{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Testing an AR(1) Noise Model for Pastas\n", "*R.A. Collenteur, University of Graz, May 2020*\n", "\n", "In this notebook the classical Autoregressive AR(1) noise model is tested for Pastas models. This noise model is tested against synthetic data generated with NumPy or Statsmodels' ARMA model. This noise model is tested on head time series with regular and irregular time steps." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python version: 3.9.7\n", "NumPy version: 1.24.3\n", "Pandas version: 1.5.3\n", "SciPy version: 1.10.1\n", "Matplotlib version: 3.7.0\n", "Numba version: 0.57.0\n", "LMfit version: 1.0.3\n", "Latexify version: 0.2.0\n", "Pastas version: 1.0.1\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "import pastas as ps\n", "\n", "ps.set_log_level(\"ERROR\")\n", "ps.show_versions()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Develop the AR(1) Noise Model for Pastas\n", "\n", "The following formula is used to calculate the noise according to the ARMA(1,1) process:\n", "\n", "$$\\upsilon(t_i) = r(t_i) - r(t_{i-1}) \\text{e}^{-\\Delta t_i / \\alpha}$$\n", "\n", "where $\\upsilon$ is the noise, $\\Delta t_i$ the time step between the residuals ($r$), and $\\alpha$ [days] the AR parameter of the model. The model is named `NoiseModel` and can be found in `noisemodel.py`. This is the default noise model that is added to a Pastas model, but it can also be added manually as follows: `ml.add_noisemodel(ps.NoiseModel())`\n", "\n", "## 2. Generate synthetic head time series" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Read in some data\n", "rain = (\n", " pd.read_csv(\"../examples/data/rain_260.csv\", index_col=0, parse_dates=[0]).squeeze()\n", " / 1000\n", ")\n", "\n", "# Set the True parameters\n", "Atrue = 800\n", "ntrue = 1.4\n", "atrue = 200\n", "dtrue = 20\n", "\n", "# Generate the head\n", "step = ps.Gamma().block([Atrue, ntrue, atrue], cutoff=0.9999)\n", "h = dtrue * np.ones(len(rain) + step.size)\n", "for i in range(len(rain)):\n", " h[i : i + step.size] += rain[i] * step\n", "head = pd.DataFrame(\n", " index=rain.index,\n", " data=h[: len(rain)],\n", ")\n", "head = head[\"1990\":\"2015\"]\n", "\n", "# Plot the head without noise\n", "plt.figure(figsize=(10, 2))\n", "plt.plot(head, \"k.\", label=\"head\")\n", "plt.legend(loc=0)\n", "plt.ylabel(\"Head (m)\")\n", "plt.xlabel(\"Time (years)\");" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Generate AR(1) noise and add it to the synthetic heads\n", "In the following code-block, noise is generated using an AR(1) process using Numpy." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# reproduction of random numbers\n", "np.random.seed(1234)\n", "alpha = 0.8\n", "\n", "# generate samples using NumPy\n", "random_seed = np.random.RandomState(1234)\n", "noise = random_seed.normal(0, 1, len(head)) * np.std(head.values) * 0.2\n", "a = np.zeros_like(head[0])\n", "\n", "for i in range(1, noise.size):\n", " a[i] = noise[i] + a[i - 1] * alpha\n", "\n", "head_noise = head[0] + a" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Create and solve a Pastas Model" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ml = ps.Model(head_noise)\n", "sm = ps.StressModel(rain, ps.Gamma(), name=\"recharge\", settings=\"prec\")\n", "ml.add_stressmodel(sm)\n", "ml.add_noisemodel(ps.NoiseModel())\n", "\n", "ml.solve(tmin=\"1991\", tmax=\"2015-06-29\", noise=True, report=False)\n", "\n", "# Plot the results\n", "axes = ml.plots.results(figsize=(10, 5))\n", "axes[-2].plot(ps.Gamma().step([Atrue, ntrue, atrue], cutoff=0.999));" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Did we find back the original AR parameter?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.8 vs 0.8\n" ] } ], "source": [ "print(np.exp(-1.0 / ml.parameters.loc[\"noise_alpha\", \"optimal\"]).round(2), \"vs\", alpha)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The estimated parameters for the noise model are almost the same as the true parameters, showing that the model works for regular time steps.\n", "\n", "## 6. So is the autocorrelation removed correctly?" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ml.plots.diagnostics(figsize=(10, 4));" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "That seems okay. It is important to understand that this noisemodel will only help in removing autocorrelations at the first time lag, but not at larger time lags." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## 7. Test the NoiseModel for irregular time steps\n", "In this final step the Ar(1) noisemodel is tested for irregular timesteps, using the indices from a real groundwater level time series." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "index = (\n", " pd.read_csv(\"../examples/data/test_index.csv\", parse_dates=True, index_col=0)\n", " .index.round(\"D\")\n", " .drop_duplicates()\n", ")\n", "head_irregular = head_noise.reindex(index)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.78 vs 0.8\n" ] }, { "data": { "image/png": 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IFdPe5ttbE7jckg5Au1ELL2Ltiofg6MYrr7xCt27dlPGtUCgUinzJbah+/PHHF7E2505+hndhCdpKuT+fD4o1xlsI0QBoBfyea9UA4D/57CaBeUIICUySUiYXZ53KK06nkxkzZiCEQEqJwWAgNTX1YlfrguP3S7bLmoAk5btX8Pv9LFiwAIfDgTCaqfGkdln+77fl9L6u48Wt7DngcDhwu934fD7cbjcOh6PchhUpFIqygcPh4J133sFkMpGWlsa3337Lgw8+iMfj4aqrruLTTz/F4XAwZswYTCYTR48e5bHHHuOrr74iKiqKWbNmAfD444+zdetWoqOj+frrr6lcufJFbtn5xev18sADD3DgwAFq167Nww8/zJgxYzAajbhcLv773/+SnJzM/PnzsdvtfP/999x2220sW7YMu91O27ZtcTgc9OvXjz/++IMNGzYwZswYevbsyejRo5kzZw7Z2dlMnDiRVq1aXbR2rlixgqeffpqYmBi2bNmC3+/X2/Pxxx+zaNEimjZtqm8/a9YsxowZg9fr5dVXX+WGG27gmmuuoVWrVkRHR5OWlkZcXBzbtm1j3rx5563exWZ4CyHigBnAUCllRsjyl9DCUabns+u1UsoDQohqwHwhxBYp5ZII5ScBSQDVq1cvlrCJzMzMMhl+sWnTJp599lncbrdudJvNZuLj4wvd3rLSNwdO+slwS3pWPsbqRCN/7Rb4/X48Hg94PBz590tUv3skk/87h1iDp9DllrT+iY+Px2QyIaXEZDIV6VwXNyWtb0oaqn/yR/WNIjcWi4WZM2cycuRI1qxZw/z58zGZTNx///1s374dALPZzMyZMxk1ahRr1qxh4cKFJCUlsWbNGg4cOEC9evWYMGECs2fPZuLEiQwfXlDka+nnxx9/pGnTpnz77be89dZbpKam6pma//Of/5CcnExSUhJ79+7l66+/zrP/fffdx8iRI6lVqxabN2/G5/MxcOBAevbsyVNPPcXw4cPZsWMHr732GtOn52fanX9mz57NO++8g91uZ9euXbzyyit8/fXXHDp0iD/++IOlS5fyzTffMG/ePPx+P2PHjuW3337D7/fTq1cvbrjhBo4dO8ZLL71EnTp1eOihh+jYsSOffPLJea13sRjeQggzmtE9XUr5Q8jyh4CbgG5SShlpXynlgcD/FCHEj0A7II/hHfCEJwO0bdtWFkfSk6DaR1nD6XTi9Xp1o7t79+6MGDGiSB7QstI3v/+TCstX0q9vbx7q3ESfbGo0GhFC4E3ZCUDFKzsXqb0lrX/sdjutW7cuEQo2Ja1vShqqf/JH9Y0iN82aNQOgdu3apKenc8cdd5Cens7u3bs5ePBg2Da1atWiatWq+ufjx4/z999/8+9//5u5c+fi9XrLxUjgzp07ad26NQBt27blr7/+0j3TLVu2ZP78+QXu36xZM8xmM5dffjnVq1cH4Pjx4wB89dVXTJ8+HYPBoGeAvlgMGjSIt956i88++4wnn3xSX75nzx6uuuoqANq0acO8efM4duwYf//9N927dwcgJSUFKSXVqlWjTp2cSOg2bdqc93oXh6qJAD4H/pZSvh+y/AZgGNBFSnkqn31jAYOU8mTgcw/gjXOtU3nHbrdjsVhwuVwYDAb69u1bLm42kVi1biMAu7b9zf03dmLhwoVhD3eHw8GkE7B4n/si1rJ4CGbmVCgUirJCqHF37Ngx+vTpw0MPPcR9991H0J8Xuk3oZykll112Gf369ePZZ58F0EY7yziNGjXir7/+onfv3qxatYrGjRszdepUANatW0ejRo0wm834fL6I+wf7MHdfAnz66aesWbOGnTt38uijj57nlhRM5cqV+fTTTzl48CD33XcfNWrUAKB+/fps2LABgDVr1gBQpUoVmjdvzty5czEajXg8HoQQGAzhUx1zfz8fFMcROgIPANcJIdYG/m4EPgEqoIWPrBVCTAQQQtQSQvwa2Lc6sEwIsQ74A/iflHJOMdSpXGOz2Rg3bhxGoxG/38/QoUPL5WQ7p9PJy6+PBGDQIw/hdDqx2WwMHz5cN1KHDx/O4/ZGAOxNjfh+WGpQqiYKhaIsYzAYeO+99+jTpw9ZWVmF2ueWW25h9+7dXHfddVx33XXMnj37PNfy4tOnTx82bdpE586d2bBhA4mJiZjNZm644QY+/fRTkpKSqFGjBmlpadxxxx2kpaUVuux27drRuXNn3ZC/mEyaNInOnTtz0003MXDgQL09VquVNm3a0KlTJ5YtWwZo184zzzxDt27d6Nq1K0OHDr14FZdSlrq/Nm3ayOJg0aJFxVJOSWTUqFHSaDRKQBqNRjlq1Kgi7V8W+mbUqFEyvnVvWf+FWdJcITHfPthyKEPWf2GW/GH1vkKXXdL6Z8WKFTI6OloaDAZpMpnkpEmTLlpdSlrflDRU/+RPee0bYJW8AM9O7ZGvKG2c63lbtGiRfOmll4qpNsVLWb0mA+2K+Ds8/z51xUUhGG5iNBqxWCzlMm7SbrdjjqkAgAlvvn1wdOcGDNLHR9N+KLXe4qBmu9/vx+v1MmTIkFLbFoVCoVAoyirK8C6jtG9/DaO+ms3Lb4zSM1aWt1AEm83G/Q89gkCyYM6vEeOfnU4n3a7rivtkKrusjejR/1kGDRpU6vrIbreHxab5fD6lDqFQKBQK7HY7b7311sWuhiKAMrzLIE6nk6EjP2Lcn5l8kXElhupNym2ClYpVqhMfbaFDhw4R1zscDm2yjTACUKHjfUyaNKnU9ZHNZmP8+PGYzWYMBgNWq7VcjnIoFAqFQlGSUYZ3GSNoYH+/LWfm9nvzt0VMsFIeOOnyEmfNX7zHbrdjNps5sUzTMhVGC1LKEttHTqeTQYMGRfTKJyUlsXjxYt566y19lCN0v/I02qFQKBQKRUmkWDNXKi4+DocDt9eHtfYVANQ2nuTEqQp6zLfb7S5XMd+Z2V4qROV/mdtsNj7++GPGjRvH4VUziW97K/Ht+uJaN6vE9ZHT6cRut+N2a9KHU6dOZdGiRbqBne3xcdBSl2eeH4bVZAzbL6hfbrFY8hjlCoVCoVAoLgzK413GsNvtVLn5OQBOzPmQ9o2rsi3lJC3aXM3ChQt58803y5Xhlekq2PB2Op0MHTqUv//+G/cRLZlO5a796dWrV4nrIz0sJkBur/xvW1J49vt1XPbyHPx+GbZfeRztUCgUCoWipKE83qUAp9NZqIyEwe2qXd6ODB/89MkIsitfwg9b/2Lr4ZPlMsFKpstLYqwl3/VBoxQga5ODKr2fASCxRp1897lYBMNigvU1GAwkJibq5z29Vnt923X702lVr7K+X3kc7VAoFAqFoqShDO8STmHDBILbeaSB2k/9h7uuiKbLtR3Yl6Ylhdl0MEM3xMoTmdle6ifG5rs+NMun3+8nZcYbVOv7Kp1uuvMC1rJw2Gw2HA4HY8aM4ZdffkFKyRNPPIEQAq/XS+KNTxPd1A7AxgMn9PNts9nCMnaWt5cvhUKhUChKCsrwLuFEChPIbTg5nU5GjBihpYivVAuAv/9aAQ9eR53K0cRHmdh8KONiVP+ik5Fd8OTKUKM0MTGR3Ucz+OYkmKrUv4C1LDw2m41WV1/DL7/8gt/vx+12I4TQRPkrVqemMZNsa2U2HsjIs58yuBUKhUKhuLgow7uEc6YwgaCnOzs7GykllrgEAH6bNQPnPd2w2Ww0rRXP5oOaIeb3SwwGcaGbcdHIdHkKjPGGcKNUSsnPI+ax7fDJC1E9oPChRAD//Ws/UzKaEVX3SrJ2rwe0OhuMJqy1r6BaopnYCvFsORK5/kU5lkKhUCgUiuJFTa4s4QQ9svlNigxmLNQylEKlLg8C4EpPYdq0aQA0rVmRLYcz2JFykuYj5rJg85EL24iLhMfnJ9vjL9DjnRshBI2rxbF2X7oepnM+Kaq++rd/7AWgyl2jEEJ7gTLFVcZ2az8AKleuxOU14tl6OANfyATLgo6lpAYVCoVCobgwKI93KaCgMIFgxkK/3w+ApVpDALwZKfo2TarHke3x8/QnM8hyV2XK8l10b1r9/Ff8IpPl8gIUyfAGqJ8Yw8y1B+k0ZhEttk2lVvWq9OvX77x4iAsTShRKsE0AdYZ+h8ESDcBxswCP5J2+V7Fk21GyPX72pGZxSdW4Ao8FKKlBhaKcEBUV5RdCKIdbKSMqKkp3tJQ1ymrboqKi/PmtUz/AUk5oxkJzYh2EyULavPFYjAb69dO8oKdTdgOwwV0VgO2Hjl+s6l5QTmZrRuqZQk1yc+zYMf3znN83MnHiRDp16kRycnKx1g9yQomMRmOhFEdSs9xcd3k1AN3oBsjyaN7t6vFRXFEzHoAtucJlIh1LSQ0qFMVPSR1Fys7ONkgpUX+l6y8YSloW/8pq27Kzs/O1r5XHuwzQ6477GZwZhfOPvzgMJN1+PX3Hv6J7Lpf+OgPie+jbHz3l52D6aWpVis6nxLJBpuvsDO8TKQcA7SXFWrMJ7oNb8fl8DBkyhObNm+fJCHkuMdNFURzx+yXHs9xcUbMCTapXYOLinWHrB3TURjsaV4vDIGDzwQwqZ+4OKzvSsZTUoEJRfAQTXXk8Hsxm8xlHsRQKRflCGd4llMIadEdPuug0ZhGQyKnsGGKAS6rE6p5Lm81G2qG9oDlBSZ3zMYk3PMH0eb/j3eks05PsVv61FoDPJ35KxftuLHQ7n+nehL4vvE/c1bdjrtpAX+7z+cIeosGYaZfLhcFgYPz48SQlJRW5noVRHHE6ncz5bSle/5UkxFrpZ6vPhp37WL7frW9zqTkVgDWr/sAv4ZNFOxjxeRLZx4+EhZGEHktJDSoUxYPT6WTMmDEsX75c19p3u92MGTOGH3/88SLXTqFQlBSU4V0CKUqK74V/50yUjLn8WqTXw9Anh+D3+7FYLIwbN47Zv/5KzcseAcB7cAtRBj9jp80kdc7HZTauNzk5mWfGfk6V21/l5x++45fP3g1Lr14Q13XuwN0tv+LHtAOYK2vyjEIIrFZrmEc4OLHV7/fj9/sjesSLg+D14I+tSo2HPyXt4B7MxoY0O7mK7z58C68rG6PZzO6Kr+GsaMJutxPT/v+o2OFuRM2m+I4dLDB+PLcxrpRPFBeT0nj9OZ1OOnfujNfrzbPu559/1kNOSlu7FApF8aNivM+R8xHLV9i42+TkZMZ+Eh53LExmfD6fvu+MGTPw+XykLUjG78rigb69qW7IxFyvRZmN601OTmbQoEFg0RLn+F2nitzOfv36ITOOYKnRmIotrufRxwYybtw4HA6Hfq6DE1uDBD3ixY2eXTOqAgC7t2zIOb7fi0BiRGK325k2bRput5v0pdPxnTqBtc6VAJhMmkH+yW/b+XrlnnyPVVSVFUXhCd4rNm3adLGrUmLZtGkTdrudl156CbvdXmquv2nTpkU0ugH8fj9jxoyha9eu/Otf/zpv80UUCkXpQHm8z4GieKaLQmFSfCcnJzP4xdep2e99cJ2ikeUEu0RNAKxWq75v3759Wbp0KafW/g/v5vn0X7iQX3dms2fjKSwVq2F0nyxTcb1Op5PBgwfj9/ux1rkSf3Ym3vRDWIsYv2yz2eh03UlWHfZQ6YanIDGdIUP64/P5sFqtvPvuuwwePJhnnnmGsWPHAuTxiJ9LG0I9Y3a7HZPJhDGmIgDXtmupbxucDS6lZNq0aRw+fDiwRuI+vANL9UYIIejfvz/W2pcz9tMVANzWqjaxEdReiqqyoigcofcKk8lE69atVb+i3cdmzJhB3759ad68OZ988klYmMa0adNKfD85nU6mTJlS4Dbbtm3D5XIB2gv6448/fl5GxxQKRclHGd7nQHEaKbmNrTPF3c6YMYPEG57AEKXJxVnWfEbtri+QluXOs2/z5s3Dvstqx/hq4+888uzL3N+9bZm6+TscjhxpxeqX4D68gz633MywYcOK3M6k669i1Vd/AfDjkjV4PB4AXC4Xa9euxel08vHHHwNgMBgYN27cWfXlih3HaFornkoxlogvc6AZ1kHDO95i0Nvq9XqRUuLxeJg0aZKmbmM24/F4cB/5h/h2txEVG0e/fv2Yunx3Ttu+WsX0R67JU5fCvPQpik7ovUJKqV5o0Izuxx57DIB58+bp121pw+Fw4PP5CtzGYrGEfc89X0ShUJQflOF9DhSXkZKf5zx0El9uI7xv375s3hSvl9G3b19uvbsDUkKNilF5JtCFfm8U0HZu3/1mbLYGZ1XnkordbsdqteJye7BUqU/7Km6+G/7SWZXVNSDbB2AK6KMDGI1GWrZsicPhwIMJU/W6+FJ2kpqqTW4sSozqjpRM7v3sd66sFc8vQ67NN8zI5/NhCBjea1Yupfd1HfXrL1SOyefz8eijj1KvXj2OWOvwU4qJF0d9iMPhYKvnUkBTsjl60qXXoagvfYqiE3qvCIb9lGecTidvvvlm2LLcRrfBYKBVq1bndIwLcR0HR6TyM76FELoXP4jBYCj314BCUV5Rhvc5UFxGSqix5XK5GDFiBCNGjMBms+VrlHe6+W6M/ywF4P6aR4ukplGtgpVYi5F/jmadVX1LMsFzMnX+auadsnLH9VefdVlmo4Hdb/dm6OcL+dFfF4PZivB7ue62+znuNdHNbqfKGhfWS64m9aun9JjUwoYfbTmcwcK/tURHmw5mMOb7xcw8WoUqfYZz7KfRGI1G9u7dS6tWrTT97dhK+F1ZdOvaJayt06ZNY+rUqXi9XiwWi57sZ9exLH4a62DclzPI3LWGqneMwJexDf/xA+xpcyN+v2TekhX0ve02XCfT8lU+UZwdy3ccY+baA7zT96qwe0V8vPbCPHr06HL5chP8jZw+fbrA7fx+P08++eRZhWScrzDA/CjI4200GmnSpAmbN2/Wl91yyy3l7rwrFAoNZXifI8VhpAS9YUGFjAULFrB06VLGjRvHjBkz9OWh4SwbD5wAYPoj7enYuEqRjieE4JKqcew8mnlO9S6p2Gw23vzDC6cy6Hxp1XMu7/qrm/LT9tXc9ehT/HfKx2xp2Jcth6AbUOHSq3H7oO9LE7DZbIwePbrQ4Uf3TlxGWnZOWveJa7LAUouoxrXocN/T/PGfj5k8ebKuTvOffbFkWSpEHM3o169fnhfA+gkxmPER331QUE0S7/FDZB/ajssHL476gP+dqE3F21/j8NfPE9N5ADMXrlAGwTkgpWTG6gO8PXsLxzK1UYUHrmlA8zoV9X4dPXo0zz77rP6iVBZVhQrC4XCQnZ1dqG1dLtdZhWRcyLkKwZCv/PD5fBw8eDBs2datW8vti5dCUd5RqibFxLmomwS9Yd26d0cYTfj9flw+yb/+8wcLFy/FjyD2so4YTWb27t2L0+kkJRAq0KZ+5bOq7yVVY8ukxxvA5fWx5XAGD9rqU6Ni1DmXd2l1LTQnyxiHITEn5GT81z/gDji6NqRqRlfu7JCJiYlh10XwOvlgwmdhRrf76O6wY+6t1hGv14vP5yM7O5s1a9ZQvV4jalepGLGONpuN4cOHhz3EDQaBwWgM31D6cR/REu9MnLGALGMclqoNqNz5AeJa9uLfmZczdu7Ws+onBXy/aj/Pfb9ON7oBVv6TE4LUrVs3Zs2ahcvlOmtVoZKaFbGwJCYmIqU884Yh2xeVomaEPRfS09MLXC+l5I8//ghb9vfff/PSSy8p5aCLxIgRI1iwYMEFPWb37t15++23L+gxz8SpU6fo3bs3drudW2+9lT179tC6dWuioqL0l8nc2wQnCQfZuHEj1157LR07dmT9+vUAjBw5klq1avHyyy9f8DZF4umnn6ZTp0489dRTYcvvvvtu/eW3ZcuWAEyZMoWGDRty//3369tNnDiRa665hokTJwLanJRp06addX2U4V0MFIcEm81mI7PlvdR48EMwmolrdRNxV99GhXZ9qdCiJ1X6DCe29c0kJyfTuXNnFq9cRYzFSJTZeObCI3BJlTgOnjhNtqfgSUGlkSMnXPglNKsd2Ug9E7kNmwaJmizhupjWmCrmxH0fsNQFoGXdSqRmuTl4Ilt/iXrzzTcZN24cQ4cO1a+L5ORk/Tr5cE/NsGMemjKEPe/cxJ53bsJ1aBsYzZgqaAaHlJKpU6eyfd9hUg/sLtT1FWxDlEnoy04s+oxjv36IK2U3AAk9B+vrKrS5Rf/8yaIdZfK6uBA4A0Z2kOrxVlbvPQ7k6L4HjU4hRJGMQqfTyaBBg+jatWuplnucPXv2ed0eCPsdnu8Rhe++++6s9pNSlkk514tNcHJ9cRKcQ3O2pKamkpCQwJIlS4qxVufOnDlzaN++PQ6Hg3bt2rF27VoWLlzINddck+82c+bMCSvjlVde4dtvv+W7777jlVdeAeCRRx5h+vTpF7Qt+bF69WoyMzNZunQpbrebP//8U1/373//G4fDwbBhw7jpppsALQxs/vz5YWXMnz+flStXMm/ePAC++eYb7rvvvrOukzK8i4HC6m4XxOJlKzgoqmCpWp+YRldjTqgNgLX2FUTVaASAuXZT/H4/Xq+XRct/J8pw9jeYhlVjkRJ2HSt7Xu9THu1NPZJc3pmI9BJlMeX8TCp11t6C/dmZ7LJq56XnlTUA+GuPZmAFvc+pqalh18WMGTO07/6cG/i+j+5l38f3YzAYMBqNCCFId3wBwGUdbtDlAj0eD4fTTrJx9e9nNLhC27Br6nP0usTKYxXXc/KvX/CfSgcZft3EW3OMc0Pg4+ZDGUXuOwVs3nOEmsZMvr01gd1v9+aaSxJZvfc4UkoSExPDjIJbb7210EZh8JxOmjRJ95YHwzBKG7nDLop7+yCRRoHOB0eOHDnzRvlgNBrVJMtiwOFwcMstt3DLLbcwfvx4OnXqRKdOnVi9ejUAEyZM4JprrqFr165s3aqN6E2bNo3u3bvzyCNacrk5c+Zgt9tp27at7s0cMWIE/fv3p2fPnqSkpHDLLbdwww03cPfdd/PFF18A8MYbb2C327nuuuvYvXt3xPr9/PPP3HnnndSuXZsDBw6c384oAo0aNSIrS7MB0tPTSUxMpHLlymfcJpTjx49Tt25dateurY/+VK9eXX92XWxWrlzJ9ddfD2ijDpGenT/++CO33347AFWqVMFkCrcdjEYjXq8Xo9HIzz//zI033ogx92hyEVCGdzEQOqwZnBBXVE/ULMdK/XNU/RbEXNYBAEuty4hu2hVAS4YitFMmLLHgPnXWdb6kiubF3V0WDe9A/Ee0peg/jPxeot68NZCIpqJmZLdIzDGeH+rQgCizga+d4Ylpcg939+3bF4vFQkxjbcLnsV8/xH86g8vq1yQpKYlPP/2UqKgoPEe2A1Cl3S1ERUVhNBoxGE0YYirizUw748tdaBtOHdxGvdQ/9boEE/4c+2Wsvn1Sl0sBMAq4J+5vAH5eurZUhzNcDJxOJ38fSGP76uX6y1Hb+pU5kuHipwXL