{ "cells": [ { "cell_type": "markdown", "id": "0a90d88c", "metadata": {}, "source": [ "# Comparing to Point Estimates\n", "---\n", "*A case study comparing optimal design analysis to point estimates for tuning curves*" ] }, { "cell_type": "code", "execution_count": 1, "id": "0129c07d", "metadata": {}, "outputs": [], "source": [ "# imports\n", "\n", "import csv\n", "import io\n", "import urllib\n", "import warnings\n", "\n", "from matplotlib import pyplot as plt\n", "import numpy as np\n", "from scipy import stats, special\n", "\n", "from opda import nonparametric, utils\n", "\n", "\n", "# constants\n", "\n", "styles = {\n", " 'lstm': [\n", " {'color': '#FFB000', 'linestyle': '--'},\n", " {'color': '#FE6100', 'linestyle': ':'},\n", " ],\n", " 'mlp': [\n", " {'color': '#648FFF', 'linestyle': '-'},\n", " {'color': '#785EF0', 'linestyle': '-.'},\n", " ],\n", "}\n", "\n", "\n", "# Configure environment.\n", "\n", "np.random.seed(0)\n", "\n", "warnings.filterwarnings('ignore')\n", "\n", "\n", "# Configure Matplotlib.\n", "\n", "plt.style.use('experiments.default')" ] }, { "cell_type": "markdown", "id": "cf9fe4d4", "metadata": {}, "source": [ "## Showing Your Work Doesn't Always Work\n", "\n", "Tuning curves capture how performance improves with hyperparameter tuning effort. These curves provide a strong basis for model comparisons; however, estimating them requires training a model many times, which can be expensive.\n", "\n", "To reduce this computational burden, [Dodge et al. (2019)](https://aclanthology.org/D19-1224/) introduced an estimator for tuning curves based on [V-statistics](https://en.wikipedia.org/wiki/V-statistic):\n", "\n", "$$\\hat{\\tau}_e(k) = \\sum_{i=1}^n Y_{(i)}\\left[\\left(\\frac{i}{n}\\right)^k - \\left(\\frac{i-1}{n}\\right)^k\\right]$$\n", "\n", "Furthermore, they suggested using the bootstrap to create confidence bands; however, [Tang et al. (2020)](https://aclanthology.org/2020.acl-main.246/) showed that the V-statistic estimator can be biased, the bias can promote incorrect decisions, and the bootstrapped confidence bands have poor coverage properties.\n", "\n", "To address the bias, they introduced an unbiased estimator based on [U-statistics](https://en.wikipedia.org/wiki/U-statistic):\n", "\n", "$$\\hat{\\tau}_e(k) = \\sum_{i=1}^n Y_{(i)}\\left[\\frac{\\binom{i}{k}}{\\binom{n}{k}} - \\frac{\\binom{i-1}{k}}{\\binom{n}{k}}\\right]$$\n", "\n", "Still, they did not provide a method for constructing well-calibrated confidence bands for tuning curves. Later, [Dodge et al. (2021)](https://arxiv.org/abs/2110.00613) gave a more in-depth comparison between the two estimators finding that while they often disagree, neither one is universally preferred over the other.\n", "\n", "Thus, different point estimates lead us to different conclusions when making model comparisons. Moreover, bootstrapping point estimates fails to provide us with well-calibrated confidence bands for the tuning curve. Optimal Design Analysis (OPDA) resolves these issues by constructing well-calibrated confidence bands for the tuning curve that let us identify when the data is sufficient to conclude one model is better than another, and when we simply require more data. In this notebook, we reproduce and expand on some of the results from [Tang et al. (2020)](https://aclanthology.org/2020.acl-main.246/), and use them to demonstrate the efficacy of OPDA." ] }, { "cell_type": "code", "execution_count": 2, "id": "49832e99", "metadata": {}, "outputs": [], "source": [ "# Download the data.\n", "data_url =\\\n", " 'https://raw.githubusercontent.com/castorini/meanmax/master/data/hedwig.tsv'\n", "\n", "with io.TextIOWrapper(urllib.request.urlopen(data_url)) as f_in: \n", " reader = csv.DictReader(\n", " f_in,\n", " fieldnames=None,\n", " dialect='unix',\n", " delimiter='\\t',\n", " )\n", " ys_lstm_all = []\n", " ys_mlp_all = []\n", " for row in reader:\n", " if row['model_name'] == 'reg_lstm':\n", " ys_lstm_all.append(float(row['f1']))\n", " elif row['model_name'] == 'mlp':\n", " ys_mlp_all.append(float(row['f1']))\n", " else:\n", " raise ValueError(\n", " f'Unrecognized model_name: {model_name}.'\n", " )\n", "\n", "ys_lstm_all = np.array(ys_lstm_all)\n", "ys_mlp_all = np.array(ys_mlp_all)" ] }, { "cell_type": "markdown", "id": "e73b8979", "metadata": {}, "source": [ "## Resolving Disagreements Among Point Estimates\n", "\n", "When the U-statistic and V-statistic estimates of the tuning curve substantially disagree, it's due to lack of sufficient data or, alternatively, too much sample variation. [Tang et al. (2020)](https://aclanthology.org/2020.acl-main.246/) offers one such example. In particular, they train MLP and LSTM neural network models from scratch on the Reuters text classification dataset [(Apté et al., 1994)](https://dl.acm.org/doi/abs/10.1145/183422.183423) (see their paper for experimental details). Here, we subsample 25 search iterations for each model, which produces the following tuning curves:" ] }, { "cell_type": "code", "execution_count": 3, "id": "3f4da6e7", "metadata": {}, "outputs": [], "source": [ "# experimental settings\n", "\n", "n = 25\n", "ns = np.arange(1, n+1)\n", "\n", "confidence = 0.50\n", "\n", "seeds = [0, 1]" ] }, { "cell_type": "code", "execution_count": 4, "id": "f8e91b7e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Subsample the data.