALy8vHK839PTk8uXLxfmkIqd+Ph4gFx3UZtuNx13r0hJSeHNN98kOTmZ0aNHmz+SlfnKKi4ujqlTp5q/dnFx4c0332To0KHm22TOdNOmTePYsWPMnz8fFxeXPI+VOdP16dOH5s2bU7NmTVxdXTl58iRTp05l8+bNjBgxgl9//RVN02S+gKioKAB+/PFHateuzYIFC6hRowbh4eG8++67zJw5k8qVK/PEE0/IfOVh8eLFGI1G+vTpkyUVR+bMcpJGIoTIldFo5O2332bXrl089thj9OrVy9FDKrIqVarEsWPHOHr0KH/99RcvvfQSX3zxBaNGjSI1NdXRwysyIiIimDZtGkOHDqVOnTqOHk6xMXLkSJo3b46fnx+enp40aNCA7777jiZNmrBv3z42bdrk6CEWGaZcYRcXF77++mvq16+Ph4cHTZs25auvvsJgMPDjjz86eJRFm9FoZPHixWiaRt++fR09nGJPgu0S4m6/SSYkJOS66i10pvkxfUpwp7t9elDSKKUYN24cy5cvp2fPnvz3v//Ncr/MV86cnJyoVKkSzz33HK+88gpr165l/vz5gMwZwFtvvUXlypUZNWpUvo6XOcudwWAwlzDdu3cvIPMFGT8P69atS7ly5bLcd99991G5cmXOnj1LXFyczFcutmzZwsWLF2nZsiWVK1fOcp/MmeUk2C4h7swJzSw2Npbo6Ogc87lFBtP8mPLf72Sa23thHk0r2osWLaJ79+5MnDgRgyHr5ULm6+5MG5ZNm5NlzvSV7VOnTlGvXj1CQ0PNf5YsWQLoDVpCQ0PNNX9lzvLm6+sLwK1btwCZL4Dq1asDuQd7ptuTkpJkvnKR08ZIE5kzy0nOdgnRrFkzvvvuO/755x+6deuW5b4tW7YA0Lx5c0cMrdioWrUqgYGB7N27l8TExCy7rG/fvs3u3bsJDAws8RcQo9HIO++8w+LFi+natSuffPJJjqWzZL7u7sqVKwDm+ZM5g379+uV4++7du4mMjKRDhw74+fmZy3XKnOXt4MGDADJfmbRo0QKAU6dOZbsvJSWFs2fP4u7ujp+fH2XLlr3n5+tO0dHR/PXXX/j4+NC5c+ds98t7zHKysl1CtGrVisqVK7NixQrCw8PNtyckJPDNN9/g7OxM7969HTjCok/TNPr3709iYiJff/11lvu+++47YmNj6d+/f7bW2yVJ5kD74YcfZtKkSbnWP5b50oWHh+eYvhUTE8MXX3wBwP333w/InAF8+OGHOf5p1KgRoNfp/fDDD6lVqxYgcwZw4sQJ4uList2+e/dufvzxR1xdXXnooYcAmS/A3DHyzJkzLFiwIMt906dPJy4ujk6dOuHs7CzzlYNly5aRkpJCjx49cHV1zXa/zJnlpF17CbJ9+3aGDRuGi4sL3bt3x9PT09yu/ZVXXuGFF15w9BAdYsGCBezZswfQa/seOXKExo0bm3/r7tSpE506dQKyt6CtU6cOERERbN68+Z5oQTtlyhSmTp2Ku7s7gwcPzrFZS6dOncyB0L0+X6AHjwsXLqRFixZUqFABNzc3Ll68yMaNG0lMTKRLly58+eWX5jQcmbOcjRkzhiVLluSrXfu9NmdTpkzh+++/p1WrVlSsWBFXV1eOHz/Oli1bMBgM/Pe//83ycf+9Pl8AZ8+eZeDAgURFRdG+fXuqV6/O0aNH2b59OxUrVmTevHmULVsWkPm6U48ePTh+/DjLly8nNDQ0x2NkziwjwXYJc/DgQb766iv2799PSkoKNWvW5Omnn6Znz56OHprDmH6I52bkyJFZNmvFx8czdepUVq9ezfXr1wkICKBLly6MHDmyxG/4uNtcAUyYMMG8KQvu7fkCfXVx0aJF7N+/n6tXr5KUlIS3tze1a9emV69edOvWLdsKz70+ZznJK9iGe3vOdu7cyS+//MLRo0e5fv06ycnJ+Pv706RJE4YMGUL9+vWzPeZeni+TS5cu8dVXX/H3338TExNDQEAAHTp04MUXX8Tf3z/LsTJfuoMHD9K/f3/q16+f7VOBO8mc5Z8E20IIIYQQQtiJ5GwLIYQQQghhJxJsCyGEEEIIYScSbAshhBBCCGEnEmwLIYQQQghhJxJsCyGEEEIIYScSbAshhBBCCGEnEmwLIYQQQghhJxJsCyGEEEIIYScSbAshhBBCCGEnEmwLIUqc0NDQLH/q1KlDixYt6NGjB2PGjGH16tWkpqbm+fgOHToU4ohLprNnz/Liiy/SokULwsLCCA0NZceOHY4eVoFNmTKF0NBQFi9eXCKeRwhhX86OHoAQQthL7969ATAajcTHxxMZGcnSpUtZsmQJVapU4dNPP6V+/fo2f97FixczduxYRo4cyahRo2x+/uLAaDTy0ksvER4eTsOGDalSpQoGg4GAgABHD00IIQqVBNtCiBJr4sSJ2W47e/Ysn3/+OatWrWLw4MH8+uuv1KpVK8sxK1euxMXFpbCGWSJduHCB8PBwmjZtyty5cx09HCGEcBhJIxFC3FOCg4P58ssv6devH7du3eLtt9/OdkyNGjUIDg52