{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ARMA(1,1) Noise Model for Pastas\n", "*R.A. Collenteur, University of Graz, May 2020*\n", "\n", "In this notebook an Autoregressive-Moving-Average (ARMA(1,1)) noise model is developed for Pastas models. This new noise model is tested against synthetic data generated with NumPy or Statsmodels' ARMA model. This noise model is tested on head time series with a regular time step.\n", "\n", "
\n", " \n", "Warning\n", "\n", "It should be noted that the time step may be non-equidistant in this formulation, but this model is not yet tested for irregular time steps.\n", " \n", "
\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python version: 3.10.5\n", "NumPy version: 1.22.3\n", "Pandas version: 1.4.3\n", "SciPy version: 1.9.3\n", "Matplotlib version: 3.6.2\n", "Numba version: 0.56.3\n", "LMfit version: 1.0.3\n", "Latexify version: 0.2.0\n", "Pastas version: 1.0.0b\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from scipy.special import gammainc, gammaincinv\n", "\n", "import pastas as ps\n", "\n", "ps.set_log_level(\"ERROR\")\n", "ps.show_versions()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Develop the ARMA(1,1) Noise Model for Pastas\n", "\n", "The following formula is used to calculate the noise according to the ARMA(1,1) process:\n", "\n", "$$\\upsilon(t_i) = r(t_i) - r(t_{i-1}) \\text{e}^{-\\Delta t_i / \\alpha} - \\upsilon(t_{i-1}) \\text{e}^{-\\Delta t_i / \\beta}$$\n", "\n", "where $\\upsilon$ is the noise, $\\Delta t_i$ the time step between the residuals ($r$), and respectively $\\alpha$ [days] and $\\beta$ [days] the parameters of the AR and MA parts of the model. The model is named `ArmaModel` and can be found in `noisemodel.py`. It is added to a Pastas model as follows: `ml.add_noisemodel(ps.ArmaModel())`\n", "\n", "## 2. Generate synthetic head time series" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "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 = 1.1\n", "atrue = 200\n", "dtrue = 20\n", "\n", "# Generate the head\n", "step = ps.Gamma().block([Atrue, ntrue, atrue])\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)\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Generate ARMA(1,1) noise and add it to the synthetic heads\n", "In the following code-block, noise is generated using an ARMA(1,1) process using NumPy. An alternative procedure is available from Statsmodels (commented out now). More information about the ARMA model can be found on the [statsmodels website](https://www.statsmodels.org/dev/generated/statsmodels.tsa.arima_process.ArmaProcess.html). The noise is added to the head series generated in the previous code-block." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# reproduction of random numbers\n", "np.random.seed(1234)\n", "alpha = 0.95\n", "beta = 0.1\n", "\n", "# generate samples using Statsmodels\n", "# import statsmodels.api as stats\n", "# ar = np.array([1, -alpha])\n", "# ma = np.r_[1, beta]\n", "# arma = stats.tsa.ArmaProcess(ar, ma)\n", "# noise = arma.generate_sample(head[0].index.size)*np.std(head.values) * 0.1\n", "\n", "# generate samples using NumPy\n", "random_seed = np.random.RandomState(1234)\n", "\n", "noise = random_seed.normal(0, 1, len(head)) * np.std(head.values) * 0.1\n", "a = np.zeros_like(head[0])\n", "\n", "for i in range(1, noise.size):\n", " a[i] = noise[i] + noise[i - 1] * beta + a[i - 1] * alpha\n", "\n", "head_noise = head[0] + a" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(a)\n", "plt.plot(noise)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Create and solve a Pastas Model" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fit report 0 Fit Statistics\n", "=================================================\n", "nfev 23 EVP 88.34\n", "nobs 8946 R2 0.88\n", "noise True RMSE 0.11\n", "tmin 1991-01-01 00:00:00 AIC -62720.76\n", "tmax 2015-06-29 00:00:00 BIC -62678.16\n", "freq D Obj 4.03\n", "warmup 3650 days 00:00:00 ___ \n", "solver LeastSquares Interp. No\n", "\n", "Parameters (6 optimized)\n", "=================================================\n", " optimal stderr initial vary\n", "recharge_A 735.028508 ±3.16% 217.313623 True\n", "recharge_n 1.089017 ±0.88% 1.000000 True\n", "recharge_a 191.760204 ±4.98% 10.000000 True\n", "constant_d 20.175721 ±0.27% 21.873653 True\n", "noise_alpha 20.507272 ±7.16% 1.000000 True\n", "noise_beta 0.433955 ±4.62% 1.000000 True\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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.ArmaModel())\n", "\n", "ml.solve(tmin=\"1991\", tmax=\"2015-06-29\", noise=True, report=True)\n", "axes = ml.plots.results(figsize=(10, 5))\n", "axes[-2].plot(ps.Gamma().step([Atrue, ntrue, atrue]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Did we find back the original ARMA parameters?" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.95 vs 0.95\n", "0.1 vs. 0.1\n" ] } ], "source": [ "print(np.exp(-1.0 / ml.parameters.loc[\"noise_alpha\", \"optimal\"]).round(2), \"vs\", alpha)\n", "print(\n", " np.exp(-1.0 / np.abs(ml.parameters.loc[\"noise_beta\", \"optimal\"])).round(2),\n", " \"vs.\",\n", " beta,\n", ")" ] }, { "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": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ml.plots.diagnostics(figsize=(10, 4));" ] }, { "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, compared to its AR(1) counterpart. \n", "\n", "## 7. What happens if we use an AR(1) model?" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.96 vs 0.95\n" ] }, { "data": { "image/png": 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jADD55StXrsTly5cRGhpa4Hd2dXWFjY0NHBwcuFz1wpwr/ve4cOECtFot3n//fQQGBgKAwCEjRlJSktmkPsAY+66urvj999+5/+QePXoUmBY7evRo9OnTx2KbypUrc+/feOMN/PLLL6hRowYeP36Mb775Bi1btsTVq1fh6ekp2CYvLw+PHj3ivhuB8LIQY18ElUqF1atXY9SoUdDpdJDL5Vi1apXggV4S7azBy8sLcrnczIufkpJi5u1/lVAUBQeb8nE71alTB3/++Wex7tPb2xvJycnc54yMDFGFeoBRhE1ISMCqVas4o/b48eNm7WxsbKDT6SSPGRwcDBsbGxw/fhwDBgwAwEwwnDt37qVFcBo1aoQNGzZwn2/fvo20tDTBYKBOnToIDg7Gb7/9hk8//dSq/Rb2DzI7OxsymTAASS6XCyYqrGkjxrp161CpUiVOrNESeXl5SEhI4K6XKV9//TU6deqExo0b4+LFi9Bqtdw6jUYjuI7//vsvVCoVvLy8CjwugUAgEF4eLy8vdOnSBTExMaBpGl26dBE8g62JlLt16xby8/MFwrUeHh6oWbMm9/natWvIzc3lJgNY8vPz0ahRo0L1OTY2Fk5OTtBqtdBoNOjevTtXZebWrVuYPXs2Tp8+jdTUVO7/7t69e4L/aVNvtrXbFSbCsajfuTDb8b9HgwYN0L59e4SGhiI8PBwdO3ZEr1694O7uLnkssWhFgDH2u3XrZibAW5AzzsPDAx4eHhbb8GEnkABmYqJFixaoXr06YmJiMHnyZG4difwjlATlwzorBSIjIxEeHo6bN28iODhY0jAv7nYFYWNjgyZNmmD//v3o2bMnt3z//v3o3r17kfZZUXn69Cl69+6NYcOGoX79+nB2dsa5c+ewYMGCYj9X7dq1Q3R0NLp16wZ3d3fMnj0bcrl4VIK7uzs8PT2xevVq+Pn54d69e6IhY0FBQThz5gySkpLg5ORk9sfi6OiIMWPGYNq0afDw8ECVKlWwYMECZGdnIzIy8qW+T3h4OGbOnInnz5/D3d0d58+fh0KhQI0aNQTtOnTogO3bt1tt7Bf2D7Jbt26YM2cOqlSpgrp16+LixYtYvHixIPzSmjbLly/H9u3b8c8//wBgojLWrVuHIUOGQKEwfwxOnToV3bp1Q5UqVZCSkoJvvvkGGRkZopECV69exe+//474+HgAjOdEJpMhKioKvr6+uH79OsLCwrj2x44dQ8eOHa0+BwQCgUB4eYYNG4bx48cDAH788UfBOmsi5SyFibOwxvOuXbsEE9cAYGtrW6j+vv3221i5ciWUSiX8/f0FEXrWRgc6OjoKPlu7XWEiHIv6nQuzHf97yOVy7N+/HydPnsS+ffuwbNkyzJo1C2fOnJGMMhSLVgQYY3/GjBmCZRcvXsRbb70FgIkAHDduHNRqNTQaDfbt24fKlSsXOkrRFKloQRL5RygJiLFvAZVKZZVRXtztCmLy5MkYNGgQmjZtihYtWmD16tW4d++eaGmZ1xknJye88cYbWLJkCTdrHxAQgBEjRlhtnFrLzJkzcfv2bXTt2hWurq74+uuvJT37MpkMmzZtwsSJE1GvXj3UrFkTP/zwA9q2bStoN3XqVAwZMgR16tRBTk6O6P7mzZsHvV6PQYMG4cWLF2jatCn27t1rcYbbGkJDQ9G0aVNs3rwZo0aNwoULF1CjRg3Y2NgI2nXo0AErVqyAWq0ulnvblGXLlmH27NkYO3YsUlJS4O/vj1GjRuHzzz8vVJvU1FRBacMDBw7g3r17ZjmbLGq1Gv3790dqaiq8vb3RvHlznD592iysjqZpjBw5EkuWLOEGI/b29oiOjsa4ceOQl5eH5cuXcwOZ3NxcbN++HXv37i22c0QgEAiEgnn33Xc5ozY8XJh2aE2kXHBwMJRKJU6fPs2p+D9//hw3btzgQs7r1KkDW1tb3Lt3r8gh+yyOjo6iHmZrowOLa7uCsPY7m0Yrvsy5oigKrVq1QqtWrfD5558jMDAQ27dvF3jJ+ZhGKwJAeno67t69axZFEB8fj4kTJyI/Px9dunTBihUr8NZbb+HZs2dwcXEBUPgoRVOkogVJ5B+hRCgtZUDCy/Hjjz/SgYGBtI2NDd24cWP6yJEjpd0lQgVj165ddO3atWmdTlfaXakwLF++nO7QoUNpd4NAIBBeC0xV7dPT0+n09HTuM1+Nf9KkSbS/vz/9999/01evXqWHDBlCu7u708+ePePajx49mq5SpQp94MAB+sqVK/R7771HOzk5CdT1Z82aRXt6etLR0dH0zZs36QsXLtDLly+no6OjaZouuho/i06noz09PemBAwfSiYmJ9D///EOHhYXRAOjt27dz7UyPU9TtaFq84hB/u4K+M03T9IgRI+iwsDD6zp079JMnT2idTmfVdqb9OX36ND1nzhw6Li6Ovnv3Lr1582baxsZGUB3AlMuXL9MKhUJwLY8cOULL5XJBBaCkpCSuUsCmTZvoyMhIyX0WhilTptCHDx+mb9++TZ8+fZru2rUr7ezsbFaVZ8iQIWaVkAiEl4V49sspY8eOxdixY0u7G4QKTOfOnZGYmIgHDx4gICCgtLtTIVAqlVzOJYFAIBBeLaxnVgxrIuUWLlyIzMxMvPfee3B2dsaUKVOQnp4u2M/XX3+NSpUq4dtvv8Xt27fh5uaGxo0bF1tEobXRgcW1nTVY853FohWLcq5cXFxw9OhRLF26FBkZGQgMDMR3330nyIs3xTRaEWBC+GvVqiWoAHTx4kW4ubkhKCgIP//8syAF72WwJlqQRP4RSgqKpq1IQiIQCAQCgUAgEAiEcsju3bsxdepU/Pvvv2aivmIsW7YMN27cwLJly6DT6ZCenl4ozaHC8uOPP+Kvv/7Cvn37SuwYhNeTgu92AoFAIBAIBAKBQCindO7cGaNGjcKDBw+sah8REYFbt26hXr16aNq0KW7evFmi/SORf4SSgnj2CQQCgUAgEAgEAoFAqGAQzz6BQCAQCAQCgUAgEAgVDGLsEwgEAoFAIBAIBAKBUMEgxj6BQCAQCAQCgUAgEAgVDGLsEwgEAoFAIBAIBAKBUMFQlHYHSgO9Xo+HDx/C2dkZFEWVdncIBAKBQCAQyh00TePFixfw9/e3qpzZq+LevXtITU0t7W4QKhB5eXmwtbUt7W6Uech5sh4vLy9UqVKlxI/zWhr7Dx8+REBAQGl3g0AgEAgEAqHcc//+fahUqtLuBgDG0K9duzays7NLuyuECoRcLodOpyvtbpR5yHmyHgcHByQkJJS4wf9aGvvOzs4AmD8nFxeXEjmGRqPBvn370LFjRyiVyhI5BsEy5BoIefDgAerUqWOxjUwmw4EDB5CVlYXq1aujcuXKL3VMcg3KBuQ6lD7kGpQ+5BoUPxkZGQgICODGVWWB1NRUZGdnY8OGDahdu3Zpd4dQAdi9ezdmz55N7qkCIOfJehISEjBw4ECkpqYSY78kYEP3XVxcStTYd3BwgIuLCxlUlBLkGgjJyMgARVGgaVqyjV6vR7t27QAwv5M1a9YgMjKyyMck16BsQK5D6UOuQelDrkHJURZTImvXro3GjRuXdjcIFYCEhAQA5J4qCHKeyiZlJ8GKQCCUKImJiRYNfVNomsaIESOgVqtLsFcEAoFAIBAIBAKhJCDGPoHwmpCVlQUAkDm4QubgZtU2NE0jNja2BHtFIBAIBAKBQCAQSoLXMoyfQHgduXHjBiilHQImbAQA3F3UE9BpCtzu0aNHJd01AoFAIBAIBAKBUMwQzz6B8Jpw5coVuIT14D4r3f2t2q5p06Yl1CMCgUAgEAgEAoFQUhBjn0B4DVCr1YiOjgYlNwbzKDysM/ZzcnJKqlsEAoFAIBAIBAKhhCDGPoHwGpCYmAgAsK1Sn1um9LCuJvLTp09LpE8EAoFAIBAIBAKh5CDGPoHwGhASEgIAsFPV4ZYprfTse3p6lkifCAQCgUAgEAgEQslBjH0C4TVApVIhIiIC2TfPcsucQjtYtW2LFi1KqlsEAoFAIBAIBAKhhCDGPoHwmhAQEADQtHChnBTkYFGr1Th06BDUanVpd4VAIBAIBAKBQHhpiLFPILwm5OXlgVIoBcsUzt4Fbnfz5s2S6lKZISoqClWqVEG7du0QEBCAhQsXlnaXCAQCgUAgEAiEl4IY+wTCa8K1a9dAyYXGvt/QZQVu5+joWFJdKhOo1WqMGDECNC/qYfr06Vi0aFEp9opAIBAIBAKBQHg5iLFPILwGqNVqxMbGmhn7Mhs7+A9fCYearSS3zcrKKunulSonT54UGPos06dPJyH9BAKBQCAQCIRyCzH2CYTXALb0nliOvtIzAN49ZsK2cm041mkLz84fgVLYAAAoikJwcPCr7GqZgaZpnDp1qrS7QSAQCAQCgQAACAoKwtKlSyvMcUqSpKQkUBSF+Pj40u5KqULUuQiE14CQkBDIZDKznH0+Lm/0gkPIGwAAXeYzpB39BeHh4a+qi6VGy5YtC9U+Li4Ox44dw5tvvomwsLAS6hWBQCAQCITXlejoaHz00UdIS0sTLI+Li6vw6ZUFERERgbS0NPz555+l3ZVyAfHsEwivASqVCoMGDeLC+J/t/8msDWvoA4BDDabc3p49exAYGIioqKhX09FSwNKM7/379wWfIyIi0KxZM0yZMgXNmjVDREREyXaOQCAQCAQCwYC3tzccHBxKuxuvDfn5+WbLaJqGVqsthd4UDWLsEwivAWq1GuvXr+eM/bwHCbi/bKBke7mjO/der9dj1KhRFTZ//ccff5Rcd+zYMe59XFwcYmJiBOtjYmIQFxdXYn0jEAgEAsGUtm3bYuLEiZg+fTo8PDzg6+uLL7/8klu/ePFihIaGwtHREQEBARg7diwyMzO59dHR0XBzc0NsbCxq1qwJBwcH9OrVC1lZWYiJiUFQUBDc3d0xYcIE6HQ6brv8/HxMnz4dlStXhqOjI9544w0cPnz4FX7z8kNeXh4mTpyISpUqwc7ODq1bt+bGC4cPHwZFUdi1axcaNGgAOzs7vPHGG7hy5Qq3fujQoUhPTwdFUaAoiru+puH1FEVh1apV6Nq1KxwcHFC7dm2cOnUKN2/eRNu2beHo6IgWLVrg1q1b3Da3bt1C9+7d4ePjAycnJ4SFheHAgQOv7NxYy9atWxEaGgp7e3t4enrinXfewbRp0xATE4O//vqLOzfsPXj27Fk0atQIdnZ2aNq0KS5evGi2z2vXrqFz585wcnKCj48PBg0ahNTUVG5927ZtMX78eEyePBleXl7o0KEDd7327t2Lpk2bwtbWVjA+LOsQY59AeA1ITEyEXq/njH1ap4U+Ow2PNs4QbS+zcxJ81ul0FbYEH0VRkuu6d+/OvZd6sJ84caLY+0QgEAgEgiViYmLg6OiIM2fOYMGCBfjqq6+wf/9+AIBMJsMPP/yAf//9FzExMTh48CCmT58u2D47Oxs//PADNm3ahD179uDw4cN4//33sXv3buzevRvr16/H6tWrsXXrVm6boUOH4sSJE9i0aRMuX76M3r1749133zXqAhE4pk+fjj/++AMxMTG4cOECgoODER4ejmfPnnFtpk2bhkWLFiEuLg6VKlXCe++9B41Gg5YtW2Lp0qVwcXFBcnIykpOTMXXqVMljff311xg8eDDi4+NRq1YtDBgwAKNGjcLMmTNx7tw5AMD48eO59pmZmejcuTMOHDiAixcvIjw8HN26dcO9e/dK7oQUkuTkZPTv3x/Dhg1DQkICd39+8cUX6NOnD959913u3LRs2RJZWVno2rUratasifPnz+PLL780O2fJyclo06YNGjZsiHPnzmHPnj14/Pgx+vTpI2gXExMDhUKBEydOYNWqVdzy6dOn49tvv0VCQgLq16//Ss5DcUBy9gllBrVajcTERISEhEClUpV2dyoUpjn7tE4DAMhTX8WD1SNReeTqAvdRUXPE+vTpg7///lt03TvvvMO9f/PNN0XbtGolXcmAQCAQCISSoH79+vjiiy8AMP/xy5cvxz///IMOHTrgo48+4tpVrVoVX3/9NcaMGYMVK1ZwyzUaDVauXInq1asDAHr16oX169fj8ePHcHJyQp06dfD222/j0KFD6Nu3L27duoXffvsNarUa/v7+AICpU6diz549WLduHebOnfvqvnwZJysrCytXrkR0dDQ6deoEAFizZg3279+PqKgoTu/niy++QIcOHQAwBqZKpcL27dvRp08fuLq6gqIo+Pr6Fni8oUOHcgbrjBkz0KJFC8yePZvTXZo0aRKGDh3KtW/QoAEaNGjAff7mm2+wfft27NixQzApUJokJydDq9Xi/fffR2BgIAAgNDQUAGBvb4+8vDzBuYmOjoZOp8PatWvh4OCAunXrQq1WY8yYMVyblStXonHjxoJ7de3atQgICMCNGzdQo0YNAEBwcDAWLFjAtXn06BEA4KuvvuKuV3mCePYJZYKoqCgEBgaiXbt2FT5HvDRQqVRYvXq10bOv1XDrtM8fim5DKe0EnytqCT5LuW/8aIawsDAzMb+WLVsSkT4CgUAgvHJMPYt+fn5ISUkBABw6dAgdOnRA5cqV4ezsjMGDB+Pp06eC/3EHBwfO0AcAHx8fBAUFwcnJSbCM3eeFCxdA0zRq1KgBJycn7nXkyBFBiDiBCZPXaDQCZ4BSqUSzZs2QkJDALWvRogX33sPDAzVr1hSstxb+veDj4wPAaBizy3Jzc5GRkQGAGc9Nnz4dderUgZubG5ycnHD9+vUy5dlv0KAB2rdvj9DQUPTu3Rtr1qzB8+fPJdsnJCSgQYMGgjEd//wCwPnz53Ho0CHB/VurVi0AENzDTZs2FT2G1PKyDvHsE0odtVqNkSNHQq/XA2ByxEeMGIH8/Hx069aNePmLCZoGV1KP9eyzvIj/G84NOwmW2VaujdwkY75TRfXsP336VHS5TCYTlB1Uq9VmpfhOnjwJtVpN7lECgUAgvFKUSmF1HYqioNfrcffuXXTu3BmjR4/G119/DQ8PDxw/fhyRkZHQaDQWt5faJ8CMzeRyOc6fPw+5XC5ox58gIDACboB5miBN0xZTB8W2sQb+dWO3F1vGXstp06Zh7969WLRoEYKDg2Fvb49evXqJitGVFnK5HPv378fJkyexb98+LFu2DLNmzcKZM2dE27Pn3BJ6vR7dunXD/Pnzzdb5+flx76XGu+V1HEw8+4RSh80n50PTNMaOHYuAgADi5S8G1Go1Ro0Zy302NfbF1Pldm/cWfE5KSiqRvpVVPDw8BEb8yZMnRf9M5syZ8yq7RSAQCASCJOfOnYNWq8V3332H5s2bo0aNGnj4UDyCrzA0atQIOp0OKSkpCA4OFrysCTV/nQgODoaNjQ2OHz/OLdNoNDh37hxq167NLTt9+jT3/vnz57hx4wbnabaxsRGIIxYnx44dQ0REBHr27InQ0FD4+vqWyTEeRVFo1aoV/ve//+HixYuwsbHB9u3bRc9NnTp1cOnSJeTk5HDL+OcXABo3boyrV68iKCjI7B4ur4a8NRBjn1DqFBQePnz48AqrBP+qSExMBC3jzcSbGPvQi/yhmMwuS3nAyztSYWGpqamIjY3lPkt9/9WrV5P7k0AgEAhlgurVq0Or1WLZsmW4ffs21q9fj59+Mp/QLyw1atTAhx9+iMGDB2Pbtm24c+cO4uLiMH/+fOzevbsYel5xcHR0xJgxYzBt2jTs2bMH165dw4gRI5CdnY3IyEiu3VdffYV//vkH//77LyIiIuDl5YUePXoAYFT3MzMz8c8//yA1NRXZ2dnF1r/g4GBs27YN8fHxuHTpEgYMGGDmdCttzpw5g7lz5+LcuXO4d+8etm3bhidPnqB27doICgrC5cuX8d9//yE1NRUajQYDBgyATCZDZGQkrl27ht27d2PRokWCfY4bNw7Pnj1D//79cfbsWdy+fRv79u3DsGHDSmxipSxAjH1CqfPnn38W2IZvdBEKh1qtxpMnTyBX2nLL+Dn7LKmx3wkXyORmbSoiubm5kuv27NlT4PZ6vb7CViogEAgEQvmiYcOGWLx4MebPn4969eph48aN+Pbbb4tl3+vWrcPgwYMxZcoU1KxZE++99x7OnDmDgICAYtl/RWLevHn44IMPMGjQIDRu3Bg3b97E3r174e7uLmgzadIkNGnSBMnJydixYwdsbJh0y5YtW2L06NHo27cvvL29BYJxL8uSJUvg7u6Oli1bolu3bggPD0fjxo2Lbf/FgYuLC44ePYrOnTujRo0a+Oyzz/Ddd9+hU6dOGDFiBGrWrImmTZvC29sbJ06cgJOTE3bu3Ilr166hUaNGmDVrllm4vr+/P06cOAGdTofw8HDUq1cPkyZNgqurK2SyimsSk5x9Qqnz4MGDAtuwSpiEwhEVFcXpISicvQAwZfcA83D0rKuHkHX1EGz8a8Jv0Hdc+4rO+fPnJddVq1bNqn3w6xcTCAQCgVCSiNW25ztOPv74Y3z88ceC9YMGDeLeR0REICIiQrD+yy+/5Gq5s0RHRws+K5VK/O9//8P//ve/onT7tcLOzg4//PADfvjhB8k2rVu3xr///iu5fuXKlVi5cqVgmWm4vWl6YVBQkNmytm3bCpYFBQXh4MGDgjbjxo2zeJxXTe3atSUdLt7e3ti3b5/Z8ubNmyM+Pl6wzPRchISEYNu2bZLHFfttmZ6/8kbFncYglBuqVq1aYJsuXbq8gp5ULEyFDyFn5vZM8/VN0b1IZZo7ewJUxX5ExMXFWQw/5M/0/vXXX5Lt2Dq2BAKBQCAQCARCWaFij+QJ5YLLly9bXC+TyRAWFga1Wo1Dhw6R/GgrMRU+5MruFWTsZzI57JRMDlv/mtxySyVPyisbN260uH7nzp0AmImTvXv3SrazlApAIBAIBAKBQCCUBiVq7H/77bcICwuDs7MzKlWqhB49euC///7j1ms0GsyYMQOhoaFwdHSEv78/Bg8eXKBqaHR0NCiKMnuRAXf5Q61W48SJExbb6PV69O3bF4GBgWjXrh0CAwOJQr8VmAkfssY+L1/ftE4v08A4QeA7cCH3fsWKFcXbwXLAwYMHERcXh5MnT1psd+jQoVfUIwKBQCAQCOUZNizczc2ttLtCeA0oUWP/yJEjGDduHE6fPo39+/dDq9WiY8eOnBGSnZ2NCxcuYPbs2bhw4QK2bduGGzdu4L333itw3y4uLkhOTha87OzsSvLrEEqA77//3vhBJgdk4jISmzdvFtR6HTVqFPHwF8CNGzcEnymFoeaqwbMvl8vx888/F1jT1a4KMyGgVqsrnFDihx9+WGCbEydOFCjAd/bsWXI/EggEAoFAIBDKFCVq7O/ZswcRERGoW7cuGjRogHXr1uHevXucIJarqyv279+PPn36oGbNmmjevDmWLVuG8+fP4969exb3TVEUfH19BS9C+UKtVgvKYvgNXozKI1dxHmhL6HQ6ooBeADVq1BB85ofxy+VyrFq1CmFhYVizZg2Xmy6TydC1a1e8uGA06n36z+Xeb9269RX0/NURFhaGIUOGWGzTqlUr3Lp1q8B9kfuRQCAQCAQCgVCWeKVq/Onp6QAADw8Pi20oiiowtCUzMxOBgYHQ6XRo2LAhvv76azRq1Ei0bV5eHvLy8rjPGRkZAJg0Ao3Gcv5yUWH3W1L7rwhs376de6/wVMHGpzoAwNavBvLUVwvc3sbGxuL5fd2vAXufs7DGvpuLE7YcPYqwsDBoNBoMHjwY7dq1w61bt1C9enXExsbi+FZxwbnq1asX6nyWh2uwZs0a9OjRA+/37gtKaQd9jvC8eXl5wcHBgfssd/KAzM4JmlThhGRaWlqZ/Z7l4TpUdMg1KH3INSh+yLkkEAiEss0rM/ZpmsbkyZPRunVr1KtXT7RNbm4uPvnkEwwYMAAuLi6S+6pVqxaio6MRGhqKjIwMfP/992jVqhUuXbqEkJAQs/bffvutaJmQffv2CQbxJcH+/ftLdP/lmePHjwMAPDqOhXOjztxyhZuvVcb+wYMH8eTJkwLbva7X4OLFi4LPrLH/7MkTtG49GGPHjkWHDh0EbS5fvozc3FxkXT8O1xZ9AAhz/O3s7Cyq10tR1q8BRVGoMoUpxfJg9Uhonxt1Q1asWCEoraca9wsAQP3jEOgyn3LLd+7cyaVEpKamIjk5GX5+fvDyKjslDMv6dXgdINeg9CHXoPjIzs4u7S4QCAQCwQKvzNgfP348Ll++zBl4pmg0GvTr1w96vb5AIbDmzZujefPm3OdWrVqhcePGWLZsmWg9y5kzZ2Ly5Mnc54yMDAQEBKBjx44WJxVeBo1Gg/3796NDhw5QKgsOS38dOXPmDFxbfygw9AHAq8vHyPr3nwK3r1evHjp37iy5/nW/Bt7e3oI0CTZnn9blg6Zp/PTTT5gyZQpUKpVgu6ysLGhSbiN112J4dZkMXe4Lbl2jRo3Qpk0bq/sgdg3UajVu3ryJ4OBgs2OXFvefZwOnmGdT5ZGrcXd+V26di4sLFyUhd6nELbfxC0FOotHY79atGzp37ox169Zh9OjRoGkaFEXhp59+wtChQ1/RNxHndf8tlAXINSh9yDUofkwjyAgEAoFQtnglxv6ECROwY8cOHD16VHRwr9Fo0KdPH9y5cwcHDx4stAHOlmZLTEwUXW9rawtbW1uz5UqlssT/8F/FMcojarUa8+bNg9f7s4u8j6SkJKvO7et6DfipKwAvZ1+bD4DRPbh79y6qVq0qaKdQMI+F3DtMZIDcwRWgZJBRTFRNUc4lew2ioqIwcuRI6PV6yGQyrF69GpGRkYXeX3GzLz6Je5//JEmw7vTp0+jduzdWr14NmZ0jt1zu4CZop9Fo8PjxY4waNYpbRtM0Ro8ejc6dO5eJiY3X9bdQliDXoPQh16D4IOeRQCAQyjYlKtBH0zTGjx+Pbdu24eDBg2ZGBWA09BMTE3HgwAF4enoW6Tjx8fHw8/Mrjm4TXgGRkZGgaRp56mui673em17gPoKDg4u7WxWKkJAQgdK+0bOv5ZaJncOWLVuCoijoshmNDUomh9zJE/Pnz38pg1WtVmPEiBGCqgojR44sdRX7qKgoTP/UOOmkfZ4sWL97924MGzYMdnZ2kCntueUKN3NR0J07d5oto2m6wlUxIBAI5RO1Wo1Dhw6V+nOXQCAQCK+GEjX2x40bhw0bNuDXX3+Fs7MzHj16hEePHiEnJwcAoNVq0atXL5w7dw4bN26ETqfj2uTn53P7GTx4MGbOnMl9/t///oe9e/fi9u3biI+PR2RkJOLj4zF69OiS/DoEAy87WIiLi8O+ffsAAJSNeLlEx9pvFbgfJyenIh3/tUVuA8Do2Q8JCRE13lUqFdasWQMKNLes8qg1cHd3f6nDnzx5EjRNC5bp9XqcOnXqpfb7MrATEBSvAoTc2TzHnqZp5ObmgrLlGfvuwsnFoKAgJCcnm24KAHj06FEx9ZhAIBCKRlRUFAIDA9GuXTsEBgYiKiqqtLtEIBAIhBKmRI39lStXIj09HW3btoWfnx/3+v333wEwA+0dO3ZArVajYcOGgjYnT57k9nPv3j3BIDotLQ0jR45E7dq10bFjRzx48ABHjx5Fs2bNSvLrEFA8g4VVq1Zx72UKY3rFow1TC7UfvmgawZzExESBcW307DOCe2x1DDHCw8OFUQFyBUaNGvVS3iCp0nSlWbKOnYCw8TOWKVS4SAvqyZTGySnHmq0AGM/R+fPnodPpRLfr0qXLy3eWQCAQikhZjawiEAgEQslS4mH8Yq+IiAgAjCdMqk3btm25/Rw+fBjR0dHc5yVLluDu3bvIy8tDSkoK9u7dixYtWpTkVyFAerAQFxdntadfrVbj/Pnz3GfKYDylHduAvAfX8TBqHACApvWATG5xXwcPHizqV3ktMI18MM3ZT0lJkQwvT0xM5K4ziw6ylzLMc3NzRZebagu8LEWJPHGs1Zp7L3d0B+TiciaUjbB6h1ODjtz78+fP49tvvzXfhqJIihGBQChVymJkFYFAIBBKnhI19gkVC6nBwhtvvGGVp5+NCoiPjwcAUApbODfqBACgtYzBp0m9B1qnAUXJGKPLAi9evLC4/nXnzp07gs+Uggnjh85YSm/r1q2i27L5/inbvuGWubXsh0qqoCL3RyrypmnTpkXepymFjTxh9QnyH98SLFc4iWuHyEzSTtzfNooLshOVptA0XarRC+WFuLg4LF68GHFxcaXdFQKhwvH06dNCLScQCARCxeCVld4jlF/UajUSExMlDRbWwNHr9Rg1ahTCw8MFueBqtRonT57kVNhZ3NsP594rXH3YvUGX+RwK10qQO3tC9yJVsl9NmjR5iW/1+iB39oTc2YsLQae1RmPf19dcZI5PTuJp5D38D7b+NeHasi9Gbb2JY58EFakfUvWYWQ2Pl4WNPOHfjyNHjjS7H02haRr6fGHUgWO99kg/8atZW493Rgk+6zKNA+Xq1atLHoOknFimT58+2LJlC/d5yJAhgmguAoHwckiJHxdFFLm8sHv3biQkJJR2NwgVgBMnTgAg91RBkPNkPaYOuZKEGPsESdRqNb7//nssXrzYLKRbCp1Oh5s3b3LGVVRUFGOAyRRwCu2A3KR4aNMfAwCcG3bitsu5bQzt12Y+hcK1EhROnsiHNF27drWwlsBWv1CNjREst/E1KvBLTZjw8/21GSmw9a8JALifVrwh98WJpTDV3r17i27DqufzBfoAwK31ADNj3zghZUSXbawx7e7ujj59+mDz5s1m7YhnX5pZs2YJDH0AiImJwbhx4xAWFlZKvSIQKhZi1ZAAJp2yopGXlwe5XI7Zs4te2pdAMEUmk5F7ygrIebIeuVxe7KmsYhBjnyAKZ6SLhCVbQi6Xc+Xc+J5Wx5qt4PnuBOiy0qBePhAykxrlbJk3ANC9YLylcmdpj4OUkjzBSGZmJiAz/4nzz7WU1gUbxk/TNHc9WO7dv48qAQGF7k/Lli3NllEUVWx6G0URAGSFPymJHH0BvDb6/FzIbOwgdxKmmlSqVEl006NHj6JXr17knjVBrVZj7ty5outOnDhRLox9NvKJPJMIZZlz586JLj9//ny5+J0VBltbW+h0OmzYsAG1a9cu7e4QKgC7d+/G7NmzyT1VAOQ8WU9CQgIGDhwIW1vbghu/JMTYrwAU92BTrVZj5MiRhTb0AWDgwIFcH/ieVltVXQCA3NENAGAf1FCwHc3LI2dDo+USedMAY8Cp1WoyuLZASEgIp8DP59meZYXajzbjieBz9ToN8dPSBYiMjERsbCx2796Nzp07WxVpwU4g8D8XF1euXCnUcgCoVq0a0w/DecpVX4Odqg7bO8gcXeH+diTkDq54fmidcUOaiXSRO3pwi54/f47ly5eLHmf79u3466+/sHr1akRGRoq2eR35/vvvJde5ubm9uo4UkaioKC49iaIozJ8/H9OmTSvtbhEIZlgy9isqtWvXRuPGjUu7G4QKABuSTu4py5DzVDYhAn3lnJKomyumxG4tv/zyi6gKOj+32aFWa+i1wrAVbXqKsa3Bk+wQ0lzyOET0rGBUKhVatn5TsCwr4Sj0eVncZyklZv5Ejalugm/EDxg3aw7CwsLQrVs3rFy5Et26dUOrVq0s9se0FCDAhNkX13U8dOiQ6HJLJQafPXvGvDGE8aef3MStU038FQHjN8Cp7tuwr9oY9sFG79fzI0xqhMzGDpSNPQDg1i2hyJ8prKYFKXXFoFarsWjRIsn1aWlpr64zRYCdFGWflTRNY/r06Zg4cWIp94xAIBAIBAKBgRj75ZiSqptrWrKtMNA0zRmQbNi2x7sT4BzWg2vj3f0TyO2YY+Sn3MH95QNB8wxQNn9a6akCKOYWtQ9+Azb+tbg2MpmMSxcgiKNWq3H6zFnBMn4Iv7VoTYx9uaMbKvX71sxTdPLkSclSfgBw9+5d0eVJSUmF7pMps2bNwuPHj0XXhYaGSm5Xo0YNAMZ7Ts87P3J7Z0Fb97cGc+8zL+6CPo8RHJQ7Md59qe/Hh9W0IDD3iyXKumdfalJ02bJl6NOnTyn0iECQxsvLS3R5RRboIxAIBAIx9ss1v/zyS4nUzS0u5fD4+HgovQLh3CCcM+5Z5C5MbnN+yh3os9K45XXq1MHIbkYPsdzRHY6hHVDpg9nwG2T0Ag4aNIiE8BfA999/D1BywTLTcoZS4kxsSToAnKAiH5md+IRQTEyM6HIAOHv2rOhyqfBSa7GU9w1YFqBiKwSwOfv8dBIpctXXAAC6TCYqgA3l/+eff6zqL1HmZyio5FdZ9+xbmhTdsmXLKykhqFarcejQIRItQigQViXbFFJ6j0AgECo2xNgvp0RERGDWrFklsu+X8ewDgL09E9a8afMW+A4SD9NVelQGYG5chYeHo1PzetxnuZMHvDpPMn42GKvr168nA1wLcCHSMqGxn/dAWAolKysLYqhUKqxZswYABJMxBbF161ZJ5fvOnTuLLl+/fr3V+xejIA+xJc/VwYMHARg9+/yyhFKwEwO6rOcAwIn0Watx8bKTGxWF58+fW1xfUFpIacOWzbHxDYbc2dtsvZRxVVyURApXRSAuLg6LFy9+JZMt5QW1Wi15Pz558kR0OYFAIBAqBsTYL4fExcVZ9KC+bCmdl639yIYpy1wqQWbIZzaFNfah0wqW169fHyEhIch7eB0Ao8ife88osCZ3YQbVxRHBUJFhDWC+yvzzQ2vx4sIu7jNFURZTIY4dO8a9T14/FbpMy8YZy9atW/HZZ58hLi4OS5cuxY0bNwAwpRI9PDzM2mdkZGDx4sVW7duUqKgo9O3b12Ibqd+DWq3GqlWrAPCMfZ0GT/781uL+2HNoFJJkvpNMZt3j9GUnNyoKubm5kusUCkW5UAiXu3jDb8hSqMauM1vH/23FxsZi/PjxktEthUUshWv48OGv/QRoREQEmjVrhilTpqBZs2aIiIgo7S6VCRITEyXX7dixo8CJIhJBQiAQCOUXYuyXQ9ja4FIURw40C2XrCIWbb6G2YT1yuflayTYKd38AAK3XCZanpaVBpVJBqc1h2rn5wa6KMeeaX46PhB8WDGXw7OtyMpBxdhugl74mfEwnlPIfXkeaSd15SildLmTOnDlo1qwZpk+fjunTp6Nfv35Qq9VGQTwT2CiCwsAKpPF6JOphlfo9cBEBlIxT46e1+cj+z7JHNutfJhpAy4bxG4z95s2bo3r16gX2+/bt22baBq/jYJqthCCGVqtFdHT0q+tMEWjZsiWUhucYAMhsHQXru3XrhoULF6JVq1bo1q0bVq9ejblz5+Ktt9566WPv3LlTNJJEKqrmdUBsEjwmJoZ4+GE5Wo+maYtaPySChEAgEMo3xNgvh/j5+RV5W2uMCgcHB+69d/cZqDzqZ9j4Fl4Mjxap8a7PZ4x4zuNvYuy3atUKsbGxyHzyAADg0U5YpkzBK8dHhIWk4Wras2H8Op1ZG0sVDfhefRbNE6EAnaXSiKZs27YNI0aMkFxflDx2U4E019YDoBq7Dk4NwgXt+vbtKzpAZb87xYs+0ednWzwmI3BoqFJgMPbZe/LkyZNmivwOtd+CXVBDQC78LWzdupV7v2jRIgQEBKBdu3YICAh4bQbTUhM/LK/S2C/KZEtycrJgslLBRivxmD59ulmayenTpy0KWRbUz82bN+PHH38UXX/69OnX1riVmgTftWuX6PLXiYKer1KRcqYVJ0hFEQKBQCh/EGO/HBIQEGBxPZszb4q1M/QHDhww7qsqUyfTuXHBNdRZ2MFV9Zq1zdZpUoUGI83zNA8ZMgRhYWHYvHmzoFQfH76B+bLpChUR1mhJTk4GYPTs0yIefblcLhnG/+abb5oty3twDU/3Go0MhbO4urMUe/bssdjvwg4gQ0JCOBFBwHiPer47QdCOpmnRAer27dsBADIbZnKL1uZzaSUvLogbY3IHV+49WyKS9eybYlu5Nrzfmw6fvt8gcOqfgnW+vky0zGeffWZWl/11CccWu8f42NjYvJJ+FNVzOWvWLEF0i9/gxVz1kIJYuXJlkfoZEBCAvn374urVq5LtXlfjNjWVqRpi4xsC56bdATDPhiVLlpRir8oG1ujwCKOkGL7//nuzihOkogiBQCCUL4ixXw45ee0uZHbOkuvF/ojFZuilQvdu374NmYMbAmcYDR7TEFVL2NoyA+AmYc3N1mme3hd8Zj1jY8aM4Tx5Tk5O0sY+L4x/8+bNVvfpdYBvtDRr1oxZyKrMm0RQyOVyrFq1qtAVDTLj/0ZO0kUAgGO99lBN2AiHWq1fvvNAoTUYPvvsM9A0Dbe2Q+E/fKVZqTw+Op0OW7Zs4e53tVrNCeXJbBljny2lBwDP9v8E9cphZvvR5xvzzFnPvl2VUMCQ889H4eojXMAzBF1dXbFw4ULMmTNHtL+vQ15/WFiYxSglSzn9xcXLeC5v3rwJma3QiHJrM8Sq4xb2u6nVagwfPtyqtuzz93WDTdfxG7IEHu1HwKn+OwAYTRB+lMiNGzewdOnSch8BUZhoFGsip9LS0gT6J5zIqwiOjtaPBwgEAoFQuhBjv5xxM+UFfn0WBP8RP0m2EatPLVYTWq/XM+XZTEhNTYVDjRaCZXyPukOt1nCoKa2UnZ7O1Cr/doH5QEHz1GRgYvCk8qMVnj17xhlSpjjVa8e9X7JkyWvhAbUGU6OFhWJTKQxVD3r27IlDhw4hKSkJkZGRprvhEAvjZ1EYyiY6hbaH3MEV3t0/ecneFx5+fq7rGx9A6SmMdhErDTh58mTOc8sPrZbZMpEwbIoJiy4jBRnndgAAXlzcjfyUO3gYNca4/kUq9965kXmlAb02T/CZHwFw+/ZtTJ8+XfL7HT9+XHJdRaJHjx6S606cOFHiv2+x56K1nktHR0fIHd0Ey+QOrgj4aDMCZ8SCUkgb3YUVHyyo4gSfa9euFWrfFQWFQpgqYxfYgHvPluaMjIzkdETKs4BfYaNRBFVXZHJB6hKfzZs3cwa+JW2g4tQFIhAIBELJQoz9csa5JEO5LwdXSYE0sT9iqTC+xYsXmw2obW1tmZBmHkpPxgMsMxh33j1mQmYy0GVZtWoVYmNjceM20w9thrG0D5PzbIT1OOflGQ2jmzdvciHSYtuxhhwJJzQiZrQAgMJQvYA9Z/3790fbtm0L9OjXqFFDch1lUs6vsLg07w3Xlv3Mlkuln4ixc+dOUAobVOr1peh6Gz/x/rOeW/59Q7Fh/CL5+s//WY2787vi2b4VSF43ATrevezrZtS28Gg/AraV6wi2peTCMHT2WgAFD5aVSvNIgYpI27ZtJdfp9foS/31LPRcL8lzGxcUhSeYHj/ZCHQqn0He4SBGXNz6Q3N40BakgL21hxEg3btz4Wk6CMoKPxrQe/u/v5s2biI2NNYuYKU8Cfuw9EhcXZ3WUHgu/CkTgtL9Q5eMtUHpXFW07bdo0REdH47///pPcHxHHJRAIhPIDMfbLGc+yjUa4U2gH0TZsPjAfqXJ6YgPqtLQ0s4kEma0DFO7+cAhuZjx+XcbL7v7OKPgMmM+FMqelpWHFihWgFMxgS/PsAbdN1rUjwg7QzICladOm3CKtVsspnbPk3LnAvZfzcsWLIuxWEQkJCREt/eZQgxHqkzsyteCt1TnIzpYWqnt2qOgCcpSNPdzbDIHbmwOh9KoiWFeY+vN+fn6wr9YU9tWbiq53rM1TPDeZnNDpdNi9e7dxtUgYvzWo7wp/U74DFwg+swr/XJ/qGqNS+LoYlI2D4XwEcsssKdVXJFq2bCnQXeBjSVOiuJg9e7bo8j/++MPidjt37oT729KRMQCg9A6UXJeUlMQZ91FRUahSpQratWuHKlWqiHppCyNGakl4syLz4YcfCv635M7GSBqapiUFH6Xqz5clfv45CoGBQWjXrh3eeOMN0Si9b775RnJ7Ozs7s2UeHUdLth86dCi2bdsmuZ6I4xIIBEL5gRj75YwFe4yz7TKeWBifrl2tF9MDhF6suLg4xMfHQ6Y097Iq3HwF5Z7YknwuTbrBLqCuIPT/7t27XBirPicDD1aPxIOfIgGdBveWGMtDsUYo38MWHh4OOi8Leo0xrzX/ofF78/P2C2MgVmRUKhU6depkttzWULZQl8VEhAjCOYuINu2R+UKRnHUxbCoZjVjbgFDBusLkGtvb2wMW6trLHFxBKe3gP+pnVB691mzyij/AZwX6TMP4rSH9rHFArMt5IVhnGsbt3Mh4fRQeKthVYyYqXMK6w7VlP/hHGsUP69evX+i+lEdUKhXWrFkDuVw4IVNUTYnCoFarsXfvXtF1Banl29nZCVJFskTKNYr+TgzMnz+fq74wfPhw7rlK0zRGjBhh5qWtWlXcCyuGTCYr8UmSsoifn5/gd27rXwt2BoFZQHoChy0VW1a5cfsuvrnpi0ofMpOJYiUXASaiTirH3t2d+Z/lP6dNo+dMuX//vuS6Fi1aSK4jlF+SkpJAURTi4+NLuysEAqEYIcZ+OcI0v1DhbP3sOleKTQS+AcjmalM2jCfgxYVYZN9kQgAVLt6CEG5KYQsFr8603N6Fe3/t2jXOs09r8qB9/hDa9MfMZ55RJXf2MvPgTZjAqKnz8/ZpvQ7Zt5hwS375vddVjMqU3r17i6pws6J1ObfOFcpTaul+ERskWqvMbxfUkHsvluduLYsWLTKWbxTBoXoYqkzeCqWbLxTOnnB7c5BkW8rg2afzsuHj4yPZThTewJu9v1nYiAHBsRS2gEyByiN+gk/vL2EX1IjTQODzOuXEhoeH49dff8XmzZtx9uxZqzQligNLefBXr161GBZtui7v3hWzNoWtVsFC07TZZINUZJYYM2fOLNFJkrIKk9oj/D/w6fOVWcqQXWAD2FauBYB5zhVWP+FVc/BiIgDA1r8mFG6Wy+5OmzZN9L5lPfGuzd7nlhVGdJePVCQOgVBW+PXXXyGXyzF6tHT0SmkTFBQEiqLMXuPGjQMAPH78GBEREfD394eDgwPeffddJCYmCvZx69Yt9OzZE97e3nBxcUGfPn3w+PFjscMJWLFiBapWrQo7Ozs0adLETKNJrF8URWHhwoXFdwJegpUrV6J+/fpwcXGBi4sLWrRogb///luy/fHjx9GqVSt4enrC3t4etWrVMqvScvXqVXzwwQfcdVm6dKnZfjZu3IiAgAB4eHiYVVFKSkpCjRo1kJGRUSzfsbghxn45IS4uDjEbNgqWKVx94NzkPYHBDYir8atUKrz99tui++aHwrPlsGz9awJgvJ1snrLcxVsw2FC4VoKNj9FTaypWRSkNxr6JUBkA5N69zBz7yn7MmzdPMDhVqVRo3769sKSZXgs6j5mU8Ow0kVv8OnqwTImLixPUbefDah1k/3ugUJ5SlUqF8PBw0XV6Ew82ANhXD4NP/28FolgAYKuqi8AZsXAxDDL1ecaJJbnJZNXt27et6ptarcbVq1ctVqQwxSWsh+Q6Low/PxtTp05FaGioZFtT8h4kcO/ZSBfT/fJRuPlC4Wo07u2q1BdMErD3vFgqTkWEFRrr27cv+vXrh8uXL1ulKfEqsFQd4ubNm9DwPPemVUYAQO5SNGMfAB49ko4KgFwJr65TBWkhfMpDWDqfwqjKSxEREYGxY8dCJqJj4/bmQO69zNYRPv3mwHfgIkCuwOnTp8u8voHS1jipyf4vW0IsKoWdvLUNqMstk/M0RArD65omUh7Iz88vuFEp8Kr7tXbtWkyfPh2bNm2ymJJYmsTFxSE5OZl77d+/HwDjuKFpGj169MDt27fx119/4eLFiwgMDMQ777zDOeeysrLQsWNHUBSFgwcP4sSJE8jPz0e3bt1E9ZtYfv/9d3z00UeYNWsWLl68iDfffBOdOnXCvXv3uDb8fiUnJ2Pt2rWgKAoffCCtQ/MqUalUmDdvHs6dO4dz586hXbt26N69u2RJWkdHR4wfPx5Hjx5FQkICPvvsM3z22WdYvXo11yY7OxvVqlXDvHnzRMdfqampGD58OBYtWoS9e/ciJiZG4GAbM2YM5s2bBxcXF7NtywLE2C8nHDt2DA7BbwiW2QU2gMc7I1F5pPGGpShK1ABmB1Ri8EPhw8LC0LJlS84ok9k5cQJ7CmdvuDbvxbVVuPqA1hgf4nKTUmNcGL/W/EGfsvV/eLh2PHJvnxfk67M0adIEOTdOG/eltINjnbbG716lPmQyGQknhGXVZFYAcezIyEJ7SqXzxs3DSF1bD4BdlVD49BOWkvP9cD4AwP1tpoydjOd5k9s5Fcm7tGzZMtj4VOf2aS1mpfAMuLUawKx388Unn3yC3bt3Y+fOnRg3bhx27tyJLl26SO4zJ/E0nu5lwu/538epURe4NmfSVTKvGPPzFW4+Qu+jTCZIR3Bt1R8KDxU8PDzKvBHysqjVaowYMUIgNDZixAhs3rz5lXz3gkLjLYmQ6XTGUpaaZw+Re+8KHm2cgZRt3yB5/RQAgNKj6BMWps9EfqSNY81WcKzbFl5dJwMAPLtMRqW+33ClHQ8fPlxu7p3CqsqLwa/MQSnNc9P58FPflO6Vodfry3yZy0NHjnLvpYRH+dy4ccNsWXJyMgAgP9m4jj/pKIalQSspvVc2aNu2LcaPH4/JkyfDy8sLHTp0wLVr19C5c2c4OTnBx8cHgwYNQmqqsXKMXq/H/PnzERwcDFtbW1SpUsWsBOzt27fx9ttvw8HBAQ0aNBBMfD59+hT9+/eHSqWCg4MDQkND8dtvvxXYLwDYsWMHQkJCYG9vj7fffhsxMTGgKAppaWnctidPnsRbb70Fe3t7BAQEYOLEiYVKP0xKSsLJkyfxySefoFatWpKOkNLG29sbvr6+3Cs2NhbVq1dHmzZtkJiYiNOnT2PlypUICwtDzZo1sWLFCmRmZnLn+sSJE0hKSkJ0dDRCQ0MRGhqKdevWIS4uDgcPHpQ87uLFixEZGYnhw4ejdu3aWLp0KQICArBy5UquDb9fvr6++Ouvv/D222+XGS2hbt26oXPnzqhRowZq1KiBOXPmwMnJCadPnxZt36hRI/Tv3x9169ZFUFAQBg4ciPDwcEFEQ1hYGBYuXIh+/fqJRgzfvn0brq6u6Nu3L8LCwvD2229zlW9+/fVX2NjY4P333zfbrqxAjP1ywtOnT82ExoRYDq0zDf/hExsbyykSq9VqnDp1ChTFHCv/8W2jsW8yOJA7ewpK+JiuZ40aU2V/ZlkeNE+SJEPLExISQOt4EwlOHnh+aJ3xWO7+GDRoUJnwAJY2xlrlFJzqd4TCzRcyRzfGi2zwFP+w5LtCD6QL472R80vdyRXijSiZ2WDchuepatKkiVXHWrZsGfwijCUjtQXknnLdEgmrVvAMMlqbz1V46Nq1K5YvX46uXbti8ODBFvebGf83JyjJePcpeHY0lujLT7nN5XQrXCoJhPuU7v4C49+5YSdUHvET+vbtKynWVlE4efKkWf4xTdPo27dvkQ2/wlCQuKenp6eo11mtVuPgwYOgDPd56o75AK1HnvoqchJPQ5fBDKzlDq6QGVKbbPxrFWiI8jGtEqBSqdC8eXOzdvY1WsCpXjvYBzWE76DvuOXlwfPKlgv17DELPh/Oh54GRo0aVeiJiq+++op7L1Whhk0p4+sssBoZn376abGW4Nt6Xo2dlx4WS8SCWq3Gth3GyVy+iKcU3t7mHnt2Qpj/fy1T2omWKGWxFI7KFxgllC4xMTFQKBQ4ceIE5s2bhzZt2qBhw4Y4d+4c9uzZg8ePH6NPnz5c+5kzZ2L+/PmYPXs2rl27hl9//dUsfW3WrFmYOnUq4uPjUaNGDfTv3x9aLVMmOTc3F02aNEFsbCz+/fdfjBw5EoMGDcKZM2ck+7Vq1SokJSWhV69e6NGjB+Lj4zFq1CjMmjVLsM2VK1cQHh6O999/H5cvX8bvv/+O48ePY/z48Vafj7Vr16JLly5wdXXFwIEDy8V/aH5+PjZs2IBhw4aBoiiuOhVfWFMul8PGxoYry5uXlweKogSGqZ2dHWQymWTp3vz8fJw/fx4dO3YULO/YsaNkWtvjx4+xa9euEk+rKyo6nQ6bNm1CVlaW1c6/ixcv4uTJk2jTpo3VxwkJCUF2djYuXryIZ8+eIS4uDvXr18ezZ8/w+eefY/ny5UX9Cq8EYuyXA9RqNebOnQun0HcAQBA+ysKG/0qF2FmaGT1//jxXc5gbgLMTC3otF8ZvV0UY3kzJ5LDn5WCbek5lSmPOvhiWRLjS0tKg522X9yABGWe3QZfDDEBktvbYsGFDufFglSTdunUDAFTq8z94dpqIyqN+RuURq1F51M9cG31edqEH0gMGDChSf8Ry0AHG2DYdjPPzmvnGvtRAOS4uDjk5QiG9/OQbeLRhqmR/2FQGU2PfNiAUlUf8xH3OvPIPgKJ5rVgxNoVHZTiHdRes0+dlG1NhXCsJjHuHGi3EtQcomaRY2+sAWyKxJL/7xYsXLa5fvPMCWi+/hHe6vY+AgABu0MgOiigZY+zTOq1gO1YMEwAc67SBXdXG8Bu0CJX6fm1138TuwZCQEACA3MmdW1app3GwbOsXwr3fsGFDmS8pl5iYCFqmhEPIG7BT1YWNb3Chy6mq1WpB2LqUsS83TETL7IWpP46GijbFVYIvPVuDqVsuYcJvF1G1dv2XilgAmHuN4onqKb0CCtyGE+PjwU4IOzcU6qTInaVD+ZVegQicEQt3k/KSAHDhwgWRLQilQXBwMBYsWICaNWvi77//RuPGjTF37lzUqlULjRo1wtq1a3Ho0CHcuHEDL168wPfff48FCxZgyJAhqF69Olq3bo3hw4cL9jl16lR06dIFNWrUwP/+9z/cvXuX+11WrlwZU6dORcOGDVGtWjVMmDAB4eHh2LJli2S/atWqhZ9++gk1a9bEwoULUbNmTfTr189skm3hwoUYMGAAPvroI4SEhKBly5b44Ycf8MsvvyA3NxcFodfrER0djYEDmdSdfv364dSpU2V+8vPPP/9EWloadz5q1aqFwMBAzJw5E8+fP0d+fj7mzZuHR48ecVE6zZs3h6OjI2bMmIHs7GxkZWVh2rRp0Ov1XBtTUlNTodPpzCZ3fHx8JFPHYmJi4OzsXOa81leuXIGTkxNsbW0xevRobN++HXXq1LG4jUqlgq2tLZo2bYpx48aZ3feWcHd3R0xMDAYPHoxmzZph8ODBCA8Px9SpUzFhwgTcuXMHjRo1Qr169cpkNAkx9ssBnFfeEKYpNhvPzxcW85SLhfaZEhMTwz0UKYM6Nq3XcZ59Pqy33qm+sfyf3MlD4NXlBPpEcvbfeecdiyJcw4YNE5Tpy7l5FgCNzPg9zLFcfAo9MKyoqFQq+KsCYM9TnjbNF9dlpxf6fEVERKB69eqi6yyVqeMmfSiZ2XJTXQd+3ujmzZsBWA7tPXbsmJkI14sLsch7cB2PNkzDw6hxuLf4A7y4sAvPD63Do99mIvf+vwAA7/eEgipurYWTGex9ajoxZqk8HAtr7Lu/PQwe7YR/IDJbRy4vX+FSyezaONQ0VwNnDTqapi3mjpdnCjqvJf37NhXoMSXZvzUAoPLINQDA5ev17dsXAO/5ptMIN6SN+ZK0JhdODRjtC7vKta3um9jkLLtM5uBW4PZRUVHcBG5ZxcnJSfBfxkaGHThwwGqvuKk3SiYRPaE0aM3ITXQ++BMnX39t/WSMFC/yjPeC65uDAZn8pSaunj59KjD2FU4eZho91sBOCOs1wolSSyK/Xt2YCVSXpt3N1jVu3NhsGaF04Kf8nD9/HocOHYKTkxP3qlWLEaO8desWEhISkJeXh/bt21vcJ78aDDtRlJKSAoB5Ls+ZMwf169eHp6cnnJycsG/fPkHOt2m/AOC///4zE8Ns1qyZ4PP58+cRHR0t6H94eDj0er1VIqX79u1DVlYWV5nIy8sLHTt2xNq1awvctjSJiopCp06d4O/P/LaVSiX++OMP3LhxAx4eHnBwcMDhw4fRqVMnrnKNt7c3tmzZgp07d8LJyQmurq5IT09H48aNzarbmGL6v0vTtOR/8dq1a/Hhhx+Klu8sTWrWrIn4+HicPn0aY8aMwZAhQ7iweimOHTuGc+fO4aeffsLSpUvN0k8KomfPnrhy5Qpu3ryJL7/8EocPH8aVK1cwYsQI9OvXD0uXLsUff/yByMhI7vdSViDGfjmAHeQpPZlZ/Rdxf5q14Rv7YrN6rPBeQdy5c4f50XNeKx10meZh0rki6tMUJYOC5yngwvg15mH8oaGhFkPwIyIiEGCvwcO143FvaV9uOWc0uTEGJRHoY7xbj54VoABqMEAK67W+efMm1q1bBy8voVf8+WEmpUIshJ4dtJt58d184Fj7LeEynojZokWLEBcXZ5bHPXLkSG6g7OHhAZcWxtKND1aNQO7dSwCY6A9N6l3Qmjw8278SGWf/QN69K4IUA75GgCb1rqAvtFYjqnnBloeTGXLrZTIZpk4VRhJo0w2efZFUAW16CrTpzINf6amCS9P3BOvlIiU0+dERlnLHyzOm59WUwlSPKCxxcXFWG18yG3sucoqvwMumY4hNZr6IZ5SB5S7e0L0w5suyz9WCEPudsgKWUpFSALi0AZbi8liXBFu3bhUa+waDfM6cOUXO4+eX2uPD/j+6vzNKsJyvIbJz586XjiS5+9Q4CepUvwOqfLwVTvU7vNTEFWVS1tR3wHyL7VnlfbP9UBRXCUefz3hJxVKbWPhiqoEzYgWCkIMGSVc3Ibxa+M8KvV6Pbt26IT4+XvBKTEzk8uCtQak03nOsEcj+J3/33XdYsmQJpk+fjoMHDyI+Ph7h4eFmInymzzAxg9I0jYudGOP3/dKlS0hMTJR0PPBZu3Ytnj17BgcHBygUCigUCuzevRsxMTECnZWyxN27d3HgwAEzL3OTJk0QHx+PtLQ0JCcnY8+ePXj69KlAa6Zjx464desWUlJSkJqaivXr1+PBgweSejReXkz1K1MvfkpKimglomPHjuG///4rlAf8VWFjY4Pg4GA0bdoU3377LRo0aIDvv//e4jZVq1ZFaGgoRowYgY8//hhffvllkY+fl5eHsWPHYtWqVbh58ya0Wi3atGmDmjVrokaNGmZpLaUNMfbLAaxXnp2FV1aqyqnZsyjcjSr5I0aYh92FhYVZVbubzXvhSuzROoGnCmAMbv5AQNAPXt4+a+yJ5eyL5RWacvPmTaxe8AW6d+qA2bNnc8fmH+enn36S3P51ITEx0WKZr4zzxpzPwgjdsLzzzjsCgR+AyVN/GDUOKVu+NGuvcGUG1qZlomxFPJumYaSrVq0SHQCw3u34+Hi48UppadPEw9X48Cem+JEE+jyhl4vWafDhhx+KTkJFRkbi7t27OHToEO7evYtJkyYJ1mufS/dDn50ObQZj7Nt4B5lVLBCDnxIjNXivKPCvNzsYlMlkhaoeUVhMSw0VhLKSyeCJknFGGK3VmLVn8/bdWg0QeEYLEkVjMS29GBcXh/j4eFC2jlzZODH4/wMsfMXhssS2bdsExr6S57HmT/ZZ8opfunRJ8Nm5gbGCSHbiaWiePQDAGPt2VRtzpUhZTCtoiCnZF4b914RlryiFEp6dJkEmkxV54oqtasMid3KH9wefS7YPCgoyW5aYmAgaFPdcyU1iUlgUEhUjFG5+sAuoJ1jGCkJOmDCBaOWUURo3boyrV68iKCgIwcHBgpejoyMnjvfPP/8U+RjHjh1D9+7dMXDgQDRo0ADVqlWzqAnFUqtWLbOJR744NL//pn0PDg6GjY3wd2DK06dP8ddff2HTpk1mkx2ZmZkWS7OVJuvWrUOlSpUkhYBdXV3h7e2NxMREnDt3Dt27m0faeHl5wc3NDQcPHkRKSgree+89kT0xBnKTJk045X+W/fv3i5ZbjoqKQpMmTdCgQcFjltKGpmlO66Ak2pvy9ddfo1OnTmjcuDF0Oh2naQEAGo2mzE0uEWO/HFCjhlCBN/PSXqRs/RIP147nROuUvEHLpUuXRL05bPipJc6dO4eTJ09y+fm04YZlPbkAY4jY+gsHnHmPbnLrWGS2zEBOn2dZCMsSERER2L59OycWpE1jw6GZ48yZM+e1zGnmc/HiRWlRPAB0vjHXrSj56FJ/5JrUu2a15QGjQeM/9AfBcv5A/NlBRk/AdJLCmvJ72TcYwz8/xbra4xm8SBj+8UwH0QCNiRMnQgqVSsWVhVOpVPj000+5dfkpSaLb6HMzkf/kDjRPC75Hn+79EVqDF5g/KVFRJ7RYNX6+sW860VNSmD5TC8L0PuV7W8U8+9oX5qlPgKH0oru/WYqLKabRHBs3MmVXvbvP4NJ1WP0SwKhLoRSpw85Xui4rqNVq3Lx5Eza+Rm+dVLUMKa84q2UjxZNt3yDj7HZm3yLGK7NcaOyfP3/eqv5L4WgrHj77Mve1WNqeQ3AzVB4tHvEgNqEbEhIiSB9in522levAxqc6lJWEKtt8AVRTli1bVi5Ez15Hxo0bh2fPnqF///44e/Ysbt++jX379mHYsGHQ6XSws7PDjBkzMH36dPzyyy+4desWTp8+XajrGRwcjP379+PkyZNISEjAqFGjLJcKNTBq1Chcv34dM2bMwI0bN7B582ZER0cDME7yzpgxA6dOncK4ceO4iIQdO3ZgwoQJBe5//fr18PT0RO/evVGvXj3uVb9+fXTt2rVM3rN6vR7r1q3DkCFDoFAIx3BbtmzB4cOHufJ7HTp0QI8ePQTieuvWrcPp06dx69YtbNiwAb1798bHH3+MmjWNwsft27cXiMdNnjwZP//8M9auXYuEhAR8/PHHuHfvHkaPHi04fkZGBrZs2VImvfqffvopjh07hqSkJFy5cgWzZs3C4cOH8eGHHwJgRCj5wso//vgjdu7cicTERCQmJmLdunVYtGgRp+0AMOKF7ORQfn4+Hjx4gPj4eNH/nqtXr+L333/nxGFr1aoFmUyGqKgo7Nq1C9evXzdLWSltiLFfDmDrhLKK37qs56C1+dA8SeI8m6ZeVH79RxZrPAuJiYmCfbF1izPO7eCWZV09jJwkobhV/sPrTD94nivWyyRWl93amuqm7bUvnoCm9ZDZ2HFllCwN+F4H/vzzTy4clS21x4efp2nqMbQGU2VwPnS+ee4+m2JhiTw1k1vF1SKnZPD5cD4e1/sQYpUlWG/VO++8w4lHvrhgfo+L9lGTy00Q8I1oNueaRZ+VVqjIh3feeYd7r33+wGx9cvQkqFcOZUJndRrkpwpzGp/9s0bwWfP0PjIv7wMg/B0dPHiwzIZivwysGKiNbzBcW/QVhLiXtEBfYSe9TEUn+feOmGffVLSPxbVFH1QeuRru7Qo3gGKff3xdDk3qfeP7J0xKiqnxCsBi6cjSgp1A5JcnFOs7i1jlBEslR7MTmRBKLr3GzUdQzYYth2l6TGdnoeefxVoNgZx88frWNKgihfE/f/4clJy51zIvC71xClcfVB69FgEf/Q7wJp/EnvHJycmgbBhjX6/J4yKN7ALrwy/ie/gP/UEwqcBGRJhhmKR6XYVDyzr+/v44ceIEdDodwsPDUa9ePUyaNAmurq5cutTs2bMxZcoUfP7556hduzb69u1bqPzi2bNno3HjxggPD0fbtm3h6+uLHj16FLhd1apVsXXrVmzbtg3169fHypUrOTV+VlG+fv36OHLkCBITE/Hmm2+iUaNGmD17Nq/ikDRr165Fz549RdPCPvjgA8TGxuLxY3PnRGly4MAB3Lt3D8OGmZcRTk5OxqBBg1CrVi1MnDgRgwYNMssx/++//9CjRw/Url0bX331FWbNmoVFixYJ2ty6dUsQmdm3b18sXboUX331FRo2bIijR49i9+7dCAwUVvrYtGkTaJpG//79i/EbFw+PHz/GoEGDULNmTbRv3x5nzpzBnj17uBKPycnJAg0JvV6PmTNnomHDhmjatCmWLVuGefPmCSq5PHz4EI0aNUKjRo2QnJyMRYsWoVGjRmaTHTRNY+TIkViyZAk3jrC3t0d0dDS++uorREZGYvny5ahcufIrOBPWY10CIaFUYb087Mw8zRNH03DGvnDQIlYnUixMRwx+iaj8FINRzhOhyn1wDVlXDws8tWxOstzVB6BkcGn2Phcyqcs1N/alBlVScDlkOi10mc+gcPaCwtUH+dnp2LFjBz799FMkJiYiJCTktQsxtLW15VIm8h/dQl7yDbg06cqt53v2i5L/XVCJMlPYqAt9fo640jwYwxZgBLXkzp4AJYedqi6ywBi6MntnaDNSoc/JAGg9vv32W2zbtg3Lly8H5cKUV+GXZiwIVmTSrdUAZBryqdlBNAudmVqoUNuQkBDIZDLo9XqzVJX0M38g//EtwTKlibBW7j1hKg6dnwNtuqHMpYlxuXr16jI3U/yysPei9/uzoXD2hLJSVaT+NY9br9PpEBsbi+zsbLz55pvF+v2lJrDsghrCIaQ55xFmMZ3AomyYZyStN09zAoDcO+Jq5ax32aXpe8i8tAcakwkgFtPUDX4OLYvm6T3YBdQFAOQ/uQO7wPpmk74ArFKxftWwk2p6XnSC3MWLmfDRm0+UiBnKfG0amaMbHGu25j4//4dJXeCqZLj6cnod+U+S8PyfNXAKfQdyB1dQSjvQGuYcid0XUVFRGDlyJPR6PWQyGVavXs0Jy6rVasH/Tq5WPHRT7uxZpKiq27dvc9oQuqw0s/XspKBLk67cPXvu3DkzYcZjx45x35/Oy4Y+13xSU+Huj/xkJmVQ9yIV4FV34L6Hkwd0L1JB0zSGDx+OPXv2FPo7EYqPw4cPmy0LCQnBtm3bJLeRyWSYNWuWWdk7gJlUN41CcXNzEyzz8PDAn3/+Weh+AcB7770nCDGfM2cOVCqVQPwtLCwM+/bts7h/MS5fviy57v3334dGYz4pW9p07NhRMupn4sSJFiMNAWDevHmYN2+exTZik39jx47F2LFjLW43cuRIjBw50mKb0qKgKA02YoRlwoQJBUaHiN37YlAUhRMnTpgt79q1K7p27SqyRdmAePbLCzI5pzTMV0JnBzNyB1dBDV0xpJQn3d4ajMAZsVzNc5mN8cHLH4w+/v0zZMT9icz4PQKPrj4/FzpD1IFT3bfhN2QJ3NtGcOt1IiJuhZ0tHDp0KPeeC+U3hH0+e/YMVapUQbt27Sp8bXIxPD09efoIeUg7Eo2cpHhuPW2iwFxY2JJfUjz+jQlnTzu2AQCTU0opbLjB6aMNQhX87MTTnFAUAPiPWMXVLAcA93bD4TdkKQImbEDgdCaiZPv27fjss8+wd+9e2FdjVH6lvKdisPeg3Mmdu8/59e4fb5pV6BxxlUolmQ+dxkt7YaFMUi30ORmCAbw+Pwc6g8fNNLe7oDJxZYXC1BZ//pwpUcdqkTjWam1Wi37MmDGYMmWKqLL8y9QxN80VZfHp+w2cG3eFa0thypOptoRjnbYAYNQ2MUGfW/AEmX/kCsl1pkJarVqZV2zQpj2CffJFvLj4N/IeGCKrRHL2X2Xkk7XXhKsOw4uQoCiZpKbBs2fPzJaxSt6UjT0qj1gNjw7GMFQ2HUab8QS0XgeZ0hZKT+a3nXl5H/R5WdAZIs746QNnz541+z5SgqFiVUPUyeIeUqW7f5Giqq5cucIr8ShtrLi/baxq8+6775qtv3PnDmwNzz25kzt0Imkmzo2NA1WHGuL1qiuPWQsHg8jq3r17K2TEEaHkWLFiBeLi4nD79m2sX78eCxcuxJAhQ0q7WwRChadEjf1vv/0WYWFhcHZ2RqVKldCjRw/8999/3HqNRoMZM2YgNDQUjo6O8Pf3x+DBg/Hw4cMC9/3HH3+gTp06sLW1RZ06dbB9+/YCtymveHp6CuoD63mGNp2fwxkMfK+OqfCEWq3GjBkzzPZt41Mdri36AAD8Bn0HANykQf5jY6g9RVHITYpH+uG1GNCfEUhLjf0OeQ+v4+HPowQ54zY+QtVUvmEHMBEGhfXSde3aFa6uTNg+q27NKmTn5ORwM3KvY21ytVrNq3yQB1qTiyfb54i2LYrYm0qlMlOf55N77zLuzu+K9JObOOFGpWcAF4liKub45E/hTLRMaScw8qQGmnPmzBGUnaIKyHvmo881ehD9Bn0H19YDuMoAT/csQ+7dSwgPD5faXJLIyEjOQGBDY6VgUwlYaE0eaJ4XU5+XbYyQcREalxcuXCjz97Sp8bNw4UKLhp+Yx7nK5K1m+cMsfGV5/rGqVKmChQsXFqqv/P8hMRxqSVeNAIzPHjZCpbjh5xtKQes00JyIxrN9P0L7nPnPFMvZv3///isxyqKioqyedH3zzTcBmQKuzYS1m13CesCuamP4Rfwg+B8xNcIBYyqGwsXbrJwl2HQmvQ46Q1QPG1XBTpYbxV6Nxr7p/yabaiLYtV6P9evXY+TIkZC5+kLuUgl6vR4jRozA3/vFhc8Ubn5YvHix6DopWrVqhbNnzxqrPug0uLvgPTzaaP4/zqdhw4aCz2q1Gj/++CNcW/bhluU/Mo+UcKrXDqBksDXo9QBA/hNhxRKKksH7vencZzEPF4EgRWJiIrp37446derg66+/xpQpU6xWRD927JigJJ/pi0AgSFOixv6RI0cwbtw4nD59Gvv374dWq0XHjh25EL7s7GxcuHABs2fPxoULF7Bt2zbcuHFDUkmS5dSpU+jbty8GDRqES5cuYdCgQejTp0+ZK3VQXLRs2ZIruwfAOJAxwHr3bXliR6wngiUxMVE0REUsd5SLIOB5hM+cOcMpkbduzYRLZl09hEfrp0L34imy/j1o9fc5c+ZMkQwX9r5gowjkEjWCK3JtclPUajVOnDjBGct6g1gYf4JFxqst3aKFuCFdEJMmTZIskcZHbziuX8T3XLSBPj8XeYbwUO2Lp1yYbmqscfDrN0S65rncyXidFTwjWEwcUArWiGZxazWAe89GCLzsPZN947TF9amxwlw6fW6mQM9Cn53GCbvJlHaCMmpl5Z6OjY3F2LFjzVTL1Wo1F+oMMM+f6dOnWyyfxtb+NsV/6A9cTrx99TDGa2mYTDxx4oTZsWiaxvTp0/HZZ59Z/T34AkZisNFNekN4N3MPGrUkWG9rVoK0qv/dhd1FS5SyaCxUcHj+/LkgFLFl69bw6DDGpI8OuHWLSRXRsBFeTu5m0RHAyxllarUamzdvxubNmyWf26ZiiwVNuoaFhaH2iO/Mljs36gyfPl/BxqeaQCSuWjXzCSAu4siknGH6yU2Cz2wKDwubXmZaxhUAjh49KuizlGDfp59+Cpm7PyqPXA3VmLVQuPszpcUM963pxJ/SqwpOnz5t9aRLbGwsTp48aeiw0dgHrUee+ipybptHprDPeTblgY2yYCcs2Ao+7H2Xl2wuvOredih8+3/LfWbLmpphmGh1c3Oz6vsQCACwZMkSPHz4ELm5ubhx4wZmz55tJkwnRdOmTc1U9vkvAoEgTYnm7Jvmc7ElJs6fP4+33noLrq6uZiUgli1bhmbNmuHevXuoUqWK6H6XLl2KDh06YObMmQAY5cUjR45g6dKloqHqeXl5ghl7Vtldo9GUWB4Pu9/i2L9Go4FMLp23l59yB7aVa8E5rCcn4vP1119j//79OHr0KADxcjwAONV9Plw+qiHXe9CgQQJvAethFyCStyqFTqfD9evXRet6WsLFhTF+WKFChcG7Jsbjx4+L9RqUNqx6dXBwsCDUPCEhAYBRSJGfn8/CDuooiiryPe/j44OVK1dizJgxZhNJfOS8a8JOGtHaPDz6ZQpk9s6CHF3+QFIqHBpgckl1mUwYvo2vMaUg70EC93779u1Qq9X4/fffcfz4cbN9WDK62PBY/j1TGH755RcAQPrpzXCo2QrZCcxvztXVFZmZmVwJFn599OybjKdSl/UcAK+sm04L7YunUDh7QuFaCfm881XU/gHF8zx66623cPo0M6GxcuVKNG/enHu+JCQkSN4XrNheu3btBPduw4YNUbNmTWRlPofcyV2wjUfHcXi6ewkq9foCAOAY+g7UP/RHUFCQ5LHmzJkDJycnTJkypcDvYm0pIe3zZCi9qoCSKyB3dIMu6zkopR1k9mylEWPUir29PXJyeFFMeh3Sz2wVfcYCTLQAZesI/+EroXDywIOfIgUTWFFRUZy68DPaCc6NhUJ77G+tTZs2OHLkCHQ5GZDbu0Dh5gfNE2GliqLeO+vWrcPo0aMFE8WrVq0SpFUBjJFsOplM0zSOHTuGXr16me33u+++Q7ab+HkRo06dOmb9Zz/z03EAIP30VsFnU2M/5048AEaQEwBcmvfGC0N5Ur1eL/hvsjQp7dzIeD0qj1yNh+smcEKpaUfXA2CiBtzeHMhVr9mxY4eZ510MvvigWInHZ//8jMqGdCYW28q1kXs7DoGBgVi9erXgWU1RFHevZl9nJqjekv2HMxCmaLk06yn4nHX1IJzqdxSk9gHM5JfuxRPcunWrQvy/Eso+9vb2RS5fSSC87rxSgb70dKY8kIeHtJGWnp4OiqIszhifOnUKH3/8sWBZeHg4li5dKtr+22+/xf/+9z+z5fv27YODg4PIFsWH6WRGUbhy5Qpkjm4AAM0z88GH5hkTSmrjVYXxgBk8ladPn8aXX36JZs2aiYZBiqEavx6ZBi8969XauHEj2rRpAy8vJpT16tWrVvc9OXqS2TKZTIa7d+9i9+7dVu8nNTUVK1YwOa6s4cf3+Jry77//cue+OK5BabJ//36sWLGC8RxRFMaOHcupjrIqq/ycfZYHP0VC6RmAvPuMoUvTNDZu3IjQUOsH2Xx8fHzwySefWMwB1j57yOXGsjDiV7TA0AeM17EglB7+xu9giAowrTrw9OlTBAQEIDAwUNTYB61H5pUDcAp9x3yd4ffy77//FuqeZGEnXPRZaXiwwph/mJ6ejgULFuC3337jcu7vLe0LuYMrF3aty3xutj9tRorB2PcRhNsWtX98ivpbOHv2LGfos/CfL3y1XzF0Op3ZvTd58mTcvn0bqnDziR6n0PZ4utsY7SG3dwaltMW///4rKj7KMnPmTHh7e3PPKjFu3LghOI9ubw6Ca8u+eLzlC7O2tCYPuqznUDh7Qe7iDfcOo+FY05g/z9dPadSokdEba0BroeQiJVfCueG73KRl5dFRuDvfmDedkJDA9XPWD78AYULF5hyDCGDVqlVx5MgRaJ8nM8a+u6+Zsb9gwQIEBwdbPC+mpKamYtSoUWbLR40aBblcLtiXVJrPhQsXzP5jt2/fjpiYGPgPX8lFrNFajZnRDgCUwha0Ng8HDx5EQECAYN2VK8wzgV8GMf3MH5zYHovOxMvOnhsbX8ZwMJ00/uuvv7joQ0tjFbnJds4N3jVGM+VmIefWWdgZqifY+teAc5NuuHPnjlW/YX5Nca4CAy9nX/tMzd0rXj1mwrFmKyhcK4GmaWzduhUzZswwK2nJpjHQOi1atGiBjq2b4tCeODhUl06p02Y8gXrZh3Cs1w6e4eO45Qp3X+hePMGxY8dQp06dAr8PgUAgEEqPV2bs0zSNyZMno3Xr1qhXz7zeLcDkcH7yyScYMGAA58UV49GjR2ZeYR8fH8lanzNnzsTkyZO5zxkZGQgICEDHjh0tHudl0Gg02L9/Pzp06CCqpGwNrDe3Xbt2+DmzEQAIcpZZsm+cgkd7RjVT4ezNleMDgOvXr+PLL7/E5s2brTqm3NEdrm98wHwwGFR6vR6BgYFo06YNAKZciBgv4v+Gc8NOgmWmiuRyuRwrVqywKieVz+HDh7nBi1FsTdrYr1y5Mjp06PDS16C0UavVeP/99wXhsT/99BMaNmyIuLg4VK/OpG7wc/ZZtOmPBZ5CiqLw4YcfvlS1An45EzG0GSkixr60av6LC7ECYSgxPN+dgMxLewEAcntXw3bCsnvs/ZmVlcXVJDcl/9FNQMTYZz379erVQ+fOnS32RYx79+7hn3/Ec3UbNWqExMREztin87Kg5XmDs/87DqfQ9lz6AwDo0lOAyrUhN1HkL2r/gJd/Hkk9PxISEtC2bdsCtSDkcrng3tu1axdXTo6SWfc3VKnPV2jXrrXk84fFwcFB8jxFRkZi/fr1gmWsGJ9Pb/MJYcrWHroXqVA4e8Gx9lsCQx8wRtQAMDP0AeY3mHX9OEBRZtsC4HQjxHj69Cm8vZm0ldv3H6ISzyZL2TYHOYnM5Atb2USblgxb/5pQuvnBVJLT9BluDVKK2gCjk8Ke4127dgmU8fm0atVKcC3UajV69OgBZaWqgtQ09U9DETB+g9n2Cnc/aJ4kYfv27UhOTuYiSQCmTNfs2bMFejZph6PN9mHq2Wd5fngdfAcY9ENkcu7/7uHDh1yfs7KyBDWq+ZjdC3aOnAgeO+mq4x3b451R6NIgw6rfsIODA5YvXw6ZnZNRj0Ai+ok9BqvzkZ6eLpqyx2ogONXvgLOrh2P8+PFI/Ws+PN8dzwlOmqLPywZ0GrOUKaWbH/LuXUFKSoqg7jeBQCAQyh6vzNgfP348Ll++LO51AzMY7devH/R6PefBtQRFCWtxs15PMWxtbUW9QUqlssSNwKIeY9GiRZgxYwb0ej0Ujq6oPJ4xYMRC13UZT6B5eh9KzwAo3HwExr6HhweUSiXq1mVKNCm9q8JWVRuZ8cIUC3Z7PqzquUwmQ61atbjvIZeLDzrccx+Cr4+ewhOJq1q1KtauXWsWhm4t/EgPLmffcC78h6+E3NEd6hURnFfn3r17XH9fxXUuKZKSksxClnU6HUaMGCFYxnmUtEKBKT40Tb/0ubCUG9e+fXsc2bcSlUetMVkjXc4k9/6/AmNfr8nlwv/52FVrCjovE64tejN75H1PuVzO3Z+WKge8iP9boNjN9c6QgqJQKIp0bnr27ClZIsfV1dViucOcW3F4vOVLaFKNQlisvoBHu0i8iDMKj/r4+Lz0fVzU6y+augPGS2uNOOr777+PqlWN6QqC0koSRoxnl8nQ52Zy9b/tVHWRn5+PQ4cOWTxWUlKS6HeMi4szM/QLQm7ngtzU+7D1Z8TjTMm5G1/gPthygo4zjDoHufevwi6gLpRe4qlqLPv27WNKvpkI0OUkGvUbsrOZ6AI2b19qn/xnuCmmJeQAc7E6Prdv3+b2ZemcHj16VFCDm1Wk9x+6jFv2dN8KLqTeFPtqTaF5wmxz+vRp7N27lytvVLVqVURERGAP3ZC3hfmzhm/sZ14xTsrl3b/KPW8ULpW4/02dTgelUgm1Wi0Ip5c7eUBm78L1xxS+wcz+htmqANw+5HI8fvyYO8di5x0w/t8FTDLqDzApP+awx2D1TLZs2SLajiXn1jnuO0Kbh9Sdi5Bxbgf8BgsFBB9tmMpFE5hqELBVH2xtbcvtfyuBQCC8LryS0nsTJkzAjh07cOjQIVFDT6PRoE+fPrhz5w72799foLfd19fXzIufkpJS6BzwssrChQsxbdo0zsiTewQUsIVxoMdXFgaA7t27AzCqO3v3nAnPjmPh0WEM3NoYQ45NVXcBIMuQ22fqJWDzSE0Z1s+orPziQixyeOrjR48eRdu2bYvsVebXemeNfZmNHRTu/ozyu50THGu/ybV58kTcm1PeCAkJkZzE4sPl7GukB+iAeL3qwmDpvLZv3x7atGTR1A0ptBnCwXDG6a3I/u8kUrZ8iaf7jJN+Pr2/hO9Ao8Ad/3vOmzePu6/u3BGGLwvQ6/BkxwKzxXJH6VBda7BUrSArKwtNmjSxuH3u7XMCDyB/IoOdgKMoqsjiisWBJcPPGrZu3SrIf2bLpgFC7zgfp3rtOEOfRZ1rI9qWDxsxwCc2NhYfffSRaHt+KL4pT/f9yFX/EIMN07dGA+DJn4zw2aNfZ3LXmx+CDoATeGOxtbVFUlISZDZGY9/UU920KTMpy6aEiKaqWECshBwgroDPwg8zt5SzvWTJEoE4o5OTk7kX2WBQJsd8ZLa9e9sI2Bjy3QHmPuIzePBgzkiXuo6C35agfB1tLOPKK1no4OCAqKgoBAQEYNMmo7HtO3Ah/Icth9Kbp7EhAdsn00o0/QYO5s6x1HkHxJ9jOYniAsSmnn2urKFpnwz3cea/TGRMixYtsGbNGlAUhfzkG4LqOwC4co78Y7CwlX+kRDYJBAKBUHYoUWOfpmmMHz8e27Ztw8GDBwWeHRbW0E9MTMSBAwesKg3WokULs9zTffv2oWXLlsXW99JCvESe0dh7tEHcqOAGLSahv6xg1N69e0FRFJSGNADnRp2M4foQLyGVp2Zy82maFhiJYWFhZrVRhwwZAieKF65tUOulKAo///zzS4WOA4zRy6rB09o86Ax1rG18jCrNlK3RMKhI3gaxkExTxML4xWDLVRUVS+c1ODgYQ4YMMUvdsIRpvefMS3vx5M+5yLl9DllXpT24rLI0wITwW308kZDeXIN3tihlCVnEqhXI5XIEBwcXOmVFk2pMlVBWqgaKorBmDRMtUdS68ixFqU2vVquRlpZW5GMC5tUE2GvGL6+Wde0I0o5v5KojiPHZ4eecXoW1tGrVCt26dRMNs3d/Z5R52TYA6hVDoP5xCHIST5t5Z1n44nzffPMNRo4cabEf2f+dwN35XZF3/4pkaLlcpM789evXIbNlfrcv4vfgwUqjOJ5cLjd64nmClf6jfjZT5Reb6BOrojBq1Cio1WqLOgz5+dKpOaaw+wOAc+fOwa6acPKLvd75j8SfG36DFkHuzOgDmFZRCAkJ4QzqjDN/iG7Pv36USVQaa5QrTEoWDh8urFIjs3PiJtL9hy2DU4Nw6AyVNJ4fWit6XDGUngHQ6/UYOXKk5Hk3HtQYeKnX5EEqQoq9lxTOBegxsCK6hvOdnJyMyMhI3Lt3D5s3b4ZNfjrXNO2EUOiY1uRxGhEAoHDzBcBEIBIIBAKhbFOixv64ceOwYcMG/Prrr3B2dsajR4/w6NEjzgDVarXo1asXzp07h40bN0Kn03Ft+IOJwYMHc8r7ADOw3rdvH+bPn4/r169j/vz5OHDggKTnpjwhViKPDdHOS04UzLbz0WWYlxECmAEeO6CzZDSKGUGs4UhRlJkKanR0NM6ePYslS5bg7Nmz+Oabb/DxWGNoucyBCfs9c+YMIiMjJY9rLSqVCqtXrzb215C3b8Pzsih53hk2j7W8ww8jtYTMjjEGaE2uxUgAVniqqJiqcLOwnmf2vujqxgjQDWkiPQDt06ePmUAdv9oEnZ/DVZcwhdYZnw/8sO6WLVta/P58Iysj7k+ofxzM3fsv4zln7082xUUul2PVqlVQqVRQqVSIiIiQ3Na0v9k3jEapf5Ug7NixAwAkvYDWsn//fgQHBxdqH6z38VCaBzy7TkHgjFh495xV6GObwk7eKTwqc8ue/v090k/8JhmuzFLQ5Am/TJughJkILk3MPZM5dy5A9+IpJyAp5tnP+u8EHq4dz312cnLC7NmzrYrCAYwVT0xRuPoKPj958gR+fn6gDBMS+nyj95qiKKxatYrzwGueJHHClUo3X9ibGNX86CiWxMRE0TShmzdvWoySqVGjBgAgIiKiwGcUuz+AqdDjVPdtwXqjt136/8m+KqNZI6h2AOZ3F1CN6Qs7AcxOMN+/fx89e/YUeNflDsKqD2zZWs+OxrKGYhV9THVIPN+dwJXwYyPgWLJNPPDZiUZhS9b7rtfrJc87wDzHZHKjsZ+8boJZn7jtWGPfxRuUrXEyl1LaCsp3gmKeTbThuOz3VKlU6N27N6pVMv5n5t65aHaclM2f42EUI9LH/tfm5ORYfLYRCAQCofQpUWN/5cqVSE9PR9u2beHn58e9fv/9dwCMV2HHjh1Qq9Vo2LChoA1/gHbv3j2BAFDLli2xadMmrFu3DvXr10d0dDR+//13vPHGG4Xq34MHD4rnixYjd+8y4fT21ZvB+4PPIXf2NoZoW8jHZnMExQaL/AGdPtd8wAcAutwXZsvY0H6pSYKwsDB89NFHCAsLMxs0svn0L2tc8omMjMSkSUyIuI034xlkxbUAoXhhdHT0S3lAywpHjhyxqh1lCPPV5byQvF4ymeylS9dIpcp8+umnnIcxLCwMyz8ZgaR5XVBTI+6tc3JywnfffQfKbIAv/Pz07+9hSvrZbQKVen51CJVKhTVr1giMbr6iOJsCAjCK/vzPL1urNzIyEklJSTh06BCSkpIEk1z29vaS261YsQKffvqpYBkrQPgkW4du3bphxIgRZl7AuLg4q730arUaK1assOxJFNlm5MiR0FNyuIT14Iw0hxothEaElfAnU1QqFQYNGsSFp+tyXnDh3GLlRbOuM1ovlDZXUgxOjKJUL3h2YLXgs2mqSdqxDUj981vBBKmjoyN371lD1jXx3zWbd82SkJCAHbG7uCgsvq7Kjh07EBkZCT8/wyQnrReUsHSs156rvQ6Ie/bF0oTYyV1+qL4parUacXFxiImJkWzDh33uiAl88vsoBWskHzx4ULB84cKFeJiaBoARv2T7Hx4eDpVKJXASAOCq2hgXKKTX8VBWqia5jtYKoxye7l4q+Pzkz3nIT2EmTvjXVyoSCGB+H/0/HMCtYye3xeD/XvhaCH5DlyNg4q+w8WMmQxTOhsglWljJhKX3u21530l8rMFOjshsHbkUG2s0OwgEAoFQepR4GL/Yi50JDgoKkmzTtm1bbj+HDx9GdHS0YN+9evXC9evXkZ+fj4SEBLz//vsoLHXr1i2Sh6wkYQcznp0nwSG4Gbx7zDCWVbMQos2q5cpNBos2Nja8AR1llgMLAOknN0EjkrNP87xIBeV6mxr1CkfGgyLmTXoZKlUyD3Nl4Xv2aZo2KxVWHrG2hjHFDhxpnaR3cfLkyS+dTiHlxVMoxLU+pcTpsrOzsXPnTsHEhJZnePNJ2SpUSU8zCZs1DeM3Nbo/++wz4zmhjRNSpvnR1houllCpVKLaFJYUuJ8/f445c+agd+/e3DJOdMsQmms6gaPT6dC8eXOrvfQ3b94U3Yel3zU7gSezNU/9YL37jBicdd7sn376iXuvVquxfv16Y345ref6R4kI9mUYhAp1emDHDsueZHYyGbB83qXQmpQ3NfXsmxp3APDHH0wIeWRkJMaMGWO23pT8h8IILTbf3CGkuWD53r17BalZ7LkZMmQIJ1RnWpKOxSG4GSqPjeY+S030md4X7GdBmT5KBqVXINzbDYeNXw3MnTvX6qgjPlWqmIsHUjzNBtY7r01PEZTXZCuvuLsbPfNsyht7f7Lb6vV67r4+dkzodZebGPT89DXTFDgWmb0LPDuOlfxO+rwspB0zVhLQm06c67XITYpnjuFs/H9u2LChoFnPnj0Fwn2//Wa8j2laGAUgxHj9FGwaCCXj/g/9Bi+GXVAjY2vDeW3Xrp1gLw2Djc8ssXucWZ4HrWHigQ3lJxAIBELZ5pUI9JVVaJou0LtVWOLi4rB48WLExcW91H7khjB4W/9aXD623qR+MB/Os+/sCfBEn/Lz86FSqTBlyhQu1NuUzH8PQvv8IVK2fSNYzgnhWeERNhVzYo0Vfuh9ccAO9sRE4OQu3oLvXh6JjY3F2LFjERvLKHdLhc0DACgZk/NMyTiNBOgZo8nUaySTybioiJeB8yKa4OsrPvCTyoPX6/VmIptyCQ9fzq043FvSB+oVQwV1yFnEaofzjW7W48qek1yDFkXWv0IvYUnqPHTt2lXyHLGih5s3b8bZs2fRvXt3QWiuFIXx0l+4cEF0+blz5yS3YScJHWu1NltnF1AXlXp/Cf/IFXB7U1yw05Q5c+ZwfWQnEtgQbn4FkYw4c0+h9tkD0DoNZDZ2eK6xPLlw6dIl0eev0quK8XcCCN9bQJf5TGB4imkK8PUI+OKDllAvH8S91xq0K0xD72maBmVjjApJ+eNrzJ07VzD5zS9FyNcRAITih/xJEBYpgz02NpYT/gMAjw6j4R/5I1zCesBv8GLQNG0xWsUU9vzUqFXLbB2/MszjjdOR9d8JpGz9H1L++Jpbzv4Odu/eLbiHaJo2pjAZvjv//4pNN8iI+xOAeWm+zIvGEp6m4rYsNr4FREPptFwov5jQLWBMH+JPxpv+Jrdu3crlwCcmJgp3YNHYNydw+g7BZ5++xnMJw3PDNCWijr8xWod/v5uiTWee2/ZVLQuPEggEAqFs8Fob+0DB3q3CEBERgWbNmmHKlClo1aoV5s+fX+h9iIW9ywz5nWKefdZjqc/J4LxDCp7IEzvYsbGxMVN+ZtHnZAAAchJPC4TPWAYMGFCgR5g1ApOjJyEr4SgXyrhr165inUxhjUcxETiKkgkGbIURbisMcXFxiIyMxAcffMAZ5cUBKyS2cuVKdOvWDa1atULXrl1RvXp10fY+/ebAL+J7ePeYyRkurAdo5MiRglD21atXv7RXHxBXX6YoivMymiKVBy+Xy7ltWK/Y073i9awBJsrEVMyPhb3HLREZGYm7d+/i0KFDGFtbhwerhiP/kXBA/dZb0jXPi4MJE8Tzbtla6gCTAjF8+HCjceAsbezzsfQcU6vVwnBmnpE7bdq0An+fUgN/tjSna8t+sNa7zxp9bM6+5hmTSpV90zhZmHX1MJLXC4VI9XnZ0BiU73OUbgWKKbL5yGwYv0Ptt+AfuQKB03dA7uwFG98QOPAmMdQrIpB+chMerhMpoUjrBToCtN7c2Off55s3b7bYNxZd1nPcnd8Vd+d3RcYpY7k0U2E9fsQSdBrMmjVLMpIj+4Z5NBObcrFx40aza/3ff/+J7uf8+fN4/tz4nZ0bmURIWDlRYoqCN3Fxb3Ev3J3flSuXCjDilKl/fgtN6l3kJsVz956NIYye77Vn7yHKkNvOThzNnz+fe9axgqTPD/4M9YqhyLp22KxPmQYhUCnPPiUTj1oCjCXptM8e4MGq4dICui/YyTvLInrTp0+HWq1mSojyz3EBIq3s7wgA5M6WfxssplFXrvZKjG3ph/Sz26B9/lByO71BmNDtrUGCNAgCgUAglE1ee2O/OPKYAYjmL546dQqff/55ofbD9oX11APGPE3W2JfL5ViwYAEOHTqEe/fucSkPXOgvT1m4SZMmUKvVmDt3Luf1No0Q4Ofx5yWbl+1p1apVgf1mjcD8x7eQumMBl9vHH5wVB2IVHfgoeaGFUt7Ml4Gd0Fm7di22bdvGGeUvS3R0tJmQ2MmTJxEdHS0oJWYX1Ai+AxfBsW472FUJBcDkUHOhzwZjv0GDBpL54y+DSqXCzz//zHnJZTIZ1qxZIzmRoFKpMG7cOEFqgUwmw6pVqxAWFgYvLy+kn9wE9fJByPr3H9F9FITURINYX9q2bYthQwZx9yeLpQmL4kLqOWO63NHRkQsdL8g44COVMsMX/bQLbICAjzfDqX5Hbv3AgQMtbudUv2D1e3lBSuAGzp8/D8AoaChTMqkUFK3Hzz//jPr16wOgzcLc+Qb3nsv3BYaKraquWaoBGzXCetldwnpw6yqP+hl+Q5bA+73p3DLdi1S86ZYOTYp52T52PYfI5Efr1saJA2uqZ5iSlXCUe28XUE+wzr29UOXfNCLtnXeMpfae7l0m+O8AeP8fJlVVAHN1e5aff/4Zs2ZJCzEqXCsVSg8hKCgIAHDwqnGyQSpUnEOv5SoPyB3dYFu5NgBjJAOr+8BNdOr16NWrl6AMZkhICPeeP1kol8sxYACTE68zpMApRCohAMI0A1NSNn/BvdemPTIrtccd28rJO7ZqhUqlQhXDOWNWWPbsP9povJeVnuapEnz4UTSmvO2nM0uTMusj77opeQKbBAKBQCibvPbTsjRNY+/evS9tDH311Veiy+fPn49x48ZZ7VVlB0X8P3d2YM6K5uh0Onh4eHBG/pQpU3D48GHOQ+JYpw1ybzPhuc2aNeMGNWyOMq3VADzvUcOGDTlxsvSTv0Hu4CpQGLamJJlKpUKvXr3M6iDzRYeKA75CdHL0JPhFCAXc+PWSHz9+LJnPWhSkBKlOnjyJ2NjYIhuLUVFRZqWeWNatWycwHtzbRcLGOwi2lU3CYXlh/ABzzdgQ9uImMjIS4eHhuHnzJoKDgws8RocOHTBlyhQuZLxFixZQqVSIjY3lynsVpMAuRePGjQv9HdkJC7b0lUwmK7bIB0uwlQL415OtYsAnJCQEesP5oBQ2sAtsgNy7lwrc/7lz50TvQScno06H+zsjIVPawbPTRGRe3geAEYGMi4tDWFiY6Ha2fgVHTig9/CUjL/jw030iIyNxEifwT2IavvjsU9SvpMXly8bIouSYj+AU+g7Sjv/K9MOfMUyVtdsDO5YAADw6joNzo04AgEcbpnHl59iUiYQE5nPO7XPc96Dkwr+9F/F/AxBGWJiizUiFrUH/UyzS4eDBg9y5HzduHPbs2WPWxiK0HrrsdMgdXM10VdhQfP6kLBvJoVKphOU0dVo8+GkYPLtMhlM9Jidb6VWFK6O6bds2gR6OafqVOOZRGza+ITh1WbwyjBjsJM/jGj2NC60ITecLaFbq9QXuf98Pc+fOxejRowEA69evh9+Y9ob90di+fTvUajX3W5YS3fzpp5/w7rvv4tdffzVG0UgY+3xRRM1TtUCZX6xkrRisyKPcyZ3xhotEh/CJi4vDvfv3EYCC8vUZ9NnpyH98CzY+1WEX1FCyXdrJTdx7sf/1jRs3FnisnNvn4VibiYJSegdCkyqeulAW2L17N/cMIBBehhMnTgAg91RBkPNkPZYq3hQ3xNg3eElY9d6ioFarJcO5WW9KYfdtGsoJCD3y/D537doVdevWRaphEGoq0Pbrr8xgmQ3jp3UaqFcOg2rMWrT3eI61vAERrckTKKCLGSNiqNVqbNu2zWz5vHnzitWI4nv0TL2zgDCqoVOnTlw+dHFgSZBq69atRTL2WcVzKUzVq228g0TbsdUP2IFhUJB4u+KisBMJKpXKLCrD2nBnS1y8eFEwuLeWwk5YFAesdkBBkwwqlQqDPuyPw4bPPv3m4O78rpA7uoOydYCWF7LLJzdXXNNj/35j+UI6n5cKRMk4g2vXrl1mxj7zR2RdeL7CzQ8wTEgo3P2h9AxAzs0zZu2uXbsm3M6GMWS9PT2wc6cwND3/0U0841VdSD+9Fe5thgj6zxr6AOA7cCEerBkFt1b94ezHeDf37t3LNFVIe2fZiKnjx49LthF49kVy9vl07doVLVu2tFjyT4ycW2fhFNrBTGSVNf5zTCZ8kpKSABjD2fnVUJ7uWgxd1nO4vvGBwFhdvnw5pk+fDpVKBbVabSZ8K4ZS5Jnj3X0G9z7vwXU8+vUTiwbso0ePMGbceKBd4SLd+LBaCex/Kk3T0Ov1AvFN/iQIIP2MOXLkCIYPH45atWohqQDPvlMDYxTMw3UToHDygGurAdA8Na8sIIU+Ox20Nh+UwgZyJw/oMlIk27Zo0QKrV68GxU7gWqiu8tZbb+Hw4cNM/w3VaNjKDQCQfuYP4edjRmNe7H/9xQvzqjwABJOUWdcOw6vLxwAAG69AZItuUbrk5eVBLpdj9uzZpd0VQgVCJpORe8oKyHmyHrlcjrw8afH14uK1N/YBmA0QCktBg7rCeLYvXWIGdGIK2Px8dNM+r1u3Dm9HTIdd5dqQO3qI7ptSGHL2dRroMlJwd35XqApIM+jTp49V50WsXjMAgchTcWMqRgUYFYIpioKfn1+xGvt2duK1sQHpcNiCYM8bZeMAt9YDkHl5v8BTwg7oC4Kt+cx69ouz5GFJUUtErKuwsGGvfCV7aympyAdLWDPJwCrVB0wTfiffQYsgd/SA+qeh0IuUp5O6P1mvKgDoso3beXb5GE9jvwMA2NqKG8OU0lixIO3kJjg37oonW7+Ec6OucKzbllvHfzZVHsmIcr64EItn+40K/AATbcOPIsjXMverjUJm8fcFANk3TsK9zRBOm8Sn3xyzNj795kLh7Ik/k5+g7ubNXDULvsFjChuWXK1aNdy4YZ7GBBhTpABxT2v//v0Fn0+cOIHY2Fjs2bMHGRkZWL9+vcXvBgDadENeN18ojpe3nXtHmJZ07tw5REREcCkRo0aNgk6n4wx/TSpjjLo0fQ/PD0UBep1g8rl9+/YF9gkA58UFmMotjEaDEdvKtRA47U+k7lwkmhMPAGlpabgQfxlVDALw+Y/F0yVEtz3xG9xa9RfkpbP/qTIZT5yU1ptFkkk9Y2rUqAG1Wo3r169zRrJYzr5bmyFcRYzsxDOATgNt+mM83b3E6v4bOgfti1Qo3f2hcPGWNPbZ/1s/Pz+AncQw+V/t3Lkzpk2bhuDgYGzevJkz9mU8PQQA0Dx7iNykeO7eZ6KnDBUvJCq2SOnD9OzZE3/99Rd0Oh2g1+HZ/p/g0WE0lD7SJQlLE1tbW+h0OmzYsAG1a9cu7e4QKgC7d+/G7NmzyT1VAOQ8WU9CQgIGDhwoOf4qToixD2Nd4aIiVV6ssKjVaqxatQqQK42GOQ9+2SDTPmdmZkJjyMVTuIurfnOefcPgls1TlkpBYPdrDWLepeIO4bcG1thnS+85ODi8kuPy82YLA5tT6hLWg3uJKc6z5D++DRsLAyzWEBGE9pZROnToYDEvuKJS0CSD2MQZZevIGYEB4zfg3pI+gtKYgPTEmo+P0XiU8SKGnOq+zRn7Yr9TBwcHyOyZqiC0VoP0YxsNnkEadkGNBW0VruYh8M6Nu5oZ+wBjCLPG/otsJsc5Mz1NtO98tOmPQdN6yGwdIHNw4zQrBP0wiJOl23ijb1/rIm2cm3RD2tFfLP7hWvLsDxkyxCwqAmA8/F27duUmbwqCLZ+qcDNeL76oKj+vHxBeb/4k0smTJzFr1ixBCLx91SbIucWE7AcHByM2NlZyYsOsX4b0DFqbz5VdE8Or21TkP74lGtoeGxsr+C4pW74wayNFzs0zcGvVX5CilZycjLCwMKxevRr/u8zqh1BYuWqV4Lc1ePBg0WfMwIEDOcV7NoxfZmMPmZ2zoHSea3PjhBt/oqwo6DKecMa+lB+HHRw3bdrUTHSVpX379oJUDJYXl/bCuUE491lm7wTNM3GNBKmIQ6n/6379+uH777/Hp59+ivXr13MCubYFVSooZWrXro3GjRsX3JBAKAA2JJ3cU5Yh56ls8toL9BUHfNViMfhlmSzxyy+/ABD36gNA6l8LuPeNGjUS/FGHhIQYhYZcKgFy83kcdgKBDYf89NNPERYWZlG1fteuXVaVEWS9S3wF+FUmA6/ioCD9AKW7H/fdP/zwQ0EI88uSkiIdesn3nhYFS+WdbHxDYBfYAADMJoF02enCxoaBobURAaWJtRNJlrA2zaQ8webK82t3Kw3eR65NPWGNbP52ptjYGL3zMjYCxASxtI8bN25w3kImioYG6xnUmKQSONZpC8e6bwuWSeUau7m5AWC0Ko6fZEL9J44fW/BzUqeFzpD7zA9NL5AClOPZSBpL+YVszjVgVOPv0aMHzp49W2AovEqlQp8+fcS7ZvCwymQyLi2J79lXehnF1kwF7UyvGStAyT6ncu9f4dZ5dBjNabYATCSYtbD/R1nXjhSYa26rqiO6PD093fj/o9cVSqND84xRhlc4eXBlCHftYkrmRUZGwsWVmZA6dPBgobR3uN+LTgNdJtMf0xQKPtnXjgBg0rkOHTqEs2fP4oMPpCNGzDCIqLq3iwRl4wCXN3pBZiixy8JOOGVmZkqG8WdkZHDv33zzTe7983+EZW7l9i7c7wUAZLzSplLCxFICuEFBQVCpVFxFkfwUJtdU7ugOSqJkKoFAIBDKBsTYh7hKcWGQypVlsdbzf+wYI4ons2W80ab1nPkCTWyuMotKpcLczz/lPru3Na/PbvTsM6GtrDe6ShXL6r3swKogIiMjS0QBnk/Lli0Fn58dZPJ8n/2zGrrsdFByJWy8mQELTdNYsWJFsZX+q1RJPKcTgNVeMlPYFBB+SgJf2dyt7VD4DVkCn35zGCPApNRR2tFfhDs06DYUZwWEkkLKOC0MCxYseOWh+CUNK9qSfnITZ+CZTgaJGe1S0Rz8FBObSsLBfOVxv4BS2olODum8a8DtrcEAzMvNZfMEPFm8uk6B0tu4f4qSQeFhfm2SkpKgVqsxYsQIUIbJQb0236oylprnTPSSVzdhiTMx0TzWuOEbuabkJF3E49+Y56YlFX2BZ9/Qrnv37qIefTH4CvF8duzYgUOHDuGvv/7iPPtKd3+4tR0KSmkH56bvGRubfEcpLyz3nNJp8eICc04VrpXg2ooRaj116hSUSvEyrGKw/0f6vCxkXTtqsa3c0V10eWpqqtn/D5+6detK7pPOz+YmB9hJL34UhlbPXI/UJ+aTsVIpdqdPnxZMNrLefam8fQDQGUrU3rx5E23btkVYWBgiIiIk25tCyZn7UO7oDq9uU+HeNgK+A+YJ2ri7M+ePKb1n1CLgw590DgsLw5AhjI4Frcnjyg8aMd7T7HUEmNKsYs9NqQlYNi2MLbFLa3K5KA87iQkeAoFAIJQNiLFv4GW8jGx5JymsUbMHwA3AWEEmXdYzkxbGP26xCYqgIKOH3qVpd7OBNqfGr2MMCNY4GDZsmMV+FTafpCilp6xFpVLhww8/5D6/iNuOu/O74sW5HVyOKr+sGBvOXxxYSkmwpORtDfxoDqW38Tryc42V3kFmnn32O7OwxmFxahWUFAUpkVauXHBZJ0tRKeUV/uRgfkoSAHNPtpguh1Q0B1sWU+bgZrZO4eQB1xZ9Rbf78SoFh5A3AIgYaLQej3/7VKDuDQD+w5YJPvPL27H4+vqiffv2oGmaJxpq2WPMwpYNU5jUEhfLAVd6MvePmLGvy8nA3QXvIeX32dxvhlXwF4MfEs9OIrCqw9YQFhbGlInjMWTIEHTt2hVt27Zlyi3yjuH6xgfwfHcC6HzxiWSpnGtA+JxiveIAYF/dODHh4SGu6yIG+331edlcRRgp+CkIZvAEYk25evUqV85TDI2h7rvCUOqNNYojIiKQbUgFeb9nz0IZ3/yyfFpDDr2C59m3VQknINj7hF9q1VK6lLOzcELuGc/zbl+dScEw/V2zYwWVSoWGjQwhsCbGfna2MH0nOjoa06czvzNW96EgpNKn2HQ8Pvx0PP7kCfsb9Oo6xapjEggEAqF0IMa+gZfxhBaUH22tMjrrkWFLRIkJBvExNT6fPn3KhSMCgGenCYL17KBNbggdZGfrIyIi4OLiYvVxpIiKikJgYCDatWuHwMBAREVFFbxREahWTTxnnTUEnBt1gn11yxMwRUEqxPFlYKMO+Ea8jZe4Aatw9wPF8+xn34rjdBpY2HzZGjUKLpdW1klOTsYbb7xhsU1x6WWUJfiTg9p0JrTb1LMvZlQdPHhQdH/Jycw9IuPVC2fL7gGAjV+NglMhRMK3c+9dRjov1UAMMX2J7OxsYySMIeVGzAAUQ/tcvEZ4foq5sc9OdrJK/PwweLm9i5kRZTHShNeWrbv+8OFDqdaiREVFYcGCBVi0aJFZ+H9ISAgoCCdJHeu0gdxgUJnm61uKRuNHP/FrqstsmRD4Fi1aFGpym/2/YL3rqbuXmrXJMZR6VXoFCsLF+VAWjH0A6N27t6TBrzVMWvDTWdhSqJRhG1qvR0xMjCDtjC13KegHRaF58+ZQqVRcxIXR2Df851Iy+H44n9sm/ew2aA0TDqx3GxBOGJhiWp0l/1EiF4FCSaSW8Eu71q3HaFKYTp736tXLbLsmTZoIvgcApO5cBADQ5Zpf602bNpktAwpOx6uIz1sCgUCo6BBj3wB/tr6w3L1ruc6stcro7CCfn/f44oJ0CD07iOdvnxzzEffZ1lc4EGENBpktM6jlT1IcOHBA8jjWTFawYbmssJher8fIkSOLLYSej5Sxr+EZAk68klzNmzcvluNayv8viie9VatWmDKF8Yrwxav4ebp8lJ4B3KRA8i+T8WTbNwJV9pwkY2muopQBfNWIDcT56PX6Aj111kbNlCf4opLaNCa02zRUlhWi5LN69WrR3xtbMpI1UnXZ6UKPb1ADpGYJDTCtTmgIW/K8P9k+V3IdAMjshROJf/75J/eeu++tNfbTJIx9g2AYH6XBC8xWFNCb5Lybws9/FuP50V+Q9/AGpzjfunXrgrprRo0aNTBx4kSz8H+VSoUpU6YgI+5PwXKHYGbSUp+TIVhuSfxUpVKhZ0+mnr1AW4FiDLgDBw6gXTuh5oNL895mnmxuMxtDWpmh9GvWlQO4O78rpzHwZMdCpBsiPGz9aiBg0m9w45dIZPejNJ904TNlyhTcvXtXELnFwnr22WfjpUuXjKVQuWeIsYwkC1vukm+8jh07ljNeJ02aBIqioDOE8csNYfz86CoASDu0lnvP15ZQqVQYP3686PcZMGAAOnfubFyg10Gbbp5qwM/bZzVy1Go1fv9jO7OQN9HUtGlT0Wc7O8HDTroA4O7TJ9u+Aa3V4NkBY2TB9OnTJf+bLaXj8fWJHqwaIbo9gUAgEMoWxNgH4OLiYnXupRhnz561uN5asTQ2XJ4Nmc04twPPD61F9q04PN230qy9aRhpy5Ytocs0zrybhq+yg6x8gyAVv19hYWGSXlRrxOdOnjxp5oHQ6/VWixMWhmfPTNMbGFjPCwDIeSHLppMiReX69euS6wrrSY+NjRWERFI8QUUlz7PPN7KUXlU440iX+dwsh1duz0zidOnSpVzksbMDcSlvnlwul7zWLBVNnA8Q6j+wnn1TFC6VzITn9Hq9mbdXrVZzHmjKoMRPa/MEHkAAWPaPUHNC/TzH6v5m3ziJB2tGSa6vPOpnAMZJndRUY/47xXn2rQvj16SZn4+cpEvIu/+v2XKlwbOvcGM8sbrMZwLdEz4URWHQoEFo2LCh5LEzTm3Go/WTQecz58Y0LP9lmTRpErL/E08NoJTCsoQff/yxxd84q8Oiff4Q6Sd/BwDIHVwASobvv/9eINDn1CAc7m2GGDzZFPOiZLALagivrlNhH8SIg9IaYQj/499n48n2uchOOGJmxPJV7FlkNob7L9/83mIrGqhUKlGtF51hUpMtA7hmzRqjB5/9HRgmmk3TzvjGa2JiIjp06MCtY59BbP/ZqCr/ocJ0FEu8//77osudnJywa9cudOnShVsmdv8p3YXpShEREVj09zX4DFoMQPjbWLhwoeix2CiFF+d24PnhdYJJ/7z7/+Lekt54cX4Ht4wtWSoFK/Zoeo/x9Ym0aclMOUICgUAglGmIsQ9G3fZl6kEKZu9F2LJli1X7YXNr2Ty+3HtXQGvz8GTr/5B50dzDbxqNoFKp0LBhQ87LotcI8z1Zz37ePUal2TQkr2PHjhDj0SNxg6O0kMo31fIMATlPwGzuXMueR2uRUtQGjGGU1sIOtimlHRxqtuKiLQDA1i+EUZ2WKwWTADZegUbdBb25J5StP/7333+XSERFSRAZGYm7d+9i6tSpAi+/TCbDqlWrLFZAqFatWrmY1Cgs/IkjrYlx+/xwNGitBpRcAdvKwmcWRVFwdHTEoUOHoFarERUVhSpVqnDpNKzRq895Ybbfyw+FRkj8/TTBZzHhte+++w4///yzaD/5yGwdEDhjJ1Tj1kPpXRUJCQmgFDbwHbyYC5sWE20TgxWxY3m0YTpSfp8liFRgcajRAgAFpQcT+q1JvQttpvjkESv0yD6DxWDvT4qi8PPPPxf7vadSqRDkYSe6Lv3Eb4LPlp5FgFBMlK3qQMmVsK1cG2lpaTh61JgW4PmuMd0r4KNN8Bu2HK6t+sGn7zdwrNuWW6c3MdK1acnIvsFMWPLTxzgM6vOmn03FFGfMmCFIaRBLp8h/bJzEomzsodPpsGfPHuYzu1/DZLNYxIOU8QoA4eHh3OSX0lMFj47jBOvvLxNGGphGuhWU5x4bG4u+fRldDFs/87B/pwbhsAtqxH2+du0a/rzF+z3QOrN9ijFp0iTIKCDjzB/If2SS4lFAFQVrMf19iJVZJBAIBELZghj7Bq5fv26VGrRareYG0yyWvEEA8PjxY4vrWVhlXS7c0aSONp86deqYRSOo1WrEx8cj/RQzuSBT2gmE39hQYKVEnXYpoUGp+t18LJXsKW7i4+NFl/NrCv+fvfMOi+J44/j3jt6LKIiHiIKCvWHvUVBjN/YasXeNJdZYo1ixxF4w9ho1hp+Kxt5QBDWCla4gAtLhDu7298e5y+7dXkOaOp/n4WFvdnZ2dmdvb955G1sTFhAQUCTCLztfuSLaumrQ5OXJJ3M27X5G+V7zYFCOOwk1rdGKSXtGw46mDJZw9OHEYuS+C0fK5W0A+DW8ZRmRSIS1a9ciJiYGJ06cwIkTJxAdHQ0fHx9OJHlFIiIivppFDV1gu9coCtHpD/9iXDnYPsWAXNhp2rQpOnToACcnJ4wePZpjbVO+x2wAgKF9NUjiXyHtwWlm37v38ZwYG7l5ClYjZtacz/r6+pg5cyZ8fHwwYcIEJSsTPvTMbZgAfpZN+jCxSeR913w8AFDiLCRf+gOfru1H3LaREL8Lk+9QIcxYNPyRWUiT5WYi+8VtAIA0R55LXSgUYs2aNYzvtqp3oEAgwIMHD3Dt2jXExMQUS6aRuLg4vHwWolQuzU5TWuRQ53YFKAq8Bc+ATbuf1brOCI3MYFjeGdafI/ezEb9XbdkEUMw9pVF0NREoaOBpFM3g+eIJ5CUWBPOkF60+t8rqgrxdExPue1MTr1+/Zsz4AXnMFzYyhfSmipZ62qSdrVu3LgAg89lVpfOb1/kB9gOWq0wnSclkWqWyVeyHunEGdL9PgHyOwo5ToJiCk0AgEAhlDyLsszh16pTa/aoC0KlK70NjZWWldj8bf39/OFWRC86yPNWRj+l8t2zoflD5YsbsUc+qAszrd4HTjALrgtyoUN42FaP80uTkaDbp1ZSypySg8sSI958G4LNwQgeE+sLUijR0akRFBAKB1kEM2ccAcmGED6GxWUGOc56I3GzTztzIx/hwaDajZVGVQ7msIxKJ0K9fP/Tr14+Z1KrTtAIoFjeR0oYTJZyV8u39vskahWpdMmGkXt+Pj+fXAAD0zG05MTbuvlUfiCs/P59ZHJ0/X5667sOJxRytLXsxgY1JlQZKgqAsNxNCoRBr165VG5UdADJD/4f0oNNMOjx1rhwmbk1hVrMtALkbU9q9E0i5shMJB3+Bk5MToqOjMXv2bKa+qmCrFEUhKytLpXa4KKB90KN9u+HTtQIzez6z98ePH6ttSzFFKR3PRJIUrTELBh9xf4zg7Qcbxewx7GB6AArM7Vk+6GvXrlW6n3yacgAQv5e7muhbsRZdBcrC/qNHj6ALbm5uKt070u4rzwn4gtRpSjtLv4/T7hxR2Q8TV/6Fpor2FbROZcvux/nz59XWLexvYp06dZht5YxBBAKBQChrfNfCvr4tdyVdnRYxLi4OY8eO5QSgGzduHOLi4jRGqDU0VJ3nmY8PWfJzqEtzpCkAG+2DaGDjiHLekzhaYnFcmE790QZNpoxFCV8AJxrJh7eMOTudM7kwwjgfbFNTNvPnz9dZAHj27BlvefYbefwHQ7vKMHR0ByD3dc1+yV1QoiNa9+vH9Y0VCATYtWvXN2PeLhKJ1FpUfIvRodlRwiGTIvniFqQFnUHexygAQCrLpJtO06kLiWdWMNs5b+Q+t3qmVoCRObN48jiYKzDxaSRpM2qRSIQ9e/YgN/IxYjf2R270UzQ1SUTqrYO8568wYDnje00jy0rFvHnzMGvWLERHR+PatWsaY6HQ0IsNim5LgDzAIR28T8/MBpDlIyP4b+R/es9rFeLm5sarES2udxkbdmwRdiBCvkXfatWqqW1LJBJh8OAC7Xz6A7nQqm9euICW7FgwqpBlc4MIlus6nfNZoGDG7+zsXPCcs1DUUNPQ8Svo9zoAgPWbQy906ZoqViQSoX379vh4brXSvvT72rng0e2oWgyiF1/y09UEcmXF4GBnLEgSC3H06FG+I9T2Q1OWoMIGJWa7rIljlGNlEAgEAqFs8V0L+xWHr4ceK72duoBLr1+/ZgR9GqlUijdv3miMCH7x4kWsW7dOqz4lZxZM7FRpGzp16qR2QgEA+lbyfMHle81TqkdPJBT7zRcdXSgUahUETRtTxqLC09OTN/0QDW3ySmuAKlSo8MX9uHDhgkoBffz48Tq1tXDhQkRGRjLCPBtaMDGp6smYXQNA7rtwZpuSSSEAhT179uDEiRMICgrCb7/9hu3btxebiXFpQueQ5uNbjMYPyP1vaTKfXOJEA0+7XaAd1FfUnqqCJUiwF/uovIJgfQa2jggODkbjxo3x5r1cuPt04wA+HFvAuIiwYbv3+Pj4IDY2Fv8GXsSjtcMwvk0VQJqPmI39kfbgNBKOcN9DisFDAaBjx44ACoQVT09PrFmzRu1l0bnqe/Xqhdzop/JrkkmR/L/NAAB9Szvm2nMVgvjxBSmjA7bxxY8o7gU0tgsBJ6Umj4uCNu5RPXv2LGiPzlP/+XkxqFAVznMvwKJh0WXtUPTp1zO14prcC7ma/ejoaJWuc7SG+sSJE0wZvYDN1uxzUth9blfXRRnaNY928aDJfBYImbhoLNNEIpF8gV4h3SMbxhJCIORkZwHk70Bt5xA06qzq6ICIhWH48OHMNpUvRtoD9RaRBAKBQChdvmthHwCMHOV+o5r827ZtU57s0ubStL+6cdXGKtMXzZ49Wyv/4kxxwcROqkILsHLlSo3t8AXUoqHyJRAIBEpCPF+aIl20xJpMGYuSkydPYsGCBbz7GGH/s6nwhw8fvti3mz3pVEQXc8i1a9cy42fsVFtpPx1YSc+8YPzyUt4h/1OBb6SBnpAj1Ht6emLJkiUYP378N6PRZzNz5kzeoIzaLkR9jYhEItSsWVPFXgqSpBgAgHntH7RrkBUsTTHPOe13q2/rhMDAQAQHB8O48mdTXYpCbvQTXisjRYGTrdmkNeSUJBup1/dDHPsM73bzL4pRaoQ0TfFC6HR5W7ZsQfLFzch8FoiEQ7MZYVnfumJBkEueiP+qTLL54kcUN2w3qnxWGlFDe2UtvjaLXOzFXzpTiYGtIyDUg+PP8sUQ207yMVEXIJF+1jThYqJsWVGRHdX+s2BOsRbNaesQPkQiESdzg+IiLgBYtxtVcMDn50jXd8Lr16+Z7ff7C9zj6MCGirDTz+nC4sWL1e6nF2L0LOx498+dO1en37FDh/j77+XlpdJKTVvY86X0e6p/GwkEAoFQ+nz3wr5B+SoA1Pt1P3z4kNefn9b0nzhxAkIjM9j3WwKHIb5KeaVpDh7kN2tlc/S43GxQqhAUiKZfv34qV+TZsQNSAneoPIfiZJ/Nlwrs6kwZi5oVK1YgNjYW165dK8i5jIKgZuxJ4Zf6dlesWFHlPm19ROPi4jhaajo7AhtJorI/beazK5zJv4mRwTcp1KsjOTmZE4Fc14Wor424uDiEhal2tzH8nG9cVcwHRdhZHRTT3Ak/51G36zpNKdWhJDFCZZvqzIT5NOR8EfvFCW8Qs06eE/7YsWNK+9nxC/ig4wyIRCIM7NkVyQGbIIl/hfxP8nMZ2FZiZbDQPiI5X/yI4oa98EDxuCTQ6GJtRVtGSDMKxrXiCD+luqqsyFJvHkTCodm8+xQpl/Ici7rVxMRaBXEj6HR7AEsLzwrG2LlzZ7Vtvnz5ktkuWMQteK9bNiqwTKBkMnTu3Fnn8eIEnGMtbMhy+O+JWKzavU4d9G9I5n//AgAyHl9Ayr97CtzObOT79S3Lc47LfBYo74+OgVdVpYpVl+FEG16/fq1TbBDC10VUVBQEAoHKQMgEAuHr47sX9g1ZOc1Vmf+pCswGyM27161bByEr1ZthxerQt7KHaQ2uT9zff//NieR/4cIFTJw4kTFljIuLw5Llcn9avrzT8+fPV6thZk8WMx6rzixA5UvULm6UpMD+pdB9ZWdEoCeFVk37wqCCPPPAl/p2qwuyqK3Ghb0gAahYdOEpk+VkcPKLZ+QWTRqlr43jx48zizvFbTlS2mgK+qk+MroyeuYsywiFIH/szBWiyvL3oTRH7n9Nm/jzoSn4JltDvn37dkCWj/d7J3Lq5Lx5wPRnzpw5St8jTRNOmUzGLOSxzdalrMCGJi4NAfC/U8uSG4iim1DGk0sAuLEIhEKhTotcBZYRBcKZYQXlzClCE3PetITi9y9AaWnKXsmxInxauWBw+/r8FYTKAfo0ZbJhx9FhhH2W6x0HilKZFUYdIpEIY8eOlX+QSRG3fRTe7RqrMmbOjz9qt8CmCG1BkBzgh3j/aUi5sgsZD8/i3Q65dYK+uS2c515g7pMkKQaxmwYiOUBuhaFr4FVV6YS/JM0woDqAIoFAKHlu3ryJ7t27w9HREQKBAGfPntV4zI0bN9CoUSMYGxujatWq2LGDqxzMy8vDsmXLUK1aNRgbG6NevXpqrbBKi23btsHFxQXGxsZo1KiRWlkNAA4fPox69erB1NQUFStWxM8//8yRDdq1aweBQKD0x37nHz58GE5OTrC1teUE9wXkC2XVq1dHejo3fk1Z4Lt/Yxt8nvioM+Nn571W5MaNG/LjWT6o1i0HodL4vSjfax4sGvVgyu/du8dE8nd1dUX37t2xfft2dO/eHS1btpSvmAs+m9uyhL6NGzciNjZWK/N9baDyxEUWtK6swDbFzE8tSFPlMFSu2frSSb06bYhMJsOmTZvUHr93715MnMgVdGQ5yi8EPoFEaGTCuwjwPfI1LUR9CZoWpz6eXcVs8/m/K8Kpo+A3/JEdsK+6t7y+ULXpO6B9wDqRSITmzZszmUvykmKQw8oGYl6/IM0Znw+9usVNGvpecQU9Zc0jc030Zx5XptLkv/+4MQXS7hxF9su7SDzxGwB5ZgpdXQrYgllW2HWV9QR6BvhwaDbS7h7jWGCoCxKrCL3YcvfuXbzbNZYpp4NIFgToK3j+NGmq2W4ctM++0MiU33qOkiEiQrUlijqsra2ZbWl6IuP2oMiX+Lozi2OUTB6b5fP3UNGqwti5nnxDJv28T/4s+/r66vTemzlzJm/5jBkzdOu4AnR8HiLwl00kEklpd4GXstqvr52srCzUq1cPW7du1ap+ZGQkunbtitatWyMkJATz58/H1KlTcfp0QfachQsXYufOndiyZQvCwsIwfvx49O7dGyEhyqlhS4vjx49j+vTpWLBgAUJCQtC6dWt06dIFMTH8bme3b9/G8OHD4ePjg+fPn+PkyZN4+PAhRo8ezdQ5c+YM4uPjmb///vsPenp6TCDspKQkjB49GuvWrcOlS5dw4MAB/PPPP8zxEyZMwOrVq2FpyW/dXZp8929rA2sHCAxN1Gq61X2J6AeLPZk2cizQRlg06Kp0jEwmw9u3bzlld+/eRXR0NIS0yennSbaenh5++uknrX7kFX0J0x8VpN6Rfp5Q5MY+BygZevfu/U0JTOxJLR21GQCEn7WWXzqpV5epAQDWr1+vUrsfFxfHeaHQCPTlUaNT7xyB5MNbZD67AlluBpM+kCb71beXXo6gHsVc3opIM5IZIYGTikwFQgP5s5bHI8SwI78nlZPnA6cDhPFZn+gSsG7v3r1wcnLiuLqwTaWzX95Re7y5ufbZBhTTfyoG5JN8LHCREQqF2L17d5l6ByrGQJBmJOHj2d8hjnsOQG5dpGt/RSIRswgiTlAvWOenfUDqrUPy34jPyPLkE/Q9e/Zo1MKz33/5n94jP0O+COM07Rjsev4K0AvZny05tFkw4qQJlOYxbdIR+TmLo5SME+RQF9gTNj66du2KoKCgL/J1v3Llilb1rFsMBABOGksASE1N1el8fK5nAoFArUuatvj4+CA6OhqzZs0iQn8p065dO0yePBkzZ86EnZ0dOnXqhLCwMHTt2hXm5uawt7fHsGHDOPEvZDIZfH194erqCiMjI1SuXFlJmRQREYH27dvD1NQU9erV4yzEJicnY9CgQRCJRDA1NUWdOnWUMkbw9QsAzp8/Dzc3N5iYmKB9+/Y4cOAABAIB5/m+e/cu2rRpAxMTEzg5OWHq1Klap3GuUqUKfv/9d4waNQoWFhaoXLkydu3apett/Wro0qULVqxYgT59+mhVf8eOHahcuTL8/Pzg4eGB0aNHY9SoUZwAoAcPHsT8+fPRtWtXVK1aFRMmTIC3tzfWr19fXJehMxs2bICPjw9Gjx4NDw8P+Pn5wcnJSW5FyMP9+/dRpUoVTJ06FS4uLmjVqhXGjRvHmZvY2trCwcGB+QsMDISpqSkj7EdERMDKygoDBgyAp6cn2rdvz7hbHjlyBIaGhlqPQ0lD3tKQ+3UC/Gb8cXFxuHTpkspj6TQ/pgqppGikOfy+93w8evQIXp3lmi56kj106FCtJ3iK2ufsFzcByNP9vN/hg8RTy/Dh2Hyt+/M1wc4GQJt7FiBgfmgKi6ZAYXxaSZo///yTt1zwWQCTibMR7z8NyQF+AAoi8gPyNGv5qQkQCAQY2lCF+Srhm4Odhk0VdO50bSLyCz775VM8adzYGEnk7yuBPi3sK2v279+/r5V2OS4uDmPGjFEqz0uKZrbZEdD5NO12dvzBytjQCyOK5sVZYTe45/0cD2Pjxo0lFnRPFzRF2D9y5IjOgUYvXLjALCxnhgSorJd4ejmzLTQyZbapvFzs378fPj4+qFy5stpzvXr1CgArzRxrEcnMvRXKdZ4MQO6WoG22FkULF9qtRN/KHsbO9ZhYFHF/jAAA3kCemoiLi8Pz58/V1qlRo0ahNfrawOvSpZD9Z+XKlTqNP9vajTmPGqWGrohEIqxdu1bJIoVQ8hw4cAD6+vq4c+cOVq9ejbZt26J+/fp49OgRLl68iA8fPnBi3sybNw++vr5YtGgRwsLCcOTIEaUUtwsWLMCsWbMQGhqK6tWrY9CgQcjPl/8e5ObmolGjRrhw4QL+++8/jB07FsOGDcODBw9U9mvnzp2IiorCTz/9hF69eiE0NBTjxo1TCrT87NkzeHt7o0+fPnj69CmOHz+O27dvY/LkyVrfj/Xr16Nx48YICQnBxIkTMWHCBJUxLL437t27By8vL06Zt7c3Hj16hLw8+XtILBbD2NiYU8fExAS3b3MzlpQWEokEwcHBStfh5eWl0gWyRYsWiIuLQ0BAACiKwocPH3Dq1Cm1bll79+7FwIEDmfhEbm5uyM7ORkhICFJSUvDw4UPUrVsXKSkpWLx4sdbWFaXBdy3s576XpzMzsJVPOBT9VgDNvrP0ZEVV9HsDay1TYwGoWrUqLl+VB++hJ9kHDhzQ+gdeUfssfvcC8X/ORPyB6ZCJs5DzNojRqnyLwVd8fHxw7949JYFG36oCXrx48UW+ihwNEwBAffYGNkeOHOF8NqvZDjYdRkNoJH+B8AlgqTcPQvIhAhkPzwIAWrVqhd/6NsLOYY0QuvjLFi4IZR/2xEwVtDCljbCvZ2YNAJBm8UcSTzy5BACQkZ7GLEIBysK+LprBu3fv8gbyYmv22YHobGxslIS/7t27azxPQoLckkfRvJhtis3Wards2bJMafRpNF2rrgHaACAgoEDAp/IlyHrBP1ljp2MUx79itvPTElGrljzDjKZgeuXLywPLiUQiDB48mCPsc+rVaKx1zA1F9ytpakFEfqvPGnCgQFguTO54PqFYEXWufNoyZMgQlfvyPinfK4qSKpXpEmiWz7deW/cbXahUqVKRtkfQHVdXV6xZswY1atTA//73PzRs2BC///473N3d0aBBA+zbtw/Xrl3Dq1evkJGRgU2bNmHNmjUYMWIEqlWrhlatWilZH86aNQs//vgjqlevjqVLlyI6Opp5/1SqVAmzZs1C/fr1UbVqVUyZMgXe3t44efKkyn65u7tjx44dqFGjBtauXYsaNWpg4MCBGDlyJOeYtWvXYvDgwZg+fTrc3NzQokULbN68GX/++Sdyc1UHLmXTtWtXTJw4Ea6urpg7dy7s7Oxw/fr1Qt/fb4mEhASlhR17e3vk5+cz1h/e3t7YsGEDk3I8MDAQ586d00oJURIkJSVBKpXyXgc9H1CkRYsWOHz4MAYMGABDQ0M4ODjA2toaW7Zs4a0fFBSE//77j/O9sLGxwYEDBzB8+HA0adIEw4cPh7e3N2bNmoUpU6YgMjISDRo0QO3atXmDupcm37Wwn5/yOffwZ80+38p5cHCw2jbodEmUOJt3v565DSPU8e43s4F5vc4Q6BviadhL6BnLA/2xI0erykWsCN9kURL/CjKeyP6azNK/VmhTXvH7gijOBuWcAMijE2t7L9Vh7FwPTtOPw6JxD045n6uAktZIIIRd91mw9OwFU1e5ySmfsJ927zji/acyeZ5btGgBAz0hvGs5wNpUs4824eumW7duGgUMJp2ajWbhm34HqYq6npccK2/LuiIsPXsX7FAQ9nXRDKqql6cilVtKSorS99PT01Oj+Xi7du2Ybdq82MXFhRv9n3Ud2pqDljSenp4YMWKE2jrqMiDw0bUr140sOWAjPl3bj0/X9iLh6DymnK1ZTr9/EilXd+P9vimALJ8x79Vk3cQWIlu1asUrwAJARo5ErbUcG3b6QICbfi+flZpWlpOOevXqFUr7TqeJVIVAIEC3bt1U7tcWdYtkvOnrFDT7usK2dgOgtTUF4euD/d0MDg7GtWvXYG5uzvy5u7sDAN6+fYvw8HCIxWL88IP6tK1169Zltulnl7YelUqlWLlyJerWrYty5crB3Nwcly9fVvKXVnxnvHz5Uuk7quh6ExwcDH9/f07/vb29IZPJeJQumvsuEAjg4ODwxVkoviUU33f0ojxdvmnTJri5ucHd3R2GhoaYPHkyfv75Z+ZdUlbguw5V7/KwsDBMnToVixcvRnBwMC5evIjIyEiMH8+fEnjv3r2oXbu20vPZu3dvPHv2DG/evMGSJUtw/fp1PHv2DGPGjMHAgQPh5+eH06dPw8fHp0w9c9+3sP85dzltxg8o57APCgpS20ajRo0AAEJT1QEZ6PR+nLIKLrD1mgT7Ib4o13kybL0m4LpdD9h1n/W5cwWTL1UrVYqIRCLs2bNH7cSFhn75f2vQaZQ+HJ3HRCw3onOGQ24pURjYwb9sO42H0MgUtj+MhU2HglU/vlVPRRN+PXNlCxBtgmCR4DbfH8uXL1e7n/a/16TZF+gbwrJpXwBg0nwpkp/+EZQ0DwJ9A16NKdOWDoE9Vf3QycRZyI1+ivy0RGaRgYYv4i/tL6cKRfN3kUgEBwcHjjBIB4kDVGddKQv4+/tj27ZtKvdrWnxWRHGhhMoTIz3oNNKD/oI49jlyY54hJypUKdVfxqNzyPsc44A2z1c30eZLB8iXahEAkv/ZgDFjxmhlsSYSiTBu3Djms0ySA0CecpJO5Zfy7x4AwPDhwzW2p+ocimkiaYoytoM6K8Gs8Jv4cHIJPt1g/T4pZs0oREDJL02lS/g6YC8CymQydO/eHaGhoZy/169fM37w2mBgYMBs098NOt30+vXrsXHjRsyZMwf//vsvQkND4e3trTRPUVyc5BPGFK2/ZDIZxo0bx+n7kydP8Pr1a1SrVk3nvtP9l33h4tm3goODg5JMkZiYCH19fcaSqnz58jh79iyysrIQHR2NFy9ewNzcvFDZTooDOzs76Onp8V6HorafZtWqVWjZsiVmz56NunXrwtvbG9u2bcO+ffuU5u7Z2dk4duwYb6wtNmKxGBMnTsTOnTvx5s0b5Ofno23btqhRowaqV6+u5NZSmnzXwn5einyAaTN+ANi1axdnEkKbDVm1GgLnuRdg12MOpw16xVOPJzpw9mv5QPOlOrJuMQgWDbrA4PNE3bwO1zSbrdnXNdWPNsJ+UZgllkVEIhHc3d1B5UuYqN8GdgW+pqdOnWIig+sCJ/iXoOBrY+nZi9nmC/IUGBjI+WxSVVk7JtPgRw0AhoZEm/+90aJFC7Xf5fzPmlNNmn3zul7Qt6B93ynUq1cPe/bs4VaiZEy0c9oPmi5n07FjR60FH3XWQx+Ozce7XWNA5XMnh3ym4upMN1UtPlhbW3P6Ti/GmpiYlHnNpjpzfm0XfmnUmqhTMnw4Og+JxxeqbYNtOcGHqnSAqoT93OgnoChK40SKZuHCgv6xUyrS7ibU54Xxp0+fatUeH+w0kSdOnEBQUBCuXbtWpLEd1GbYoGTIjXgESWJBNgFFM/41a9YU6tn9XjKYEOQ0bNgQz58/R5UqVeDq6sr5MzMzY4LjXb16tdDnuHXrFnr27ImhQ4eiXr16qFq1qlbuMO7u7nj48CGnjB0gjd1/xb67urqSeVAR0Lx5c6V56eXLl9G4cWOlRRJjY2NUqlQJ+fn5OH36NCe9bWliaGiIRo0aKV1HYGCgkjUYTXZ2Nq9bE6C84HTixAmIxWIMHTpUbT+WL1+OLl26oGHDhpBKpUxMC0CevlAqVXbFKi2+b2H/s2bf0L4qI8Ap+kU6O8vzTlu3HAQAMPNoA33W4gDto0QHwOK0/1kzwqfZN63B/0DS0ObbNWvW1No0MS4uDmPHjtVqBbMozBLLInFxcUwgFjogFx25mUZbrRIbtv8j2xIEKNAa0sEa6X5cu3YNsbEFmkuzmu1QrvMUpbY1BU0DoBQshfDtQ2scVUW7ps2k9SzLA58FdH1rB5jV7gB2TAkDO2dm28y9NXbv3g0fHx/ExsZy3i2Kwlla0Bmlc+qS/lOjv72C5tLd3Z33vaSuHU9PT14hRjHmAe3GkJOTUySuPMWJSCTC/Pn8gVR1XfjVJZvB33//zVtO94Vv8UkgEPAGbCxXrhyzGAUUuI/kZ6YwZZcuXVKa+PMhEomwZo08hSo76KJp9c9abql8wehLXdNEIhH69euHfv36wdPTs8QEZLZlCu1aCEDJjF+TGwWBAACTJk1CSkoKBg0ahKCgIERERODy5csYNWoUpFIpjI2NMXfuXMyZMwd//vkn3r59i/v37+ukBHF1dUVgYCDu3r2L8PBwjBs3TquFyHHjxuHFixeYO3cuXr16hRMnTjAZLuh3y9y5c3Hv3j1MmjSJsUg4f/48pkxRnjsR5Ioo2gICkFtghYaGMi4V8+bN41g9jR8/HtHR0Zg5cybCw8Oxb98+7N27F7NmzWLqPHjwAGfOnEFERARu3bqFzp07QyaTYc4crrKzNJk5cyb27NmDffv2ITw8HDNmzEBMTAxjlq943d27d8eZM2ewfft2RERE4M6dO5g6dSqaNGkCR0eudeTevXvRq1cvtSm7nz9/juPHj2PZsmUA5PMXoVCIvXv34p9//sGLFy+KNairrhSrsL9q1Sp4enrCwsICFSpUQK9evfDy5UtOnTNnzsDb2xt2dnYQCARaBY7z9/eHQCBQ+tM2eAeNNK3AzJSOFAxw017JfX+4ExxD+wJTopwcuVkhrWVgm6VKPvummlRtxDneqJJmE3rqs7miqlUqPuhgGprYs2fPN7vKz56wSj4H5TKwrsjRxquLnK8KkUiEYcOG8e6jYwLQ7N27F87OzujQoQPevn0Ls1odYFqjJUyq85tgKprQ8qHrJJ/wbUD7oF+7dg09enBjRMiyUyETZ0MgEELf2gEAYNdtFux+nAmrVoOZeuxUlB8UtLhsYYtt6g4AVG7J+ba7u7sjPDycd586X2dVZp30Ii0dbC7ndYE5XVkLnMPHypUrldwXCpPjXTEdoTrMzc2VLD7YvxX04hPbB3z37t28fXJxcYEsN4P5TMmkiNv2M+L3TuTUu3NHfepFmtmzZ2Pt2rWgc86zoTX7qt7PZQVVE0f2fIOdSUZoYsGp9/jx42LpF+HbwtHREXfu3IFUKoW3tzdq166NadOmwcrKilk4XrRoEX755RcsXrwYHh4eGDBggE7+xYsWLULDhg3h7e2Ndu3awcHBAb169dJ4nIuLC06dOoUzZ86gbt262L59OxONn1aW1K1bFzdu3MDr16/RunVrNGjQAIsWLSqSlJHfIo8ePUKDBg3QoEEDAHIhuEGDBli8eDEAuXspO5aCi4sLAgICcP36ddSvXx/Lly/H5s2b0bdvX6ZObm4uFi5ciJo1a6J3796oVKkSbt++LbeYKyMMGDAAfn5+WLZsGerXr4+bN28iICCA+e1XvO6RI0diw4YN2Lp1K2rXro1+/fqhRo0aOHOGq9R49eoVbt++rdaii6IojB07Fhs3bmRcVUxMTODv749ly5bBx8cHW7duLVPBS/U1Vyk8N27cwKRJk+Dp6Yn8/HwsWLAAXl5eCAsLY25QVlYWWrZsiX79+vGmaVKFpaWl0sKBztpPlpmneV0vJP9vMwDg+vXrTIRQV1dXmNfnmpYa2ldFdrhcw0Cbf9B5rFOu7IJZzTbIfPYvo53XtywPgaEJ7H6cWaCN0NS1zxMYdStLitDaZ3UCf1BQUJlabSpq2L43+ekfQeXnQaBvCD0LO0jTC37M1JpU8hAXF4eDBw9yFg1oDMo5QfwuHB8/flSyrhAamcGu20wAQG4cf3onTT77zZo1+6bHjKAekUgEkUiEs2fPKu3L+/QeRg6uMLB2RH5yHLOQaNGgK9JuHwYAGDnKyzJCL0KS8AZ37tyBp6enkg9xftoHGDkWaEf50oEdPXpU62dRG7PONm3aYPbs2WotjTRlROGDjt3x8cwKmNX+AZlPCgLCmZoqW2GVRU6cOIGHDx/izp07aNmyZaHeAdpq9uko7e3atYO3tzfevHkDV1dXpUVhHx8ftftpFBcZ9EytIM34qFRPl/gJs2bNQnh4OP6JfQ5jp1pMOSXNQ/fu3cv8AjZtGcE2GVX8zJ6T6FuW5xx/+fJlzJw5s9j7Sfi64Isy7+bmpiTEsBEKhViwYIFS2jtAbmmiaNZsbW3NKbO1teX9PdLULwDo0aMHZ+F65cqVEIlEnPm7p6cnLl++rLZ9VbAXz2i+xexTNO3atePNekNDW06wadu2rdrFw7Zt2zL548syEydOxMSJE3n38V33lClTNFqIVK9eXe39BOTvbb6F6m7dupVZq+li1exfvHgRI0eORK1atVCvXj3s378fMTExnCBDw4YNw+LFi9GxY0ed2qYjbLL/CkMe22zuM2xzQBcXF9h2HMfZb+RQMEGhX2gCA/mLSpqZjOSATRDHPkPexyimXuUZJ7UW9AG5JgTQTShVjL5LWzwA8pf7nj17vnmhkWPyS8mQl8rv1/zpE38KMlVs2rQJMpmMNxAjHROgevXqStYVbG2psaiW0rFAgRm/ouaWpm3btjr1lfBtwpe6qyD9Hvf51jO1Yrbp947F50VLOj2Z4rslJzKE89mgnLLwlJGRoVSmClrgVsegQYO+6MdRVXR6etFPmpmC9PsnIctJZ/bRuYS/Bjw9PTF9+vRCv7e11eyPGTOGo8FXZ8KujQ84vciQekeedvTTdX+19bRh79692Ldvn5J1itDYHIsWLdK6ndKCzzLC19dXpZuOYjpfTVkpCISvgW3btuHhw4eIiIjAwYMHsXbtWo1ZSAgEwpdRrJp9RdLS5CngbG1tv7itzMxMODs7QyqVMqYotBmLImKxGGJxgfY0Pb1g4pd4eikqjdkJmSQXcnN9CgMHDmQmhKmpqdyAVeD3wRfofw4W9Flwc3d3Z3zHC4OeuS3TV10mp8OHD2fMx2kTV3pbJBJ9VRPdwqB4ffmf4mFoV1kesTz6CVO+b98+jo+SOuLi4rBu3ToAgL55gaVF8sUtKNd5CmPG7+3trXSsQF9zQBk6QJ+qSd+7d+++2nGj+/219r8sUb9+fTRr1gz3799nymgfXzrQp0ySA6GhPNpypUl/4t0fBZOo3NjnGDJkCOrXr4+8vDyl1HhZz65AaGgC245j5fXjlFf2ra2ttR5Le3t7jBkzBrt371ZZJz8/X2N76gTdevXq8R6vLqeyVCotleexNL4L7Dgi6tD1d0YTtFVH2u2jyAq7ifwU5RgpAoEAzs7OWp2XtpgCAChYnJQ3N2KeaU2U9vtI8fdZJBLBysoKEydOZII5UdI8CPQMlI4dN25cmXyPlsU+Ecour1+/xooVK5CSkoLKlSvjl19+wbx58zQfCHlgwC5duqjcr4vbEoHwPVFiwj5FUZg5cyZatWqF2rVrf1Fb7u7u8Pf3R506dZCeno5NmzahZcuWePLkCa82adWqVVi6dClvW3QQIaGhMUxrtICI+oinT58ykX2TkpKQl5wPg3IifLq2H9Zth0PP1Ap65raQsoINCQ3lmn3ZZ/9rOr1J3LafIZq4X+drFBrLNVYvX75EQECAzscD3OjE7Gv6ltmyZQvncz6j2ecG4Hjz5g38/PxQvXp1JCUlIT4+HhUrVoSdnR0UOXGiIAey0MwaACBOeIO8pM+5yT8L+//++6/SsXQsBzafrvuDypcwQhVtxh8dHc17TWKxuNDPQFlBMWoqQXeSkpKUUrnQliv6tp+F/Zx0RtjXN7fF0HlrceuzocnI2sZoXrMf8ywpm8dTyAg+j6yw6xCaWPIKaDExMTo9i5q0+//9959W7TVv3pw3zoaJiQnv8ampqSrbkkgkpfp9KsnvAh1AVhNHjhxBhw4deN9/hSEkhLYSoXifI0Duiqft79KzZ884FlOZTy/DvK4XACDyzt/Mu1xbysL7iL52e3t77Ny5Ew8fPsTOnTuRcGQe7H6cgU9XCxbJevXqVWZ/w7Oz+dN5Egh8bNy4ERs3bizUsY0bN/6mTfIJhOKixIT9yZMn4+nTp7h9+/YXt9WsWTM0a9aM+dyyZUs0bNgQW7ZswebNm5Xqz5s3j+Prlp6eDienz0HVWD5y5XvNw5u1PVC3bl3GRDEuLg6L78v9PcXxL5GX8g6GdpVhUL4KI+wLDAvyltLB1tzd3RESEgJpxkfkRj+BsXM9pX5lPL4Ai4ZcE9bUO0dh2aQ30m4fBQBYWFiga9eu2t+c7xxFP528FHnGBcsmvWHZpDcSTy1Fzlt5ULKnT59CKpVi/vz5TP7XHTt24Oeff1bZJj2Ospx0JhijvlUFCAyMce5FBlItXCA0NmeiT9MWH2zSH5yCoWNBkEbaGkSVhqRcuXJf7TOQl5eHwMBAdOrUSSmtC0E3rl+/ruRLpqjZF+hxLUkMq7cGXsh9pRvVcOaMQ0BAAMdKgEaWk84xe2czaNAgnZ7FrCz1Qf4qVaqksb24uDjefLV9+vRRmVvd1NQUv//+O+++H3/8sVS+T6XxXWAvVGoiJyenyO5L3bp1sX79erW+j46Ojlqfr27duli8eDHTXvLlbRC/f4XsV3cBUBAKhVq1VZbfRykp8vmE5P0LvN/NdR3csGFDmY1JwLaUJBCKExMTE53ifBAIBDklIuxPmTIF58+fx82bN4vlB0soFMLT01NlQCgjIyO15oySxEgYVnABIE+9Fx0dDRcX+eeHDx8y/vhUXi7yPkbB0K4yDMtXQW6kPMAFHW2fypcwgltkZGRB+x8iGCEx879/IdA3ROaTS8hPjYd5/S4Qx/6HjNCLkImzkBv5GGn3jgNSeb5GHx+fMjcpKcv4+PhwAsfQmn2aCj/9hmhf+QLLoUOHOPsoisL48ePRtWtXznPq6enJtGnVpA8AwMSlIWS5GZBmfYKemQ0MyjvjqZ4bkA1YtRiIT//Ko1orRlROvrgVACCJf4WciEeQ5WQyC06qtGpubm5f/TNgYGDw1V9DaePh4aEUgJNOHypPv2cAgQFX2L/6oiAomqEedxzYOWG1xdraWqdxpF23VPHp0yeN7UVFRfEGHT179iw+fPjA+5vi4eGhHPwMctPx1q1bl+qzWJLfhUGDBuHIkSNa1U1KSiqyfrm4uGD37t0YPXq0yjo9evTQ+nwGBgbcsZTmI/PJReZjuXLldOp7WXwftWvXjrd8wYIFzHykLFLW7iOBQCAQuBRrgD6KojB58mScOXMG//77b7H9YFEUhdDQ0EKn5kg8uUTejkwKCPU5K4dXr15lhH1ZXi4kn4Pu0X771u1+Rvmev8qPz5cwx7HNSCUf3jLb0vREJJ1bjdyoEOSnJuDdjlFIPLMC2S9uMYsHtKBva2vLZAUgaIe9vT3nMzvXM43Q1Frl8ey0fHFxcbh27Ro6deqkVC/7pdwEmjblt2pWkCbLsGKBOamZeysAQG7sf4he06NggkrJkHhyCZIurGPq0mkclfqrwpef8H2hGIATAGTZaZCJsyAQCGFgU5HR7OfG/sc5tntd5QCmmrTuitAR23VBUzYRQ0PNMS3c3NyU8rsD8oVZxbgDNHQwNPZxAoEAu3fvLrMa0uJA8X2ojqJO7+nj44Nt27ap3D958mSV+xTRlJFBndvG10LFihV5n/OylO6KQCAQCF8fxSpFTJo0CYcOHcKRI0dgYWGBhIQEJCQkcISalJQUhIaGMmkeXr58idDQUCQkFOSGHj58OCeAx9KlS3Hp0iVEREQgNDQUPj4+CA0Nxfjx4wvVT2lmsjxftVAP+jYOOHbsGAC5sLd7927GH5+S5CIvMQoAYGhfDWY128GqaUFuSrZ/NntSzBb29a25CxLSjGRQEn4hr0OHDoW6nu+ZW7ducT7np38EJeVqMI1EHmrbSE5Oxt69e+Hs7IwOHTqgadOmzD7qsxb+0w1/AIAkSe5nb+pW4Faib14QgJL6rJGUibM5LiN8VK1albecjp5OIPj4+CAqKorJoQvI0zsC8vShAn25ls3Kghulns+amk+wUIWenh527typs6DcokULtfu1SZcqEong6+vL2yd1iw8+Pj6IiYnBiRMncOLECcTExKjNnfstovg+VEXFihWLJVML4y6nwJQpU3R6llQt6tB8C+/I169f87o9zJkzB3Fx/HEPCAQCgUDQRLEK+9u3b0daWhratWuHihUrMn/Hjx9n6pw/fx4NGjRgtAoDBw5EgwYNsGPHDqZOTEwMJ396amoqxo4dCw8PD3h5eeHdu3e4efMmmjRpUui+0kKcee0fmB/X169fgxLoMZFxKUkOxAmvAAAGdk4wqMC1VKDr7dmzB15eXkw57dstr6T9BJuOpk/QntatW3MLKBkTR4HGiOUvz8enT58wduxYxnSYmYDp6UMgkH9lZNly82R2ekUafWsHmDeQ+4+a15Yv2ORGh2rs++DBg5VS0IwYMeKbT5dI0A2RSIRatZTTOFp69mK22zqbcPa9TlSOUqyt1vfEiROIiooqlKAsEomwZ88elfu11SbPnj0ba9euZaxctF18EIlE6NevH/r16/ddafRplN6HKkhISCgWgfLVq1e85aoWNlWRmJiodn9hrfrKEqqCWbKtzQgEAoFA0JViN+Pn+2Obpo8cOZK3zpIlS5g6169f5wRJ27hxI6KjoyEWi5GYmIhLly6heXPtc9jzofc5H7pVs37Mj2t0dDSELG29LE8MWVYqpNlpEAiE0LfgN1GtW7euUu7oDycWIzfmGVJvHeI9ho9GjRoV4kq+bzw9PZUE5nxW1gQAMCzvrLaNxMREXh9hPZOC3OWyz9YYko/8EfTLeU3kBOejXUHUYW5uDn9/fwQFBWHjxo0ICgpSCjhIIADyAHQ0Kf8qC9OjOtThfJbxaAyHDBmi9fm+RFD28fFBbGws2rZtyynXdSFr1qxZiI6OxrVr1wq9+PC94enpqdG6ApD/VmvSnhcGVRHydXUH0ZRC8MKFCzq1VxYRiUQYN26c5ooEAoFAIOjAd+0M7OhYkI4t7f4pzr43b94gKCiIibRP5ecBMrk5OK2pN3Tgn8j8888/EIlEHPPv3MjH+HB0HvI/vde6f1+6gPG9QgvMDRs2BABOikQAMLCrrPZ4sVjMa+JMB9uTZqUyJvl5SfzCPgAYuzRgtjNDL6qsB8hNqukJsKenJ6ZPn040+gSVsDWmWU+V04g1a9oE9+f9gBkd5e+oPwbVV6rj6emJNm3aaDxXUQiBIpEI169f/+KFLJFIhHbt2n2XWvrCEBcXx5txQRH2+6coUZWWTVV8ElXExMSo3c92+/uaWbhwodJvj0AgIHMBAoFAIBSa71rYZ6fvSw86A0Buzi/QN8K1a9fQpEkTCAzp4HwFkxNa2Df4nNs65+0jSHMy8OnaPgCAg4M8GJam4FSE4sPT0xMTJkwAAEizPnH26VtWgMDQlO8wAPJ893y+k3TsBpmkYAJLSXKQn15gYipJKpiUVuizkNmW5WQw2wKBgHdCRyBoC9s8WybmBtqL95+Ghw8fwsHKGNM6uiFq9Y9wsTNTbAIAcPjwYY3n+vjxo8Y62kIWskqW169f81opKeLt7V2mF1AkEona/Y0bNy6hnhQvdGBJ2l1FKBR+d0ElCQQCgVC0fNfCPjsasCwnnTHPNygnQmBgIHJyciA0+KzZlxT4feclc30bc2OeIG7zIGbBoFu3boiLi0NAQIDKc2tjol8cZpXfE87OcnP9nDfyHN0UJUN+RhIA9dr9T58+8ZYL6Gfhc3pFGrblQOrNg0rHyU3+CxYPxo4dq7SYoC6yOIGgiKenJycuSNI/G5ltaXYq7ty5o1U7mnzqAfniF+HrxM3NTatsHj179iyW87do0aJINNU///yz2v3m5uY6962s4uPjw7irREdHE3cVAoFAIHwR37Ww36hRI472Pe+zVtagnDyC8KtXr1iafbawzwq4B0CWq6BZi4/XKLjVrFlT7f7iMqv8nqDvX/aL2/h4fg3e75nAjLE6v31VwZCYFIwK2RP0zGyYbUoqwYfjCzn72QECf/75ZyxcuFBpAl6YtGaE75sVK1Yw21nhN5htmSRXp+jkPj4+WLRokcr9ZBHq60UxXaMqC6KyboXWrVs3xmJOkW/xt5K4qxAIBAKhqPiuhX2AK3Qzwr6dXBCsUKEC9Ay5mn2hUAhLcP0QZQrR3o8ePapx8pGcnKx2f7du3cgP/RfCzuCQHX4T+SnvkPc5oJ4mv30+mBSMCuOdG/OsYDv6CXKjQuV+/Z+RsaxCXr58qTQBL2xaM8L3TWAgy1dfmo+Ew3Px4cRiNKhVQ2czeXW5vL81Qep7g07XeO3aNTx48KBEfcL50skVNhjg8OHDecvLugsCgUAgEAiliX5pd6C0KV++PLNNa+ytmvdD6s0DAICxk6birwSAysuBnp4eJkyYgK1b/4BTXi6EnzW9lEQ52JBIJMKkSZPwxx9/8J5XU6qgPn36FOp6CAXwmTJLFBZ0dEHAjDdX2P90bR+EplbIfHoZkMqDOOZEPmbS7rEXB+7evYu4uDj4+PjA29sbb968gaurK5msEnTmxYsXnM/iuOcAgDSh7ik71aVoq1Onjsp9hK8DkUjEvGN2797NpBYVCoXYtWtXsb1/aDcCdtyAwloxicVi3nIPD49C94/wbRMQEIDw8PDS7gbhG4CeT5JnSj3kPmlPZGRkiZ3ruxf2u3fvjjNn5L72eaxI+QblnPDx40c0HTgEf515Bg+3alhz7x72798PgGIEfYCruQWADh3kQl6nTp0wePBgXpPaVq1aYe/evSr79fTp0y+5LALAe9/p6PmGFVx0bk/IcukwNzdHZqY8d7ksJx0fTy3lnoeVkk/xXPfu3WPyfhMhn1BY+vfvj4MHlWNEvH37Fg8fPtRJu69u8fHHH38sVP8IZZOSXGikrZjGjRsHqVT6RVZMNWrU4C1Xld6P8P0iFouhp6en1j2JQNAVoVBIniktIPdJe/T09FQuZBcl372wTwdxA4DcmAIB23H0dvit7YmW6RaAXRP8F/oIzVYORt++fTW2yQ4WlJWVxVvnyZMnatvIyMhQu5+gGU9PTzRv3pzjg5+XHAuKkkHP1Ap6FnaQfg7Ypw0FAfpy4erqitDQUJV1JUlRKvdpcuEgELSB9mPmSzt29OhRnYT9169f85Z7e3uTyPnfICW50FhUiwvdu3fHpEmTOG4BAoEA3bp1K6quEr4RjIyMIJVKcejQIWL5QSgSAgICsGjRIvJMaYDcJ+0JDw/H0KFDYWRkVOzn+u6FfTc3NwgEAvkE4rMJNo1prQ54FvYS1m2aQCbJhUwmw8mTJwEAGSEBsGjQFQAg+cD1PzQzK0hz5erqymvGyJfajY020foJmpk7dy7u37+P1atXA5C7XOQlxcKwvDMMHVyRo4OwLzSSp+uTSXKQmJioti5bsy+Of8XZV9aDYRG+HgYMGIBNmzZ9cTt85tYCgUBjpH4CQRuKYnGBTktXUi4IhK8fDw8PNGzYsLS7QfgGoE3SyTOlHnKfyibffYA+kUiEefPm8e6z6zqNicavGJQt5eoufDixGDEb+ir57EdFRXHa5wvGVr9+fbX9ItqKomPZsmXo0qUL81mSIBe+TarqlptZaGIJAJBlp6JWrVpq67ItBpLOr+Xsq1Klik7nJRBUMWTIEN7yQYMG6dQO33uK5PcmlDVIWjoCgUAgEHTjuxf2AaBjx47MdsIRruCvb1kBgHK6NUjzkRv5WCnnOh/saMhRUVHw8fFBSkqKyvpr164lk+wiplWrVsw29dmCw6J+Z53aMHauCwCQibOxcuVKjfVjNvRF3PafkZ8azylX5dpBIOjK8+fPdSpXB997ikAoa5C0dAQCgUAgaA8R9lFgwgoA4thneL9vMrPPrGZbAMqafVWoSmOkOEFRFf16ypQpmDVrlk79J2iGnbYpNyqU2RYamfHU5kffwg4A0LptO3h6emLEiBFq61N5YkjTP3LKChuJmkDg48iRI7zlx44dK1R7RJAiEAgEAoFA+HYgwj7kE9xmzZoxn/M+RkGcwPXDV4y4rwovLy+tJsp8wuJPP/2EzZs3a3Uegm6IRCLs2bMHAoEA2S8LUvIZFCIq/wDv1oiLi+ONhM4HvZD0JZGoCQQ+GjRowFuuyU2IQCAQCAQCgfDtQ4R9AA8fPsTdu3c5Zen3TnA+U3kKZvwquHz5MuLi4rSq6+/vj6CgIGzcuBFBQUFM8D9C8eDj44OYmBiMGzcO2a/kEfoNK1TVeJy+lT2cph9nPhvKxHj9+jUnmJkq7OzsGB9TYhpNKGqmTJnCWz558mTecgKBQCAQCATC9wMR9gHs2LFDqUzyMYrzmdJSs09RFCfVmyY8PT0xffp0kt6qBNm5cyckiZEAAEN7zZp9qxYDOeb+Nd1cOK4f6nB0dCSm0YRig22xAhRE0CfPGoFAIBAIBAKBCPsAIiIilMryUxMgY/npy7T02QdIHvWyDG3BIUmUj7lazb5QD3rm5ZiMDDS2pvpM9HJayFJFz549v6zDBIIGaIuVa9euISYmhliPEAgEAoFAIBAAAPql3YGygL29vXIhJUN+2gcY2jnLP2qp2QdIHvWvAckHubBvYFcZEOoDsnylOradJsCifmfIxNzo+W/fvoWTkxN8fHzw4cMHLFiwQOV56tSpU7QdJxB4KIo85gQCgUAgEAiEbwui2QfQtm1b3nJ98wKhnaIK/LM1aXNNTEyKpmOEIqdFixYAAGl6ImS5mRDoGcCgnFxIEugbwnH0dli1GAigIDUf24RfkhjJiaZvY2NTUl0nEAgEAoFAIBAIBK0hwj6A7t2785YnX/qD2Za8fwFALuivWbNGbXtv3rxRu59QetA+zgAYv33HUVth22k8rNuOhEE5J1i3HgpT91ZKx+anJSLp/BrEx8drdS6hUMibhpFAIBAIBAKBQCAQihsi7EMuALZs2VKpPPvFLcSs74No34LFgPnz52PWrFnYtm2byvb42iKUHXx8fGBtbc0I+wBg0bAbhMbmzOfyPX9VOu7j+TXIS47FnTsFqfs+ffrEew6BQIBdu3YR02oCgUAgEAgEAoFQKhBh/zOqhDIqXwKAUqrXvXt3XnP+fv36kcj6ZZwLFy4gNTWVCdJHY167g9rjZDnpALiLObm5/LEcpk+fTgKlEQgEAoFAIBAIhFKDCPufcXBw0KpeQkICALnQP3z4cM6+rl274sSJE0XeN0LRsnLlSgAFQfq0RZol1+JXrFiRKVPlAjJo0KBC9o5AIBAIBAKh5ImKioJAIEBoaGhpd4VAIBQRRNj/zJAhQ7Sq9+OPPwIA4uLicPDgQc6+S5cuIS4ursj7RihaYmJiAAB5yTEa62Y8voCEQ7ORcHQeKEkOAODevXvMfk9PT4wYMYJzzIgRI4h1B4FAIBAIBAJBiVWrVsHT0xMWFhaoUKECevXqhZcvX3LqnDlzBt7e3rCzs1O5ALNr1y60a9cOlpaWEAgESE1N1er827Ztg4uLC4yNjdGoUSPcunVLZd1x48ZBIBDAz89PhyssPpYsWQKBQMD506SwvXHjBho1agRjY2NUrVoVO3bs4Oz39/dXalMgEHCsdw8fPgwnJyfY2tpi9uzZnOOjoqJQvXp1pKenF92FFiFE2P+Mp6cnGjdurLaOi4sLI8S9fv0aMpmMs18qlZLgfF8BTKpFqXK6PQD4eM4XWS/vIPHUMqRc3QPxu3CIY56pbM/f3x9BQUHYuHEjgoKC4O/vXwy9JhAIBAKBQFCNRCIp7S7wUlb7VVrcuHEDkyZNwv379xEYGIj8/Hx4eXkhK6sg1XNWVhZatmyJ1atXq2wnOzsbnTt3xvz587U+9/HjxzF9+nQsWLAAISEhaN26Nbp06cIowticPXsWDx48gKOjo24XWMzUqlUL8fHxzN+zZ6rn6JGRkejatStat26NkJAQzJ8/H1OnTsXp06c59SwtLTltxsfHw9jYGACQlJSE0aNHY926dbh06RIOHDiAf/75hzl2woQJWL16NSwtLYvngr8QIuyzmDRpktr9vXr1Yrbd3NwgFHJvn56eHictG6Fs8tNPPzHbcdtGIvX2YWSE/I8pk3yMRNLZVch5GwTIlBcE+CLse3p6Yvr06USjTyAQCAQCoURo164dJk+ejJkzZ8LOzg6dOnVCWFgYunbtCnNzc9jb22PYsGFISkpijpHJZPD19YWrqyuMjIxQuXJlxr2RJiIiAu3bt4epqSnq1avHsWhMTk7GoEGDIBKJYGpqijp16uDo0aMa+wUA58+fh5ubG0xMTNC+fXscOHBASSN99+5dtGnTBiYmJnBycsLUqVM5QrA6Dh06hMaNG8PCwgIODg4YPHgwEhMTdb2txc7FixcxcuRI1KpVC/Xq1cP+/fsRExOD4OBgps6wYcOwePFidOzYUWU706dPx6+//opmzZppfe4NGzbAx8cHo0ePhoeHB/z8/ODk5ITt27dz6r179w6TJ0/G4cOHYWBgoPtFFiP6+vpwcHBg/sqXL6+y7o4dO1C5cmX4+fnBw8MDo0ePxqhRo7Bu3TpOPdpCgP1HExERASsrKwwYMACenp5o3749wsLCAABHjhyBoaEh+vTpUzwXWwQQYZ9FSkqK2v0dOhQEcBOJRNi1axf09PQAyAX9nTt3kujrXwHsWAvSjCSk3TkqF+w/Q0nEpdEtAoFAIBAIBJ04cOAA9PX1cefOHaxevRpt27ZF/fr18ejRI1y8eBEfPnxA//79mfrz5s2Dr68vFi1ahLCwMBw5cqTA4vEzCxYswKxZsxAaGorq1atj0KBByM+XKz9yc3PRqFEjXLhwAf/99x/Gjh2LYcOG4cGDByr7tXPnTkRFReGnn35Cr169EBoainHjxmHBggWcY549ewZvb2/06dMHT58+xfHjx3H79m1MnjxZq3shkUiwfPlyPHnyBGfPnkVkZCRGjhxZiLtasqSlpQEAbG1ti/U8EokEwcHB8PLy4pR7eXnh7t27zGeZTIZhw4Zh9uzZqFWrVrH2qTC8fv0ajo6OcHFxwcCBAxERoToG171795Su19vbG48ePUJeXh5TlpmZCWdnZ4hEInTr1g0hISHMPjc3N2RnZyMkJAQpKSl4+PAh6tati5SUFCxevBhbt24t+ossQvRLuwNlidatW6vdb25uzvns4+MDb29vvHnzBq6urkTQ/0oQiUQYPHgwjhw5wpTlxoUx27Jc9T43Bw8exLx584qtfwQCgUAgEAja4OrqijVr1gAAFi9ejIYNG+L3339n9u/btw9OTk549eoVKlasiE2bNmHr1q1MvKFq1aqhVatWnDZnzZrFxKhaunQpatWqhTdv3sDd3R2VKlXCrFmzmLpTpkzBxYsXcfLkSTRt2pS3XwDw66+/okaNGli7di0AoEaNGvjvv/84VgVr167F4MGDMX36dAByIWvz5s1o27Yttm/fzphVq2LUqFHMdtWqVbF582Y0adIEmZmZSnP4sgJFUZg5cyZatWqF2rVrF+u5kpKSIJVKlRZ37O3tmQDkAODr6wt9fX1MnTq1WPtTGJo2bYo///wT1atXx4cPH7BixQq0aNECz58/R7ly5ZTqJyQk8F5vfn4+kpKSULFiRbi7u8Pf3x916tRBeno6Nm3ahJYtW+LJkydwc3ODjY0NDhw4gOHDhyMnJwfDhw+Ht7c3Ro0ahSlTpiAyMhI9evRAXl4elixZwrEgLgsQYZ+Fp6cnatasyZhmKMJnoi8SiYiQ/xXi6+vLEfYpcRbe758CgZ4BqDz1mn3FICoEAoFAIBAIpQE73lRwcDCuXbvGK9i+ffsWqampEIvF+OGHH9S2WbduXWabzkCUmJgId3d3SKVSrF69GsePH8e7d+8gFoshFothZmamsl+AfO6k6OrYpEkTzufg4GC8efMGhw8fZsooioJMJkNkZCQ8PDzU9jskJARLlixBaGgoUlJSmNhaMTExqFmzptpjS4vJkyfj6dOnuH37domdUzF1OEVRTFlwcDA2bdqEx48f86YYL226dOnCbNepUwfNmzdHtWrVcODAAcycOZP3GL7rZZc3a9aM4wrRsmVLNGzYEFu2bMHmzZsBAL1790bv3r2ZOtevX8ezZ8+wdetWuLq64ujRo3BwcECTJk3Qpk0bVKhQoWguuAggwr4CZTW4AqFoEYlE2LNnD8aOHcv8GOQlRmp1bLt27YqxZwQCgUAgEAjawRayZTIZunfvDl9fX6V6FStWVGvuzIbto00LRPRcaf369di4cSP8/PxQp04dmJmZYfr06UpB+BSFf7ZAyS5jI5PJMG7cOF6NcuXKldX2OSsrC15eXvDy8sKhQ4dQvnx5xMTEwNvbu8wGCJwyZQrOnz+Pmzdvloji0M7ODnp6ehwtPiBfyKG137du3UJiYiLnfkulUvzyyy/w8/NDVFRUsfdTF8zMzFCnTh28fv2ad7+DgwPv9err6/NaAgCAUCiEp6enyjbFYjEmTpyIQ4cO4c2bN8jPz0fbtm0BANWrV8eDBw9UpuYuDYjPvgLsNAuKsAOUEL5+fHx8EB0drRSURBNVqlQpng4RCAQCgUAgFJKGDRvi+fPnqFKlClxdXTl/ZmZmTHC8q1evFvoct27dQs+ePTF06FDUq1cPVatWVSkUsXF3d8fDhw85ZY8ePeLtv2LfXV1dYWhoqLb9Fy9eICkpCatXr0br1q3h7u5eJoPzAfJFjsmTJ+PMmTP4999/4eLiUiLnNTQ0RKNGjRAYGMgpDwwMRIsWLQDIAwM+ffoUoaGhzJ+joyNmz56NS5culUg/dUEsFiM8PJyxQFGkefPmStd7+fJlNG7cWGXgQYqiEBoaqrLN5cuXo0uXLmjYsCGkUikTzwIA8vLyIJVKC3k1xUOxCvtFlUeSj9OnT6NmzZowMjJCzZo18ddffxVJnxWDOBC+bUQiEcaPH8+85DRBMi4QCAQCgUAoi0yaNAkpKSkYNGgQgoKCEBERgcuXL2PUqFGQSqUwNjbG3LlzMWfOHPz55594+/Yt7t+/j71792p9DldXVwQGBuLu3bsIDw/HuHHjlDSnfIwbNw4vXrzA3Llz8erVK5w4cYJJVUxr/OfOnYt79+5h0qRJCA0NxevXr3H+/HlMmTJFY/uVK1eGoaEhtmzZgoiICJw/fx7Lly/X+rpKkkmTJuHQoUM4cuQILCwskJCQgISEBOTk5DB1UlJSEBoayrgWv3z5EqGhoZx7nZCQgNDQUCbt97NnzxgXBpoffviBE0Bu5syZ2LNnD/bt24fw8HDMmDEDMTExGD9+PACgXLlyqF27NufPwMAADg4OqFGjRrHeF22YNWsWbty4gcjISDx48AA//fQT0tPTmRgU8+bN4wTiHj9+PKKjozFz5kyEh4dj37592Lt3LyfuxNKlS3Hp0iVEREQgNDQUPj4+CA0NZe4Jm+fPn+P48eNYtmwZAPkillAoxN69e/HPP//gxYsXZS4zV7EK+0WVR1KRe/fuYcCAARg2bBiePHmCYcOGoX///kqRQAuDqiB9AoGAN+Ua4esnLi4O9+/f11iPZFwgEAgEAoFQVnF0dMSdO3cglUrh7e2N2rVrY9q0abCysmLSRS9atAi//PILFi9eDA8PDwwYMEAnDfiiRYvQsGFDeHt7o127dnBwcOCkplaFi4sLTp06hTNnzqBu3brYvn07E43fyMgIgDxWwI0bN/D69Wu0bt0aDRo0wKJFi1RqWNmUL18e/v7+OHnyJGrWrInVq1crpVcrK2zfvh1paWlo164dKlasyPwdP36cqXP+/Hk0aNCACZQ4cOBANGjQADt27GDq7NixAw0aNMCYMWMAAG3atEGDBg1w/vx5ps7bt285qRcHDBgAPz8/LFu2DPXr18fNmzcREBAAZ2fn4r7sIiEuLg6DBg1CjRo10KdPHxgaGuL+/ftM/+Pj4xETE8PUd3FxQUBAAK5fv4769etj+fLl2Lx5M/r27cvUSU1NxdixY+Hh4QEvLy+8e/cON2/eVIopQVEUxo4di40bNzJuKiYmJvD398eyZcvg4+ODrVu3olKlSiVwJ7RHQCk6zBQjHz9+RIUKFXDjxg20adOGsy8qKgouLi4ICQlB/fr11bYzYMAApKen43//K8iN3rlzZ9jY2Cjl+gTABA+hSU9Ph5OTE5KSkpR89P38/DBnzhylNvr168cJGKKJvLw8BAYGolOnTmUuP+X3grZjcP36dY0WHVu2bMGPP/5IBH0dId+DsgEZh9KHjEHpQ8ag6ElPT4ednR3S0tLKTMyjx48fo1GjRggODkbDhg1LuzsENaxcuRI7duxAbGxsaXdFLYcPH8bQoUPJM6UBcp+0pyTfUyUaoK+o8kjeu3cPM2bM4JR5e3vDz8+Pt/6qVauwdOlSpfLLly/D1NSUU5aamsrbhpubGwICAnTuq6KfCKHk0TQGQUFBGttITU3F06dP8fTp06Lq1ncF+R6UDcg4lD5kDEofMgZFR3Z2dml3gfAVsW3bNnh6eqJcuXK4c+cO1q5di8mTJ5d2twiEb5oSE/aLMo+kqpyJqnyG5s2bx0nHQGv2vby8lFaiTU1NOflJadq3b89EWtQGokEofbQdg1evXqltR09PD0OGDCFa/UJAvgdlAzIOpQ8Zg9KHjEHRk56eXtpdIHxFvH79GitWrEBKSgoqV66MX375BfPmzdPq2Fu3bnHSrimSmZlZVN0kEL4pSkzYL+o8kupyRCpiZGTE+AOxMTAwUPrB9/DwgFAoZFKMAHJhz93dvVCTA75zEEoWTWOgLpWeUCjEzp07SyxS6rcK+R6UDcg4lD5kDEofMgZFB7mPBF3YuHEjNm7cWKhjGzdurHUQbwKBUECJCPtFnUdSVc5ERW1/YRCJRNi1axfGjRsHqVRKgrJ9B3h6emLEiBE4cOCA0r7Vq1fDx8enFHpFIBAIBAKBQADkgdBINiQCQXeKNRp/ceWRVJUzUdv0aZrw8fFBVFQUrl27hqioKCLsfQf4+/vj77//Vir/9ddfERcXVwo9IhAIBAKBQCAQCITCU6ya/UmTJuHIkSM4d+4ck0cSAKysrGBiYgJAnkcyJiYG79+/ByDPIwnItfcODg4AgOHDh6NSpUpYtWoVAGDatGlo06YNfH190bNnT5w7dw5XrlwpMhcBQK7hJ9r87wu+QEMymQz37t1Dv379SqFHBAKBQCAQCAQCgVA4ilXY3759OwBln+j9+/dj5MiRAOR5JH/++Wdm38CBAwEAv/32G5YsWQIAiImJYfKDAkCLFi1w7NgxLFy4EIsWLUK1atVw/PhxNG3aVKt+0dkGizOwTF5eHrKzs5Genk582koJXcfgv//+U1nu7e1d1N37LiDfg7IBGYfSh4xB6UPGoOih51ElmMWZQCAQCDpQrMK+Ni//kSNHMoK/Kq5fv65U9tNPP+Gnn34qVL8yMjIAAE5OToU6nvB9sWzZMixbtqy0u0EgEAgEQpkkIyMDVlZWpd0NAoFAIChQYtH4yxKOjo6IjY2FhYWFygj+Xwqd3i82NlYpvR+hZCBjUPqQMSgbkHEofcgYlD5kDIoeiqKQkZEBR0fH0u4KgUAgEHj4LoV9oVBYYv74lpaWZFJRypAxKH3IGJQNyDiUPmQMSh8yBkUL0egTCARC2aVYo/ETCAQCgUAgEAgEAoFAKHmIsE8gEAgEAoFAIBAIBMI3BhH2iwkjIyP89ttvMDIyKu2ufLeQMSh9yBiUDcg4lD5kDEofMgYEAoFA+N74Ln32SwIjIyMmdSChdCBjUPqQMSgbkHEofcgYlD5kDAgEAoHwvUGEfQKBQCAQCATCN0VAQADCw8NLuxuEb4A7d+4AIM+UJsh90p7IyMgSO5eAoiiqxM5GIBAIBAKBQCAUE/fu3UPr1q0hlUpLuyuEbwihUAiZTFba3SjzkPukPXp6erh16xaaN29erOchmn0CgUAgEAgEwjeBkZERpFIpDh06BA8Pj9LuDuEbICAgAIsWLSLPlAbIfdKe8PBwDB06tERiyBBhn0AgEAgEAoHwTeHh4YGGDRuWdjcI3wC0STp5ptRD7lPZhETjJ3AQCAQ4e/asyv1RUVEQCAQIDQ0t0vNWqVIFfn5+RdomQTfIGBAIBAKBQCAQCN8ORNj/yhg5ciQEAgEEAgH09fVRuXJlTJgwAZ8+fSqS9uPj49GlS5ciaYtQMtDPxOrVqznlZ8+ehUAg0Lqdhw8fYuzYsUXdPQKBQCAQCAQCgVAKEGH/K6Rz586Ij49HVFQU9uzZg7///hsTJ04skrYdHBxIDuKvEGNjY/j6+n7Rok/58uVhampahL0iEAgEAoFAIBAIpQUR9r9CjIyM4ODgAJFIBC8vLwwYMACXL19m9u/fvx8eHh4wNjaGu7s7tm3bxuyTSCSYPHkyKlasCGNjY1SpUgWrVq1i9iua8QcFBaFBgwYwNjZG48aNERISwumLv78/rK2tOWWKGuW3b9+iZ8+esLe3h7m5OTw9PXHlyhW117hkyRJUrlwZRkZGcHR0xNSpU3W5Rd8dHTt2hIODA2csFTl9+jRq1aoFIyMjVKlSBevXr+fsVzTjVzcGEokEc+bMQaVKlWBmZoamTZvi+vXrRX1ZBAKBQCAQCAQCoZCQAH2foSgK2dnZpXJuU1NTncyt2URERODixYswMDAAAOzevRu//fYbtm7digYNGiAkJARjxoyBmZkZRowYgc2bN+P8+fM4ceIEKleujNjYWMTGxvK2nZWVhW7duqFDhw44dOgQIiMjMW3aNJ37mJmZia5du2LFihUwNjbGgQMH0L17d7x8+RKVK1dWqn/q1Cls3LgRx44dQ61atZCQkIAnT57ofN4vgaIo5OSVTtoeEwM9nZ8HPT09/P777xg8eDCmTp0KkUjE2R8cHIz+/ftjyZIlGDBgAO7evYuJEyeiXLlyGDlypFJ7msbg559/RlRUFI4dOwZHR0f89ddf6Ny5M549ewY3N7dCXTeBQCAQCAQCgUAoOoiw/5ns7GyYm5uXyrkzMzNhZmamdf0LFy7A3NwcUqkUubm5AIANGzYAAJYvX47169ejT58+AAAXFxeEhYVh586dGDFiBGJiYuDm5oZWrVpBIBDA2dlZ5XkOHz4MqVSKffv2wdTUFLVq1UJcXBwmTJig0/XVq1cP9erVYz6vWLECf/31F86fP4/Jkycr1Y+JiYGDgwM6duwIAwMDVK5cGU2aNNHpnF9KTp4UNRdfKtFz0oQt84apoe5fzd69e6N+/fr47bffsHfvXs6+DRs24IcffsCiRYsAANWrV0dYWBjWrl3LK+yrG4O3b9/i6NGjiIuLg6OjIwBg1qxZuHjxIvbv34/ff/9d574TCAQCgUAgEAiEooWY8X+FtG/fHqGhoXjw4AGmTJkCb29vTJkyBR8/fkRsbCx8fHxgbm7O/K1YsQJv374FIA/mFhoaiho1amDq1Kkc839FwsPDUa9ePY4fd/PmzXXub1ZWFubMmYOaNWvC2toa5ubmePHiBWJiYnjr9+vXDzk5OahatSrGjBmDv/76C/n5+Tqf93vE19cXBw4cQFhYGKc8PDwcLVu25JS1bNkSr1+/hlSqbMGgbgweP34MiqJQvXp1znN248YN5jkjEAgEAoFAIBAIpQvR7H/G1NQUmZmZpXZuXTAzM4OrqysAYPPmzWjfvj2WLl3KaMl3796Npk2bco7R09MDADRs2BCRkZH43//+hytXrqB///7o2LEjTp06pXQeiqI09kUoFCrVy8vL43yePXs2Ll26hHXr1sHV1RUmJib46aefIJFIeNt0cnLCy5cvERgYiCtXrmDixIlYu3Ytbty4wbgrFDcmBnoIW+ZdIufiO3dhadOmDby9vTF//nyOxp6iKCXXAHXjq24MZDIZ9PT0EBwczDxXNKVlHUMgEAgEAoFAIBC4EGH/MwKBQCdT+rLEb7/9hi5dumDChAmoVKkSIiIiMGTIEJX1LS0tMWDAAAwYMAA//fQTOnfujJSUFNja2nLq1axZEwcPHkROTg5MTEwAAPfv3+fUKV++PDIyMpCVlcXcv9DQUE6dW7duYeTIkejduzcAudtCVFSU2msyMTFBjx490KNHD0yaNAnu7u549uwZGjZsqM0t+WIEAkGhTOnLAqtXr0b9+vVRvXp1pqxmzZq4ffs2p97du3dRvXp1JYGdRtUYNGjQAFKpFImJiWjdunWxXguBQCAQCAQCgUAoHF+nNEPg0K5dO9SqVQu///47lixZgqlTp8LS0hJdunSBWCzGo0eP8OnTJ8ycORMbN25ExYoVUb9+fQiFQpw8eRIODg5KEfUBYPDgwViwYAF8fHywcOFCREVFYd26dZw6TZs2hampKebPn48pU6YgKCgI/v7+nDqurq44c+YMunfvDoFAgEWLFkEmk6m8Hn9/f0ilUqbtgwcPwsTERG18AUIBderUwZAhQ7Blyxam7JdffoGnpyeWL1+OAQMG4N69e9i6dSsnUwMbdWNQrlw5DBkyBMOHD8f69evRoEEDJCUl4d9//0WdOnXQtWvXkrpUAoFAIBAIBAKBoALis/+NMHPmTOzevRve3t7Ys2cP/P39UadOHbRt2xb+/v5wcXEBIDez9vX1RePGjeHp6YmoqCgEBARAKFR+FMzNzfH3338jLCwMDRo0wIIFC+Dr68upY2tri0OHDiEgIAB16tTB0aNHsWTJEk6djRs3wsbGBi1atED37t3h7e2tVkNvbW2N3bt3o2XLlqhbty6uXr2Kv//+G+XKlfvyG/WdsHz5co6ZfsOGDXHixAkcO3YMtWvXxuLFi7Fs2TLe4HyA5jHYv38/hg8fjl9++QU1atRAjx498ODBAzg5OZXE5REIBAKBQCAQCAQNCChtHLMJBAKBQCAQCIQyzuPHj9GoUSMEBweXmOsf4dvm8OHDGDp0KHmmNEDuk/aU5HuKaPYJBAKBQCAQCAQCgUD4xiDCPoFAIBAIBAKBQPim8Pf3541JRSB8TxBhn0AgEAgEAoFAIOhEu3btMH369GJpu0qVKvDz8yuWtr8GVq1aBU9PT1hYWKBChQro1asXXr58yalDURSWLFkCR0dHmJiYoF27dnj+/LnGtk+fPo2aNWvCyMgINWvWxF9//cXZf/PmTXTv3h2Ojo4QCAQ4e/ZsUV5akbBt2za4uLjA2NgYjRo1wq1bt1TWvX37Nlq2bIly5crBxMQE7u7u2LhxI6fO8+fP0bdvX1SpUgUCgYD32Tt8+DCcnJxga2uL2bNnc/ZFRUWhevXqSE9PL5LrK0qIsE8gEAgEAoFAIBAIZYQbN25g0qRJuH//PgIDA5Gfnw8vLy9kZWUxddasWYMNGzZg69atePjwIRwcHNCpUydkZGSobPfevXsYMGAAhg0bhidPnmDYsGHo378/Hjx4wNTJyspCvXr1sHXr1mK9xsJy/PhxTJ8+HQsWLEBISAhat26NLl26ICYmhre+mZkZJk+ejJs3byI8PBwLFy7EwoULsWvXLqZOdnY2qlatitWrV8PBwUGpjaSkJIwePRrr1q3DpUuXcODAAfzzzz/M/gkTJmD16tWwtLQs+gv+UigCgUAgEAgEAuEbIDg4mAJABQcHl3ZXSgSpVEqtXr2aqlatGmVoaEg5OTlRK1asoCiKop4+fUq1b9+eMjY2pmxtbakxY8ZQGRkZzLEjRoygevbsSa1du5ZycHCgbG1tqYkTJ1ISiYSp88cff1Curq6UkZERVaFCBapv377MsQA4f5GRkVR+fj41atQoqkqVKpSxsTFVvXp1ys/Pj9NnTedt27atUtvasH//fsrJyYkyMTGhevXqRa1bt46ysrL6kttLURRFHTp0qNSfqcTERAoAdePGDYqiKEomk1EODg7U6tWrmTq5ubmUlZUVtWPHDpXt9O/fn+rcuTOnzNvbmxo4cCBvfQDUX3/9pVUfS+o+NWnShBo/fjynzN3dnfr111+1bqN3797U0KFDefc5OztTGzdu5JQ9ePCAsre3Zz7379+fWrNmDUVRFHX48GGqR48eWp+bokr2PUU0+wQCgUAgEAgEwlfIvHnz4Ovri0WLFiEsLAxHjhyBvb09srOz0blzZ9jY2ODhw4c4efIkrly5gsmTJ3OOv3btGt6+fYtr167hwIED8Pf3h7+/PwDg0aNHmDp1KpYtW4aXL1/i4sWLaNOmDQBg06ZNaN68OcaMGYP4+HjEx8fDyckJMpkMIpEIJ06cQFhYGBYvXoz58+fjxIkTWp/3zJkzEIlEWLZsGdO2Jh48eIBRo0Zh4sSJCA0NRfv27bFixYovv8FlhLS0NADylNcAEBkZiYSEBHh5eTF1jIyM0LZtW9y9e1dlO/fu3eMcAwDe3t5qjylLSCQSBAcHK12Dl5eX1tcQEhKCu3fvom3btlqf183NDdnZ2QgJCUFKSgoePnyIunXrIiUlBYsXLy6zVhAAoF/aHSgNZDIZ3r9/DwsLCwgEgtLuDoFAIBAIBMJXB0VRyMjIgKOjI4RCoj8qaTIyMrBp0yZs3boVI0aMeuAYsAABAABJREFUAABUq1YNrVq1wu7du5GTk4M///wTZmZmAICtW7eie/fu8PX1hb29PQDAxsYGW7duhZ6eHtzd3fHjjz/i6tWrGDNmDGJiYmBmZoZu3brBwsICzs7OaNCgAQDAysoKhoaGMDU15Zg96+npYenSpcxnFxcX3L17FydOnED//v2ZcnXntbW1hZ6eHiwsLHhNqvnYtGkTvL298euvvwIAqlevjrt37+LixYtfcIfLBhRFYebMmWjVqhVq164NAEhISAAAZhxp7O3tER0drbKthIQE3mPo9so6SUlJkEqlhboGkUiEjx8/Ij8/H0uWLMHo0aO1Pq+NjQ0OHDiA4cOHIycnB8OHD4e3tzdGjRqFKVOmIDIyEj169EBeXh6WLFmCn376qVDXVxx8l8L++/fv4eTkVNrdIBAIBAKBQPjqiY2NhUgkKu1ufHeEh4dDLBbjhx9+4N1Xr149RtAHgJYtW0Imk+Hly5eMsFSrVi3o6ekxdSpWrIhnz54BADp16gRnZ2dUrVoVnTt3RufOndG7d2+Ympqq7deOHTuwZ88eREdHIycnBxKJBPXr1+fUUXfewhAeHo7evXtzypo3b/5NCPuTJ0/G06dPcfv2baV9ikpLiqI0KjILc0xZozDXcOvWLWRmZuL+/fv49ddf4erqikGDBml9zt69e3OesevXr+PZs2fYunUrXF1dcfToUTg4OKBJkyZo06YNKlSooNtFFRPfpbBvYWEBQP7jVFyBFPLy8nD58mV4eXnBwMCgWM5BUA8Zg9KHjEHZ4GsYh+TkZNja2n51Ew5t+RrG4FuHjEHRk56eDicnJ2ZeRShZTExMVO5TJ/ywyxW/CwKBADKZDIB8vvz48WNcv34dly9fxuLFi7FkyRI8fPhQZUq7EydOYMaMGVi/fj2aN28OCwsLrF27lhMATtN5CwNFUYU+tiwzZcoUnD9/Hjdv3uQsqNEWDwkJCahYsSJTnpiYqKT1ZuPg4KCkAdd0TFnCzs4Oenp6hboGFxcXAECdOnXw4cMHLFmyRCdhn41YLMbEiRNx6NAhvHnzBvn5+YxbQPXq1fHgwQN07969UG0XNd+lsE+/5CwtLYtV2Dc1NYWlpSWZVJQSZAxKHzIGZYOyPg6XLl1C586dMX36dKV0ON8KZX0MvgfIGBQf3+oiXVnHzc0NJiYmuHr1qpJJcs2aNXHgwAFkZWUx2v07d+5AKBSievXqWp9DX18fHTt2RMeOHfHbb7/B2toa//77L/r06QNDQ0NIpVJO/Vu3bqFFixaYOHEiU/b27Vudr42vbXXUrFkT9+/f55Qpfv6aoCgKU6ZMwV9//YXr168zgiqNi4sLHBwcEBgYyLhWSCQS3LhxA76+virbbd68OQIDAzFjxgym7PLly2jRokXxXEgRY2hoiEaNGiEwMJCjZQ8MDETPnj21boeiKIjF4kL3Y/ny5ejSpQsaNmyIkJAQ5OfnM/vy8vJ0enaLm+9S2CcQCARC2YGedPj5+X2zwj6BQCAUNcbGxpg7dy7mzJkDQ0NDtGzZEh8/fsTz588xZMgQ/PbbbxgxYgSWLFmCjx8/YsqUKRg2bJjWWtwLFy4gIiICbdq0gY2NDQICAiCTyVCjRg0AQJUqVfDgwQNERUXB3Nwctra2cHV1xZ9//olLly7BxcUFBw8exMOHD5WEVU1UqVIFN2/exMCBA2FkZAQ7Ozu19adOnYoWLVpgzZo16NWrFy5fvvxVm/BPmjQJR44cwblz52BhYcFosq2srGBiYgKBQIDp06fj999/h5ubG9zc3PD777/D1NQUgwcPZtoZPnw4KlWqhFWrVgEApk2bhjZt2sDX1xc9e/bEuXPncOXKFY6LQGZmJt68ecN8joyMRGhoKGxtbVG5cuUSugOqmTlzJoYNG4bGjRujefPm2LVrF2JiYjB+/HgA8qCV7969w59//gkA+OOPP1C5cmW4u7sDAG7fvo1169ZhypQpTJsSiQRhYWHM9rt37xAaGgpzc3O4urpyzv/8+XMcP34coaGhAAB3d3cIhULs3bsXDg4OePHiBTw9PYv7NmgNEfYJBAKBUKrExcWVdhcIBALhq2TRokXQ19fH4sWL8f79e1SsWBHjx4+HqakpLl26hGnTpsHT0xOmpqbo27cvNmzYoHXb1tbWOHPmDJYsWYLc3Fy4ubnh6NGjqFWrFgBg1qxZGDFiBGrWrImcnBxERkZi/PjxCA0NxYABAyAQCDBo0CBMnDgR//vf/3S6rmXLlmHcuHGoVq0axGKxRjP9Zs2aYc+ePfjtt9+wZMkSdOzYEQsXLsTy5ct1Om9ZYfv27QCAdu3accr379+PkSNHAgDmzJmDnJwcTJw4EZ8+fULTpk1x+fJljltNTEwMJ3hmixYtcOzYMSxcuBCLFi1CtWrVcPz4cTRt2pSp8+jRI7Rv3575PHPmTADAiBEjmIwJpcmAAQOQnJzMZGuoXbs2AgIC4OzsDACIj49HTEwMU18mk2HevHmIjIyEvr4+qlWrhtWrV2PcuHFMnffv3zMWEgCwbt06rFu3Dm3btsX169eZcoqiMHbsWGzcuJGxmDExMYG/vz8mTZoEsViMrVu3olKlSsV8F7RHQH2rTi5qSE9Ph5WVFdLS0orVjD8gIABdu3Yl5oKlBBmD0oeMQdmgrI/D4MGDcfToUQDfrt9lWR+D7wEyBkVPScyndOXx48do1KgRgoOD0bBhw9LuDuEb4PDhwxg6dCh5pjRA7pP2lOR7iuRJIRB05NChQ+jfvz9ycnJKuyuEMkpsbCxj3kXQDPH3JRAIBAKBQCh6iLBfxISEhKB3795flD6EULYZNmwYTp48CVNTUyLwE3ipXLkyGjRogKioqNLuylcBO5BNWQpqQyAQCISyQZcuXWBubs779/vvv5d29wiEMgsR9ouYlStX4uzZs+jbt29pd+WbIj09Ha1bt8amTZuKvO0XL17gwoULhTp227ZtRdwbwtcO7WcHAMHBwaXYk6+DvLw83L17l/OZQCCUPB8+fEB2dnZpd4NA4GXPnj0IDQ3l/aMDsxEIBGWKXdjftm0bXFxcYGxsjEaNGuHWrVsq6545cwadOnVC+fLlYWlpiebNm+PSpUucOv7+/hAIBEp/ubm5xX0pWnH69GkAKLMavQsXLqBnz55ITEws7a7oxKZNm3D79m1Mnz69yNv28PBA9+7dC5Wi5dOnT0XeH8LXDTvd0JekdSkKXr58if3795dqHzQxZ84cxMbGMp/fv39fir0hFJZ79+5BX18fmzdvLu2uEApBfHw8HBwcUKVKldLuCoHAS6VKleDq6sr7Z2trW9rdIxDKLMUq7B8/fhzTp0/HggULEBISgtatW6NLly6cCIlsbt68iU6dOiEgIADBwcFo3749unfvjpCQEE49S0tLxMfHc/6MjY117t+ec9cLc1lfNd27d8f58+c5ESfLGhRF4f79+0hNTWXK0tPTi/28is+ZItHR0ZxUJIA8/yzh2+Hdu3ecXKlfSmlqqTMzM+Hu7o5Ro0Zh8eLFpdYPTfj5+XE+r1y5snQ6QuDlw4cPKn+z2bRo0QJSqRTTpk2DTCYrgZ4RipJr164BAD5+/FjKPSEQCARCUVKswv6GDRvg4+OD0aNHw8PDA35+fnBycuKYubLx8/PDnDlz4OnpyeSLdHNzw99//82pJxAI4ODgwPkrDOGxHwp1nCokEkmRtqcNUqkU+/btw6tXr3Q67v3792XGGkKRv/76C82bN0ejRo2YstKO0C2TyVClShW4ublxyklE52+HRYsWQSQSFemYluZz269fP2Z79erVJX5+iqIK9U5s2bJlMfRGNSkpKRAIBPjhhx9K9LxfCw4ODnB2dtZpwVUkEuHq1avF2CtCUVOUi5wEAoFAKDsUm1pSIpEgODgYv/76K6fcy8uL45+pDplMhoyMDCXznMzMTDg7O0MqlaJ+/fpYvny5Wk21WCzmmNPSkxaxOK9INW87duxQKituzd7evXsxYcIEALovNqSnp0NPT684uvVF0DlgIyIimPvH1hRpe0/petrWv3btGkaPHs18lslkyM/Ph6GhoUq3B6FQWCLa29mzZ0MsFn9VJrJnzpxBfn4+zM3NOffo+PHj+O+//7Bs2bIyFYV9xYoVzHZRjalEIim25+POnTsQiURMXlkA+N///gdjY2O0b98eFy9eZMrt7OwAFO/7KCMjA4sWLUK/fv3QsmVL9OnTB9euXcPbt291MrHU19cvUYsI2u3i33//RXx8PHOvihpd30dlAXawxFevXqFevXpaHRcfH4+OHTuWygK4OsraGDx69AgLFizA6tWrS93ajj1WutyfsnIvCQQCgcBPsQn7SUlJkEqlsLe355Tb29sjISFBqzbWr1+PrKws9O/fnylzd3eHv78/6tSpg/T0dGzatAktW7bEkydPlLSuNKtWrcLSpUuVyt+9i0NAQIAOV6WeY8eOKZUFBgYWWft8HD9+nNnW9Vr+97//wdra+ov7QFFUkQptd+7cYbbpa3r79q1SmbaoGwO2NuPy5cuctufNm4e4uDjs3r1b5TP7+vXrIn2G+MjNzWUCEzZp0uSr8E3LycnBoEGDAABHjx7ljMGwYcMAAKamploLD7qQmpoKQ0NDmJqaFrqNohpTPz8/pXcgm5SUFAQEBODHH3+EjY2N1u1GRERg5syZAICzZ88CALKzszF48GAA4CxaAUD9+vUBFO/76MCBA/jrr7+wbds2nD17lgl6uXTpUnh7e2vdTlBQEKysrLSqGx0djQoVKsDExKRQfQaAhw8fMtsXLlxAhQoVCt2WNvCNQVBQECpUqFDi/tKpqakwNzdX6Y7EXiS/ceMG3r17x1tPlQVLcb8bC0tx/y5rS58+fSCTydCxY0ccPHiwxM+fkZEBc3NzCAQCjhubLuNGAvoRCARC2abYHY4VhUBtBcOjR49iyZIlOHfuHGfy1axZMzRr1oz53LJlSzRs2BBbtmxRqfWcN28eMzEG5BptJycn2JazQ9euXXW9JJUcOHBAqaxTp07Faup98uRJZlvXa2nVqhUqV678ReffuHEj1q9fj6tXr6JGjRpf1BYf9DXR/oTsMk3k5eUhMDBQ7RikpaUx2z169OC03atXLwCAmZmZSmuUevXqFekzpKmP9evXR+3atYv1fIXh06dPyMnJgaOjIwC58EIjkUjQo0cPGBgYcBZXnJycivzepaamokKFCjA0NERmZmah2+nSpUuRLGCFh4ervcaxY8fi1KlTePjwIV6/fq11u7t372a26fbZQe727NnDqe/k5ASgeN9H7HOyr7lmzZoq7wGfkGhqaqrVc3Hjxg1MmzYNrq6uCAsLK0SP5SxatIjZHjt2LP7991+0atWq0O2pQtX76MmTJ0zaqC/VhFMUhePHj8Pe3h7t27dXW/fVq1eoXbs2GjdurPL9lpyczGw3bdoUTZs25a2nKhBlcb8bdUWb34SShLZYy8jIKLF7tW/fPvj7+yMhIQFRUVGYOnUq1q1bx3l/6NKXkoinQyAQCITCU2zCvp2dHfT09JQ0oomJiWo1XYBcW+3j44OTJ0+iY8eOausKhUJ4enqqnSgbGRnByMhIqVwqkxXpD75iNHeKomBgYFCskwqhsCDsgqbzKE7IEhISUK1aNZ3PmZiYCBsbGxgYGGDu3LkA5AsqirEVigJ9fX0IBAJOirvY2FhUrVpV6zbUjQFb+BQKhbz19PX1ceLECd7jzczMin3SyBY6GzZsiE+fPhWJRUZRQn+nU1JSYGNjwwm6lpGRwYwBWwtUvnz5Ir93dOwKiUQCoVCotZtKUlIS57NEIoG5ubnK+hKJBImJiRCJRBrbVneNf/75JwC5hlqXe8F+n9HHqfO51dPTg0wmg76+frE9r2ytr+J9V3VOPhPge/fuadVH+jv55s2bQl9TWloanj17xikbNGiQ1tZnhcHAwADJycm4c+cOevbsiYiICM6+L+Hx48cYPnw4DA0NNWaCoC1CHj16hA4dOmDGjBno06cPp86pU6eYbalUqrJ/qrS7ZUGg5qO4f5cLQ0n1RzFF2ebNmzFs2DDO+4P+3dWGsnYfCQQCgcCl2AL0GRoaolGjRkrmcoGBgWjRooXK444ePYqRI0fiyJEj+PHHHzWeh6IohIaGomLFijr3MS+vaAPSxMfHcz6zTc+LC7Zm7N27d3j//r3KlfZRo0ZxPs+bNw+hoaE6nW/mzJmwt7eHoaEh59wXLlwolgA/dJAntlAQGRlZZO3n5OTwbrNjBKgLssb2aVUkMTGxSO5JVlYW5/OsWbN0On7t2rVo0aIFMjIytKqvayRt9v15/vw5AK6QwBYCC+sXqi1sc2RtNfsRERFKmmE6DgYf//vf/2BkZAQnJyeOBUNhKGw2B/Zx9H1UZ0776dMn9OnTB56enoU6nzY0btyY2V62bBmzre554hNItVlAAbjWDYVl3LhxSmUl4YPs6emJn376CVu2bPmid8T79+85iwV0thCJRKIxOKShoSGzffv2bfTt21epDjv7iOJ7iI2qhQVVZv9FQV5eXrEGwIyOjsbRo0fVvuO/hC9Jy5mUlIQZM2bg6dOnOh2n6n55enpi3rx5zGeSTYFAIBC+HYo1Gv/MmTOxZ88e7Nu3D+Hh4ZgxYwZiYmKYleV58+Zh+PDhTP2jR49i+PDhWL9+PZo1a4aEhAQkJCRwzJiXLl2KS5cuISIiAqGhofDx8UFoaKjSarU25OXr9iP+/Plz1K5dmyPIqKMkghMdOnSI2Q4PD0fVqlVVBvo5cuQI5/OtW7fQoEEDjZNNiqKYBYSNGzcy5YqLCuy+FBbFyYjiAgoAtRpXbcjLy2Mm2qqEffaEX939UbXv6dOnsLe312iZog2K91nXCd6cOXNw7949JdNumqCgICbexH///QdbW1vGYkMb2JNhvgjcqoIrsu93UcEeD3XmpX/++Sfu3buHp0+folq1amjbti1nv6pneevWrRwTV39//y/qb2G1YmzNOb2oQfvr83H69GkAuj87usAObMeOkaJOWOJ7R2qTRrWoFhbZMU9oUlJSiqRtNorvtbi4OADycfH19WXKNV3X06dP4eXlxSwyeXh4oFq1avjwQZ5Zhr3Apaktbaxe2GOqbrFQ1XeZvehTlKSkpMDe3l7tM68IRVEqhdicnBy0bdsWy5cvZ8qqVauGwYMHo0OHDl/cXz7Wrl1b6GMnT54MPz8/nWOeqLJQA8DJzqP47BC/fAKBQPh6KVZhf8CAAfDz88OyZctQv3593Lx5EwEBAUz06Pj4eE7+3p07dyI/Px+TJk1CxYoVmb9p06YxdVJTUzF27Fh4eHjAy8sL7969w82bN9GkSROd+yfVccI4ePBgPH/+nJPSSh3FnXZLcYL133//QSwWIyIiQidthI+Pj9r9AwYMgJWVlZL2k61RAoCwsDDMnz8fDx8+xPXr1wulHVCMes+n5WNrpArDqVOncPr0aUydOpUzifn7779Rv359rFmzhiOUqpvoqNIC0oL1jRs3vqivgPLESywWQyaT6fx8qRqPpk2bYtCgQQgKCsKaNWuQlpaGNWvWaN0uW8DYu3ev0v6jR48y2+z7FRwczAmOVhSwg0ypEvYfPHiAESNGoEWLFrxxNlRBURSmTJnCKdMm/7g61GlL1cF+Ju7evYv8/HyEh4drdWxxaa5VCZfs8VeEFvYFAgHWrVunth02bF9yoGxrIimKQocOHdCpUyel721+fj5nAWbdunVKbgVs6tWrh8DAQDRt2hQymYx5xq9duwapVMp5l2tKraqNVUn16tWZbXWC4q5du3jLi8uf+9ChQ/j06RNvUFxV/Pzzz3B1deXt0+HDh3Hz5k0sXryYKaN/Q2/evFkszxcdpwHguuNpQ3BwMLOty++Auu8iG/Z3MDAwEGZmZli5cqX2HSQQCARCmaFYhX1AntYoKioKYrEYwcHBaNOmDbPP398f169fZz5fv34dFEUp/bG1Zxs3bkR0dDTEYjESExNx6dIlNG/evFB9y9fRPC81NVXlPr4f3OKcgL5//17Jb5st4OviQkD7DauCDgK4detWTrliAKi1a9di1apVaNKkCdq3b6+xXT4UBWs+U0c+YSA1NZUj6Gl7DnbgP0AeLGvu3LkcjePAgQNVtqVKMImKitKqL4qcO3eOE3QRUBbOjI2NUb9+fXTo0EHjRI+9n88ign2dr1694tzvsWPHomPHjhoXjtiaUL6FI7ZAzL6WDRs2oEmTJkXqH83WKPNpG/Pz8zkBPnXRjPEJT//88w8uX76sYy/V8/r1a2zbtk2tUM7uS7du3XQS4C9duvRF/VOFKuHy4cOHKp9T+nkzMjLSKvYAzcePHzmf+Uz6s7OzC7WYUqtWLZ2PUUdKSgquX7+OGzduICkpiWOp9uDBA07defPmoW7duloJcOwxHzRokNI90WQ5o06zf/z4cUyePJmjzT9z5ozK+mzrBDbHjh1Tu3hRWPh+F3JycvD+/XuVxxw4cABxcXH4999/eY9VR3FY6bGtiXS18GEvDqhbhFHk3LlzWtVjP1teXl4AgIULF2p9HgKBQCCUHYo9Gn9ZJk9Hzb6qCdinT5+Y1FZsdF2tp8nLy0NqaipsbGxUal8OHDigNAFhmyD++uuvnMlZUSw8KE6k2JNWPjZt2oSRI0fy7qMoCi9evECNGjWYXPXLli1TSpfGJ0DwCZ916tRBXFwcrl27hnbt2qntl5mZGbOtShjQNLlzdHTE+/fveQWT7OxspWCFoaGh6N69O5YsWaLSkiIrK4vJAJCcnMyk2FMU5IRCITOBpp8Tdr/fvn0LDw8PANz7x75uGrbgJxAIONdDC1D3799Hy5Ytefvs6+uLf/75h/lsaGio9t7x7Tt06JDOcQhUMXr0aKxevRoAdwL/8eNHhIWFKX0nNWk/tam7detWZkIMyAMPsgUvXVNT1q5dGxKJBBkZGSrdKRQtYHQRRopL26pOYMrLy+O1yKEXgnJzc5l3nTbCvuLC6/jx49G+fXtGEy2RSJjnXSKR6BRwTNO7UiqVQiqVam1hxNbci8VivHjxgrO/SZMmSrEfHj9+jBkzZqBFixbM86yIYlBaxffi/fv30aNHD5X9Uifsq1vg5EPdgqCnp6dO3zNtYD/vz58/x/3797FkyRLExcXh7du3agO4anoOBgwYoBTvw8TEBF26dCnSVIIuLi7Mtq6xO9jvsYEDB8LGxobzDvpSVq1apXIB52siICBAa4snAkEddEpo8kyph9wn7SnK+GMaob5D0tLSKABU06FzdToOAPPH5vfff+fso/+WL19OSSQSpp5UKqVycnLUnkMikVDGxsYUAKp+/foq623atIn3nPRfq1atqA8fPlBhYWEURVFUbGys2voymUzpHKdPn6YcHBzUHqfuz8TERGX/O3XqRAGgfv31V4qiKOrcuXO8bRw9elTp3t+6dUupPXrfpEmTKJlMRqWnp1MSiYQ6e/YsZwwoiqLOnj3L1J8zZw7veWNiYtRe25gxY5gxVmTHjh2cugcOHKDatWvH++yweffuHVPn6dOnVEREBBUXF0ddv35dZT9CQkIoiqKojIwM6uPHj5S3tzcFgDp8+DBFURQVFxendC9V3Qv6WMW/q1ev8vZXLBbz1n/58qVSGT0GoaGhSvt69uyp8p7oypIlS5h2L126xJQ7OjpSAKjp06dzzj116lSV91YR9viw//r06UM9ffqU+uWXX6jk5GTKysqKsz87O5u3r2/evOHU+/DhA0VRBc9ykyZNVF6nYh8+fPig9feyb9++X3iX+RkyZIjKc/7222+8x7C/Fzt37qQAUL169dJ4rsuXLyudY926dcx+9js5LCyMAkC5ublRFEVRUVFRVOXKlamrV6+qHE91NGnShKpQoYLKcVWkdevWTNu+vr6Us7Mz53wbN25U6sP8+fN5n0NV91dPT0/peVL3rqEoivrjjz+U6sfFxak9jyo0PXNFzeLFi1We648//lDbx9GjRzPvoxkzZlCdO3fmHYPivo5x48Yx7VpaWjLl7N/ihIQEKjc3V+nYmjVr8vZN8bdOEW3fEexrVXf9w4cPp+zt7SkAVFpams73oLi4e/cupaenp9P1kj/yp+lPKBSWeh++hj9yn7T/09PTo+7evVvs78TvWrP/JUGeZDIZs7quSqu2f/9+jmauRYsWePDgAaZMmYJffvmFiV3A5t27d4wWRF2kfD4tLRupVMqkQ1u2bBknECIfd+/eVdLe8kVn1gVVmr4tW7YwWRpWr16NVatWqTR752vjzp07KvNgi8VijB07Fnv27FGZO3rixInMtirrBL7AgGzUmRwruiJcv36d45sulUp5tWps7djHjx9Rt25dAMDFixdV9mPIkCF4/vw5RCIR51q2bNmCwYMHc6LKDxo0CO/fv8fMmTOZMraGSJV5tyoNoKJ2mWbo0KEq+8tnbl6+fHmV9XWFbd7LHgfaKkXRx3fz5s0q24qNjYWfnx8mT54MFxcXldpJfX19Zqzi4+OV3gfv37+HUChElSpVOFrFtm3bAgIhQMk1yU+fPuUEdAwKCkJISIjKgJtsdPGnpYP1FSWBgYFqMxMsXboUS5YsUSpnu3jQz5k272U+LSbbSoedBpXOQPD69WuEh4ejZs2aAIAffviBt20TExOV56UoirnOR48eoXXr1gDkcSvGjBmD/v37o3fv3pxjbt26xWxnZ2cjOjqas5/PkoDPKkydq0aVKlV01p7z+dk/e/aME4FfW6pWraoUw6WooCgKFAUIhQXfHXWWLPT9TEpKYgIMst+t9HMWGhrKBJzV1govLi4Ojo6OhbbaA+TPwLlz5zhxJ+j+nT17Fj///DMOHTrEBF/08PBQipfDd/7Dhw9j5MiROHHihNIzWBwEBQUVylWvJDAyMoJUKmXuI4HwpQQEBGDRokXkmdIAuU/aEx4ejqFDh/Kmhi9yin05oQxCa/bde07Q+hipVKq0IvP+/XuKoihq4cKFKldt6JX25ORkTrmLiwvvecLDwzn1VHH06FG1q0VsbRIA6sSJExQAytZrElXx5y2UXc9fKYuG3Zj9gwYNUjqHuva1/eNDsY5MJqN27drFe/zWrVup/Px8TpmhoaHKsRk0aBCz3a1bN0azHxYWRv39998URVGUQfkqlMOwDZRxlfrUwIEDC1bYLCtQ+jaOWl0XrRFesGCB0vVNnDiRU3f48OGcz3FxcdSiRYsYqwuaiIgIpg6t5QRAHTx4UOH8AqV7rNi/5s2b85YLTSypCeuPUG+i31EURVFXrlzReK3r16/nHcfXr19r/RxkZWVRFEXxalNPnjyp1HZYWBiVmJjIe151zJw5k2m3X79+TDldZmtrW+jn+Omz/yizOp2UnhG2RrtixYoq25g0aRIVGhpKJSQkUBRFUfZDfCnH0dspCOSr4LTmmX2MQCBgrmH9xedUz03XqBxJvtb9NrCrTBk51dHqe6kNmZmZ1LNnzyiKkluN5Ofn81pyqLqHiri4uDD7/f39KQBU586dqYCAAMrJyYm6cuUK73F87Z8+fVrtfl3Hm4+cnBymzrVr15jyufMXUQJ9Q86xiem51N5bEZTQyIw5plKlSkrnWuW7ljJv0JXSt7Jnyjw8PJT6sn//fqZMz1z5Of7tt9+UytRpW/mu++bNm2rvC58F2J/nr1LGVRoU6n5qQiaTUQN23qV+WH+dypcWnJv9PVf827JlC/Xnn39SAKhFixZRFCW3fGJ/DyUSifbPg0BIGbs0pASGphQAqmvXrtSuXbuoRo0aMXMAXViwYAElMDThnMPY2FipT6s3bqHsh8qfDUXq1q2rts+zZs2igoKCOMco/o5q8x1ISEhQOY7Vq1fX+lkraYKDgykAVHBwcGl3hfCNcOjQIfJMaQG5T9pTku+pYg/QV5Z5F/cOW7ZsUVvn2rVrWLZsGaZPn660b+zYsQAKVuX1LCvAee4FWLcdAQBMAD2ZjMLJ8/8DAFg1HwCrFgMRGRmJoUOHKgXM0UU7Y9mkN5znXoDj6O2AUB9CYwtYtxkOQ/tqCE4Swqr5AFQc9QdsOozGzXtybZRFgy4wrOACM/dWsO1UkK5Q2yi9ACAwNIHAoOhWohYvXgyZoRnsB/vCrHaHz+eQ++5PnjxZKTBU7dq1OZ+XLFkCmx/GwnHMTqRlF2h2Y2NjmW3Pnybip0nzcfr0aZTvsxBGjtVhP2AFy39ZANGEfag0dhdMPdpAE7SPpSQvD68+ZCBPWqCda9ehI8r3XQyLxj0BKAdAnDBhApYvX446depAIpHII3K/jERI6BMIjS0gMDThaOnZGkuhkRkqTdwPW69JTJkqLVeWWFlDWqHvYgQkWqLTooMAtMv1vH79et5yXfJE0+nqRo0dD33bSnKN9mcUNZsRERGoWbMmKlSooLZNmYzCtutv8CCiQEOWkZsP8wY/QmhiiZMnT2Lo0KGcAIKa0qpVqVJF5b7zz1Ng13UaKo3dBX0bR5jWkFvC6BkYQs+8HAAeixCBEMbO9SAwNMUff/yB+vXrw8HBATIZBWNRLRiUc0LlWX/B0MGV8cEW6BtCaGwBAJw4IZuvRSL0fRZ2XQphNMo0dKwHRRx9tsFh8Cro2ziiQv9lsOkwGpUrV1Z7D9TR+6d+qFOvPlasWAGRSIS+ffsyKcTM6nSE49jd0C8nz6AhNLGEgZ0zbzuvX79GTEwMx2eN/k5JpVJ07doVsbGxvKkr2feETd++fTFt2jSFd6gAAv0C33p920qw9Z4MfSt7peMNK1aHwEB92j/2d5GxRJDKcCS3HpymHeM816P8H2LZhTCU6/YLU5Zi7Mg8KzQB0TKU85oIx7EFmna2r2N+fj6yJfl49kEMfRtHWDTuCdGkP2HVcpD82vTkVkbs4JQAYNt5CjyGFZS9ScxEvx13ceu1PJ5Ex44doWdZgdNnTb8/ilYXITGfsOhODuwHLIe+rQiWlpZqj1ckIyMDhw8f5sSRkEgkaNSoEYYNG4Z8qQz3I1LwJjETTVZeYers/ecuTNwKAm0KDE1gXs8bQjNrAMDIkSMhNLZg4tiwLXo4WnGB5imQpWdv2PdfBvtB8uj5AQEBGDt2LIKDg+Ho6Kj1tcamZEMqo7AnMBSVZ5yEZZMC7Xtubq5SDIiQnPIwruSBcl4TOeXvUnOQ2XIyzGrzW6YA8qwOTZo0Qe8+fbF6tdz3/sqVK7x1hUZm0LOQP5N6ZjaAQAjTGi2xIfAVpk6fyTxfdD9pXr16peWVEwgEAqE0+a7N+AX6hvhlhR9+9hkDc1NjSGUULj1PwPvUHPzUSARrU0N0G78QhvbVkPbgFASGpqDyxYBMLtzTpnVSqRRCUyvY9ZgNALBq1g/5aYlIDf0fjp86g+NJlfDsnTWc515gzp2XHIszD97g6KkhuPT4LRytTeB78QVuvPoIE7dmyHkTBFAybNq0iZN6kOZNGgWb9vJAbwblnGBeuwNM3VvBxKUhrJr359Q1LO+MSFvAeW47pXZsOoyGWa32+HhuNfKkMqz8JxyezpbYuPRXQE8fAj1DUJICc2iBkRkqT5fnpk76ex0gEMCu2y/Iz0jG+z0TQOXlokK/JZDlZiLpvDx9W26eFEKBAIb6QkTFJ8GsZjvkZyZDHCMPMrdm91G4j9kIY6daMHaqBchksOs+CzlRT5B4fAEGjZrA3Lu47T/DqfNYJKbnooKlMd5+zMS2kGxYNpYHokpIrwzTGi1h5OiOp7cOYb+/P6YsXgu77vMAAP2HD4HTlMPM9aSlpcGmvQ8oacEktnyPOYiJCIZFg64QCIRIu3ccxs71YNNxHDIeX0BmSAD0DYwgNDLDa2l5eG28iR/cK2DvSE/kSWX4N9EIpq5NYOraBBmPzkHfuiJkkmzIsuUC/IVLVwGBEFKpFK6urrCs1hCZTccg+00InKbJF13+SAZsOo5H2t2j8I8rx1x/bswz6FvYwaJBF6Rc/gNCE0uUa9oLQiMzyMRZAAQQmlkhrZoXav12CWZ1OiHrWSAEhqawbj0URpXcAQCyivIFk6SkJKVngrkPfRbK+3l7J+9+iUQCY5eG0Ld2gDguHHkfI2Hzw1gYiWri05WdyE9PgkF5Z4jjwpgUhJK201CpfBX5vb9/Eqk3DmDBggX4sWcf7LjxFl1qV8S/1+9BaGIJWU66UnA79ue/n77HmosvAQB7+rrAIPsj/pHURDkvL5TzmoC0eydw+PCf8iwEQn0I9A1gVqsDrJr2Qeqtw8iJeAQzjzawaPgjst8+RHVXVxxfNg4uFQuEMeOqjWFcyQMDtv6LB3EFLiWVPgtmH8/54q5xU4gm9UXyxS0o13kKxPGvkHbvBEwdqkFYoRpMXZtAkhiJ+P0FafukLIFVINSD/cCViPUbIG97oj/0TCwRu3kwZDkZCI5OgUfFAiHqfnAossvVQIX+nZB8cQuk6R9hWLsTbDLt8elKwVhZtSgIsmbRoCtMXBrCxKUhatf3QM+ttzG+bTV0qVNR5fgz45wvg4yiIBQIEF5jBCo598WiRaMBAOcDLsK8XmfoW9nDrut0ef9H70BSwCbYdZW/t7Jf3UN68HmmvevPY9H3l81IvfknrFoNhmXjXkgPPl+wgCYToOLPW5Dz9hFSbx5AcnIyypWTj8nV8A+Yc/IJbL0mIi8pBhmPLwBCPRhXrgOhiRU2b94MBwcHQCCEReOesG49BEIDY8RuGgRZbgbsB/4OfYtyMBJ5IH7vZJjVag9ZbibK95oHgb4BZOIsZhwAIFuSjzOP36F+eT38+88ZJOQIYGDnjPz0j8gU52PV/8Jx7+wBCG3kiy9Gju64+eojKIrCs3fy77upaxP598TKHuW8J4HKz0Pi6WWQibMgzfyEN2JzGFrInwM25vW8ITAwwopT9+Afmg5AxDx3AGDdaggsm/QBKBnitv0M69ZDYdm4B3JjnuHjOV9Y1PMGAIhcXHHkwD6sDAZefsjAsL1BaOpii9eNpkPUSD4+yRe3QCbJRnZ2NgzsnGHi2gQZwX+j0oR90DOxRPLl7cgM+Qf5+fmIT8/D9htv0bZ6eYw/VJACzn7AMmRf3wOkK7tPKbouURSFmzdvYvaKjXiZaYijJ07hwrm/AAB3793Ds9gUPH58GM/DXwAdlwAAkrPki5onHsbCupc8MnzslqGQZaei8gx5BpNymIIjR1bCosVAWLccjKS/1+HJkyeYueNvOI7djQ/HFiBOUAGj/3zMvFPzUt5BaGiKrLDrMG/QBUIDY2S9uI30h39BmpYIm/Y/y8fWwRUAYOjgCgj1IctJh02H0XifmgNHaxPmuvgCAP7vWTwmHH6MBrb5MGorVxLYtPdB1ovbMHVrBqsWA/Hpuj9yXt2FTJwFPcsKuJ9WkD2Fff86rr8BqaUj7H6cgbzkWEgzU6BnZg1JAtf9QqBvhEdO/XDvWTSm5+XjdlgsAPnvtVmtdvh0bT+kWZ9g103u1vXp2n7YtP8ZOVGhMKlSH5uvvgacB8N51mBkhAQg7e5xNF4agEzKCAdGNQH0DGBcyQO5sc8BSrfMRgQCgUAoOQSUKjXJN0x6ejqsrKzgNP0EhEamkGYkYXBdaxyPLFj7cK1gjjeJmbzHU/kS5KUmwOhTJG7vXYqWq5VT+QBAxpNLMPNoC6Gham0RJc2DQI8/7U5G6EV8ur4flacfRxMXW/RtWAl7bkXi8OimaPL7VU7dnKgQmFTR7Nurjt+618TSv8OUyj/+9TuMnGrDoJwIRo41IDRSHy+AJuHoPLwLvYlmvjehJ6AwpJkz9t57x+zPjXmGrPCbKOc9SWUbsVuHouIIP+hb2Cntq1beDG8/cqPpf7qyEzYdxzGf8zOSeI+lMb2/G9nNxqi9jtzY/2DsVFttHQBI/WsprHv/pnL/x7OrIH73AqJJByB+/wLpj87DtsMY6JnbqDxGJs5Seb+jfbvBfrCvfIFEDdLcTEjevYBJtcac8jGtXZAedhvHkysBAMTxryF+/xIGNhUBUDCpKq/fQxiMeXNnw87cCAZ6ck3Y/juRSs8KLeyq6mtMchZar7nGKU+6sAFUvhjle81TOiY39j/IcjPxx+ReaFLXHYb6QrT2vYbhzaugfmVrTD0awqkvE2dDaMTN5pB86Q+0FhkgrNZYpfZV3dv3+yZDaGQGu+6/QN9SvXWBLqQ9OA1DO2ckX9qKD+/j0GgFV9OWeGoZpizdgOPPUj9/Xgo9ywoo5zWBp7UCPhxbAPuBBT77SX+vg8DASOVYsOnoYQ89IUBRwA8eFRAYlgjvWvY4FRwHWzNDvP2YiVcf5O/BcmaGjMCVG/tc43OnyD9TWgEC4MfNt1XWSb64FVXqNkOGo/zZ+3jOF3MG/oDffpN/r6r8+o/KYwHg3c4xaNNvNN7aNlXaJ054wwhs6ojZ0BcySS7+vBeFxeeeM+Ufz67iPKeNzNMQnGmlsT1diNs6DBYNf4QkKQble8wpdDsZof+DRf0uAICssOug7u6H/cRDyJKoF8oqGOUjUcyvA4j7YwRS3kXgp70hzDOhjuyXd2HoWB36FnYY19IJEzt6YOyfjxCVnIX65fVw6W3BInLqnSNIvXUYS84/h//dKKY88cxKVOizgPl8ZWZbdNxwg3Mexe99TsQj5t0FyN89tGCfn5kCfXNbjX1XRdKFDYxwzObB/B9w4mEs9t+Nwl8TW6CyrSn2X30KK2ka+nq3QfUFAZBI5VMtipJBoMaiICfyMUxcGiqVT27vioFNnNDK9xrPUcD7vZMgNLWEw6BVhby6wpEeehGfLm1FWlqazpYdxcXjx4/RqFEjBAcHo2FD5XtJIOjK4cOHMXToUPJMaYDcJ+0pyfdUsQv727Ztw9q1axEfH49atWrBz89PyQSVzY0bNzBz5kw8f/4cjo6OmDNnDsaPH8+pc/r0aSxatAhv375FtWrVsHLlSp0C0igK+18btStZ4r93xZM+i1C8qFvcKatUQCoSYY3GzjZoW708rE0NsIglBJUUBnoC5Em/u7VJAoBhzZwxpnVVtFnLL+gUJflpH/Bg1SCVi7gEgjpqOVri+fvv5/dZJs5GrF9/IuwTvmmIEKsd5D5pT0m+p4rVZ//48eOYPn06FixYgJAQuZ9ply5dOBGY2URGRqJr165o3bo1QkJCMH/+fEydOpUTPfrevXsYMGAAhg0bhidPnmDYsGHo378/Hjx4UJyXUqYggv7Xy9cm6ANAIqwBAI+iP2F94KtSEfQBEEH/O+bg/egSEfQBQN/Kngj6hELzPQn6BAKBQCj7FKuwv2HDBvj4+GD06NHw8PCAn58fnJycsH37dt76O3bsQOXKleHn5wcPDw+MHj0ao0aNwrp165g6fn5+6NSpE+bNmwd3d3fMmzcPP/zwA/z8/IrzUggEAoFAIBAIBAKBQPhqKDZhXyKRIDg4WCkfspeXl8r85/fu3VOq7+3tjUePHjE5hlXVUdUmII8anp6ezvkjEAgEAoFAIBAIBALhW6XYhP2kpCRIpVLY23NTHNnb2yMhIYH3mISEBN76+fn5TNRwVXVUtQkAq1atgpWVFfPn5ORUmEsiEAgEAoFAIBAIBALhq6BYzfgBKKWhUZWaRl19xXJd25w3bx7S0tKYP3b+dQKBQCAQCAQCgUAgEL41+HPsFAF2dnbQ09NT0rgnJiYqaeZpHBwceOvr6+szeZZV1VHVJgAYGRnByMioMJdBIBAIBAKBQCAQCATCV0exafYNDQ3RqFEjBAYGcsoDAwPRokUL3mOaN2+uVP/y5cto3LgxDAwM1NZR1SahaNk4oF6JnMfG9OuLWv+9oyf4eqPl35rTHj/WqYhGzjal3ZWvhvaViqYd/RtbMNCz9FyrtnoXPu96ocjNQDkzwy9uRpqdipEtqnx5f4qI9i5fXxrbbxFZWgIMsj/qdIyrwScs7VGrmHpEIBAIhNKkWM34Z86ciT179mDfvn0IDw/HjBkzEBMTg/HjxwOQm9cPHz6cqT9+/HhER0dj5syZCA8Px759+7B3717MmjWLqTNt2jRcvnwZvr6+ePHiBXx9fXHlyhVMnz69UH1M+nsd8pILzPrzPsVz9n88uwrRvt2QfOkPOEri8Mfghmgu+jIrgdyYZ0j5d6/K/cLsZDz5zQv1bfLVtiNOeIOYjf3x9veuTJlBZoHVQ2frD5y6iaeXc47/37TW6GwSwXxO+meDynPJctLQUz8UvRuIMKFdNd46qXePqe2vIpsHNSg49vZhJP61Un4NegKELPZC1OofUc0sT2M7sZsGweJ/C5jP6UF/MduSJP40j2xMcxKxp5MxMkIvIv3hWd4673aO5u23OirkxgEAst8EIftNEHIigkFJ85H0z0alulS+BNLsNE5ZzPo+SvWM9IWY6+Wm1fk1kXrrUJG0AwApgTvwakUXbBxQD42dbbCiV23sG9kYNeyMEH9wFsQJb5h60pyCAJm17E10Phf9nPCRfHkbWjgol+enJQIA59w0FcwN4GRrij+GNMTpCaoXDXOjn+LTtX34CaqDgaoi/dF5fDixGGn3TzFl8QdnIWZDXxwc4s6p+27XWM7nlKu7tDpH9Lre6FGrHBytjLGke01YmXAXzEaVj+R8zvv0XpdLACC/Dvn/c+gikmFI08rQE8pdqGrYW+Dk+Ob4wb0CU39cm6q87UhzMphtKj0Bq/rU0bkvfIjjXyH17jG82zNeq/oJR+ehW/vmeLOyC7YNUZ3nVhz/Wqd+pD0oSBf78fwa+PcpWMzIPDQZF6e3QcqVnUg4Og8Jh2ajj30KdgxtxGkj+9U9RPt245QlnlnBbOdGPMaSHrVgI8hW2xeZOEvlvvRH5zReS896jmr3p/y7F7GbBmHb8GZwLlcg8M/t7I5hzZw5dbPCriPz2VV8OL5Q43nVkZ+ZonVdaeanLzoXAFAyKWZ7V2c+G56dpVQn7e7xLzpHTsQjje/kjCeX1O5/t3MM3mwegecbhmNELWO1des7WcP/Z0+cHN8cV5YPJQudBAKB8I1SbGb8ADBgwAAkJydj2bJliI+PR+3atREQEABnZ/kEID4+HjExBcKYi4sLAgICMGPGDPzxxx9wdHTE5s2b0bdvX6ZOixYtcOzYMSxcuBCLFi1CtWrVcPz4cTRt2lTn/sX69Qfwf/bOOyyK443j32vc0ZEOUq2oWLGXoFHssUZT1GiixsQeTaL+NBETRaOxJBpNTIwmdo29g713sQuoFEUQkd6O425+fxy73N7tHUdv83mee27L7Oy7O7uz8868877qBogm0tqN4DxyGXLfRCEr7BIAICP0GFJzo9FvxQR0b+SIWvX9QJR5cB7xE+fY/ZM6wUQkRD17GXb+txff3bPUOW/KhS0Y+k5zvJI/Q6RUrTi/XDsabhP/AQCQw4Gw/vUTfNZIgIED+0Ni5w6rtkOQeu0/qDJT4D5d3ajIibyNKV+Mg0gowFSPOGw/chrTJ3yKuZdzAQDNrHKw8dcZEJqYIif6LgBgz9gW+O9+Eia/Ww+1bUzxWZ92+CugP1RZqSB5uch+fgsiMxsoEqMhFApx5clLIE+ONj6erF+EWb19cOReHGKSspB4ZAXs+81AYycz9BnVHcufqa9R8eI+Uu4ch8OAbxC/5VuIbZxg1rAzMu6egOP736OBDTCguSve794eArEJcl+rDzS9/DvOHd7N3qtaMgD5bVXv6KOI9Czo2ACAxCMrocpJx4N7d2Ee/yXypNaQv3iA5DN/Q+LgBcWbKBw/eRozv1uIiMhoKNPfQmhqBdexvwFQN3b3/DQB6enpSDqxBgBg1WYQ5xzy+KfIS4nHjrGtEJumxIDmrpi6/Q67P2blMHh8VSCzPC4CiUeWY8gnw7DyJ67SYWphieyMdFjmvoWq2SBkPDwNlTwT8hcPQBRyCKTmcP1sDbKf3QTJy0XsnxNg1XogUq/+h1cvo+FoqW7AffluA9h0GQmZWxP8MaIZWrZuhy4/X0DGvWBkR92F45C50CY3LgImLuqOgherR0CVlQp5XDggEIDk5UIoNYdHv0lY8Vl3TN8RilylSn2Pru5GyqUd8JipVmDsLUxwbFI7ONd2h0XTAJi4NsCG/30KkUiEwS3dMLilG3vOOrJseH/zBPGbZ0Js7YS85FcQyixg02Uk2nnbYnwbe4zbFa6W6dePocpOh3nT7rDvOx2AuqGuSHoJmUeBMpgdfgWJh34GUak7w+QvHkKZkw6hWAqVPBPDF07H5fhcNn3q1d1IOfcPu27V7n18PnMe4h5cQVp6GjbPmK5zrwB143vd7LHYeuEJ9n07ACQ3GwBg0Wc+GlpbIux1gcKaE30XCXt+hP17X+O9Xj2QnCfG7ZgUdn9yvsKeE3kb1u3fV19b2hsQhRyNXKwRs+J9mNbxQ3bkbZDcbLQM+wvHQ6OQl5qAvORXSL91GOa+3WHfd5q6LBOjgXPrkO3WBkKZBZKC1wIqJeb3rY9atWwhFAowppM3xmy8jrNhb+BlZwZHczFer/kOTh/8iJyY+3i9fQ4k9p5w+Ww10q7tgWm9djCx92Bljl46AN5DvkZKchL7TiSfWo/US9ugysmAyeS+WDSoKQIHNEH463Q0drGCQCCAXT8TnHqi7lyZ3ccHf5xXdyi+DV4LsbUTMu4cRV7qawjNbCA0MUVeShwEAgHqOpjj2Rv1y/7m4DIIhCJYNO8JmbsvAODg5E4Ii0vF8PZ14fmNrpK6bkQr9G1WoBy/2b8YDoPmIOvpdSSf+hMun65GXnIsMh9fQE50KMTWTpCmRAMAxCIh+jZ1QfRP/SGQSCEQSaCSZ8HzW3XnxtvjvyIv+RWIQq7OXCSB59fqTsWXaz+FTZcRsGjaQ33f8hX0lLMbWVma1q2Nl2t7QCXPgIlABQdLKfrVN8eOW/fRuXNnrPhqFADAWqJEqkKklp+nUys74iq77O6mVsKlIgD5/cJp1/fBq9MAbPigAVo1bcSm9Zx1WF1+Z/6GzKsFTL1b4fWu76F8eR8hG37C0HXqDqyE/36ATZeREIhNILFzQysPG/zyUUvUFSVixe2Cd0qTjNCjIAo5TE1NIRUXjB8wncKbr0az296e+I19j2L/GIfaE/7i5CWPfYKM+ydh13syuy6t7YPMJxeRcm4TTOu2gdDUEum3DsOjtjP2nb6G3DwVzoe/wYj2HiAEkElEWHggFHvvqUe3k06th8PAWQDUnb+JB5dCYu8Bs/rt0ZaE4cTZS5DYeyAvKRYuY9dCKNHtzCeKHDRzs2HXH9y7CzP72nCbuAkAEL/lW8hjHyHt1iHU6joG6aHHQHJz2O9MyoUtyHx8HrU/WY7MyDtIubgNyowkjPjtJC48VXdcJOwOxOzZs7Fdw0AqNzEaJvbq9lLqld3IeXoFls17qe/l8dXY+s/f+GzOTzBxbYjXO+bizNEDMJGom3ULRnVH5HercV5RB/JXTyB1VXcq/j24Nq4lSfFpR284Wxd0CGiWXcqFLcgKvwKJgxcEAgF+XxqIeRcydO6LIiUen3TwxBKdPZTKSGBgIPbv34/Q0NCKFgWbNm3C9OnTkZKSYvQxY8aMQUpKCvbv319mclEo1RJSA0lNTSUAyIABAwgA/p9AqLNNJpOxeQAgAhNT4jnrMPGcdZhYd/6Y/Lr/Irs/NzeX7N69m9TqNpbYD5xNhFJzIjSzJiIrR8Lc9lOnThGnjxaT+v0+JwCIuJYrEVnaEW9vb0IIIdu2beOVTWzjQiz93iMQiklISAjn2h4+fEhMnOoSkYUd+e2333SOzcrK0rkf+u5Bq1at9N5DlUpFvp49lzRv3pxExSUSRZ6SEELY+1H7ox/15rth+142vfa+J0+ecM4T9TqJOI/6mZg37UH8WrcmFi36EMdhC9jzMMd5eHgQCwsL3vPl5uaS58+fc7a9Tcsin85eQtb/+RchhJCzZ8+y+5i860zbSrxmHSYmrj5sPgzRiZnEaeQyIrZ2IoCAPca0fgcikMgIALJ7924dWQgh5PHjxyQzM1P/swcB73ZtIiIiyN69e4lKpeLkJ5Cas/I4j1pOpO5NycxdoUQos+R9rjV/H3/8MSGEkPQcBfnz1AP1Mfn7TOu2Jc6jV5HFazeR+Ph4dvs333yj9zmJi4vjfbf+OHCOpOcoyLVHUTplCYCYNXqH1J7wF5E41uGUiXY6vt+ZM2eIy6eriduUrURobqOzPyYmRq+8hBAisrQjUrcmnHvu6+vLHj9u3DiSnqNg5bHp+ikBQDZt2kSOHz/OHlN/1gFemU3rtiVmjd5h11NTU4mtrW2h1wWA2PWbQWwDviQASPPmzXX2p6Wlca4lS55H9tx6QV6nZJA//vhDXX9YOxEIxbz567vPVu2HETOfLpxtJ0+e5L1/KpWKfLv7Lgk6+ogQQkidfhOIw9DvOeccNWqUzrN9+O4r4jnrMLHtPYVb39m6ERNXH/VzmZ6uI6fnrMOk289nCCHc+iQoKIjs27evYJtQpHO9f/31F0d27f3WHT9k5RGLufdMbOdGJHbubN6OH/xIbLqM0smDuT5mmfmOpKWlkU2bNpG3b9+y51+wbhvx+OYAsfRTf5tq1apFPD5bRTxnHSau49YRAOSrLVeJ16xD5E7ES0IIIXuuPyeesw6r7zFAdu3arXMtzH2yajuEQCAkfQYNU79nZmaEEEJu3n/CrXdEYrLzUhhJyVTXeRcuXCAi81pEIDYhEnsPNj+3aTsIAPLokbqsrz5LJJ6zDpOVIWHsNRl6d50+Wkwc3p9PpkydSiCSsNvNm/Ygdn2nEQiERCg1572nLVu21PsOp6amEpGlHRFbOxGBREbcp+0gTiOX6eTx3XffkZcvXxa0BURi4jZtB3EZ+xsRSKSs3PbvfUNUKhXZeT2GhMYks/fXpssoYj9wNtFXZ4tt3YhAj/xHjhwhn2y4xp7jxo0bJC8vz+D9Wrx4MbFo0YfIvFqwz9W6dernYt68eTr3Yfv27QRCERHXcmXzDAsL00nHvLfzDzwgQ+b9oXPeW7duEQBEZGlPanX/nMi8WxHTum3YeoCpxyoLjLy3bt2qaFEqFenp6SQxMbGixSCEELJx40ZibW1dpGNGjx5NBg4cWCbyFMaWLVvK/ZkKCgoirVu3JhYWFsTBwYEMHDhQp408f/580rBhQ2JmZkZsbGxI9+7dydWrVwvNOzk5mUycOJE4OzsTqVRKfHx8yJEjR9j9586dI/379ycuLi4EANm3b59RMpfHffL09OStUydOnMibfs+ePaRHjx7E3t6eWFpakvbt23Paagz//fcfadSoETExMSGNGjUie/fu5ezfsmULcXNzI7Vq1SJff/01Z19kZCSpX79+kerB8qynarSy//r1a6Ma2GzDT6NiWrZM3XAQmlkTgYkZAUCio6PZ/bm5uWTPnj28+WzYsIEQom5AASD169fn7K9fvz4hhJAlS5YUKtP58+c51/b06VN2n5+fH/nwww/Z9bZt2/Lej4yMDN68b968WeR7yzQoPEYG6ZU5Pj6eTa/ZIbFq1SrePJs2bcreX0CtzLpN3kLsB3zLHtu4cWNiaWnJez5GSddufGty+/Ztdp/U3ZdYd/6YdOzUmaSmq5VoCwsLolKpOMd07dqVPUZgYqrTKD148CBn/enTp5zj+RpUmh0EEydOZJcNKdQM8+fPJ4MGDSIQCAsai/kNaEIIad26td4yGTt2LAFA7t27x+bHvCfaPwcHB9KkSRN2ffz48Xpl0pcHUyYJCQnEqt1QYu7b3eBz7jpuHfGcdZi4T99V6DuRkpKi7tTQUmgHDRpEduzYUeh95HtOBg0apLM9IS2HmDfuyt7jlJQUTj5T5v9MnEf9TKS1GxmUNysri1y7dk1ne3JyssHjWrZsqbMtJyeH95oM1UeaP5lHM+I6/g8idW9qMN3kyZN13gd9aD4rzE+7bmP4dr7+eoMQQt68eUOAAuW1WeAJ8tuZCPIqJUun7K5fv07Wrl3Lm9e8efPIvXv3dK6BL23Xrl3JtGnTyLx583j3+/j46G18ACDz58/X+1xp8++//7KdEmvWrCEqlYp8NWc+se70MRFZ2rPH5ijyOMcdu3CT7chjGmyBgYEF7+zQ74nnrMNEZF6LI4eNjQ0hRK3ojRs3jnh5efHKePXqVc5xJk512Xd26tSpnLTZuVzZ+o/7htSeuInIvFvpvUcJCQm8naOGfs7OznrvY05ODje9SEz4FPKFCxfqLXs3NzfSrd8QYtV2MBFIzXXOURRZ+X4nTpwga05HsM8ygyFl/9dff+V9juLi4njfx7179xaUmasPEVs7kWfPnum9b4TwtzsePXrELtepU4ezLzw8nABU2acUDarsF06vXr3Ixo0byYMHD0hoaCjp168f8fDwIBkZGWyarVu3kpCQEPLs2TPy4MEDMnbsWGJlZUUSEhL05iuXy0nr1q1J3759ycWLF0lUVBS5cOECCQ0NZdMcPXqUzJ07l203VCZlPyEhgcTFxbG/kJAQAqgHeviYNm0a+emnn8j169dJeHg4mTNnDpFIJOT27dtsmsuXLxORSESCgoLI48ePSVBQEBGLxWzHyZs3b4hMJiM7duwg169fJw4ODuTw4YJ6u3fv3mTPnj1Fug6q7JcxjAKSmppKFAoFuXTpklEf52bNmnHyYRqezC8uLo7dl5ubyx1VAohIJOK8gFeuXOE9zx9//EEIIWTTpk06+7RHr7V78F6+fMnus7KyIiqVilMx6INPjlevXhX53jKNFK+PAnnz1K6oVSoVuXnzJm/DWxMdhV1rhPrMmTPkiy++4D0nc+yGDRt4G7IMCxcuJCtXrmTTvPPOO4QQ9Qgcn0XEzZs3DT4vx48f522YMWg2lhiYSgsAWbBgAQkNDSV//fWX0YoVIYT8888/ZN+JM8TDpznn3O7u7npl5XtOcnNzjXovPvvsM72y5ObmEn9/f076f/75h91vbIebuJYrse//NZHY6ypV8+bNI2/evCGenp7k0KFDnHur+btw4YJR908oLHi2GIYNG8Zu0+w0W7NmDbs9Ozubk4+msmXol5eXxyuzSqUq9NhDhw5x1pVKpd5y2L9/P7l7965RMhn6Me+FsWhaRTC/X375hV0ePXo0m3bx4sWcdMw7yyh2T548IQCIab22pNfKc+TRK66CoXnstWvXeK2bABC5XM4r6+TJkwkA0rt3bzZtbGwsIURd3zs5OZFOnTqx+yQSCTvSos8S68cff9SRTR8xMTFsmhs3bhBCdJ8jPjTr/bNnzxJC1GX+888/k48//li9T2PknPk5Ojpy8lGpVOTAgQM6CuHp06f1Pg9169bVez2E6O9M1vylpqaSw4cLt9rR/hnCmOPfffddNv3y5csJADJ37lyycuVK8urVK4PnKul7dOLECZKjyCObLkWSZwnpbL4dv/uPeM46TByH/6BzzN9//2309RNCeO9pYZZNK1as0DkmPDyc7Nu3jzRt2pTcv39fp+yY/8pCdVX2/f39yZQpU8g333xDatWqRZycnNjOREIIiY6OJgMGDCDm5ubE0tKSDBs2jDO4Mn/+fNK8eXN2/cyZM6RNmzbEzMyMWFtbk44dO5KoqCh2/8GDB0mrVq2IVCol3t7eJDAwkCgUCqNkXb58OfH19SVmZmbEzc2NfPnllyQ9veA511b2Gdl+//134ubmRkxNTcn7779PkpOT2TSMsr9s2TLi7OxMbG1tycSJEzlWl5s3byZ+fn7EwsKCODk5kY8++oi8fv3aKJkNURHKvjYJCQkEADl37pzeNMz7qM/yjhC1NVCdOnU4980QQOVS9rWZNm0aqVu3bpHayY0bNyYLFixg14cPH0569+7NSdOrVy/y4YcfEkIIuXbtGnFycuKkX7p0KSFE3eEyYMCAIstNlf0yRvvjpNnAMvS7cuUKJx/t0QNN8yimcc3sYxR4TfQpi0lJSYQQQnbs2FGoTHfu3OHkqdkBsX79eqPvybvvvsvbACsqZo3eIU4fLyE+Ldvxyjt27Ngi56kJX57MC5uZmUm2bNlCIiIiOPuZCk2hUJCPP/6YrFu3zqhzdOvWzWA6xnxR3097ZFabS5cu6VSgFy9eZNMvXry4CHdGl9q1a3PO7ePjw65/9dVXBACxtbXVa9anUqk4iq++36xZs/TKwLwHUqmUACD16tXj7M/Ozi5Rg5lRiLThS2vsh6Bt27Y6ZXbnzh122+bNmznpN23aRLZt26aTz3fffcceM3v2bL3XwCfz6tWr9V6H9rGGnjEGphyM7cAx9Js9e7ZR95HvupjfX3/9Rb755hvSpk0bTkfakCFD2DQdO3Zkp9f4+KjN+EePHm3wWsePH8/uv3z5Mms9pfnTtF7RZvPmzTrpNeXLy8sjKpWKTJgwgSxYsICzT6lU8l5rUZR9Qgg5ceIE2b9/P7seFBRU6LFJSUmc69aET3ljfm5ubgZlYQgODtabx++//27wWGM6rTIzM8nRo0eL/CwawpjjGzVqxDlGu4Pb0Lk2btxYovfo6NGjvHLHp2QSy1b9iVCmOy1Nu0OpMP7991+dPArrxP/hB24ng0Qi0ekcGzp0KLufKvvlh7+/P7GysiKBgYEkPDyc/PPPP0QgEJDg4GCiUqlIy5YtSefOncnNmzfJ1atXSatWrYi/vz97vKayr1AoiLW1Nfn666/J06dPyaNHj8imTZtYC9Xjx48TKysrsmnTJvLs2TMSHBxMvLy8SGBgoFGyrly5kpw+fZo8f/6cnDp1ijRs2JB8+eWX7H4+Zd/c3Jy8++675M6dO+TcuXOkXr167NRCQtT1v5WVFfniiy/I48ePyaFDh4iZmRmnrbthwwZy9OhR8uzZM3LlyhXSvn170qdPn2LcbS6VQdln2rb379/n3S+Xy8myZcuItbU1efPmjd58+vTpQ0aMGEHGjx9PHB0dSZMmTciiRYvYgQdtgMqr7MvlcmJnZ0cWLVpk9DFKpZK4u7uz7SxC1INhK1as4KRbsWIF8fDwIISov7GWlpbk9u3b5O3bt8Tb25scP36cvH37ltStW7fQTlQ+qLJfxvB9nPSZezo7O7PLmiP3hOg27jR7ybSV/UuXLunIERoayntOpvczOzubtGnTxmCDgZkryZCVlcXuO3jwoNH3RHMOtrENCT6YY1u2bMkZJWd+hY0CGZu/5o/PLFFfuRTlHN27dzeYLjY2ttCGqKOjY5Hup2YHUJs2bYoktzaazy4hhHTo0IFd3759u1F5GNNo1TZf14R5D54+fUoCAgJ4TcsePHigN2/NDgu+n74Pmr7yMAbG9HXYsGG8eW7dutWofP73v/+xx8jlcnLkyBGSlpamV67Ctmn/xowZo/c4bUpT2TfUucMHXx58nSOEENKwYUM2TaNGjdjpNa6uroQQwpm6wIfm/b14Ue1DZe/evWTXroLpH3fv3tUrK58Cp68BZOy1BgQEEEIIqVevXrHqVmbKmKFjNev9a9eucfYZ6mhi/MMUxqlTp/TmwVjTGILvOA8PD8491raUY35MR2FR32nNdKdOnSJTp07VOb5FixYG82Cem8aNGxt9XYZ+nTt3Zpe154Mak+/58+fZ5Tlz5hR63/lM8g0pAYRwO4nv3bvHGY1lWLhwIZuGKvvlh7+/P+ncuTNnW5s2bcisWbNIcHAwEYlEHKXj4cOHBFBPaSKEq+y/ffuWAAWWQNp06dKFBAUFcbZt3ryZuLi4FEv2Xbt2ETs7O3adT9kXiUTkxYsX7LZjx44RoVDItr1Hjx5NPD09OXXysGHDyAcffKD3vNevXycAeJ/jolDRyr5KpSLvvfeeTvkTQsihQ4eIubk5EQgExNXVlS1vfTRs2JBIpVLy2WefkZs3b5Lt27cTW1tbzki3JkDlVfZ37txJRCIRa4FnDEuXLiW2trYciw+JRKLTttu6dSsxMTFh1/fu3Ut8fX1J3bp1WYuaTz/9lKxatYqcO3eOtGjRgjRp0oTs3r3bKDnKs54q09B7VYmRI0fybrexsWGXxWJu8AKhkHv7JBLd2PD169eHVCpFixYtdPbxpQcAExN1DGaZTIbr168bEhsWFhacdVPTglBm2dnZBo/VxMnJCYQQDB482OhjDCGVSjFhwgQ0b96cEynB0dHRwFGF07Spboguc3NzvekbNGigd19haJevNq6uhkNSAUDr1q2LdE7N8ktPTzeQsnC8vb0BFDzDtWoVhFbSfpaLi6+vL6ytrQtN5+HhgeDgYDg4OOjsa9KEP75zcHAwnj59iq+++kpn35YtW3Dnzh3Y29sbPG+rVq0wZ84c7NxpfFiswYMH4/nz59i+fTvvfub9LAylUsk5pm/fvrC01I3OUVySk5MBAEFBQaWWZ3lhZsYfk13zuZRKpbCysgIAvHr1CtHR0bhz547BfDXvr0ik9mo/ePBgTkQXvjqEQfMd0c6nuDB1ACGkWMefP3++0DQyWYFXde3vyh9//KH3OGOfZR8fH737ilKXfPrpp+zyL7/8gsjISMTFxUEkEsHe3h5r1qzB3LncSCKZmfyhA/U9Q3y8++67WLlypc72pCTDIfyGDRsGpVKJhw8f8u5v27YtLC0t8ejRI6PkWL9+PWbNmoWOHTuiT58+Rh2jSYcOHTjnLozevXvrbCusvLy8vNhlHx8fnTYGwP1OUcqXZs2acdZdXFyQkJCAx48fw93dHe7uBWE+GzduDBsbGzx+/FgnH1tbW4wZMwa9evXCe++9h19++QVxcQWhp2/duoUffvgBFhYW7G/8+PGIi4tDVpbhcJ8AcObMGQQEBKB27dqwtLTEJ598grdv3+p9nwF1O8HNrSCaT4cOHaBSqRAWFsZua9KkCadOZq6f4c6dOxg4cCA8PT1haWmJrl27AgAn8ldVZPLkybh37x5vu6Rbt24IDQ3F5cuX0bt3bwwfPpxzT7RRqVRwdHTE+vXr4efnhw8//BBz587FunXryvISyoQNGzagT58+RrXHAWD79u0IDAzEzp07dfQRJuIYAyGEs23w4MG4f/8+nj59isDAQJw9exb379/H+PHj8eGHH2LVqlXYs2cPxo4da/D+VwRU2c9HXyNc80On2Xg3lrt37yIlJYW3YaJP2dfe7uTkxFnXfPj4PsQlYdmyZbCxscF3331XonykUilMTU0RGhqKq1cLwkVpX0tRCQkJwW+//YZPPvmE3can7CclJWHNmjWYP39+sc9VmLJviFGj1KG0Pv9cHTNds5FmCM1Ge0BAQLHPDwA7duzAgAED2DA1mg200lL2nz17Vir58BEQEACZTKbT+AeAESNG8HagaaNUKhEUFIThw4cX6dze3t46St7w4cNRt25d9OvXz6g8Cqsv2rRpY/T927lzJ7p168bZxjS4Zs2ahS1btiAqKsqovBhl18XFxaj02hRXadVEn6LWv39B6DyZTMbpSJozZ45ReU+bNg39+/fnKENCoRBEbcmm80HXd/7Son59dbjLsWPHAoBOORaGMY1UgUCAUaNGoXv37mjevDlnn6aCrU1sbKxRMhhqSBVF8WM6IAGgRYsW8PLygrOzM7tt0qRJWLhwIRo1KggbqK+z5fDhw0afF+CvzwvrLNR3HMOFCxcQHR2NRo0agRBSaIOzUaNGWLJkCS5dusSp641F814Y833SfhYAw53jADBx4kR2WV8bZfz48fDz88MPP/xQqAyU0kW7TAQCAVQqld66zVCdt3HjRly5cgUdO3bEzp070aBBA7a9plKpsGDBAoSGhrK/+/fvIyIiotBnNzo6Gn379oWvry/27NmDW7du4bff1GEoFQqF0dfKyK0pv77rB9Qdgz179oSFhQW2bNmCGzduYN++fQCA3Fz+0KFVgSlTpuDgwYM4c+YMpzOEwdzcHPXq1UP79u2xYcMGiMVibNiwQW9+Li4uaNCgAac+adSoEeLj46vUfYqOjsbJkycxbtw4o9Lv3LkTY8eOxa5du9CjRw/OPmdnZ8THx3O2JSQk6NVZ5HI5Jk6ciD/++ANPnz5FXl4e/P390bBhQzRo0ADXrl0r3kWVEVTZLwQ7OzsMHDgQ/fr1K9aotFgs1lsx6lO4tCtmzZFxQK0kMBj6cBtq1Oqjbt26ePv2bYk/4pq9y5oUp8NEEycnJ0ycOJEjH5/iUKtWLXz++eeFNmwMUZIRvcaNGwMABgwYgAcPHuD06dNGHafZcP7yyy+LfX5A3Ut+4MAB+Pv7s7IwGKvsGxrRA4wfGSwqmh90qZQb97oo5yxKw6Iwdu7cifDwcKOVm8IsM1xcXFCnTh12/fTp05DJZPjrr4LY48ePH8fChQsxbNgwnD59Gh4eHuw+5v0WCoUYMWIEPD09jZLr5MmTWL9+PcLDw/H9998bdYwmxlhyFIa+93LGjBnscrdu3TidmUeOHDEq71WrVuHQoUPF6qwr6Sh+3bp1dbYxI3HTp0/HDz/8gD179hQpz2HDhhmV7t9//8XJkyd1rnv06NF6j8nI0I2dXhQcHBzQqlUro9OLRCJERUXh1q1bnBFkbTQVTn106dLF6PPqY/HixSU63sTEhGMN8sEHH+hNGxgYWKJzRUREcL7pxn7f9+/fjx9++AF37tzBkydP9CrwDJodLfqwtLTEzZs3SzwoQCk9GjdujJiYGLx48YLd9ujRI6Smphos05YtW2LOnDm4fPkyfH19sW3bNgBqq7iwsDDUq1dP51dY3Xrz5k3k5eVh+fLlaN++PRo0aIBXr14Veg0xMTGcdFeuXIFQKDTaQvPJkydITEzEkiVL0KVLF/j4+FS6EdaiQAjB5MmTsXfvXpw+fZrTWVrYcXK5XO/+Tp064enTp2wnCQCEh4fDxcWlzNp0ZcHGjRvh6Oho1ADM9u3bMWbMGGzbto03fYcOHRASEsLZFhwcjI4dO/Lm9+OPP6JPnz5o1aoVlEol8vLy2H0KhaLEuk5pUzrDe9WEq1evon379pxtJ06cKJWRLD60P7rdunXD+vXrddINGDAABw8eZNdzcnLYZUMvprEVgzYlGdHeu3cv1q9fj+XLl/Pu5+uVLA6enp74+++/Ubt27RLJawhjGv7W1tZITU3V2c6MugoEAr1m6nxoKpLF6awxxEcffcQ2/Atr8DE8efLE4P5ff/21xHLxofmcaHeWFUWB16yAS4OiPGvTpk3DP//8w47oaqOpuAPq9z8zM5Nzjl69eqFXr17suuYob3EVU0dHR4wfPx5A8cxxp06dWqT0tra2OubS+s6rWdaff/455zlNS0sr0nkrAs0yuXnzJqKiouDn5wdA3cHWrFmzIltjjRo1CvPmzSu2TJrnGzhwIA4cOFCsfP766y+dEZTY2Fij6xJAfX88PT0L7ZgaOHAgpkyZwtadq1evxtq1aznmyIU9/+Hh4di7dy8mTZrEbrt79y4OHz4MGxsbREZGlth6Sht9U0QuX75stHWXJnZ2dkhMTOTdZ2zn3sCBAzFw4ECjz9myZUvs3LnTYGcMpfLRo0cPNGvWDCNGjMCqVauQl5eHiRMnwt/fn3c6YWRkJNavX48BAwbA1dUVYWFhCA8PZ60mv//+e/Tv3x/u7u4YNmwYhEIh7t27h/v372PhwoUGZalbty7y8vKwevVqvPfee7h06RJ+//33Qq9BJpNh9OjR+Pnnn5GWloapU6di+PDhHOsfQ3h4eMDExASrV6/GF198gQcPHuDHH3806tjKyKRJk7Bt2zYcOHAAlpaW7MiztbU1TE1NkZmZiUWLFmHAgAFwcXHB27dvsXbtWrx8+ZLTSfzJJ5+gdu3abOfml19+idWrV2PatGmYMmUKIiIiEBQUxPm2Z2Rk4OnTp+x6ZGQkQkNDYWtrq9N2qQhUKhU2btyI0aNH6wxezZkzB7Gxsfj3338BqBX9Tz75BL/88gvat2/P3kdTU1N28GLatGl455138NNPP7HfyZMnT+LixYs653748CF27tyJ0NBQAOpBMaFQiA0bNsDZ2RlPnjzhDMpWCsrSIUBSUhIZOXIksbKyIlZWVmTkyJGcMBra5Obmkm+//ZYN1+Hi4kJGjRql43hBO5QXAIMOOrQpzKGMdt6G0JdO0yGWPlJSUjjH//LLL7zp8vLyOOk0Yzrzcf78ebJp0yaDcpc3jLzz5s0rt3MaUwZ8MLIaE881PDyc1wGWPm+phaEZ4YHxiltaaHrFDgkJMeoY7evS/hUWV9TYMtD2+u/l5WVQjsJwcHAgAMjEiRMLv8gyRDscHyFqZzpDhgzRGwXBEJr3oF+/fkYfp68cfv75Z06eM2fO5C3nhg0bEienwmN088EXglAznq8mKpWKNGrUiNSpU4f1fK/v2SsrtJ30FQXNiBfaFLc+UqlUbJQCbed7xhAXF8fKpBlCsjjX17p162Idy6RftmyZ0cckJiZy7tXTp09LXP7FLQNjycvLI4sWLSJBQUGc56gwh1naMMfxxSHfs2cP+e2330pJ4pJDHfSVH/7+/mTatGmcbQMHDmTDlxYl9F58fDwZNGgQcXFxISYmJsTT05N8//33nPCtx48fJx07diSmpqbEysqKtG3b1ugoTytWrCAuLi7E1NSU9OrVi40MwegA+kLvrV27lri6uhKZTEaGDBnCRqcipCD0nibTpk3jRBzYtm0b8fLyIlKplHTo0IEcPHiQALqRq4pKRTjo0/ft27hxIyFE3b4YPHgwcXV1JSYmJsTFxYUMGDBAp77x9/fnhLglRB1Xvl27dkQqlZI6deroeOM/c+YM77m189GmvO7TiRMnCAASFhams2/06NGcZ4JPZ+S7lt27d5OGDRsSiURCfHx8eNu3KpWKdOzYUccx7aFDh4iHhwdxcnIif/75p1HXUG288ffu3Zv4+vqSy5cvk8uXLxNfX1/Sv39/velTUlJIjx49yM6dO8mTJ0/IlStXSLt27Yifnx8nnb+/Pxk/fjyJi4tjf4Y8gmtTFGXfxsbGYF4lUfa1j+dTDPjSlUeDt7T5+++/Sa9evcq1QVDchh3jJXrJkiVGH1Oa5bJkyRLyww8/lCgPfTDynTlzpkjp9f0K8zpanPcAACd2MCHGeSTXJCoqiqxcubLEHngrG5r3oCgdnPrKoX379pw8VSoVefToEUlMTORsHz9+fJFi2GrCp+zri3NPiFph0ozlXBF1X3HPM3ny5FJX9kuKZqfy+++/X6L7OH/+/GI9f8wxJVFStUPkFofyLAPNjqqrV68W6diuXbsSAOSbb74pI+lKD6rsU0oDzY6IykhFe+OvKtD7ZDzlWU+VmRn/48ePcfz4cVy9epWdc/7nn3+iQ4cOCAsLQ8OGDXWOsba21pkzsXr1arRt2xYxMTEc0xEzMzOjTXvkcjln/gpjDqpQKHhNguvVq8ear3Ts2NFos2HNdMxyYcfOnj0bS5YsAaA2S9SXvnHjxnj06BF69OiBkydP8p6zMjNy5Eg24kF5yWxsGWjz66+/Ys+ePRg9enSxZF23bl2JrpGZt1wW98nPzw/Pnj1Dy5Ytjcq/UaNGvJ58GQghBvMxtgxatGiB0NBQCAQC7Nu3DwEBAZxjpk2bhm+++UYnX324urqy5rtV5R0pKkFBQUWum7TTe3t7cxxo5uXloV69egDUPgTeffddAEDfvn2LPSVC2xGgWCyGQCAoVHZD+ydOnFju9YgxTJs2DS9fvsTYsWN1jitufVRSNE0c//vvP84+qVRaJHm+/vprpKenIzU1FWvWrDH62O+++w4hISEYMWJEsa9fc1rTggULipVPeZfB9OnTER4ejhYtWhTpnLt27cLZs2fRp0+fSl9/VXb5KBQKpaZTZsr+lStXYG1tzXEu1759e1hbW+Py5cu8yj4fqampEAgEnBB4ALB161Zs2bIFTk5O6NOnD+bPn6/Xo/7ixYuxYMECne3BwcG8zt2GDBmCpUuXAlB7dT969KhRsvKl0+680EbTQYah88yYMQNnzpxBz549Ocq+sbLVZAorAz6GDh1aJG+agwYNwv79+xEYGAgXF5dKWy7/+9//oFKpcPbsWaPSv/fee6yy3759e1y9epXjQ+Lhw4dGOXQprAy+/PJL7Nq1C4MGDdKb/rPPPsPff/+NBg0aVNr7W9b07NkTwcHBsLe3x/3793H//v0iHa99XzUdyo0YMYJzX+/evcsu5+XlFfuea3s837RpU4nLz9PTs9yegaKeZ8yYMVAqlXqPK059VBKIls8Ze3t7dh64QqEo8vW98847ANT+bIzFz88Pfn5+Rtc7fCiVSnh7e0MsFqNp06YlKv/yKoOuXbuia9euOH78eJGPNTExwalTp8pAqtLFmDBslOrF1q1bMWHCBN59np6eekNVUiiUiqHMlP34+Hhe7/WOjo464Q30kZOTg9mzZ+Pjjz9m4y0D6kapt7c3nJ2d8eDBA8yZMwd3797V+wGfM2cOx8tzWloa3N3d0bNnT06+DH379mWVfXd3d/Tt27dQWUeNGsVJp1AoEBISgoCAAIMOjJj4kK1bty40bi7jOMXBwQE///wzfvvtN17vzxQ1xpZBadCnTx+kpaWViqfyyoRmQ27v3r2s4tavXz9ER0fj66+/1vGWr0lRysBQiDAA6N69O3r27ImuXbvC1ta2CFdRfejatSv27duH3r17w87Ozujj9JWD5vLvv//OKUtNB2hFcfDFR1xcHHx9fdGrV68ih0E8ceIEx0khoHYixsRPLgt27dqF4cOHY/369UbV/8ZQnvWRIe7evYvatWsDUIcbKq3rKw/69+8PlUpVbOeUlaUMqhNVwXEmpXQZMGCATpQohuK+V4GBgSWOWEGhUPgpsrIfGBjIO0quyY0bNwDwexMnhcQ5ZlAoFPjwww+hUqmwdu1azj7GkzQA+Pr6on79+mjdujVu377NGwZIKpXyKiQSiaTQiqljx45GVV7e3t686Yw5x7Rp0wrNX5M+ffqgT58+RTqmJmNMGZQGxsRsrmowMcHNzc055thMlApjvdOXRhlIJBKDoa1qAtbW1hgzZkyxj9cuh549e8Lf3x++vr46XuI1y7akZefs7Iy4uDjWhL8o9OzZU2ebh4dHmb7Tw4YNQ05OjsGOrOJSXvURH++88w5cXV0REhKCWbNmYf369TVS6a3IMqhu0PtY87C0tNRrSUuhUCofRVb2J0+ejA8//NBgGi8vL9y7dw+vX7/W2ffmzRs4OTkZPF6hUGD48OGIjIzE6dOneUffNWnVqhUkEgkiIiKKFPPXEIylgGbYHj5OnDiBvXv34ttvvy2V81IolQlGSdN+BwUCQamHBqSUP2KxWK9p9bvvvgtvb2+94cSKSmkqBXXq1Cm1vPRRFop+RcNYSPTo0QO3bt2qYGkoFAqFQqGUNUVW9u3t7Y0awezQoQNSU1Nx/fp11jz92rVrSE1NRceOHfUexyj6EREROHPmjFGmqg8fPoRCodBxBFUSmjVrhmbNmhWarmfPnrwjTxRKdcFYR5iU6oVMJkNERITR1hvliXZcXYpxVMaypFAoFAqFUnaU2Ze/UaNG6N27N8aPH4+rV6/i6tWrGD9+PPr3789xzufj44N9+/YBUDuBev/993Hz5k1s3boVSqUS8fHxiI+PR25uLgDg2bNn+OGHH3Dz5k1ERUXh6NGjGDZsGFq2bIlOnTqV1eVQKBRKjUMkElVKC47KKFNVwNzcvKJFoFAoFAqFUo6UaTf/1q1b0bRpU3b0u1mzZti8eTMnTVhYGFJTUwEAL1++xMGDB/Hy5Uu0aNECLi4u7O/y5csACjzU9urVCw0bNsTUqVNZD/XFddpDoVAolMrLd999V9EiVGmCgoLQuXNnjB07tqJFoVAoFAqFUo6UqS2kra0ttmzZYjCNZlggLy8vnTBB2ri7u+PcuXOlIh+FQqFQKj8//PADfvzxx4oWo8oyZ84czJkzp6LFoFAoFAqFUs7QCXwUCoVCoVAoFAqFQqFUM6iyT6FQKBQKhUKhUCgUSjWDKvsUCoVCoVAoFAqFQqFUM6iyT6FQKJRKz7x58wCAOpmjUCgUCoVCMRIarJhCoVAolZ758+ejX79+aNWqVUWLQqFQKBQKhVIlqJHKPuPxPy0trczOoVAokJWVhbS0NEgkkjI7D0U/tAwqHloGlYPqUg6NGzdGTk4OcnJyKlqUIlNdyqAqQ8ug9GHaUYVFUqoIHj9+XNEiUKoJkZGRAOgzVRj0PhlPed4jAamMNXQZ8/LlS7i7u1e0GBQKhUKhUChVnhcvXsDNza2ixQAAxMTEoFGjRsjKyqpoUSjVCJFIBKVSWdFiVHrofTIeMzMzPH78GB4eHmV6nhqp7KtUKrx69QqWlpYQCARlco60tDS4u7vjxYsXsLKyKpNzUAxDy6DioWVQOaDlUPHQMqh4aBmUPoQQpKenw9XVFUJh5XEDFRMTg8TExIoWg1KNkMvlkEqlFS1GpYfeJ+Oxt7cvc0UfqKFm/EKhsNx6oK2srGijooKhZVDx0DKoHNByqHhoGVQ8tAxKF2tr64oWQQcPD49yaURTKBRKZafydMNSKBQKhUKhUCgUCoVCKRWosk+hUCgUCoVCoVAoFEo1gyr7ZYRUKsX8+fPpvJUKhJZBxUPLoHJAy6HioWVQ8dAyoFAoFEpNo0Y66KNQKBQKhUKhUCgUCqU6Q0f2KRQKhUKhUCgUCoVCqWZQZZ9CoVAoFAqFQqFQKJRqBlX2KRQKhUKhUCgUCoVCqWZQZZ9CoVAoFAqFQqFQKJRqBlX2KRQKhUKhUCgUCoVCqWZQZb+GExUVBYFAgNDQ0IoWhUKhUCiUSsmYMWMgEAggEAiwf//+ihanQgkMDGTvxapVqypaHAqFQqEYgCr7FAqFQqFQdEhISMCECRPg4eEBqVQKZ2dn9OrVC1euXGHT1CTlt3fv3oiLi0OfPn3YbQKBAFFRUQAKOs+Zn7W1Ndq3b49Dhw5x8tm0aRNsbGx4z2Hs/YyKisLYsWPh7e0NU1NT1K1bF/Pnz0dubq5O2k2bNqFZs2aQyWRwdnbG5MmTOfvv378Pf39/mJqaonbt2vjhhx+gGZV506ZN6Nq1K7v+9ddfIy4uDm5uboXKSaEAtC6hUCoScUULQCkZubm5MDExqWgxdKisclEoFArFOIYOHQqFQoF//vkHderUwevXr3Hq1CkkJSUVKR+FQgGJRFJGUpYfjJJSGCdPnkSTJk2QkpKCtWvXYujQobh9+zZ8fX1LTZYnT55ApVLhjz/+QL169fDgwQOMHz8emZmZ+Pnnn9l0K1aswPLly7Fs2TK0a9cOOTk5eP78Obs/LS0NAQEB6NatG27cuIHw8HCMGTMG5ubmmDlzJu+5LSwsYGFhAZFIVGrXQ6nelFZdUlbQNiulWkMohBBCVCoVyZQrKuSnUqmMltPf359MmjSJfPXVV8TOzo6888475OHDh6RPnz7E3NycODo6kpEjR5I3b96wxyiVSrJkyRJSt25dYmJiQtzd3cnChQsJIYRERkYSAGTPnj2ka9euxNTUlDRr1oxcvnyZPT4xMZF8+OGHpHbt2sTU1JT4+vqSbdu2FSoXIYQcOHCA1KtXj8hkMtK1a1eyadMmAoAkJyezx166dIl06dKFyGQy4ubmRqZMmUIyMjKKU4wUCoVCKQWSk5MJAHL27Fm9aTw9PQkA9ufp6UkIIWT+/PmkefPmZMOGDcTb25sIBAKiUqlISkoKGT9+PHFwcCCWlpakW7duJDQ0lM0vNDSUdO3alVhYWBBLS0vSqlUrcuPGDUIIIVFRUaR///7ExsaGmJmZkcaNG5MjR46wxxb2Hdy9ezfx9fUlMpmM2Nraku7duxfpOzN69GgycOBAne0ASGRkJCGk4Ht6584ddn9aWhoBQH799Vd228aNG4m1tTXveQCQffv2GS2XJkuXLiXe3t7selJSEjE1NSUnT57Ue8zatWuJtbU1ycnJYbctXryYuLq6sm2TjRs3En9/f51jPT09ycqVK4slK6XmUJK6hBBCDh48SFq1akWkUinx9vYmgYGBRKFQsPsBkLVr15LevXsTmUxGvLy8yK5duwzKpK/NWpJ6hKkjAgMD2Tru888/J3K5nD0+JyeHTJkyhTg4OBCpVEo6depErl+/zu4/c+YMAUBOnjxJ/Pz8iKmpKenQoQN58uQJm8ZQPUkIbVNTdKEj+/lkK5Ro/P2JCjn3ox96wczE+KL4559/8OWXX+LSpUtISkqCv78/xo8fjxUrViA7OxuzZs3C8OHDcfr0aQDAnDlz8Oeff2LlypXo3Lkz4uLi8OTJE06ec+fOxc8//4z69etj7ty5+Oijj/D06VOIxWLk5OTAz88Ps2bNgpWVFY4cOYJRo0ahTp06aNeuHa9chBBERUXh/fffx7Rp0zBu3DjcuXMHX3/9Nee89+/fR69evfDjjz9iw4YNePPmDSZPnozJkydj48aNJbirFAqFQikuzOjt/v370b59e0ilUp00N27cgKOjIzZu3IjevXtzRnqfPn2KXbt2Yc+ePez2fv36wdbWFkePHoW1tTX++OMPdO/eHeHh4bC1tcWIESPQsmVLrFu3DiKRCKGhoaxFwKRJk5Cbm4vz58/D3Nwcjx49goWFBQAgLi7O4HcwLi4OH330EZYuXYrBgwcjPT0dFy5cYE3Vz549i27duiEyMhJeXl6ldg8VCgX+/PNPACgXy4bU1FTY2tqy6yEhIVCpVIiNjUWjRo2Qnp6Ojh07Yvny5XB3dwcAXLlyBf7+/pzy7dWrF+bMmYOoqCh4e3uXudyU6k1J6pITJ05g5MiR+PXXX9GlSxc8e/YMn3/+OQBg/vz57PHfffcdlixZgl9++QWbN2/GRx99BF9fXzRq1EivXNpt1pLWIwBw6tQpyGQynDlzBlFRUfj0009hb2+PRYsWAQC+/fZb7NmzB//88w88PT2xdOlS9OrVC0+fPuW8u3PnzsXy5cvh4OCAL774Ap999hkuXboEAAbrSdqmpvBSsX0NlYdMuYJ4zjpcIb9MuaJwAfPx9/cnLVq0YNe/++470rNnT06aFy9eEAAkLCyMpKWlEalUSv7880/e/JiRiL/++ovd9vDhQwKAPH78WK8cffv2JTNnztQrFyGEzJo1i/j6+nK2zZ07lzOyP2rUKPL5559z0ly4cIEIhUKSnZ2t9/wUCoVCKVv+++8/UqtWLSKTyUjHjh3JnDlzyN27dzlpwDMSPX/+fCKRSEhCQgK77dSpU8TKyoozgkwIIXXr1iV//PEHIYQQS0tLsmnTJl5ZmjZtSgIDA3n3FfYdvHXrFgFAoqKieI+/du0aadiwIXn58iXvfkL0j+xrwnxPTU1Nibm5OREKhQQA8fLyIm/fvmXTbdy4kQAg5ubmOj+++2kMT58+JVZWVpxv/eLFi4lEIiENGzYkx48fJ1euXCHdu3cnDRs2ZEcbAwICyPjx4zl5xcbGEgAcCz8+6Mg+xViKW5d06dKFBAUFcbZt3ryZuLi4cI774osvOGnatWtHvvzyS73y8LVZS1qPjB49mtja2pLMzEx227p164iFhQVRKpUkIyODSCQSsnXrVnZ/bm4ucXV1JUuXLiWEcEf2GY4cOUIAsG1iQ/UkbVNT+KAj+/mYSkR49EOvCjt3UWjdujW7fOvWLZw5c4Yd4dDk2bNnSElJgVwuR/fu3Q3m2axZM3bZxcUFgNqhio+PD5RKJZYsWYKdO3ciNjYWcrkccrkc5ubmeuUCgLCwMLRp04azrW3btpz1W7du4enTp9i6dSu7jRAClUqFyMhIg72yFAqFQik7hg4din79+uHChQu4cuUKjh8/jqVLl+Kvv/7CmDFjDB7r6ekJBwcHdv3WrVvIyMiAnZ0dJ112djaePXsGAJgxYwbGjRuHzZs3o0ePHhg2bBjq1q0LAJg6dSq+/PJLBAcHo0ePHhg6dCj73SrsO9izZ090794dTZs2Ra9evdCzZ0+8//77qFWrFgD1d0nb2q0k7Ny5Ez4+PggPD8f06dPx+++/c0btAMDS0hK3b9/WObZ+/fpFPt+rV6/Qu3dvDBs2DOPGjWO3q1QqKBQK/Prrr+jZsycAYPv27XB2dsaZM2fQq5e6zSMQCDj5kfyRSu3tFEpxKW5dcuvWLdy4cYMdGQcApVKJnJwcZGVlwczMDADQoUMHznEdOnQoNMqUdpu1pPUIADRv3pyViZEjIyMDL168QGpqKhQKBTp16sTul0gkaNu2LR4/fsw5n742uYeHh8F6krapKXxQZT8fgUBQJFP6ikRTyVapVHjvvffw008/6aRzcXHhOOIxhKaJIfOBV6lUAIDly5dj5cqVWLVqFZo2bQpzc3NMnz5dx+uvtvJPCNHbiNCUf8KECZg6daqOTB4eHkbJTqFQKJSyQSaTISAgAAEBAfj+++8xbtw4zJ8/v1BlX/t7oFKp4OLigrNnz+qkZTzTBwYG4uOPP8aRI0dw7NgxzJ8/Hzt27MDgwYMxbtw49OrVC0eOHEFwcDAWL16M5cuXY8qUKYV+B0UiEUJCQnD58mUEBwdj9erVmDt3Lq5du1YmZuru7u6oX78+6tevDwsLCwwdOhSPHj2Co6Mjm0YoFKJevXolPterV6/QrVs3dOjQAevXr+fsY5SExo0bs9scHBxgb2+PmJgYAICzszPi4+M5xyUkJAAAnJycSiwfhcJQnLpEpVJhwYIFGDJkCG9+hiiss4qvjiqrekQgEOjtRONrKxtqkxuqJ2mbmsIHDb1XxWnVqhUePnwILy8v1KtXj/MzNzdH/fr1YWpqilOnThX7HBcuXMDAgQMxcuRING/eHHXq1EFEREShx/n4+ODGjRucbTdv3uSVX1v2evXqUc+oFAqFUslo3LgxMjMz2XWJRAKlUlnoca1atUJ8fDzEYrFOXW9vb8+ma9CgAb766isEBwdjyJAhnHmm7u7u+OKLL7B3717MnDmTnQ9f2HcQUDeYO3XqhAULFuDOnTswMTHBvn37Suu26MXf3x++vr6ckcnSIjY2Fl27dkWrVq2wceNGCIXcJh0zghgWFsZuS0pKQmJiIjw9PQGoRx7Pnz/P6bwPDg6Gq6trqfovoFC0MaYuadWqFcLCwnjbiJrP+9WrVznHXb16FT4+PkWSpzTqkbt37yI7O5sjh4WFBdzc3Nh27cWLF9n9CoUCN2/eLPKIu756krapKXxQZb+KM2nSJCQlJeGjjz7C9evX8fz5cwQHB+Ozzz6DUqmETCbDrFmz8O233+Lff//Fs2fPcPXqVWzYsMHoc9SrV4/tzXz8+DEmTJigMxLAx4QJE/DkyRPMmjUL4eHh2LVrFzZt2gSgoKdy1qxZuHLlCiZNmoTQ0FBERETg4MGDmDJlSrHuB4VCoVBKztu3b/Huu+9iy5YtuHfvHiIjI7F7924sXboUAwcOZNN5eXnh1KlTiI+PR3Jyst78evTogQ4dOmDQoEE4ceIEoqKicPnyZcybNw83b95EdnY2Jk+ejLNnzyI6OhqXLl3CjRs32Ebw9OnTceLECURGRuL27ds4ffo0u6+w7+C1a9cQFBSEmzdvIiYmBnv37sWbN2/Y469fvw4fHx/ExsaWyb2cOXMm/vjjj1LN/9WrV+jatSvc3d3x888/482bN4iPj+d8mxs0aICBAwdi2rRpuHz5Mh48eIDRo0fDx8cH3bp1AwB8/PHHkEqlGDNmDB48eIB9+/YhKCgIM2bMoGb8lFKhJHXJ999/j3///ReBgYF4+PAhHj9+jJ07d2LevHmcc+zevRt///03wsPDMX/+fFy/fh2TJ08ukpwlrUcAdQi/sWPH4tGjR+yo++TJkyEUCmFubo4vv/wS33zzDY4fP45Hjx5h/PjxyMrKwtixY42SsbB6krapKbxUoL8ASjHw9/cn06ZN42wLDw8ngwcPJjY2NsTU1JT4+PiQ6dOns2FzlEolWbhwIfH09CQSiYR4eHiwDk/4QgUxYVLOnDlDCCHk7du3ZODAgcTCwoI4OjqSefPmkU8++YTjrIhPLkIKQu9JpVLStWtXsm7dOo6jEUIIuX79OgkICCAWFhbE3NycNGvWjCxatKhU7heFQqFQik5OTg6ZPXs2adWqFbG2tiZmZmakYcOGZN68eSQrK4tNd/DgQVKvXj0iFot1Qu9pk5aWRqZMmUJcXV2JRCIh7u7uZMSIESQmJobI5XLy4YcfEnd3d2JiYkJcXV3J5MmT2W/F5MmTSd26dYlUKiUODg5k1KhRJDExkc3b0Hfw0aNHpFevXmy4qwYNGpDVq1ezxzJOsZgQenwUxUGf5veUEHVo34YNG7IOw0oj9B7j5I/vp0lqair57LPPiI2NDbG1tSWDBw8mMTExnDT37t0jXbp0IVKplDg7O5PAwECjQgJTB30UYyhJXUIIIcePHycdO3YkpqamxMrKirRt25asX7+e3Q+A/PbbbyQgIIBIpVLi6elJtm/fblAmfW3WktQjTB3x/fffEzs7O2JhYUHGjRvHcUqanZ1NpkyZQuzt7Q2G3tMMT33nzh22fiqsniSEtqkpuggI0ZpETaGUIYsWLcLvv/+OFy9eVLQoFAqFQqEYxZgxY5CSkoL9+/dXtCiVBi8vL0yfPh3Tp0+vaFEoNRiBQIB9+/Zh0KBBFSoHrSMolRVqxk8pU9auXYsbN27g+fPn2Lx5M5YtW4bRo0dXtFgUCoVCoRSJw4cPw8LCAocPH65oUSqUoKAgWFhYsE7+KBQKhVJ5qRru5ylVloiICCxcuBBJSUnw8PDAzJkzMWfOnIoWi0KhUCgUo1m6dCk7T5jxcl+WBAUFISgoiHdfly5dcOzYsTKXQR9ffPEFhg8fDgCc8IoUCoVCqXxQM34KhUKhUCiUSkRSUhKSkpJ495mamqJ27drlLBGFQqFQqiJU2adQKBQKhUKhUCgUCqWaQefsUygUCoVCoVAoFAqFUs2okXP2VSoVXr16BUtLSxpHlkKhUCgUCqUYEEKQnp4OV1dXCIWVY/yItvEoFEplpzzrzhqp7L969Qru7u4VLQaFQqFQKBRKlefFixdwc3OraDEA0DYehUKpOpRH3VkjlX1LS0sA6htsZWVVJudQKBQIDg5Gz549IZFIyuQcFMPQMtBlybEn2HI1GgCw/hM/dKxrX6bno2VQOaDlUPHQMqh4aBmUPmlpaXB3d2fbVZUBRpbIyEjY2tpWsDTFo7o8q9XhOqrDNQD0OioTCoUC+/fvx7hx48ql7qyRyj5j1mVlZVWmyr6ZmRmsrKyq7MNY1aFloItQagqh1AwA8DpbWGbPPwMtg8oBLYeKh5ZBxUPLoOyoTObyjCyWlpZl/o0rK6rLs1odrqM6XANAr6MywVwDUD51Z+WYYEWhUMqFLVdj2OXIxMwKlIRCoVAo1YW8vDzMmzcP3t7eMDU1RZ06dfDDDz9ApVKxaQghCAwMhKurK0xNTdG1a1c8fPiQk49cLseUKVNgb28Pc3NzDBgwAC9fvizvy6FQKJRqA1X2KZQaRH1HC3b59JOECpSEQqFQKNWFlStX4vfff8eaNWvw+PFjLF26FMuWLcPq1avZNEuXLsWKFSuwZs0a3LhxA87OzggICEB6ejqbZvr06di3bx927NiBixcvIiMjA/3794dSqayIy6JQKJQqT40046dQaipe9uaISMgAAMQkZUGlIhAKK4/5JYVCoVCqHjdu3MDAgQPRr18/AICXlxe2b9+OmzdvAlCP6q9atQpz587FkCFDAAD//PMPnJycsG3bNkyYMAGpqanYsGEDNm/ejB49egAAtmzZAnd3d5w8eRK9evXiPbdcLodcLmfX09LSAKhNZRUKRZldc1nCyF1V5WeoDtdRHa4BKKfrICpApQSIUv2vuazvn13Og0ClUi+zaVQAIQAIiEoJQggUilzYpdxF9gMV5AIBCCGASgkVIVARFUBUICoVVIQAKhVUKhUIs50QEBXzr86Pdx9RAgQA8v8ZOfL/ifpi87cRZFjXx+vaPdSrUNd3YJcBAsLZl6dU4t7b8mt7U2WfQqlB5OapOOuJGXI4WskqSBoKhUKhVAfat2+PTZs2ITw8HA0aNMDdu3dx8eJFrFq1CoDaWV58fDx69uzJHiOVSuHv74/Lly9jwoQJuHXrFhQKBSeNq6srfH19cfnyZb3K/uLFi7FgwQKd7WfOnGHnxVZVQkJCKlqEUqE6XEdluAYBUUKoUkCkyoWI5EKkUqjXSS5EqlyNZQWERJG/LRdQKgBVHuqolHj251YISB4EKqX6nyghUOVBSNTrQqKEUONfhPz//GURu00FIbR/pMzvgQmAzgAQWeanMpoDyo6YprAr0jEquaiMpNGFKvsUSg1CW9m/EJGIoX6VI1wShUKhUKomX331FeRyOXx8fCASiaBUKrFo0SJ89NFHAID4+HgAgJOTE+c4JycnREdHs2lMTExQq1YtnTTM8XzMmTMHM2bMYNeZCAHdunWDnV3RGuCVBYVCgZCQEAQEBFRZJ2RA9biOEl0DIYAiE8hJA3JSIMhJAXJSAXk6BLmZQG4GkJsJKDJBcjKQl5MBlTwdKrl6uyA3A0JFFkR5mRArsyEkVXc6i5IIoMzvElBCCKW6y4DdlsfsI0LkQQQCdXoCAftTQQACsN0KJP9fpfEPdl0AQAAiYI4XAgIBJz/1uvoYIhDmp1f/q7SOB3OcQL2MfFkgECBS3ABNZJYQQACBQL0XAnDWBQJB/r96dD8xLhMvyuneU2WfQqlB5Cq5yv7M3XdR19ECdR3MYSmrmh9iCoVCoVQse/bswZYtW7Bt2zY0adIEoaGhmD59OlxdXTF69Gg2nbbnaUJIod6oC0sjlUohlUp1tkskkiqrYDJUh2sAqsd1SMQiSHLTgMw3Gr9EICtR/Z+TAlV2CpRZKSDZyRDkpEKUmwahyniz+aIoZXIihhwmyIEJcogkf1mCHJhATtT/OTCBPH9dDgmUEIGIJCBCE6iEEhChGCqhBBBKQEQSQKRehsgEApEEEJtAmL8sEJtAKJZCKJZAKJJAJBZDIBJDKBJBKBRDKFL/RGIRhEIJRCKROp1IBKFIDLFYCJFQCLFQAJFQoPEvVP+L1OsSoRAmAkAkFEAoEEAoAIQay8q8PJwMCUGvXj0hNTGBUIj8fer9FREZpC+A6UVIr1Ao8N9//+F8GcmjDVX2KZQahPbIPgAM+u0SAOD63O7IzlXiaUIGujdy0klHoVAoFAof33//PebMmYMPP/wQANC0aVNER0dj8eLFGD16NJydnQGoR+9dXFzY4xISEtjRfmdnZ+Tm5iI5OZkzup+QkICOHTuW49VQahQqpVpxT3ul8YtV/2e8hijjDXomx0IcmqGeS24AIfg9nyuICKkwRxoxQxrMkU5MkQUZMiBDFpEhE6bIJFJkwhRyoSlUYjOoTCwAE3NAagGR1BIiqTlMTM1gIjWDRGoKmVQCU4lI/TMRQSZR/0wlIlhLRHA2EbLrpiYiCIkKJ44fQ9++fat0x4tCIYBMDJhLxZBIys8UvipDlX0KpQbBp+wz7L0di38vR+FVag7WjWiFPk1d9KalUCgUCoUhKysLQiFXzRGJRGzoPW9vbzg7OyMkJAQtW7YEAOTm5uLcuXP46aefAAB+fn6QSCQICQnB8OHDAQBxcXF48OABli5dWo5XQ6lWqJRq5T05ivtLfQmSFgukx0OgytN7uBCAqcZ6CjHHW2KFRFjjLbHCW2KFJFgijZgjFeZIJebIM7ECkdlAaGoDoVktmJpboZa5CWxMJbA2U//bmEngYSqBhVTM/sylYpiIyyZQWlV3MEgpPlTZp1BqEIwZf+8mzjj+kDsHcsmxJ+zyH+efU2WfQqFQKEbRp08fLFq0CB4eHmjSpAnu3LmDFStW4LPPPgOgNq2dPn06goKCUL9+fdSvXx9BQUEwMzPDxx9/DACwtrbG2LFjMXPmTNjZ2cHW1hZff/01mjZtynrnp1B4IQTISAASw4A3+b+k50ByFEhKDAR6TOkZg28lESABtRBPbBFP1P9xxBYJpBYSYY0kYgliZg+xpQNsLM3hYCGFg6UU9hZS2FuawNtCBntLE9hbSGFjKoFYRCObUyoPVNmnUGoQzMj+BP86aOlhg8UaCr4mL5KyylMsCoVCoVRhli5dimXLlmHixIlISEiAq6srJkyYgO+//55N8+233yI7OxsTJ05EcnIy2rVrh+DgYFhaWrJpVq5cCbFYjOHDhyM7Oxvdu3fHpk2bIBJRc11KPllJQPw9IP4BV7nPSeFNLgCQS0R4QRzxgjgihjgimjjiFbFHHLFDHLEFzB3gVMsCLtYyuFibwtVGhqb5/w7mEty8eBrv9ava5u+UmgtV9imUGoQ8X9mXSUSY4F8X2QolVp2M0EmXnJVb3qJRKBQKpYpiaWmJVatWsaH2+BAIBAgMDERgYKDeNDKZDKtXr8bq1atLX0hK1SMtDoi7q1bu4+4CcfeA1BjepEoiwAviiAhSG89IbTwnzoghTohROeKN0A6utczhYWsGLztzeNqZob2dObzszOBuawaZgbnfCoUCovL3+UahlBpU2adQahC5eWrnMsycsOk9GqCFuw3GbLzBSacq+1CpFAqFQqFQKGqUCiD+PvDiWv7vunquPQ9RxAmPVJ6IIG54qnJFBHFDJHEGEctQz8EC9Z0s0MDJEj0cLVDP0QLutmaQUNN6Sg2FKvsUSg2CmbNvovHR82/gwJtWoVTRjyOFQqFQKJTSJ0+uVugjzwHRV4DYW0BeNieJEkI8U7niPvHCI5UXHqi88Yh4Ih1mcLGWoYmrNZrWtkZ/F0s0cLKEh60ZREI6DE+haEKVfQqlBsHM2ZdqeHsVCARwsJTiTbqck/b5m0w0dLYEhUKhUCgUSolQqdTm+JHngOdn1Qq+lnKfBgvcUNbHLVV93CYNcFdVB9mQwdFSipYeNuhS2xpf1raGb21r2FtIK+Y6KJQqBlX2KZQaQp5SxZrna4d22fNFR7yz7Axn2+/nnmHlBy3KSToKhUKhUCjVitxMOKfcgujQceBZiDqevQZJAhucz2uMK6omuKlqgOfEBRAI0dDJEn6etfCBVy209rSFWy1TCAR0xJ5CKQ5U2adQagiMCT+gq+x72JnppI9NztbZRqFQKBQKhaKXjDfAk8NA2DGIn59FO2WB1WC2wAxXVT44n9cEl1S+CCduAATwcbZEt3r2mFfPHq08a8HalHq9p1BKC6rsUyg1BMaEH+DO2WdwsZYhLjWnII2YztenUCgUCoVSCNkpagX/wR7g+TmAqJ0BCwC8ggNO5PkhWOWHG6qGyIMYzlYydKlvj0n17dGxrj0cLKlJPoVSVlBln0KpITDKvlAAiHmU/StzuuNthhw3opLwxZbbeJVKR/YpFAqFQqHwkJcLhB8D7u4EnoYAyoKQvU/F9bE3uxVCVH6IILUBCNDE1QqTGjkhoLETmrhaUbN8CqWcoMo+hVJDkOcr+4ZG7O0spGjobAUAiE/NASGEfpApFAqFQqGoSYwAbv8DhG4HshLZzS/FntiZ0xYHlR0QneMMgQBo51ULzZGIKUO6wtPBqgKFplBqLhWu7C9evBh79+7FkydPYGpqio4dO+Knn35Cw4YN9R5z9uxZdOvWTWf748eP4ePjU5biUihVFr6we3w4W8kAAFm5SrxOk8PZWlbmslEoFAqFQqmkKBXAowPAjQ1AzGV2c7rYDrvyOmOXvAPCctwBCNDC3Qajm7uifzMX1DIV4ejRo3C1Ma042SmUGk6FK/vnzp3DpEmT0KZNG+Tl5WHu3Lno2bMnHj16BHNzc4PHhoWFwcqqoKfQwYE/XjiFQikw4zcRiwymMzUp2D9m43Ucn/5OmcpFoVAoFAqlEpKVBNzaBFz/E0h/BQBQQYgbktb4M7MLzuS0gBIiuNuaYoafOwa2cIWnXUHbXaFQVJDgFAqFocKV/ePHj3PWN27cCEdHR9y6dQvvvGNYyXB0dISNjU0ZSkehVB8YZV9aBMd7T+LTkZghp/FsKRQKhUKpKSQ9By6vVpvq56n992RI7LA5rzs2Zb+D1zm2MBEJ0aeZEz5s44GOde0gFNIpfxRKZaTClX1tUlNTAQC2traFpm3ZsiVycnLQuHFjzJs3j9e0HwDkcjnk8oLQH2lpaQDUPY5l1evI5Et7NY3nl1NPkZqTh+/6NiyVeeK0DLhkydXOcyQiQaH3pJ+vM448iAcADP/9Mk5M61ysc9IyqBzQcqh4aBlUPLQMSh96L6sZiU+BCz8D93axHvVfSuvhl8wAHMhpj1xI4G5rirntvTDUzw225iYVLDCFQimMSqXsE0IwY8YMdO7cGb6+vnrTubi4YP369fDz84NcLsfmzZvRvXt3nD17ltcaYPHixViwYIHO9uDgYJiZ6cYXL01CQkLKNP/qQq4SWHNd/Ti6ZD1HbcMzOIoELQM1YakCACLIszJx9OhRg2mz3woBqC0AnidmFZq+MGgZVA5oOVQ8tAwqHloGpUdWVlZFi0ApDd6EAeeXqUPnEbUV4D3TtliU0gvXcnwACNDGqxbGdvZGQGNniOgoPoVSZahUyv7kyZNx7949XLx40WC6hg0bchz4dejQAS9evMDPP//Mq+zPmTMHM2bMYNfT0tLg7u6Onj17cub8lyYKhQIhISEICAiARCIpk3NUFyISMjB3/0MAaqsO98Z+6N3EqcT50jLgYhb+Bnh0B3a1rNG3b3uDafPuxuH0f/fZ9b59+xbrnFWpDFaEROB02Bvs/aK9wYgF/ddcxovkbFyb3RUyiWH/B5WFqlQO1RVaBhUPLYPSh7GUpFRR0l4BZ4KA0K2skn/HtD2+T+mP+zl1IBQA7zV3xfgu3mjmZlOxslIolGJRaZT9KVOm4ODBgzh//jzc3NyKfHz79u2xZcsW3n1SqRRSqe6cY4lEUuYf/PI4R1Xm0tNEjPjrGmfb7tuv8F6Loj8D+qBloEZJ1AqsTCIq9H4MbuWOvaGvcOnpW7jbmpb4/lX2MsiU52Hd+UgAwMz/HuD3UX686ZIzcxH2OgMAcOtFGro2dCw3GUuDyl4ONQFaBhUPLYPSg97HKkpOGnDpF+DKb+yc/NumHfFdSn88zPGCSCjA0Ja1MalbXdRxsKhgYSkUSkmocGWfEIIpU6Zg3759OHv2LLy9vYuVz507d+Di4lLK0lHKmqUnwnS2nQ9/UwGSVH/keer5d4ZGrRmEQgGWDGmGLkvP4HWaHISQUvGjUFk5G1bwzB1/GK83XUJ6ge+P5KzcMpWJQqFQKJRSRaUCQrcAJxcAWYkAgCgzX3yd8j5u5jSAWCjAB35umNitLserPoVCqbpUuLI/adIkbNu2DQcOHIClpSXi49UNbWtra5iaquNyzpkzB7Gxsfj3338BAKtWrYKXlxeaNGmC3NxcbNmyBXv27MGePXsq7DooxaNnYyfcfZGis/1iRCI617cvf4GqMfIieuN3sFRbw+TmqZCWnQdrs+o7gpOUWaDE9/F11psuMzePXY55m12mMlEoFAqFUmrE3QOOzABe3gAAJMk88F3mMBxJagVAgH5NXfBNr4bwsqdKPoVSnahwZX/dunUAgK5du3K2b9y4EWPGjAEAxMXFISYmht2Xm5uLr7/+GrGxsTA1NUWTJk1w5MiRYs8rplQcCqWKd/vIDdcQtaRfOUtTvWFC7xkzsg+AMx994+VITO/RoEzkqgwwHSEAkJgh15suU16g7EcnZZapTBQKhUKhlJicVOD0IuDGnwBRIU9sht/IcKxOeRd5EKONVy3M6dsIrTxqVbSkFAqlDKhwZZ8QUmiaTZs2cda//fZbfPvtt2UkEaU8yc5VssszAhpgRUh4BUpTvSkY2S+6U7lVJyOqtbKfmFFgkh+XmqM3Xaa84Hl9mURH9ikUCoVSiXl6Cjg4BUiLBQBcNeuKaUnv4zVs4W5rinn9GqNnY6dqPU2PQqnpVLiyT6nZZOUr+1PfrYep3etDKAB+DlYr/NV9nnh5U9SRfW1UKgJhNQ238/u5Z+zy67QcvdeqObJ/PSoJD2JT4VvbulxkpFAoFArFKHLSgOC5wG319NcUmRumZ4zG2aQmMBEJMdW/DiZ2q1dlIspQKJTiU7xWP4VSSjDKk6mJut/p83fqsvuSMqkDtNKEcdBn7Jx9ABjT0Ytdfp5Yfc3WLWUF/Z4KJdFryp+lMWcfAL7aGVqWYlEoFAqFUjSenwPWdmAV/YOy99Ah5QeczWuCdxo44MRX72BGz4ZU0adQaghU2adUGAdCY7H3jtq0LD1HAUA96mxnbgIAeJ2mf+40pegUx4x//nuN4ZjvqK/HinP45WREmchW0TRyseKs33uZypvuQOgrzrqh+f0UCoVSk4iNjcXIkSNhZ2cHMzMztGjRArdu3WL3E0IQGBgIV1dXmJqaomvXrnj48CEnD7lcjilTpsDe3h7m5uYYMGAAXr58Wd6XUjVR5gGnfgD+HQikvUSqrDZG5H2HqSkfQWpmiV8+bIF/Pm0Db+qAj0KpUVBln1JuJGXmcnw0TNsRyi4zCiUAOFnJAKjNqSklx2v2EXjNPoJ1Z9Wm6kzHijEIBAI01TBTX3myevpU0HYUOe7fmzpp3qTLcTM6mbOtobNlmcpFoVAoVYHk5GR06tQJEokEx44dw6NHj7B8+XLY2NiwaZYuXYoVK1ZgzZo1uHHjBpydnREQEID09HQ2zfTp07Fv3z7s2LEDFy9eREZGBvr37w+lUslzVgpLygtgU1/gwnIABCdkvdEh5UdcymuEgMZOCP7qHQxsUZtOjaRQaiB0zj6lXLgemYQP1l/Bx209sGhwU9aknKGpmw277Gwtw6O4NMRTZb/EKFW6DjBvxyTzpNSPs7WstMSptOTm8UeF0ESzk0QmESJHoUJypvEdJxQKhVJdWbVqFdzd3bFx40Z2m5eXF7tMCMGqVaswd+5cDBkyBADwzz//wMnJCdu2bcOECROQmpqKDRs2YPPmzejRowcAYMuWLXB3d8fJkyfRq1evcr2mKkPYMWDfF0BOChRiC8xWjMOelLawkomxaqAvBrZwpUo+hVKDoco+pVwIfhgPQoCt12KwaHBTnA17w9kvkxQYmTAj+/EGvKJTjEO7UwUAVn7Qokh5uNqYctbTcxSwlElKIlalw5Cyf/DuK6TnKNDWy5bdJspvOCWk02eUQqFQjh07hj59+mDYsGE4d+4cateujYkTJ2L8+PEAgMjISMTHx6Nnz57sMVKpFP7+/rh8+TImTJiAW7duQaFQcNK4urrC19cXly9f1qvsy+VyyOUFU6rS0tIAAAqFAgpF1eyQZeQ2KD9RQXhxOUTnfwIAxJj6YETKBLwgTvDzsMGKYU3hamOKvLw8/XmUMUZdRyWnOlwDQK+jMlHeslNln1IuiEQFvcqxKdnQjrhopaE8Oucr+zFJWeUiW3VGoeTeaFtzEzTTsKIwBqY8GH49FYFpPRrAQlp9qo/cfDP+lR80x1c77wIA1p19hhMP4xH6IgUA8MuHLdj0XX0cceReHJKzFMjNUxU7wgGFQqFUB6KiorBu3TrMmDED//vf/3D9+nVMnToVUqkUn3zyCeLj4wEATk5OnOOcnJwQHR0NAIiPj4eJiQlq1aqlk4Y5no/FixdjwYIFOtvPnDkDMzOzkl5ahRISEsK7XazMRsvoP+Gaqp5ythsB+F/yKORBhJ61VejtmojQy2cQWo6yGkLfdVQlqsM1APQ6aiLVp7VOqbScfvKaE5O805LTWDG8Obu++qOWcLct+CBb5HtG33cnFiuGN4dAIECGPA8mIiFVqopIntZc9P7NXIqch4uWGf+fFyIRk5SFP0a1LpFslQlmZL+OvQW77afjTzhpNH1MLBrki5CHr5GrVOFNhhy1tawfKBQKpSahUqnQunVrBAUFAQBatmyJhw8fYt26dfjkk0/YdNrm5MaE2C0szZw5czBjxgx2PS0tDe7u7ujWrRvs7OyKczkVjkKhQEhICAICAiCRaFnSJUdBvHsUBKmPoRJKEKgai39z3oGDhQmWD2uKDnUqzzUbvI4qQnW4BoBeR2VCoVDgwIED5XY+quxTypS41Gx8tonf2RmgVj7fa+7K2WdvYcIup2QpkJSVi+7Lz8HZSoar/+tetgJXM/K05uxnyItuzufCo8ieePi62DJVRhgHfVJJ4Z1JVjIxbMxM4GApRWxKNhLScqiyT6FQajTOzs5o3LgxZ1ujRo2wZ88edj+gHr13cSnodE5ISGBH+52dnZGbm4vk5GTO6H5CQgI6duyo99xSqRRSqVRnu0QiqbLKAIPONby8BWwbDmQlItPEDqMypuC2qgFaedjg95F+cLSqnD52qmVZVFHoddQ86DAppUxZdjyMd/vThAwAgJmJbhi4fk0LGgKv03Pw6cYbAID4tJwieZKn6Cr7psWIq+thW7XNII2BCUtoIiq8SmQ88DvkR5BISKfh92oyRHtOEoVSA2nXrh3Cwrjf+/DwcHh6egIAvL294ezszDG9zc3Nxblz51hF3s/PDxKJhJMmLi4ODx48MKjs1xjCjgOb+gFZiYiR1se7aQtwW9UAH7X1wPbP21daRZ9CoVQsVNmnlBmvUrKx904s776ot5kAADGPciUWCeGTr1C9TpMjOTOX3fcyOVsnPUU/mmb8zd1tMPndekXOQyQUYFZvn9IUq9LBmPGbiIUY3LK2wbQ+zlYACsJFJtCoETWW7Fwluv58FtN23KloUSiUCmXixIm4evUqgoKC8PTpU2zbtg3r16/HpEmTAKjN96dPn46goCDs27cPDx48wJgxY2BmZoaPP/4YAGBtbY2xY8di5syZOHXqFO7cuYORI0eiadOmrHf+GsvNjcCOj4C8bNwx8UOf1NlIEtlh0WBfLB7SFFJx0TvyKRRKzYAq+5Qyw5DJeGSi2vmeRMg/D48J9/Y6LQetPAvM+Wg4vqLBOOizNpXgwKROcLEunrn5l13rIvA9rommdmz6qgohhHXQZyIWYvGQpgbTzwhoAKAgasTrNDqyX1O5GZ2E6LdZOBD6ijfyBYVSU/Dz88O+ffuwfft2+Pr64scff8SqVaswYsQINs23336L6dOnY+LEiWjdujViY2MRHBwMS0tLNs3KlSsxaNAgDB8+HJ06dYKZmRkOHToEkagGK7PnlwGHpwNEhePidzEsbRqEMkv881lbjGjnWdHSUSiUSg6ds08xyMqQcJyPeIO/R7dBLXOTwg/QIDtXf+M3MUOtIPGN7AOAk6Vakdp3OxZXnr9lt7+m4fiKRJ5KrcRKRCWPsWtvyZ0T+SZdrhOWryI5+eg1Vp+OwKLBTeFb29ro47IVSjY6hIVUDJmBqQ5utUzZ90CzQ0ofaTkKmElEep9zStVGczQt+m0WGjhZGkhNoVRv+vfvj/79++vdLxAIEBgYiMDAQL1pZDIZVq9ejdWrV5eBhFUMQiA8GwRcWgEA+EswFAszhsDV2hSbPmtL6xsKhWIUtAVKMcgvpyJwJyYFa88+LfKxOQpdZb+eowVnXaxnZN/JSq1Yair6AB3ZLyp5+SP7Ij33uSj0bOyMjnULvPzGVbKOl9WnI3D3ZSrG5Pt4MJaMHLUFilBQ4NPAnMeXBMCdRsKY8et7Jl+n5aBZYDDqzT2GL7fcKpJMlKqBZh23+nTR60hK6ZOjUOIFDdtKqeoQgiavdkCUr+gvU43EwuyhaOxijX2TOlFFn0KhGA1V9im8KJQqdPv5LLv+KqXoil1Onq6Zdz0HLWVfz4izPkcz1GS6aDAO+sTCkr/qJmIhto1vj9b50ypuRyfjf/vus84WK4ozYQn4+UQY7r5MBVBgNWIs6fnTTSykYja80+mvu+J/fQ37KWBG9i9EJPI6aTsX9oZdPvYgnjpyq4ZkakxVOnT3FYIf6o8FTikffL47ji5Lz+B+fn1AoVQ5CIEweA7qJRwDAPygHIPfcvuiUz077PqiAzuFjEKhUIyBKvtVjNQsBd5dfhZBRx+X6XmOPYhHZGImu56k4SQvMUNulEJl3Mg+/yPorOdjtl+Pwz8KP8y8+tIw42cQ5lsJLDr6GNuuxWDw2kullndx+HTjDaw5wx1V5Xv29MGM7FvKCkK4OFnJ8Pk7dXXSbhzThpOG4UJEok5aK1NuSJiULBpJorqhXQ/uvvUSm69EYdGRR7Rzp4L56+LzihaBQik6hADH50B08y8QCDA3bxz+VvREdx9HbBjdBhZSOvuWQqEUDVprVDFCHr/G8zeZWP/mOeb08WFHIkub