\n", "random = np.random.Generator(np.random.PCG64(seeds[0]))\n", "\n", "ys_lstm = random.choice(ys_lstm_all, size=n, replace=False)\n", "ys_mlp = random.choice(ys_mlp_all, size=n, replace=False)\n", "\n", "# Construct the point estimates.\n", "lstm_point_cdf = nonparametric.EmpiricalDistribution(ys_lstm, a=0., b=1.)\n", "mlp_point_cdf = nonparametric.EmpiricalDistribution(ys_mlp, a=0., b=1.)\n", "\n", "# Plot the point estimates for the tuning curves.\n", "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(6, 5))\n", "\n", "ax.plot(ns, lstm_point_cdf.v_tuning_curve(ns), label='LSTM (V)', **styles['lstm'][0])\n", "ax.plot(ns, lstm_point_cdf.u_tuning_curve(ns), label='LSTM (U)', **styles['lstm'][1])\n", "ax.plot(ns, mlp_point_cdf.v_tuning_curve(ns), label='MLP (V)', **styles['mlp'][0])\n", "ax.plot(ns, mlp_point_cdf.u_tuning_curve(ns), label='MLP (U)', **styles['mlp'][1])\n", "\n", "# Format the plot.\n", "ax.set_xlim(1, n)\n", "ax.set_ylim(0.35, 0.85)\n", "ax.spines['right'].set_color('lightgrey')\n", "ax.spines['top'].set_color('lightgrey')\n", "ax.legend(loc='lower right')\n", "\n", "ax.set_xlabel('search iterations')\n", "ax.set_ylabel('F1')\n", "\n", "ax.set_title('Comparing Point Estimates')\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "2ffd66c2", "metadata": {}, "source": [ "The different point estimates result in different conclusions about how many search iterations are necessary for the LSTM to outperform the MLP. The V-statistic suggests about 20 search iterations are required, while the U-statistic suggests only 12-13 are necessary.\n", "\n", "Since the point estimates lead to different conclusions, a researcher or practitioner might end up making an arbitrary choice that depends solely on which estimator they used. To avoid this issue, one might try both; however, what's even worse is that *both* estimators fail to reflect the high degree of sample variation that's present due to lack of sufficient data. To see this, consider re-running the experiment with a different random seed:" ] }, { "cell_type": "code", "execution_count": 5, "id": "4b898601", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the point estimates using two different random seeds.\n", "fig, axes = plt.subplots(\n", " nrows=1,\n", " ncols=2,\n", " sharex=True,\n", " sharey=True,\n", " figsize=(6, 3.5),\n", ")\n", "for i, seed in enumerate(seeds):\n", " # Subsample the data.\n", " random = np.random.Generator(np.random.PCG64(seed))\n", "\n", " ys_lstm = random.choice(ys_lstm_all, size=n, replace=False)\n", " ys_mlp = random.choice(ys_mlp_all, size=n, replace=False)\n", "\n", " # Construct the point estimates.\n", " lstm_point_cdf = nonparametric.EmpiricalDistribution(ys_lstm, a=0., b=1.)\n", " mlp_point_cdf = nonparametric.EmpiricalDistribution(ys_mlp, a=0., b=1.)\n", "\n", " # Plot the model comparison using point estimates.\n", " axes[i].plot(\n", " ns,\n", " lstm_point_cdf.v_tuning_curve(ns),\n", " label='LSTM (V)',\n", " **styles['lstm'][0],\n", " )\n", " axes[i].plot(\n", " ns, \n", " lstm_point_cdf.u_tuning_curve(ns),\n", " label='LSTM (U)',\n", " **styles['lstm'][1],\n", " )\n", " axes[i].plot(\n", " ns,\n", " mlp_point_cdf.v_tuning_curve(ns), \n", " label='MLP (V)',\n", " **styles['mlp'][0],\n", " )\n", " axes[i].plot(\n", " ns,\n", " mlp_point_cdf.u_tuning_curve(ns),\n", " label='MLP (U)',\n", " **styles['mlp'][1],\n", " )\n", "\n", "# Format the plot.\n", "for i, seed in enumerate(seeds):\n", " axes[i].set_xlim(1, n)\n", " axes[i].set_ylim(0.35, 0.85)\n", " axes[i].spines['right'].set_color('lightgrey')\n", " axes[i].spines['top'].set_color('lightgrey')\n", " axes[i].legend(loc='lower right')\n", " axes[i].set_xlabel('search iterations')\n", " axes[i].set_title(f'seed = {seed}')\n", "\n", "axes[0].set_ylabel('F1')\n", "\n", "fig.suptitle(\n", " 'Comparing Point Estimates',\n", " x=0.56,\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a2a87e9e", "metadata": {}, "source": [ "In this case, the sample impacts our conclusions much more than the choice of estimator. Moreover, because each hyperparameter search iteration is computationally expensive, it's unlikely that we'd generate extra samples, and thus this variation is much more likely to go unnoticed.