wOhKjsuXLwNQuXJlB49ECCEcS4JtIcQ9acyYMbi7u3P06FF2796d5b7ccrYPHDjAiy++yIMPPkjdunVp06YN/fr147PPPuPmzZsAPPXUU4wdOxaAqVOnZskdN+XeKqVYsWIFr776Kl26dKFhw4Y0atSIfv36MXfuXIxGY7bnzpy/e+zYMZ5//nmaNWtGw4YNGTRoEHv37s31te7bt4+XX36Ztm3bUrduXdq1a8ezzz7LsmXLsh1748YNPv74Y7p06UK9evVo1qwZw4YNY9euXfme29DQUAYNGgTAkiVLzK//qaeeAmDHjh2EhoYyZswYrl27xjvvvMP9999P7dq1mTVrVpZxv/DCC7Rs2ZK6devSoUMH3nvvPa5cuZLtORcvXkxoaChTpkzh7NmzvPzyy7Ro0YLGjRszbNgwTpw4AUBqairTpk0zv77OnTsXaOXd0u/F0qVLefzxx2ncuDENGjSgR48efPfdd9y+fdui501OTmb27Nn07duXRo0a0bBhQ/r168eCBQtQSln9eoQQtidpJEKIe5KXlxft2rVj9erV7Nixg6ZNm+Z5/MaNG3nhhRfQNI3GjRvTqFEjYmNjiYyMZPr06QwYMAAPDw/atWtHamoqe/fuJSwsLEuKimm1PDk5mddffx1vb29q1KhB7dq1iY6OZv/+/bz//vscOnQoxxQYgMOHD/P+++9Trlw5WrVqxZkzZ9i1axdDhgxh4cKFhISEZDl+1qxZTJw4EaUU9erVo3nz5kRFRXHkyBFOnz7No48+aj725MmTPPPMM1y5coXg4GAeeOABYmJi2L59O1u2bOGTTz6hR48ed53b3r17c+3aNf755x+Cg4Np0qQJANWrV89y3I0bN+jXrx9paWk0btyY5ORk3NzcAFi2bBljx47FaDTSqFEjgoKCOHLkCL/++itr165lzpw51KhRI9tznz9/nv79++Pl5UXz5s2JjIzk77//5siRIyxfvpzx48ezfft2GjVqRKVKldixYwfvv/8+Li4uPPbYY3d9bQX5Xvzf//0f8+bNo1SpUrRs2ZLSpUuzc+dOPv/8czZs2MCsWbMoXbr0XZ83MTGR4cOHs3v3bnx9fWnSpAkGg4H9+/czbtw4Dh06xPvvv2/RaxFC2JESQogSJiQkRIWEhNz1uG+++UaFhISo1157LdvjH3zwwSy3DRo0SIWGhqpDhw5lO8+BAwdUfHy8+etFixapkJAQ9dVXX+X4vCkpKWr16tXq9u3bWW6PiopSffr0USEhIWrnzp1Z7vvqq6/Mr2v69OlZ7vvwww9VSEiIeuONN7LcvnPnThUaGqoaN26stm/fnuW+27dvq82bN5u/Tk1NVd27d1chISFq9uzZymg0mu87cuSIat68uWrYsKG6fv16jq/pTtu3b1chISHqrbfeyvW+kJAQ9eKLL6qkpKQs91+8eFHVr19f1a5dW61fv958e1pamvm19u3bN8tjTHMeEhKiJkyYoNLS0pRSShmNRjVmzBgVEhKiunbtqrp3764uXbpkftzWrVtz/H7nxZrvxZ9//qlCQkJUu3btVGRkpPn2+Ph49fjjj6uQkBD18ccf5/g8ixYtynL7+PHjzc+RkJBgvj0qKkr1799fhYSEqA0bNuT79Qgh7EvSSIQQ9yxfX18AYmNj73psVFQUXl5e1K1bN9t99evXx9PTM9/P6+zszEMPPYSrq2uW2/38/Hj99dcB+Ouvv3J8bJMmTRg+fHiW21544QWAbOkw06dPRyllLr+XmaurK+3atTN/vWHDBo4fP0737t0ZPHgwmqaZ76tduzYjRowgMTGR5cuX5/t13o2rqyvvvvsupUqVynL7ggULSEpKolu3bjz44IPm2w0GA6NHjyYwMJBDhw6xf//+bOcMDg5m9OjRGAz6jzdN0xgyZAgAJ06c4J133qF8+fLm41u1akXt2rW5cOEC58+ft2j8lnwvfvrpJwBeeuklqlSpYr7d09OT8ePHo2kav/32G8nJyXk+Z1RUFAsXLqRSpUp88MEHeHh4mO/z8/Mzr2j/9ttvFr0WIYT9SBqJEOKepdJzWzMHlrmpU6cOy5cv5+2332bIkCHZUgSsER4ezj///MPFixdJSkpCKWXO/Y6MjMzxMW3atMl2m6+vLz4+Ply9etV8W1paGjt37gTIV3rEli1bAOjYsWOO95tSQQ4dOnTXc+VXnTp1KFeuXLbbTYFqTikrrq6uPPzww8yZM4fdu3fTsGHDLPc3b94cZ+esP9pMmzRdXFxo3rx5tnNWrlyZo0ePcu3aNSpVqpTv8ef3e5GSksL+/fvRNC3H12TKaY+IiCAiIiLPcpQ7d+4kJSWFdu3aZftlDSAsLAwPDw8OHz6c79chhLAvCbaFEPes6OhoALy9ve967Guvvcbx48dZtGgRixYtwtfXl0aNGtGpUyd69OiRY+CTm+TkZMaOHcuKFStyPcYUdN8p86psZh4eHsTExJi/jo6OJikpCX9//3ytul+4cAGAV199lVdffTXX40xzZgtBQUE53m4KVCtWrJjj/abbMwe0JjkF7+7u7gCULVvWvOKd0/13W1W+U36/FzExMaSkpFC2bNlsq/gmFStWJCIiIsfXlJnp+/Trr7/y66+/5nqcpRsuhRD2I8G2EOKeFRERAUDNmjXvemxQUBCLFi1i+/btbNy4kZ07d7JhwwbWr1/P999/z2+//ZavoB30TYsrVqwgJCSEN954gzp16lCmTBlcXFw4ffo0Dz/8cK6Pzc8qvDXHp6WlAXD//ffj7++f63F3bnIsiNwCT5O7jT2n+/N6jKVzdze2Pl9+zmmqVFO7dm1CQ0Nt/vxCCNuTYFsIcU+Kj4/n77//BsiWz5wbZ2dn2rZtS9u2bQG4ePEiY8eOZfv27UyfPp033ngjX+dZu3YtAJ999lm2dJRz587l9yXkydfXl9KlS3P9+nUSEhLuurptWqUdOHBgrqkkhSUwMJDTp09z/vx5qlWrlu3+ixcvAvpKdXHg4+ODi4sL169fJykpKceKI/l9TaaV++bNm5tLTAohijbZICmEuCdNnDiRxMRE6tWrR6NGjaw6R4UKFcwb5I4fP26+3dR9MjU1NcfHxcXFATmnUaxatcqqsdzJycnJnJ+8YMGCux7funVrANatW2eT5y8IUxnG33//Pdt9ycnJ/Pnnn1mOK+pcXFxo2LChub76nY4fP05ERAQeHh6EhYXlea6WLVvi5OTExo0bzZ9GCCGKNgm2hRD3lHPnzvHKK6+wcOFC3N3d+fDDD/P1uFmzZnH9+vVst5tWxzMHzoGBgQCcPn06x3NVrVoVIFvO7Z9//pljoxlrDR8+HE3T+Oabb7JVx0hJSTGPHaBLly5Ur16dJUuWMH36dFJSUrIcn5yczJo1azh27JjNxpebfv36Ubp0af744w82btxovt1oNPLFF19w5coV6tWrl21zZFFmavIzZcqULJ9eJCQk8L///Q+lFAMGDLhr7n+5cuXo3bs3kZGRvPnmm9y4cSPbMXv37mXTpk22fQFCCKtJGokQosQaM2YMoAdpCQkJREZGcurUKZRSVK1alU8//TTfea9Tp07l448/JiwsjCpVqqCU4tixY5w+fRpfX1+GDRtmPrZhw4b4+/uzevVqnnrqKSpVqoTBYKBv377mjoZ///03n332GX/++SfVqlUjMjKSw4cPM3ToUGbOnGmT19+8eXPeeOMNPvnkE5588knq169PcHAwUVFRRERE4O7uzvr16wE9RWbq1KkMGzaMzz77jDlz5hAaGoqnpyeXL1/m1KlTxMXF8fXXX9s9V7hChQq8//77jB07lueff57GjRubm9qcPn2agIAAPv74Y7uOwdYefvhhBgwYwLx58+jevXuWpjY3btygYcOGvPTSS/k617hx4zh37hwrVqxgw4YN1KpVi8DAQK5fv86ZM2e4cuUKgwcP5oEHHrDzqxJC5IcE20KIEmvJkiWAHkh6enoSGBhIr1696NChAx06dMhWIi4v48aNM3ci3Lx5M6CvZg8dOpRnnnnGvJoN+sa/7777ji+++IKDBw+ya9culFI0adKExo0b06xZM3755Re++OILwsPDiYyMJCQkhClTplC7dm2bBdsAzz77LPXq1WPWrFns27eP8PBw/Pz8qFOnDr169cpybI0aNVi6dCk//fQTa9euZe/evSilKFu2LE2bNqVz5860atXKZmPLy6OPPkrlypWZPn06+/bt4+DBg5QtW5bHH3+cF154IceqI0Xd+++/T+PGjfntt9/YuXMnaWlpBAcH8/TTTzNkyJB8dY8EcHNzY+bMmSxZsoTly5dz7NgxDhw4gL+/P8HBwQwePJju3bvb+dUIIfJLU6ZCs0IIIYQQQgibkpxtIYQQQggh7ESCbSGEEEIIIexEgm0hhBBCCCHsRIJtIYQQQggh7ESCbSGEEEIIIexEgm0hhBBCCCHsRIJtIYQQQggh7ESCbSGEEEIIIexEgm0hhBBCCCHsRIJtIYQQQggh7ESCbSGEEEIIIexEgm0hhBBCCCHs5P8By06gQBp5QgYAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "const_data = distance_angle_trace.constant_data\n", "old_pp = az.extract(distance_angle_trace, group=\"posterior_predictive\")\n", "old_residuals = 100 * ((const_data[\"successes\"] - old_pp[\"success\"]) / const_data[\"tries\"]).mean(\n", " dim=\"sample\"\n", ")\n", "\n", "pp = az.extract(disp_distance_angle_trace, group=\"posterior_predictive\")\n", "residuals = 100 * (const_data[\"successes\"] / const_data[\"tries\"] - pp[\"p_success\"]).mean(\n", " dim=\"sample\"\n", ")\n", "\n", "fig, ax = plt.subplots()\n", "\n", "ax.plot(new_golf_data.distance, residuals, label=\"Dispersed model\")\n", "ax.plot(new_golf_data.distance, old_residuals, label=\"Distance and angle model\")\n", "ax.legend()\n", "ax.axhline(y=0, linestyle=\"dashed\", linewidth=1)\n", "ax.set_xlabel(\"Distance from hole\")\n", "ax.set_ylabel(\"Absolute error in expected\\npercent of success\")\n", "ax.set_title(\"Residuals of dispersed model vs distance/angle model\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Beyond prediction\n", "\n", "We want to use Bayesian analysis because we care about quantifying uncertainty in our parameters. We have a beautiful geometric model that not only gives us predictions, but gives us posterior distributions over our parameters. We can use this to back out how where our putts may end up, if not in the hole!\n", "\n", "First, we can try to visualize how 20,000 putts from a professional golfer might look. We:\n", "\n", "1. Set the number of trials to 5\n", "2. For each *joint* posterior sample of `variance_of_shot` and `variance_of_distance`,\n", " draw an angle and a distance from normal distribution 5 times.\n", "3. Plot the point, unless it would have gone in the hole" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def simulate_from_distance(trace, distance_to_hole, trials=5):\n", " variance_of_shot = trace.posterior[\"variance_of_shot\"]\n", " variance_of_distance = trace.posterior[\"variance_of_distance\"]\n", "\n", " theta = XrContinuousRV(st.norm, 0, variance_of_shot).rvs(size=trials, dims=\"trials\")\n", " distance = XrContinuousRV(\n", " st.norm, distance_to_hole + OVERSHOT, (distance_to_hole + OVERSHOT) * variance_of_distance\n", " ).rvs(size=trials, dims=\"trials\")\n", "\n", " final_position = xr.concat(\n", " (distance * np.cos(theta), distance * np.sin(theta)), dim=\"axis\"\n", " ).assign_coords(axis=[\"x\", \"y\"])\n", "\n", " made_it = np.abs(theta) < np.arcsin((CUP_RADIUS - BALL_RADIUS) / distance_to_hole)\n", " made_it = (\n", " made_it\n", " * (final_position.sel(axis=\"x\") > distance_to_hole)\n", " * (final_position.sel(axis=\"x\") < distance_to_hole + DISTANCE_TOLERANCE)\n", " )\n", "\n", " dims = [dim for dim in final_position.dims if dim != \"axis\"]\n", " final_position = final_position.where(~made_it).stack(idx=dims).dropna(dim=\"idx\")\n", " total_simulations = made_it.size\n", "\n", " _, ax = plt.subplots()\n", "\n", " ax.plot(0, 0, \"k.\", lw=1, mfc=\"black\", ms=250 / distance_to_hole)\n", " ax.plot(*final_position, \".