+e+MGfrDSAhBjRratVSYfp42bZquXhPE7/efVRjG+aAo4S9FNTQffvjhc6pTcnJysVzL+bXxXB7AJcU4KQu43W6mTJnC/PnzWbJkCTNnzuSNN94gJSWF77//nuXLl7No0SIuvVS737Vq1YoFCxawd+9e0tPT6dy5Mw6Hg5UrVzJp0iS93CZNmjBv3jwcDgcdOnRgzpw5unG6fv16Dhw4gMPhYPz48YwePTpi3ebOncuNN97IHXfcwU8//XTe+6KwXHrppTidTq688kpWrVpFhw4dirxNqDPhXEYFzhfp6en6hPaKFSvmCQ3zeDxs2LCB1q1b51vGI488wj333ENSUhI//PADiYmJDBw4kN9+++2s6qQmVxYDudUlJk+ezJdfflmkIU5vrRawLRvp9VChdW99ucGcE6NssMYQVbUu7mP7MMVUoFrlCmctmdUgYHjvSi17hnd2wPCOOYswnPwkIu9oU5dXZmoZB++8PJojK2ZTu/5NvHtXW6ItRqLNRv7YnUa2x6eH/0RSvWnevDkP/7CPU4A3RYu13rp1K7t376Zfv3769pNOwM7TUfTo2ZMaNWqwt9Z1bM4yIjNTzxieEKkNoXVJTEzk4LHjfJEBLepUpHmdSgD4JLzz2ovUfHwan367kLQ5H5XLyX9ny5zflmKIvhJ36n5dnejRZ7Wh16cXnsB3eX9ij5rIXPMrUko+//zzMDWa/Po5mKBFSgkGI8IchXRlYTAYdAnLi0lRFUS2bdtWpPKbN29e5Dq98MILjB07NswosFgsZz3J0ul0Yrfb8Xg8mM3msHIqVapEZmYm5qoN8Z44giyCQ8TtdjNixAiA2CJXShFG69at+eeff1i3bh1du3bVl+/atYvWrVvrL0hB50OzZs0AqFWrFidOnGDv3r28/vrreDyeMAWaNm3a6OVcddVVAHo88JYtW/T7O0DNmuEhhACZmZmsXLmSvn374vP5sFgsDB48OM92F4Mvv/ySm2++meeff56xY8fy9ddf069fvyJtE/ryGJrJuaRQsWJFMjK0EdyMjAwqVaoUtj70/OVHjx496NGjB9999x23334706dPZ8qUKQwYMIDrrruuyHUqeb1USrHZbNSrV0+fEFfUkJN9rmhizYLmMSf0Zcdnvat/vu9KTX955PgveOutt7i0aQtizeKsY8vjrCaqxFnZc+xUqZ+slZtz8XjnFxsabTHSMPCy8tl7b/D1Z5/yx4ib2fjbDwA80+MyQJMF/HN3Gv5AOEnu4e6WbdrhNsdxRaKJLi0aYzAY8ijW2O12stZpcXTzt6Yx7b+z2JwVA8C9fW48o2GTXxuCdUlKSmLEv15gzSvXM7SFgYXfT9X39fl8uI/sxFS1wTmFTpUHcv9usmq3BcB7bA9+v5/58+fTr08PfXtjdAUSrh+of/d6vYUKUdMTtAgD9Z+fSb2h/8EUE19smVLPhtC2B2PXgxOBR4wYke+95IUXXtA9fsb4atQc8AnGCprykKlideq/MItaj05CmK36PjfeeGORUqwnJyczZsyYPLG+wUyYZ8O0adNwu916XHawHKfTyf79+xGWaGoN+JgaD7x7hpLCkVIG40mbnFXFFDoGg4GGDRty9dVX43A4cDgczJ8/n0suuYQ1a9bo10Pwf6jBKKVkzJgxfPbZZyxYsCDMOAsakw0bNmTDhg0A+iTCJk2a0KNHD/14ka6vX3/9lVdeeYU5c+Ywf/58EhISOH78+Hnpg6IipSQhIQHQQixOnDhR5G0SEhLYv38/Bw8e1D3LJYng8xBgwYIFYfHroIWZ3HbbbWcsx+/38+uvv3LLLbfo5+9sz6MyvIuRc5lJv+tYFre0qsOMV3Nm0s6ZPJr6rl0I6adnwyjMRoEnrgbDhw/HLcycTD1y1rHlTqcT8+lUFq/fid1u56WXXtJ1qEs7hzI0qbKqFaxn2DIy+cWGPtmtMQBZ+/5GSonX62XQoEEkJydT+dR+AN6c8Sd3TnQyack/rN+frss+Blm99zhev2TYLa0YMWIEVqs1z/XicDg4uV6b3FH1lmH4rRX0/ce/PLhQHrvCxLduWf8XvXt2Z9Rr/yJt9jgOTX4UAPeRnZir1MdosarslfkQaS7AIW8MFuHHtVd7KEspcblctMnKUbQQwkBM3aaYouIwm81nvF84nU727t2LOSqW6v/3hr783mHvXLSRiNxtT09P140ZKSXz5s2LeC8JGsQAcS1uoM6gKZqiTjctxjaqQUsAzAm1iW7cXt8vPT2dxx57LF/jO/cL0IwZM4q1vQURvOdaqtbX/lepj8Ga13ltjK1MfPs7SOgxGEvNcBs7MDyvnsXFQNWqVenduzedO3ema9euvP3221StWpW+ffvSoUMHunbtyvbt2yPue9ttt3HrrbfyyCOP5PGKAvTp04fly5fTs2dPDh8+jNlspmXLltSoUQO73U7Xrl2ZOnVqnv1+/PHHsN92x44d+fnnn4uryefEvffey3fffYfdbmf69On83//9H927d2fdunX07NmT33//Pc829913H4cPH2bkyJEAvP7669x1113ceeedvPGGdo/6/PPPefbZZ5k+ffpF9+4HVVo6deqE0WikXr16et2llDidTq699lp9+1mzZnH//fezcOFC+vbtqy//+uuvuffeewG4/vrradeuHT169OBsECUxJudMtG3bVq5ateqcyynMEENhmL1oOc4Vy+l1Xaewcgv7UFy0dAX9/3ecu6+I5u0Hr2Ph30fw+SUVMnaFDeFe/fIP1K+RwI3NavDiDxu48/Joxj9+U5GTRAQfnFHt/o8KV9/G3g/uBJ+WNW7gwIFMmDCh2PrmYvDWrM18/fseNr9+AwaDOPMORWDp8hVcZ+8SpttrNBoxmUxUfWQyxriEPPv88VI3qlXQQobenr2Fz5f9w5pXexBnNUUMFQoOa1cf/A3Sc5rsbSuIbdWb2U914oqaRfMoFBSKNHr0aF555ZU8yT9iLutI1T7DuXTPz7zx5ENnpaF8Ia+dC5WhMJTQvjMajbz55pssibmWU0f3sXTU/WGxjpMmTWLUP7XzlPFkvUNs3/AXgJ70KJTg79RjsFB7SI5CgNVkoPdVNXn//1qen8adgdC2GwwGYmJiyMzMmxMgeC8J0rNnT00VQBioPyzH8PCePMaBTx+iUqcHqNjhLgBOrp1N2tzxYeW1a9eO33//Pex8A3nCXMaPH8/06dMxV6mH9HnxHtcmZxoMBpKSkiL29ZlwOp106dJFDzVZvHgxoHnCJ06cSFyLG0i8YQgAR2e+w6ktS8P2r9wtifi2mnJQ9v7NHJk+LM8xpJTnPeBbCCFL4zO/pOD1ejGZTAwaNOisrqOzRQhRIuOni4Oy2rZAuyL+ps85xlsIUReYBlQHJJAspfxQCPEucDPgBnYC/aWU6RH2vwH4EDACn0kpS5bQZQFkubwsc/5O0ndb8fsrM7ZbNxYuXMjw4cMLXYbT6eSWex4i8f4PmPTBaG5tEk03PdHG1LCMlsd3bWBPRlOWbDsKwI3XNOP2s8icGZx8Jw7vIN5owlKlnq7tXBbYnZpFg8TYYje6ATp17MD48eMZOHCgfrMIhoq4j+4mOoLhvXjrUe5sq0kP7ks7Rd3KMcQFFFeCCXCCXrvgeXQ4HIz49zK2xjYltpUW818jvmia5GeKvQ2O0OSetOc6pMXgplmql/jY7vOdoTA/oz53HH1iYiK7dxwm6mQKBoNBf5kRQpCamsq7d/Ri1u9bWLwvJ3X4W5/9l4z1C/Rso7kJ/k6jrwqPIaxNGov/BmhZbO0sCvaQFOl+vz+i0Q1w+PDhsO99+/Zl3rx5GGPCZT5NFapgrlKPih3uwnfqBO7D27HWujxPebVq1cpzvh988MGwUb8xY8Yw568d1BzwCZaqDQDY9+6t+P1aXZOTk4s8/yaIEEL/27BhA0OHDtVTwZsq58T2Vr31Bfbt24A/Kz24p250A5gT6xTpuIqSQ+/evcnMzKRx48b5Xj+9evUKy8o6adIkLrvssgtVRUUpoDiGt7zAs1LKpsA1wGAhRFNgPtBMSnkVsA3IY40KIYzAeKAX0BS4J7BvqWDwN6t5bE46xorVMVeuhS8mocjxsA6HA5/BAoA7Mz1s/1AlCr/fz551K3J2lJJvP3wdoMiSWcFyfcc0FY6aD31IwvUDsVqtEQ2A0sbu1FPUT4w5b+UnJSXx9NNPYzabdRlAKSWWalpynUbyIL4TORJjz/93vT4MviMlk+q5DOhIYQs2m42XBj8Utl2lGHOR6nkmmctg7Ntjjz2G1WrVYx59GUfxu7KocWlzvX4ldQ5AcUh55kd++vw7Uk5yz8w0ejzyIo8++ijjxo3jiSeeINPtZ892TRXGaDRiMBiIiooiMTGR3z4fxX+evTmsfEP1Swusd/B3aoqtBEDqnI858v1r/DX3e1JP+/nfb8uLra1FpTAeql9++SXsmglOkjTEVAIgfdk3HPrqOQBim9oBcKfswnVwK+Yq9RCW6LDymjRpkud8A2GKUj///DMV2t2uG90A5lo5Ro/f79cnvhblenYEslMGQ8x0adDAC5apUg08qfvwZmhOkbpDvqZCa00X2FqvWVhZxuh4ajw4Dgxnr4aiuDjMnTuX5cuX8+WXX+a7zezZs/WYb4fDoYxuRR7O2fCWUh6SUq4OfD4J/A3UllLOk1IGx+NXApFe89sBO6SU/0gp3cC/gVvPtU4XAikljq1Hw5bF1mte5CF2u92OJVYLHzD6PWH7Bw2j7t27YzAYcB3O8Urvff8OJk/8lK5duxbZIAqW++ozj2MMOIUrtL6J+Qt/K/EezjPh80v2pp7Sk96cL26++WYWL17MW2+9xSOPPILBYODY/z7Al5WO2PAzhyYnseedm/Ce1FQneg14lrmO5Ww9cpKGVcPrFmpMhBoFl9fIie22GA1Flh4rzJwDm83GhAkTWLRoESNHjmTYsGH06NGDRpWMGCrWLJbkUOeTSFKexSUfl59R//CnWvz9X1zKl19+yZo1a/B4vBisMfhdWfj9fh599FGSkpLo2bMnTz75pK6/fXj6C2Q4v6OKJwVrrcuJrteMim1uyvfcLFy4kPpNrsR3OoPMdXPJ/ucvfUTi52Vrz6l9+XGmFy2Hw4HH4zljOT6fL2yyWfCzMVbzeGfvWYf78A6kz6sb3scXTsZ1cCvCYMRSo3FYeR988AGJiYm6M0IIQatWrfSJxAMGDEBKialSjbD9QssRQuD3+1mwYEG+1/OuY1nMXHuAId+s5oZxSxj+wwZmuy4Lm5xXtWrVsH1M8dXwnjhCyn9f15clXD8QQ3S87r0/+Plgjnz3KgDWGo2x1ik1PiaFQlGMFKucoBCiAdAK+D3XqgHAfyLsUhvYF/J9P9A+wnYIIZKAJNDE2YvDs5WZmXnW5RzPzpkx361SKkvSKmDr89BZJbV4YMCj/JIKzz75eMT9b7nlFhYvXoz32G4APKn7kF4tbWtQuzR3GtfC0KGDjW/mnyDTp10Ge9Ky8QWOfS59c7E4nu3nvVXZuH0SV+p+HI6zT2xxJoLD6zabjfj4eMxmM+49azk6+WH+b/Bglv02H7/fz+Gvn6POoKlUuvUlRv34J0RfSn2ZEta38fHxmEwm/H6/roaxePFi3nvvPbrVa0yb6iYaVzKc1fl49913Wbt2LS1btgy7tjZt2qQvv/LKK/W2gDZU+tVmF8sPnODzKT/hcrl0T2FhrrULfe28++67zJ07lzlz5jBp0iSklHpWyPfee09vX1EJPS8Ax44dY/z48Wzf5cZSswnCbMXl9nDgwAEscZUQwoD/9ElMJhMxMTGMHz9eV8II4j6wGZmyncY9e3DMXI1q92iRdduPnsKVT59VqdeYYwfS9FhI77HdSL+PNXtSGT9+/Fm3LzebNm3S+9Hn82E2myP2X1GUC4IaxwDLl2seekO0tr/v9Anwe/EcP4ClSn2kz4MnbT++k8cAsNa6HNfeDXpZXq+XyZMnc+utt/L999/j8/l48sknee+994iPj2fDhg2a4R2XwKltTk6um0O1214ioVsSJ/+aBdLPZZddxpYtW/D7/WRnZ+e5nt0+ycAFpwjJccWWwycBKzGXtufUdu3R9s0334SdV1OFKpw6shPP0d2kzZ+oq9dU6vIgFVr0BMBzbA+e1JzHXe72KRSK8kGxGd5CiDhgBjBUSpkRsvwltHCUc8ofKqVMBpJBm1xZHJO3zmUS2O//pIJjJdMGtKNzk6o8+e0alm4/yjUdO50xjXvuuNHFBySknqLtVVdit3fMs73dbqd169Y4HA4OWtL4fMoofZ3FYmHAgAFn5alOTk7m+CEX5mqXAHDotIH7b7YDF36CXHHw5Yrd7M/UtLZ7dGhFh0ZVztuxQvsn9PwEz+kdd9zBmDFj+OWXX/C7T2OwRLMnWkvc8MBNXYix5Pz0gvuPGDGCBQsW6NlJMzIy+Hx4z3OqZ35KGc8//3yBcdG7zbtYuHczfe99iG+mT9e3Lcy1dqGvHbvdTkZGBr/++qtuDAVDAjIyMs66Lna7HbPZzJAhQ/D5fEyYMIEHH3wQQ2x7pN+HwWzFWrUew4cPp9cAN++szKSH7Sqe/fjFsNAE0DytZrOZAQMG0KxZMyx167JyxUn9WB9/P59HO11CUlJSWB1mrT/IjtNZmBJiGDlyJImJiaxZs4afU/ez56Tk+eefL5a49uA1ERrvn1//Wa1WKleuTIbfiqlSDbJ3r4lYptFoDAuDi47WQkcMUdpIjv+09vLqObYXS5X6WuiF34fflYUndR/WWuFD9FJKVq9erUvDBaX9Ro8ezaFDh/D7/QizFUNUHK5D28j+5y+ESQvji6rfguzda6hWrRpbtmzRy7v66qvD2vf7P6n45UoiEXdFF93wDgu1MZgwxlXWXxhOrp5F5ob51Htmhm50+10BbW/p5/DXw6h+39sR49gVCkXZp1gkjIQQZjSje7qU8oeQ5Q8BNwH35TOV+gBQN+R7ncCyEs+eVO1GGtR27tumDsdPefSJj/kRHLp/+eWX6dy5My+88AKf/ud/+LLSufOm6/Md3g3Kw3387AMsnPkfBg4cyMCBA1m0aNFZJ4QYPHgwp/flJApYtnFXkcspKcz6bRmv/bxJ/36+Q01yE0m+b+7cuUgpOTT+AWrINAAurWwkxmLKM5xvs9nylRcsbgoTF10/0H/RtS4N0wSHwmVavNCEzocATcGiOPowNTVVH4lwu934MGCskMjpHZoB9shzI7DZbLjjagHw5djXdC320DCfxx57DIfDoat8PHX3DWHH2X2SiJJ5f+zSrps29SvrGuz16tXDfWQH0Ze0xV+heEb/HAEt7tDbdDDNfSjB+1daWhqJvYdS/a43MeUzWbBjx45hv4dgBkpzonbL92drhncwLjpjZY4MoN/jIubSa8L0vEEL8/D5fGEvWAcOHAiMSgiMsdrkZl8gxCtt4WQAohtpGuvLli3TQ7YiJSBKy9LixucM7cSOkb3Y/XZvdr/dm/a1zGGx4qEElYx8mTllSY+Lk2tn698Pfpaj3+46sJmsjYuw1lTS3QpFeaQ4VE0E8Dnwt5Ty/ZDlNwDDgC5SyvxSef0JXCqEaIhmcN8N3HuudboQ7E7Nwihg2sQPua6rnWuubofZKFi9N50eV9aIuI/T6WTEiBFkZ2cT16o3ftcpxo4dS5U7RuA9kRKWRKUggkoY54LD4cDv93N80Wdk711HpQ5380+cRZdJKk04nU4e+XQeUQHt3451LNSsWDQFkOImaNz6/X7wuln9wcNIo4UU4Se58jhdESHU4xwp0yUUv1xebkWOSMZp3QTNOzl23lZmPdFJV145nwoi50LuzJypqanF0l+hfVWxXR/mVbwRAdzYoi7LXFDzirb8uuEQHyzYRkKshdgQtZpI5xJg7dq1uN1uDn05lEpd+uM/fUL37s6YMSPM630y20uU2cDU/leH1en9hZ8DUKP/JyQmnruvwm6355lD4Pf7efLJJ2nevLle/6CBDhBVRwtBqdrnXxxfNIWYJjaO//YZ0q0pOixZsoTk5GS9PcHJlcEYb/zaFCAZ8AZLf45E56m/l2hx0LUuJ3vPugLrboipRO2kSQhLNMcXaC8uQSP45KqZxDSx6XHefr8fs9mM3++PeO2nn9Zi1ytGmzEZc/xSMnUvpoo1EdZYpCs826+pgjayFpzPEcR95B+tLqcz8GWmha87vJ245t0wxiWGGewKhaLsUxwe747AA8B1Qoi1gb8bgU+ACsD8wLKJAEKIWkKIXwECky+HAHPRJmV+J6XcFPEoJYy/tu3FlXaQ117VJp2t/vMP6sQZ+GXZ2oiTu4LazPPmzUMajCRcP5AqNz1DbMtemCpUwZ+VdkGTldjtdqxWKwbpx73zDzxHd3NcxjJx4kS6du3Kpk2l4jQA8OW0aVjqt8R1eAf737uNZidXFXkiYnET6vEMyst5s7Nwu91higi5Pc65PefnY3JjfpktQ2lcTQsHsIQYH+dTQSQ3RVVSCX05SUpKwm6389sixzn3V7CvHnn0USp07q8vf3rA3TSuVoGFW1J4fPpqILyvgvtGUhxq2bKlpip0dBdpM17DdWgbporVMcRUCkvYsGTZCn5cc4DqMYL4KHNYuf/qm5N97dkPphUps2Puvg32XceOecPccs85sdvt2sTGEMURS5V6VL9zBBVa9CSu+fVh+3/44Yf652DyHHOVepzakZNU6OTqWWRtWcbJ1bP0ZZkbFmjbBsLgCiK+3W0YrLEIYdBjqz2p+/X1nqN7tFAWtPCXp59+mm7dujFu3Lg85yb9lGZ4V4q2hC1vUFnr/4rtbs9zfFPFagB4T6SELc/ep8Vvp87+OM8+7iM7AIhrcXYJOBQKRenlnD3eUsplQCQr59d8tj8I3Bjy/df8ti3J7Dicgef4Qd0ImTZtGpv3R2Np2JbHHnsMg8GA1WrVDZtgymGAira79HISrh8EQJta0Qx/7sJ5EEM9cnv37uWbv3YR26wbhpiKuE9nsHbt2gtSj3PF6XQy7b+/UO3hm8hcOxuT0VAiYtNze2BDPdx9+/Zl6dKlBXqcg0QydovjGjnTqInT6aSJOY1dKTk/7cJ4youDonrWQ7ePrt6Ad18dxnMvv0GVhycxeWYao9KXcm+vTmdVj+D5++q7n6j6qCYP16iSkea1K9IgMZY5m3K0qmc/VbhjXHnllWHe8F//3MpXB6HLbf10r7DT6eSON6YR0/pm/nbMxGmvGNYH2elHObFiCRU73EXircMZNEjTic4dIx6pTaF9O26cNvqS34RZIUQepaVnnnmG95M1hZKMVTOJb5sjRJXQPUmTBAwYnWlpOZ7egwcPIsxWzAl1OLU1RxrVn53JsZnh6Rv8pzPwnTqBOSFv4qHchEoHgmZ0h3qR3cf2UCEqTvcuv/vuu0gpWbRoUZg3HyD9tBuLyUCUOfwlypKVAlShYoe7SF/6Vdg6Q2xlgDyea2/qfva+dzvS6yY37hQtrK9ih7s5sfzbM7ZRoVCUHYpV1aS8sGLFCtJ9ZvwnjugxnIcPHyb7sJ/oK7thiK2EPys9X0MpUgKFu3p3xda+/oVqAhCevOXr+VrWNUu1hshDf9OyZcsLWpezxeFwYKyuTVp0H9nJgP79S1T4Q7AuzZs3Dws7yP09Py6UsRtK0DiztOhNpS4PMX/xcq7v0rHA8InipKgvG9r2Huo8NxOAz5Yvx3xZjhH8r8UZ3Nur8Md3Op1MmzaNqVOn4vV6MViisdS7CoDUX8bQq3NT3nlnDZZq7QCoEmdl1cvdi9TG0GvD5ZVM23+MtfvSsdvtDBgwAAARr3lS0xZNwWGvlyeBz6uvjcBSvRFRDVshTVEMGTIkjyGZm9x9O2PGDF21JhLBmPnQvpk1axbGgLb46V2rMVjjiGveTd+mxr2j2fNuH/B7OXLkiK5L//DDD7Ph3SkIgxHX/vARtbi4uDyJeDxpBwpneFdvRNYmB1lbl1Pt9pdIXzItbL3nqJavwFytAb7MVD0+3OPxMGbMGH788Ud92+NZbipFm/OMmPW+7lomj1sQCAkSaLniNEzxVfG7T+shNqFEMrpBiwHPXD+f2KZd9EmlCoWifFAskyvLE06nk+tv7otPmPAeP6gn0Pj1119xBbwYlqoN8kzu6tevH1arNlHIXKkmDaOzuaVxThxycJLmxcBms/Hfzz4CoMst97Jo0aJikyg739jtdqyJ2sPZmHn0osanB4fwI4UaBSfcORwO3RApTOKjwoSFnGt9c4djBI0zVyBG9eclf4XVp6gJm4paj8Loj4fSuUsXajz0kf79WK2OVLz2fvzZmbrSxPIVKwoVuhJ86Qjqbvt8fmokfUaVPv/SNsjOZOrUqbzyyit8/el7AJzMPrOmdYHHXLYYz7E9mKs3wu12M2nSJKZMmYIpLpHsXX9hMRnz9IHNZmP8Jx9zctVPCIMRa52m+Hy+M4b/5O7bvn37FhiW5ff79TKD4XKbN28mql4LbX1WOpnr5wFw5D8v6/tZa2ovw1JKPcRk586dWGtdjvT7yN4XbnhHyn7pTTuAKR/DO65lL6rdOYJKXQdgjK2E+9geTm93sve9vpzatiJsW/fR3QBYqjbMU87BgwfDvqecdFEt3ppnO5vNhmHvKgzWWMxV62Ot3ZT6L8zCVLkWxpiKeWK4C8Pp3WsQJgvmKhfW4aJQKC4uyuNdRBwOB/7oSgB40g9Tr157UlNTtZn2Ac9Kq643c/Ol/xfmFbTZbHz00UcMGfoMlhqN2ej8Fafjc+K6PkpcixtYM/9HOjR69IzHL+6JdkF62jvCnP+xJbqpnrK8NGCz2eh9VyZ/7sti4bzZF83bHTTYgt7D3KFG5zIxsTgm0+ZX30j1CRpnvjQtTrZKo+Zke3xnlMksznoUxbNeuUEzTFWOa5+jBMezNW9khWgLD3WozvjVWdxw1wBOH9oRse9Df1PBl46gV9RYoQqGqDh92/t7tGPy5HX4fD6yj+4lHnB5I3uLC4vdbufD338i+vLOgGas+nx+YqrVpZG1Mq/lc60kJSXh8cOYHW5iG7dDHNp0xpeU3H0LhKW4z02osokjJHFO9KVajLkn7QDSk82ed7QwnAOTHqX2Y5Op2PEeUgLJYrZu3QrA1KlTibrhBdyHtoPvzC8rnrT9xF11PcISHeZNFiYLiT0Ha/W4RFMr8Z/WFGyD+Q3C2uDKwpt+GEv1vPHiQaWVICkZLmpEmJjtdDo5utlJnS5JRDe6mspdHgQgoccgohu0Qp6Fx9odSIRkrXkpnpR/irz/2RAVFeUXQiiHWykjKirqos9bOl+U1bZFRUXl+2BQhncRsdvtvDNdk4mSp0+wd+9eWrVqFQgHyMKXmUajNp0YPvj6PPumpqYSfaU2JOvJOIbL5cI191PSFk3lab+b1i2aFTqW9XyqShzPijw8WlLxW+NpUifmooaYhKmYgC4/FwyTOF+x2uda30j1CRpnixY5mH5a8MN2D1NfmcNDHRow4pbiHQnJrx5FedlY+LeWKOn+a+qR1KkRnd9dBECWtHBXt3aMX70IQ9VL8O3fmqetkWKeLRaLrmdtqdFIP85XD7fj70UHMBgMWpKerGPF0gc2m437+5zmv1tOE1urMdlHdhFVqwkeg5WuzRIK7IfBA5NY/OE8Npu7M3nE/YXqs9C+HT16NF6vt8Dtg5J7wYmVPp8Pc2IdMlb9jPRkh23rTT8EQHTD1vqyqlWr4nQ6Oe6C2rUu53iuUJBIxMbG4knTvNHmhDq4D2/X15kq1cyzfebGhQWW507ZhaVajse7UqVKJCUl5YmJTznp4qo6FfPs73A48GUcxZd1XDe6AaIbtAJAGIxcccUVPPDAA7qqzqhRoyJ68oN407X5AfFX9yFz3dwC619cZGdnGyIr+ypKMsHkWWWRstq2gl5w1ZtvEbHZbDz7kpYWWJ46weTJkxk6dCjjxo3jzTffpGXDamxJz/v25vdLfo9qQ+Vu2o3+9NpZGI1GkH6kK6tQw8TnW1Xii4Bk2Y+/rWT69OklTqs5P05me6kQdXHfIe12u3Y+QzCZTLpX0W63YzKZEEKELb9YnCmcw2az8a9/DcdkMnEiILH2xYrdeHzn5t0taj2CFKRysj0lk7oJ0bzVpzn1EmNY96qmFNG/YwPqJkQTbxFE1b4i4jGmTZtGdna2/ptKTU1l3Lhxemxz0LM6oWclTMd2MHToUHw+HwaDgfdHvVFs/TCotxYv/sToSTz66KOYA/J3bz7R74y/w24tG5EpLRhrRNaZDhKpDxMTE8/40At6vG02G59++ikGcxQGSzS+rOMRt09f/g2ArnySkJCAw+HAFNDvdu3dWODxQDPWPal7AU0FJZQqtw4DIOvvJWT8NYuUH94CX8EvD+6juzBVrqUn1ElPT+eDDz4I6wuvz09qlotqFfKGmgSvmeD+ABl//qR/PvzNixw7dkzXWh8+fDg1a+Z9QciNJ3WfrmuuUCjKB8rwPgviqmhxh+6TqWEP7OHDh9OiUS2OnnTpxkqQhVtSWHskZ5lj4QI+/fRTzGazHpZwJmOsqLGvRSVjvzb0+ezr7zJlypRik68732S5vMRZL67hbbPZGDBggD5kJoSgf66JnqFJPy42hYkddzqdNJV7wpat2Zt+XusBeRP0nElSMdPl1eXfnE4nn344ln9dcoDDv37C448/TuMEE43bd8/TVqfTyZQpU/TzYTAY+OOPP/j8889zlgXSm/fq2lE30oNZE9PSUhl7ZwtmDDr3kYuGgYRF324+Ta269TFVaYjv9Emy0w6e8QW7Zd1KALqsYSTy68PcCWQiMXt2TiKY5s2bk9BDk+wLhnfkxnVAywwZmiAmMTERY5xmwJ9Jt9pkMtGxY0e8xw/h92SHeaoBTBWqAnDs5zEcXzCR09sjZ5oMxZOyG2Ewhhm5wcmVQQ6kn0ZKqFkpOs/+NpsNo9EYFsud9feSnDbv25gnXKdy5cpnrFf60q/PuI1CoShbKMP7LEg56aKCRWAxGfMYwd2vqA7AzLXhSS2Wbs/JaGm/rCo2m42kpCQWL17MW2+9VaiwkfM90e7um3vid2cjKtYIC5Uo6WS5vHrikotJv379iIqKwmg0EhUVFTbR0+Fw6Bn3CjO6cSEoaKJk0FD7/q1BnPjfWIbbKiAEOHcWPtlHYbW427e/BnPr21m+30X3m25n5JSfwozDM430ZLq8xFiMYVlhH3vsMSZOnMjEiRNZPOMLDmT6eXzoczS6shXNXpvLazM36uckiM/n46effuKPP/7QEqwk1kEYjPRvHoPT6eSzzz7TDfLgqMUdberQpn5CofskPwyGnFGyWs07YK17JZ6ju8/4gu10OvntP8kkRAmspvxv55H6cK5jOSsO+TlTyO/MmTN1nfBh/3qV2Gaagos/VyKZIK4DfyP9Pqz1NGnElStX8tRTT2GqoBne3jMY3lJK1qxZA9KPJ2U3lsBETQBDVBwGawzHHVMLLCM3wQmW1npXYayQk40zVDZ19V7Ng9+qXqWIZcTExJDyX220M+23z3HnistOT08Pu9Zzx48bDAaGDRsWNjIWfElRKBTlh4tvrZRCVu85Tu2EOJIjTAC75hLtpv7qzE30szXQ90nNdHNJ1VjmDu2MySDCJnQNHz680Mc+HxPtIPhgduFJ2485sS5CiAua0OdcyCwBHm8oOFvhxZAFPBdCDbWMzUv44dOR1Lc/jfOfYzzFpWfcvyjzEf634RCfLNISilR99DMAjv00Wo/FPlPfnXJ7qVYhCodjQVicvb5+32YqAF85d/Pxwm24fPClcw9dM45gMmnXjRAij8ey8Z0vkAXcd/3VvPfa82Gx0L169Sr23+HqV66n9ZvzORFVA1Plk7SqbuZfBfRbaB9XbNeHCp37c/hEdsTJgbn7MD09nQc+mEnMFV2Ibnw1p7b/nm+9pJQ8/vjj7Ny5kz93HqFGe8g+8HeYFnfY9u7TeFL3YQkkvzl8WItljolLxHfqRFhYSGxsLFlZ4QZ8MIYeIHvPOuKvuQNhiUG6T1H9ntFATlbIwuJNP4zfnU3CdQ+TcN3D7BlzC0g/e/fu1VWGdh07hRBwSZW4iGUMGjSIMWPG6BNJQQur8QZi0YMKMKESoiaTSZOkNBiYMGECSUlJ9OnTh0ceeYTNmzerrJUKRTlEebyLSKbLy9YjJ2kU64loYEWZjdRLiAE0gwC0B+Sazdsx+1yYjQZWrlxZ7NkIzxVdyeL4AcyJdbnppptKVErw/JBScsrtI9Za/IobZ0N+XuTzOVpxPgheDwaDAb/fz4IFC9i86Cf+2p1GtufMCg6FnY8we9FyRn63NM/yqEvakJ6ezujRmqFVUN+ln/JQIcoUVudQZLo2+jR2nmZ0B/n1WAIJ97zDg0mPM378eMxmM8b4qlhrX069Z2eQVVELcahTOW/oQY0aNc7YB0UlIdZCk+pxfLRQm0jYp0eXQmtynwrETb88bgpOpzOPtCXk9OG4ceP4aNoMYq7oAkDV21+hat9XiWvVm5gruughIaH4/X6++eYbTJW0Eb3