\n", "\n", "The confidence bands from OPDA resolve this issue. Because they have exact coverage, they inform researchers and practitioners when the sample variation is large. Thus, in the cases where point estimates disagree, the confidence bands will show that we need more data. Moreover, even when the estimates *do* agree but the sample variation is unacceptably large, the confidence bands will still alert us. The plot below demonstrates this comparison:" ] }, { "cell_type": "code", "execution_count": 6, "id": "16149e39", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(\n", " nrows=2,\n", " ncols=2,\n", " sharex=True,\n", " sharey=True,\n", " figsize=(6, 5),\n", ")\n", "for i, seed in enumerate(seeds):\n", " random = np.random.Generator(np.random.PCG64(seed))\n", "\n", " ys_lstm = random.choice(ys_lstm_all, size=n, replace=False)\n", " ys_mlp = random.choice(ys_mlp_all, size=n, replace=False)\n", "\n", " lstm_lower_cdf, lstm_point_cdf, lstm_upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys_lstm, confidence, a=0., b=1., method='ld_highest_density',\n", " )\n", " mlp_lower_cdf, mlp_point_cdf, mlp_upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys_mlp, confidence, a=0., b=1., method='ld_highest_density',\n", " )\n", "\n", " # Plot the model comparison using point estimates.\n", " axes[i, 0].plot(\n", " ns,\n", " lstm_point_cdf.v_tuning_curve(ns),\n", " label='LSTM (V)',\n", " **styles['lstm'][0],\n", " )\n", " axes[i, 0].plot(\n", " ns, \n", " lstm_point_cdf.u_tuning_curve(ns),\n", " label='LSTM (U)',\n", " **styles['lstm'][1],\n", " )\n", " axes[i, 0].plot(\n", " ns,\n", " mlp_point_cdf.v_tuning_curve(ns), \n", " label='MLP (V)',\n", " **styles['mlp'][0],\n", " )\n", " axes[i, 0].plot(\n", " ns,\n", " mlp_point_cdf.u_tuning_curve(ns),\n", " label='MLP (U)',\n", " **styles['mlp'][1],\n", " )\n", "\n", " # Plot the model comparison using confidence bands.\n", " axes[i, 1].plot(\n", " ns, \n", " lstm_point_cdf.quantile_tuning_curve(ns), \n", " label='LSTM',\n", " **styles['lstm'][0],\n", " )\n", " axes[i, 1].fill_between(\n", " ns,\n", " lstm_upper_cdf.quantile_tuning_curve(ns),\n", " lstm_lower_cdf.quantile_tuning_curve(ns),\n", " alpha=0.275,\n", " **styles['lstm'][0],\n", " )\n", " axes[i, 1].plot(\n", " ns,\n", " mlp_point_cdf.quantile_tuning_curve(ns),\n", " label='MLP',\n", " **styles['mlp'][0],\n", " )\n", " axes[i, 1].fill_between(\n", " ns,\n", " mlp_upper_cdf.quantile_tuning_curve(ns),\n", " mlp_lower_cdf.quantile_tuning_curve(ns),\n", " alpha=0.275,\n", " **styles['mlp'][0],\n", " )\n", "\n", "# Format the plot.\n", "for i in range(axes.shape[0]):\n", " for j in range(axes.shape[1]):\n", " axes[i, j].set_xlim(1, n)\n", " axes[i, j].set_ylim(0.35, 0.85)\n", " axes[i, j].spines['right'].set_color('lightgrey')\n", " axes[i, j].spines['top'].set_color('lightgrey')\n", " axes[i, j].legend(loc='lower right')\n", "\n", "for j in range(axes.shape[1]):\n", " axes[1, j].set_xlabel('search iterations')\n", "\n", "for i, seed in enumerate(seeds):\n", " axes[i, 0].set_ylabel('F1')\n", " axes[i, 1].yaxis.set_label_position('right')\n", " axes[i, 1].set_ylabel(f'seed = {seed}', labelpad=18, rotation=270)\n", "\n", "axes[0, 0].set_title('Point Estimates')\n", "axes[0, 1].set_title('Confidence')\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d5497032", "metadata": {}, "source": [ "We see that using 50% confidence bands for the median tuning curve reveals the tremendous amount of sample variation present in the estimates. Thus, while the LSTM is likely better than the MLP at some level of hyperparameter tuning, it's unclear just how much tuning is necessary to get there." ] }, { "cell_type": "markdown", "id": "59a2c5cd", "metadata": {}, "source": [ "## Bootstrap Confidence Band Coverage Issues\n", "\n", "The nonparametric confidence bands from OPDA are exact, distribution-free, and hold simultaneously for the entire tuning curve; thus, they provide most of properties one would hope for from such a confidence band. Still, implementing the OPDA confidence bands takes a bit more effort than generic, approximate approaches such as the bootstrap. If one doesn't have access to software implementing OPDA (or before OPDA was developed), one might hope that bootstrapping a point estimate would provide reasonable confidence bands.\n", "\n", "Unfortunately, [Tang et al. (2020)](https://aclanthology.org/2020.acl-main.246/) demonstrated that such bootstrap confidence bands fail to provide meaningful coverage. Again, using the data from [Tang et al. (2020)](https://aclanthology.org/2020.acl-main.246/) we follow a similar methodology and show that the pointwise coverage of the bootstrap confidence bands for the tuning curve rapidly decreases at higher value points, $n$, along the curve." ] }, { "cell_type": "markdown", "id": "4c084e0e", "metadata": {}, "source": [ "### Realistically Simulating Random Search\n", "\n", "First, we must construct a good simulation of random hyperparameter search for the MLP and LSTM text classifiers. That way, our experiments are realistic because the distributions closely approximate those from actual models; while at the same time, we know the ground truth from how we constructed the simulation and thus can assess the confidence bands' coverage.