\", alpha=0.1, mfc=\"r\", ms=250 / distance_to_hole, mew=0.5)\n", " ax.plot(distance_to_hole, 0, \"ko\", lw=1, mfc=\"black\", ms=350 / distance_to_hole)\n", "\n", " ax.set_facecolor(\"#e6ffdb\")\n", " ax.set_title(\n", " f\"Final position of {total_simulations:,d} putts from {distance_to_hole}ft.\\n\"\n", " f\"({100 * made_it.mean().item():.1f}% made)\"\n", " )\n", " return ax\n", "\n", "\n", "simulate_from_distance(distance_angle_trace, distance_to_hole=50);" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "simulate_from_distance(distance_angle_trace, distance_to_hole=7);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then use this to work out how many putts a player may need to take from a given distance. This can influence strategic decisions like trying to reach the green in fewer shots, which may lead to a longer first putt, vs. a more conservative approach. We do this by simulating putts until they have all gone in.\n", "\n", "Note that this is again something we might check experimentally. In particular, a highly unscientific search around the internet finds claims that professionals only 3-putt from 20-25ft around 3% of the time. Our model puts the chance of 3 or more putts from 22.5 feet at 2.8%, which seems suspiciously good." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "def expected_num_putts(trace, distance_to_hole, trials=100_000):\n", " distance_to_hole = distance_to_hole * np.ones(trials)\n", "\n", " combined_trace = az.extract(trace)\n", "\n", " n_samples = combined_trace.dims[\"sample\"]\n", "\n", " idxs = np.random.randint(0, n_samples, trials)\n", " variance_of_shot = combined_trace[\"variance_of_shot\"].isel(sample=idxs)\n", " variance_of_distance = combined_trace[\"variance_of_distance\"].isel(sample=idxs)\n", " n_shots = []\n", " while distance_to_hole.size > 0:\n", " theta = np.random.normal(0, variance_of_shot)\n", " distance = np.random.normal(\n", " distance_to_hole + OVERSHOT, (distance_to_hole + OVERSHOT) * variance_of_distance\n", " )\n", "\n", " final_position = np.array([distance * np.cos(theta), distance * np.sin(theta)])\n", "\n", " made_it = np.abs(theta) < np.arcsin(\n", " (CUP_RADIUS - BALL_RADIUS) / distance_to_hole.clip(min=CUP_RADIUS - BALL_RADIUS)\n", " )\n", " made_it = (\n", " made_it\n", " * (final_position[0] > distance_to_hole)\n", " * (final_position[0] < distance_to_hole + DISTANCE_TOLERANCE)\n", " )\n", "\n", " distance_to_hole = np.sqrt(\n", " (final_position[0] - distance_to_hole) ** 2 + final_position[1] ** 