7Fyuc73nierRW3meEq0XnoRYKMD9wF4w1WPuDBQoXNamEqRmqxUdB6153/qUUH0919kKJXIUSoPzqikFMGVgIi69fr07Mcmc9fQc/Y4Y+WBG3Jq6GT+vng9CCHbffMm7LzIxE41crIzKJ0NjZF8nn8V9kZadB0uZGImZcjhaFjyXThrLn/x9HfcDe3I6DLQdGMamZBfZ7wWl8vI4Lg3LTnBDjYU8eo2QR68BAC3ca6FfMxe+QyllBO1gKZy5++5j7+1Y3J3fs1S/C5RS4swi4No6AMC3ivHYreyKfk1dsPKDFrS8KBRKsaA1RxVDUzU+/qDsTEa1Ha2/TpPjbYYcZ54kAFCbh5+PUJspn3r8GhsvRerkwSiaXnYFcdq7N3LkpNHroM+K2ynQqV7lnStemTmdX17hr0vP1P6bXg2Lfaw8T4n31lzEe2su4k0J49PfjknGt3vu8e7bdfOF0fkwnRUWMl1lXyAQwNpMAqFQwFH0AcDKlJve78eTnHW51jQWfdMdCCF4+CrVoENLSuVj4ZFHSDPQ0XXwLrVCKm803zlDjjNrMluvxSBbocRXu0IrWhSKNhdXqT3vA/g+71PsVnbF4BYu+OVDquhTKJTiQ2uPKoamuXLk20wDKUtGVq5uI/bZm0xO45ZR/Mf+cxMLDj3CVS1nejkKdcOrdi1TLBjQBEGDm8KtlhnHFDpDT2PZzkLKcSrXtUFBJ0E8VfaNZucN45VeY2ntZauzTakybkTtdWqBgn/vZUqJ5HiRlK13H9OR8Pu5Z4WaVBsa2TeEQCDAmI5e7HquVg+Zdii26TtDefM5+TgB/X69iAnUiV+V4tLTtwb3u9cyM7ifUvpoTt95nSYv0nSeygohBCP/uoZ1Z5+VOK88jToqh3YuVi5u/AWcnA8AWKb8CP/mBaCNgwpLBvvSaC4UCqVE0BqkiqE5j74sw9BlytUNgQ/buKN9HbVy9yolG9DQmYRCAcdBVcTrdE4eTENLJhZhdEcvfNzOAwDQzadAcY9N4VfYREIB7C0KTJ5lEiE61FGP7tMRG+PJym/QaXrRLyl8UyyMdYp3QsOB2fLg8BLJoTKgwB++F4dhv1/GkmNP8OeFSJwLf6M3bUaOeooJ38h+YWhOQ2EcFzJovhsMeUoVCCHwmn0EXrOPID41B//dUnfInDcgI6VyM71HfZ1taTnUR0N5k6WhwEYmZsLnu+M636Vcpe4Um8rMvZepuPg0ET8df4JkDd85xeHSs4IOqjKaAUgpDk+OAEe+BgCsUw3Gb4r30NfXCR/VVbE+cigUCqW4UGW/ChObko0chbJM5ilG51sNWMrEqG1jxp5Pc8Q/NjkbZ8IS2HVmXj4DM7IvMzCvX9thnyZZ8oKGm1gkZE37tefJUgrns07epZaXg4VUZ1tYfDr+uRyFhHRuR0xatgK7nwtxK1o9z19zpK2kylBhDu9uRBX4FjAUjo8d2TcpurKv2fGhGZYP4PdlEJeag1canXR/XXiO+o6WGsdQBbGqoOl/RLMMGYoTwcQYCCE4ruVAlaImm2ckP2DleXY5N0+FxXdFeO+3K1Vmfr9mp2FoCa2h1pyOYJdpZJtKwsubwH9jARDsIt3xU+776NHICT+/3xSl6FeXQqHUYKiyX4W4FZ3EWT/5OAE+3x1H55/OlPq5krPUIwgqAtS2USs0r1KyEXjoEZsmNiUb5hoKkvYofbbGyL42h6d0xtR36xlUQlt42LDLKkJw8O4r9jzUlN84mKgGpRmqh2/u4M/BYZh/8CE+28RVqv2CzuDiayE+/Eu9XXOU4mVyttHm/9okZ+bih8OPCk+odQwf+/IjPGTyTF0pjBHtPNEy/zmNT8thOzMiXqez01rqa3RoxSRlcaauWMjEkGiYaD6ITUMuT8hKSuXDTKMTs3M9e0zqVhd+nrXw5yetAQCvUvVPMykJ1yOT8MWWW2xo1EN3X2Hz1egyOVdVozC/F3FpOUiSC/DsTSan060yI9ewQrgTk1KivNp6F0zBepmcVaK8KKVA0nNg2wdAXjYuoBXmyMegS30HrPm4Jee7QKFQKCWB1iZVCH1zlPWZwpcExtu9lUwCVxtT3vO8TM7ijNRqj2yyZvwS3cfMt7Y1ZvRsaNCbv+bI2es0Oeo4FChNR+7HGXspNQrN0ao8pQrx+VMeTE3K9lW/l+9h/0FsGlR6FHhCiE5j/LaWZ39jGfr75SIfE5PE37h99kY9Qqr9/BqDqYkIe7/sCPP85/hlcjYIIQhYeZ61LBjq5wbr/DB82u9M9Nss5GjM7f/oz6uYvvNOkeWglD+K/E6ZnZ+3h7WZBN/08sGeLzuynTvP32Ry5kiXFpoj+qlZCkzZfgff7X+A4Idl57C1LNlxPQYbLuo6eC0OfCP7QIFPEc2Otj/OlXwOPB+v03KMntZkDJqdf0/i0kotr+QsBXUKWpFkJQFb3geyEhEmrIMJOZPRxM0Wv4/0o9GGKBRKqUKV/SrEg9hUvfu0TehLikKpbhw5WklZZZ8JmcaQo1BxRke0lSXGQVlxP1yaI2eWUjH2fNmRXaeeaXUJefQa3nOOwmv2EYzZeB1+Cwu8w5dn4yFBj5f9pMxczpxaIN8PRDF4/qZA4RnUwhX9jQhxph3F4U26HL7zT7DrH7V1L5YsAoEAHnbmAIAXSVk6XvitZBI2BFtscjZn/5mwBGRpze0/ej++ypgYV2depWRj27UYvQp7bn4dqe3rwdm6wIpm351YRCVmol3QSWy8XDqj75rvcvMfgtnlzzdXPQePCqUKs/fex4+HH+H5m5JHDNGnvDKdnprfyX+vROPRq5Ipz9rkKJToufI82gWdKjXngJoKur6IHsYS+iKFsx5vwP9NjkKJSVtv4/KzxBKdk8KDMg/YPQZIeoYEoQNGZs2Eva0tNoxuA/MiOoqlUCiUwqAaUxWCGQV1sdY1yX6hZ9SyuChV6gaGWChglf23PGbQP2qYUscmZ3NGddk5+zwj+8bQxLUgDvvI9p6wNpXg005eAICXpXy9VR2limD8vzfZ9bNhbzgNWztz3Xn2JUFswGkQYx6qPcL/Ijkb2QquYlscqxRt0/+GzlZY/VFLTHinDua/1xg7P2/P7hvX2Rt9fJ0BqOfHa/LNf3fZ+foA15KkqHjYqt+RPbdfwue745x9BAS189+hl/l+NhhSshR4zjP3Oi276FMKKKVLxyWn8b9997HwyGPe/bl6OjM11wUCAf44/wyv0+QIOlY6vkZuRCUVnqiKkKZRR5WGDwJ9I/sxb9V1knan+IHQ0g2PmJyVi9RsBZQqgoOhr0olT01l/3lipk6Uj6LwIJbbuRFnoP799r97OHI/Dh//ea3Y56PoIeR7IPIccgQyjMqeiTwzR2z6tE2JvkEUCoWiD6rsVyGY8Cu9mjjr7It+W7rKb16+QiUWCeBqo9u50Marls62XKWKY77IKDWmxRxVHt7aHVO718f28e1Zc3+3/HBWxTG5rs7whUrUxNB0ieLQ21f3GWR4ka/sa49wv0jKwvbras/zjCfouGI4MTv9pMAp5MyABvi0kxcEAgHm9G2ETzt5o10dO0Qt6YeoJf0wr39jtoF/MzqZo2g7ajWspDy+JYzFw1b9XB6+pzu9RKUicKuVPxUmORsnH7/m7L8QoTty9oLOp600bLocxTtKyzzfUh4ro8EtawNQW49oGmkU00UFB0dL/f43qppZdoqG8q1vmk1ReJvB75cjJikz/5/73bDKn15TWmg60/t2zz1M2npbxyKuqGiH9Jz1371i5yXR8vimbe2kyV0NZ4A9VpzTcb5KKSZ3dwBXfwMATJd/gSiRF/4a3YYzTZFCoVBKE6rsVyGuR6pHdPjmA0Ynla5nZiY0kVgohBmPl3IXa1Pe415oKOHMKIu0mMq+SCjAjIAG6KARNs49X2mizoW4GPL8zYQ8LE0WDW6Kqd3rY9UHLXT2vcxvUGuPsmmO3DEKUFwxnJhN2nqbXZ7SvX6hUxSYUXUAHMeO2koTn9JmLIyyz0czNxtW2b8WmYR/rxRuzl0WfjgoxUfbMRohREPZ133+GOurn44/wX2N6VdpJYucBgBQGpjiURoKc3miOdIeVQoj+//bd59d1rQ+iknKQmRiJn4OieCkjynlTvL9d7ij+Ufux+H9YvgX0UTbYef+0FdsdJOiQAhh6+RWGk5F+VAoVZwBhKcJGWi76FSRz0nRIvY2cHAqAGB13iAcV7XFiuEt4OepO3hCoVAopQVV9qsgHeva48hUtTf7sZ3V3uxL24z/6nN1xwLTYPK0K1BmREIBHms5ChLlp9NUwplRDvNihDTTBzOy/4KO7HMwND/UogzmAFqbSjAjoAE61rPT2ceMSk/fGcrZviIknF0e3toNQPHCkzGmjsaGH57gX5dd1vQRoH3PSuIHooGTbug1BmtTCbztCx+1Ye4JQC1XKhuvtZQiTasVvmlKrhodTA815oUnldBv2y8nI/DrKbXCqqnMmuRbfTEhU6sKT18XzEEv7Tr9XmBPzO3bCIDa8o3PZL+0O0e0R+EBXQunosLnj2fousv479bLIuWTrVCyvnhaeaiVy1cp6ogo2j5CvtxS9fw/VHqykoCdowClHKdVrbAi731Mfbce68+FQqFQygqq7FchmNEi39pWaOKq9mbf2MUKQOma8fNZDhyc3Jld7ljXjuNERiYRsmarmkpKUv4c/1rmpWcq6ZY/NzopM5djMlnT0TdXFeA6Oixt7Hl8ATDPwPnwN3qPG9hC/bxojuz/deG5UV65G+U/89N7NDBKxnqOFuhS3x4AOA4lc7TmvpbEJx6fsj/l3Xr4fWQreNmbw9bcRGd/v6bcRt7AFrUxvou68y62Bin7OQpliR2PlTbayo+2JZGmAsc3sm9jxl/nhSYJ0X/NZRy+V7z53CtPFnSY1dMI6djAWb1c2tO5ypqIhHR2uTQVb4lIADMTMTzyO6lfJGWx1moAWEub8rKEKInDTaZTsltDB872r3ffxdH7cdhxPcaofBg/ICKhgDUZ33otBu+tvog+v1zg3B+ms18b6ji0mBAC7P8SSHuJGLhgWu5E9GjsYvQ3jEKhUEoCVfarEEzYIM2RWqYxU1bKPhPr1UrD43QDJ0ssGdqUXc9RqNjGE6PoxafmsCHNapnpKjrFxUom0QhjVnMUosJglH3f2lZo7mbN2VealhXaCHmG140pF0ZRYcI/JaTnYOGRx/jx8COkZBm2dWacRzpb6Z+7rI1r/rQTzVB/cgV3xK1pbe59Kwo2ZhIdS4PpPRqgt2+BQu+q5VhzdEcvzrq5VMxarsSmVC2lrSTM2BWKHivO4fST14UnLmMSM+S4/CwRaTncjkSdSCP575tAoDsPGgDq6LHkOBcnRNjrDEzedkfHPLuocJR9R3VnU2lP5yprxBqxxF8kZekN22kMqVkFI+Abx7QFUDC9JiYpC+kaZbr2oxYA1J2NilIMj6jPZ0JKVvGj5TDPiWZ5M0zcehuz99436t1Jz1HLYCkTw1Lje/4oLg1P4tMR/rqg4+WdBva8eZTkOmo0V9cC4ceRCwm+kE+Bi5MjVn7Qgvf7SaFQKKVNhSv7ixcvRps2bWBpaQlHR0cMGjQIYWGFey0+d+4c/Pz8IJPJUKdOHfz+++/lIG3FoVIRZOQ7YdMM9eSZ35iJS80uduPxYkQivtl9l/Xyq9lgedfHEYDaqzQzsjC1e334OFtx8mCUlO3XY7D75gu0X1wwv49vVLMkMB0LpT11oSqTk1vgDHGl1jx6M2nZht1jRqjr2KvDzzGmoXUc1Ouj6+s2gDWd4y098YTzzG2//gK+80/Aa/YRLD6m6wmdabQXxezeJd/J5LZrMaxSkKPxvkzrXr9EDS+BQMBxvvbkx97s1BaGV1rOsFysZRznlRZSEetfoCbN2T96Xx0f/rNNN8skLn1R+Gj9VXz85zUcvMsdedcuj+v5HvEJUZe9No1drXS2adNl6ekSSKpW/lysZahtYwq/fIepVW1kX1O5l+ep8KYY8emVKoIxG69zwhC2zJ+Tzij7yVkKdgrPAA8lGjpZwEQshIoUz0moPvRZWEWVYHoFMzXAkG+ShYf5I0ZowszPJ4T/m3xbwy8F807qnOfI41KJmlCjeHkLCJkPAPhBMRIvpPXw5yety2R6HYVCofBR4cr+uXPnMGnSJFy9ehUhISHIy8tDz549kZmp/4MSGRmJvn37okuXLrhz5w7+97//YerUqdizZ085Sl6+ZObmsWbGVrICE1EHSylMJSKoSPEUhNRsBUZuuIbdt16i4Tx1yDAmFnoDJwuOArTx07aIWtKPHVkfkm+6v218O2TkFPT4f6PlLdipCCOwxsDMh40zECO4psE0MmUSEeo4WOD63O7sPhNR2b7maz5uif2TOuHglM6QiATIUxHEp+WwZqOOptzRukuz3+UoSBsvRXFG1346/oQNiffHOW64vNRsBW7mO6cqirJvZ1HQudB9xTm8zZCzptQzAxpgeo/6RudlDHwNc0utxp1MIuKYe5uaiFFbw2t/TeTr3Xc5I7TlTUT+dII1p7mO3LS9ll/LN3P2stPvmLEwXqeVbAK/uYkYITP8EfzVO6ibb5Zd1Rz0aUevOPn4NWJTsrHmdEShFj4MkYmZOBvGnTLETDMzl4phb6FWbC8+VUe9MBWrLZLYTuNSdPaqz3dKSTphmE58E5EQeyd25E3DF75Tm5+D1VNAUrMV7Jx9Tb7b/wAA8Fajw0W7ztpz+yV6rjxnnOAUIDsF+G8MoFLgiLIttih7YPmw5vC0M69oySgUSg2iwrsWjx/nxqTeuHEjHB0dcevWLbzzzju8x/z+++/w8PDAqlWrAACNGjXCzZs38fPPP2Po0KE66eVyOeTygg9YWpraYZJCoYBCUTYNSybf0sr/4csC82MhUUKhYYLsXssU4QkZiIhPhZt10UbRlx3njggoFAqkZanvlalEZFD+RQMbYXr3unCxlsHbVobAQ/zpSvseO1ioFaS45CyDeZd2GVRmMnLUDWOZWAiFQgFrkwJFOCVLXub3oImzOQACR0spYlNyMH3HHWTnW6JItXRyR3MxFAoFPmhdGztvqp1mrQjWb82TlJ4Fy/wOrtDot+z2zJxco6/LWkOIxAw5/BaeZNftzCXIyyu5/4chLV2xN98bN59cuz5viz6rCzxzW0i4HTG2MiFMReoqOTlLgdTMbN5IGMWhqrwL+0NfISUrF3+OagVAPRoZm5xd7t6qtRXxuJRs5ObmFnRSEXX9276Ord57unN8W3zw53W956htIytSeVx+9pazLlfkQSpUd6S5Wqnr/ZfJ2cjKkbPTryoze27H6nRQz933AEKBOkThzagk9jkwRFYOt1PAXMr9brlay5CYkYuc/G+mAOr3wM1GhudvMhGdmI62nkWfwpOdq0SzH0+hnoM5jk7pCIFAgCw9fmTC49OgUDgW+RwAkJPLzLUnaOpigYgfe+L9P67hrlZIv8xsucEOUFNxQQerWKCeeqc9PSXk4StsvfaCXe/j64Rdt7iODRVKwrm/lb1OqVCOzARSYvASjpijGI9xneugJ0/oZAqFQilLKlzZ1yY1Vf0Bs7W11ZvmypUr6NmzJ2dbr169sGHDBigUCkgkXOdIixcvxoIFC3TyCQ4OhplZ8UdmjCEkJKRU8olIFQBQjxYeO3aMs89cKQQgxL8ht5D9rGhmsHtviaBu/qg5evQobr5Rnys7PRlHjx4tNI877BL/42RMHkUhNU4t361HT3E0N7zQ9KVVBpWZ26/U9yTpTbzG/VaXx/OwRzia/LBc5IhNUZ/zRlRB55SJCJjbIg+nXwnR3VXFyldbXiDj0Qf655xuPRgCj/zpqhfiC94DcWwojr4KNUquTEXBubR5/OAejr6+a1Q+hnCRq2WzlRIDz3yBDMEnjkOsKHj/gk+oOz5NRSJkKwXYcTAYzqVcPVXGd8FSIkK6oqAOOhueiKDNx9DCjmDlfRGiMgTo7aZEH/fycA7GfUbsZQSJOQJk5iqx99AxmObvfvJcXedmvY7G0aNRenP7pL4A/0bwm1+/Tc/GkSNHERKrvvZ3XQn06WqJOcCPd7iy3XwQBvcMdWetigASgQgKFbD9wHHYl64xVZkw+wr/+8hY9p8NTzTq2xGdDmiW2zdN5JzjBNnqsmIwEanfA2Waevueiw9g/rroseuPvVC/70/fZKL1j8GY1VyJl/HqPN/zUCIyXQAC4GGyEJcfPEVDI75VvNf3Up3n07AnOJqmLu9mMgHugvtc/fHfcdQ1MHtElqPO510XdR3czU6AzcncPMZvvsNZN02LAaD7/O4+cBSM392srKplTVJuPNgDPPgPSggxWT4Z9TxqY1Yfn4qWikKh1EAqlbJPCMGMGTPQuXNn+Pr66k0XHx8PJycnzjYnJyfk5eUhMTERLi5cL9dz5szBjBkz2PW0tDS4u7ujZ8+esLIqfG5lcVAoFAgJCUFAQIBO50NxCHmUADwKRUt3a/Tt246zL8b8Oe6cfIqLr4XYMLFXkeYeT7sSzFm/L6oHjwZS4GkYPF2d0bdvi2LnBQBfvuONvgGlayKddTsWR148hIm1A/r29dObrrTLoDITdfY5EP0UdT3d0bdvEwAAcY/H+YhEzB3QuEQx5IvCT4/O68xNNxEC7/cLwBitMiCEYMX9wpVP14Yt0be5+p1OvBoDRD4BAPTv17dIsh1KuokrPF6m2/i1RB/fko+29AXQJToZnnZmsLfQjVIAADYN3+J+bBo+7+IFgUCA42l38eyhuqOjb1/19ax7fhlPXmegbrM28G/gwJtPUanM70Lg3TOA1ujgxnARIn7sydYpx1+K8OvnAbzz40vKw1dpWBYcgV8/aAZcOcPZ5+Zgg7zELKRkK9C0XRckZuRi9KaCsGStW/iibxt3vXnXjU/HvxFXePflKAUQe/nhyNX8jiYbZ6wa3ow37ZXnb4E73HBoLRo3QN+uddj1355dwtM3mfBu1hZd6vE7WKtMzLtzmuM0j49evfvo+L7Q5kZUMvDgBrs+YjC3XggVhOHu5Wh2vYUdQUBAAHZsuQsgCbcShdgxrXeR5b97LAx4qc43TSFAvGUDWFgnAakp6NPJDwGNHXHi4WtM3nEXoW+FcGvWAc3cim5B8N+bW8Dbt2jRrOBZ60MIekcnw8FCipn/3cf92DQ41WuGvhrhO7U5v+8BEPcKjRvWQ9/u9dAXwObvdL/Zmowf1A0dXqUh+FECa7UEAA38OrGOYBlLSW0WL16M//3vf5g2bRprhUkIwYIFC7B+/XokJyejXbt2+O2339CkSRP2OLlcjq+//hrbt29HdnY2unfvjrVr18LNTf+1VTrS49Wj+gDW5A1EtGkjHPm4VZWwuKFQKNWPSqXsT548Gffu3cPFixcLTavd6GNCwvA1BqVSKaRS3ca3RCIp84ZvaZ3j55PqOaRKAp38WnraAXgKAEjOUcHZuvjDOn9djGKXLWRFk72ugznrgZ9hVt/GxZZFH6611PPd3mTkGiVfeZRzRSPPj59sJi241kGt3DGolX5FpCywMTPhVfb1lUETVytOHHI+Dt6Lx9DWHgCAtBz1nNiP2roXuUybuFrzKvumUpNSez7a1zNsquvv4wx/n4KOhabuNjiWr+wzMrjZmuPJ6wzEp+taKZWUyvgu5OnxwK4t58YrLzDBv26pn3/QuqsAAL+gMzr7cvMInK1lSMlW4FF8po4/ErNCnp16zmqFSCDgD+34r4bJ9JH78fhtBH/nZR7hfte6NXTAF13rQaLhG8LL3hxP32QiNkVe6cpYG4VShTZetjj9JAEAsPHTNvh04w2ddAkZeWzEGX2oNEbtz3/TTefa3Wy586NFAvWz1bm+A1sfiMXiInck/a3RgQAAiZkK1smduan6ufDQiMow9I9riFrSr0jnUKkILjxVT98wNeG+u53qqwc8fGvb4H5sGl5nGK4v9txWK+tPXmey6c583RV9f7mg17GgtbkMvZtaAgIRR9mPTZWjtbc6D75z3rhxA+vXr0ezZtzOq6VLl2LFihXYtGkTGjRogIULFyIgIABhYWGwtFRHlJg+fToOHTqEHTt2wM7ODjNnzkT//v1x69YtiERl62y2VCAEODgFyE7GfZUX1uQNxtqPm7O+higUCqW8qTTdjFOmTMHBgwdx5syZQntwnZ2dER/P9RabkJAAsVgMOzu7shSzQsjNU+F5vhJ9T2ueHgB0rl8wilNYyK4chZKNba4ZM5dv8OR6JH+sXX1M7c4dwR/V3rNIxxsLE3KN8S689Vo0lp14UibnqiowjTVTk4ptDE3qVk9nm6HBjDFa4ef4OBf+Blm5echRKPHLKXWnl6Ws6MqMPkWRL3RaeTG2szeG+blh7YiCucmM47DnWh1n1ZU8Jb+yf/xBHGcO8uJj5f+Op2TlwiW/8zToqK7Hc1MDHtIBtRPGG3N74Pr/enC2N8n31v8kznBHF4P2CPjGT9vqOIFknH5VBY/8EzbfYhX9BQOawL8+vwVLpBFe7PeHFswp5+sYqG1T0PnduV5B+2B8lwKriDfpJXOWCADnwxPZZcbTekkVvF6rzrPLWXrC+jHX98pIB72afhK87c0ROj8A8/o10kk3uVs9tp6trXUdMQaesYyMDIwYMQJ//vknatUq8LVBCMGqVaswd+5cDBkyBL6+vvjnn3+QlZWFbdu2AVBP49ywYQOWL1+OHj16oGXLltiyZQvu37+PkydP6jtl5eL2P0BEMOSQYIZiIt5v642Axk6FH0ehUChlRIWP7BNCMGXKFOzbtw9nz56Ft7d3ocd06NABhw5xvcEFBwejdevWlX5Eozjcj00pNE37Ora4+jwJL5Oz4WdAx56z9z723YnF9vHtkanhTKhTPXtciEjkpGW8GBuLZsPGz7MW5r9X+qP6AOBkpbbSSMlSIDkzF3P3PWDP+a5PzfyoMl6gzQpRPsqavk2dMaajFzZdjjIqvXYjsncTZxx/GA9POzPEpeawnqgbf3+Ck06fgmgIB0splgxpitl773O2a8dUL0+kYhGWDWvO2eaY/3z/fSkSXwXUL1bHRlVC36jiF1tu62xLycqFjVnphvI0RFefAkuNZJ4oAX2bFj79wyE/zOSItu7Yev0FBjZ3QbZChYev0lincQxKFeE1WzfmGWXCWf51MRLz+pdN3VsaPHuTwSr6gDqqhlAowDe9GmLZCa6jztF/X0fEoj4GzZ+fxBvuMNH8LrloWL2ZiIWsk7ropCw4FhI1Zu6++7gRlYRdEzrwPoOaSnRLdxsAgJ1WiLs8pQriIphyM9EhAGBwq9q8aVys86PTpBqn7H/TqwFnXSoWYVyXOth8NZrTUfR1r4bssqsN995EG4j6MGnSJPTr1w89evTAwoUL2e2RkZGIj4/n+FuSSqXw9/fH5cuXMWHCBNy6dQsKhYKTxtXVFb6+vrh8+TJ69erFe86KcMLMS+oLiE/8DwIASxXDkVurAWb1rF8sGaqKU9XCqA7XUR2uAaDXUZkob9krXNmfNGkStm3bhgMHDsDS0pIdsbe2toapqfojNmfOHMTGxuLff/8FAHzxxRdYs2YNZsyYgfHjx+PKlSvYsGEDtm/fXmHXUZZoWrny9cADTJz7pEJjz++7ox4F+ejPq5zt9R0tdZT9j9t5FElOzYZUE1erIjVqioK1qQQmYiFy81S4F1tg6fAiqWaGKwPAxqmv6JF9gUCAwAFNjFb2XbSU/ekB9bHqwxaQioWISMhAz5XneY/r1aR4nTpMaDtNtBvkFY1Iw5z45OPXGNyyCs1VLSIJ6QVTPiQiAXycrXA/Vtd6ieHjP6/h6LQupXb+2zHJvNsbOFlgQHNXjH+nDtZrhX/UpCim3/P6NoSHPBKfDvVF0HG1hUqukqvsx6fl6HSAAUBGvrLfwMkCR6byX39DZ0t2efGxx5jd26dMfByUlJ+0LDQYRX5sZ28dZR8A6s89hrCFvSEV89dtLdxt8CA2DeO78A8UaCr72v0onnZmamX/bRbaeOl3CqxUEWy9FgNA/Qyu+rAFbM1NkJSZi/qOFhylHADrN0f7/ke9zUI9RwsYg1JreouVnk4/5vpepRgORVvbxhSxKdmwM+f3J+JpZ84q+85aHR+2WnWkvpH9HTt24Pbt27hxQ3dKBtO24/O3FB0dzaYxMTHhWAQwabStOTXR54T5zJkzZe6EmYUQtHu+As65mbiuaohNyt6Y6pqGc6cM+0UojMroVLU4VIfrqA7XANDrqIlUuLK/bt06AEDXrl052zdu3IgxY8YAAOLi4hATE8Pu8/b2xtGjR/HVV1/ht99+g6urK3799VfesHvVAcZ8r66DOcZpmB5qwpj+aofSMRZPHvNHAYrWUHTSaCCkZpddr5VAIICzlQwxSVmIeJ3ObtcO41STyMx/RqQVPLLPMKC5Kw7efQVzExEA/aOS2o1Kb3tztlHfwMmS7xAA6vBPxUGz4d/WyxbvtXBFx7qVa+rPyPaeFWKybojz4W+Qm6dCREIGmrha4Z1Schx4RSOc3NU53WFlKkHbRSd5R9EB4JGRZu/GMmTtZd7twV/5s8vaHVIMW8a2492uD7FICGczdf1lKeP/9Ma8zeJV9tNz1PejY117vaPcmsrqH+eeo1tDR7SvU7mebUB3SgIzVUN7WoImIY9eo38zV959qdnq/Jz0jMxrduYlZSoAm4J9HrbmuIS3WB4chvf99HeqaXZAPYpLQ8+V59kpHBtGt8E7ywr8PWjHptfkZbLxyr5CoyPolw9b6E3HjLrHJGWBEKK3gydPpc5PrGfakpedGZiu1ZUfcM8nEAhw5uuuuPQ0EfP2P0AMz6DCy5cvMW3aNAQHB0Mm028lwedvqbBOqcLS6HPC3K1bt3Kb2il4tA/i0LvIhRhzFOPwZdf6mNhdd1qbsVRmp6pFoTpcR3W4BoBeR2VCoVDgwIED5Xa+Clf2CZ/XIi02bdqks83f3x+3b+uaeVYXXiZn4erzJAxq4cqO2hoyX3WvpVbWXyQbHtm3lIl5PSBr99wDQPN8U0Rj0WyEJqSVfA6kIZgpCAuPFMyjjUysGXOc+UjOVMeati1HE2dDrPygBb7sWhd1bGU4fvyY3nTalgjao3dPfuwNn++O6xzXxrt4cdddrTWmmnjVKjO/EiXBXCrG0FZu2HP7ZaGjdeVBnlKFT/7mxosvzLTaWDSrf7v8CAYOllIdZd9UItJr7l/a7PmyA2fdRcvh6dTu9fFVj/olGjWvpec95Zt3TQjB2rPPABj2L2EuFcNCKkZGft0YFp9eKZX9K8/fFp5ICz7lkiEtv2PZ2pS/0adZTm8zcznKvlV+p0tcag4y5HnsXHttmOlEmjDPo8yE+x5sG9+es35yxjvosUKtRhflfdYc2Tc055txyKtUEaw8GYEZAWoz/aCjj3EtMgm7JrSHVCxipz6JhfzvLePzAeC3EPO2N4e1qQTz9j9AfFoOchRKTgdNaGgoEhIS4OdX4GRSqVTi/PnzWLNmDcLC1FYb8fHxnIhJCQkJ7Gi/s7MzcnNzkZyczBndT0hIQMeOHfXeg4p0wgwAyEoCgv8HAFijGART10aYFtCwVOrIyuhUtThUh+uoDtcA0OuoiVQaB30ULgsPP8bXu+/ix8OP2PnYhpxBGTuyz6fo+9a24vXgb1YCk/A3GWWr7L/NV241iTbCmVN1RZmvNVWkszlNREIBGrlYFSkMJN+IpkwiwugOXIX8WVBfvSa9haHZiM0pJ+WxOBTV6VZZksnjGOwfI6dpFMahu2oP3972moqGrsL15yetAZTPlIumtW0469rKvkwiLLF5/Ccd+DuZnr3J0NnGOCIFgB3XX+js1yRDww/L/IMPeZ0KloS3GXLI80r3vTHGSeHrVP1Kclq+1YOVHmVfk0St71JmbsH9eqmno1yep8TwP/jDJwKAmYmYYxXAOF9kqOdoiZHt1VPijJ1XDwAqjgNd/c+bZl34a74DU0II1p9/jrsvUtBw3nE8e5PBfjP1hTL00rDu09fWqGUmYTtEtO+Xv78/7t+/j9DQUPbXunVrjBgxAqGhoahTpw6cnZ05pre5ubk4d+4cq8j7+flBIpFw0sTFxeHBgwcGlf0KJ+R7IPMNIlS18RcZgKVDm9MwexQKpdJAa6NKyvGH6vlp/16NZs34Dc3HdrNVf6hfpWTrzPVj0GwIarLqgxbw86iFIVoOgPSZRRpDih4z3NKCGb3QJPptFlR6rr26w1x3YTGpKzMpWbodOAAwp28jTHm3HjrUscOBSZ1K7Rp9nPVPE6hoGNPxOANKTnlx72WKzraFRx7jQGgsui8/i2vFGKllYDoFNeumFjyxyOs4qDsD3mbm6n1OSgvNCABAgQM0huJ2NGkiFgk5FgSMFRUzgq+J5pSoA5M7Fek868/r9zdQFE4/eQ2v2Ufgt/AkGs7TtbQxFj5Lvg/bFPiG+fWjlpCIBFj9UUuO6bqh96CwkX0A8Mj/Pnaow52X/7++BT5wYvV0lD+INdwZYW4iQu8mBY4a+To4mWeoKFPNND9lhpR9PnqvusBZH/HnNXZZrKf+rO9YUB8S8H9HBQIBey+1oz5YWlrC19eX8zM3N4ednR18fX0hEAgwffp0BAUFYd++fXjw4AHGjBkDMzMzfPzxxwDUvprGjh2LmTNn4tSpU7hz5w5GjhyJpk2bokePHjryVAoiLwB3NgMAZivG4TN/HzTW6vChUCiUioQq+5UcQjTCqhkY2XeylEIsFEChJBynV5pk6wndY2YihlAowIrhLdDKw4bdrt3oNYYlQ5rCRCzEsmHNCk9cArTD/AGAPE/FGQWr7pwPfwOv2Udw+N4rdmS/KCPplYVm+cqdPlNVmUSEmT0bYvvn7Ys8tYSPg5M7YXYfHwxtVXkd3zGjyZVhZP/uixTe7dN2hOLZm0x8sP4q735j8K2tLvuP2riz26b3aICxnbnO1uwsTFjLj7D4dBSVpwkZ8Jp9BKM2qJUeQggeaMzD/n1kK9SxN0fQ4KY6x5qaiGBjVqBIlpb1jJ+nLS582w3nvumKhk4F87i1FeK0/DnpduYmqONgeL53Ayfd/aVhwfLZppucdWOm3/Eh1zCHvzLnXdyc14MTLm9Ac1c8XNAb7zV3Rce6BSFlDZnxMxENDH0fd05oj3n9GuHbntxOYjMTMevsU59V3NtCrNQEAgG6N3LE3L6NsF3LhJ+BeXbjimDGX1hoXH2k5ygQ9pr7jmh+F/P0dIhrlkMde/3PGeMjYOw/N4v8HHz77beYPn06Jk6ciNatWyM2NhbBwcGwtCzoaFi5ciUGDRqE4cOHo1OnTjAzM8OhQ4cgElUOfzQclArgyEwAwJa87kixb4XJ7xZ/nj6FQqGUBVTZr6RozqFn5mMbasyIRUK45H+E9XmlZzw/ayvxmk7LHC2LP5oPAB+29cCDwF7o1tCx8MRlQFWIMV0S4lKz8deF54h+m8nOo5687Q4YX06iSuh9uzD+HtMGge81xoKBvuVyvmZuNvjCv26ZRYsoDWqzHrZLV9l/mZyN6TvucBTdwjDmPhV3tJ2ZC61pul/L3ATfaYWOMxEJWcdm4Qm6pu6FMXP3XQDAhYhETN9xB95zjmLY7wWm2d0bOeH01131RiDRdCRZmtYz7rZm8LQz51zvtcgkThrGNJtv6pI2f49po7ONb2pASTFGFj40FWo7cynsLXTnWTPfJwdLKesE8Ul8ul6lmzF3N1QuLtamGNelDq+pv1u+vxt9o+76lGMAWPNxSwBqhX/8O3XQQY+zT7bzrghm/JoWeoU9c7u/KLASeVrI++Fuy+9wEgAiF/fFs6C+Bjv6Nef8vyrE8ujs2bNYtWoVuy4QCBAYGIi4uDjk5OTg3Llz8PXl1vsymQyrV6/G27dvkZWVhUOHDsHd3R2VkuvrgcQwJBIrLFV+iKXvNzPoaJJCoVAqgsrb2q3haHpr3nxVHZamsLBqTGcAMw9WG6ZhLTXQeJ/dxweWMjEmdatbJHk1KY5FQHFY9r6u9UBhoQerOqtPP8XCI4/hv+wsZ3tVNuO3t5BiTCdvg2a4NQ3GjD8tJ0+vpU5xWHT0CfaHvkL/1ReNPmaJEZEBiusck/E4zjda/uMgtRKw9P1mEAgEbAfFd/sfsGkuRKitWxrMO2YwAohmxIX9oer6kbGY6u7jWOj8Ws0OUYkeB2clwVIjrJr2FCh9c8n5cKtlhsjFfTnbClP+CoNv9Pb5m+KVd48V59hlYywk2mmY3U/cyu+Ql1GKi9vPyXSs6bvPaQaeq76+Lnr3aeKqMS3H2KlmmskK8xHRxssWdfL9XkS81l/ePs6WBqehCASCQr8hmiEew4thZVNtyEgAObsYALA07wMM6dAEfp76wzdSKBRKRUGV/UqKpsk904gtTNlnzBkVSl3PwQBYx0pSiRCB76lHkprW5s6P9bI3R+j3PfFNL5/iCV6OdK5vr7MtOql6O+nbdi2GdzsTmquoczsplRNNr+CaI9AlJbqInWHGmulGaTnH1Oc3RBu2A5Kng3BUe09ELemH4a3Vo3qtvXQjMIzacJ3Np/OS08hRKHH8QXyRnMj9v737jm+q3P8A/knTdG+6d4GWvVr2LKtMQZGNCDKUpXABB/oTUO5FLiJyLwjXgYCAIiogKgJFKEN2KXuVtlAKHVDoHkmb5/dHek7PyWjTNm3S9Pt+vXyZnJwcnqdPmp5nfb8BbpXn4RYGMK2tAbVhbVQdR/UZ5vtlq5V0rTpQJ5FIkLByKCZ0Vp1fUedPH9rSIM7eEYsx/zuNL48n4FT8U72uo97J1SfIoXAQ5sL9Z1rP4S5b3Xbhgtvq2rO/VRCMct/cHpgd2QRONpboEuKm97Ypb2cbSCSqz6m+qyK4372qVuudX67yj9VT6mpb+VFVkwSfw9sNubN/5CNIinNxRdkYMbZRWBilGUeIEEJMAXX2TVS+lmB6ld13v9GnMQAgI1f7ckfuxtpKaoGpPUIQ/Y/eouV/nPoyO6xty0F9XcbPGMPF+8+qvb+WW05ZX9qO6I/7TC/cfRkjNpyq0R5s4XL0Xy8/qvR8uWDgkAto+NGIVujfXLxNJ0Wwdajfmhg0ef8ATsY/qfT6Ch1bi7SZ11cVp4Nb+v3lcXEwu9ziEry/9xpm7YjF+r/uiV47naA7iKC1rPJ/20fwc9OVp7ymyjOqlH+HCTvIVflXpRYSfv/+hmP3Kjm7Yj9eKM8AMK5s4CUzX44L95/jkz9v45XN5zBj20UUyLUHgOXIdQxCVyYiSDXI0zFY+6ypku8UV69d/CrIZHPsTgbfofVyskb7ABe8O7g5zr0/ADtndNH735BJLeDpqPrc6huRv1SP7QlCiWqrawLcbLFkSPmgvYudTLRCpbo8nWywuKxjeyet8kwKZiklFri8AwCwXDEFHwxvBScbWplGCDFN1Nk3QSWlSq3pro7dzqjwfUFuqmV8ulLQ8Z39shvrUC/Her2/TNtNUH1dxn/oRjpG/+8MZn53scLzWvhUHOXXhLehkxoolJdiz6VHuJqSjc7/OmKQrBPzd12u9Bzh0vjvZ3bFjuldMLlrEL9/niPsKHGdDm7WvSJcwDZ90lRxAcSe5hUjv7gEn2jZXrDnkmoAQ72DqyvIIKDfzLePoJOkK095TWlLnyrsIL/ZTzMoaUWEHbvLFdS/MsLl9rqijB+5lY6WSw/xK4y0EQbn+1nLILMui8o6lhk6gq8qqzkDzvF3UX2uMvPlGgNpr225wD/uJxjgsrWSVjnmBxeRX984HNyvuL5pHhsL0lcCgFIJhAgC7dkZ8G99c2/V5+BKiv6xP8yGUgkcWAwA+Lm0N6yCu2BEO18jF4oQQnSjroEJ0pUi758vVRzAjFuy9/B5odbOQDG/ZLb+dvArk/Q0v9qRoo3p+/Oq5fkntSyJLVUyfllyqbLi2TFaxm8+AgXLy9MFHZ2cohIcvplerWtmVbD/WBtuv7KLnQxu9lboGeoOCwuJxgxhUma+zu1DFanKzL6zrQyuZVHxqxIjoLLvg6OVDKIC5QHWgNqc2S/7/hYMWAoHW1ztqzZz2EGQueKvW+nV/l7kOtMvdfCr9BqHb+j+XAq3VnCz9frgIsM/fF6o9TPGbRmp7nefk60lv22motR44YH6l1kbdwdV0N2D19PAGMP9p/kVDtrxcVj0rJf6Ev1HWYWiZfzCwZaaahug2v73IDPfINke6pVrPwGPLyGX2eLT0glY8WJrvQdkCCHEGKizb4Jyi7R39ttXknaMuyGVlyi1dgbUZ/bNARdZOLiRHawsLZBTVMLvca1PXAWpvYQ3+EdupqPJ+wfQ4eNo5BeX8G3ImddXnOaHlvGbj31zy3Oqq8/M3suo3l7Za2o5w/93PEFnB44xhkJ5+dYfoaFtxIHJzic9Q+gHf+KZ2n7kSpd2V2FmHwACG6lmLw/fSKv0XK4TUlkn58jC3pVeS9TZr6XfMS52wO20XH5wZ/uZB/zr6m1QGU8nGz6t5fqj9xBdzQEi7u+Ro40l+jXXnh6To97+QsK/P1XpHHk5WcNWJkWpkmlducV9fKvb2ZdIJHw6OV379oHKV1VVhtsOsO/yY2w+lYTINTH4/MhdnedXdcVCsNrMPgDRyr3qZlDQxsPBGi52MigZcL+awTnrJUUR2F8fAwA2lozEiB7tEeblWMmbCCHEuMyn12dGuM6eh6M4LVFlN8TCZYWzdsRq7PsvNsPO/tFFkdgzpzuOLork96jGp9e/oEHCgIzC8s8oW9ZfIC/F+fvPNDr7nULE+1jr4aIGooObvRVCy5bLx6t17tUjtutD2xjiqj9vY7+O7B0hSw7ghQ2qqP3q3xkejtaY27cJfJ3FcTPe33NN9Hz1wTsVlklXOlBdgstmKv97VLxMXz0QGVAeNFDXzOPeOd1xf9UwNPWs/GadW4INlEfxNzRuGT8AdFn5F369/EgUSb86s4dRLcs75/8pS+FXVcLOfqCWn7PQwwoyB1QUjLEiEomE78iqB4IEymf2azLQqS3VZaHaVjp9B6R0mdWnPMMN93ux/qjueArKagxieDlppjKsDRKJhP8OGm3AAKIm78LXkOSk4DFzw2+2IzB/AAXlI4SYPvPp9ZmRtLJga9XNXc3514FboufcMsqqzhCZMpnUAuGBrrCwkCCobNbv9e2xFS7HNEXCDsRdHXuI07KLIC8V9+aD1CKJ13T2iZgWbim/evq05GrEpigQ9F16h3nwj3+OTan0vdq+M94e1Bwn3ukrOnZQbcZdGMlcG0UJ03l9bdQ/75yWWj73XHo4LkuJsC8okQAdqrAsW5gJ5YmOAKg1pR4/Zf6uy3wn10mQirUqhHu2dW0PqwxX30b2qo5kaz/d3zEVxUzhBnaq2tkHgBB3VbtrS/nHzYDXZCU1F6SP+7vBGEOHFYf5132cbRDsXnnWhoq82MGPf6xPsEJ+Zr8KgxjC7TUvlf175vT33qgKn0N5Yg0A4POS0XhrcFtR1hRCCDFV9FfABP1xLRUAoChlGjNnlfnm1Y78Y/Vlm6fvqSJSp2TVv2Xu+ggWzDr9W4/c4KZEOGN/V8fKhHsZeZCXDdi82a8pfn+zJ3+TCgA9m7qb1aoNUr60+5DaXujqdPbL+rxwsrFEO//ylJsn459q7IVW30usa1bTUmqBnk01U2AKVbSnt6oz+9wyfnWttASOSygbIOH+fTur8hvz6qyA4bYM9Qr1qOTM6uNWJ3H+V5ZxYFLXoGpdT5gysEBL0FfOvYw80fYhofyyrRgOZQMOv87tyWd+AYCFA8OwfXpnAMCxO08Q/N4fOJeomf2gWKF9S4g+QiqY2a/pMn6gvJPMLePPLS7hB4kA4NS7/Woc68bB2pLfty+ka6uLUln1wIPNBEvKV73cBgDwem9VW1X2e1pVq19ua9DrmbyTa2FRlIXbygDc9BiGl8P9jV0iQgjRC/UMTJBNWSqotv7O+H5mVwDAoFYV75Xk9BVEDFafgXKyVd2sPcsz3N49UxIk6AjoG/HYVAg7W3cEuYuFs2DxGXlQlM3sj+0YgNZ+zqJOWG41Z+6I6dKVAz75WUGVA65xfRdbKykCXMXX/emieHZf/bNUUVC6HTO68J09bVb8flPna1Xds69tuT6gPS0blxUgM1/1PehoY1mjWc5DC3rj5Dt9NTIRGNL7Q1toPX4rtXopzoRB+orkpVo/M3fScjFg7XH0WHVU47WD11MRc0eVQtGubHWD1EKCJUNa4L8TOuCFdr54rUcwH1yQM+6rsxrX4raV2VdjNpRb4bLjbLLGa1VNUacNt4yfm9l/47tY0euGioWi7fdZW7DJE3efYGpZJgBpFbI/vDO4Odr4OWP5Cy35wYn5A0Lxv1fCsWFih2qWWruxnQJEA+xmLeshlOe+BACsKhmP94e3pvg4hJB6g9YgmSAuFdQrXYMQ7G6PK0ujYG+t36yC1EKCUE8HxGfkafwx4mZ2pvUMMWyBTUSwoLNvyGBEtU1eohQt6zyTmAnGWFkUfsGMf1puhTOhmXm1s7yYGE+gWuegR9NGOJ2QiQJ5KZ7kFsPTSf+VPwUlqu8DB2tL0YwvAPx4IRkTuwTyz2PuiCPUVxYjoKIl8TvPJSOrUIHJXYPQPsCFX65+Nz0XOWWp2vTthAv3tQPAlG5BmNYzBC52mjOm3MomLjBaM29HJDzJw8Nn1RsItLOyhJ1b7f7J1DWQML2a39kWFhLcXjEYzT88iNziEqTlFIniDwCq+C6Aapn/f47Eo1SpRIcgV7z1fZxo0MdWbZvBiHa+fMoxbd9HjDFRnIGqruIQcrYtD2CqKFWKBocMsoy/rLN/LukZrj/KxhnByoRNk8Krf2E1cclZGsceZBagla+z6NiSPdf4gQdZFbI/uNlb4bc3e4qOyaQWGNzaR8c7aqZHU3ckPtbMIGN2jq2ERWkxTpe2hDQ0Cj0MvEqCEEJqE83smyBub6V32Y28s52sSjl9f3xDlcO4VMlES2h3nlPNiuiK9l/fhQiiEVd3f2pd23/lMVouPYjralHSo2+mI79YvOw2LaeID0Yl7BzN7KXqCHygY1aQ1F/c0nHOf8Z34Jctz9weq+Udun1xU9VZe5YvR6dgN1EAUOGSZUBzpj01u+IOcmV7V/+4morxX53FjG2qgJOHb6Qh6vMT/HeRlaV+HRpvJxv0aNoIALB0eEssfaEVghrZizqDnLziEsQ+eM4PVHg6WqOFt2nHtPBV64hzarJ1QBgL4KP9mqsshDPLnx+5i/8evYfXtlzQWN1RUdRxa0spvyKNo76yTFmDGfiolt78Y2FcAMYY//ugb4o6bYTboYavPyV6bUgbw3WU1QdMAGDOzksIfu8P5BaVD6gJY86Y8gxyba5yMRlP7oJd3QUAWK2ciCXDWhq5QIQQUjXU2TdB3GyuMChUVbjayfgll4+zCnEtJRuLdl/hXy+tILdvfebhaI0FA0IBANkFigpzGJuKd36+ghIt5XySV4y8sr2cVlILUWo+AJAJZsfeH9oC597vb9CbUmIahMvt//VSa7g7lHfQr6il49PX8wIFbK2kuPDBAAxto+pEFSjEHTv11Hb6/CrNjmwiet7W31njnFP3noIxhn2XH4mO67vfWiKRYOeMrkj6ZCim9QyptCO04Wg8Dl5X1cXe2hIrXmyNzsFuWD/BsEuaDcXCQoJT7/ZFH0EARZ8qxm2piKyaMT1WjWqjc0sJx9NRXM4EtWB63OKl6uyttyhbsQYAKYL0eMLPZU327KuXvbZUtN1l90XtgTJrK9WjIaivEjFH7Pi/IWFKHC6NQNvOtbuNhxBCagN19k0QFyTIppoBgSQSCb/cNeV5IUZ+cQq/XCq/kRjT0XwDy8zr2xSWFhLIS5VIr6Wo2YakPqPaMUi1HDrxST6/LF9eqtRIuyWc2ZdIJPCqwnJuUn/YW1uif3NPBLjZ8gGhhOnUKgp+p8sbvcuDq308sjUA1feE8FrqS631CRT67uDmOLqoDwCgXYALNr0SofW8kCUHkJEj/t0M0ZIjvCLa0tBp6/i72lvx6eLuP82Hl5MNds/qhhfKlp+bIn9XO1H57Ko56Cv0f8NUq36qOwA6rlNApeeop4rdGyfuvNY0RR432CBM7yccuK5K1Hp1UgsJBrTw1Dge/Y/e1b6mNi21BJLk6IrBkWHCf8cqysxgFjJuAdd/AQD8TzIWb/UPNXKBCCGk6hp0Z/+F9SdNbrl3gbyE39tY3Zl9oQ1H72nMygmjUpsbS6kFH1lZOANkirgUi0Kt/VSzobdSczDzu4v88Ve7iaNxV2UfJ6nfNk/thOOL+/LLsbkOOlBxqjMhYUdipqCz38jeCs62MjCmPa3Z5K5BmNglEFun6Z6RFGrs4YBz7/fHj693hZ+LLf6c3wuA5jL/iw+ei55XJ4e8Om/BgNfiKFX+60J5Kd/BFc6WmzphIEL1lHzVwcUz4ZbsFylKsfbwHVx/lK3X+/VpH/XAe7svpogCj9a0sy8cwOYoBZ/rmk6Afy3IZMMx9CxuRX97uXoplUxUl4qyKBibv6ud1rSX5kIZswoSMBwo7YzuPfqKVlYRQkh90aA7+0lPC3Dx/jODXa9QXlqtmTahTEGkfPXgXFXB5Wo/r6V+1clzXJ9w+5yFM0CmiEuxKMSlEDudkIl0weyncObTSmphkM4RqT+Es5bezjZoUXaDHafnUn4uiwMg3o8vkUi0pjXjlhQHu9tj5UttKtyvrc7LyYbvoLbwccL9VcNw/aNB2DG9i97XqI7/TugAx7Kl+tzP50FmQXmcixqmTqtLws6+IQYtgwVtzBhD+48P479H72nsT6+JQDfNJd1L9lzjH/NR86v53cVtaRH+PISBJGuyjB9Q/S58NKIV//z0e/3q9HuWG4jJKlTotW3GVHw6xkxT8KVdh8XNfQCAzdKxokFSQgipT8y716cHYZqzmihSlKL3p8cwYO1xFJdUv8PP7dd3tpXVKGd6RTl1rWXm3ezcIImpz+xfS8nSONZekCqL81b/UFFawZp8Loh54FKxvfPzVb3OL1GWz7CqR753LMufvu7IXY332RtgdRGnbYDmHn4AOLKwj0GuHxHkiivLojC5axDfWU5+VsCvlKoofaCpEe4hzy6sOBOCPrjvxAJ5KbaffaCxfUhbgEMAaO7tiJ0z9Bukmd8/DBFBrpjQuXzJ/8+x5Uv5lQaa2ReuZpm14xL/2BCB7EZHlG9x0xZMz5DsrKQYKNiSww22CQfdANP/vhf+bTInyphVAIDfS7uif2Rfnb8jhBBi6kz7r0gdMFRn/0luMZ7kFiPleSGuP8oBYwzF1ejzc8se9c07rcumV3SnC7KuRzNc1cHlfF5/LBEFprVLQ0TbTJSjjeYNRSN7K4QIbqiES2MJ0YcwdZ56p/dyWTowbjUQADiWLckOD9KdUq+qnGxk/N5xzvz+oQZdKs2tgOC+A/KKS/g88fqm9zMV7bQM/FWXsMO49NcbGq/r6ti+P7SF3mnGPByt8cvs7vhklPaZXm6FRXX31gdUMohriEl4e2tLrB7dFh+NaAVXe810joZw8f8GYE5kExyc3xvrJ3TA3jndAahWoaw8cAvysgH/xh72WD26LQ681atWykEqkHoVFrd/g5JJsM1qPKZ2DzZ2iQghpNrq191PLbhtoM6+MB/60dvpCFsajXfOW+JWatWuz3XkarrUXlunkaOeIsncCKNGb4833bo2ctC8mdQ2+8gYg7MgGr/ws0Yaph9mduUf65NdQ5huU30gce249vzjv26li16r6aCjuhm9GqOdIEr/jcf67RmvKm373GsSwM0Y3h3UDFILCd4f2twg1+sQ6KLztbScImye0hGNPcSztNWNF7BO8JnitrZxn9PqRpfnlvE/zStGoZZ97DVJvSc0tmMAptRi587dwRrvDG6OwEZ2sJFJ0dbfhX/tqxOJSM9RxXKRWVhgbMcAiv5uBKUn1gAAfld2xbB+kWYd54gQYv5MtydUR+49yUOJAWZKhUv3vziWwD9eIEh5pw9uVN8QAdjCddzcmfvMfoAgZ/LNLNP9iBeW3QSPESwddbGVYfkL4jy+5rpMklRf5xA3/jsiLUcz0KM67rPm76IZVb9vs/LAdQvLvq+4pe+1sYQ4VLD//1FW5WU3lPoWq6R7U3fc/HgQXu/dpPKT9dDWT/s2Ck7/Fl44uigSg1qVLy2v7sDwyPa+/OqQaVsvYF/cI37PfnX31jvZWvLXfJSlGY/FlPPRV0S93PN3XdZ6nNSRp/dgcWs/AGC3zVhM6BJo5AIRQkjN1K+7n1ogL1HigZ4RrStyLUX7DJVbFZcCGvIme2zH8r2Te+Z0x6hwP5x7v3+Nr2vqahLYsC5xUZabejrgzj8H4+bHg2AptRDNKoW42yOyrDPWwoyjHpOqkVpI+BUs959qRtFXx+3R1jZTaymYvecGLcu3Exm+wxHmVT5TyUXNrw0fDBVvGejfXDO1mqkz5MDsG310Dxq80ac8+JibfXnE8erO7EskEj7l4emETCz48TLOJmYCqP6gi0QigT+Xfu9ZITIEg1wH3upldkFLqbNvHKWnPocEDEdKO2BQ//5mPzlCCDF/Dbqzz0Vt15ZyqqqO3MrQeryqOXK5qNmGWD47OsIfb/RujC1TOyE80BVrx7ZvEPnY1QdYnhfIdZxpHA8y83E+6Rm/vNXWSgprSym/VFAikfDLaf/3SgR/E7vttU54sb0vfpndzTgFJyaFS6emHtBLmyd5qu8hXfuQ3+rXFIBq4KlUyfho4LWxzz3Us3xmv6qDoVURKIho39zbUTSo0RD5utjq3Nc+s1d5Zz81u3xPfE3+XgSrrUj69fJjAEBOUfUDDpan3yvAP/+4xR/XtiWqPnHXUn7q7BtB9iPgyi4AwC7r0aJVd4QQUl816LufVmUzpYlP8io5s3L+rppphwDVMtWKovMzxvA8v7wzWr6Mv+ZNYym1wJKhLdC3Hs5o1YT6DM+9jJoP5gilPC/Aot1X9M5Rra7PpzEY++UZHLiWBkD77Nn+eT1xbHEkmnmXd4w8nWywbnwHRAS5Va/gxKxwnakHmZWvTMop27PvoiOi9LC2vgBUM6bCdGaG3rMPAKGCmf3ajDRu6Fz15uDQgt78Y2HQMeFs+4aJquCu7QNcahSBXDjYInQ6IbPa1+T27T98Xoj84vI4FB71PP+5cBUep7qxDYzls88+Q6dOneDo6AhPT0+8+OKLuHPnjugcxhiWL18OX19f2NraIjIyEjduiANGFhcX480334S7uzvs7e0xYsQIpKSkoC6Unt4AKSvBOWVzdI8cRt8bhBCz0KA7+8HuqptOQ8zsZ+mYPS5VMiRo6WzmFZfgVPxTbDh6Dx1WROPwjTRM33oBM7+7CMD00+2Yul/n9uAf3003TBBGzqaYBPxyKQXD159C9M30yt8g8Cxf83OiLRK2g7Uln/+cEG2C3VUdnyQ9lvEnlw0IcGn21HFbX7ILFaJo7bXR2fdzKR8Yrc1OmnA7DwW1VAnzcsT9VcNwf9UwLBJsoRB+BzlYW+L+qmHYJ/gOrY4gHdup/jEgtNrX9C2LOfHViUR+IOL9oc3rXfBFdTN6NcaYCH8MaFE+MF/fZvb//vtvzJ07F2fPnkV0dDRKSkoQFRWF/Pzy76fVq1dj7dq12LBhAy5cuABvb28MHDgQubnlf6MXLFiAvXv3YteuXTh16hTy8vIwfPhwlJZWP6WxXgqegV3cAgDYYfkyJnSmvfqEEPPQoEOMhpTdLCc+rXxm/1xiJtYcvoOVL7URBZjiPCvQXJroZcuQXijB7bQctPQV77deF30X35xK4p+/vj1W9Hp9SxNlatoFuGB6jyBs/vsBjt19iqk9DRPkCgB2nkvmH8/87iLurxqm93tztOTMru18zsQ8BfEz+xV39k/fe4pvTz8AoOrIaWNrJYWXkzXSc4rxKKt8GXdt7NmXSCQ4tKA3sgrk8KzFbUXCCNpPqridqiFwtJHh2OJISIBa2eKga2Z/VgWxAyojjMLPDeCYw99KN3srfDqmHf64mspvCdSWmcWU7dmzB05O5fc5W7ZsgaenJ2JjY9G7d28wxrBu3Tp88MEHGDVqFABg27Zt8PLywvfff4833ngD2dnZ2Lx5M7Zv344BAwYAAHbs2IGAgAAcOXIEgwYN0vpvFxcXo7i4/Hc8JycHAKBQKKBQ6Llt5PQmyEoLcV0ZjBa9R8JSooRCYbxBQq7cepffRJlDPcyhDgDVw5TUddkbdGefWwarz8z+uK/OAgAGfn4Clz4cqLHXVFsnLsxZ1dm/lZqj8Zqwo68NLR+rOW4G0dB79r2dbEQR0IsUpXq11/VH2Ri+/pTGcVsramtSdSGCZfxKJYOFhQRKJUNOkQIuduXfTz/Fli+BPXQjHR+/2Ebr9YLc7JGeU37DHBHkWmtBz4TbU+pCbg32iZuz2lw9JMwi4mhjyad/rMnAwpQewfgs+i4A4MD1VACAlRkFUONW6wDVz1pgKrKzVdvc3NxU286SkpKQlpaGqKgo/hxra2v06dMHp0+fxhtvvIHY2FgoFArROb6+vmjdujVOnz6ts7P/ySef4KOPPtI4fuzYMdjZVR6wV1pajH7XN0IG4Fv2Arpm3caBA7erUt1aEx0dbewiGIQ51MMc6gBQPRoio3f2T5w4gU8//RSxsbFITU3F3r178eKLL+o8PyYmBn379tU4fuvWLTRvXrV8xMFlNzqZ+XIcuZmOAS29KnmHyqUHzzXO1Zb318dOFeUqPkO8ciDleeV7bF3sqr9Xkqh0DnYFoN+e5qpQT3V2PzMfzb11R8pPzymCRAJsO31f6+s0sEOqw9fFBpYWEhSXKJGWUwRfF1us+OMmtp95gO+md0b3Ju4AIMrTPbmr7qWpXGo0Tq9Q99opuBG41/M93fWRt2DVhoVEgpUvtYGnY83awcmm/O8i93E1py1vwqCGXADX+ogxhoULF6Jnz55o3bo1ACAtTRWjxstLfO/k5eWFBw8e8OdYWVnB1dVV4xzu/dosWbIECxcu5J/n5OQgICAAffv2RaNGjSovcOxWyK7m4b7SC0G9JuKlvtXfamIoCoUC0dHRGDhwIGSy+ns/aA71MIc6AFQPU6JQKPDrr7/W2b9n9M5+fn4+2rVrh9deew0vv/yy3u+7c+eOaMmYh4dHBWdrZy9Y0jqjguXYccnPxf92eq5mZ7/sD/PKl9rgkwO38HqvYMgfq0aGY+48gVLJcC7pGSZ8fRYRQeI/ZNqY0w2MsZTvQy7Bs3y5QSJ/M7UOEQDEp+fp7OwXKUoxaN0JZBUoMFDHYBIt4yfVYSm1QICbHZKe5uN+Zj58XWyx5e/7AID391xDzNuqQVEukFmokxJv9A7ReT1XO/HvhzmknPphZlf868BNrBjZ2thFaXCEe87zikswsZbylZvT30rhPcnjrKIKzjRt8+bNw9WrV3HqlOZKNvXVQoyxSlcQVXaOtbU1rK01B5JkMlnlnQHGkHfmK8gA7JIMxpzeoSbVgdCrDvWAOdTDHOoAUD0aIqN39ocMGYIhQ4ZU+X2enp5wcXHR69yK9nMJ6dpDsWj3ZdHzKw+fa5xbKFfdULfxdcDF9/uitLQE+/8sXwb2yjdncTrxGQAg9oF48EAbS0n93o9iCiwlSrhYMWTJJbiXno0OAS41vmaeIAI0525aNhQttQ82pWcVIqssnoOuYH4yC6XZtrU57K0yZYGutkh6mo+E9Fx0CnTmj9/PLOB/5htjEgAAxaWSCtshpJE4o8jz/KJ6324dA52wd1ZXAMb/DDbE34U2fk649igHXUPcDFbv3+d2w/AvzvDPFYoSva9dn9ogNbuwXpRTvYxvvvkm9u/fjxMnTsDfvzx1nbe3NwDV7L2Pjw9/PCMjg5/t9/b2hlwux/Pnz0Wz+xkZGejevXvtVODB33DIvosCZg1ZxCui1SOEEGIOjN7Zr64OHTqgqKgILVu2xP/93/9pXdrP0bWf6/Dhw5jezB6b70hhJ2U4cOCA1vcnPhX/mGIT0jXOzSmUApDg3N8nkVh2z2wreBvX0dfX7YT7OHAgsUrvIZo8bCyQJZdg/9EzSPXQnJWvqkf5APdr09lDifNPLHDy6j00Lbqr9fz0wvLzdTl94jhumvkqY9pbVTtYrgUACxy7cB1OT65C+FlbvfNPtHZl/LGU/IrboXEJEGgvRXK+agbtVnwiDpTcq8XSN0wN6XdhrDcQYCFBVxfNv5k1U/45PxN7GZaP4qr0btNuA1XdlAwG/pnVjoIC1TY5xhjmzZuHvXv3IiYmBiEh4lVEISEh8Pb2RnR0NDp06AAAkMvlOH78OP79738DACIiIiCTyRAdHY2xY8cCAFJTU3H9+nWsXr26VsqfFfMFXADsU/bExD7a45kQQkh9Vu86+z4+Pvjqq68QERGB4uJibN++Hf3790dMTAx69+6t9T269nNFRUVhiLUdNv/zKApKJejYq7/WPYVfPTiDG49z0SfMHcfvPkVmsQS9+0fxka0ZY1h47ggAhsED+8HLyYbfU7J0aBg+PqC9I1gh+0YYOrRT1d9HeAqFArsS/kJ8DuDiH4qh/ZvW+JpnEjOBq7FwtZPh9cGtcX57HAqkThg6VPusw43HOcDls6Jjzb0c0NTTAb9fU+1BHD54IJxqkM/alJnD3ipT9vRsMk78cRtSF28MHdoe/755Ao+zVct/v74txYE3uwNnTgMApoQpK22H0SOAbWce4M/r6dg0NQLWtMXEYBrq78L4Wrjmp7dOIKVsmfv7EwfqTCmprj60wX27RHz+1z3M7BmMoYPCKn+DkXErJRctWoSff/4Zv/76KxwdHfk99s7OzrC1tYVEIsGCBQuwcuVKhIaGIjQ0FCtXroSdnR0mTpzInzt9+nQsWrQIjRo1gpubGxYvXow2bdrw0fkNKvsRHO8fBAA8Cp0EH2fbSt5ACCH1T73r7Ddr1gzNmjXjn3fr1g0PHz7EmjVrdHb2K9rP5eRQ/uXeY/Vxrfv2C+Sq9Cuv926CW6m5yMgtRmJmEb/3vkhRilKlatbY0c5GdBMxuVswfrmcpur0qekd5oETd5+Ijg1p7Y0/r6dhUGsfk70ZqU88bFTtcuB6OrKKSrA4qpkoUnlVPclTLeNv5u2IZj4uAICkzHxILKS4/jgHF+8/w7QeIXze51Jo7jM8+I8+OBn/hO/sO9rZQGZG+061ob1VtaOJpyqq/YNnBZDJZChRilevfH3qAf+4mTPTqx1m9G6KGb1rPjBGtKPfhZrbMaMr/m/fdSwYEAo3x6p30Ey5Dd7sH4ao1j4I83IUxT0wVdzPcfPmzQCAyMhI0etbtmzB1KlTAQDvvPMOCgsLMWfOHDx//hxdunTB4cOH4ehYnp3j888/h6WlJcaOHYvCwkL0798fW7duhVRq+IHH7FNfwRlKnFW2wAtRAw1+fUIIMQX1rrOvTdeuXbFjx45au76iVNXZt7WSormPEzJyn+BOWi7f2edSu1laSOCkZYahla8T39lvH+CCG4+zMSeyKVr7OfOd/eFtfeDlZIM3+jTGyPZ+GNDCs9bq05C4lwWETnyaj8Sn+dhxNllnIEZ9LPrpCgAgPacYfi62sJVJUagoxYNnBXjxi78BqIIsTeisCkZVKBfn6R3eVrVXsa2/CwBAIqmdXOakYeBSp3Hp97jc45y9cY/4xzY0SU/MRLC7PXbM6GLsYtQKCwsJWvjozu5iqrKzs0VBk7WRSCRYvnw5li9frvMcGxsbrF+/HuvXrzdwCdWUFEMatw0AcMFzNN6sIKMOIYTUZ2bR2Y+LixMFfKmqgwt6YfC6k7C0kGiN+sql1bOzkqKFtyNO3H2C22mqznvikzz0++w4AFUKNW0RY1v5OgNQ5bru1qQRfprVDTKpBRhj+OeLrdHK1wkdAsuD0Qxu7V3tuhAxbmZfqEhRWuN0d7lFClhYSNDE0x7XH+XgwNVU/rUD11L5zj6XCxoAvpocgT7NVIH8nG1lOP1eP8ikFrWWy5yYPz8XW8ikqvR7qTlFfLquMC8H3E0vT/k5qKUnJJLHxiomIYSYlPxLP8Oh5DkeMzdERL1i7OIQQkitMXpnPy8vD/fulQeBSkpKwuXLl+Hm5obAwEAsWbIEjx49wnfffQcAWLduHYKDg9GqVSvI5XLs2LEDv/zyC3755Zdql6GJhwMsLSQoUTKk5xTD29lG9Hp+WaR9eytLNPdRLTe7lZqDG4+zMey/mqll1LXyLR8xLigugUyqWrItkUjwStegapebVM7dRvPYlYdZ6NJYj9y7Ffh8XHsAQJiXI64/ysFn0eVxGR49L+Qfl5StCmnm5YioVuJBHF8X2h9IasZSagE7K0tkFypwIekZP7Pv72on6uzbWdG0PiGEcHJPboQ9gCN2wzA5VHtaXEIIMQdG3yh88eJFdOjQgY/OunDhQnTo0AFLly4FoIrEmpyczJ8vl8uxePFitG3bFr169cKpU6fwxx9/YNSoUdUug0xqAS8nVa/wUrI4LV6pkqFIobqBtrOSorWvKr3V9Uc5+PWyeKZMW1o2AGjtV54SS9vefVJ7rKSArUz8Mb+oR+pDbUoF+6Fbli2zbO7tqHFe4tN83E3PBQDEZ6g6XOM6BVTr3ySkMtmFqtRXC368zB/zdRGPcqXlFIMQQgggT74A79zrKGaW8Ih8nVbXEULMmtE7+5GRkWCMafy3detWAMDWrVsRExPDn//OO+/g3r17KCwsxLNnz3Dy5EkMHTq0xuV4lKWajZ2z85LoeGHZslhAtRe7iYcDrC0tUKgoRYFce+denY1Mimk9VGlo5vRtUuOykqpp5CAOzngztXoDLrlF5fmE7csyMTTTsc8v6vMTYIwhLjkLAJBVaPr5kkn91DvMQ+PY24Oai54nPyuoq+IQQohJS41WxQM4Ku2BAR1bG7k0hBBSu4ze2TcVoZ4OWo8XlM3WW0gAa0sLWFhI0NhDde61lGy9r//h8Ba4+H8D0K85LRera15q6RTjy2bdq+pJrmp21MHaEtZl0fO1zexzrgo+HwNbULuT2rHyJc2bVScbS3w5OYJ//nqvEI1zCCGkoWF5T+Dz8AAAIL/da/y2SkIIMVf0LVdm0yuqG2OZVCJarp1fFpzP3sqSX+rVtGxg4OojcWe/V6i7zutLJBK4O2im/yO1z0Ots5/4JB9ytajl+uA+C862Mv6z4OlorTUDAwAsLovcDwAtfHQPChBSE35qsR+WDGkOiUSCQa28kfTJUCSsHIqJnWkbCSGEPD72JaygwFXWBH3713xVKCGEmDrq7JcJcbeHtaUFFKUMDwVLXvPLZvbtrMsDXDUtm9lnZWMCCweGYeeMLtgwMbzuCkz0FiZYteFgbYkSJcP9zPwqX4db5SEMdiaRlK/0AIAVL5bPsnL79a0sLWBJsweklkgkEgwRZPAY3s5X9Fp9yNVNCCG1rrQEtldU6fZu+I/T2OJHCCHmiHogZaQWEjQp67RxnTQAKBDM7HOaeNqL3utmb4UeTd3hbCurg5KSqpreMwiDWnnhszHtEOqlauO71VjKz30W7KzFM/npOUX8Yw8Ha7zRu7HodYqETmrbqpfb8o9lUurcE0KIuqzL++FWkoFM5oi2UVONXRxCCKkT1NkXCNPSEeTS7tkKOmxN1fb321tTZ86U2VlZ4svJHfFyhD/CPFXL6e+mVb2zX56CUdzewmXU4UEuWDyomeh14UARIbXB2VaGOZFNMLlrEDwdteSbJISQBi7nxBcAgOP2Q9EqiOLoEEIaBursC4R6qTqCW/6+zx8rKNac2Q9uZA/hylg76szVG2FlAfWEOcj1xc/sq3X2l73QCgAwKtwPno42kEktMEAQkM+WZvZJHXhncHPRNhJCCCEq8tSbCMy+iFImgVOv141dHEIIqTPUSxXwd1XN0D7NK0ZJqRKWUgs+vZ5wz76NTApBDD+aua1HtK3e0Fd5Z1/c3m38nXFteRQcBMv7m3k74MitdABAhmCZPyGEEELqVsqh/6IxgBMWndGnM8VXIoQ0HDSzL9A7tDxf9fivzgLQvmdfHQXAqj+ala3eSHyaj7yygHv64gL0adu24WhTHqEfAJp5O/GPc4qq9u8QQgghxECKsuFzfy8A4HlrSrdHCGlY6BtPwNXein988cFzJD7J4/dpqy/d9hSkc+NWBBDT5+Fozbfd1ZSsKr23QKEa+LGVVb6So7k3pdojhBBCjC3l2GbYogjxzB+9o14ydnEIIaROUWe/Av0+O16+Z18tAvueOd3h5WSNeX2bIsDNzhjFI9UgkUjQPsAFAHA7tWpL+Z/mFgMAXO0qz7oQ4l6esWHjJFoySAghhNQ5pRJWcd8CAK74jIE7BTAlhDQw1NlX848BYaLn2YUKAJoz+/6udjj3/gCNyOvE9PmWRc//+PebVXrf8wI5AMBFj86+TGqB/07ogDf6NBblQCeEEEJI3ci6cRie8ofIYbZoPmimsYtDCCF1jjr7auYPCMWKka3457suJAOgXOnmRNiWxSWler/vyK0MAKoAjfoY0c4XS4a0EO3lJ4QQQkjdyDy2AQBwwm4gWof4Gbk0hBBS96izr8XkbsH8Y0WpKuw+pdczH/MHhPKP72Xon4LPrSymA6XSI4QQQkybIvMBQp6dAgDY9Jhl5NIQQohxUGdfh9UvtxU91xaBndRP1pZSdG3sBgC4pce+/SJFKdZG38WzfNUy/lBPCr5HCCGEmLLHMV/BAgxnJO3Ru2s3YxeHEEKMgjr7OjRTi6ZOM/vmpYWPKjXezcc5lZ67/cwD/PeveP65ow19FgghhBBT5pX0KwAgo8WrsLKk211CSMNE3346hHk5QrjVmmb2zUtLrrOfml3puSfin4ieuztY6ziTEEIIIabAEfl4yDzRbdB4YxeFEEKMhjr7OthaSRHcqDx9Gs3sm5eWvuUz+4wxrefsuZSCURv/RqFcHMSPZggIIYQQ0xfrOQqezvaVn0gIIWaKei0VyMwr5h+XKrV3CEn9FOrpCJlUgpyiEjzKKuSP7774ELEPngMAFu6+gkvJWbhY9pwQQgghtW/jxo0ICQmBjY0NIiIicPLkySpfo4BZISSKAvMRQho26uxXYFhbX/5xeKCrEUtCDM3K0gJNywLtLd9/A8duZ2Dr30l45+ereHnTaRTIS7S+b/2EDnVZTEIIIaRB+fHHH7FgwQJ88MEHiIuLQ69evTBkyBAkJydX6TonrfuibdPg2ikkIYTUE7Q2vQLLR7SEo40lBrXyonRrZqiljxNupebgyK0MHLmVgSndgspfW3pI4/xdr3dF18aN6rKIhBBCSIOydu1aTJ8+HTNmzAAArFu3DocOHcKmTZvwySefaJxfXFyM4uLylZg5OarAuxYdp6KkRPvAvalTKBSi/9dX5lAPc6gDQPUwJXVddursV8DaUor3h7YwdjFILWnhI8648N3ZBxWe72pnVZvFIYQQQho0uVyO2NhYvPfee6LjUVFROH36tNb3fPLJJ/joo480jhfl5uDAgQO1Us66Eh0dbewiGIQ51MMc6gBQPRoi6uyTBosL0sfREaeP52onq8XSEEIIIQ3b06dPUVpaCi8vL9FxLy8vpKWlaX3PkiVLsHDhQv55Tk4OAgIC0L9fXzRqVD9X4ykUCkRHR2PgwAVexWYAACKASURBVIGQyervvYc51MMc6gBQPUyJQqHAr7/+Wmf/HnX2SYPFpd+rSHAjO7g7WCOokT08nWzqoFSEEEJIwyYR5j4GwBjTOMaxtraGtbVmSlyZTFZvOwMcc6gDYB71MIc6AFSPhog6+6TBctGxLH9e36bYGHMPLX2d8J/xHdDEw6GOS0YIIYQ0PO7u7pBKpRqz+BkZGRqz/YQQQipH0fhJg7Z5SkeEuNujjZ8zf2x4Ox/cXjEEv7/Zizr6hBBCSB2xsrJCRESExn7c6OhodO/e3UilIoSQ+otm9kmD1r+FF/q38MJPFx/i7Z+vAgDsrSxhZUnjYIQQQkhdW7hwISZPnoyOHTuiW7du+Oqrr5CcnIxZs2YZu2iEEFLvNMjOPiuLxMalZ6kNCoUCBQUFyMnJoT0lRlKVNmjpLoOyuAAAUFpcgJyc+pmux9TQ74FpoHYwPmoD46M2MDzuPopVFuG2CsaNG4fMzEx8/PHHSE1NRevWrXHgwAEEBQVV/mZBWXJzc+ttO5vLZ9Uc6mEOdQCoHqaEqwNg2O9OXSSsLv4VE5OSkoKAgABjF4MQQgghpN57+PAh/P39jV0MAEBiYiKaNGli7GIQQkil6uK7s0HO7Pv6+uLhw4dwdHTUGd21prjULw8fPoSTU+VR34nhURsYH7WBaaB2MD5qA+OjNjA8xhhyc3Ph6+tr7KLw3NzcAADJyclwdnau5GzTZC6fVXOohznUAaB6mBKuDjdv3qyT784G2dm3sLCosxFoJyenevthNBfUBsZHbWAaqB2Mj9rA+KgNDMvUOtQWFqqYO87OzvW+nc3ls2oO9TCHOgBUD1Pi5+fHf1/VJopCRgghhBBCCCGEmBnq7BNCCCGEEEIIIWaGOvu1xNraGsuWLYO1tbWxi9JgURsYH7WBaaB2MD5qA+OjNmgYzKGdzaEOgHnUwxzqAFA9TEld16FBRuMnhBBCCCGEEELMGc3sE0IIIYQQQgghZoY6+4QQQgghhBBCiJmhzj4hhBBCCCGEEGJmqLNPCCGEEEIIIYSYGersE0IIIYSQem/jxo0ICQmBjY0NIiIicPLkSWMXiffJJ5+gU6dOcHR0hKenJ1588UXcuXNHdM7UqVMhkUhE/3Xt2lV0TnFxMd588024u7vD3t4eI0aMQEpKSp3VY/ny5Rpl9Pb25l9njGH58uXw9fWFra0tIiMjcePGDZOqQ3BwsEYdJBIJ5s6dC8B02+HEiRN44YUX4OvrC4lEgn379oleN9TP/vnz55g8eTKcnZ3h7OyMyZMnIysrq9broFAo8O6776JNmzawt7eHr68vXn31VTx+/Fh0jcjISI32GT9+fJ3VobJ6AIb7DBmiHtTZJ4RUGyXzIISYCvo+ath+/PFHLFiwAB988AHi4uLQq1cvDBkyBMnJycYuGgDg+PHjmDt3Ls6ePYvo6GiUlJQgKioK+fn5ovMGDx6M1NRU/r8DBw6IXl+wYAH27t2LXbt24dSpU8jLy8Pw4cNRWlpaZ3Vp1aqVqIzXrl3jX1u9ejXWrl2LDRs24MKFC/D29sbAgQORm5trMnW4cOGCqPzR0dEAgDFjxvDnmGI75Ofno127dtiwYYPW1w31s584cSIuX76MgwcP4uDBg7h8+TImT55c63UoKCjApUuX8OGHH+LSpUvYs2cP7t69ixEjRmicO3PmTFH7fPnll6LXa7MOldWDY4jPkEHqwQiphx4+fMgeP37MGGNMqVQauTQNU3p6OsvOzuafUzsYR3x8PDt8+LCxi9GgJScns4sXL7JHjx4ZuygNVlZWFlMoFPxz+j5qeDp37sxmzZolOta8eXP23nvvGalEFcvIyGAA2PHjx/ljU6ZMYSNHjtT5nqysLCaTydiuXbv4Y48ePWIWFhbs4MGDtVlc3rJly1i7du20vqZUKpm3tzdbtWoVf6yoqIg5Ozuz//3vf4wx06iDuvnz57MmTZrw3xv1oR0AsL179/LPDfWzv3nzJgPAzp49y59z5swZBoDdvn27Vuugzfnz5xkA9uDBA/5Ynz592Pz583W+py7rwJj2ehjiM2SoetDMfhUoFAps2bIFe/fuxe3bt41dnAZJoVDgjTfeQPfu3bF9+3YAgEQiMXKpGpaSkhJMnz4dnTt3xoABAzBp0iQ8ffqU2sEIrl69irCwMEyYMAEPHjwwdnEaHO77KDw8HNOmTUO7du3w999/G7tYDYpCocDcuXMxdOhQDB06FCtWrEBpaSl9HzUwcrkcsbGxiIqKEh2PiorC6dOnjVSqimVnZwMA3NzcRMdjYmLg6emJsLAwzJw5ExkZGfxrsbGxUCgUonr6+vqidevWdVrP+Ph4+Pr6IiQkBOPHj0diYiIAICkpCWlpaaLyWVtbo0+fPnz5TKUOHLlcjh07dmDatGmi74360A5ChvrZnzlzBs7OzujSpQt/TteuXeHs7GyUumVnZ0MikcDFxUV0fOfOnXB3d0erVq2wePFi0eoFU6lDTT9DhqoHdfb19OWXX8LLywvffvstFixYgJdffhm7d+8GACiVSiOXrmF4+PAhevTogWvXruGnn37ChAkTwBijpZt1qKSkBFOnTsXNmzexbds2TJgwAVevXsWoUaNw69YtYxevwZHL5Rg0aBBkMhlWr15t7OI0KHl5eRg9ejTi4+Nx+PBh7N69G+Hh4fjwww8B0JLyuhAdHY2WLVvixo0bePvttxEQEICdO3di+fLlAKgNGpKnT5+itLQUXl5eouNeXl5IS0szUql0Y4xh4cKF6NmzJ1q3bs0fHzJkCHbu3ImjR4/is88+w4ULF9CvXz8UFxcDANLS0mBlZQVXV1fR9eqynl26dMF3332HQ4cO4euvv0ZaWhq6d++OzMxMvgwVtYMp1EFo3759yMrKwtSpU/lj9aEd1BnqZ5+WlgZPT0+N63t6etZ53YqKivDee+9h4sSJcHJy4o9PmjQJP/zwA2JiYvDhhx/il19+wahRo/jXTaEOhvgMGaoeljWoR4NQUlKCDRs24Ntvv8WGDRswceJEXL16Fd988w1Wr16N0aNHw8KCxkzqwuHDh+Hs7IzDhw9DIpEgJSUFJSUlkMlkxi5ag5Gamorz589j6dKl6NOnD/r06YMJEyagY8eO2LRpEz744AONPzSk9ly6dAmurq7YuXMnBg0ahClTpqBz587GLlaDcPPmTdy6dQtffvklOnToAEC13/O3336DUqmkvwu1LCcnB7t378agQYPw+eefQyaTYejQoVi5ciXOnj2LgoIC2NnZGbuYpI6pr+hgjJnkKo958+bh6tWrOHXqlOj4uHHj+MetW7dGx44dERQUhD/++EPUmVFXl/UcMmQI/7hNmzbo1q0bmjRpgm3btvEByKrTDsZqq82bN2PIkCHw9fXlj9WHdtDFED97befXdd0UCgXGjx8PpVKJjRs3il6bOXMm/7h169YIDQ1Fx44dcenSJYSHhwMwfh0M9RkyRD3obqQCjDEoFAp+BoeL9Ni2bVu0atUKlpaWePLkiZFLad6EM/cXL15Eu3btkJWVhbFjx2LgwIHo3LkzXn/9dZMcuTdHmZmZSElJ4f+gFxcXw9vbG0uWLMHhw4dx4sQJI5fQ/AlXEllbWyMoKAj9+vVDp06d8NFHHwFQdYRI7ZLL5bh37x6sra0BqGYWv/jiC/j6+uLbb79FYWGhkUto3hhj6NmzJ2bMmAGZTAbGGKysrFBUVITCwkLY2dnRzH4D4u7uDqlUqnEvkJGRYXID0G+++Sb279+PY8eOwd/fv8JzfXx8EBQUhPj4eACAt7c35HI5nj9/LjrPmPW0t7dHmzZtEB8fz0flr6gdTKkODx48wJEjRzBjxowKz6sP7WCon723tzfS09M1rv/kyZM6q5tCocDYsWORlJSE6Oho0ay+NuHh4ZDJZKL2MXYd1FXnM2SoelBnX4uEhAQolUpIJBLY2Nhg0qRJWLp0KSwsLPibB1dXV+Tl5WldXkFqLiEhgR+54kavrl+/DgBYt24dAGDDhg2YNWsWfvvtNyxbtgyPHj0CQEs3DWXlypVYtmwZdu3axR9r0aIFPD09sWPHDgDgZy/nzp0LR0dH/Pnnn/wSJWIY6u0gnDG+dOkS8vLyAKj2rx08eBBDhgzBoEGDKK6IAWn7XejZsyf69OmD1157DUOGDIGXlxe8vb1hZWWFJUuWYMqUKaII1aRmuCjG3GCXs7MzpkyZgvbt24uOZ2dno3HjxgAonktDYmVlhYiICD6qOic6Ohrdu3c3UqnEGGOYN28e9uzZg6NHjyIkJKTS92RmZuLhw4fw8fEBAEREREAmk4nqmZqaiuvXrxutnsXFxbh16xZ8fHwQEhICb29vUfnkcjmOHz/Ol8+U6rBlyxZ4enpi2LBhFZ5XH9rBUD/7bt26ITs7G+fPn+fPOXfuHLKzs+ukblxHPz4+HkeOHEGjRo0qfc+NGzegUCj49jF2HbSpzmfIYPXQO5RfA7B582YWGBjIIiIiWJcuXdh3330niuhbWlrKP37ttdfYK6+8whhjTC6X13lZzZV6G+zYsYMVFxczxhhbs2YNk0qlLCwsjF24cIF/z5YtW1irVq3Yb7/9Zqxim5Vz586xwMBAFh4ezoYMGcIcHR3Zyy+/zBISEhhjjC1evJiFhYWx9PR0xhhjhYWFjDHGtm3bxlxcXPjnpGa0tcPo0aNZfHw8f8748ePZkSNHGGOMff3118zW1pbJZDL2888/G6vYZkVXG3BRcHNyclh8fDzr3r07W7NmDf++uLg41rhxY7Z7925jFd1s/P7778zPz49JJBL2999/M8bEf4s53N/qLl26sG+++UZ0jDQMu3btYjKZjG3evJndvHmTLViwgNnb27P79+8bu2iMMcZmz57NnJ2dWUxMDEtNTeX/KygoYIwxlpubyxYtWsROnz7NkpKS2LFjx1i3bt2Yn58fy8nJ4a8za9Ys5u/vz44cOcIuXbrE+vXrx9q1a8dKSkrqpB6LFi1iMTExLDExkZ09e5YNHz6cOTo68j/nVatWMWdnZ7Znzx527do1NmHCBObj42NSdWBM9T0SGBjI3n33XdFxU26H3NxcFhcXx+Li4hgAtnbtWhYXF8dHqjfUz37w4MGsbdu27MyZM+zMmTOsTZs2bPjw4bVeB4VCwUaMGMH8/f3Z5cuXRb8nXF/g3r177KOPPmIXLlxgSUlJ7I8//mDNmzdnHTp0qLM6VFYPQ36GDFEP6uyXWbduHWvatCn74Ycf2KlTp9jSpUuZhYUF++KLL/jOvFKpZCUlJUyhULDw8HD25ZdfalxH200I0Y+2NpBIJOyLL75gJSUl7MaNG6xdu3YsODhYI8WVn58f27Rpk5FKbl4WLlzIhg0bxhhTfZ6vXbvGgoKC2KxZs1hWVhY7e/YsCw8PZ3PmzGGMld9QHzt2jHl6erIrV64YrezmRFc7zJ49m6WkpDDGGHvllVfY5MmTWadOnZiHhwdbsWIFc3V1FXU8SfVV1AZc6s8LFy6wZs2asYyMDP53oaSkhNrBAE6ePMkGDx7M5s2bx4YMGcI6duxY4flJSUnMw8NDlJKIG6Skv80NwxdffMGCgoKYlZUVCw8PF6W1MzYAWv/bsmULY4yxgoICFhUVxTw8PJhMJmOBgYFsypQpLDk5WXSdwsJCNm/ePObm5sZsbW3Z8OHDNc6pTePGjWM+Pj5MJpMxX19fNmrUKHbjxg3+daVSyZYtW8a8vb2ZtbU16927N7t27ZpJ1YExxg4dOsQAsDt37oiOm3I7HDt2TOtnaMqUKYwxw/3sMzMz2aRJk5ijoyNzdHRkkyZNYs+fP6/1OiQlJen8PTl27BhjTJXqtnfv3szNzY1ZWVmxJk2asLfeeotlZmbWWR0qq4chP0OGqAd19hlj+fn5bODAgWzZsmWMsfLOS69evVhQUBDbt2+f6Hhqairz9/fnbyji4uL4XzRSPRW1QUBAAPv9998ZY4ytXr2aSaVS0YxZRkYGa9OmDduxY0edl9ucKJVKlpWVxXr27MkWL17MGCu/Qd64cSPr0KEDn6v1888/Z3Z2dmzPnj38aOs///lPFhkZSbNpNVRZO0RERLD169czxhh76aWXmJubG5s7dy4/ALBq1SomkUhYUlKSUcpvDvRpg3Xr1jHGGLt9+zaTSCQsNjaWf//evXtZeHg4u3TpUt0X3gxw3yF3795la9euZYmJiezixYvMzs6On7XX1nnftGkTCw8PZ4wxdunSJda5c2fm4eHBFApF3RWeEEIIMSG0Zx+ApaUlYmNj0axZMwDg9xx7enpCoVBgz549ePLkCb//78iRIwgJCYGvry+fbzwrKwtKpZL2i1dTRW1QWlqKH3/8EVlZWZgzZw5GjBiBRYsWYfny5bh8+TKWLFkCS0tL9OvXz5hVqJcuXbrE5/qVSCRwdnZGUVERn69UoVAAAGbMmIGQkBAcOHAAjx8/xty5czF37lxMmTIFUVFRGDt2LP71r39hzJgxkEgk9HtQRVVph6CgIERHRyMrKwsfffQRjh8/jg0bNsDPzw8AsGDBAvz73/9GYGCgcSpTT1W1DWJiYpCcnIyAgACMHTsWvXr1wuzZszFlyhS8+uqrGD58OL+fnOiHawPub21oaCjeeusthISEoF27dpg9ezaWLFmC4uJiUewK7vvm5s2baNy4MRYuXIiOHTuiTZs2ePjwISwtKfEQIYSQBsrIgw11bvfu3WzGjBls3bp17OrVq/zxCRMmsObNm/OzYzt27GB9+/ZlM2bMYGFhYSwuLo4/d/z48UwqlTJHR0fWsWNHduvWrbquRr1WnTYIDQ3l20Aul7O33nqLRUREsGbNmrE+ffqwe/fuGaMq9dbPP//M/P39WZMmTVhgYCBbunQp/3P/z3/+wxwcHFh+fj5jjPEz97/88gvz9/fn980yxthPP/3Eli1bxmbNmkW/B9VQ3Xbw8/Njp0+fNlq5zUlNfhe4NsjPz2fvvPMOmzp1Knv11Vc1loWSimlrg9TUVMaYapafm+lPTExkAQEBbNGiRfxrnNLSUhYUFMQkEgmLjIwULSsmhBBCGqoG09l/+vQpGz16NPP29mazZs1iPXv2ZD4+Puy7775jjKmWCzZu3Jg1btyY+fr6Mjs7O/bLL78wxhiztLRkf/zxB2NMdXMxYcIEFhwczB8j+jFUG3Dy8vKok18NFy5cYM2bN2fr1q1jV65cYRs3bmQeHh5s9uzZLCsriz148IA1adKEvfHGG4wxcQDKRo0asc2bNxur6GaF2sH4atoG3JJyDi0Xr7qK2oDbg8kFK1IqlWzjxo3M0tKSJSYmMsZUAzD5+fmssLCQrVy5kh06dMhodSGEEEJMTYPp7P/000+sc+fO/IwNY4yNHDmSBQcHs7179zLGGHv48CE7dOgQ27ZtG39Tl5GRoRFV+e7du3VadnNR0zb46aefjFFss8HNgm3atIn5+/uz7Oxs/rUNGzawzp07s08++YQxpgpyJJVKRcGNEhISWJMmTfgBGFI91A7GR21gfJW1QdeuXdmKFSs03peZmcm6d+/ORo4cyWJjY9nAgQPZ9u3b66zchBBCSH3SYPbsf//99/D394efnx+fl/qll17CgwcPsGHDBjx58gT+/v4YMGAAXn31VchkMgDAsWPHYGVlhV69evHXCg0NNUod6ruatkHPnj2NWfx6j9sHm5SUhLCwMNE+1qlTp6JTp0749ddfcffuXcyePRvjx4/HuHHj8PHHH+Py5ctYvXo17Ozs0LVrV2NVwSxQOxgftYHxVdYGERER+PPPP3Hjxg0AQGlpKQDAzc0NM2fOxP79+9GpUydYW1tj1KhRdV8BQgghpB4wy87+iRMncOjQIZSUlPDHQkND+ZsGBwcHAMDt27fRr18/FBUVYd++fQAACwsLPHnyBLdv38aGDRvwj3/8A6NGjYK7uzsFHasCagPji46OxltvvYX//Oc/OH/+PH+8R48eOH36NNLS0gCobqLt7e0xcuRIWFhY4I8//oBEIsGOHTswZswY7N27F2PGjMGFCxewc+dO+Pr6GqtK9RK1g/FRGxhfddpAIpHg8OHDAACpVAq5XI6NGzdi+vTp6N27N65evYrffvsNdnZ2RqkTIYQQYvKMvbTAkJ48ecJeffVVJpFIWLt27USppxISEpiHhwfr06cP+/e//826devGQkJC2F9//cXatWvHPvzwQ/7c2NhY9uKLL7KQkBBaHlhF1AbG9/jxYzZ8+HDm6enJJk2axNq0acOcnZ3ZuXPnGGOqvJ7Nmzdnr7/+OmNMnMKqV69ebPbs2fzz0tJSlp+fL8pbTfRD7WB81AbGV9M2mDNnDv88LS2NzZ8/n23btq1uK0EIIYTUU2Yzs19SUoKffvoJ6enp+OGHHxAfH49du3bxKdwaN26MvXv3IiwsDD/++CMiIiJw/vx59OvXD23btsXNmzf5a4WHh2Pp0qVITEzEK6+8Yqwq1TvUBsZXUFCAJUuWwN7eHmfPnsWOHTtw9epVhIWFYdOmTQAAmUyG999/H9988w1Onz4tSmEVGBiI27dv888lEgns7Oz4lIhEP9QOxkdtYHyGaINbt27xz728vLBu3Tq8+uqrdV4XQgghpD4ym86+paUlwsPDMW/ePIwbNw7vvvsu1q5dK7pR6NGjB7766iucOXMG69evh7u7OzIyMhAXF4cOHToAAL/snHtO9EdtYHx2dnawtrbG1KlTERISwv8shw8fzreDVCrF2LFjMXLkSMyYMQPHjx8HYwxpaWmIj4/HpEmT+Otx+2pJ1VA7GB+1gfEZug0IIQ3X8uXL0b59+zr/d2NiYiCRSCCRSPDiiy9WeG5kZCQWLFhQJ+Xi/j2ubJcvX66zf5fULxLGzGcTNGNMdEPm5+eH4cOHY82aNXB0dBS9XlRUBKlUim+++QZff/01tm3bhjZt2hir6GaD2sD4FAoFH9yQ+3lPnjwZtra2+Oqrr/hjRUVFGDJkCG7evIn27dvj+vXrCAwMxO7duxEQEGDkWtR/1A7GR21gfNQGhJDKVDaYOmXKFGzYsAHFxcVo1KhRHZVKJSYmBn379sWdO3fg6ekJFxcXnedGRkaiffv2WLduXZ2U7dmzZ0hISEDnzp0RFxdnlMEQYvosKz+l/uC+LORyOaysrLBu3TpMnDgRo0ePxsCBA/nXHz16hP379+Pbb79FYmIiNmzYQJ1MA6E2MD7uxhoob48HDx5g2rRp/PHS0lLY2Nhg165duHr1Ki5cuIApU6Zg4sSJdV5ec0XtYHzUBsZHbUAIqUxqair/+Mcff8TSpUtx584d/pitrS0cHBz44M7GUFlH3xjc3NyQk5Nj7GIQU1fXQQLqWrdu3diAAQNYeno6Y0yVs50xxr7//nu2Zs0aYxatwaA2MK6EhATm5eXFLl68yB8rLi42YokaJmoH46M2MD5qA0JIRbZs2cKcnZ01ji9btoy1a9eOfz5lyhQ2cuRI9q9//Yt5enoyZ2dntnz5cqZQKNjixYuZq6sr8/PzY5s3bxZdJyUlhY0dO5a5uLgwNzc3NmLECFEwaXXHjh1jANjz589Fx/Py8tjkyZOZvb098/b2ZmvWrGF9+vRh8+fP58/Zvn07i4iIYA4ODszLy4tNmDCBvxdWKpWsSZMm7NNPPxVd99q1a0wikbB79+7x9Q4ICGBWVlbMx8eHvfnmm6Lzk5KSGAAWFxensw6kYTObPfvquL2BX3/9NY4dO4Zdu3Zh/vz5GDx4MK5fv44JEyZg0aJFRi6leaM2MC5WtkPn1KlTcHBwQEREBADgo48+wvz585GRkWHM4jUY1A7GR21gfNQGhBBDO3r0KB4/fowTJ05g7dq1WL58OYYPHw5XV1ecO3cOs2bNwqxZs/Dw4UMAqqChffv2hYODA06cOMF/Hw0ePBhyubxK//bbb7+NY8eOYe/evTh8+DBiYmIQGxsrOkcul2PFihW4cuUK9u3bh6SkJEydOhWAaqXTtGnTsGXLFtF7vv32W/Tq1QtNmjTBzz//jM8//xxffvkl4uPjsW/fPloFS6rOuGMNdaNTp05MIpGwoKAgdvDgQWMXp0GiNjCeuXPnsnfeeYcdPnyYBQcHM09PT3bo0CFjF6vBoXYwPmoD46M2IIRUpCoz+0FBQaJ0nc2aNWO9evXin5eUlDB7e3v2ww8/MMYY27x5M2vWrBlTKpX8OcXFxczW1lbn95C2mf3c3FxmZWXFdu3axR/LzMxktra2opl9defPn2cAWG5uLmNMlZpUKpXyqUjlcjnz8PBgW7duZYwx9tlnn7GwsDAml8t1XpNm9kllzHZmHwASEhLQpk0b3LhxA19//TXu37+PQYMGGbtYDQq1gXEVFRXh0KFD+PTTT/HCCy9g1qxZSE9PR1RUlLGL1qBQOxgftYHxURsQQgypVatWonSdXl5eoplvqVSKRo0a8SuHYmNjce/ePTg6OvIxANzc3FBUVISEhAS9/92EhATI5XJ069aNP+bm5qaRmjUuLg4jR45EUFAQHB0dERkZCQBITk4GAPj4+GDYsGH49ttvAQC///47ioqKMGbMGADAmDFjUFhYiMaNG2PmzJnYu3cvv2qWEH2ZVYA+dVKpFC+//DLeffdd2NraGrs4DRK1gXHZ2NggODgYAwcOxNq1a2FjY2PsIjVI1A7GR21gfNQGhBBDEgYABVRL47UdUyqVAAClUomIiAjs3LlT41oeHh56/7tMj0Rm+fn5iIqKQlRUFHbs2AEPDw8kJydj0KBBoi0DM2bMwOTJk/H5559jy5YtGDduHOzs7AAAAQEBuHPnDqKjo3HkyBHMmTMHn376KY4fP65RT0J0MevOfnBwMJYvX27sYjRo1AbGd/DgQUilUmMXo8GjdjA+agPjozYghBhLeHg4fvzxR3h6esLJyana12natClkMhnOnj2LwMBAAMDz589x9+5d9OnTBwBw+/ZtPH36FKtWreLTh168eFHjWkOHDoW9vT02bdqEP//8EydOnBC9bmtrixEjRmDEiBGYO3cumjdvjmvXriE8PLza5ScNi1kv4yeEgG6sTQS1g/FRGxgftQEhxFgmTZoEd3d3jBw5EidPnkRSUhKOHz+O+fPnIyUlRe/rODg4YPr06Xj77bfx119/4fr165g6dapoS0FgYCCsrKywfv16JCYmYv/+/VixYoXGtaRSKaZOnYolS5agadOmoq0BW7duxebNm3H9+nUkJiZi+/btsLW1RVBQUM1+EKRBoc4+IYQQQgghxKzZ2dnhxIkTCAwMxKhRo9CiRQtMmzYNhYWFVZ7p//TTT9G7d2+MGDECAwYMQM+ePfksI4BqW8DWrVvx008/oWXLlli1ahXWrFmj9VrTp0+HXC7HtGnTRMddXFzw9ddfo0ePHmjbti3++usv/Pbbb2jUqFHVK08aLAnTZ+MJIYQQQgghhDQgMTEx6Nu3L54/fw4XF5da+Tf+/vtvREZGIiUlBV5eXlV67/379xESEoK4uDi0b9++VspH6jea2SeEEEIIIYQQHfz9/TFhwgSDXrO4uBj37t3Dhx9+iLFjx1a5oz9kyBC0atXKoGUi5odm9gkhhBBCCCFETWFhIR49egRAtVff29vbYNfeunUrpk+fjvbt22P//v3w8/Or0vsfPXqEwsJCAOUxAghRR519QgghhBBCCCHEzNAyfkIIIYQQQgghxMxQZ58QQgghhBBCCDEz1NknhBBCCCGEEELMDHX2CSGEEEIIIYQQM0OdfUIIIYQQQgghxMxQZ58QQgghhBBCCDEz1NknhBBCCCGEEELMDHX2CSGEEEIIIYQQM/P/2rbfiUPjtWMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "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", "\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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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ml.plots.diagnostics(figsize=(10, 4));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Significant autocorrelation is still present at lag 1 and the parameter of the AR(1) is overestimated, trying to correct for the lack of an MA(1) part. This is to be expected, as the MA(1) process generates a strong autocorrelation at this first time lag. The negative autocorrelation in the first few time steps is a result of the overestimation of the AR(1) parameter.\n", "\n", "A possible effect of failing to remove the autocorrelation at lag 1 may be that the parameter standard errors are under- or overestimated. Although that does not seem the case for this synthetic, real life examples may suffer from this." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8. Test the ArmaModel for irregular time steps\n", "In this final step the ArmaModel is tested for irregular timesteps, using the indices from a real groundwater level time series. It is clear from the example below that the ArmaModel does not yet work for irregular time steps, as (unlike the AR(1) model in Pastas) no weights are applied yet." ] }, { "cell_type": "code", "execution_count": 10, "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": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.95 vs 0.95\n", "0.08 vs. 0.1\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ml = ps.Model(head_irregular)\n", "sm = ps.StressModel(rain, ps.Gamma(), name=\"recharge\", settings=\"prec\")\n", "ml.add_stressmodel(sm)\n", "ml.add_noisemodel(ps.ArmaModel())\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)\n", "print(np.exp(-1.0 / ml.parameters.loc[\"noise_beta\", \"optimal\"]).round(2), \"vs.\", beta)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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