\n", "\n", "Like [Tang et al. (2020)](https://aclanthology.org/2020.acl-main.246/), we form a [kernel density estimate (KDE)](https://en.wikipedia.org/wiki/Kernel_density_estimation) for the distribution of performance from each iteration of random search. It's important to use KDE rather than resampling because confidence bands' coverage properties can be affected by whether the underlying distribution is continuous (KDE) or discrete (resampled). In general, we assume that all distributions are continuous." ] }, { "cell_type": "markdown", "id": "68ea065c", "metadata": {}, "source": [ "#### Boundary Correction for KDE\n", "\n", "Because the model accuracy is bounded between 0 and 1, we should apply a boundary correction to the KDE estimate. Reflection of the kernel back from the boundary provides a simple and effective boundary correction (see [Jones et al. (1993)](https://doi.org/10.1007/BF00147776) for more information). Below, you can see a comparison between an uncorrected and a corrected KDE estimate for the uniform distribution." ] }, { "cell_type": "code", "execution_count": 7, "id": "60bbf129", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Sample the data.\n", "us = np.random.uniform(0, 1, size=(128))\n", "\n", "# Construct the KDEs.\n", "kde_uncorrected = stats.gaussian_kde(\n", " us, \n", " bw_method=0.5,\n", ")\n", "kde_corrected = stats.gaussian_kde(\n", " # Reflect the kernel's mass by reflecting the data points.\n", " # For all practical purposes, the kernel reflects off each boundary\n", " # effectively once since the bandwidth is small relative to the \n", " # length of the support. Thus, we don't need to use additional\n", " # copies of the data for higher order reflections.\n", " np.concatenate([-us, us, 2-us]),\n", " bw_method=0.25,\n", ")\n", "\n", "# Plot the KDEs.\n", "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(6, 5))\n", "\n", "ax.scatter(\n", " us,\n", " 5e-2 * np.ones_like(us),\n", " marker='|',\n", " color='grey',\n", " s=25,\n", ")\n", "ax.plot(\n", " np.linspace(0, 1), \n", " # Multiply by 3 to account for the data's triplication.\n", " 3 * kde_corrected.pdf(np.linspace(0, 1)),\n", " color='tab:blue',\n", " linestyle='--',\n", " label='corrected',\n", ")\n", "ax.plot(\n", " np.linspace(-0.5, 1.5),\n", " kde_uncorrected.pdf(np.linspace(-0.5, 1.5)),\n", " color='tab:orange',\n", " linestyle=':',\n", " label='uncorrected',\n", ")\n", "ax.plot(\n", " np.linspace(0, 1),\n", " np.ones_like(np.linspace(0, 1)),\n", " color='grey',\n", " linestyle='-',\n", " label='true',\n", ")\n", "\n", "ax.set_xlim(-0.1, 1.1)\n", "ax.set_ylim(0, 2)\n", "ax.spines['right'].set_color('lightgrey')\n", "ax.spines['top'].set_color('lightgrey')\n", "ax.legend(loc='upper right')\n", "ax.set_xlabel('$u$')\n", "ax.set_ylabel('$d\\mathbb{{P}}(U = u)$')\n", "ax.set_title('Boundary Correction in KDE')\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b8708117", "metadata": {}, "source": [ "In the plot, we see that the uncorrected KDE lets probability mass spill over the boundary. If we truncate and renormalized this distribution, this spillage still leads to a negative bias near the boundary and prevents the KDE from being a consistent estimator of the density. In contrast, reflection removes this bias for the uniform distribution and reduces it in the general case, making the KDE consistent even at the boundary." ] }, { "cell_type": "markdown", "id": "5de00b77", "metadata": {}, "source": [ "#### Determining the KDE Bandwidth\n", "\n", "The most important hyperparameter for KDE is the bandwidth. For our purpose, we want a small bandwidth so that the simulation behaves much like resampling; however, we also want a large enough bandwidth to remove the discontinuity effects and approximate the underlying continuous distribution. Cross-validation based on likelihood encourages too large of a bandwidth in order to cover unseen data points with high probability density. Instead, we want a bandwidth that preserves the shape of the CDF so we'll select it visually by inspecting PDF and CDF plots." ] }, { "cell_type": "code", "execution_count": 8, "id": "0288b5e1", "metadata": {}, "outputs": [ { "data": { "image/png": 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p06fjl19+waOPPmpPMufn5wMAvv32W7fHuzbR7khBQQEYYzh//rx9MTR3x5B+f02aNPFcyAuKi4sBuJ4PANCoUSOn/RxxNRe1WuulueNc9HVcKpUKSUlJOH/+fLXn5Dx8iUqlwoABAzBgwAAA1p7CS5cuxcSJE/Htt99i/PjxuP32233yWrfccguSkpKwYMECnD59GhaLBQ8++KBPjk0QBEEQBOFL1MEOgCAIgiAIwh1SBeaePXvs25YuXYp9+/bhoYcewr59+/Dxxx/j3//+N2bNmoXRo0fX+TWlBOalS5dcPp+bm+ty+9ChQ3HixAmcP38eGzduxODBg6HRaNC/f3+EhYVhw4YN9spbqeLWH3EEk+TkZHz99dfQ6/U4ePAgrly5AuBqQnLZsmVg1jZbLv8bMmSI7LGlY/Tq1cvtMaQkufT7c5WM9AVSPHLjcPHiRaf9AoW7uBhjyM3NdRmTrypXvUGlUmHcuHH45z//CQBYv369z46t1WoxceJErF+/Hh999BH69u3rtBAgQRAEQRCEUqAELUEQBEEQiqagoAAAnCo7T506BQC47bbbqu2/ZcuWOr9mt27dAABbt26t9lxpaanL28OBq0nX77//HkePHsWwYcMAAHq9HgMGDMD69evtyUNXt5/LxeHKKSsrC9nZ2dW2azQaAHWvwqwLer2+2m3kUqLd0xYKroiKikLHjh2Rnp7uURuAyMhIXHfddcjMzMSJEydq3N/b312HDh0QGhqKPXv2oLy8vNrzUjK+e/fuHh3PV/To0cPp9R3ZtWsXKisrAx5TTVzbesRXPPjgg7BYLMjJyaHqWYIgCIIgFAslaAmCIAiCUDTz588HAAwePNi+LSUlBUD1BOqmTZvw2Wef1fk1mzdvjsGDB+PgwYPVbsl/4403ZJODUoL27bffBgB7glZ6bv/+/Vi9ejXatWuHxo0b1xjHDTfcgJYtW2L58uVOrowxvPTSSy4TiQ0aNAAAl8lbX/Luu+/ae71ey4cffojS0lJ06NAB8fHxAKzJ9ObNm2P+/PnYvHlztZ8xGo0uE+LX8sQTT6C8vByPPPKIy3YImZmZTm0fHnvsMZjNZkybNg0VFRVO+1ZWVtpbLwDe/+50Oh3uuece5OXlYe7cuU7P/fnnn1i1ahXatGmDgQMHenQ8X3HvvfdCq9Vi/vz5Tr2Yq6qq8PzzzwMAJk+eHNCYdu/eja+++gqVlZXVnrt8+TI+//xzAK77PteFDh064I8//sBvv/2G++67z6fHJgiCIAiC8BXUg5YgCIIgCEVw8uRJp8Wj8vPzsW3bNuzbtw9xcXFOi0KNGTMGLVq0wNtvv43Dhw+jc+fOOH78OJYvX47bb78dixcvrnM8H330EQYOHIiJEydiyZIlaNu2LXbv3o09e/Zg0KBBLqta27dvj0aNGiEnJwfx8fHo2rWr/bnU1FRYLBZcuXIFd955p0cxqNVqfPrpp7j55ptx4403YsKECWjcuDHWr1+PnJwcdO3aFQcPHnT6mdTUVKhUKrz00ks4cuQIYmJiEBsbi+nTp9ftF3INX3/9NZ599ll06dIF/fr1Q8OGDVFYWIidO3di3759CAsLw8cff2zfX6/XY/HixbjpppswZMgQDBs2DF26dIFKpUJWVha2bNmC+Ph42aSvxNSpU7Fz5058+eWX2LZtG2688UY0btwYubm5OHbsGHbt2oXvvvsOLVq0AAD84x//wKZNm/DTTz+hbdu2GDt2LKKjo3H27FmsWrUKX3zxBcaNGwfAmlBfvHgxxo8fj5tuugmhoaHo1q0bxowZIxvPW2+9hU2bNuHf//43tm/fjn79+uHMmTP4+eefER4ejoULF0KtDmxNROvWrfHWW2/hmWeeQdeuXXHXXXchIiICy5Ytw/Hjx3Hbbbfh/vvv9+lrzpkzB4mJiS6fe+GFF3DhwgVMmjQJ06dPx+DBg9GhQwdotVpkZWVh+fLlKC0txS233IK//e1vPo0LgE/anhAEQRAEQfgTStASBEEQBKEITp065bTwk16vR9OmTfGPf/wDL7zwApo3b25/LjIyEuvXr8dzzz2HzZs3Y+PGjejUqRO+/fZbJCUl+SRB27lzZ2zbtg3PP/+8vRryhhtuwLZt2zBv3jzZVgqpqan47rvvMHToUKeenn369EFkZCRKS0s9am8gceONN2LdunV45ZVX8PPPPyMsLAzDhw/Hzz//bF+Yy5HrrrsOCxcuxLvvvosPPvgABoMBKSkpPk/QLly4EMuWLcP69euxatUq5ObmQqPRICUlBf/4xz/wz3/+E23btnX6mT59+uDAgQN45513sHLlSmzbtg16vR5NmjTBuHHjcM8999T4uiqVCosWLcLNN9+Mzz77zJ7ca9iwIdq2bYt58+bhxhtvdNr/hx9+wMiRI/H555/jq6++AmMMTZo0wV133YVevXrZ933kkUdw5swZ/PDDD3jrrbdgMpkwadIktwnaxMRE7Nq1C3PmzMHSpUuxZcsWxMTEYNy4cZg5c2bQep4+/fTTaNOmDebPn49vvvkGVVVVaNeuHd5991088cQTPu83u3LlStnnJk+ejOHDh+Obb77BqlWrsG/fPmzbtg2lpaWIi4tDv379cO+992LSpEkBT2YTBEEQBEEoARVjjAU7CIIgCIIgCIIgCIIgCIIgiPoIfUVNEARBEARBEARBEARBEAQRJChBSxAEQRAEQRAEQRAEQRAEESQoQUsQBEEQBEEQBEEQBEEQBBEkKEFLEARBEARBEARBEARBEAQRJChBSxAEQRAEQRAEQRAEQRAEESQoQUsQBEEQBEEQBEEQBEEQBBEkKEFLEARBEARBEARBEARBEAQRJChBSxAEQRAEQRAEQRAEQRAEESQoQUsQBEEQBEEQBEEQBEEQBBEkKEFLEARBEARBEARBEARBEAQRJChBSxAEQRAEQRAEQRAEQRAEESQoQUsQBEEQBEEQBEEQBEEQBBEkKEFLEARBEARBEARBEARBEAQRJChBSxAEQRAEQRAEQRAEQRAEESQoQUsQBEEQBEEQBEEQBEEQBBEkKEFLEARBEARBEARBEARBEAQRJChBSxAEQRAEQRAEQRAEQRAEESQoQUsQBEEQBEEQBEEQBEEQBBEkKEFLEARBEARBEARBEARBEAQRJChBSxAEQRAEQRAEQRAEQRAEESQoQUsQBEEQBEEQBEEQBEEQBBEkKEFLEARBEARBEARBEARBEAQRJChBSxAEQRAEQRAEQRAEQRAEESQoQUsQBEEQBEEQBEEQBEEQBBEkKEFLEARBEARBEARBEARBEAQRJChBSxAEQRAEQRAEQRAEQRAEESQoQUsQBEEQBEEQBEEQBEEQBBEkKEErKBs3boRKpcKsWbOCHQpBEAqAzgkEQThC5wSCICTofEAQhCN0TiCI4EAJWoJr9u/fj5deegmjRo1CYmIiVCoVhg4dWuvj7dmzBzfffDNiY2MRERGB/v3746effpLdPycnBw899BAaNWqE0NBQtG/fHq+//jqMRmOtY/AUi8WCDz74AF26dEFYWBgSExNxzz334PTp0y73/+CDDzBlyhR07doVWq0WKpUKGzdu9HucBBFIZs2aBZVKJfvfmTNnvDpeRkYG7rrrLiQkJCAsLAzdunXDxx9/DMaYy/2Li4vx9NNPIyUlBXq9Hi1atMBzzz2H0tJSH9jVzLfffou+ffsiIiICcXFxuPXWW7Fv375q+50/fx7vvfceRo4ciebNm0On0yE5ORnjx4/Hrl27AhIrQfgbo9GIX375BZMmTULHjh0RGRmJqKgo9OvXDx9//DHMZrNXx2vRooXsuUXu2sNgMGD27Nlo27YtQkND0bhxYzz66KO4dOmSDwxrZtWqVRgyZAiioqIQHR2N1NRUrFu3rtp+V65cwaeffoqxY8eiVatW0Ov1SEhIwE033YRVq1YFJFaC8De++txQm7+hvr4+qQ2efs4pKyvDN998g7vuugvt2rVDWFgYYmNjMWTIEHz//fd+j5MgAk1mZiYeeeQR+/V7UlISUlNT8fPPP3v086KfEwDg/fffxy233IIWLVogIiICsbGx6NatG2bNmoX8/Hy/x1pf0AY7AIKoC0uWLMHcuXOh0+nQrl075OXl1fpYGzZswKhRoxAaGoq7774bUVFR+OWXXzBhwgRkZ2fjmWeecdr/4sWL6NevH86dO4fbb78dbdu2xaZNm/DKK69g9+7dWLJkCVQqVV0VZZk6dSo+//xzdOrUCU888QQuXLiAn376CatXr8bOnTvRtm1bp/2feOIJAECjRo2QmJiIixcv+i02ggg2kyZNQosWLaptj42N9fgYR48exYABA1BRUYG77roLjRs3xooVKzBt2jQcPXoUH3zwgdP+ZWVlGDJkCPbv34+RI0finnvuQVpaGubNm4dNmzZh8+bNCA0NraOZPK+//jpeeeUVpKSk4O9//ztKSkrwww8/YMCAAVi3bh0GDhxo3/eDDz7AW2+9hdatW2PkyJFITEzEiRMnsGTJEixZsgTfffcdJkyY4LdYCSIQnDp1CnfeeSciIyMxfPhwjB07FkVFRVi2bBmmTZuGlStX4vfff/fqb3VMTAyeeuqpattdnW8sFgtuu+02rFq1Cv3798f48eNx4sQJfP7551i3bh127tyJxMTEOhi655tvvsEDDzyAxMRETJ48GQDw448/YsSIEfjpp59w55132vf9+eef8Y9//AONGzfG8OHD0aRJE5w7dw6//PIL/vzzT7z99tt47rnn/BYrQQQCX31uqMvfUF9cn9QGbz7nbNmyBQ888ADi4+MxfPhwjB8/HpcuXcKvv/6Ke++9F9u2bcOHH37o13gJIlCsWbMG48aNAwCMGTMGrVq1QkFBAQ4ePIi1a9fib3/7W43HEP2cAABffPEFAGDIkCFITk5GZWUldu3ahddeew0LFizA7t27kZyc7NeY6wWMEJINGzYwAGzmzJnBDsWvHD58mO3du5dVVVWxnJwcBoANGTLE6+MYjUbWunVrptfrWVpamn17YWEha9euHdPpdOzMmTNOPzNx4kQGgH388cf2bRaLhd19990MAPvuu+9qq1Uj69evZwDY4MGDmcFgsG9fuXIlA8BGjhxZ7WeWL1/OcnJyGGOMTZ06lQFgGzZs8FuMhLKoL+eEmTNn+mxuDx48mAFgK1eutG8zGAxs0KBBDADbvn270/6vvvoqA8Cef/55p+3PP/88A8DeeOONOsckR0ZGBtNqtaxdu3assLDQvj0tLY3p9XrWsWNHZjab7dt/+eUXtnHjxmrH2bx5MwsJCWFxcXGssrLSb/ESwac+nBPOnTvHPvroI1ZaWuq0vbS0lPXu3ZsBYD/99JPHx0tJSWEpKSke779gwQIGgN1zzz3MYrHYt3/88ccMAHv00Uc9Ppa35Ofns9jYWJaQkMCys7Pt27Ozs1lCQgJLSEhgxcXF9u3r1q1jv//+u9N5gjHGjh07xmJiYlhISAg7f/683+Ilgkt9OB8w5rvPDbX5G+rL6xNv8fZzTlpaGvv666+dPmMwxtjFixdZSkoKA8B27doVqPCJIFBfzglZWVksOjqatW3blmVlZVV73mg0enQc0c8JjDFWUVHh8livvPIKA8CeffZZf4Zcb6AWB/WArVu3YujQoYiKikJsbCzGjx+PkydPOu1z++23Q61W4/Lly07bu3fvDpVKhVdeecVp+6JFi6BSqfDll1/6PX53dOrUCT179kRISEidjrN+/XqcOnUK9957L7p3727fHhMTg5deeglVVVVOriUlJfjxxx/RqlUrTJ061b5dpVLhzTffBAB89tln1V6npKQEM2fORKdOney3C40aNQpbt271Kl7p2HPmzIFOp7Nvv+mmmzB06FCsXr0aZ8+edfqZW265hb7VIgCIfU7wFRkZGdi8eTNSU1Nx00032bfrdDrMmTMHgPN7nDGGzz//HJGRkZgxY4bTsWbMmIHIyEh8/vnn1V6nqqoK8+fPR8+ePREREYGoqCgMGjQIv//+u1fxLly4ECaTCS+//DJiYmLs27t374577rkH6enpTueZO+64A0OGDKl2nEGDBiE1NRUFBQU4dOiQVzEQ/CLqOaFJkyaYNm0aIiIinLZHRETg6aefBgBs2rTJb68vnSPmzp3rVKU7depUtGrVCt9++y0qKiqcfoYxhgULFmDgwIGIjo5GeHg4evfujQULFnj12j///DMKCwvx+OOPo2nTpvbtTZs2xfTp05GXl4fffvvNvn3YsGEYM2YM1Grnjwbt27fHhAkTYDQasX37dq9iIPhE1PMB4LvPDYH8G7p06VIMHz4ccXFxCA0NRefOnTFv3jyvWrR4+zmne/fuuP/++50+YwBAUlKS/XPP5s2b6yZGcIPI54Q33ngDxcXF+OSTT9C8efNqz2u1nt1wLvo5AYDsXYBShfG1c