2\n", " )[~made_it].copy()\n", " variance_of_shot = variance_of_shot[~made_it]\n", " variance_of_distance = variance_of_distance[~made_it]\n", " n_shots.append(made_it.sum())\n", " return np.array(n_shots) / trials" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "distances = (10, 20, 40, 80)\n", "fig, axes = plt.subplots(nrows=2, ncols=2, sharex=True, sharey=True, figsize=(10, 10))\n", "\n", "for distance, ax in zip(distances, axes.ravel()):\n", " made = 100 * expected_num_putts(disp_distance_angle_trace, distance)\n", " x = np.arange(1, 1 + len(made), dtype=int)\n", " ax.vlines(np.arange(1, 1 + len(made)), 0, made, linewidths=50)\n", " ax.set_title(f\"{distance} feet\")\n", " ax.set_ylabel(\"Percent of attempts\")\n", " ax.set_xlabel(\"Number of putts\")\n", "ax.set_xticks(x)\n", "ax.set_ylim(0, 100)\n", "ax.set_xlim(0, 5.6)\n", "fig.suptitle(\"Simulated number of putts from\\na few distances\");" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Authors\n", "* Adapted by Colin Carroll from the [Model building and expansion for golf putting] case study in the Stan documentation ([pymc#3666](https://github.com/pymc-devs/pymc/pull/3666))\n", "* Updated by Marco Gorelli ([pymc-examples#39](https://github.com/pymc-devs/pymc-examples/pull/39))\n", "* Updated by Oriol Abril-Pla to use PyMC v4 and xarray-einstats\n", "* Updated by [Benjamin T. Vincent](https://github.com/drbenvincent) to use `az.extract` in February 2023 ([pymc-examples#522](https://github.com/pymc-devs/pymc-examples/pull/522))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", ":::{bibliography}\n", ":filter: docname in docnames\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Watermark" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Sun Feb 05 2023\n", "\n", "Python implementation: CPython\n", "Python version : 3.10.9\n", "IPython version : 8.9.0\n", "\n", "aeppl : not installed\n", "xarray_einstats: 0.5.1\n", "\n", "xarray : 2023.1.0\n", "arviz : 0.14.0\n", "numpy : 1.24.1\n", "matplotlib: 3.6.3\n", "pymc : 5.0.1\n", "scipy : 1.10.0\n", "pandas : 1.5.3\n", "pytensor : 2.8.11\n", "\n", "Watermark: 2.3.1\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p aeppl,xarray_einstats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] } ], "metadata": { "celltoolbar": "Tags", "kernelspec": { "display_name": "pymc_env", "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": "3.10.9" }, "vscode": { "interpreter": { "hash": "087adf61916f8b9a562e3919cc7201fe0599d07c87f54bc57443476208d67f09" } } }, "nbformat": 4, "nbformat_minor": 4 }