UWe+BzD/e33Nsb57YbGOFRHwhadWFELRp0ybPvo0bN2bo0KGAphMuDEai6rfAGF9VDztxH9mZ77EjIv36xE9ATyEP6Nfm/rRT1IyPwpLPyEGfPn3yLDux7BuyNjv09oS+FDocDv0Fwu/36yE7NpuNJk1ywnD87vAJqgqFomxz8d2EpYw9qZp35puPR3Jy85KI3rxXb2rKI9NWselgBt5DW+nWrRuV7x2Lb+smnM74EqdwATmG4XtzNrPKVY3BfZ++6HU6E06nk4WLFuP1NyfGUvIv5fM1WnE+CF4PI0aMYMGCBfj9frJ2ryWm9c18O3c5/W/qXOD+hfHwJycn8/LPW4hppin9HPn6OarfPxaAuKt6MOadmzEYBNGJtZn3078jjgx5fH4OncimXkIMNlursGyha9as4fDhw2ExykG8J44QfYlm9LmjokhKSqJ58+b0+/EwHkPOBLqul1UlymykX79+TJ06VW/P+dKLb9sggW1HNCWMm1sUPDkvtI/9qXvxe7L58a/1fDXqaYQQeDyePNKWw4cPZ/To0URfHp5lM6ZxO2Iat9O/h3p1QQutOXToEJWa347ffRrvyYIVXTxH9xB7RWeE2Yr0aBJ/xriEsDCTFi1a0LRpU5YsWRK2b9WqVUlKSmLnzp28+977SK+Hare/pK9PX/HvfOPLQzEYDLRt2xa73c7YsWMxxubEXFvrNMV9aFvYROeMbA+VYiz5lKYZ0gUpMOSWRLPb7WHLfvrpJ5KTk0lKSgp7cUv99YMztkWhUJQdlMe7iBw4runJZqcezNeb1zwgR7Vh/wndyDZEx+PJPM60adPO+yTJs8Vms/HwHTcCsDujeNUripuly1dw+0e/8e4P2nB3ysF9F7lGZQ+bzUbfvn0xGo0IIcg+oOkxP/PWh3rMb0H7FuSldjqdDB48GFMgqUnW30vwHN7Oyb9+wR8w1Oq/8AuWus2pMmACr82OHFpw4PhpfH6pjzIFRxySkpKYMGEC7dq1w+v1smfMLWRtXkz2zj848u+XcAU0lAGyKml1aNmmXZjRfU+7ukzt304vd9GiRYwcOZJFixadlxcop9PJofXLABACqlXIGzISSmgfD3joQdyHtmOpdTkejydfaUsIJJ2q0RjX4R0cmPRIxLKNcTlx60IIbDYbUkpMFatrsc2BcJHOnTvnGWEAcB8LKJKETGY0WGOQ2TlhJQ0aNKBfv3559m/atCkA77zzDs8/+0yesk8s+6bAfjEajfTp04dly5bx+++/88477zBhwgROLJ8OgO/0yUAGyvCJzi6vH6s5/0fimRRgQpMNgXZ+WrduHbbNjBkzgPCEaqf/WVVgexQKRdlCGd6FJDh0u3qjNhnG6MvO13CuHh9FtQpWNhw4EZCZM2GIjsd/Kp2pU7VJQSU17KBhVU1dYfQfJXv4c/KCDVjrt6Ry98cA2L1j60WuUdnD6XTq8nlCCPyn0vGeOIKpemOGDBlyxhCpgiZvOhwO/AjMiXU58fsMjv08Br/fz/GFyez/5H59uyo3PwfAdk9lXh75blgYhdPp5NAJ7TqtHUGJAkKUgAyCrAWf8OAl2fgObsaTslvfZvNRD16fn0MnwlN+P3FdeCz7+cjaGSQYr/3NRyOBwt+Yg3Xq168fvsPbsFS/BEtMhbCQm9xZdKWUmKo2xH1kJ970w+z/tD8nVvyHozPf5vDXWn9ba1+hH0NKybJlyzTveWwlfFnpALRs2ZK3335bNyBD8RwLpGkPycooTFb8uRLc2Gw2JkyYoL/cmc3msNGEtWvXcvSXHOWRve/dHhbiUqVKlbDy+vTpw9KlS/nxxx/DzlNSUhK3NE1gzzs34UnZRezlnahyyzA8Hg/Tpmm64i6vH4sx/55PTU2N+JIRSlB6MUjuCZZ9+/bV2/3RRx9Ro0YNfURAoVCUD0r++HwJINIkph//M51VK5bkm1nvqjoV2XDgBB/c1YX7H05iocGI71QGXq8Xh8Nx3h7g50qTahUAsAofo0ePLlTmwIuBN+ESOJCT6KfFlZdfxNqUTUKTAhkMBgwGA66DW7HWulxXZjnba8NutxNT4xKEyazH6+reRPdpDn0+mJoPjw8LD5i4ZDfvvvGyHkZhMBh4asznQCLx0eaIx8k94dXhcOD3+/EE4n392ZlkR8Xx3bzlxNQIz2yYEJt/2EFxo4efnT5A1ubFNLGm43QWnDwnN12urMMqg5GPv/mFZlXNeshNamqqbnSPHj2aHfsOYYzvqRvHvpNHSV/6lVaIUXskVO0znPRl0zmx/FtA8+ZiNGGuXJvsXWsAOH78uN6/N954I+np6XpdvOmHkV53WJy3MJmR3pzfbDDcIhjm43A4iI+Pz9Pm09uceUJfgowcOZKdO3fyww8/cPvtt/POO+/k2z8VKmj3tqwtS4mqfxWxV3Tm2M/v6pM/XV4/FfO5jiAwUmC16tlpI5FbnjGYoGfGjBn07dtX/x58qT19+nSeMhQKRdlGebwLgcPhwOVyaXJwljgEkus6dSjQeK7oP8mOlJMsXLKCXn3+DwCZfbJEhZZEwmAQ3Nw4imyPn1defe2iTv4M9WyGThZ75q1xrDjgxhMywaqCRV3KxU1oSJTVauW5557Dm7ITU8VqRFWqWuB17PNL7vtsJeMDaiW5sdlsvP7BRAD8gdT0QYQQGLNSqOALj+ONa3Uj/pgE3fDxer1M/kLTQS4ogVKopzrYpuwdf5Cx6meOBNKa/+/3v9mbdgqAfyddw/M9LyPKfOEm7IZODD32y7us/OHzQv/2go6BmVM+REo/29K8elu3pWSRGVOTadOm0bVrV1555RX+PVPLkhg60VEnRHGk0rX3ha0yJ9ZDGE16mM6ePXtITk7GZrPlTRYj/ZqySdVQj7dFN7yFEGGe7eA5uvLKnMyoycnJzJs3L9929+nTh+bNmzNu3Dh27tzJuHHjCtVfmWtnk7ZQC5UyVc6pt9vrL1CSMfiS8dZbb0XU6M49uTJIUlISc+fODcuSGXymKC4OwbkrisJx8OBBWrduTVRUVJ5Mt0899RRdunShffv2LF++PN9lF5Onn36aTp068dRTT4Ut//7772nXrh3t27dn5syZ+S575ZVXaN++PbNmzQJg8uTJeeamFIVyaa0EjbhNmzYVavvExEQMFWtQ48FxVLi6D5XNXowGke/2TqeTz0a/CAge/vU4n6/T4hoH3HVriQstiUTmgW0IkxkRX/2iaXmHJvyw2+107dqVl19+mSdeHcMPmVoIwKmQxBlHN178H3dZI3ec9jvvvMM7Lz4JwLip34Vdx7k1u2es3s/yHam8O3crDV78H0dP5jUyKtbQjLLRrw3XE0lZLBYee+wxFi5cSPLtDTj9t4MTy78ha5MDgNqPfUb1u0dCUHvarMVB56fjnrtewTYlPfwQp5Z9iS9lJ77MVPyJDdl//BRVK1i55pJEBndtHLG880WwXt27d9eVZAr72wt6y72nMhDCwPdbTjNx5mK69ezFd2n1mH6oKt/vseC1xOPz+ah4g3YOH7nvTq644oo85WVtWaZ/NiXW0T9bA3ra7kM56ds///xzAF2FJBTPsfCsjAZzlG5433rrrWe8DwbjoXMjhCA6Opphw4Yxbdo03G43UkrcbrceNhKJfv366Rra2QEVGEv1Rrrn3eX15atoEiT4gnDjjTfmWdepU6dC39sTExPz9Zorzo3z0a9SyhKR+OxikZCQwMKFC7nmmmvyrBs7diyLFy/mu+++Y9SoUfkuu1isXr2azMxMli5ditvt5s8//9TXffDBBzgcDhwOB++//36+yzZv3syyZcv4+uuvcblc/P7773TuXLDAQEGUu1CT0LARk8lE69atz3izXLNmDfHtbscakKDKTs3Rfo2Ew+Hg1L7NBH0if6dqb4hvPf84FaLyH8osKVzfrhmLFmdgrdYAV8bhPHGL5xun08mIESN0z2YwxlhKiaV6TjjA6Q3zcB/YjMlspuuXH13QOpYXciux3N6tPaOcCzAk5BhUuTW73333XQ7UCr9mrh65gN1v9w5blnIyG4vRwFMDH6Z9yysjynP+9KL2e0pISGTinmyO+6OIqt+CCld0ImvLUszR2pyE2AiqNvlpiQf/+vXrh8PhYH1cTfZkGhDHT0eUDrxQ2Gw2RowYoT8gCjs6FvSWu1wuvBkpmOKr8bYzkwo9h2KwaC8mcVf1IOqStgiDEWOMNvn7li5X8/FrT+cpL/XXD8jcsIDqd46g5gPvs2+cNmJnqlgD6fPgPXFE33b16tU4nU5dhWT69Omkp6eTlZWFJ3UfsVfaNWWTgDEUNLx79ep1xnb17ds3osf7scceo1+/fthstgIN7Uh07NiRpUuX4glM/kzs9ST97qzNKz9t5J+jWXoW0DMRDFsJJSGh8ImUgvHiyvguHkKNpOuvv57vvvsOgA8//JDWrVszYcIEvvzyS6Kjo5k4URtpmzZtGm+//TYNGjTgs88+Y86cObz99ttkZmby5JNP0q9fP0aMGMGePXs4cOAAX331FY8++ihut5tKlSpxww038NBDD/HGG2/w22+/YTAYmDJlCg0aNAir2+7du3nggQeoVq0au3fvZubMmdSpU4fSRFRUFFFRkSd7m82aTZOZmUmLFi3yXXaxWLlyJddffz0A3bt3x+l0cvXVVwPQqFEjPY9AfHx8vsuEELjdbqxWq65MdC6UO493qJSfx+M5o0cpmFbaFJ8ziSf1WEqBw8B2ux2D38PxJeEPhdJgdAPc3r0DSImlan38fj9Dhw69YOEmQWMpKGEXxJRYF3NiXYyx2sMt5ZN7+OjdUfS7wca93dpekLopoEqclcoxZnakZOre5KDXMajys3btWnakZNKmfmVevampvm+o13vFjmNMWqwplQRVM/LTPx8+fDiPPZbEmlF92TlK8zQm3Pw8tw/6Fw3b9QCIGCIQGiLmcrny/a03STBx8EQ2f+w8yqnUQ4XKtnm+OBu9d5vNxrhx4zAajaT8O0d2L7rR1WHbmeISdKP71yc78cfyxRG9eNLjwrXrL0BTIhEmbfKkISYeg/sUcbEx+rZer5dp06bhdDoZN24cBw4c0B9anlRNacicUAdh0uLlg4b3mjVrztiupKSkPA/tli1bUq9eTtx4UB1ECIHVas1X5tHpdGK321myZAlSSgxo9xaDJZpTlS7hq5VavPuy7QXLJBbE//73v0JfN8F48dwShIqzx+12M2XKFObPn8+SJUuYOXMmb7zxBikpKXz//fcsX76cRYsWceml2shNq1atWLBgAXv37iU9PZ3OnTvjcDhYuXIlkyZN0stt0qQJ8+bNw+Fw0KFDB+bMmaOHGq1fv54DBw7gcDgYP368rpmfm8zMTL7//nueeeaZfEdySjO33XYbPXr0oHv37gUuuxikp6frBnTFihXD5qLcdttttGrVipYtW/LEE0/ku6xPnz7079+fgQMHsnHjRnbt2sXAgQPZsGHDWdWp3Hm8Q7VvQzVc8yOYVtoYm8CpHX9warOD7L0boAD9bZvNxoABA5g0aRJZGxZSZ/CX56k154cos5EYfxanEuuFDXlfiBCZ0Al9oZq5Nfp9gMFspU18Jmsz/Cycr8WpDh06FLfbzZdfflkqwnjKAo2rxbFm50E+vP823G43RqNRzwBpsVho2bIl32Vkc1WdSlxhPMztsdv5IetSVuw8xq0tawMwLpAkxu0rmsfPaBC81acZL/+0kT/jcoY9f/99ZZ5zHzqc7/f7w0ZuQr3h1pqXUvW+sXgxsGrpQhYsTNZ1ry/G9XQ2eu+pqana6NDxQxz5+jkaPzCSk1IzmP+vxjGWHI3msE8bHXjgmvpcUbMCJ0LuhUE6d+5M06ZNiY+PZ+Kiz6nc9WEs1RvhOrAZg9mK+3QWmZmZeY7vcDjweDxhy3TDO7Euvsw0IMfwDk5oPBMTJkygc+fOelzpxo0b2bBhQ9gIxqJFiyKOlhRUP7/fj2HnUvyNOvHCjJyH5/AbCzdJu1+/fiQnJ4c5B4IT5wv7srRw4UKmTZvG1KlTcblc5TeOoZho3bo1//zzD+vWraNr16768l27dtG6dWs9zCioTNOsWTMAatWqxYkTJ9i7dy+vv/46Ho+HzZs36/sHkzzt2rWLq666CtBeAAG2bNmiX3tA3rkOAZo2bYrBYKB27drs2BF53ktp5scff2T//v3ccccdrFy5Mt9lF4OKFSuSkaHNF8rIyKBSpUr6ujfeeEM/1zfeeCM9evSIuOz+++/n/vvvZ+zYsTz++OOMGzeO5ORkhgwZEvaSVlhKrcc7d+xmYQn1KL333ntnvEna7XZMJhPGuMrIU+l4//kdsjPOOAzcr18/zGYzvsxU9r7flyMTHigRGSoLS604gaVq/QuuNR58MbJUrIbZbMZqtRLTsBUGs2ZEbEg3E2MxYrPZCp0dUVG8NKoax+60bL3vfT4f/fv31720TZs25UhGNv7MNLp168ZHbwzDn53JjytyHmZBPfx72tXN7zA6uX/r919Tn8bm4/r69N8+i3juQ+XfDAZDmOJE6LVz+lDOg9CXnVmk+OqSQuhEWJG2h8fb57xkjBn6IK91r61/H3HLlfoow4ABA3SvqxCCpk2bMmHCBCpVqkTW5sUAWGpocdDCZEXmkgMMJhOy2+368HIQz/FDSL8Pc5V6GALqNLn3PxM//fRT2GQur9eb5/deGJnHSBrcu/77Dpkbf+NYplanqf2v5rZWhQ8ByJMhVcoiheUFpRQ/+ugjgJOF3lEREYPBQMOGDbn66qv1GN358+dzySWXsGbNmrCXcAhPeCSlZMyYMXz22WcsWLAgzDgLnueGDRvqHs7169cDmje8R48e+vHyC33KfayyRHCScFxcHLGxsfkuu1gEbT6ABQsWhMWpW61WYmJiiI2N1R0QkZYBnDx5kn/++YcWLVroXvNQ73lRKJUe76ysrIixm4Ul6FEq7INVIjDEVMR/6jgfffSRLs9V0DGDD7WJEyciPS7cPk+JyFBZWK6oWYl/smMZ8cZbdOtacOrq4sRms/HGl7/yyV9ZtK5u5vlrKvDGv5fwd2C922Dl1NHDJCcnFyo7oqL4aVQ1jmxpwhqfgCsjTTe+gtfIex9PINtTj50b/9KNW2/GURx743hz1NvYu3TmcEY2g7s24vmeBXsYc8dpjxs3jtTUVK6oVIcdR7Vt3BvnYv9wWJ59g8P5ka6P0GvHGKLd7Dm2N4/udWkgt2xi23btOW7ZSv+ODXA6nfTtfT0JD43HFF+NP0JGB/r168eUKVP0CYpTp06lX79+pKen48tMw5uZhqV6I8TBVWFZKEHz4j311FN6WUHDY86cOezevRv8Xtwpu7DWvgJrnUDIURFimpOTkxkzZkzEdUU9P7ll/oKc2raCuGbXAVCtQl498vxwhKSDD5L75a4wBGUFgfgi7aiISNWqVenduzedO3fGaDRy3XXX8corr9C3b186dOgQFuOdm9tuu41bb72Vli1bhhneQfr06cOdd95Jz549iYuLw2w207JlS2rUqKFnKb3nnnvOOf63JOLxeOjVqxfr1q2jZ8+evPrqqyxbtoyXXnqJu+66S7tf+Hx6qE2kZReLoBpLp06d9FC1kSNH8tJLLzFo0CA6duwI5Eh/RloG8NFHH+mhJ02bNuXaa6/lpZde4qwIztYtTX+1a9eWRqNRAtJoNMpRo0bJs2HRokVn3GbgwIHSVCFR1n9hloxv3VsOHDhQjho1Sq5YsSLffVasWCFHjRolhw0bJgH9b9KkSWdVz4vBW1/Pk/VfmCWHvTm2wLbmR7APzmbf9+dtlfVfmCXrvzBL7kvLkje9MlXWffq/ssrNz8v6L8ySNQeMl2azWa5YseKcjnMuFObaKUuE9vNvfx+R9V+YJaf+sjhP369YsULG1m2q/V6u7CKtVqs0Go0yodN9sv4Ls2RsE5uMq9FQ1n9hlvx+1b4zHnfUqFH6b91gMEiz2SyNRqOMq9lIv0YK81uMtE3ougaBsj6ekHzer6cLfe0E+9AQHS8tlWvkuV8OHDhQCiH0++nAgQOlyWSSgKx6x2uy/guzZHTj9rL6ve/IaneN1O9nBoNBRkdH5+mrPn366NtUsveX9Z77UT9XhthKEpADBw6MWNfQvunRo0fY/TP4V61aNTls2LAi9cGkSZMilmWIqajXbW9qVqHLW7FihYyOjpYGg0ECUgghrVZrka+b0OtbXoBnZ+A4irPE4/FIKbXfzIV85pTl81ZW21bQb7pUerwrVKhAWlraWXk6nU5nWEzWmbadMmUKhiqakoY/M5WpUxfg9Xrz9bSHeuiEEHqc8tl4Qy4mWUf2ADUZ/+V3fDzqlSKNKuSnJlFYjmbmeNVmrT+ENaEWvkM7Ob3zT2KbdsFUsZqewKWkJiIqS+Q+n9/8rClNLPprMwN7hI/8OBwOjNW030v2wa0M6N+fevXqsWvvfub6fZirN8bt9wGQdfgfoOCh/VDPtBACn8+H3+8n6/AuLvOk8Fb/G7A1ixxXCQXHS4eu+7nuCZbtOMYge++I25Y2Qu9zOX2YhRFP2L0vOTmZ1atXYzKZ8Pv9WCzaJEifTztH7iM7iWl0NdX6vgLAqR1/6PvmN/8jKM8HkL1nHRXba9kaMzctwh/IetmqVasztiG3qklCQgJpaWmkpKQwZswYGjVqVGjvYqiKiBCCFi1akJmZye23385/AtsUpAWfm9AY7c8//xyv13tWIQTBc3P69OmyFX9QRunduzeZmZk0btw43/tKr169whIjTZo0icsuu+xCVVFRCiiVMd6xsbFnlXI9VBu6W7duEXW8Q+NJgxMrTRWrAdCkdmLEGMNQQmNH/X6/Fh8eSEBSmoauD2zRVAcMFWsUOd71bGOvg32/bc8hLq9RgRrxUbw9ewurDnvo0KwR9is0A8t38lip68/STO7zOWfGdKTXzS9LVtG5c2eSk5P1be12O9ZqDfGdzsCYfYJ+/foxfPhw+ve7H9/xA1iqNcRYSTPMHn/gjkKlnQ/+1sePH69P4pTSz8bxg6h4cnextDFz32bSnd+VqnkY+ZH7PgdEvF8mJyfz2GOP8ccff+DxeOjYsSMLFy4M07v2ph0IKzssIY4QER0fQaURANf+nHvsyb9+0T8XxgmRlJTEpEmT6NGjB8OGDcsj11cUdYhg2JHRaMRsNrNp0yZ27tzJhx9+qG8Tl48WfH7YbDbq1dMmoEspdWdAUcsIxJ8eLNKOiovC3LlzWb58OV9+mb9gwuzZs/WYb4fDoYxuRR5KpeGd5fLSrv01RfZ25jYg1q5dG7Y+9wMrMTERi8WCOWB4P/R/t+oTmPLztOfO9vfJJ58U+QWhJHD1VU3xu7KwJNYu8qhCYmKinmK8sPuG9r1z7SbMvtM8YMt5yMu0fbz07BPcf2U0d9c/Xer6szQTek1bLBYE4Ek7gKlybbxeL0OGDAlLUNOi/bVUtAgefPBBvQybzUaL+lWIrtkYY2wC0uvBlZFWKEMlOHmuefPmtGzZUp+oFFSROFdy/+5Ls/EdqoEf+uIbaQJibsN12TItcY7NZmP8+PGYzWZc+7UJsZ7jhwDIWKVlcjMajXqio0gSkHfccQdAWEx4aKbMwt5PmjdvziWXXMKHH37Izp07w9b17du3UGUE6xR8+bjxxhvxeDxIKXG5XFyavZVGVWMxGYv+OMz92zgbZ0Cg/won86JQKEo9pTLU5J9jWXy4YBvP9Cjam2T4hCojR44cCUuEk9swT01NZeHChYycvY2dfkHbFs10YyJ0MlkouSc5lVbjsFmzK2l4Mps91t58Pfy+Io0qDB06FJ/Ph8FgYNy4cYXaN9j3hsp1MCbWIzv9KI906s67c7cC8PMHw/j13YDB/UDepB+K80fuaxpgxpifMQdCSoKevuB5Pu03knZ4D5O/nazLPAL8ufQ3YlrdRMVrNKOsKIZK0Dh2uVx66FZxTYCMNEJTGn+3oX3k9/vP2EeREtQE256UlETz5s158cUXWTK2D/h8mCrXxHv8IPHx8cyZM6fAPgp9ITo45QnimnfTJQVr1KhRqP4Ntic7OztPGIfJZKJ58+ZnLCOUYGjRoEGDwpY3dm1nwrPPFKms0DLLwv1eoVBcOEqlxxvgS8emAj1TkeQGgzfJRx99FCEEs2bNChsqj+S9sNlsNLziKipaBd26dWPy5MkFDjMFj1MWYo/3nNDiPN/6vfASYKE63FLKQse12+12rHEVqfXweAzmKMwWK1aTkQcrbGL/+7fjOZlW6iTeyhKh17TNZqNH+6swVayOKbYiMdUbhBl3qad8eDOOhRmyDoeDkxt/CyuzKKMWodeVwWCge/fuxTbqURxey5JAUfsoKSmJYcOG6aNTucO3NmzYwJIlS8DnBSTe41o0hNfrPWO/N2rUSP/sObqL4799hjafMTwGvDDtiRQ7LaU863tBv379tJGbQKhMfkl3CktZud8rFIoLQ6k1vE/4rVx/y50Rje+Cho6DcXnBocbQofL8ssYdOZEN2RnlTjN6SNfGAOw/frrQE4fO1oix2WwMeu0D/fsfc2fgdDq54bpOWEzGUm8UlSWcTicWVzrCYOSyJ6aS2O8jKta/EoDlK1Zw2hCF/+TRsHOWmJiI58hO0pd/C0D2zj/1jIeFIXcI14gRI4rN0DmbbJElkbPpo3feeYdly5bx1ltvRYz/jsTp06fPeN5CtXJzE5zAeSZy30v69Omjx2mfy70gKCU7cuTIUju6oVAoSjH5yZ2U5D9TQm1Z/4VZMu5Ke0QpwVCJpkhygytWrJCWStVlzGUddSmoHj165CsP1GXMb/Luj+bJ6OhoaTQaI0polTWCsl7f/r5H1n9hlnz+zfcK3eazlfi79dUpst5zP0ljhSrSYDDo5+1iSQYWRHmTEwwSlFGLqnmpLsNW/4VZ8pIXZ8lly5fL+MZtZP0XZsmKbXrrklvBfYQQ0lSxuqz/wixprdtMCiGK9FsqidfB2XA+r53i6KMVK1bocoL5/eUnBxikXbt2+e5bkKxq7r7J3Z6ycg3kBlgllZygIh/K8nkrq22jrMkJ+jNSAEi86Tns9oQ86/NLrBJUKklISKT6gx9hiIrlyL9fInvPOhYsWIDD4WDAgAF54rfTT3vodGmtchnLZ0rfC8DE/87lk1EvF8ojeDYprwFOGSvgTT+E7+QxAD0L3NmWpyh+9HjoQ9vDlvskjJ/+M1FX9QIga9vvcHVdbDYbo0eP1kMGvCeOsOedm/T9ihJTra6DM1McfeRwOMJSoUfiTCnfa9WqlWdZMOFOURKM5G6PugYUCkVp55xDTYQQdYUQi4QQm4UQm4QQTwWW3xn47hdCtC1g/91CiA1CiLVCiFWFOWadWjWJytJm2TdvfXWe9ZGGjoPhJ2//4OSNVX4MUVoa0wptbwVyNGknTZoUFp6ScjKbjNMeKsWYy2Us37ZVS/G7T2Oq2vC8hdgE4/EPnvTiTdPiSEub7nl5IXT4P4gvoM28LlUSfek1ZO9Zh/fkMaZOnYrT6TxvIQOKyESa31IUgtJ7wdjv3DJ+cOY47V69eoV9v++++9i0aVOZzOqnUCgURaE4PN5e4Fkp5WohRAXgLyHEfGAjcDswqRBldJVSHivsAfft20f0/yZQ9f/e4KvZyxnUp0uebYKekeBDaO/evbjdHqp1y4lbdB34m+iGrTFExeHPzgTAGF8NU/2reO5/e2iyJotFe7WJhRWjzYWtXpmia1c74yc6sVS7BCGE7oUuLKGJPCIlG5o2bRpTp07F6/VS64lv8GceUwZZCSZUxUHEH2bcot2ccH5H9QfeJ6tBZwC8Adm4oNyf3W7X1YBatWpFamoqvXr1IjU1tVyNHl0IzjV5FYSf48TERIYOHaonAhNCYDabzzghcc2aNWHfK1SoUOS2KBQKRVnknA1vKeUh4FDg80khxN9AbSnlfEDX3C1OpJSc3rcJ6fMwZ/U/EQ1v0CYIDRkyREuCYzJhqhDuual+YAnpta8g5orOZK75FaPRSPW73sJUuSYHvHBgb46ax9EDe4FLir0tJR2bzcblP21ku7siPp+PoUOH0rx58yLJgUUyAkKlwoQ1jvhr78ZgjaXFFZfSzf6mbnSPHj1aGWcljNDh/i6tnQwdOo8tji+obH8IgBOOz/WXp8TERP0aMBqNCCEKzPyqODeKSxoxeI5Dw4SCSinFObFVoVAoyhvFqmoihGgAtAJ+L8JuEpgnhPhLCFGocUghBAbpxX1oG7tPWfJVNhk8eDAejwe/34/H40HEVAbAtWctg1rF8sjtPfEc3kYl210kdrqPhs//iKly5PTTW7ZuKUKTyg5Op5NVC37CYI3FGF+N7OxsRowYUahh7IIyWIZKhcVfcwcVr7kTgAa1qzF8+HCAMpPUpKyzdu1aMn7/L6d2/gnAk489rId5paam6teAx+PRP7tcrkJfR4rCU9zSiMHygmEnffv2LZTRXdySfYriISoqyi+EQP2Vrr+oqKiLXgfVtiK3K9+JMsU2uVIIEQfMAIZKKTOKsOu1UsoDQohqwHwhxBYp5ZII5ScBSQAJCQl07NiR5fs2kl7rcq67oTdjR73JlVdeqW8/ffp0fD5fWBmGOM3jfXzxl+yI282tt97K7aeP8ktqInEd7sETQTEvbfZHWBJq0uL2duVCQjBIZmYmDoeD6dOn4zr8DwDmag3xnjjC/PnzWbx4Me+99x5XXnklmzZtYu3atbRs2TLsHMTHx2MymbRZvCYT8fHxeh+Grotp3E7f57/fTKNVTDpr167VE4G4XC6mTJmCy1V4PfHzTbB/yjvTp0/H6/UCcOyHt7jxppvp+ujDxMXF4XK5ws6znobc68Xv9+e5jsoL5/vaeffdd/Xfo8vlOudjDRo0iA8//BCfz8eTTz6Jx+Mp1Pl6//33i1wP9bs6v2RnZxtkIaVhFSUHIUShJX1LG2W1bUKIfB3bxWJ4CyHMaEb3dCnlD0XZV0p5IPA/RQjxI9AOyGN4SymTgWSAtm3bSpvNxoJJ/6aC7S6MNS4nIyMDq9Wqx5T+Ues2aj3chsPTnkb4vTzzzDN8tlRLOWx0ZTBgwABcLhcjn+jJLyO07G1X1alI1pE9LPv0BQzxVcnevZZ27doxblT5G1oN9qPVamX6f/6LlH6s1S8he8fvuv55sM+ff/75POEkXp+fraIu039uwba/lmLPFS5it9tp3bo1H87dyMrsHAUEn8dNRoZ2fqZPn66XO2DAgBJ1DkKzOJZnrFZr2Hl66cVhuFwuvW+C5zm0v0aMGMGCBQvw+/36dVSe+vJ8XzvFXXZwVCL0d1+YY5xNPdTvSqFQlHXO2fAWQgjgc+BvKeX7Rdw3FjAEYsNjgR7AG4XZ1263M+LNt/B7XETVvyosljS6XnMS/+8tTIl16fev93m0R0tsNhsnJy9g3s7TzP/lBz2JQnxUzqTJmYM7snKlEfuYo2SnHQBg3bp1RWlSmcNms7Fw7q8M/OUQl11/G8v++jFMpjG/mNKpy3czevYWKkabWfvqi2iXSd6yH519HJCkL/8GJHh2rcJuH6VSMZcSIp2n3B7L0Jhwp9PJJZdcgtls1mO9laFVsrHnI8+qUCgUiqJTHB7vjsADwAYhxNrAsn8BVuBjoCrwPyHEWillTyFELeAzKeWNQHXgx4BRZgK+kVLOKeyBhd+H++AWrHWbsWbNGt0ANNa8HAD/6QzSqjfSH/qWConUqHycDh06hJWz5Pmu7E8/hRACm83GgAEDmDRpku7hKc/ZzYKqJJfXaMvBbGNEYzj3Q9npdDLy1zQATpz2sOtYFpdUjQsr95Tby7PfrSPTLUlf/CUnVn6PEILHHntML1dp9pYOCnueQifbGo1GHn300Tya+YqSh81mY9y4ccyYMaPQMd4KhUKhiExxqJosA/KTLvkxwvYHgRsDn/8BWpzNcR0OB16vl+y9G6h47b14MrZisVjIzs7GnFAH74kUsv/5k43RvXB5fVhNRlKz3CTG5k1XXC8xhnqJMUDOsKrFYin3HrlQQ6lSh7uJ63APzVt3zpPQItQYB7j+5r5UeWQynsM7MNdozPKdqVjNRqJMBhLjrAB88tsOZm/UknBkbvwNQE3CKuOEjo4A1KtXTxlxpQCn08nQoUNxu90sXbq00KpGCoVCochLsaqaXEiCw5+eQ1sRwkDbG+5g4cKFPPbYY1jrXIEn5R+8BzbixcDqPems2HmMpduPUTEmr+EdJGhoTp48GZ/PR5s2bRg3bly5fciEGkrZR7QJltuPnMyzXWhiIYfDgYzXlGHSF39BnHCzbPtROr79G+1GLcTl1Yyuvw9p829Tvn4eX2YqQgj69+9fbvu6PBD8zSqd9tJFQepECoVCoSgapdbwDnpahz1yFwI4HVMTm83G+x9+gqlidTo3a8CMT0djNAg+X/YP907WFA7/OZqZb5mhDxiv18uff/7J0KFDy63kWaihxAkto+TWw3kN79z7WBM0w1ucSqNt3TjmbjoCgM8v6fq2NpF1d+op2teyQNpujEYjUVFRyttdxomUUVZR8lEvTAqFQlF8FJuc4MVAz045bgmLtqbw9PVNOJapSc7deXMPurWtS9N1y1jwd4q+z79uvCLf8oIPmOzsbKSUSCnPKQlFaSc0jKRzly48OieDLWcwvG02Gw8+/jQ/bTvNnB++JTW2Po69a/X1BzP93PHEq+yObUclawrjxo1TGQzLESpuv/ShJjorFApF8VGqDe8g1eOjWLztKP8czWT5n1qq4v98+Rl1PTdwVZ2KbDhwgliLkY2v94yorhEk+IAJTWNe3j08oYbSZWuXs+VwuER7pJTwIjaRWpXSuLZjB46ezNHe3v/pg9R5/Ev+tLZCIFjw47fM3bFceT8VihKOemFSKBSK4qHUhpqEMrT7pQC88M0KBj/zAgCz/vstXbt2xXLqGABZbh8rV67Mtwyn08no0aMBmDBhAosWLVJD4rm4vEYFth4+qYvdB2Pic2eX3Jt2ijqVowGoWsHK/VdGc/x/7+E7mcqp7SsRJi3O3pO2X8WMKhQKhUKhKDeUesPb6XQyZ/pEANYfPo20arJ1vlPpuN1u9i3T8vmc+ntJvqnHIxmQoRMGFRqX14jn+CkPKQEvdqRJV36/ZOuRkzSqFqe/zPRuHM29114GwOkdf+jledIOYjKZyvWIgkKhUCguLMEkXuWd33//nQ4dOnDttdfy9NNPs2vXLjp16kTnzp259957w7J/r169GiGEnqk4yBdffMFll12G3W5n2LBhABw+fBi73U6XLl0YMGDABW1Tbg4ePEjr1q2JiorKU/e0tDT+7//+j+uuu46RI0cCMHLkSGrVqsXLL7+sb/fKK6/Qvn17Zs2aBcDkyZNZsiRPnsdCU6oN71CD+eTiqbikiaiaTQDwn8rAYrFgxsv+cXdy9Jex+XpX1az9wnF5jQpAjiJJpElXhzKyOZntJTr7GN26dePll1+mc+fOxMfHEx0dTfbe9Xp5MvukUjJRKBQKRbHh9/uLvczgnK+yRv369fntt99YtmwZKSkp7N+/n1mzZrFkyRIaNmzIr7/+qm/76aef0rp164jlPP/88zgcDsaMGQPAN998w4ABA1i8eDFGo/GiJiJMSEhg4cKFXHPNNXnWvf7667zxxhv89ttvvPTSSwA88sgjTJ8+PWy7zZs3s2zZMr7++mtcLhe///47nTt3Pus6lWrDO9RgztqlxXZXb3cjRunlsUf6s2jRIvr164fFAEaDyDdeW83aLxyX14gHcpRNIqlUpAYmt+7fvhmXy6WnBf/ggw8YN24cj9zdB/f+jWRtdiglE4VCoVCcMw6Hg1tuuYVbbrmF8ePH06lTJzp16sTq1asBLXz0mmuuoWvXrmzduhWAadOm0b17dx555BEA5syZg91up23btkybNg3QPOP9+/enZ8+epKSkcMstt3DDDTdw991388UXXwDwxhtvYLfbue6669i9e3eeunk8Hrp160bnzp3p27dvmBf5YlOjRg2ioqIAMJvNJCYmUrFiRf270WgEYNOmTdSpU4cKFSpELGfcuHF07tyZhQsXAtCkSRNOnDgBwMmTJ6lUqdJ5bkn+REVFUbly5YjrNm7cyKhRo+jataseDVG9evU8cwGFELjdbqxWK8nJySQlJZ1TnUq14R1qMBsyDhNvEWS6JbUSKzBhwgR9QtCZJMyUzFnh2LxuFQCjZ28hy6UN2YSG5DidTiZM+RqADm2aYzDkXF4+n4/U1FQmTJjAjMGdecaWoPpaoVAoFMWC2+1mypQpzJ8/nyVLljBz5kzeeOMNUlJS+P7771m+fDmLFi3i0ku1OWGtWrViwYIF7N27l/T0dDp37ozD4WDlypVMmjRJL7dJkybMmzcPh8NBhw4dmDNnjm7IrV+/ngMHDuBwOBg/frw+TywUk8mke5GvuOIKfvvttwvTIUVg/fr1HD16lKZNmwJaeMb8+fPp0aMHoBnWQ4YMibhvnz59WL9+PTNmzOC5557D5/PRrl07kpOTueKKK7BYLNSvX/+CtaUorFixguHDh/Pvf/+b559/Pt/t+vTpQ//+/Rk4cCAbN25k165dDBw4kA0bNpzVcUu1qklumauvd1n53/pDJMRa82x3JgNPzdovmGBYT8W+b2KtfTnjflzKS3d3zbPedGlHEnoNJd5iYPz48QwZMgSfz4fVatVHElRfKxQKhaI4ad26Nf/88w/r1q2ja9ecZ9OuXbto3bq17r0NOoSaNWsGQK1atThx4gR79+7l9ddfx+PxsHnzZn3/Nm3a6OVcddVVALRs2RKALVu2hGVtrlmzZp56ZWVlkZSUxIEDBzhy5Ihu+JcU0tLSGDJkCN999x0ALpeLBx98kMmTJ2Mymdi+fTvx8fFUqVIl4v5Bb3bVqlVp0qQJR44c4cMPP+TVV1/lzjvv5IknnmDJkiXnFJpxvmjSpAlXXKFJTIc6CnNz//33c//99zN27Fgef/xxxo0bR3JyMkOGDAl7SSsspdrjDTkeV4CMbX8CcOKUW18fnOBXXpPgFBfBsJ6UH94E4Kc/d4X1a3C9IU77cW78cxlJSUksXryYt956Sx+CUudCoVAoFMWNwWCgYcOGXH311TgcDhwOB/Pnz+eSSy5hzZo1eux38H9oOIGUkjFjxvDZZ5+xYMGCsNCIoEHWsGFD3cO5fr02V6lJkyb06NFDP14wRCWUuXPn0qRJExYvXkzfvn1LVKy41+vVDcoaNWoAkJSUxODBg3Xv94YNG/jzzz+54YYbWL9+PQMHDgwrIyNDm/N1+vRptm/fTtWqVZFSkpCQAEBiYqIedlLSaNKkCYcOHSIrKyvPxMvcnDx5kn/++YcWLVqQnp4OoP8vKqXe8IYcb+t3H78OQMNYX9jy3HJ3iqITDOsRrkwyV/1EiiGRNyf9m85d7CQnJ+vrzZVq4MtMo3vXLkD4i5E6FwqFQqE4X1StWpXevXvTuXNnunbtyttvv03VqlXp27cvHTp0oGvXrmzfvj3ivrfddhu33norjzzySMSY5D59+rB8+XJ69uzJ4cOHMZvNtGzZkho1amC32+natStTp07Ns1/79u35+eefuemmmyLGgF9Mvv/+e/7880+GDRuG3W7H6XTyww8/MG7cOOx2Oz/++CO33347S5YsYc6cOVx11VVMnKipyD3xxBMAfPDBB9hsNux2Oy+++CJms5nHH3+cN954gy5durB+/Xp69ux50dro8Xjo3r0769ato2fPnixevFhXMHn99de55557uO6663QVk88//5xnn32W6dOnM3jwYL2cjz76SG9z06ZNufbaa7nvvvvOrlLB2bql6a9NmzYylFGjRkmj0SgBaa1aT74xcnSe5UajUY4aNSpsv0WLFklFZCL1zYoVK+TAgQNlE/vtsv4Ls2T9F2bJxN7PSLPZLCdNmiQHDhwoWz37hez+9pw8+57pXJQ21LWTP6pvCkb1T/6U174BVskL8OzUHvmKs8Xj8UgppRw4cKBcsWLFBTtuWT5vZbVtgXZF/B2WCY932CTLzKO6t1WplRQ/U6ZMYYdzrv49rtl1RDXvyQtT5vLddh9ppipkpOzL49HOfS4SExNV2IlCoVAoSg29e/emY8eOnDp1Kt95Sr169cJut+t/QRUVhSJIqZ5cGST3JMvgDyJ0eWJioq7PrSb2nR0OhwOPx4OU7rDlCdeHx3xtX/cH3SY8GaZakvtcDB06FLfbjcViUeomCoVCoSjxzJ0794zbzJ49+wLURFGaKROGN+SvlBFc1q1bN2XonSN2ux2z2Yzb7Wb/Jw9gMhqo/9hEXIZofRv3kZ0cd3yBET8OhyOsn4PnaPTo0XkSFqnzoVAoFAqFoqxTZgzvgoiUmVIZekXHZrOFzdzu168fNpuNX9YdZMmaLXy/5TTpP4/GiL/A0J5g2EnwRUiFACkUCoVCoSgPlAvDWxl6xUekkYWbW9Ti5ha1GOHysv7WH/KE/EQqI1JokEKhUCgUCkVZplwY3srQuzDEWk2FTo6jkugoFAqFQqEob5QZw9vpdBZoWCtD7+JxpnOjUCgUCoVCUR4oE4Z3MFGOmjxZ8lDnRqFQKBQKhUJDyBKUvrSwCCGOAntCFtUAagc+S+AgcLgQRVUBjhVv7coMxdU3Z3tuSjrq2skf1TcFo/onf8pr39SXUlY93wcRQsjS+Mwv7wghSlSq+eKkrLYt0C4RaV2p9HgX1w1KCLFKStm2OMoqa6i+KRjVP/mj+qZgVP/kj+obhUJR1ikTmSsVCoVCoVAoFIqSTqn0eCsUCoVCoSgaUVFRfiGEcriVMqKiohAiYtRCqaesti0qKsqf37rybngnX+wKlGBU3xSM6p/8UX1TMKp/8kf1zXkkOzvbUBbjacs6ZTUOGspu2wp6wS2VkysVCoVCoVAUDTW5snRSVo1TKLttK2hypRpyUigUCoVCoVAoLgDK8FYoFAqFQqFQKC4AyvBWKBQKhUKhUCguAMrwPkuEED4hxFohxEYhxC9CiEpnUUZbIcRH+azbLYSocpZ1GyGEeO5s9i0NCCGkEOK9kO/PCSFGnGGfgUKIfue9cgqFQqFQKBT5oAzvs+e0lLKllLIZkAYMLmoBUspVUsoni79qZR4XcHtRXkyklBOllNPOY50UCoVCoVAoCkQZ3sWDk0BadCFEIyHEHCHEX0KIpUKIywPL7wx4x9cJIZYEltmFELMCnxOFEPOEEJuE+H/2zjs8iuJ94J+5y10uvdNCCb1XEZQaigIi2BugoCj27vcnNsSOvTfsCBbsKAoIGEDpvYQOIdSQ3q/P74/da7lLgwAJ7Od57rnd2dnZ2dn2zjvvvK/4FBBqepIQYqvrQN7aXSHEbUKINWqZPwkhQstWTAhxnxAiVQixWQjx3Sluh9OFHcXt2INlN6jttVg930VCiKZqunsUIFCbCCHChBCfCyFWCyE2CCEuO50npKGhoaGhoXH2owneJ4kQQg8MAeaoSdOBe6WU5wGPAB+o6VOAYVLKrsDoAEU9DfwrpewI/AI0rcLhf5ZSnq+WuR2YGCDPZKC7lLILcEcVT6su8D4wVggRVSb9XeAr9XxnAYFMeQK1yRPAYillL2AQ8KoQIuzUVF1DQ0NDQ0PjXKTOB9ARQrwFdKvhYjdKKR+oJE+IEGIjiqZ7O/C3ECIc6AP84BWJKVj9/w/4UggxG/g5QHkDgCsBpJRzhRC5VahnJyHE80A0EA7MD5BnMzBLCPEr8GsVyqwySZPnvsUpaPu0aSMfqCyTlLJACDEDuA8o9dp0IWo7Al8DrwTYPVCbXAyM9rKNN6F0frZXs/4aGhoaGhp1kiNHjnDppZeSmppKUVERAOPGjSMjI4Pzzz+fV17x/aRu3LiRu+++G51Ox4svvkj//v1JTU3ltttuA2Dw4ME899xzJ1SXGTNm8NVXX+FwOJg1axaJiYnubaWlpTRv3pyZM2cydOhQXnjhBd5//31uueUWnn/++SqVv3jxYp544glMJhNff/01jRs3ZtSoUeTl5WE0Gvnqq69o3LgxTz31FAsWLOCpp57i0ksv5ZNPPqFt27YMGDDghM5L03ifOKVSym5AMxSzkLtR2jNPtf12/doDSCnvAJ4EmgDrhBBxVTyOHd/rZPJa/hK4R0rZGXimzDYXI1G0wz2ANUKIOt/Z8uItFC1/dTXTgdpEAFd5XbemUkpN6NbQ0NA4h/j111/Jycmp1j4pKSns27ev0nxTp04lJSXlBGt2eoiNjWXRokVccMEFAPzyyy907dqVf/75h9LSUjZt2uSTf8qUKXz//ffMnz+fF154AYCPPvqIl156if/++4+VK1eSl5dX7XocPnyYJUuWsGjRIlJSUnyEboBPP/2Uzp07u9dvvfVWZs2aVa1jPPfccyxYsIBp06bx0ksvAfDOO++wbNkyJk+ezJtvvglAamoq//77LzNnzsRisbBq1aoTFrrhLNB4V0EzfaqPXyKEuA9Fc/oBsF8IcY2U8gehqL27SCk3CSFaSilXAauEECNQBHBvlgJjgOfV7TFqegZQTxXUi4BLgXnqtgjgqBDCAIwFDnsXqIYsbSKl/EcI8S9wPYpmPK8mzr0qmulTiZQyRx1BmAh8riYvRznPr1HaZJn3PhW0yXzgXiHEvVJKKYToLqXccLrORUNDQ0PjzPPrr7/SqVMnYmNjq7xPSkoK/fr1o0WLFqewZqcHk8mEyeTR4e3bt48uXboA0K1bN5YvX07Xrl3d23Nzc2ncuDEAxcXFlJaW0rZtW/Lz83E4HAAEBwdTXebPn4/D4WDIkCF06NCBt956C71eD4DVamXlypX07dvXnb9+/fps3+6rK1u1ahWPPvooNpuNW2+9lZtvvtm9raSkhJCQECIiIujduzePPvooAM2bNwfAYDC4jyeEwGq1EhwczPTp05k0aVK1z8cbTeNdA6gC2mbgBhRhb6IQYhOwDXBN0ntVCLFFnSi5HNhUpphngAFCiG0ophLpatk24FlgNfA3sMNrn6eAVShmLDvwRw/MFEJsATYA70gp807ubGsdrwPe3k3uBW4WQmwGbgTuL5O/vDZ5DjAAm9VrcGJjYxoaGhoapx2n08mtt97KwIEDGTFiBAsXLuSCCy7gggsuYOHChQAkJyfz8MMPc/755/PZZ58BMH78eAYOHMigQYNIT09n3rx5jB07lldffZV58+aRnJxMz549mTFDcYo1depUbrrpJoYOHcqtt96K1Wrlyy+/5OGHH+bhhx/2q1dOTg6DBg1ixIgRrF69+vQ1SA3Rtm1blixZAsA///zjp71OSEhg69atZGZmsnXrVvLy8rjooou47777aNu2LRdeeCEhISHVPm5GRgZWq5VFixYRGhrKb7/95t725ZdfMm7cuErLmDJlCnPmzOHff/9l1qxZWK1W97a8vDwiIyPd665Ogmv5+eef5/bbbwfg8ssv5+abb+aOO+5g69at7N+/nzvuuIMtW7ZU+7wAkFJqP+2n/bSf9tN+2u8s/ymf/LOTn3/+WT722GNSSikdDofs27evzM/Pl/n5+fLCCy+UUko5cOBAuX79emk2m2X//v2l1WqVgwcPllJK6XQ6pZRSjh8/Xu7evVtKKWVxcbGUUkqbzSb79OkjpZTy6aeflm+88YaUUsqLLrpI5ubmyqefflr+/fffAev18ssvy5kzZ0oppbz44ovlP//8U+1zOxPXbeDAgdJms0m73S7vueceOXjwYHnLLbfIzz77zCffzp075UUXXSSvvPJKOWDAAGm1WuW1114rV69eLR0Oh7z88svl/v37yz1Oeef2/vvvy48++khKKeW8efPk888/L6VUrsWVV14ppZR+7f7PP//IJ554wr1ev359OXDgQDlw4EDZsWNHmZaW5l4vKiqSI0aM8DlfF/fff7/86quv/Or06quvyo0bN8oJEyZIq9UqJ02aVNl5BXwO67ypiYaGhoaGhsa5za5du+jTpw8AOp0OIYRbo+kyGQDo1KkTBoMBnU6HwWBg/PjxjBs3jmbNmvlNAly3bh3PPPMMNpuN1NRUnzIAGjVqRH5+foX12rdvH5deeikAPXr0OPkTPc3o9XreffddACZNmsSwYcN8trdp04YFCxaQlZXFgw8+iMFgQEpJbGwsOp2OqKgoCgsLq33cPn368MknnwDKBE6XCUhGRgbp6ekMHz6cPXv2MHfuXM477zxiYmL8yujevTs//vgjYWFh2Gw2DAaDj419aWkpRUVFpKam0qFDBwA+++wzhBDcdJNvvL3CwkL27dtH165d3Vr/E7FdB83URENDQ0NDQ6OO07ZtW1auXAkoZidOp5OCggIKCgp8zAi8PI7hcDi44YYbmDlzJpmZmaxZswaDweDO/8orr/Dpp5+ycOFCoqOjA5YhpfTZpyzNmzd3T0jcsKH2Txuy2WwMHTqUTZs2MWzYMJYsWUJycjKDBw+mT58+7kmO9957L6AIqoMGDeKmm27i2WefBeDRRx/lxhtvpH///hiNRp9JkFWlW7duhISEkJyczJo1a+jXrx8vvPACiYmJrFmzhnnz5jFu3DheeuklYmJi+Oyzz3j44YeZNWsWd9+txDN85plnGDVqFIMGDeL666/3O8YTTzzBRRddxKOPPsrkyZMBuOuuu1i7di3Jyck8/fTT7rzvvPOO+5w7dOhAv379GDt2bLXPC0AoGnENDQ0NDQ2NsxkhhDxbv/lOp5PbbruN3bt3Ex4ezgMPPMBTTz0FwLPPPsuwYcNITk5m4cKFBAUFkZyczK+//sro0aNxOBxERkby008/8eeff/Lhhx9yzTXXYDQaefvtt+nWrRubN29mw4YNTJ06lX79+jF06FAmTJjA1KlTOXz4MI899hhDhw5lypQpPvXKzs7mqquuIiQkBKPRyIMPPkhycnK1zk0Iwdl63c7Wc1PPSwTcdjaesIaGhoaGhoYvZ7PgfTZztgqncPaeW0WCd43YeAshhgNvo3iM+FRKOa3M9oeAW1F8UmcCt0gpD6jbHIBrami6lDJQVEcNDQ0NDQ0NjVrLzp073Z4wAEJCQvjrr7/OYI00aiMnrfFWQ6bvAi4CDgFrgBuklKleeQYBq6Ti8/pOIFlKeZ26rUhKGV6dY8bHx8ukpKSTqjcoPifDwrSo4IHQ2qZitPYpH61tKkZrn/I5V9tm3bp1WVLKhFN9HE3jXTc5W7XCcPae26nWePcC9kgp96kH+w7Fd7Vb8JZS/uOVfyVQuQPGCkhKSmLt2rUnUwSgOL2vrq3VuYLWNhWjtU/5aG1TMVr7lM/Z1DY//PAD1157LYWFhYSHV6xbEkIcOE3V0tDQOMPUhFeTROCg1/ohNa08JgLeYy8mIcRaIcRKIcTlNVAfDQ0NDQ2NM4rLNd2ePXvOcE00NDRqE6fVj7cQYhzQExjoldxMSnlYCNECWCyE2CKl3Btg30nAJFBCg3r7YjxRioqKaqScU4nD6eTpXzZxdfeGdGvR4LQdtzptM+GFz2lVP4onb73q1FaqFlEX7p0zhdY2FaO1T/mcyrZZvXo1n3/+Oe+//76PX+dTQWpqKmazGYAVK1acsL9fDQ2Ns4+aELwPA0281huraT4IIYYCTwADpZQWV7qU8rD6v08IkQJ0B/wEbynldGA6QM+ePWVNDEfWhWHN/zbt5FBYKW+vz2T/Lcmn7bjVapt5xeyBWt+WNUltvHd2HMqiXeP4gNumfTWHjs0bMWpAz1Nej9rYNrWJ2tw+Ukreeustd/CIuLi403r8U9k2119/PRkZGRQWFtKtWzdqYp5QIPbv38+gQYPc6507d6Zfv36n5FgaGhp1j5owNVkDtBZCNBdCGIHrgTneGYQQ3YGPgdFSyuNe6TFCiGB1OR7oi5dt+Kli5IOv8fIXP5/qw9QIrkkHTnFqNTQnSqnZUnkmjVPOl38uZ/h7q5jy+R8Bt3+0Xc+9f2ac5lpp1Eay8ws5lpUbcNvSpUt56KGHiI+PJz4+HqvVetLHs9vt2O32E9rXZrPRuXNnhg8fftL1cL1Lr7jiCpo3b05aWtpJlxmIjAztOdPQ0Cifkxa8pZR24B5gPrAdmC2l3CaEeFYI4XIN+CoQDvwghNgohHAJ5u2BtUKITcA/wDRvbyinAqfTyRbRnFd/XHpKym9+7wxGP/FJjZVXWKIMVyJqZ5DRXQeO+KUdychkwpR3WL1+0xmo0bnJym37AFi0+czM0Vq7fR897v2AjOy8M3J8jaozcsoMBj71nV/6wZwS/j1o9kkrLS096eOFhYXRrl27au+Xl5eH0Whk69atzJ8/HwCnUzJpxlqW782qdnkiLI6I8zzeahcsWFDtMiqjR48eXHbZZb7HFQEdGwBw3XXX8cgjj9R4PTQ0NGovNWLjLaX8E/izTNoUr+Wh5ey3HKh+LNGT4GBGNjqjCWEIqZHyvlu0hp9X7GT2k4qjFhkWx+bAkWNPiPwi9cN3goL3lp17eXnGH3z9/H0VfgBOlD2H/LU7L3+zgBRrS/7+cAWHP+la48fU8CfUZADA6vB3y2Sx2mrsOE9+OodLerenT+fWPumzF68jJ6wZP6eso31c7Ryd0VA4bgvGEWT0S7/0naXkm31fXiei8f52dToXtogjKT6MdevWYbVa2bvXz3rQh4MHD7ptojdt2oTdbsdkMvnkufHGG4mITWBByBBSth9l10ujqlUv48UPYYpuSPH2pThL8qpt533gwAE++ugjXnjhBXS6wO/jQCHBXe9ds9lMWlqaTydk9uzZ1aqDhoZG3ad2qlFPIVv3HgJAZ6wZwXvy38dZXRSD0+nE6XTWSJneuDXeuhMTZka9+if/Olqxcef+GqnPn6u30+b/fiIzvxiA/Uez/fIcy1c6C4a4Jn7bahsp67ez9/DxyjPWcoINSh/aFuAWPFqOWUF1cTqdzNyj56aZ/oNSBaWKydGOg3W/Lb0xm82UlJSc6WqcNHaHk46PfMtrsxfjCImFIJNfnrJCN+AWhquKlJLHft7CFR/8B/hrlQsLC9m/3/9d1LRpU9q0aQNAt27d6NmzJw6Hb31mzpzJRx99BIDFUv0OgQgO9VkvT3guj/HjxzNt2jTWr1/vt01Kyeeff17h/nFxcbRv356CgoJqHVdDQ+Ps4qwSvP/v66Vc/ea8CvPsVAUDYfT/8JwMWXmFZOcX1Vh5+9IOYLfb3YK3PFFTk/gWABSV1owt9qNfpWDVmfh8TgoAh7L9PyI5xcpHUTodtd4x/oTZ+xjyysIzXY1KuXPqmzQedX+5281WxYbWFsBf/7EKzD9sdgdXvjib7ekegXnd7kP8/O8Wv7xZeYUA2IX/QFlhqaJVT8ssLPdY1eHhd79n3vKNVco79dNfuWTyRzVyXFDsil0mFu0mvU2reyoWqOoCGdl5FAdF8t76UoQhGAwmnE4nB3NKSJo8l983+ZuMASxbtoz8/PwqH8f1uOeW2JBS+ikj+vXrR4sWLapU1rFjx8o9QOCwFJWh7BTS8nwM8c2qrfG2WJR3aKBRgAULFjBx4sQK93d14IqKau47UV1MJpNTCIH2q1s/k8l0xuugnVu1z6tcTexZJXjP3lbI2oyKhb39GYr2Tx9cs9HRjmXnkZlbM5qM9dv3MPijrdz07CcUqgKzqKZ2BvBph/yimtHaCZR7yayaLxzL85RrVdPyLUoeodNjPgHN1GknJOpM16BS/jK3IajjxeVOZi02K+3sCCCRZOSUf1/OWbae9QVhXPW6Z1LmFY9/xH3f+mv1KhLgiy3Ktc8oOnmzFqfTyU+Hw7ljjp9zpIDMWJ/JNkvsSR/3SHY+hSVmut71Hm2fVEMNNOqEsV7zky77TJOd79shEjo9WXmFLN2izA346C9PQLJmj/5BaLt+GOKbMXbsWEaPHk1ZNuw9yqV3P+MWIm12B1u3bmXwkCHuPLklNkocgujkm0HoOHDgAJu3bvMxm/vrr7/o0KGDZ59c5f2sC4nkxRdfVBJ1eoQxBISO0LZ9KjzPZbszOV5oxmKxcNNNN3HgwAH+9+wrdBh0BVIoz0b8JffTaOL71dZ4l+Xjjz/m2LFjLF68WJn86aMc8TyHafl2lu7KdK+/+OKLfPHFF2fExaDZbNZJKdF+detnNpvPeB20c6v2eZX7gjmtfrxrkn/WpmI0BNG3axu/bfuPZtGikW/03X3HCxjx1hIShSIY6MsMO5bHT4tWMX/1Nu65MpkubcvX1IyavoEO+gwUb4rQfPIfbH9uBCZD5VqVlA07GdC1tftDsGKbMhS7LkvQuL4NMMAJeDXZsjvNvVxQbKbEbGHh6i2MrqJLucLiUlan7mXI+Z3caXr1e2KxKcPAGQUWUMyLycjJo0mDBIrtnvstr6iEFXsyGdypcbXrf6opqGZn5L43v0FKePehMTVaj1e/W8j7Gy38OKEjPdsl+W33ttE+eCyLNkn+8alKVI23Xfo/65l55WuhBUrnrNhpcKeZHRASFoPVZsdoCGL+mh288Ot6Hr+0o8++w/7vQy7ulsTDY0ZQYnWCDvJsJ9+Xr87IUcrarTgjG4F0YrPZMRiq90qTUvLQ618wecLl9HltBcHFx7DEtUEH2GweTxw5eQXERkdWq+xA2O12cnJymP7LIpJ7tKNNs4pijdUcgdr0WHYe+/ftA/Sk7U+DmJbubQmXTVbyzHyE5Wt87ZZ37NjBFV/uhYiefPjhh9gadGL6NieHP70De84RmvV+GICiwkJWWhoT1bsr1qO7SGregmb/Nwd7YTZZRRZ6v7iIQ189jD3nENEDxpO37GuuvvEWopNvJqr3VaQBUY5EQtv0xZjQDMuRHQQ3UuyjhdAhpUQIwZ9bjrLjWCEPXdSGGz9bTdPYUB5pV8jXX39NXl4emzvcDr07+mmZLPLEzPcWLVqExWLhnsef54677gGnnaCYRiROmk7mnFfQh0YRO/R2Ctb8SuT5l/P4kkJYspqmj/xK/orvef+DD4kdejuz/1x8QsfX0NCo29RZjffNP+5n7Le7A25bvDaVI5m5HDqe4057ccZcLE4d+xyqZswQHHBfp1NSaPYIOo/8vI0F+fW596O5FdZH6A1sxyNcSgTrd1RuV/3FH8uY8P0e7nnre3daRo4iKAXhdGsyhb5ygWLq9B8Z/r93AZj4wmeMmr7Rva2wxMyT03/h3rlH+X3pukrLAhjy2OdM/OkARzI97egSvEtVQe+Yl9ODo1l5AJi9+nN3fjCXW2Zu4rvFVTumNylb9nPVq3Ow2qtnO19YXMr9b33ro20/cjybDne8Q++73iAnX9EAH86suu2z0+nkt/1O/thTsZcHh1My/NkfWLBuV5XLnrFsJwB//rfRJ33XgSNc88T73PScx0vOweP+NvXguR7OMiZJq7an8fyK8jsYBcWqDa8pwp0mDMEInZ7dqseau2asIt0RxcJ1O915SswWduqa8u5m5dqUqh0xs65qHdqKOJhRdY8VH/6xUqmz0HE0u/q27B//vJBfsupz7XMzALCEeYJUrUn1RBxcu91/cuCHPy1i7r/+k+kCUVhcQq+73uCiK27gqmuv48VVZi6Z9nu163ui5BYW+6VlZOeBqgXOzMr02w7QYNxrNLzjcz5dts+d1rlbd/dyUFAQc9anA5B4q6+5j9VqZa9D9QOu0xPWMVnZJyKO12b8hsMpiex1BTGDJhJ14TVEnDeKJvfMJKq3JxBXdN8xGBOaAbiFbgARZKT5Y3+SNHkud81azzuLPN+C9JwStzmI0eg/idTF3KMnNs9nypQpXDLhARJv+4jYobcjDCb3qEjC6P8jdujtAESef7nPfkIfRHS/sURdcA0RPUayveX16EzhijZfQ0PjnKHOCt6BkKWKQLVmZzoXvrSIfm+sYP6yNTgcDkKE70QdEWByEcAjH/xEp8d+oUi1rXaaFDOEw6XVHxzIqoLpyfrdBwFYtT/H3VFIO54HgEEnKbZU3f/tl/tC2KFXtPKLChsgvDwXFJVa2HU0HyF0PsPKFZFhaAhAboHnox2k3jH5xYrJQ0lQJNKmLB9XTRrses+HZNtRRdO2eVdapcf7d9NOjud47Ekfn/EP67L1PPNlYN/U5fHw+z/y27FI3v7eM7Hr9/82URLdkozItiQ/9R23v/4tR6ox6XDR6i2I0BicITF+k7682bT7ADtKQrnj67XY7A5aP/A1z331Z7n5AZyqeYixjLb2sU/nssaRxCpbM3faxO928uD7v/jkk1JSalXq5NAZfLbd+3HFcx7yVcFb6D37CYPybGxPU0w9HFLRiueXeMxctu496HN817w8GRKNVdUUZxSYyS2uvqmRd4fZVX7K9iNI6W9Ctu6Y5/m44cVvyckvZOO+Y+4RGRcHj+ey66C/B57dR5Rj5dgNftsmvOlp5817/c1epi05yl2zt3HgaGCh1ZtPflvC8ci27GowhKjeVwNgC01gzdZdrNy0o9L9y1LZRO63fl1O0uS55BQqHcWcAv/O1/G8wiqZW+iMITw/d7t73dQu2b28evN2jgV7FA76CE8Ap8nPv+peDuuQTGRPj5u9D774BlCEcJeJRuyQ2yqtS0V43x9PrDfR7NE/SGuYXG7+9Tn+17wyjI3a0uzRP6h/g2IGE9F9BE0f+pEYVdiuCtEDbnQvN7n/OxrfPaPa9dDQ0Ki7nFWCt96ufGR2Hc13axFun3ucR979jshwX02cMARjUbUiG3bu56npSkCd7YeyEMFhbNt3iJyCIrcQYg1NoLikej5tM1TB+7JnvqblQ9/T9u6PmfCcr49voWqcssOSGDhVqcPRfFULKSVmr+HuT//4j4/m/Ef3h75k7+HyP/aZuf6ToQpLLWQWK2VtKzRV+OF+89t5/LlmlzIJC8U+/EhGFrPnLUOv1je/1EL60UxEaAyhZmViXmZ+oVJucJi7E+RQJ+IZ9P632vqdB/h7jeIhw+l0Mu7bPfR/yqP5j9Yr1+eHNQf99q2IxWnKdVqx85A7bd8Rj6a4IDSR+ZmRfPf3qkrLeu+7v/i/d2bx3T+KZlMYgtmmCp1b9h6k7f0zuPHpD9i6U9GIuuzcHQ4HaUeOYzPF8ukWj/BpszvIL/UVRp2qPaghyHfo+1hhAKHVGMovB40+QsbFj31Cqho8VhrCOJ7puTeM+Aqgo6Z8SbsHPB96t9cccAc5cXn82eO+x1StaIEn7xYvQXT73gNY1MMIfRCP/7COnxat4uJnZnPFC/7+ol0czy9hW7q/dvtolqfDejwnnw9//48JX23gsc//8sm3essu7NFNMBQdBeBwaEtufeFTLp++jtHPzPTJe8Xz3zHi5T/9hPfdR/OUc3f628ZbG3RxL+8s460lO78QERqDCI3hqhcrdwl3LFfpgBrimhDdX3E9it3CNTN3c+1nHnv6XQcz3PMnXJR9Vqd8NJtm93/LVi9TsrK8+7fyXH0/fxlSSvKLPe8uaVE60ll5RRSrhzLWr9qEx7Wp+4gbfo97/d/wgT7bG9/pmYi6MsjjKTa0VS+M9T2mLC4hO7hRO5A143/18V88E4It6vXMCqs5+3y7KZqGN74ecFtQ+InPMagpD1saGhp1gzopeNvL0Ti6PH/kWnw/rmnZpVi8BFgplQ9ZXpEiSNz+/lxm7AnCbLFSqE4M3H0ogz0HlVn1IUVH0BlD+HtF1YaVXRxTNcCbSmNxGMOxRDQmpbgR/63f5naHVexl1mIPjcfpdJJdotTB4tS5NZkAz/+bx7TleeQaE3j4w1/d6XsOZ/LlHI+94I40f+1csdlKvsv+Njye2QsVodPpdPLizHlukxaAtzc5mJ3tsT3NKyrhghcX8n8pBdicStsWmO0sWqt83FtFKeUeyy5g2YYdiKBgDDbFXMapUwTvoACC95VfbOW2nxRzHJeW0xKRyNz/NvHdwlVu13gWY9Vta+ct34g9Uqn7nmzPOR3M9rdz/i+98o7UaxudzD4SzZL9Hq3/mu1Knf9cvgVLSBzLLM247T1FK1/gFmQlaUdVodLLe8Kk176h6+QffYQpl+DtEriOZOVxMCObPGv5rhuGPPgOv6asASC9wFOWzhTGHa9/414PN/kK81usCZhNnjDgBV7eblyjEvpgRRA4kKFqnl2dw2LPvbppj6cztGjtDqxetuVZsZ146Jed5Fsl6YXld/D6P/MLIz9YxeY9Bxky+VP3PZjhZZO+aVcaW9V6pWz2mG5tO3Ccp75dBsBFLcPd6QeLlPtzR4HveefbdTjC67Fw9Vaf9IMFynuhJKjie2zp7mwfoX3FFsW0IajgMFlhSTz+0U8V7r//uH9nWKiTenWhyn9xqYWL3lzKHa9/685z+6szaX7/TDbu3E+pxUpOQTEz0sLQh0Xzxwp/zzMugqVyrV5ea+PG5z5zj2wARNjzAMgpLOF71ZomKLJehfUH+GjJXm6bvsgnTR8WXW7+qpQJEN7l4irlq4xvV1evg15dcjrfcErL19DQODeok4K3t0bIe9hfqhMQC52+dn0RpiC3DSyAKFYEiqz8Io5m5nAsqD5Cp6fd039zKFgZ1t9/NJt9qsava0NFEFmyQRkSLrHY2JpWeVjg43n+dpUAY2en0fdhxR4yp9gj+IggAwtXbSIbRZCwYsBcjn2zxe4578te/JGpyz1C5I4D/nUrNtsw60MIKziAdNj4bOFGAL7+aznTtzoY9vjnzFm2npVb/O3mv1+6BV2IYgNcpE6cLLY6WbNL0Sj3a68MNX+8JpvxPyjCUWyQco2kTrkWQlex/6/UfR7t9P++Wc7jv2zFYlcFHVMEq1P3BzQ1ALjjtW+46w1FWHnzt5VIh53w4sMUGOPIyFQ03Rle2loXRaZ4vzRvvD1B2GOTCC5SbJ637Fc6ZMfzPBPW8h3KsLXbe4yEg6rgKrzsrvdkFEJIFAczPBp4qQreRaom/MJpi+n/5kpKROB5CAB7jc257/eDfP7rQqxCvd+LstEVZbK30CN0BpVjSlAaoOO3I105L506ynMkt9infgVeCvhthzzmIPsycrCjhyKPpl3vtCJ1RhwhsW5Xh2WxGKMBuOateeylIR//onQes7zMIlLTjhIVrjx/xV7FjH5nCTudDaAklyHdWrnTc1Ft1fW+7wCbTjmnT/5a45OeL5V0ERYTsI5Blny6huRgqdeB7+ctc6dv3K3cr09e0o6ggsPM2mFn8+7yo4Yezi/f5EbaLDidTvYcPIowhrL9qOe+W30gHxEWxzVvzafnQ5/T48UU97Y9R3IClKYQbvA8K0uzwznkNYrQPFrpDOcWmbEHfqQCMu2vHeSaGlV9h7MMR2hc5Zk0NDQ0KqFGBG8hxHAhxE4hxB4hxOQA24OFEN+r21cJIZK8tj2mpu8UQgyryvGsXtprbxd+UtWu2sPr++QvKLVS6mUrHSEVgeLFFUVc+PoKdEb/CWGHsgrcGr/+HZRhfJem86H3fmTke/9RWFyxxjS7sPztWeHKsGteqe+w8m2ztkBoNJjzsRvDyLEEFlitdskTX87nUFY+pcLXXn3FTo/GW+dQBPtiiw1piqJJhI7IksPsKg3Hbnew94giLB0yNuG+uUe5fpb/pMCdGR4B04wi0BwxJTE3IwJpszDkPHXSU4RHw9UsVqmTVO3MzRXYqmfmFrDLayi/VJhwGCOwqFEYhd7AtTNSefTDn1m3fR85Bb4eGubvtzA3XUduQRE7SiOIKjnE/y7tii40mjveVMwAcs1OZKmv1lGnTiiUDs81ePPbefS4932cTic/LFqtJFqV+2V42xikdLL7mGIb7hIQDQWHsKoeElyRRgWSw9n+Ws4itRm27/f4TXZpvF0u+USQInA7y9H0/69nMH/f0wshBN/8uxOnQXGNKaQNg9OCxel5rL1HTLxJU6+7t+Cdfly1eVevmVvDrWq8S6THBv1wMUi7sv1wThEOEUSE09PRjNJZIMiI0OlZudUzSRGUDovN7kA61QmZocrz6hrJyi70dJJ2Hc5yd0jMTj3FpRYue/orHAblme0aJ2kUH+3ObwtN8DkHF9KotNGG4773oSMo8DB//9givh7bgT1vjuHDu0chraW8M2+ze/uOw0rHaUC3tnw04ULQGxjz5txyTbhyrOV70BCGYGb/vYLP/1yu5LUbsNqdSCnJlaHIkjxsUU0ojvANSHUgS3kORr3wIy0enUN6Zj4LNirvKL3Xa0MXEsGio55r16uVMoE0v8RCxd1hDQ0NDY2a5qQFbyGEHngfGAF0AG4QQnQok20ikCulbAW8Cbys7tsBuB7oCAwHPlDLqxCr18Qpb80hqucP10SxdjrF9rPQbPexlW6gytmG2PJdeWXkl3JEDQ7TtXl9QhxFpIkGSClJy8xHBAVz4FjF3hdySyrQckknT85aQmEZsxgRHsfA6HxaGfIRIVFkmgK74Ttuhlk77Ax+7jccOl8hY6uqMbummZVFjwwCYGmmCRFkJDEmlGHtExBhsfywaBUHAgyBA0irR+uYZ/N8tO1Gz7C+0OkJMueQWM/fvrFTU0UActmJl6ijFMdz8lm5dY+P9vred3/kjQ0eAdBpikEEh1Fs9xULFm0/xlVfbWfw418B8O/GnXS5bzoyoh7CFM4Vz8xAhEZz9XmNGT+sN8bCI6SqsmSRIwiTzauTZvOMNEiH5974/N+95IQlkVtYzO9r9iCdDhY9nMyd3UKYdvtlGIoz2ZOrCFc5xVak00F0kB27XrWH97KZzsj1dBBc52t2KI/cHq9omVJ9DIvNNkotnnYQwaHIYv8JoI0TomnTtAFBpTkcKQZhcl0TgUE4sOF5hErLGTHZf0Q5vvfk3SPZBYrgqAr+HhNz5TrYvCbNlhhi0BcfR1pLOV5oxakzEOalZbU7PZM0l2/1eAT5dnU6vaYtoe89byDMyr0n1KisGaqGPV99bqS5kMW7cilUBW+bMPLkp3PYZFFGKkwlx/nm0et87j8RpDz73pNFi0otCGMITnMhtshENqhRXJ1OJxjDkFb/0ZBJF3Whf2fFPrhRfDRGc46Pq8T0nFKclmKaJ9ZjaK/O9InKoyiyGX+WE/THrAs8mdvV+Zj8Tx6/HVNMTqzGKNo/8i3Jj32JDI+nY2hgd5DHVZO0LYUhOIWeQdMWMOk7xfzLrKqy20XaiSg8gAiNBiAUC7dc2h+AglIblQxEaaCMqv7vnW8qz6ihoaFRBWpC490L2COl3CeltALfAZeVyXMZ8JW6/CMwRCizCi8DvpNSWqSU+4E9ankVkpXjGWK97a77SE5O5oMPPgBdkNt+G+DI8t9wFGaxc186+9OVoWEpnRzYpGiWHJn7sR/eij3DVyMHsC51N3MWpADwf/fdSYPSNILik7j99e/YdlgRGMbdeleF9dy6az8DBvpOPgrNVz76QuiYuaWI4yLab79df89kT+pmv3Rvcu2KsG0NiUOERtPcvIcXL1I0h8dNTQGYP+tDxl97uXLeJkV7WpBxkMU/fgHAlNfe45/VG/3KdpqLCM5Nc68XC4/ApTOF++S1CiMTxim2j7oSz3X56etP3ecJHnd3fe97h+tn7qTF8FvceVeW+I5QuISn/DImQ1lGRVOXF55EcnIy17/yIwWhns5TmqEZjpJ8/v7qTZKTkyk9foBignnwkf/DEhxDtMHTYXNkeJnUSCfPfvUXj378G/nBSl0uvmY8W0qjsR/dyS/fzuDR6wcTYjRgO7SN0vBGbNyylY3bd+M0F2EtyMFpCKOkpIRPPvsSALvdxtyFS9yHOJqZQ1ZWFoVW5f58e/qXJCcnk5ycjF21m1+Zqaf3ZRN8ztmRnU5ZXpjyOMnJyViyDlJk8owyONGRl3kMi1NHcnIyfYeO5GB2YHOn/z31LMnJyaxev9Gdlrr3IAMHDXELwlnFNpKTk3EJ3jLY43JQFx6LJS8DR3EO2cV2CArGUpRP8LpZSKeD3FKPQL9utzIC88UXX/Ls28rk4rSsIuylviMXKzdupXfyMLbKxjgtxej2LKE0pgWbj6jzBQwh/DbX46WlJG0TV19xGQ3iAgdAanbVo1x11VXsO6yYXoUeV+y7r7rvWTpdfB3Nrn0SoQ8iuNR/ovLjD9xFcnIykyZNAiBY2Cm0ON3XbN/xApx5x3jwwQcBuKRnawAefvE9BiQPdud77LHHlLYzegJ21Sveh9y3QlnJ9bdLFqZwHKZoDlAPIXRc0KYh0uwrfNuP7SLLIpT3noprFKD/wEFk5hZgz9jDdQ1z3aZyAPEr3mbsVaOQdiur03Jx1O7AsqccVzTJDz74wH3NvH/f/LGYtne8xw9Han+QLQ0NjbpBTQjeiYD31+OQmhYwj5TSDuQDcVXcFwAhxCQhxFohxFp0Hg1s1/MvYMyYMcTFxSvu84o8GvDRFyejc1gIiYpF6oKQTgdTz5PcOmoAJlshd5wfy5T+MQyM8Xf7Fxxdj/D6zXBaihk/9npCVSXigqxI9IlKQJm2Xc+vsGH0bQbQss8lPmnPDWuKPsujAdSpmihvbhlzDS0a1/dL9yYouoHPut5hppHeV5C56pKhjBs71ietf/tExlyu1CmhaRtCYhvizPcNzawvOkazcI+Qqq9gxn5LezpXX3UlvYKPcld3zwd+YD/fCHMHDx9l/sJFWOurgyFNz6vw/AB0EQk4bR5tpEuDCtC1/8UYQj2CoCxUhKe4wn3cOHYMY8aMoV6EEX14LJuKIxGmcPonejTBjYK9bOv1Bj7f7uT7/UFuDwPZPSaiM4XTIriYJk2akJKSQkpKCuc3i0JnCGZPtpXQ6HiEtYRIkw5dcCiLU5bQok17pe5CEF3fM1rx5FufsXHjRretfELzDsT0voJmvYeBKugWG6Ip6OYbnKd1uP+oydhrLmfMmDE0CleO624DoSM6zITOGMKYMWM43PMu9IkdISed0VG+Al5xr1tpcsFIouPr4bSWIO1W8i1ORoy+3NP+YdGMGTPGHZ7b1SFyEWkUGO2lFDmDwGAiWC94+JpkjNl70HnZTO/JKGDOn/N5ZpOJ0iYXABAcFuFn4lUQFIu1lTJCE5R/mNsGtUPaLOSEK5pnYQonIbGp5xrGR3PllVey/N9lPN83hNZFvp1V0XoAfZOH8MffKQB0qm/CmX8Ue5shFPW4CX2rvgBESd/n32kp5saxNzBmzBj69u1LSkoKOlsJwhTOmDFjuOb6G9BFNyJUlnDeeeeRkpKCJVcR7i1driKr7WWMGaPcg506deL3v+b7+GpuGWohLlRpyzBn+T7WnepoR7zejCxjwtLMWIwhoTnTtvubIw255DKCQiMwCieRkRFE4jnGuLFjGTNmDFhLMDTu5LfvucaKFStISUkhISHBfc3GjBnDgMEXcaxeLx5bUoAtohGdrdtpZC7fhl+j9rJx40Y+++yzGi2zX79+5W6bOnUqCxcurNHj1RbefPNNv3PfunUr/fr1o2/fvmze7HkHl5aW0qBBgzPeFqtWraJPnz7069fPrShxYTabmThxIoMHD+bee+8FlPulb9++9O/fn2XLlHk9f/zxBxdccAFPPfUUoAQRc0fWPQHqTORKKeV0YDpAZINmbj1Nm45dmXTzZRSVWnh0w0JCMeOyrJ7yv/uZff9nWOt35LitGGm3cPO11wDwf0BKSgrJycmE/LmM/5aWEb5NkZTogggrPc7tt9/Dvg9+ZFsZ5WO9pDbgK7P68Y/0/bhddfloXk95nyPl5G+mz2PSpEnsfm82XvMNK6Vt88YkJycT/usXFJnq4bRZeOyRBzAajbw4WQn+M6GVjftunQDAuw/OxhhdD0r1hEgrbYMz2WxRzENaxATzv2Gd+Hj5YdaVKBOKZEEGItK3MzC5dyh3XPEkAC4PvO+px7rystH8/qPHC8VWY3veXmd2C8/O8Po+9qWhhQcVzxJe4duFTo+uOAvpJXC3dB5ijy2GX0qaIkKFu4yr24XwY5qZl267lBF9ugGwrmAW87MM7I3sSnB+Oq++dAc/Pqb41L7hot68vVHRyooy9sAuZHEOP778APXjoj1p4fW4+cf9ZJpBHxJJsLTTsWUzDmZBtrEBTVu0IjULdFENyI1qgLSWEGQvZSGJ3NUwCRGsaC6PhLXmiFC1oMGBtdIAlw66gHc3+dpp33+PMtKyz/ET33nJAkIfRKN6sRTaQ5g0aZz7ugfroVunDsz5z1drurMklIjoMPLsVoQ0I0yRXDR8BNO/3oG0mREhUdx22zW88KDHxaMozUeq16hJvVjyrXAsuDFCp6dj80ZMmjSBd9a8jtXrOpYERSIi64HJowU3hkVhN5iQDpvbLKQwRtEaB+Wls+vT+9HpdMy5/32OGZKUYwsd5hBPRNpObVtw2203uddzSuw+JksA7c/rw94jWXDAwkX9LyRn+U72BTX0yTO4S3O+93q2dXazW9Ptot7c7eQ5wpk06WpumDYbXXgYFzdzcuONik/mPjY7z2+Zr5xvTCsmTRrp3leZsOyZO9G8QSxHbSHkAK0axrC5nOkPD/eNJzoilPEjR/Ly+m99tr378Diu/GKbTwfHxfn9kpmRvo4IBFdddRUNN+3kz2+VUT3XecX9t42Hft3tY5JzLjJgwECfaKc5OTnc+cJ0lpsbo2/RjbaGHD67bzRNEqK45tXf8PJKqlFH6NatG926dTvT1ajzWCwWNm7c6Jf+1FNP8e2336LT6bjrrrv47bffAPj000/p3LmzX/7TTbNmzVi8eDEmk4mxY8eyZcsWd73eeecdxowZw5AhQ9z5p0yZwvfff09sbCxXXnkl8+bNY+bMmSxbtozrrrvOvd/LL798wnWqCY33YcB71k9jNS1gHiFEEBAFZFdxXz9sTnBaFfF6xsZcnE6nO/x3h3gDXcIK+H1Sd4yGIILVwDlOQxg4An/hYiLC/NJsIfE4wuvTJkZporhI/wmYR1Wb1AmtrPQJO+63vTzCjL7NnmRNY+fzw9n6zDAWPauYbXi7eQsvrrRJSIhUziFer3Y7SvP9ora1SvQILXpLIblmiUUfSmSQgznPTODapkobdmwcjTFIz0vjL/LU2eFvZ3p++yS/tFnj2jP3jh5EhPrbtKbmKjatQblpCC9NbZI+l9T372DvG9f77ROGlxs08zF+mzqeT65vjw7cdqsAL0y6gv2vXuEWugFaNlCEEiF03NansdtnOsDIPl3ckwO9kV4a9r7xVh+hG+D8ji2RTgeHisCiM2ESDupHK+Y3Ty88wtrDvhNqddYSPhl/PsIQwt3TF3iE/GDPPSeC/e8/AGNJFjHh/vedi36dy/heFnrCg4MQBpM7ABSAQThp17IZZQkz6rA4JMJhI8hhpsguyFYnrgaZ89AFh3E8Jw/vESaXm0iA2DAjsSF6t2lKnw7N3MdzRVp1luRjDY5m9yFfcw6HzgAGE/Ut/r3LBiHSHdglMcr3Hs7TeTS8CWWeyR5tm1KW1LSjHM5STMOaNojl/BYJfnnaNvF1e6d3+I8yxIQa0BlDyC8sZsOhAnTZ+3jnYY/QXzb4kcPh0VDvPez7bqgfE8HovoqP8FtGXMDDfWK5vrnnXnTZfffq0JzxIwcAEOT0tUPv0TaJuzoHfn0fzszFqTMQrFf0E+d3bOWX56q+HelmrPo762zF5SHLZrMx9Y0P6XLfdFYZOhMVYuDja9uy4LkbaZKgdCINddIH2NlNSkoKI0aMYNSoUfTt25eioiJuuOEGBgwYwA033IDdbiclJYUnn3ySnJwckpOTGTRoEPfddx+gaDIHDBhAnz59mDcvcLCx+++/n4EDB9K/f3/S0321bxMmTGDixIkMGDCAKVOmuNNnzJjB0KFDufXWWwGYN28eycnJ9OzZkxkz6mbApM8++4zx48f7pefm5tKkSRMSExPJy8sDlKi1K1eupG/fvqe5lv40aNAAk0mRRwwGA3ov974pKSnMmTOH5ORk5syZAyjn07hxY0JDQykuLqa0tBSj0YjdbkcIwaZNm2jRogUREREBj1cVauJVsgZoLYRoLoQwokyWnFMmzxzAdcWuBhZLZbbZHOB61etJc6A1sLqyAzrREWVRPhqWkAT+27zLLWhEmYKY89QNdG6huL0y6T1GjMIZWPCOiwr3S3NNCkzupHzM46P8haOsIuUDHRVqIjw4QOS7Dp6PcaQ1m6cGKNrjSJOSLotzaGndy53DuxEcpAhNLn/XNw67EIBXhjVg67uTqIyGcYpAEhumCCpG6S88tE/yuAILwUKBCIOwWJJilHO9on939KV5jLtIMbOP9hJs6ns5f9BZCgh2lNC5pa+XBYC+nVrQMakhEWGBvUVIcyHestQ3Y1rzz/OKOYxeryM5PAOZewinatMaonNyXmQRrwxvxJa3JhIeauLi3p355e6+NChNc9v0m4KNflH4OiR5NJsPjx3ps615o3roS33VV4a8A3QyeibMRof5u/MLDwlGlOZxOLwtjvB6GPWChrGeBzC7jPcKZ0g0g89rj7Ekk+MOX0FRSifOUv8OjbM4h0d6R7LoydE+991rIxpxTw9Pu17cu4w2Qacn0qTch90e+8GdbNRJLmzflGdGtODGVh7tealdYnMKdNJOiLBREpXEm7+vAyBSp3T8tu49BAZPOxi9IsDGR4bQpZnHJePwC5T6BHs1QYQtFxEcxqpdvmM80hiG0AfRLDqYdy7xmE0F5+7nrds8zo0aRvs+dyLUo+GtF+373PZo11wRWotzaGBVOqt7juZwPF/pULZolMCoPv4amCb1YhD5nvoZ8e+QxUco7b73UAalxmgahcoKoz7+t9mj4T5wTJn7MDC+FIO00SYxlgev7Mey/xvE5X07ce/oC2nf2GuCaEkOUjrp3MrTWfrmjoF0D/G9X/9v7AhEob/wfCynEKkPxhQUODCTi8iQc1vbDWC2Wvnx199pd+2jfHG0IcYGrZl0XjQbX76eYT18OyxtW/h37DTOPEajkd9//51LLrmEn376iQ4dOrB06VI6duzITz95/Otv2LCB5ORk/vnnH95++22cTievvfYaixcvJiUlhVdffTVg+S+99BJLlizh6aef5uOPP/bbPnjwYJYuXcr69es5fFh573Tv3p2FCxeSnp5OXl4eAwYMICUlhZUrVwYso7Zjs9lISUlh8ODBftu8PTm5nAh8+eWXjBs37rTVryps3ryZzMxMOnTw+P7Yu3cvI0eOZO7cuTz33HPY7XYSEhLYunUrmZmZbN26lby8PB588EHGjx/P1VdfzQcffED//v258847+f777ys4YvmctOCt2mzfA8wHtgOzpZTbhBDPCiFGq9k+A+KEEHuAh4DJ6r7bgNlAKjAPuFvKKoQx0+lpGqHj/3oqAsH6XekUqFElQ4y+mqcgr2n75QnesWUEb6fXRKbB5ykXKSHav3eTp3okiYkIwWJT/Var2ipj/kGm3jQMaVcE4Nev68bESxT71sgQRfI02ItZ9MZ9XHexf6+wX5dWpE0bybWD/G2hgwqP+qUlxitamXqRSs+urAYOoH0Lj81xlFEiwxXtX6/WioB6YedW7H17LL06tFDPy9MuDSOD3drgDqYCdr56TcBjuIgsR/AOspUQZlAn6zkddGnpq4n+8slbOPDx7RisyjUI1gt+evw6rk3u7lNO97bNWfn23ax7LJnF9wa2tR/aqxOtxTG+uraln5BkCNLzzKVtaWL12GqkvjuJBy670L0eaJQDQO/0CGZ9m0fSxMurhtPkOwnLpfkN09nc7e3StMvSAj68ujVdhK/taJDdzD1X9KdJvRjiojz33dUDu/PItZ4Xn1/76/REhirPhD3EU6dgvUAIwfiB7Xnu1tHu9EKbwOoU6KWDGy5U3FvudCrmRA3DlbK/WLDOxw95sM7TkW0QHc4doz32fon1VW8jXnJegzDl2u7O9ozgAAjVvjvCFMToAZ57/K8p19CzgyfCYbN60ZRHwzKTKkNNwYiSXILsJaS8NEEZmcguJqvQjJROkhrVp0+XNn7lNG+YwObXxnFFg3y1/v4zDuupHYCflm1GGENo39DftlpX4hGM/1iZynHVd/xh1TvSPSO6sfvlywkx6BFC0CTWc38lJniuV7izBEoLCPcaNerdsQXfPaaMhpksnknMQQE62Mfzi8EQTKiXijY5OodeIb7+/QN1LM81Lp44mQcWZOFoO4QLGgaxcspIHr+mb8CAX6GhWoTJ2kinToo5Z2JiImlpafTo0QOAnj17smePx3HCgAEDcDqdjB07lpkzZ5KVlcX27dsZOnQoF198MUePHg0YK+KVV16hf//+PPnkkxw54m8k2r278m3q3Lkz+/fv96lTo0aNyM/PZ926dQwdOpQhQ4aQmppasw1wGvj666+VuSEB8P5+63Q67HY78+fPZ8SIEaerepWSk5PDPffc42frHxUVxcCBAwkLC6NVq1ZkZGQwbdo0HnroIe644w66dOlCfHw83bt3Z/bs2bRs2ZJOnTrx+eef884775Q7SlIZNTJ4JqX8U0rZRkrZUkr5gpo2RUo5R102SymvkVK2klL2klLu89r3BXW/tlLKv8o7hg9C0KZhND3bKRqhHQezKFZNM0xlBG8v5woIAk/hj4/2/Yi2MnoE746tFC1Hg1j/We1FUvlwxUWGkVei+mA2+9qKj29lw55zmB5tk9xpMeFq0I7AZ1cp9QzKuToLPB/SJqrQ00jVvgYb/bVZoV5a+XrhHrXziAsD22EZgvRuH9dNE6Lc9tmhxko9PhJZjolEMFaiVMlMlhYQHhY4XyiKQBEcVHErxUdH0CIxcIQ8k9HA3y9NZGCPdu6069oaaW5SOmk3jujH+c1VG3anA4MhiIQYj6CbEGCUA8BuVPJM7RvGOw+NI6mhR+srDL7CTD+TYkoRbfI8arpixexCbzczsv95zHnJ1zuOt8Y1UIfPm3b2fTgKVK2nPsh9b3njLHPbv3FJIvqi45QSjAMdQTh4fNwwxjb12Jpf2rMl0lrKv0VqZ0E10/IWqhvFR9E8sT5BGakk5HgiQpq8rlmjKKU+eTLwdY5UhcvLmlgJtebQItF3HkHLxPKDHEWH+wtCzYzFNI9wYgo2Qmk+x4tt5JXakeYigo0GdDodU/qE8cXVHm1y04YJRISF0LCBch+1auhvN91IHVGavSkL6bBz7xUD/PKsfOYKfr+tK9JqZvaBYHq/sACA3RmFSKeDts3KDz7TtL4nOMv9F7fnurb+8w6CjQbeHN2cRU94nEaZ8FcmHM0tRugNhAV73oVfTr6R2U/f4pMvNkD7ATw6oGoRJ2sDgczFqkNum0tpGBvFt7eez/cPXepWXATimvOaEOS0cnh65SOQAPmrKo5mqlEzeAt+oaGhrFunjNqtXbuWli09nXiHw8Gzzz7LrFmzeP3114mPj6dz584sWrSIlJQUNm3a5FMWQHZ2NikpKSxbtoznnnsuoGC+adMmQJlkmJSU5FcnKSWvvPIKn376KQsXLiQ6OrqmTv20sXPnTj788EOGDx/Otm3bePfdd93bYmNjOXToEEeOHCEyMpKMjAzS09MZPnw4M2fO5LHHHiM3198t7unCbrczbtw4XnvtNRo08HVK0adPHzZv3ozD4SAtLY2EhATatGnDggUL+Pjjj2natCkGg0dumj59OpMmTXKfj8u0prrUmcmV3kink+6tE+naJgnp2MaBrEK3qUlZjbfZ6fUAiMCnGx0eipROpLWUrS9dwbd/LuOl1YpwFhSk7NMwwf9jbAuJRQBdWjXh4bgEbpq5jT6Nglie58nz7B3X8myZ/eIjyrfbLRdLsdsuONyoZ/4dXQk2BJH8rvKScQl/ik1yEabgirVZl5zXko2rlHPs2LL8IVRpsyD0BlomJhC19wD5pgZMGNKl0uqGBjC9AUVwiw41QhHonOV/NKODoRAwBdWsYeXLN1/ksx4arAo46ihHPa8OVr2YwELvDW10fLs1i+suGgpAUqPAgkprRzozp96plBVuJE1V+sboSskBDAG0lQAmnWforl6ADp838167FyklQ57+nvH9WpKflwtlTCVsZb4VVw7oxlu//Ku4q7MWEKoKb1Nvu4K9z0xnd7aFawdPZPa/X5OG4lFEX5yJM7IhoV7zE1ya/t2fP+L78fPStCbVj2bZPnCGBvaM49K6vn33FQG3K+ZRvvbhbZwHOWgx0q/7UL/8S97wdGKCHSUUOHTYnBKdw2N7f8voZGXhR2WkwTVy8NA1gykVK/jf5f5xvJrVjwMOYYtoSETeHrq0LesxVblf6sVEcFXTJfx8zIQUeo5k5bHTGkO0Lb3czihAkwaK4K0ryeG2y0eWm++KPr4hEhJCBWWNlY4VWMEEEaaKTUniIsMoe69M6teM8YPb8PLSvyvct7ZQtHk+ET0uPeH9/zekObcPbhdQw12WpPgwNk8dxt/9PuL+5RXnLVjzK40aNaL8adMap4Lo6GjWrl3LgAEDaNiwIY8++ij//fcfAKtXr+bxxx/HZrMxdOhQdDodDz30EEOGDEEIQYcOHXj//fd9youJiSE8PJzBgwfTpUvg796SJUv44IMPGDhwII0bB467ccUVV3DZZZfRrVu3Oil4e08k7NevH9dccw0vvPACTzzxBM8884x70uH7779PYmIia9YoEYKnTp1Kv379iIkJHBn4dPDDDz+wZs0a/u///g9QTIe++eYb3n33XR599FHGjx9PQUEBt912G0ajkc8++4yZM2cSEhLicz8sXbqU3r17ExwczLhx4+jXrx9Dh/p/g6pCnRS8uzSJYdzwvuh0OkRJLqm6UO7+QxkCCikj8HVtFM4q1cue1Ac+Xb1ep4RtNhcTaTLQsnECrPadRFE/gAAkgow4zUU0bVSfZomCtGlJPPP5bz6CdyCUENjVixq38OGBvP3TEn4/Gka4KYi2Sb4PeJQ6QbRzyyawYjtd6nsE7+eGJ2G2+1rw3Hb5IJ77birRwTqEKP9D77Rb0QEdmjdi1ahBBOlElT5SZTUH3iREhkARiAqsiupFGDloBVMVtOsng6uDoLcrglm9GM91LmvK4GLanVczPCWFEJPSxmEhwYxr5WDmpnwI8wiYMWEerWVibDioFkItYozk2MEkAp+/t3lUVHgIOulkXBf/eQguhBAsflaZmPrJr4spK0x5zfNzkxBuJN0Whl0Iwu2Kax6DwcB3z9/tzjP9/ssY8PgsEkMcFBjjcQLhwUHu4ps3SnAf35tQox7UU2vXpB7sU0w4HOYi9GX8wMdEVDx837pJQ2CTT9q9l/Zk1ICeFe4HECLsFGJCOm0YpaXS/EF6HU9fF3gy0IAe7WCOMnoxqpP/BE1v3nhgLAcfe4c1siUT3/wZYarPfckV7xMSbOTB88MY1rNHpfX05rvHx3LvOz+wyuyZz5Bl1YMJ4gKMfniTEB0OeGmiijJ5/NKRmK3lR5kFKFz/R7WE3Wb2QxwICiyQnCxTxg7hze2V5zv47jia3DvTL/3ui8rGequY0NBQLhs9im/++j9WRQ302y7tVr65oh672/XlcEIvPlm2P0ApGjWFy986KBMdAW677bZy8/z7778+2y655BIuucTX5a83Op2OP/74wy/du5xHHnmEVq088wGmTp3qXv7yyy8BuOWWW7jlFt8Rp7qK69yfeOIJALp06eLu3JTFuy3OFDfccAM33HCDT9qFFyompQ0bNmTBggU+2yZOnMjEiRP9yhkwYAADBigjnaNHj2b06NF+eapKnZ2n7bLZjXAWut2bgb+mdebkMYxKVD0C6MrXAEmrGadZkdC9JyG6KG+Ckt5S4CN4hKgmHlURqqsjeLdqXJ/BXRXtY3RIYPd3AH06teDzq5vz/l2j3Gk3JnfktqG+vXUhBLu/eox1nz5W4XFdNuqdWjfDZNBXSeiuCIHrgw+6CgTvxrFKnrIjGDWNy/zIJBRhI8jrOjeKr3ov/flbRxMvfaOAxnjZ0CY18JR1fltlUmpoOafmbRIlhGDfy6N4duygKtWja9vmfml26X+nNYpRw8wbQ4kPC/xctElqwo4P7iDlrfsIEor0HmEyEFakCKBNGwYWJr0n7XVu6RG4vAMsuYiLLL9DAcr10Oem0TfEM6+hf7d2FezhIcwADr0JK0ZCAnRy4koPElzkP18iEKGmYOyFysTbB667uNL8/boorhFTbfEE5R7glssqv373X5VMu2YNK83nTb3YKL6feiuGgkPY8zNwlhZiDlVGYDo0qzgWQP3YMnbq6jC6zqvjl/7mNVh+nUJ5pL9+FYc/vpWCtWXn00P+8u/IX/UTXazbeOVqz/sn958v3CZsZXHNkZk+uiFZf7zBkc/vcW/Tr/EIzvcMasV9g1tx7Yjk8k/QC1thzfoBnPXeNL+0oq2Lyfj+Kfr27cuECRPwtkrITflSybNlUY3WQ6Nmeeyxx3wCKJ3o5DkNjYqos4K3i58fvZLZYz29zVCTr4mFIUjPeUmqnWhQ+YK302bGaVEGBhvGx9DUsp8nLqh8Mk2I9HXzVZ6JhTcDuyuCw2VdK/4wlqV100ZI6aSFl93rh6MTeaiH7zEH9+zgI0CWh8lk8nM5WBZpt+AoyScqPLC9c1VwfUwBoo2SKNWuV1+OzT1Ay4bK0HvYKRa8swsVTXek0V84TfSyu60KCeG+be6a6AjQQjUFclpL3W4dI4IDX6OKRgsqo1f75mx46iKcOZ6AOUmR/o95Uv1o93LD6PLv8+joaCIiItyCd2SIkZTnbuCTK5PKnVw7rIfHrrJ5Yn33pNzQMs8KeDphFbH347uZ9fStnjpVIqy7iAzWgTEMR1AI4QEey3Vv38HO927131AO97czM8KxkvoJ5dudu+jWWulcCZ2ea7rEntQ1rQq7P7idgx/cTKgt1+2yslcH/06YNw3LdCw7hSrzU/ReE5En3XwTu9cu8clnPe7R4j795GM4C45TtFnRGpkPbyfrz7c4/NFE8pbNJC/lCwYPGsS1PZtw8O0bSH/rOsb0SOCNvv735IGXLyX/XyU0e9tmjSjaughbZprXgT2BgB4Z1paHLm7rNgUEsCx6j4Nv+2q2XFTkgeZECNLryPrzbYpTPW2TPfcNLIe2udebJyjvzMxfXqRg1Y8cePlSsv98k6zfX/Mp68DLJ24qo1GzvPTSS+5gaSkpKW4TivL48ssvfbTdGhpVoU6amnjT2mVy8a3yMQgLYNfYKCEaKKowWIQw5xMT7NL46Fj65j3l5gVFEyyCjBjLTG7yaITLFyo7tWzM3hcT0euq9zHu1CKRWeOd9G7j0ciP6NONUzl3WNosOIr8NZVV4amLk2ibGMu4L9YDEJm7k+9fuoXlW/YAGbTwdwzh5rx2zWDDHrc3iVPFrVcM5cd3V/D8zf52vWU7cZXRp3UDtntFovcWvPt0aY3j203c0j2SNk0bAJlEh3rux7EdQ5i1TekEVPO28CMmzMjSKZex/9AxsoosjOp/kV+eVokJsEWxna7Ic4gLl2l3dJiJhJhILurVsdy8UaHBXBV/iL+2HiM89BKkpRhhMBERrKO0TN7mDaveufn6+pZkZOdXnlElOsSAMBsgyEAUeVXerzz+d+/tVc57XvsWSOc+KMri6YljK9+hBhBCEGNwcBSlg9ehhb+7T28Sy8xb+fUlxczI+/b76KOPfNyFXS6X81vRPvfb7emnn+bRRx8lJyeHtpfeRsmOf3GW+k4wv+IKxX7f5S3qww8/BOCaa4IBgbFRGwyxyns8f8X35K/8gWbT/EcovDvwLrwVHeMnTODJm3+h07OKVvnAy5cSFJvIgsWKcJwxewr1r32WBmF6jhU73LEgTpTiLX9TvOVvwjr4m5wAjOnVlInXXIrl4Fbf/VJT+O27GYwccTGOojM36UxDQ+PMUOcFbxfSZkEYggkz+ds1Kq66Kg4DueWDewnSVyzxfHZVc0zBBrbsSSc6PIb//b6f7o18tYXu4cVKNFzVFbpd9OtQ8ce0prmwbaKPzXF1mDjYVzj732XnkxAbzWUDe5JTuJTrLyrf5q1v17a8eDSLKwYFdhVYU7RLjCVtWvk27tXhhqG9+Gz3Rk/ZzT1mFnHRkRz8UDlfp9NJv/BF3Hu554P9wo2DeSi/kBFPzeCT+zxmQidKUuOGJDUu32yhQ/NEXJMWWydWbH8MHsG7MptsF68/MpHX1WV7SQHG8Djqh+o4DpCTDrHKhN7WSVW/n6tqYuIiLtyEK/5S3Gl2nRceFkrTgq0M7NQUUzU7cCdDw0gjR22gsxT6BIoIRNnJni7tcdlXl0tbbMs9wlsfv0DzRvV408tCx2QyER8fT9GGP6tVV5cZmyV9C5b0LV4bfCclHPn8XmIG3UzosR1+Zej1eop3/kdY274I4T//xJ5zmO7NlM6def96jn55Px//OY/bZ++k3kl6B2zWrBkHDhygYN0fmA9s8tsuhGDpj5/Ru3dvv21DOjfBclg5nwcffJA333zz5CqjoaFRZzhrBG9hzgNDffQBbJCbNqh8aNh7Ilx5DDlfmYjTV7XfHNS1JbGxgb01nC38/Pi1NVZWTKRHe33zpf7u2MoyZviZj3pVHVo1S6Q07QuiHQXcM/5qrh7YPWA+nU7HzCdv9kuPi4pg9Tt3B9ij5mnRuIG7s9o+qXK7YpeLwLjI6o9AuDSgYwd15d9Nuxgx8nzunqu4wjyVJhgJUaGQ5bV8mln20eOn/ZjNEyJZf6R816lVIdA1OfrVg9jzM+Dj27Ba/b3xeJt8VJehQ4eycOFC97rd7juKaMvcz/HZU7jvvvv4rcy+3q6+hBDuzoa3DbkrbeHChSQkJEBsPLCTBvWrZ+pXFpdrudyFHwEwZ84c4uJ8R3C6du3qk3/79u3uICsuRo4cqQneGhrnEGeN4H1BdDErHZAY72+/4IqiWHYI9GSpH+DF7XrJ62vYpvBsoLKJdLWFXmHZ5JdW7NmhPFLfv5Pg4GDCw2v3uer1ejAXIHXRtGmWWGl+k+oiMD5AlNfKcKiTlju3bsb1IwaQlVcIczO4MCyzkj1PjoZxkbBX8WbiHV30bKZ903pw5ORMKAJhPeaxoYqNjaX4v2XEte3lTquKDfXBgwcD+vP99ddfuf/++/nss89o2bJlQE39kSNHSEhI4OeHZlO8dTGgjFLp9XoaN26s+GYRAkOQnqvahdDCaMdlLOiq25AhQwDYcihf3ffk3tGDBw92e60AGDXKf6Sq7Lm0b9+e9u3bA2A2m9m0aRO9evXy209DQ+Ps5aTePEKIWCHE30KI3eq/nxsIIUQ3IcQKIcQ2IcRmIcR1Xtu+FELsF0JsVH/dTrQu3z5/Dwtubcd5HVoH3H5/F8H3E6vnqutEuO7iCzFh5Y2b/UOrnuvEVxIMprYw+6mbmP/iibl+iouLq/VCtwujQ4mQGBxc+WhPiEERIOqV9YRRBZylhUi7jbZJioAfHx3BrueH882T46tdVnVokhDtXh51YadTeqzaQpcWyvyPRjb/CHuBeGNY5WZGZbn55pt565rObHvR35e5C5fbLW8aN25M587+wbr0er1bYx5IeAXF7VdQUBCH3h1L7j++0edCrIowH2lQNNCvTxjM3WMuc0fOCy4T06Bjo0hu6duc924IPCJVVT766CN27txZYR6X4H3//ff7bQsODtaEbg2Nc5CT1XhPBhZJKacJISar64+WyVMC3CSl3C2EaASsE0LMl1Lmqdv/J6X88STrgRCCNq1alrv9wTHl++qsSaJCg9kxLXAwkHOdshFCNc4szYPyySyqmtY5LiIEmeWgcb3qeXoBeOveq1m0bpePOYKxCl53Tpbk8zrQ4vPZPDJuJO1aNqt8h7OAXl3a8dyO7Ywadm+V8l85qBfdWh8jr7DiUC+vv/66W5jW6XSMHVv+hNGFCxe6g5JURGpqKr/++ismk4lmzZTrU9ZUoyrc2D2eB1+czIjfff10f/vttxw/ftzPDEanE0wZVT3/3YEIDg6mTZs2FeYRQgSMdqihoXHucrKC92VAsrr8FZBCGcFbSrnLa/mIEOI4kAA14GZAo04RVU6Iao0zwx9vPOzjsaIiXrr9MpJXbaNRgAiulXHjyIHcODKw54dTSWhoKIu/eOW0H/dMc+O11ev4t2jcIGD6sI4eU7qHHnqoSmXdfPPNbpOOyvA2u/jf//5Hx44diYioeFRs1KhRDB8+3Cftjtsncfllo2nY0HeuQlRUFFFRFUd+1dDQ0DjdnKzgXV9K6ZrffgyocLaKEKIXYAT2eiW/IISYAiwCJktZhRBzGnWKgQlmlmSaatyXrsbJUZkPd2/ioyIYe/EFp7A2GrWJzVMvdpsXVRWHw+Gj5f7www/p2LF8t5PeBAUFMXr0aFJSUnzSV61axfr1693rc+b4B+oRQvgJ3aeTVq1acdNNN52x42toaNQtRGXDYEKIhUAglcgTwFdSymivvLlSyoAqMSFEQxSN+Hgp5UqvtGMowvh0YK+U8tly9p8ETAKoX7/+ed99912F9a4KRUVFdcYe93SjtU3FaO1TPlrbVIzWPuVzrrbNoEGD1kkpe57q4wghpGb6Uvc4m02WztZzU88roL1dpYJ3JQXvBJKllEddgrWUsm2AfJEoQveL5dlzCyGSgUeklJWG8RJCZAIHTrjiHuJxOxzTKIPWNhWjtU/5aG1TMVr7lM+52jbNpJTVn+laTUJCQo6ZzeaT86OocdoxmUxOs9l8Vg4Zn63nZjKZMkpLSwPa8Z2sqckcYDwwTf0v62YVIYQR+AWYUVboFkI0VIV2AVwObC27fyBq6gUlhFh7OrQMdRGtbSpGa5/y0dqmYrT2KR+tbU4t5QkCGhoap4+T7WVMAy4SQuwGhqrrCCF6CiE+VfNcCwwAJgRwGzhLCLEF2IKi6Xj+JOujoaGhoaGhoaGhUSs5KY23lDIb8JvCLqVcC9yqLs8EZpbNo27TnF1raGhoaGhoaGicE5x1djXVZPqZrkAtRmubitHap3y0tqkYrX3KR2sbDQ2Ns5qTmlypoaGhoaGhoaGhoVE1znWNt4aGhoaGhoaGhsZpQRO8NTQ0NDQ0NDQ0NE4DmuCtoaGhoaGhoaGhcRrQBO8zgBDiSyHE1We6HhoaGhoaGhr+CCGeEEJsE0JsVt0g91bTHxBChJ7p+mnUXTTBuwYQCqelLU/nsTQ0NM5e6rpgIYRIEULsFEKMVte/VCMge2/bJIRY4xU7AiFEmhAi3ms9WQjxRwXHGau20RYhxHIhRFevbdFCiB+FEDuEENuFEBeq6bFCiL+FELvV/xg1fYIQYqq6/KAQIl0I8V5NtovGyaNex0uBHlLKLihxSg6qmx8Aavz5EEKcbEBDjTqCJsCdIEKIJPXFPgMl4uZT6gt+sxDiGa98N6lpm4QQX3sVMUB9ie9zab+FEOFCiEVCiPXqS/6yco7VRAjxlJr2rxDiWyHEI2relkKIeUKIdUKIZUKIdqetUTQ0NOoEJypYCCH0p6WCVWeslHJOBdu6Ah8Ar57EMfYDA6WUnYHn8HV5+DYwT0rZDugKbFfTJwOLpJStgUXqug9SyjeBKSdRL41TR0MgS0ppAZBSZkkpjwgh7gMaAf8IIf4BEEJcLIRYoX63fxBChKvpaUKIV9Rv+WohRKuyBxFCTBVCfC2E+A/4WgiRIIT4SZUl1ggh+qr5BnoFINwghIhQO4xLhRBzVVngI5dSTghxg3rcrUKIl72OVySEeEGVR1YKIeqr6deoeTcJIZaqaXohxKtecs3tp7LBzymklNrvBH5AEuAELgAuRnkZC5TOzB8o0To7AruAeHWfWPX/S+AHNW8HYI+aHgREqsvxwB61TPex1G3nAxsBExAB7AYeUbctAlqry72BxWe6rbSf9tN+tesHXAn8HiD9PsCKEk34HzWtCHgd2AT0A8YBq9V30MeAXv19iaIY2AI86FVeKrAZ+E5NCwM+V8vYAFympnf0Knez6z1WwTmkAD291t8G+pTdBrQDUr3ypbneyep6MvBHFdstBjisLkehCOUiQL6dQEN1uSGwU12+zvWuVtcnAO+d6ftB+/ldv3D1PtyF0nEbGOj+Ub/TS4Ewdf1RYIpXvifU5ZsC3WPAVGAdEKKufwP0U5ebAtvV5d+Bvl51C1LvWzPQQn3+/gauRukYpAMJar7FwOXqvhIYpS6/AjypLm8BEtXlaPV/ktf2YGAt0PxMX5uz4VfnhzaSJs99C+hWw8VuTJs28oEq5DsgpVwphHgNRfjeoKaHA61RNCA/SCmzAKSUOV77/iqldAKprl4nipD9ohBiAIqgnQi4th2QUq5Ul/sCv0kpzYBZCPE7KBpzoA/wgxDCdZzgapy3hobGucECYIoQYhewEPheSrlESvmOEOIhYJDrvYUiKK+SUj4shGiPIlz0lVLahBAfAGOBbSgf7k6gmGCo+05G+VhbvNKeQFEI3KKmrRZCLATuAN6WUs4SQhhRhAmEEH8Ct0opj1R0QlLK+8vZNBz4tUzaP0IIh7ocDuyoqGwvJgJ/qcvNgUzgC9X8ZB1wv5SyGKgvpTyq5juG+h6XUn5fxeNonEGklEVCiPOA/sAg4HshxGQp5Zdlsl6Aojz7T/3mGoEVXtu/9fp/s5zDzZFSlqrLQ4EOXt/vSPW7/h/whhBiFvCzlPKQmme1lHIfgBDiW5SOsQ1IkVJmqumzUBSBv6J0ql1mVeuAi9Tl/4AvhRCzgZ/VtIuBLsIzHy0KRa7ZX855aFSROi94n2GK1X8BvCSl/Nh7oxDi3gr2tXhnVf/HovRSz1M/amkoWm3vY1WEDsiTUnarQl4NDY1zlGoIFgAO4Cd1eQhwHrBG/fCHAMdRNHIthBDvAnNRBHtQNNezhBC/4hF+LwZGu8zjUN5xTVEElieEEI1RhIvdal0vOcHTdAnw4fgrZ9wdC6HYhT9CJQghBqEI3v3UpCCgB3CvlHKVEOJtlI7GU977SSmlEEKLVFfHkFI6UEZOUoQQW4DxKKM63gjgbynlDeUVU86yN97fdh3KyLa5TJ5pQoi5wCUoQv6wcsqs7D6zSVWFjfJcBwFIKe8QyhyPkcA69d0gUO7t+ZWUqVFN6rzgXUXN9KlmPvCcEGKW+kFLROl1LgZ+EUK8IaXMFkLEltF6lyUKOK4K3YOAZuXk+w/4WAjxEso1vBSYLqUsEELsF0JcI6X8QShfxi5Syk01dqYaGhpnBVUULADMal5QPsZfSSkfK5tJ1foOQ9FcXwvcgvIhHwCMQhGqO6tlXCWl3FmmiO1CiFXqPn8KIW6XUi4+iVMci6LVexV4F8W85oQQQnQBPgVGSCmz1eRDwCEp5Sp1/Uc8ttwZQoiGUsqjQoiGKJ0TjTqCEKIt4HR1/lA6bgfU5UIUE88sYCXwvhCilZRyjxAiDGXkZ5ea9zpgmvrvrQkvjwXAvahzEoQQ3aSUG4UQLaWUW4AtQojzUcyn8oBeQojmat2uQzF5XQ28I5QJxLnADSj3f0Xn21K9j1cJIUYATVDkmjuFEItVmaQNiplVVZSAGhWgTa6sAaSUC1Bss1aoH7AfgQgp5TbgBWCJEGIT8EYlRc0Ceqpl3EQ5w59SyjXAHBRt0l8o9ln56uaxwET1eNuAy07m3DQ0NM4+hBBthRCtvZK64S9YBGIRcLUQop5aTqwQopn6kddJKX8CngR6qBO9mkgp/0ExT4lC0T7PB+5VFQMIIbqr/y2AfVLKd4DfgC4ne56qdu8p4AJxghPNhRBNUYbfb/QSqJBSHgMOqkIaKKMBqeryHJSODOr/bydybI0zRjjwlRAiVQixGcWcZKq6bTowTwjxj2rOMQH4Vs23AkUodhGjpt8PPFiF496HIgNsFkKkonRiAR5QJz9uRlHqucyd1gDvoUzq3Q/8opo4TQb+QZmXsU5KWdn996prMiawXN3vU5T7eb2a/jFngbK2NiA8ow4adQkhRLiqXQ9FmdwxSUq5/kzXS0NDo/ajDiW/C0QDdpSJ3JOklFmqidw9wBEp5SAhRJGUMtxr3+uAx1AUNzbgbqAU+AKPMucxFNvxf1AEbgHMlFJOE0KEAG+hzEfRAfullJcKISYDN6plHgPGSClzyrPxFkKkoExUXBvg/Hy2CSEeBjpIKSeqJnw9y5qaSCkvLaetPgWuwtMxsUspe6rbuqEIKEZgH3CzlDJXCBEHzEYxoTkAXBtotFMIMUGtyz2Bjq1Rdyl7n52C8pOp4L7VqL1ogncdRQjxDUov3IQy9PvSGa6ShoaGxmmjIsG7rqAJ3mcvmuCtUR6a4K2hoaGhUecQQvwMtAEel+X78q61CCEeRDEl+ElK+fiZro+GhsbpQRO8NTQ0NDTOeYQQN6PY4nrzn5Ty7jNRHw0NjbMTTfDW0NDQ0NDQ0NDQOA1oXk00NDQ0NDQ0NDQ0TgN10jVMfHy8TEpKOulyiouLCQsLO/kKnYWc7W2z5bDifbF9g0iC9KKS3P6c7e1zMmhtUzFa+5TPudo269aty5JSJpzq40RHR8tWrVqd6sNUi9p4zWtbnWpbfaD21am21aeiZ7pOCt5JSUmsXXvyE9lTUlJITk4++QqdhZyNbVNgttFlqhJQr6Ga9uDojozvk1Ttss7G9qkptLapGK19yudcbRshxIHKc5089evXr5FvZ01SG695batTbasP1L461bb6VPRMa6YmGucMLqHbm7lbjp6BmmhoaGj4I4R4UAixTQ2W8q0QwiSEaC6EWCWE2COE+F4IYVTzBqvre9TtSWe4+hoaGlVAE7w1zgne+HuXX1pEcBAb0/Ow2B0B9tDQ0NA4fQghElEjF0opOwF64HrgZeBNKWUrlBDgE9VdJgK5avqbaj4NDY1azik1NRFCNAFmAPUBCUyXUr5dJk8ySjjd/WrSz1LKZ09lvTTOLXYeK+SdRbsB+OPefnRoGElWkYX16XncMXMdH/yzlwcvanOGa6mhoaFBEBAihLABocBRYDAwRt3+FUro8g+By/CEMf8ReE8IIaTmqkxDwwebw0mJ1YHF5sBsc2K2Oyi1OjDbHJjtTuXf5sCibjPbHJRaPctmmxOL3YHNIbG6/51YHU6sdie2Mv9WR8WP4Km28bYDD0sp1wshIoB1Qoi/pZSpZfIt06IvaZwq7vt2AwD3Dm5Fp8QoAOpFmuiZFAPA24t2c2dyS0wG/Rmro4aGxrmNlPKwEOI1IB0oBRYA64A8KaVdzXYISFSXE4GD6r52IUQ+EAeckkiJGhqnEyklRRY7+aU296+g1EaB2U6JxU6x1UGRRVkusjhIO2zms72rKLbYKbao26zKstXhPKE6GPQCU5CeYIOe4CAdwXoI0UtMQU5CdE6i9JJgg5MQk8SkcxKslwQLJ8F6J+sqKPeUCt5SyqMoPXaklIVCiO0oL4uygreGxikhs9DCzoxCRnZuyH1DWvtsiw8P5rxmMaw7kMu2IwWc1yzmDNVSQ0PjXEcIEYOixW4O5AE/AMNroNxJwCSAhIQEUlJSTrbIGqWoqEirUyXUtvpA9erklJIiKxRaJQVlfkVWSbFNUmKDYrukxKau28HpoziWBGMjBAshWAkRFsKFhSi9hUi9jdailMhiO+E6C+E6C2HChslkwxRiJ1jYCBZ2jNgxYsOADYO0Y8BGkLQThI0gaUMvbeilXfl32hDSjs7pQDjsCLsTQdUF+LKRuLw5bV5N1Ikf3YFVATZfKITYBBwBHpFSbguwv/vlUb9+/Rq5CWvjzVxbOFvaZk+eYr/d1pjDf8uW+m2/IcnJugMwZ8laCpsaqlzu2dI+pwKtbSpGa5/yOcfbZiiwX0qZCSCE+BnoC0QLIYJUrXdj4LCa/zDQBDgkhAgCooDssoVKKacD0wHatm0ra5PnB6h93iig9tWpttUHlDr16TeAjAIzxwrMHMs3k1Fg5qj6n11kJbvYQnahhdLSQqJlEdGiiAhKiRAlhFNKrCihjdFKXJCZaL2FaH0pEUGlhIeUEiaLMTlLMDpLCXKY0TtKEVRgwiFRbCzKojNAUDDojWX+gyHICPpQ9T8Y9IYy29Q0XZDn3/XzXncvG0CnV9afGV1uVU+L4C2ECAd+Ah6QUhaU2bweaCalLBJCXAL8CrQuk8fn5dGzZ88aeXnUxpu5tnC2tI1uVyasXE3fXj04r1ms33YpJY8s+ZPZux08c9NFVS73bGmfU4HWNhWjtU/5nONtkw5cIIQIRTE1GQKsBf4Brga+A8ajzIkCmKOur1C3L9bsuzVqkvxSGwdzSpRfbgkHc0o5kltCSf5xzDmH+HTBShLII1YUECOKiKGI8/VF1NOXEKcrJEoWEiYLMQRbyz+IBBwGMERCcAQER6q/hsq6MUz5GULUn2s5FIyh7uW1m1LpeeEAZd0YCkEhipCtq30+RE654C2EMKAI3bOklD+X3e4tiEsp/xRCfCCEiJdSanZqGidNkUXpAocHB9ZmCyFoGGXiaL6ZUquDEKNm562hoXH6kVKuEkL8iKKMsgMbUJRNc4HvhBDPq2mfqbt8BnwthNgD5KB4QNHQqDJSSnKKrezNLGZvZhEHj2dTfPwA9tx0DIWHiLZnUo88EkQ+vUQuo3X5xJGPAbviE8/oVZbQI0NiEaHKj5CmEBoDIbEQGguhcRASA6aoMgJ2BBhMJ30uRfvMEF+7gkOVx6n2aiJQXg7bpZRvlJOnAZAhpZRCiF4ol9NvuExD40QoMquCt6n8W/2Vq7tw42erWZ2Ww8A2pzx4nIaGhkZApJRPA0+XSd4H9AqQ1wxcczrqpVG3kVJyKLeUXUdyOX5oNyVHdyJz9mEsPES84ziNRBZDRRYJwtcgQQYJrMExOMPqExSVhCGyAUTUh/AGbEvPomPvwRBeH0LjEKYoFJFPozJOtca7L3AjsEUIsVFNexxoCiCl/AhliOxOIYQdZXjtem24TKOmKDDbAAgPLv9W75IYDUDqkQJN8NbQ0NDQqLOYbQ72HUgnY/c6io/sQGbvJaIkjSbOo/QXxzEKT9wKqwimJKIhzsjGGOMuwJnQHF1MU4hqDFFNEJGNCNYHHi3ONKdAsz6n6azOLk61V5N/gQq7QFLK94D3TmU9zlWklOd8D9RjalL+rR4VaqBBpImX5+3g2p6NiQsPPl3V09DQ0NDQOCEclhLSd60nY/d6rIe3Epa/kya2NDqIPDqoeSwEk2tqjDWqI9n1LicqsR2hDdtCbAuM4fUwnuMywpngtHk10Ti9HM4rpe+0xSTFhbL44WR0unPz4Soy2wk16tFXcv5mNXrloz9t4dPxPU9H1TQ0NDQ0NKqG3Uph+iYObf0P28G1ROduJdGWRnMhaQ6YMXDUmMTxev3IbtCR6ObdqN+8M8FRiTSohRMMz2U0wfss5fvV6QCkZZfwyI+beOPabme2QmeIIou9Qm23i/6tE/h90xH2ZhadhlppaGhoaGhUQGEGxbuXkZ2aQrO0FVhTDhCBjfZAjgxnn7Ed+xoOJKRJVxq16UnjFh1ortdEurqAdpXOUt5ZvMe9vONo4RmsyZml0GInooKJlS6eGtme3zcdYX9WMUfySmkUHXIaalfzOJ3ynB3d0NDQ0Kiz5B3Evv9fsrb9g+HQCuLM6YQBQgazVTZna8Rl6BufR6MOfWjXvhM9jZr4VlfRrtxZyNq0HABu69+cUpuD3zYcOWcFsiKznXBT5YFx6kWa+N+wtrw6fyd9pi0mbdrI01C7mmXr4XxGvfcvT1zSnlv7tzjT1dHQ0NDQKA9rMaT9R3HqPBy7FxFZnEYQECpDWSvbcST6IoKa96dF5wvJO7CdUUMGnekaa9QQmuB9FnLzF2sAuL5XU9bsz2HmynQO5pbQLC7sDNfs9FNksRNRBVMTgKt6NObV+TsBsDucBOnrll3cugO5SAnPz93OpV0a0SDq5H2jamhoaGjUEDn7YMdcSlLnE3x4JXppQyeNrHG2Z6PxZkSLAbTv2ps+rev7mEimHNpxBiutUdNogvdZht3hxGJ30rdVHC0TwilWvXqkHik4JwXvQrONhCp6KWkQZeL1a7ry8A+bSMsuoVW98FNcu5olLbvYvbzuQC4juzQ8g7XR0NDQOMeREo6nIlPnYNk6B1N2KgAHnY1Z6ryII/F9adRlMAM7NmFgvfBz3gvZuYImeJ9lZBZZsDqcjOzcCIA29SPQ6wTbjhQwovO5J4gppiZVv83bNogAYFdGYZ0TvPdnFdO6Xjhp2cVsOZyvCd4aGhoaZ4LjO2Dz99i3/kJQ3n4kgs3ONixwjiOj0VB6duvOqI4NtFHJcxRN8D7LOJZvBqB+pKLlNRn0tEoIJ/VoQUW7nbUUVtGriYtW9cLRCdhxrJBLamFHZV9mEZ8s289jl7Qjsozt+u6MIjolRhKk17Hj2Ll5vTU0NDTOCIUZsPVHHBu/Q5+xGQc6ljs68pdzIlmNhpLcsyN3dGxAvBYn4pxHE7zPMlbtVyZW1o/09KQ7NIpkxd5sSq0O3lq4iwl9k2gYVTe9dlQHKaVi410NjbfJoCcpLoxdx2qnJ5hX5u1k3rZj/Lsnk2X/N9idnp5dwuG8UuIjgmnfIILle7PPYC01NDQ0zgEcdtg1D9Z9gdy7GCGdpMoW/Gy/kY1RQxh0Xifu6p5Ik9jQM11TjVqEJnifZbz59y4AEr3c4bVrEMEvGw7z4/pDfLx0H7klVl65uuuZquJpo8TqQMqKo1YGonl8GPO2HeO+bzfw9vXdapXd3dECZUTjYE4pC7Yd42BuKesP5NIpMQqACX2akVlo4ecNh8ktthITZjyT1dXQ0NA4+8g/DOtnINd9hSg6SpYuju9so/hLDKBzt15ce34TpjSJrlXfDo3agyZ4n0UUmm1Y7E76t473EbhaJii2yk/9uhWAnbVUm1vTuMLFR1TBnaA30aFK283ZdIRHLm5L07jao63IKbYQH24kq8jKpK/XudPnbjkKwOXdElm2OwuA7ccK6NMy/ozUU0NDQ+OsQkpIXwEr3kfu/AshHSynK19abyA9rj9jhrbg2x6JfiaAGhpl0QTvswSnU7LG7b/b14dziwRfbyapRwsw2xyYDPrTVr8zQaFZEbyrM7kSwOpwupc3HcqrVYJ3dpGVa3s24cvlaX7bmsaGIoSgXUNlguiOo4Wa4K2hoaFxMjgdsP13WP4OHF5HkT6KWfaRfGMfRKfO3bj1gmb0ah6rabc1qkzdclSs4YfTKRn/+Wp6vbiIDel5AHRWzQ5ceNuXXdyhPjaHZH167ums5hmh0GwDqLIfbxfjL2zmXt5yOL9G63QymG0OSqwOEiKCWfZ//sEUHhnWFoB6EYp9/7N/pGLz6kRoaGhoaFQRmxnWfArvngc/jCcj4yhP2m5mgO1djvWazMz/Xc/7Y3rQu0WcJnRrVAtN413H+WfncZbsygTgt41HEAKiQnyHugxegWBuH9iChdszWLUv56zXhrpMTaqr8e6ZFEvatJEMe3Mp+zKLK9/hNJFdbAUgLsxIk9hQ0qaN5PdNRwgL1vPjukNc0qmBO2/T2FDSc0pYuS+b/q0TzlSVNTQ0qoEQIhr4FOgESOAWYCfwPZAEpAHXSilzhSLtvQ1cApQAE6SU609/rc8y7FYaHf4L3r0LCg6z29CO160PsF7fh/FDW7K4d1O3OaKGxomgabzrON6CYXpOCUDA0PBt6it23s3jw+nQKJLle7NOTwXPIEUuU5NqarxdNIsL5UB2LRK8iywAxHm5oxrVtRGD29Xng7Hn+UTa/OO+fgCsKOPd5EheKUfzS09DbTU0NE6At4F5Usp2QFdgOzAZWCSlbA0sUtcBRgCt1d8k4MPTX92zCIcN1n0F7/agze6P2GmOYoz1ccbI5+l1yQSWTh7K3YNaaUK3xkmjabzrMFJKjuSXYtALbA6ppgXO+9vd/diVUUhsmJHezeP4cnkaJVY7ocaz9xbYlVGEENAg8sSCFIQY9ew+XkSrx//kpzv70LVJdM1WsJq4NN6xVfBUEmky0Dkxis2HPKYyRRY7faYtJkgn2P3CCG14VEOjFiGEiAIGABMApJRWwCqEuAxIVrN9BaQAjwKXATOklBJYKYSIFkI0lFIePc1Vr9tICTv+gL+nQM4+9hrbMdU6me36ntwxoiWfX9DsrJ8PpXF6OXulrnOAN//exRf/paHXCdY8MZTzX1hYbt4Qo94tOJ6fFMNn/+5nz/EiujSOPj2VPQOsS8+lXYPIE3ap5xLY7U7Jz+sPnXHBO6fIY2pSFTo2imT+tmNIKRFC8M6i3YByPt+uPsiY3k1PWV01NDSqTXMgE/hCCNEVWAfcD9T3EqaPAfXV5UTgoNf+h9Q0H8FbCDEJRSNOQkICKSkpp6r+J0RRUdEZq1NEwW5a7v2c6PxUDumbMMX6P1bYu3FxU3ihdRDBjnRW/pd+RurmzZlso/KobXWqbfWpCE3wrsP8tP4wAA6nJCEimFeu7oLDWY7K24sWqnvBfZnFZ7XgveNowUnZN98xsCUfL90HKNrzU0GB2cZVHyznxgubcdOFSRXmzS52mZpUXfD+bs1BjuabaRQdwkHVFAngoyV7NcFbQ6N2EQT0AO6VUq4SQryNx6wEACmlFEJU/pL33Wc6MB2gbdu2Mjk5uYaqWzOkpKRw2utUcAQWPgObv6PEEMvTztv43jaQGy5sweuDW7NpzfLTX6cKOCNtVAm1rU61rT4VoQnedZQCs43DeYqt7s19kwC4tmeTKu3bLC4UnVDCj5+tZBdZOF5oob3qWu9EiAkz8tOdfXh1/g5Sjxa4NcfefPnffn7ZcJjvJl1IiLH6w5Hr0nLZfbyIKb9tY1jHBphtDkKNQSRE+IcVzi62YtTrqmyz3qGR4t1m25ECGkWHUGi206NpNIkxoaw/cPZ7tTnTSCkpsToIO8E5BhrnHIeAQ1LKVer6jyiCd4bLhEQI0RA4rm4/DHi/9BuraRrl4XTA6k9g8fM47Ba+CbqSlwsvYUDnFswb1o6k+LDKy9DQOEm0L0Id5V81SMqjw9txZ3LLau0bHKSncUwoe7Nqz8TBmuZJNVhQx0ZRleSsmPOaxXBpl0as3LeVw3mlNI4J5c6Z6zDnW0hOhg+X7CWjwMIP6w5WqrEuy/3fbeC3jUfcM591+QAATahJREFU671fXORenv/AANo28O005BRZiQs3Vtk2u33DCISAXzce5rYZawEY2r4enRpF8vumI+QWW5m+bB/RIQZuH9iSnccKaVUvHH2AybkaVedYvpn0nBIm/7yZfZnFrH/qoirZ5Wuc20gpjwkhDgoh2kopdwJDgFT1Nx6Ypv7/pu4yB7hHCPEd0BvI1+y7K+DwevjjATi6ia0h53NX4RiCE1ryyQ2duLBl3JmuncY5hCZ41xHKaluP5Suhw68/v2pa7rK0SAirVa7yahIpJf/uziIm1MAFLWJPurw29RUBePfxIqx2J39tPQYokxXzShRf4d+sSq+W4G13OH2E7rLMXnuQpy7t4JOWXWytlgAXagwiITyYuZs93+L0nBJu6dscUIIDfZiyF1A6KOM+W8Xoro24Y2BLOjSKrPJxNDzsPFbIsLeW+qQt2XWcK7o3PkM10qhj3AvMEkIYgX3AzSjex2YLISYCB4Br1bx/orgS3IPiTvDm01/dOoC1GBY9i1z1MSXGOJ5w3s/8ogu5f3gbbunbHGOQ5txN4/Si3XG1iLmbj/LFf/sBWLIrk6TJc0nZeZz16bmc/8JCn6A32cUWgnSC6NATC0/bIj6c/VlFOKtgE17XyCy0UGix88DQNjXiuaN1PcUmfvaag+z16qz8ueUoFruTuDAjuzIKKVb9hleFB77f6LM+975+DO/YgA/H9iDMqOezf/djsTt88lRX8AY4XmjxWX/skvbuUYDv13jmZd05Uwk/P2fTES55ZxmyPPc4GhXyzaoDfmmuwFYaGpUhpdwopewppewipbxcSpkrpcyWUg6RUraWUg6VUuaoeaWU8m4pZUspZWcp5dozXf9aR/oq+KgfrPqIucGXcEHBNEpbj2bhw8ncMbClJnRrnBE0jXctwemU3P2NEvugd/M4/tmhmPF9v+YgTeNCySqyMnPlAXo0jQEgv9RGZIjhhAXLFglhmG1OjhaYSYwOqZmTqCUUqBErT9SbSVlc5fy19Rg6r/ae/NNmAC7qUJ/v1hxk6+F8ereo2pDlH6oWenjHBjRPCKNjoyg+uvE8APZmFvHagl1sPpTP+UkejX1OsYUW1bRBfOrSDjz3RyqLHh5IS3VSrQuX5h6gsEynIT2nhGZxmr1jdTmYq8y7eOeG7gxsncCds9adE1FiNTRqFTYz/PMCcvm7FAQ35C77U+wM6sorYzsxonPDM107jXMcrbtXS3D5aAZYvCPDHQxn86F8Dqsfc+8Jcfmldr8IldWhRYIiVO0/C81NSq1KmPSQGvS92reVIlDP3aIIzG1jdLgGC268sBlCwL97qhaUKFe91vcObsVHN57Ho8Pb+Wy/Rp0ku9UrXL2UkqzC6mu8J/ZrTtq0kX5C9+XdGrmXr1OPZ9Tr+OqWXgA+/r81qs6+zCJGdm7I6K6NiAo10KNpDNuPVm80REND4yQ4thWmD4Tl7/BX8DD65D9HXMchLHhwoCZ0a9QKNMG7lrBUDfsOipnJYlXjfTiv1K0dTcsuIUcV2lwa7xOluao53V+LIjPWFCVWRcgJPQEvI+UxdVRH9/LNfZMY3lxp+yaxIXRsFIVRr+PdxXuqZKLhGtno3jQ64PZ6qkeTZ35PdaelHi2g1OagYdSJBQMqyx1eE3J7q3bwVoeTC1vEYdALth0pqJHjnEtY7U4O5pa6ny2AC1rE4XBKbv96HW8t3HVWexLS0DijSAlrP0d+MpiS/CwmOiYzxXErr4/rxzs3dNcmOGvUGjTBu5awcHsGAMltE1iTpmi2+7eOd2+PNClWQduPKgJRfqntpDTe9SNMmAw6DpyFnk1KbIpt9Im49yuP1vUj3C7+2jWIoHu9IPa9eAnL/m8wAMM7NQDgYE7F4dillOw4VghAn5bxAfMIIQhSPYvkFFspMNsY+c6/ADSoIcG7XYNIXr6qMzNu6UXnRI/nF2OQjjb1I9h2RNN4V5fFOzJwOCWt6nlGF3omKaZh/+7J4q2Fu5n09bqTOsadM9cx/vPVZ40N/s5jhe5zsTmc/JNuY2FqxhmuVfVxOCVjPlnJjBVpZ7oq5ybmfPjxZvjjQbYZu9C/4DmcLYYw74EB7nezhkZtQRO8awmpRwsY2bkhtw/waCI/GNvDvbzwoYFKPlUTWVhqcwvjJ4JOJ2gWG8a+s1DwLihVbLxPpn0C0Ud1OeUy29B5ud27rX8LQDFFGf7WUnYcC6wx3ptZTE6xlWlXdq4wDPGH4xR77ys++M9tagSKe8Oa4rrzmzKgTQItEsKJNAUxdZTiRaVToyi2Hs4/a4S708X8bYrA2MfLNZnJoHebKQHsOX7iGu9NB/P4a+sxluzKZMW+7BOvaC3gSF4pD32/kWFvLeXDJYpnnYWpGXyVauXWGWvZfCjvzFawmhzILmb53mym/Lat3CBmxRY7uzIKMdscAbdrnCBHNsLHA5Cpc3hPP46rCh7k7ksv5PMJ5xMf7h8PQUPjTKMJ3rUAh1NyOLeUZnGhXNgyjv6t4xnQJoEIk4El/0vm4xvPo16kiQaRJlKPFmC2OTiSX0q9iJPTfnZtEsW6A7lnnYCVllWCENA4JrRGy33+8k68cEWngMJv2wYRGIN0vDxvBzuOFTL8rWUkTZ7L8LeWYnM43fn+U+3AL6hkEqbLr2xmocXtOvKdG7rTMKrmJ8LqdYLNU4cxQXUz2CkxktwSG0fU42pUjX2ZRfRvHU+9SN/ncsYtvX3WJ84vJmny3CpFmQVllGT4W0u57P3/3GkuP/51lZs+X83PG5RYL39u8ZjSuVi4/XjA/WorrlEsIOBo0Q9rD9Lx6flc/OZSXp6343RW7exm0/fIz4dRWFLK1Zan+Dn0Gn6+ux+39GteIx6tNDROBZrgXQNM+2sHb/6964T3P5pfit0paRKrCIpfT+zNDHWSW7O4MIZ1VIbKOjSK5JcNh2n31DzMNiftTiIqI0DnxtHkl559AtaB7GIaRpoq1CifCBEmA2N7Nwv4QjfodbRv4H89dhwrZPX+HPf6lsP51IsIrjRCWnhwELcPbEGJ1cHNX64BalbbXREdVdOTRdvr3pD/maTQHHjCs14nSIrzdAIdqry9sopa60Xbj/sIdj2aRtdpjXeB2eaj+U89UkB+iY3le7Mw6KBDw0g2nIQnmEKzjVmrDnDXrHU8+uPmmqhypez1Op/Hft7it901GgIej0YaJ4HDDvOfgF8msTOoLQPzn6Fxl2T+uLffSQdN09A41ZxSwVsI0UQI8Y8QIlUIsU0IcX+APEII8Y4QYo8QYrMQokegsmojs9cc5PrpK/hoyV7eXrSbQtWNXXVxTZisbFisQ0PfoCYXVtF1XWXlvTpvR5WFgLrA/uziMxr6t16ZcO+vLdjpXs4oMNOwiu4by17vsuWeKlw23ydjFnE243RKPl6yl8N5vvb8BebyJzzPva8/q58Y4pO2qorP3K7jHqH74g716d0iji2H8uusyUKW6ls+NszIfUNa45SwaEcGy3ZnUS9U0L1pNBvT8044xsDrC3bxxC9b+XPLMb5fe5AjeRXPu6gJ0nNK3M/ntiMF3PzFarKKlPM8mFPinsMDyijWgm3HApajUQVKcmDW1bDiPX42jOTygke4d9QFvHVdN0KNmodkjdrPqdZ424GHpZQdgAuAu4UQHcrkGQG0Vn+TgA9PcZ1qjP/7aTMr93m0mScaKKPIrHjhiKjEJtk7muAf9/Zza8hPlHaqhvbXjUe4fvrKkyqrNnEg+8z4oG6sXo83r+vGoocHsuaJoYByX5htDqx2J6v355AYXTUToXYNfAVvg/70DFAZ9Dq6Nolmr+aBIyBP/raVl/7awUNlgiAVmO3lPsNhwUHUizC5OzWt6oWz4WBelY6XU2TFZNCx78VL+PjG8+jaOBq7U5J6tG56nnG5Tn3rum7c0jcJgJ/XK2YnFzcz0L1pDIUW+wnff2X9pnuPOFWH/BJFM384r5QDlXh/Ss8poWlsKG9d1w2Af3Zm0uelxUoUXdW8rElsCBd3qA/ApK/XVVqmRgCy98KnQ3Ck/csTzjt4Ud7CjNv6cXNfzbREo+5wSr/kUsqjUsr16nIhsB1ILJPtMmCGGoVrJRAthKj1zjYD+eVdk3ZiL/iCqgreqgY0xKCnU+LJD6eFBQf5RL48XlC3TU6cTsmcTUfIKbbSPL5m7burwuvXdGXxwwPp2yqelgnhJEQE8/o1XQFo99Q8thzOw2J3MqB1QpXKc/lab9cggulqcJ3TRYv4MPadhT7eawKXWYG34OvqWEWaKvY09Pu9/fhyeBjnJ8Wy/kAuSZPnkjR5Lnkl1nL3ySm2EhcWjE4nEELQtYny7G+po77Ws4uUc40NMxIdaiQhItgtnPZsEOR2s3miioyMAjMhBj2D2iZgDNKxuhrvZSklt361hqTJc+n67AKGvrGEvtMWM/DVlAo150fzzTSKDuHSLp5Pl9Xh5Md1h5i39Rgmg46l/xvE69d2dW8/m0YZTwsHVyM/u4jSwhyuKX2C7Q1GM/e+fvRqHlv5vhoatYjTZuMthEgCugOrymxKBA56rR/CXzivdRxQJwLd3DeJdU8OpUfTaFJ2ZlayV2CKVCG+so9209hQokIMPDGy/QkdJxDevk23e9mR1kXmbzvGfd9uADgjGm+TQU+LMoFqrujuuZWv+nAFAP1aB3YjWBaDXkfatJHMe2AAF3c8vS6xWsSHcTTf7PaJruHBZRpWaLZzvFDprLo6KY2qOJrRtXEUxVaPqciSXYHfHQdzSvh5w2GC9B5tXoNIE/HhwXU2yJGrk+GKCNumvvLMhBn1hBkEzePCiAoxsOFg9e28HU5JZqGFif2a88XNvbDanXyzKp10r4mbFbE3s7jciZ1fLU8LmC6l5FiBmYZRJoL0OrY/O5zPJ/QE4K2Fu1myKxOzzYkQggiTgRt6KQGrNlZxxEMD2P478qtRZNlNDC+aQpOuyXxz2wXUj6wZ96oaGqeT02IQJYQIB34CHpBSntD4qBBiEoopCvXr1yclJeWk61VUVHTC5aw5pggkSfIYW9Zm0jbUxrc7rHz9+2KaRFSvP7Nwh5UgAakbVrFXX/Fw2dsDjWDeT0rK/hOqd1mC7B4tztx/NyCPKB/Dk2mbM4HdKblzgefjmrUvlZTMU+c9oDrt80wfE08v94wm7Nm0mj2nqF41RXGGcn//PH8pjat5P9e1e6c6SCk5kF1C0wgd6YVOvp/3L50TgliUrszvsB/dRUp+xVe3qKiICNten7Q5y7cSlbfbL+/3OxUh9UB2iU+bJobY+W3DIS6Jz0GvOzND7D/usrI2w84zF4YQHFT1Oqzfr5zT5rUr2R0kMFkVW+jGYZKioiKWLl1CrNHBt6sPcnFMdrVMCPLMTpwSCjLSSUk5SkgQlNrhw9//Y1hS5XEPNh5X7vsHegRjcUBiuI6jxU7+2m/j701pXBjqP+G40Cqx2p0UHT9ESoqyXQd0S9CzMVN5v45rb3Rfv2GxsDVez7LUQ6TEntgo6TnFyo+Q8yaz29CW6wse4Kah53H/kNaaaYlGneWUC95CCAOK0D1LSvlzgCyHgSZe643VNB+klNOB6QA9e/aUycnJJ123lJQUTrSc7Sl7gR1cNWwg4cFBdCgw8+2Li7BEJ5Gs+nSuiCKLHYFi7vHtwbW0qFfMsCEDT6guJ0ODdgVMnbON1CMFWEITSE7uDpxc25wJftlwCNjkXr9q+MAa92riTXXbZ2CfYr5eeYB7BrVya/pqMxEHcvho8wo2muMYN6pr5Tt4UdfunapyMKeEFXuzsTo2c+2FrXhtwS4M9ZrT6bzG3L5wMSaDjqtHDKpUIHC1z1bHDj5M2Uv7hpFkSR3JyX398s7L3gz7D/LFzeeT3LaeO31J4TY2Zabx/aEIpt/Us8bPtSrcMn8uTgm5kS25pEtD0rNLqmQC993BdQhxjOFDkhFCsMayg0Xpe7moWwvCg4+SnJzMzANr2Z+fQWKHnrSpX7H3JiklK/Zms2JfNv3axEPKSvqd15nkjg1YdYGNLlMXkCmiSU4+v9K6Za87BOs3ccWQC31GzSx/pDJj5QH69R9AUJm5FtuO5MPif+nfsxPJnTymJtvkHjbO30l8uJHnx1/ks896607e+2cPvfv0r9FAX2cVUkLKS7DkZf7VX8BdJXfx3HU9ubx7rR8Q19CokFPt1UQAnwHbpZRvlJNtDnCT6t3kAiBfSlnr/S0dyC4mPjyY8GCl71Iv0kSjKBObqjD8K6Wk89T59H5xERa7g+OFFndUxNNNuwaRfDfpQs5PimXH0bpravLkL1sBmHFLL5ZPHnxKhe4TISk+jKcu7VAnhG6ADg0VAWpXRt29J2qaKz5Yzv/9pLin69okmoZRJrYcyqfn8wux2J3ohKiWFu7R4e1ImzaSAW3i2X6kAIvd30tJTrGVNvXDGeQldAPueQILUjMCzjc51dgcimYZYPLPW7j0nX+59N1/3X7qKyK3xEqjqBB3W/VVI7j2aBbtzvPIsDYAVTKn+XXjYcZ8uop3F+9hsurKr5HqOSjSZODSLg3ZlVG1iZp5avCt6BDf57RDo0isdmdA8xBXgKuyPvZdgbb6tvI3LeuYGIVTQurRumkudMqREuY/DkteZo4YzH2OB/j8tv6a0K1xVnCqbbz7AjcCg4UQG9XfJUKIO4QQd6h5/gT2AXuAT4C7TnGdaoT9WcU+vnlBeZmmViHU9rLdWUipaL3bPjmPDel5NI4+/ZMBvWnfMJK9mUUBP/61nfxSG8VWB/cNac2ANgnuj67GiRNi1DOkXT0sNmflmWshUkrunLmOB7/fWOVANRVRbLG73cOBEt2zRUIYc7d4dATPjO54QmV3axyN1eFke5mO74Jtx1iQmkGTAIGgBrWrR6dEZbL1FR/857f9VONxgaoIqOk5ipnX2E9XVfgOkVLxxpLc1jPBuE+reFY/MYTB7eq701rXi8Co17G7Ch2/hakem+z9WcXEhBp8XHG2qR9Bek7J/7d33uFRldkf/5x00iCBkIQamhBEQUFEAcWCgrpWdC2r6GJ3Xdta159r11XXuq69rK6994IiYqFIl14DIUBCei+TOb8/7p1hUiaZhGRmkryf58mTW+eeOdPOPe95v8en+QpF5dWINJzo7sq6z3h2foNzsm15xNR69f1TRyZz18n7c/9pBzQ4x6Vuc209ZRwAEQkVkWUi8rm9PkhEFtqSu++ISIS9PdJe32TvT2v2CXYEnLXw2V9hwX94g+ncH3YF71wxiUPSzCRKQ+egvVVNflZVUdUDVXWM/felqj6rqs/ax6iqXqWqQ1T1AFVd3J42tRWNSdalp8SxNbesWX3dj5Y1qKRhUFLgdKfBCrwdTmWjj5mhYGJ1lnWzM6a/aZzQluyXEsfmPaVUOzpG8P2vb9cz5u5vWZVVxMfLs/hq1W4+WpbFha8s2ufH3mMHV6eO6cPyO6aSEBNBmsfnf/6tR3PmuP7eTm+SMbaKx/J6MnifrNgJwNXHDGv0vKfOsVoebMgubbXmdWtx+eOeU0ZxsG2/i7H3fOf1vDW7iimpdHBgv7qf1fpdeENDhIE9o9nsg7LO2t3FTBicyIyx/QA4anhvQjzq3l1Bsy9Z78KKGuKjwuucD3sVpaLCG/5kZhdVIgKJ0XWz5KEhwszD04iJbFjR6UoOZOY3qpRyDZYCmIt/Ao+p6lCgAJhlb58FFNjbH7OP69jU1sCHl8DS13jGeRovRF/Ke1dMarbcyGDoSJjOla2gorqW3cWVDTLeI1LjcWrzjUf2lFSRXq85SloAVDg8cXXBXNsBtYHX21mxA/v1CKwhnYzhyXE4nEpGB9Ab/nrVbp6as4nC8hpOeupnvli5t0HJT/vYXv3OT1cz5ZG5AEwdmUIPO8AaZDdp6t4tvEGZQUtIiY+id1xkgzK13JIqDklLYEz/Ho2eN6hXDI/a8nTr/KxI5JLWS4qLdJdSTB9lKe+UVjnIzG9cRcTV96B+6UxjDE6KYWtu49+l2cWVrNtdzKacUrbnlTOmfwJ3nrw/t5+Yzv2n180wp9vfbet8+G7LLa2iZ2zDcrCQEOHmaSOorHGSW1qFqrobKO0qqiQlPqpB7Xdz3HGS1dJit0fnYBHpB5wIvGivC3A08L59yH+BU+3lU+x17P3HSEeecVjrsILuVR/wkOMcPu81i/evnLjP/SoMhmDDBN6tILPA+lEZUC/wHp7iW/C6eU8p6SlxrL17mltHe/8+8U2e0964Av//zs8IqB2tYXt+OdERofTsIPXTHQXX+3l9kMtMFpZXc/n/ltTZ9t3abJLjI7ndlt50yf61lJLKGl71kJE7Yr+99bounfWiitZ1rHUhIozsE99A13l3cSUpzQT0h9rda32prW5L3ly0HYDUHt245phhPHnOQTx97sFcOWUI4F0ecXFGPqndo+jtgwzcoF6xbM8vx1Fbd8RFVTnmXz8y7fGfOPbRH3E4lZ4xEcRGhnHx5MEN5nf0T4gmNjLMp4ZDOcVVXjvEuvSif9uaz4Wv/MbEB+fw+Hcb2FlYQXcvHUubYrR9Q7ViR6Hn5seBmwDXk+4JFKqqq07GU27XLcVr7y+yj+94OGvh4ytg9Ufc7ziXxf1m8valE5rt5mwwdERMf9VWkFNsDbOm1PvxSOsZQ2RYSJPZp5835rKrqJLEmAi6RYTy7mWHsTijIOB39S5JslVZxdTUdozSAheZ+RUMSIw28lJtzOCkGEJDhO/WZvPzxlz+cfLIoGzJ/O2avRJvD804kJvetyZAZhdXuZuxLN9e2CotdM8mQieP7kOch9Z+W45SpfWMYe76PRSUVZMQE0FOcSWZ+eV1dOAbo2+PbqSnxvPVql1cckTzakptxe87ihg3MIG+dsnEyaP7APC344bzn7mbuf3jVfxpwsA651TW1PLLplyfX4fBSTHU1CqZBRXu0QWArMIKd+8DF0eN8J5BDwkR0lPjWLPTh8C7ZO97pj4H9O1ORGgID3+zni251vvig6U7vJWLNIsr2eLqrCkiJwE5qrpERKa06kEbwVOKNykpKeikPktLitn1/AxSd8/h4ZqzmNf9ZK4bWsmSBf6fu+C2KcgkUYPNHgg+m4LNnqYIvl/RDoAre1Y/axMaIuyXHOc1Q5iRW8acddZEoNMPtuoR90uOC5r6tcuOHMxzP25ptlQm2CiqqK7TgdPQNkSGhVLrVD5ZbtUav7M4k4wHTwywVQ1ZnllI927hLL/DkmxLiI7gktesqSL79+lOeKiwLLN1gfdD31ha8Hf+YSTnHDqgzr62vFmeMjyJV3/NYOn2Ao5JT+a3jAKcCkc3EVC6mDysF8/P20KVo5bIsPZX86l1Kvnl1Zw3dGCDfSEhwuAkq+tprVPraIyvyiqiuNLB8T6+Di5VkM05pXUC79cXbKtz3Ki+8QztXbdxVX3SU+P5cGkWqur1Bl1VySmp9JrxjggLISEm3B10x0SEuoPuEw5o+XsrKjyUXrGRno15JgIni8gJQBQQDzyB1c05zM5qe8rtuqR4d4hIGNAdaNAO01OKd/jw4W0ixdtmOJ3sfOEsUnfP4THHGSxLm8VHMw8JuMRisEmiBps9EHw2BZs9TWFKTVqBa2JRYxKA+yXH8fOm3AZKCpn55Ux5ZC4v/7KV0BBraDnYOGW0lV3bvKdjBd6lVbXERprAuz04cr+67e291e4GktySKlK7RyG2nN/UkcnMueFIVt55HFHhoYxMjWfZ9pZ3QYS9bdnPPXRgg6A2PDSEyLAQ96S+fWGcrdgw67+LbeWPIsLsG/nmcNUw3/DuimaObBsWZ+SjColebnavnDIUaPg9ssuuZR7g4w2Lq9Rp3e66mep3frMaHS+/YyoZD57I51dP9umxSqsc7Cjwnp0urnRQWeNsMNHTk5LKvZn2x/44xr38+B8PataGxjh+/2Qc9m+Fqt6qqv1UNQ04G5ijqucBPwAz7FNmAp/Yy5/a69j756iqf2fZ7guq8PUt9Nk1m387TmXJwEt5KQiCboOhvTGBdyvIKamiW3goMY18QbgyL6vryQq+tzjTvdwW8mbtwaBeMYjA5pzgn0znSVmVg9hI82XdHrw002rOMsIOguZvbpBQaxP2RZWjvLq2gXLE4KRY4u2ykIMGJLByRxGOWieqyq+bc9lR0PwNRGmVg/LqWq46aggRYY1/Va6/dzqPnNmyBkONEeth/5bcMn7LKGBo71if9OinjrSyrT+sa7zVeVPUr59uDqdT+ePzCwCIjWo88D4kLQGAhVvrdmXMLrYC7/olet6IjQxjQGJ0ndrsmlonpZUOzji4n3uSqy+MSLESHU2VAa60a61dAX9j3Hj8cABCxHpfufD2/miO8w5tOGrQCDcD14vIJqwa7pfs7S8BPe3t1wO3tMqIQPHTI7DoOV50TGdh2hW8eKEJug1dAxN4t4KNOaUkxUU2OmR5xsFW1vhs+8fJxY7CCvraE5Hm3OD/DpW+0C0ilL49unW4jHdZlaNRyS7DvhMWGkLGgyfy1TWT6RUbya+b234S34bsEgbf9iVpt3zBzJcXMemfc9ia6/vNX2mVg+gmfrAPGtCD8upa1u0u4dVfMzj3hYVM+ucPzcokLtich8OpTBqa1ORxbcVfjrIyxUsyCli0Nb+OFnVTxEaGcfmRQ6iudTYrZerJB0t2MPqub8loga83epShuQLs+gxIjCYpLrLBKMPuokqiwkOI7+b7Z3XswAQWbMl335h9+fsuHE5l8rCGTWmawhVM3/LBSm776PdGj3E1EKsvdejJhYen8dvfj2XJ7VPdI577MjF+WHJsnXIcF6o6V1VPspe3qOp4VR2qqmeqapW9vdJeH2rv39JqQ/zNkldhzr18VDuZD+LO54WZhwRd0zODob0wgXcLqXUqy7YVeB0CdtV9l1fX1sni5ZdVkxgTwXVT92NwUtP1iIFkSFJsh6vxLqt21MkYGtoeEWHC4ETmb8mjrUezv1+7N1P744Y97Cio4JPlDbXuvVFW5SCmiUmf+/exAqmTnvqZuz5b497+yfIs3l2c2ejzeW1+BhfbdeIjmsiAtiU3HLcfCdHhvL9kBwDJ3X3LDAOMG5hATa2yopHOio1R5ajlhvdWUFZdy6OzN7Boa75Pr6vru+GLv05q0MfAhYgwIiWuQU+A3cWW7F5LJkEfsV8v8suqWb2zmIrqWq55ezkABzQRHDdGbGQY/RO7kVdWzZsLt7OrqGHJSWZBOXFRYU1m0kWEpLhIdwfaFXccx/uXH94iWzwJDw0J2hHQdmPtZ+jn1zHXeRCvJ9/IX8dGm6Db0KUwgXcL2VlYQUmVg2PTvU96+ucZlo6sp/6xK/AOdob2jmVLbinODlIqWOtUKmucQam20dk4bEhPsourWpSNbo7XF2zjn19bExhP91Dw8CZHVx9VtXSUmwhS6+vtg9UI5cb3V3LT+yv52UOK757P13D4A99zxyer3dv8NXFXRBg7MJFFGVaJxnEjk5s5Yy8HD7Syz0t8rGX/34Lt7uVPV+zkrOfmM+hWa9Th3s/XeD3PpZnfXKfdYb3j2JRTt7FPdnElyT6WmbiYPMwabfh69S5mPPure/vAVkxs9fxKW7glv8H+7OJKUltwswPQPTp8n8sjTh3TZ5/O71Bk/Izz/T+zwjmExxJu4+U/H0a3MKNGZehamMC7hWzLs2pDvWV7AA7o2wOA37P21nnnlVZ3CJ3pob1jqaxxklcR/IH37DXZbLNvbmJMjXe7M9YO7urpDu8Tn9mKKQD3njbKvbxseyGPfruenOJKLnxlkVdt/PyyakqrHE1O2AsLDeGDK/ZmJc8ZP4CDPepzv7PlCGudyks/b2WnR0OTn246yq8yleM8yjda0hAqMSaCwUkxLMnwLfBeuaOQ2Mgwbp0+osG+F3/e6rVkZVVWEcN6x9K9mZuR4SmxVNTU1pnMmFdW3WJd5l6xkYjA0z9sZrUtB7jyzuNa3KwGYJiH8snyRkYGqhzOgGRe/+qlM2mnI2cdtW+ew9baJO6I+T9euPiIFtXpGwydBRN4t5C8Mu+KJi6GJccSGRbiVkSAjpPxdkl4fbxp35qCtDersoq45LXFTH1sHoCZlOMHhvWOIzoilBWZRc0f7AOqypbcUsYPSuTb644gOiKMZf83lWf/ZLVCf3LOJt5alMnc9XuY/sRPjU7A3G6rrDSnlDF2YAJLbj+WrQ+cwAOnH1Cnc+xcO7ueW1pV55w5Nxzpd339cfbNTViINFr729y5S7YX+DRRdVVWERMG9+TiyYPdteXdwkM5a5yl0LJyR+OvcW5plbvdeVMMs0vxXBlygKqa1gW2p4zemxF++cJx7kmzLeWRM0fzzHkHM2FwIq/+msHc9XUno1bVOIls5STJfSGYSw/bjNI9OP53JgXVIdwQcQf/uWRqk+oxBkNnxgTeLaTYlpNqaoJQeGgI6anxrLQz3uXVDipqaklspBVxsDHc/sH8ZaejmSMDy7u2SoyrPrKpGl9D2xAaIhzYr3urpfnqk1NSRW5pNdNHpbjnTCTERDBtVCoPzzgQgMe+2+A+fvba7AaPUWh3jfTls9Uzdu+EaM/yk2155eSUVDaoSe4Z4/+ueaP6WrXL00a1XBd63MBECstr2OKlzbqLyppatuSWMbJPPKEhwt+OH87KO49j+T+mctM0KwN+wcsL2Z5XV/lFVdlRUNFk0sGFK7u8wSPwrqypJSq85T85d586in+ecQDfXX8kR4/wvfymPj1jI5l+QCp97G6gF77yW539/tJB73LUVOJ48xwcxbu5mpt4aNaJ9EswbeANXRcTeLeQYvuHvrmsy4H9urM6qwinU8krrQagVwB+yFtK9+hw/jiuP3FBfo/wxsLtddZNxts/jOmfwOqdxVQ5mlfP2J5X3qTut6t8pDH1jhMPTG2w7bLXlzSQv3PpKsdHtezGa+JQSxXj6qP3Kom4srPn2Y1yWqK+0VZEhYfy881H8a+zWi5RONYuU1ncTLnJ7qJKVOuOEsRHhRMZFuouBamscXLEwz/UPa+4kvyyakb5oOIRFxVO3x7d6gTerS3liI8K54+HDGi2SY6v/M2WBAQoLK92L1fXOlstC2jwgiq1H11B2M7f+JvjL1xzwdlB0zDOYAgU5lvGR5xO5d3fMlmeWUiv2Ihmf0BG9+tBWXUtL/+y1a1n60umKBjYLyWOkuqGQ+/BQEFZNVMe/oFap3KKx6QkV/2xoX3Zv088Dqc2q/W+KquIIx7+gckP/cBjszc0qpjhaqjSr5FyjuiIMD6/ehIAkWEhuMqsh/79qzrBXKkdeLe0gdLgpFg23jedq48eRmRYCIu3FbCjoJzoiFDuPXUUm+6b7tfabk/6JUS3KvM62O7u+PTcTe5tl7++hLRbviCnpNL9GrhKLLzpaXsGn+XVe0e+XIop+/f1TVFkaO+6CkmVNbUBKeWoT58e3Xh91niAOm3kA1Vq0pnRH+4ndM2HPFhzNsefeQkTBvcMtEkGQ8Ax3zI+8ty8Ldz0wUpmr8l210E3xaGDrU50936xlr+9Z3WUa6uMTXvjKjfxDHCChflb8siwh8BnTRrEWeP6MWNsvxZP2jK0DleXRG+THV18tWqXe/mJ7zdy7TvLGxyTU2zPl/Dy2o3q2515Nx7F3BunsPqu493bj3tsHltsrfmyKiswjG7F5Nrw0BAiwkIY3b8HizPy2VFQQb+EbohIqybvBRrXjUJmfgVpt3zB16t28/Xq3QCMv+97Hpu9gQVb8rjTllT0Vhf/2p/Hc/gQK0B6Zu5m9/bNe6ybLV/1xYf1jmXzHkvZxFHrxOHUoJGNc0lMLrXLphZn5LMxp9RkvNuSle8i8x7iHccUeh53E38Y3YXUWwyGJjDfMj6y0kPJocBjeNIbfRuZgNQvoflJScHAfsl2fWYTXd4Chavj4FPnHMQBfbvz0IzRbdI50OAbaT1jiAgNqdNIpTHW7y6toyLxyfKddRrWFFXU8MqvW+kRHd5ksDOgZzSp3bsRHRHG4tuP5dIjBgNw9L9+pLza4Vbf6LYPAd24gVb5zJY9pT5NHAxmbj8x3b18+f+W1Nn35JxN7sZelx05mAGNyCwCTBjckxcusDqWPjVnkztTvquogoTocJ+bVbkUkrIKK6i0X/vW1Hi3B66J7o98u4HiyhpmPDsfCM5Rvg7JzuU4Pv4LC5zpbBh3Fxfbn1uDwWACb5/JKalyZ6xvaUSCqz4iwtYHTmDmYQPrbOsIJMVFEhMO67ODp5HOde8s55q3l1Fc4SBE4KQDUzuMPzsTYaEhpPWKbra76Y6Ccgb2jGbdPdN48pyDgLoSbvd9sYbC8hoKy31Xz+kVG8ltJ6Qz2m6ecvzj8/jXbGvyZfg+ZKjHpSVY5TN7yrxm3zsKsyYN4qABPepsa6wMy6Vk4o2YyDCOGm5paG+xddvLq2tb1CHW9X25MaeEKvsGKRgnL171xlL3cliI+UncZ8pyqfzfOeTUxvJO2t3cdvJo811tMHhgvmV8JKekklF94sl48ESfZ9aLCHedMopLjxjcobKyIkK/2JCgKTXJzC/no2VZfLJ8J4u25hMTEWa+yAPIkKRYNjeT8c4pqSI5Poqo8FCOHJZEiMAvHo1qlm4vbPX1X73Iqs/NzLc0okf379HqxwLqaHr7q1lOeyEifHTlRB71mJz57mWH8elfJrrX1949jTgfJPlcCierbHWmypraFo0suALvTTmlQZfxBlhy+7EA/LTRel9eOWUIT559UCBN6vjUOqh483wo38P9cbdzz3lHt1gW02Do7ATPt2AQo6pkF1e528G3lNtOSGfG2H5tbFX70jfOCrzbuj24L6zfXcIlry1211+6JqcCLMrIb1HWzdD2DEmKZVt+eZ3SEU9qnEp+WbW7S2H36HDSU+N5fcE2wPo87S6qZPygRL6/4cgWXz8hJoIbPZQpXp45rhXPYi+eTTxaqxEdbBxqT2K7eNIgQkPEXdMMvisADe0dS0RYiLtxTUV1bYvUg3pER5AcH8mqrGJem58BQGgQZZR7xkZyx0kj3evHpCc32xjI0DRVX95Gt6xfuU8u5+Y/n02s+a42GBpgPhU+UFzhoNrhpHcHUSVpC1KjQyiprG5Vt7l95Yf1Ocxek83sNdmsu2camfnliFiKGquyik2XygAztHcstU5lW16Zu1GKJ4WV1s1acvze901iTASrdxazemcRKfFRlFY5mLZ/ik8TlRvjkLRE93LPNnx/njmuf5s9ViDp26Mbm+8/wZ1tDA0Rnjh7DNnFlc2cuZfw0BDSU+JYnJFPRXUtFTW1RLWwVOTQQT2ZvyWPGDtgT/NSVx4oXLKS0PFHOwKNY9mbRC55jldrp3HyrOv93nzKYOgoBE/6IYjZbf9YtTbj3RFJjrF+sDNym5aNaw/2lOyd4PTjhj1k5peTEh/FtP2tpiKVNY1nWg3+wRUse6vzzii2Xp/hKXvVL/5uT/pbtDXfXTM8KCmm1TaM6ms9dv/EtpkMefGkQUDdm4WOTv0h/lPG9OXSI4a06DH279udpdsLSb/ja7KLq4hqoV7+4UN6sqekioy8csanJTLO44YpGBji8R6MM9nZ1rNzOfrpNcyvHUnsHx6oc2NsMBjqYgJvH8gqtJQ0GlMq6az0jrbeGlsDFHj37dGN+Kgwbnh3Bd+uyaZ/QjRH7tcbgKzCCr/bZNjLYDtY2eSlzntLkZOI0BC39CDAiJR4kuKssoOttizdkF6tl9eMjgjjm2uP4Jtrj2j1Y3jy9xPT2XL/CWbuQD3SU/a+hltzy9wNxHzFM6P8hzHBJyfnKRvpS927oREqCih9/RxynHEsGPswM8YbBRODoSlM4O0DWYV2o48OIgfYFvTqJoSGCBl5gQm8U7tHMS4tkdIqB6VVDtJT49i/TzxpPaP5+wnpzT+Iod2IiQyjT/cot65zfQoqnaR0j2qgYJGeGs+63cXsLLJunPr02LcRpOEpcURHtE2WUkQIMZPAGjCo3s1RSxvMeJYbTPIIwoMJVyOhQE/8FJH+IvKDiKwRkdUico29PVFEZovIRvt/gr1dRORJEdkkIitF5GC/G61K4VuXEFGezUup/+CvJ09s/hyDoYvTIQPvDdkl7ol3/mBnYQVhIdLhpcZaQliI0D+hG+t2+V/ZZE9pFUlxkXUm0B2/fwohIcLcG4/iEqMJG3CG1OtK6ElpDSQ0Ui87PDmW1TuLWbq9kO7dwjtkk5quxsShPbnvtFF8fe1kpgxP4rnzx7b4Mc6fYEmqeuuUGWg+/ctEPr5qYjCMdjiAG1R1JDABuEpERgK3AN+r6jDge3sdYDowzP67FHjG3waX/PgEPbbP5rmImVxzwblGwcRg8IEO+ctX5XDy4Jfr/Ha93JIqesVGdrmMWEZeOd+vy+Hfczb65XpOp3L+SwvZlFNKz9gI0lPjuefUUXx05eEcHqTZsq7KkCSrK2FjqjdFVdrohEeXysm8DXsoamHJgiEwiAjnHTqQESnxvHrR+DoKML5y9yn7s/qu41ukiOJPesdHMWYfJSnbAlXdpapL7eUSYC3QFzgF+K992H+BU+3lU4DX1GIB0ENEUv1lr2PbQrrNvZvZegjHXnSnUYQxGHykQwbeAMt3FLq71rU3e0qr6BXX8h+czsIj327wy3XW7Cp2a+oW2I1Vzp8wkIMGNGwAYggsQ3rHUl5dyzM/bubCVxbV+SzmVjgbLcu68PA0t3JEz5iu+3nqaoiIkQBtISKSBhwELASSVXWXvWs34Gok0RfI9Dhth72t/SnPp/SNC9jlTKTqhCdI95CrNBgMTdMhvw1DRKh2OFmRWejWq20pquqzRvWuwkqv7ZU7MyvuOI4LXlnEisxCispr2j2jMX9zHmCVKdzqQ3dQQ+BItqU1H/p6PQCXvr6E1/48nvyyaiocjc+HCAsN4Z9nHMhlry9h5uFp/jTXYOgwiEgs8AFwraoWe5bAqKqKSIuaK4jIpVilKCQlJTF37tx9M1Cd9Ft8LwOq9vBUz3uYXLFnnx6ztLR0321qY4LNpmCzB4LPpmCzpyk6ZODdt0c3HMDHy7NaHXi/+NNWnpxTzvfjKukd13TtYWFFNWOie7TqOh2Z7tHh3Hz8cM59cSFLtxdw1Ije7Xq9Ddkl9IqNZLHdUc4QvNR/L8zbsIc9JVU8M3czQJ2GLZ4cNzKZ584fy5H7JbW7jQZDR0NEwrGC7jdU9UN7c7aIpKrqLruUJMfengV4Cs/3s7fVQVWfB54HGD58uE6ZMmWfbNzz9UMklS3hxfjLufmqK4ho4YTb+sydO5d9tamtCTabgs0eCD6bgs2epuiQpSau4eq3FmW2uLNiVmEF367ezX1frqWkBl7+OaPZcwr9kO0NVkb374EIrNhR2O7X2pJb5paqMwQ34Y1MjPxlUy4v/7KVXt2Ew4c0fkMsIhy/fwpRLWg9bjB0BcRKbb8ErFXVRz12fQrMtJdnAp94bL/AVjeZABR5lKS0C2WbfiZxwQN8J4fxh4vv3Oeg22DoinTYT831U/cDYN3ulqlunPfCAi59fYl7/aNlO6h1Ngzev1m9m/W7S7j4v4upcjjp3q1rBt4xkWEM6hnD2l3F7X6tbXnlDOppAu+Owv/Z7bZvnmaVBV37znIA4iMkGBQiDIaOxkTgfOBoEVlu/50APAhMFZGNwLH2OsCXwBZgE/ACcGV7GucszaX6rZns0CQSzn6W5O5dR17XYGhL2rXUREReBk4CclR1VCP7p2DdvW+1N32oqnf78thnjO3Ho7M3MH9zHump8c2fAJRWOcjIK3evXz46kmdXVPFbRj4T7JKVZ3/czINfNVRM6aqBN1j6yyuzCtv1GiWVNRSWV5NgJt11GGZNGsSfJ6YhIry5aBuZ+ZY+95/SzWtoMLQUVf0Z8HbHekwjxytwVbsa5cLpJPOl80lxFDLv0Nc5ZXiaXy5rMHRG2jvj/SowrZljflLVMfafT0E3WHXeAxKjmb8lz2djdnl0PJw4tCcHJYUSFxnG8/O2sCmnhK9+39Vo0A3WhM6uSnpqHJn5FZRUto8E3GcrdnLAnd/icGqXvsHpiLgy259eNcm9bVD3DjuQZjAYGmHrJ/cysOBXPkm+mpOnTw+0OQZDh6ZdM96qOs+WRWoXDhvck69W7aLWqT4J92cXVwHw6kWHMHFoL375aR4XTx7MY99tYM66nEbPGdU3nm255UGh8xooRvaxRhTW7S7hkLTENn/8dxfvVcTq0UVr6Ts6CTERfHXNZLbsKUPy1wfaHIPB0Ebkrv6BASseY274ZE6a9XdTRmYw7CPBoGpymIisAHYCf1PV1Y0d5CmJlJyczNy5c+le7aC40sHrn80hrXvdyVoLdjmodChT+u8N5H7cYWVs92xexS+7QigtLaVXHRlUi3NGRLC1qJbD+4QxtIeD6PBIcjYsJcc/ctZBgac0T2GlE4BPflxCWYbvgXFZjRIdRpNf1FuLavlpY6V7fdOG9cwt39I6o/1IR5Iu8icxGN80h/GPd4xvgovqomzkg1ns0N4MuPAFoiNNYsRg2FcCHXgvBQaqaqk9ieRjrPa3DfCURBo3bpxOmTKF9OJKnl/5PTUJg5ji0UZ8T0kVF973HQAzjh7PqL6WtNnSb9cjsolTjptCRFgIc+fO5cQjj+TvP38JwKK/H0NcZHjQdljzJ57SPKrK3Ytm44hNZsqUA306PyO3jCmPzOW8Qwdw32kHeD3usad/ASpJiY9id3El5x1/GIOTYtvgGbQvHUm6yN8Y3zSN8Y93jG+CCKeT7S/+if61xaw59l0m9/VbU0yDoVMT0GJMVS1W1VJ7+UsgXER87g2eHB/F4KSYBnXeX/6+V1Hp/SU73Ms5JVX0jImsI4EkItx32ijOOLgfveOiTNDdCCLCyNT4FimbnPL0LwC8sXC719rwvNIqVmQWEh0RynuXH0bGgyd2iKDbYDAYOjtr3/sHQ0sW8V3a9UyefHSgzTEYOg0BDbxFJMXWLkVExtv2+D5bEqvOe9HW/DqSgJv3lBIXGcax6cl8vy7bvT2vrLrRVtXnHTqQf501upXPomuQnhrP+uySRqUX61NZU0tRxd5ge+GW/AbHfLt6N2PvtUYlXr1oPP0Tu15nUIPBYAhGMpd+w35rnuKnqKM47vybA22OwdCpaNfAW0TeAuYDw0Vkh4jMEpHLReRy+5AZwCq7xvtJ4GxtYUecQ9ISKa1ysN5Dz3tVVhFDescyeVgvMvMr2JZXRmmVg/mb80g0cnWtYnhKHJU1Trbnlzd7rOu1eOLsMUSGhfDzplxu/XAl93+51n3MZyutUYnxgxIZNzChfYw2GAwGQ4sozcsi+rPL2CGpjLj4RcLDzCiwwdCWtLeqyTnN7P838O99ucbBA6ygben2Akb2iafWqazaWczMwwYyaZhVtfL1qt08YMsEllS1jyReZ2d4chxgBdWDejXd5CazwArOh6fEMX5QIu8tzqSsuhaAtJ4xnHvoALbllTF5WC9en3Vo+xpuMBgMBp/QWgeZL57PIGcpWSf/j4G9fK78NBgMPtLhBXf7J3ajV2wES7cVAJBfVk21w0n/xGgG94ohJT7KHXQDDOplaohbw7DkWERg3e7m67yzCiy99L49ujFxaC930A1w20e/U1lTy9bcMtJMl0qDwWAIGpa+fivpFUtYmH4rB46d1PwJBoOhxXT4wFtE6J8YzYfLsiivdpBXZml194qNRETq6G9/dOXhPHi6d4UNg3eiI8IYmBhdp6THGzsKKujeLZy4qHAmDtmbMbllutVa/IKXFlFS6SCtmcy5wWAwGPzDqjlvMTbjeebHHc8RZ10XaHMMhk5Lhw+8AabtnwLAFyt3kVdaDeCu5R6RGuc+7qABCcREBlpBseMyIiXex8C7nL49ugFW851esRGM6hvPZbbk46IMa7LloF5mQqXBYDAEmswNy0mbdx0bQody4OUvIyGdIjQwGIKSTvHpmjVpEACPf7eR3NK9GW+AY0YkA9SREDS0jhGpcWzNK6PCo3SkMbbklpFmB9WhIcLi26fy+dWTERGuOWavTLsp+zEYDIbAUlyYB2+dQxURxF7wNjEx5nvZYGhPOkU0GhYawqShvcgqrCCr0Kov7hVrZbwP6NedZ/90MB9ecXggTewUjEiJQxU25njPehdV1LAtr9zdtKg+E4fuLT3pl9CtzW00GAwGg2/UVFeR8ewfSXFms/v45+gzsNH+dQaDoQ3pFIE3wKzJVtb729XZhIYI8VF7W9tOG5XqNRA0+M6IlHgA1u3yHnhnF1vt3/slNF5G4llzHx7aad5+BoPB0KFQp5Nl/7mQAyt/Y9kBt7P/YdMDbZLB0CXoNJHP+LREwkKE5ZmFJMZEEBIigTap0zEgMZrIsBA+9+gMWh9XjX0vL3rpEWEhLL9jKhvvM1/yBoPBsK+IyDQRWS8im0TkFl/PW/DS9Ywv/JL5/S9h/Izr29NEg8HgQacJvGMiw9zZ1Ma6Uxr2nZAQIUSEeRv2sHBL4w1G88vsya2x3l+DHtERJtttMBgM+4iIhAJPA9OBkcA5IjKyqXPU6WThC9dwWNYrLEo8iQkXPeQPUw0Gg02nin4OH9ITgEgzkbLduP/0UQB8uya70f2uUpMke3KrwWAwGNqN8cAmVd2iqtXA28ApXo9WZem//8ShWa+yIOEUxl71mlEwMRj8TKf6xB1ma0aXN6O6YWg9px3Uj2PTk/lsxU5UtcH+zIJyoiNC3XKOBoPBYGg3+gKZHus77G2NElW6jbH5X/Bznz8z/i+vEhpq2sEbDP6mU4laH5KWwJ8mDOCscf0DbUqnZurI3ny3NpsD7/yWly86hEPSEt37MvMr6J8QjYipsTcYDIZAIyKXApcCjEztxnsD7yJp0Bjm/TQvwJZZlJaWMnfu3ECbUYdgsynY7IHgsynY7GmKThV4h4WGcO+ppjNlezN2oBVol1Q5OPPZ+ay663iqamopKK/hu7XZTPKQDDQYDAZDu5EFeGaa+tnb3Kjq88DzAMOHD9czL7rWb8b5wty5c5kyZUqgzahDsNkUbPZA8NkUbPY0RacKvA3+YUhS3Vbvo/7xTZ1106zIYDAY/MJvwDARGYQVcJ8NnBtYkwwGQ1OYwNvQYkSEB08/gG4RoVzz9vIG+28/Md3/RhkMBkMXQ1UdIvIX4BsgFHhZVVcH2CyDwdAEJvA2tIqzxw8AYPKwJC55bTFLthUA8PFVExmcZFoOGwwGgz9Q1S+BLwNth8Fg8A1pTJki2BGRPcC2NnioXkBuGzxOZ8T4pmmMf7xjfNM0xj/e6aq+GaiqSe19EREpAda393VaSDC+5sFmU7DZA8FnU7DZ4/Uz3SED77ZCRBar6rhA2xGMGN80jfGPd4xvmsb4xzvGN+1LMPrX2NQ8wWYPBJ9NwWZPU5hZcAaDwWAwGAwGgx8wgbfBYDAYDAaDweAHunrg/XygDQhijG+axvjHO8Y3TWP84x3jm/YlGP1rbGqeYLMHgs+mYLPHK126xttgMBgMBoPBYPAXXT3jbTAYDAaDwWAw+AUTeBsMBoPB0MkRkWkisl5ENonILX66Zn8R+UFE1ojIahG5xt6eKCKzRWSj/T/B3i4i8qRt40oRObgdbQsVkWUi8rm9PkhEFtrXfkdEIuztkfb6Jnt/WjvY0kNE3heRdSKyVkQOC7SPROQ6+zVbJSJviUiUv30kIi+LSI6IrPLY1mK/iMhM+/iNIjKzLWzbF7pE4C0iEmgbghERMQ2UfMC8fxoiItH2f+ObRhCR8EDbEKyY94z/EZFQ4GlgOjASOEdERvrh0g7gBlUdCUwArrKvewvwvaoOA76317HtG2b/XQo80462XQOs9Vj/J/CYqg4FCoBZ9vZZQIG9/TH7uLbmCeBrVR0BjLbtCpiPRKQv8FdgnKqOwuqKejb+99GrwLR621rkFxFJBP4BHAqMB/7hCtYDRacNvEUkXUQOA1BTyF4H+276BeCQQNsSjIjIJBF5RkSuBPP+cSEiIXa24VvgRjC+qY+ITBCRt4GHRWRUoO0JJkRkvP29c7OItHuzGEMdxgObVHWLqlYDbwOntPdFVXWXqi61l0uwAsq+9rX/ax/2X+BUe/kU4DW1WAD0EJHUtrZLRPoBJwIv2usCHA2878Uml63vA8e05c2jiHQHjgBeAlDValUtJMA+wups3s1O0EUDu/Czj1R1HpBfb3NL/XI8MFtV81W1AJhNw2Der3S6wFtEuttf7m8D94jIfSIyNNB2BQsicgnW7N+lwDI7E2KwsYenngGWACeIyGMiMiawVgUHqurEymB1BwaLyLFgMpguRORMrPfO50AUcL29vUv7R6wh/Qewvnd+AQ7GyjolB9ayLkVfINNjfYe9zW/Y5QcHAQuBZFXdZe/aDbjeC/6y83HgJsBpr/cEClXV0ch13TbZ+4vs49uKQcAe4BWxSl9eFJEYAugjVc0CHgG2YwXcRVi/iYHykSct9UvA3/v16XSBN1YmTlR1NHAZ1oufFlCLgosBwN9V9RlVrVTV2kAbFGSMB35T1ReBi4FyrAC8V2DNChpGAtnAT8AfRKSbyXq7GQZ8pqr/wxpuRUTCjX8IwfoBP0tVXwWuxSo76BZAmwx+RERigQ+Aa1W12HOf/fnw22dERE4CclR1ib+u2QxhWDejz6jqQUAZe8sngID4KAErgzwI6APEEOAscWP42y9tRacIvO2Cf9eX+AvAHQCquhnoARwQINMCju2bSHs5ERgFLBKRo0XkGxG5TUROt/d3ucyciJwlIteLyOH2pqVArIikqOpuYA6QBEwKmJEBwsM3Ezw2bwNWARuwskXTRCQlIAYGGA//HGZvWg+cLiI3AfOxfrCeFpEO0ca4LbFLbvazV53AW6q6QUQiVXUnVtbJ3Mz6jyygv8d6P3tbu2PPd/gAeENVP7Q3Z7vKI+z/OX60cyJwsohkYI2MH41VY93DY96T53XdNtn7uwN5bWjPDmCHqi6019/HCsQD6aNjga2qukdVa4APsfwWKB950lK/BOy9740OHXiLSJqIfIVVp/U/ERmuqttUdafYs22BCmBz4KwMDPV886aIpKtqPtaH4Q2suqinsYaR7hCR0V0pM2cPf98B3Gxvek5E/oCVbcgAjrS3/wgUYn1Yu8TNSSO+ecF1cwaMAaLt2rtC4CngXhEJ6wq+Aa/+ORnrx+karHrNC1R1GtYQ8oyucnMiljrDF1h1lGeJSKyq1to1q6hqlYjEYWXSdgbQ1K7Gb8AwOxETgTVR7tP2vqj9nfASsFZVH/XY9SngUpeYCXzisf0CsZgAFHmUFbQJqnqrqvZT1TQsP8xR1fOAH4AZXmxy2TrDPr7NfivtBE+miAy3Nx0DrCGAPsIaoZogItH2a+iyKSA+qkdL/fINcJyIJNiZ/OPsbYFDVTvUH3bTH3v538Cd9vJfgHeB/e31UPv/t8BB9nJIoO0PkG+uwso4DMKqbcoBbvU49n7gjkDbHwB/vQFMsZdnYH0YR2MNhT8AjLT3nY01izrgNgfIN6cDc4H9bP/cB7yCdYMyB/hroO0NsH/OwPpBGm6vvw8Ms5fHA18CcYG22U9+cakhXGh/hqY3csyxwJv2cqzLV+av3V+bE7BGqjZjlRv645qTsEoBVgLL7b8TsEpAvwc2At8BifbxgpUQ2gz8jqWq0Z72TQE+t5cHA4uATcB7QKS9Pcpe32TvH9wOdowBFtt++hhICLSPgLuAdVgjnK8Dkf72EfAWVnKwBmtkYFZr/AL82bZtE3CRP977Tf11uM6Vdk1phT2c8TgwT1XftfdlAG8Cj6tqjj2p8l5VPVtErgB6A0+onX3pbPjgm7exZHX+ARynquPsfS8Cb6vqdwEx3E+IyAVYpRIrVLVQRB7FqlX+TFUdIvIfYAvWzdppwGhVPV1EbsAqN7ld904s6VT44Jun7f1LgQexJsndARwOnAXcpaoZATHeD/jgn38DucCzwHVYk5AeEJHLsGbVz1RL1aHT4eGbZapaLCJRWKOpN2L9GD6v1ihkmO2rGViKSuuwJrjdoarvBcp+g8Fg8CcdptRERKaKyGwsma6z7AAoHzhIREaLyGisO7MB7J1NOxg4RER+AE7GCi4LA2B+u9IC3/QH+qvqbcB2EXlQRBYAicDqgD2BdsQedkq13wMzgfOw6m5jsQKlA7CybgBPAn8CslX1LqDQHjY/G3ixswXdLfTNv4FzgBXA0ap6jaoWYWWwbuqMQXcr/HMqUIt143aI/dk6E7itswXdXnzzjIj0UmvSdjlWNioBq4YWj8/PKVhB+RHAH03QbTAYuhIdIvB2Za6xftxeAk4TS2P5YSzVifuwhhjuxHpOU+1Tk7C++O9T1emqut7Pprc7LfSNAH+wT70QS5z+DlU9Xdu+RizgiEioWkM6cUCWqh4DXAEUYwXZ/8HK2B4oItGqug5rKPZc+yEuAy5U1UNUdZP/n0H70QrfrMUa2jvXzmqGiEiIWjq9ewL1PNqLVr53NgJnqur3wAXAJap6rL2v09CEb/KxJAMBUNVfsMqRRohIvH3DAvAFlsLJRaq60r/WGwwGQ2AJ2s6FIhICbu3gQ4ElqvqJve874F/Ae6p6j4gMVtUt9r5fgCr7Yd5W1Tf8b3370ka+KbEDgk4VFIC7S9s9QKiIfAnEY2UiUdVaEfkLVt3Yv7BKk84GUoF3sGrJfrWPrcGaHNdpaAPfLLCPdTZ89I7PPvqnGkvrFlUtxaoz7DT44JtrgJ0icqSq/mif9gJWYuB7YICIjFHVtwNgvsFgMAQFQZnxFpGLsArp77E3/Q6cLSKD7PUwrAL6x+z1rfZ5l2IV37s6ZXU6jeo29E3HKu73ERE5Eiv4ScCaSHEPVsB4lIiMB/f74i7gYVV9Das04AIRWYblv04VMLkwvmka4x/v+OgbJ9bI2p0ep54IXIlVknRAZxxZMxgMhpYQdJMr7eHI/2GpBMzEGtpeJyKPY3UoGoAVTP4Ta5LXn1U1W0SuxaozvFJVfwuE7e2N8U3ziMhkIE1VX7fX/4MVDFUAV6vqWHvEoDdWec51qpopltxbtGt0oDNifNM0xj/eaaFvnsSu+xeRU4ACteQnDQaDocsTdBlve4j2r6r6BFY26S571w1Ysng3q+qfsDSE99j/wZo5f0hnDiyNb3xiCfCuPSwOlvrGALU65oWKyNV2Zq4fUKOqrja3uztz4GRjfNM0xj/eaYlval2TbVX1ExN0GzoLItJTRJbbf7tFJMteLrVvRtv6eq+KyFYRudzL/tI2vt4P9nPpck2//EnQBd4AqrrdXnwcGCQix9tDvEWq+rO973KsyYMO+5xyvxsaAIxvmkZVy1W1yqPMaCp767QvAtJF5HMsfdClgbAxUBjfNI3xj3da4xuRrtFQydB1UNU8VR2jqmOwpEMfs9djVfXKdrrsjar6bDs9dh1U9SgsPXFDOxK0kyvByiSJyEvAbcA39gSe8cDfgXCsUopOV8ftC8Y3TWNn5hSrBMfVoa0Ey1+jsNrhBrRtbKAwvmka4x/vtMQ3nXUeicFQHxGZAvxNVU8SkTuxmtUNxir/vA6YAEzHalX+B1WtEZGxwKNYkqS5WApaTc6BsOdyvWmf84nHdtd6Atbv/+2q+omI3A3kq+rj9nH3YTXQexdrQng8Vhx4har+tM+OMPhEUGa8XdhyZc8Be0TkKRF5BEtz+npVPUGtVqtdEuObZnFifQHlYkm+fQ78H+BU1Z+7auBkY3zTNMY/3jG+MRiaZwiWfv3J2POyVPUArDkRJ4pIOPAUMENVxwIvY0n/NscTwDP2Y3kG6ZXAaap6MHAU8C97xOllLGlTlxra2bY952Il7MZgdSNevk/P1tAigj3j7RSRaKwJO1OAu1X168BaFRwY3zSNqqqIHIQ1qXQQ8IqqvhRgs4IC45umMf7xjvGNweATX9lZ7d+BUMD12/w7kAYMxxohmm1XZIVSN5D2xkTgDHv5dSwhBbB6dNwvIkdg3Rz3BZLtCc559mc2Gau7bJ6I/Aa8bN8AfKyqy/fp2RpaRFAH3jZXYtUMTlXVquYO7mIY3zTNDqzSm0eNfxpgfNM0xj/eMb4xGJqmCtwJshqPsisnVtwlwGpVPawVj91YCdd5WA0Dx9oBfwYQZe97EathXgpWBhxVnWcH6ScCr4rIo2rJoxr8QEcIvB/VTtqsow0wvmkCVd0BPBBoO4IR45umMf7xjvGNwbDPrAeSROQwVZ1vZ573U9XVzZz3C3vLRc7z2N4dyLGD7qOAgR77PgLuxioROxdARAYCO1T1BRGJBA4GTODtJ4I+8DaBpXeMbwwGg8Fg6FioarWIzACeFJHuWLHY40Bzgfc1wJsicjMekyuBN4DP7NKWxXh0pLav9QNQ6CG4MAW4UURqgFLsOnCDfwi6BjoGg8FgMBgMXR0ReRX4XFXf34fHCMEqST1TVTf6cPxcLIUWIyvYTgS1qonBYDAYDAZDF6UIuMdbA53mEJGRwCbgex+D7h+wZBBrWnM9g2+YjLfBYDAYDAaDweAHTMbbYDAYDAaDwWDwAybwNhgMBoPBYDAY/IAJvA0Gg8FgMBgMBj9gAm+DwWAwGAwGg8EPmMDbYDAYDAaDwWDwAybwNhgMBoPBYDAY/MD/A5eN8AvfQSI3AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ml = ps.Model(head_irregular)\n", "sm = ps.StressModel(rain, ps.Gamma(cutoff=0.99), name=\"recharge\", settings=\"prec\")\n", "ml.add_stressmodel(sm)\n", "ml.add_noisemodel(ps.NoiseModel())\n", "\n", "# ml.set_parameter(\"noise_alpha\", 9.5, vary=False)\n", "# ml.set_parameter(\"recharge_A\", 800, vary=False)\n", "# ml.set_parameter(\"recharge_n\", 1.2, vary=False)\n", "# ml.set_parameter(\"recharge_a\", 200, vary=False)\n", "\n", "ml.solve(tmin=\"1991\", tmax=\"2015-06-29\", noise=True, report=False)\n", "axes = ml.plots.results(figsize=(10, 5))\n", "axes[-2].plot(ps.Gamma().step([Atrue, ntrue, atrue]))\n", "\n", "print(np.exp(-1.0 / ml.parameters.loc[\"noise_alpha\", \"optimal\"]).round(2), \"vs\", alpha)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ml.plots.diagnostics(figsize=(10, 4), acf_options={\"bin_width\": 0.5});" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The above autocorrelation plot shows that there is some autocorrelation in the first time steps. However, this is probably more a numerical artifict due to estimating the ACF for irregular time steps than \"real\" autocorrelation. This can be shown when estimating the ACF for the period with more frequent observations." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0.08935768738592514\n", " 0.060537546555873414\n" ] } ], "source": [ "v = ml.noise()\n", "print(\"\", v.loc[:\"2010-01-01\"].std())\n", "print(\"\", v.loc[\"2010-01-01\":].std())" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" }, "vscode": { "interpreter": { "hash": "29475f8be425919747d373d827cb41e481e140756dd3c75aa328bf3399a0138e" } } }, "nbformat": 4, "nbformat_minor": 4 }