4KoHZSgFZydO3di+PDhiImJweOPP44hQ4bgt99+w4ABA5x6laampoIx5tST9MqVKzh48CAAawm8I9K/U1NT/S8RACTvkSNHVntu1KhRAJw/xO3YsQMGgwEjRoyodmtkSkoK2rdvj23btjmdKPPz83H99ddj9uzZiIuLw9///neMHz8ee/fuRWpqKpYsWeJVvBEREU63LLuLlyAk6ss5YfPmzXjrrbfwzjvvYMmSJV73gHV3TrjhhhsQERHh9B47ceIELly4gIEDB7pMBg0cOBCnT59Gdna2fbvBYMCoUaPwzDPPgDGGhx56CPfffz+ysrJw2223eXX7oLfnMHdIH1w9vSgl+Ka+nBOupbbz3GAwYNGiRXjjjTfw4YcfyvaWk279a9++PVJSUpyeU6lUGDFiBMrKyvDXX3/ZtzPGcN999+Ghhx7C5cuXce+99+Lhhx9GWVkZHnroITz77LMex0nnBKI21NfzgS+p6f3izfXJiy++iHHjxuH48eO44447MG3aNISFheG5557D3Xff7XFMdD4gaovI5wTGGH7++WfEx8dj2LBh2Lt3L+bPn4958+Zh7dq1sFgsPnkd0c8JK1asAAB07tzZ49cn5KEzq+CsWrUKn3zyiVOV5//+9z/8/e9/x5NPPolly5YBuHpy3LBhg/1bkE2bNoExhuHDh2Pz5s0oKyuzJx42bNiAVq1aufym6VrOnDmDRYsWeRV3oFeMPHHiBABU69sKAMnJyYiMjLTvU9P+0vbjx48jKysLrVq1AgA8/vjjOHLkCD777DM8/PDD9n3nzp2L3r1749FHH8Xo0aNr7FFZVlaGnJwcdO7cGRqNxuVrO8ZIEI7Ul3PCzJkznf4dGxuL//znP5g4caJHP+/uPa7RaNCyZUscPXoUJpMJWq3Wo3PCqlWrcOLECTRr1gwAMHv2bGzcuBEzZszAa6+9Zv+yp6SkBMOGDcMzzzyDO+64A40bN/Yo3sjISJdV8t6cE86ePYu1a9eiUaNG6NKlS437E/xTX84J1yJVpLr6cOKOixcvYsqUKU7b+vTpg++//x6tW7e2bzt16hQsFovbcwJgfV8OGjQIAPD555/j+++/x5QpU/C///3P/qGuqqoKd955J959913cc8896NWrV41xujsneXNOKC4uxuLFixEaGmqPkxCX+no+8BWe/A319PpkzZo1ePPNNzFq1Cj88ssv9t8lYwzTpk3DJ598gl9++QXjx4+vMS5vP+fIYTab8dVXX0GlUuHGG2+scX+Cf0Q+J2RmZiI/Px+9e/fG1KlT8emnnzo936NHD/z+++9Od6F4i4jnhE8//RQXLlxASUkJ9u3bh40bN6JHjx72O5OIOhLwpgpEQJD6xrRr165aPzGz2czatm3LVCoVu3TpEmPM2js1ISGBtW/f3r7f9OnTWWRkJFu1ahUDwP744w/GGGMnT55kANiDDz7oVSze/Fcb6tJLasSIEQwAO3HihMvnGzduzKKjo+3/fv311xkA9tlnn7nc/95772UA2L59+xhjjF2+fJlpNBo2bNgwl/u///77DABbtmxZjbGeP3+eAWADBw50+fzq1asZAPbEE0/IHoN60NY/6ss54ddff2ULFixgp0+fZhUVFSwzM5N98MEHLC4ujqlUKrZ06VKPjvPII48wAGzNmjUunx8wYAADwPLz8xljjH377bcMAHv55Zdd7v/SSy8xAOzXX39ljFl/53Fxcax169ZOvSklfv/9dwaAffDBBx7FGxISwpo0aeLyuYyMDAaAjR071u0xqqqq7H13v/rqK49el+CX+nJOcMX//vc/BkD2b7Ics2bNYuvWrWO5ubmsrKyMpaWlsQceeIABYCkpKU49Xbdt28YAsPvuu8/lsT799FMGgM2fP9++rWvXriwiIoKVl5dX2//gwYMMAHvmmWc8irVt27YMgMv+eVVVVQwA69q1a43HueeeexgANnv2bI9el+CT+ng+qMvnBlfU9DfU2+uTsWPHMgAu+2IWFhYylUrFxo8f71Fs3n7OkePFF1/0aiwJfqkP54QdO3YwAEyj0bDIyEi2cOFClp+fzzIzM+2fA/r16+fRsVwh6jmhV69eTr/rkSNHstzcXI9el6gZqqAVnIEDB1brJ6ZWqzFw4ECcOHECBw4cwI033giVSoWhQ4di8eLFyMnJQaNGjbBhwwYMGjQIgwcPhl6vx4YNGzB69Givb0kYOnQoGGM+d+OJPXv2wGw2w2AwuPxGT/qG6tixY7j11luxceNGp1tEAGsPH2mFSYKoLaKfE26//Xanf7do0QLTp09Hx44dMWLECLzyyisYO3asX17bG44fP46CggI0btwYr732WrXnpR5ex44dAwDs37+/WhuUFi1a2FdmrysWiwWTJ0/G5s2b8cgjj+CBBx7wyXEJ5SP6OeFali9fjunTpyMlJQXffPONVz97bZVL9+7d8dVXXwEAvv76a3z22We1riApLy/HoUOH0LhxY7z11lvVnjcajQCunhNcVRTFxsbiqaeeqtXru+LFF1/E999/j9GjR+Oll17y2XEJ5VLfzge+wpO/od5en+zcuRMRERGy/afDwsLs54PCwkK899571fbxZWXxJ598grlz56JHjx74z3/+47PjEspG5HOC1MLAbDZjzpw59mvquLg4fPrppzh48CB27dqFrVu34oYbbvD62KKeE6TWTHl5edixYwdeeOEF9OzZEytXrkTXrl3rfPz6DiVoBScpKcnt9qKiIvu21NRULF68GBs2bMCIESNw5MgRTJ48GaGhobj++uvtJ1Ml9IzxNdKiOo6/D0eKi4sRFxfn1f6O++Xn5wMAtm3bhm3btsnGUVZWBsDaF+bapM2kSZMwbtw4r1+bIBypr+eE4cOHo3Xr1jh06BCKi4sRHR3tdn9P3mcqlQpRUVEe7++4n3ROOHLkCI4cOSIbh3RO2L9/f7VzwpAhQ+wXkzExMbU+J1gsFjz44IP47rvvcP/99+OTTz6RjYcQj/p0Tli5ciXuvPNOJCUlYf369WjUqJFPjjt16lR8/fXX2LZtmz1B6+05oaCgAIwxnD9/3uWXNhLSOeHMmTPV9ktJSbEnaB1fPz4+3u1ru2LGjBl48803MWzYMPz6668uWyoR4lGfzge+oq5/Q+WuT/Lz82EymTw6HxQWFrrcT0rGePs551o+//xzTJs2DV26dMGaNWsQGRnpkRvBPyKfExz/Broq3hgzZgx27dqFv/76y6sEbX04JwBAQkICxowZg+7du6Nt27Z45JFHZPvyE55DCVrByc3Ndbvd8cTk2DtG6nsmbUtNTcXs2bNRVFSEjRs3om3btmjSpIlHMfDQS8qxH9u1vd0uXryI0tJS9O3b1+X+rjhx4gR0Op29r450Yn3mmWcwb968GuOZNWuW7O8gIiICjRo1QmZmJsxmc7UPTTX1wiTqN/X5nJCQkICTJ0+ivLy8xgStu/e42WxGZmYmWrZsaW/478k5wXE/6fXHjx+PxYsX1xj75MmT3VbLtm3bFjt27MDFixer9aF1d06wWCyYMmUKvvrqK9xzzz1YtGhRtUoJQmzqyzlhxYoVGD9+PBISEuy973xFQkICgKsfjACgVatWUKvVXp8TevXq5bRwmBw1VRS1bdsWf/31F06cOFEtQVvTdcKMGTPw73//G0OHDsWyZcsQFhZWYzyEGNSX84Gv8NXfUFfXJ9HR0VCpVMjLy6vx51u0aFHj+QDw/HOOI5999hmmTp2K6667DuvWrat2PiHERuRzQuvWraHRaGA2mxEbG1vteWlbRUWFx69bH84J19KsWTN07NgRe/bsQXl5OcLDwz36OUKGoDVXIPxKTX1j2rVr59Q3RiI5OZm1atWK/eMf/2BxcXH2n92yZQsDwObNm8cAsEceecTrWLz5rzbUpZfUn3/+yQCwKVOmVHtu0aJFDAB77bXX7NuKioqYTqdjrVq1qtY/8syZMwwAS01NdYpNpVKxAQMGeB2bK+6++24GgG3atKnac0OHDmUA2JkzZ2R/nnrQ1j/q4znBkdLSUhYVFcUiIiJc9mS8lmPHjlV7H0ts3Lix2vnCYrGwxo0bs8jISFZaWlrttSMjI1nLli3t24xGI4uOjmYpKSmsqqqqDmZWXnjhBQaAffnll9Wemzx5ssvzhdlsZhMnTmQA2IQJE5jJZKpzHAQ/1KdzwvLly5ler2eNGjViGRkZXv2sJ3z55ZcMAJs6darT9v79+7v8e2yxWFirVq2q9Zvt2LEjCw8PZwUFBXWO6ZNPPql27SIxa9Ys2fPFK6+8Yr+WKisrq3McBB/Up/OBRF170Prqb6jc9clNN93EAPjknOXt5xyJTz/9lKlUKnbddddRj8l6Rn05JwwaNIgBYFu2bKn23LRp0xgA9t1333l0rPpwTpAjKSmJqdVqVllZWefY6juUoBUUxxPZJ5984vScdNF+6623Vvs5KfGXmJjIxo0bZ99uMBhYeHg4S0xM9OpEFUg8udCqqqpi6enp7OTJk07bjUYja9WqFdPr9SwtLc2+vbCwkLVr147pdDqWmZnp9DPSCfjjjz+2b7NYLPYFNa79HU2YMIEBYG+//bbLRYF27tzp8Yeh9evXMwBs8ODBzGAw2LevXLmSwdas2x2UoK1/1IdzQnFxMTt+/Hi17eXl5fb3pasLkfT0dJaenl5tu9TYf+XKlfZtBoPBfjG3bds2p/1fffVVBoA9//zzTtuff/55BoC98cYbLrc/8cQTLpO0hw4d8vgD0fHjx5lWq2Xt2rVjhYWF9u1paWlMr9ezjh07Ol1gm81mNmnSJAaA/e1vf/MoaU2IRX04JzBm/buo1+tZcnIyO3bsWI37y10npKenu/wbnZ6ezpKTk11+CbJgwQIGgN1zzz1Of/c//vhjBoA9+uijTvtL2++8885qX/Qwxtjp06erXYvIkZ+fz2JiYlhCQgLLzs62b8/OzmYJCQksISHBaVEzxhibMWMGA8AGDRrk8vUJcakv5wNH6vK5wdu/obW5Pvnjjz8YAHbDDTewvLw8l/EfPXrU7etK1OZzzmeffcZUKhXr2LEju3jxokevQ4hDfTknfPfddwwAGz58uFNyMT09nYWHh7OoqCj7gsCM1d9zwoULF9i5c+eqHcdisbCZM2cyAGzEiBEevTbhHhVjnHVhJzxi48aNSE1NxahRo+wNuTt16oQjR45g2bJliI+Px65du6rd4vfpp59i6tSpAID//Oc/eOKJJ+zPjRw5EmvWrAEAXLhwwWe92+rCsWPH8OabbwKw3n7w008/ISkpCaNHj7bv43hLxJkzZ9CyZUukpKTgzJkzTsfasGEDRo0ahdDQUNx9992IiorCL7/8gqysLMybNw/PPPOM0/45OTno168fzp07hzvuuANt2rTBpk2bsHPnTowZMwZLly6FSqWy75+fn4/hw4dj//796NKlC66//nrExsYiOzvbfhtiTk5OtduT5XjkkUfw+eefo1OnTrjllluQk5ODH3/8EZGRkdixYwfatWvntP+bb75pbxy+Y8cOZGRkYNSoUfbXGzduHC1CJjD14Zxw5swZtGrVCn369EHHjh2RnJyM3NxcrF27FufOnUOXLl2wYcOGarfnSe/Ta/8cHjlyBAMHDkRFRQUmTJiARo0aYcWKFThy5AimT5+ODz74wGn/srIyDBw4EAcOHMDIkSPRs2dP7Nu3D6tXr0afPn2wadMmp1uFDQYDxowZgzVr1qB169YYPHgwGjZsiPPnz+PQoUM4cOAAduzYgf79+3vk//rrr+OVV15BSkoKxo8fj5KSEvzwww+oqqrCunXrMHDgQPu+s2bNwmuvvYbIyEg8+eST9lYNjowbNw7du3f36LUJ/qgP54Rjx46he/fuMBgMuPvuu9G+fftq+1y72J7cdcKsWbMwf/58DB48GCkpKYiIiEBGRgZWrlwJo9GIF198EW+88YbTsS0WC26++WasWrUK/fv3x5AhQ3Dy5En8+uuvaNGiBXbt2oXExET7/owxTJkyBV9++SUaNWqEG2+8EY0bN0Zubi6OHTuGXbt24bvvvsPdd9/tkf8333yDBx54AImJiZgwYQIA4Mcff0ReXh5+/PFH/O1vf7Pvu2jRIkyZMgVarRZPPvmkyx6TQ4cOxdChQz16bYIv6sP5APDd5wZv/4bW9vrk1VdfxZw5cxAbG4vRo0cjJSUFV65cwcmTJ7Flyxb8+9//xgsvvOCRuzefc9avX48bb7wRjDFMnTrV5WcTWrxYbOrLOYExhrvuuguLFy9G+/btMWrUKBQVFeGXX35BeXk5vvrqK9x33332/evrOWHjxo0YMWIE+vfvj7Zt2yIpKQl5eXnYsmULjh8/jsaNG9tbVxB1JJjZYcJ/SN96zZw5k23ZsoUNGTKERUREsOjoaHb77bezEydOuPy5jIwM+7dlhw4dcnrujTfeYABY+/btA6HgEZ7c8uBIZmYmA8BSUlJcHm/Xrl1s9OjRLDo6moWFhbG+ffuyH374Qfb1L1y4wB588EGWlJTEdDoda9u2LZszZ45TVasj5eXl7O2332a9evViERERLCwsjLVs2ZKNGzeOffXVV15VsZnNZvaf//yHderUien1ehYfH88mTJhQ7Rs9iSFDhrj9Pc2cOdPj1yb4oz6cE4qKithjjz3G+vTpwxITE5lWq2VRUVGsb9++7O2333a6ldgRV+cKiWPHjrE777yTNWjQgOn1etalSxf20UcfuayCZ8z6zfNTTz3FmjVrxkJCQljz5s3ZM888U61STcJkMrH//e9/bODAgSw6Oprp9XrWvHlzNnr0aPbxxx97XcX2zTffsN69e7OwsDAWExPDbr75ZrZ3795q+0nf8rv7b+HChV69NsEX9eGc4Mk1wrXVc3LXCRs3bmR33XUXa9u2LYuOjmZarZYlJyez2267ja1atUo2hsrKSjZr1izWunVrptPpWHJyMnv44YfdVqT9+OOP7MYbb2RxcXEsJCSENWnShA0dOpS9++677PLly179Dv744w82aNAgFhERwSIjI9mQIUPYmjVrqu0nVcDQdUL9pD6cDxjz3ecGb/+G1vb6hDHG1qxZw8aMGcMSExNZSEgIS05OZtdffz2bM2cOO3v2rFf+nn7OWbhwYY1+kyZN8uq1Cb6oL+cExqzVpPPnz7d/po6OjmYjR45kGzdurLZvfT0n5OTksH/961+sX79+TvH27NmTzZgxg125csWr1yXkoQpagiAIgiAIgiAIgiAIgiCIIEFLNRMEQRAEQRAEQRAEQRAEQQQJStASBEEQBEEQBEEQBEEQBEEECUrQEgRBEARBEARBEARBEARBBAlK0BIEQRAEQRAEQRAEQRAEQQQJStASBEEQBEEQBEEQBEEQBEEECUrQEgRBEARBEARBEARBEARBBAltsANQOhaLBcXFxYiMjIRKpQp2OARBuIAxBovFAq1WC7Xaf9870fmAIJRPoM4HAJ0TCIIH6BqBIAgJukYgCMKRQJ4TPIEStDVQXFyMc+fOBTsMgiA8oF27dtDpdH47Pp0PCIIf/H0+AOicQBA8QdcIBEFI0DUCQRCOBOKc4AmUoK0BlUqF/v3749y5c4iKipLdz2w2IyMjA+3atYNGowlghP5DRCdATK/67iTt6+9vvTw9HzjGVF/HhBfIiR889QrU+QCo39cIgJhe5MQHdI2gPMiJH0T0omsE5SGiFznxgRKvETxFxRhjwQ5CyRQXFyMmJgZFRUWIjo4OdjgEQbjAbDYjPT0dHTt29OsfFjofEITyCdT5AKBzAkHwAF0jEAQhQdcIBEE4EshzgicoI00sAGazGWlpaTCbzcEOxWeI6ASI6UVOyoP3+F1BTnwgohPAtxfPsbtDRC9y4gPenXiP3xXkxA8ievHsxHPs7hDRi5z4gGcnStD6kLCwsGCH4HNEdALE9CIn5cF7/K4gJz4Q0Qng24vn2N0hohc58QHvTrzH7wpy4gcRvXh24jl2d4joRU58wKsTtTioAbo1gSCUD92+SBCEBN2+SBCEI3SNQBCEBF0jEAThCLU4EBSTyYQ9e/bAZDIFOxSfIaITIKYXOSkP3uN3BTnxgYhOAN9ePMfuDhG9yIkPeHfiPX5XkBM/iOjFsxPPsbtDRC9y4gOenShB6yNUKhXi4uKgUqmCHYrPENEJENOLnJQH7/G7gpz4QEQngG8vnmN3h4he5MQHvDvxHr8ryIkfRPTi2Ynn2N0hohc58QHPTtTioAbo1gSCUD50+yJBEBJ0+yJBEI7QNQJBEBJ0jUAQhCPU4kBQTCYTtm/fzmUZtRwiOgFiepGT8uA9fleQEx+I6ATw7cVz7O4Q0Yuc+IB3J97jdwU58YOIXjw78Ry7O/zpZTJbMGnBbsxdme7zY7t9XQHHipyUBSVofYRarUaTJk2gVovzKxXRCRDTi5yUB+/xu4Kc+EBEJ4BvL55jd4eIXuTEB7w78R6/K8iJH0T04tmJ59jd4U+vE5dKsSnjMr7bddbnx3aHiGNFTspCG+wAREGtViMlJSXYYfgUEZ0AMb3ISXnwHr8ryIkPRHQC+PbiOXZ3iOhFTnzAuxPv8buCnPhBRC+enXiO3R3+9CooqwIAGMwWvxxfDhHHipyUBX8pZYViMpmwefNmLsuo5RDRCRDTi5yUB+/xu4Kc+EBEJ4BvL55jd4eIXuTEB7w78R6/K8iJH0T04tmJ59jd4U+v/HJrgtZotiCQSyqJOFbkpCwoQesj1Go1WrduzWUZtRwiOgFiepGT8uA9fleQEx+I6ATw7cVz7O4Q0Yuc+IB3J97jdwU58YOIXjw78Ry7O/zpJVXQMgaYLYFL0Io4VuSkLKjFgY+Q+lyIhIhOgJhe5KQ8eI/fFeTEByI6AXx78Ry7O0T0Iic+4N2J9/hdQU78IKIXz048x+4Of3oVlBvtj6vMFmg1gUnEiThW5KQs+EspKxSTyYT169dzWUYth4hOgJhe5KQ8eI/fFeTEByI6AXx78Ry7O0T0Iic+4N2J9/hdQU78IKIXz048x+4Of3rl2ypoAcBoCmyLA9HGipyUBSVofYRarUbnzp25LKOWQ0QnQEwvclIevMfvCnLiAxGdAL69eI7dHSJ6kRMf8O7Ee/yuICd+ENGLZyeeY3eHP70Kyq8maA1ms8+PL4eIY0VOyoJaHPgItVqNhg0bBjsMnyKiEyCmFzkpD97jdwU58YGITgDfXjzH7g4RvciJD3h34j1+V5ATP4joxbMTz7G7w59eThW05sD2oBVtrMhJWfCXUlYoRqMRq1atgtForHlnThDRCRDTi5yUB+/xu4Kc+EBEJ4BvL55jd4eIXuTEB7w78R6/K8iJH0T04tnpbF4JPv7pT5y5XBzsUHyKP8ek0KEHrdFk8fnx5eB5nslBTsqCErQ+QqPRoE+fPtBoNMEOxWeI6ASI6UVOyoP3+F1BTnwgohPAtxfPsbtDRC9y4gPenXiP3xXkxA8ievHs9MW2LLy1z4yf914Idig+xZ9j4lhBW2UOXIKW53kmBzkpC2px4CPUajUaNGgQ7DB8iohOgJhe5KQ8eI/fFeTEByI6AXx78Ry7O0T0Iic+4N2J9/hdQU78IKIXz06hIdYkUiATjYHAn2Pi2IO2KoAVtDzPMznISVlQBa2PMBqNWLFiBZdl1HKI6ASI6UVOyoP3+F1BTnwgohPAtxfPsbtDRC9y4gPenXiP3xXkxA8ievHspFFZ/19Zxd+K8+7w15hUGs0or7q6MFggE9s8zzM5yElZUILWR2i1WgwaNAharThFySI6AWJ6kZPy4D1+V5ATH4joBPDtxXPs7hDRi5z4gHcn3uN3BTnxg4hePDuF6a0xV4lVQOu3MXHsPwsEtgctz/NMDnJSFvxFrFBUKhWio6ODHYZPEdEJENOLnJQH7/G7gpz4QEQngG8vnmN3h4he5MQHvDvxHr8ryIkfRPTi2UmvtdbMBTLRGAj8NSaO/WcBwGhmPn8NOXieZ3KQk7KgClofYTQasXTpUi7LqOUQ0QkQ04uclAfv8buCnPhARCeAby+eY3eHiF7kxAe8O/EevyvIiR9E9OLZSWtrcVAhYIsDf4yJY/9ZAKgym2X29D08zzM5yElZqBhjgfvKgUOKi4sRExODoqIit1l4xhgqKysRGhoKlUoVwAj9h4hOgJhe9d3JbDYjPT0dHTt29OtqjZ6eDwAaE14gJ37w1CtQ5wOgfl8jAGJ6kRMf0DWC8iAnfhDRi+drhO92ZeGl3w7jxo4N8fmkPn6NKZBIY2JRa3HofDH6tGgAjbp2840xhsPni9EuORKrj+Ti8e/T7M99cn8vjO6c7Kuwa4yjvr53eEKJ1wieQhW0PoTHHhc1IaITIKYXOSkP3uN3BTnxgYhOAN9ePMfuDhG9yIkPeHfiPX5XkBM/iOjFq5Nea00KGQRrcQBYx+Td1Rm4+9OdWHkop9bH+f3ABYz5cCveXZ2BwmoVtIH9vfE6z9xBTsqBErQ+wmQyYeXKlTCZxLk1QUQnQEwvclIevMfvCnLiAxGdAL69eI7dHSJ6kRMf8O7Ee/yuICd+ENGLZyetynpDs8EYuFv1A4E0JucKygEAF4sqa32sE7mlAIAdp64gvyx4i4TxPM/kICdlQS0OasCb2xdNJhO0Wq1QpeGiOQFietV3J6Xevlifx4QXyIkfPPVS4u2L9X1MeIKc+ICuEZQHOfGDiF48XyOsPnIRj369F92bxWLJYwP9GlMgkcZk6rf7sf7YJTw3qj0eS21Tq2O99NshfLfrLHQaNf7Wuym+3XXW/tzcO7rgnr7NfRW2W+rze4cnlHiN4ClUQetDeMzQ14SIToCYXuSkPHiP3xXkxAciOgF8e/EcuztE9CInPuDdiff4XUFO/CCiF69OOq01JVMlYIsDk8lk9zLWoRVBfqm1rUGV2YK/zhQ4PVeX49YGXueZO8hJOVCC1keYTCasXr2a24ngChGdADG9yEl58B6/K8iJD0R0Avj24jl2d4joRU58wLsT7/G7gpz4QUQvnp2kFgeVArY4WL16NQwmq1edErRlV/vOHs8tAQBIhZGBTGzzPM/kICdlQS0OasCb25UIgggOSrx9kSCI4KDE2xcJgggedI3AN098n4bdmfn448lBiIvQBTscgnOUeI2w72wB7vjvdjRrEIYt/xrm15iCwbiPtmF/diEeHdwKL93csVbHuHH+Jpy8VOq0LSFSj7xSA/41uj2mDa1d6wSCoBYHgsIYQ3FxMUTKd4voBIjpRU7Kg/f4XUFOfCCiE8C3F8+xu0NEL3LiA96deI/fFf5wKio3YtnBC7hYXIldmfk+O66niDhOgJhePDvpNdaUjMEoVosDaUykCte6VLo6VtBKJMfoAQBGU+DGnOd5Jgc5KQtK0PoIk8mELVu2cFlGLYeIToCYXuSkPHiP3xXkxAciOgF8e/EcuztE9CInPuDdiff4XeEPpx2nr0D6fJ1hu605kIg4ToCYXjw7qVH3BKYSkcakri0OzBaGwvLqCdqGUaEAgCpz4FpD8DzP5CAnZUEtDmqAblciCOVDty8SBCGhxNsXCYIIHnSNwC8zlx7GlzuyAAC3dGmEj+7rGeSICN5R4jVCdn45Br29AWEhGqTPGe3XmILBkHc2IOtKOe7q3RRv39nN65/PL6tCzzlrAAA6jRpVtkTvPX2b4fvd2XVqnUAQ1OIgSJSWlqJp06ZQqVT466+/fH58i8WC/Px8WCzifPMlohMgphc5KQ/e43cFOfGBiE4A3148x+4OEb3IiQ94d+I9flf4w2nbqSv2x8eDUEEr4jgBYnrx7KS1ZWSq6rCIlhKRxkSqDDaaa1cXKLU3iArVol1yJABAq1ahga0ndSArj3meZ3KQk7KoNwnaOXPm+LXE2Ww2Y8+ePTAHsMTe34joBIjpRU7Kg/f4XUFOfCCiE8C3F8+xu0NEL3LiA96deI/fFb52ulRc6bQoUGZemf1W6UAh4jgBYnrx7KRVWf9vtjCYBErSSmNS1xYHUoI2PkKHTo1iAABxETrobNWOgUxs8zzP5CAnZVEvErTHjh3DRx99hNdee81vrxESEoJRo0YhJCTEb68RaER0AsT0IiflwXv8riAnPhDRCeDbi+fY3SGiFznxAe9OvMfvCl877ThtrZ7t3CQa0aFamC0Mpy6V+eTYniLiOAFievHsFBGmsz8WqYpWGhNpEa+6JmjjInS4rrG1VURceAh0ttJjYwAraHmeZ3KQk7KoFwnaxx9/HH//+9/Rvn17v72GxWLBpUuXuCyjlkNEJ0BML3JSHrzH7wpy4gMRnQC+vXiO3R0iepETH/DuxHv8rvC107aTeQCAga0T0D45CkDgFwoTcZwAMb14dpIqaAGxFgqTxsRg9k2Lg/gIHVLbN0R0qBZD2iUiRGP9xQUyqc3zPJODnJSF8AnaxYsX49ChQ3j11Vf9+joWiwWHDx/mchLIIaITIKYXOSkP3uN3BTnxgYhOAN9ePMfuDhG9yIkPeHfiPX5X+Nppu63/7PWt4+0J2mMXA5+gFW2cADG9eHZSq6z/AYBBsATtoUOHHHrQ1s6toNxWQRuuQ/P4cKS9OhIv33Ld1QraACdoeZ1ncpCTshA6QVteXo6nn34ab7zxhserqRoMBhQXFzv9B8Dev8JsNrt8DABDhgyBVquFyWSyTwa5x0aj0ekxY8zpMWOs2mMATo8tFovTY6nHrtxjs9ns9Lg+OplMJqhUKgwbNsx+LHISw8kf1PZ8QGNCTuTkWyez2QytVovBgwdDrVbX6OQv6BpB/LlGTmI6+QO6RvCfU2mlEecKKgAAPZrHok1COAAg42Ixt05KGSdv/56K6OQv6nKNoNda+6mWV1YJM9dUKhUGD021O1aZLLVyulJqAADEhmnBGINaZd2u01jH2mA0B9RJtHMCOfnvnFAbhE7Q/vvf/0ZSUhKmTJni8c/MnTsXMTEx9v+aNWsGADh8+DAAID09Henp6QCAgwcP4sSJEwCAffv2Yf/+/bBYLNi9ezeys7MBANu3b0dOTg4AYPPmzcjLs96us379ehQWFgIAVq9ejZIS6zfCK1euRGVlJUwmE1auXAmTyYTKykqsXLkSAFBSUoLVq1cDAAoLC7F+/XoAQF5eHjZv3gwAyMnJwfbt2wEA2dnZ2L17NwAgMzMTaWlpAIATJ07g4MGD9c4pLS0Np0+fxvnz58lJICfp9X1Nbc8HNCbkRE6+dcrMzITFYsGWLVuQlZXl1slf5wOArhHqw1wjJ/Gc6BpBeWNSk9OVEmtyNkSjQggzIT/T+js9drGYWyeljJM3f09FdFLqNYJGZU0W/ZV2QJi5dvr0aZw5e87++zGaLbVyumw7H1zKPuXkFGJL0F7IvRxQJ9HOCfXdyZ/nhFrBBOXMmTNMp9OxFStWsIKCAlZQUMCWLVvGALANGzawkpISlz9XWVnJioqK7P9lZ2czACw/P58xxpjJZGImk6na48rKSrZx40ZmNBqZ0WhkZrOZMcZkH1dVVTk9tlgsTo8tFku1x4wxp8dms9npsdFodPvYZDI5PXblIbqT0WhklZWVbNOmTayiooKcBHGqqKhghw4dsv+8r6jt+YDGhJzIybdO0s9s3LiRGQwGt07+Oh8wRtcI9WGukZN4TnSNoLwxqcnp8PlClvL8ctZrzmpmsVjY5aIylvL8cpby/HJ2pbicSyeljJM3f09FdFLqNUK3V1ewlOeXswNnrwgz1yorK9nyNRvt791b399SK6cHPt/JUp5fzr7fmenk9Pv+8yzl+eVswifbAuok2jmhvjv585xQG1SMsdp1a1Y4GzduRGpqquzz/fr1w86dO2s8TnFxMWJiYlBUVORxmwSCIAKL2WxGeno6OnbsCI1G47fXofMBQSifQJ0PADonEAQP0DUCf+w4dQX3fLYTrRMjsO6ZoQCA/m+sw8XiSvzyjwHolRIX3AAJblHqNcKgt9cjO78Cv04bgJ7NxZnfucWV6PfGOgBAh+Qo/PnUYK+PMeaDrTh0vggLJvfGsA5J9u1/Hr6Iv3+zF71S4vDLPwb4LGaifhHIc4InCNvioHv37tiwYYPTf//3f/8HAPjkk0/w3//+16evZ7FYkJWVZe9lIQIiOgFiepGT8uA9fleQEx+I6ATw7cVz7O4Q0Yuc+IB3J97jd4UvnYoqrD0BY8JC7NtaJUYAAM7ml9X5+J4i4jgBYnrx7GSxWKCyxV0l2CJhmVnZ9n/XdjGv/LKri4Q5otOq6nTc2sDzPJODnJSFsAna2NhYDB061Om/7t27AwB69eqFnj17+vT1LBYLzp8/z+UkkENEJ0BML3JSHrzH7wpy4gMRnQC+vXiO3R0iepETH/DuxHv8rvClU7GLBG1UqBYAUGYwu/wZfyDiOAFievHsZE3QWhdBMgiWoM2+cNH+b6O5djduSwna+Ai903adrdoxkEltnueZHOSkLLTBDkAUtFotBgwQq7ReRCdATC9yUh68x+8KcuIDEZ0Avr14jt0dInqREx/w7sR7/K7wpZOrCtpwnfVja0VV4BK0Io4TIKYXz05arRZxMVHIKi4UqoJWq9Wic9duwIYtAGpX6VpRZUaF0fqej4sIcXouRGOtoK0KYAUtz/NMDnJSFsJW0Lpi6NChYIyhd+/ePj+22WzGyZMnYTYH7qLB34joBIjpRU7Kg/f4XUFOfCCiE8C3F8+xu0NEL3LiA96deI/fFb50cpWgDdNZq+XKqkx1Pr6niDhOgJhePDuZzWZYjAYAgMHEX/xymM1mnDqTZf93bRK0+eXW6lmdRo1IvXNtoU6rrvVxawvP80wOclIW9SpB608YYygoKIBIa66J6ASI6UVOyoP3+F1BTnwgohPAtxfPsbtDRC9y4gPenXiP3xW+dHJZQRtiTdAGsoJWxHECxPTi2YkxBpXFOq9FqqBljCG/sNj+79q45Zfa+s9GhEClUjk9F6JR1/q4tYXneSYHOSkLanHgI7RaLfr06RPsMHyKiE6AmF7kpDx4j98V5MQHIjoBfHvxHLs7RPQiJz7g3Yn3+F3hSycpQRvt1OLAmqAtD3CLA9HGCRDTi2cnrVaLxPg44FKuUD1otVotWrdtD2zaBaB2PWilCtoG1/SfBQC9vYI2cEk4nueZHOSkLKiC1keYzWYcO3aMyzJqOUR0AsT0IiflwXv8riAnPhDRCeDbi+fY3SGiFznxAe9OvMfvCl86uaygtd3eHMgErYjjBIjpxbOT2WyGoaIUgFgVtD5pcVBmbf3Q4Jr+s0BwKmh5nmdykJOyoAStD6moqAh2CD5HRCdATC9yUh68x+8KcuIDEZ0Avr14jt0dInqREx/w7sR7/K7wlZPrRcJsLQ6MgetBC4g5ToCYXjw7aZg1yShSD1oAKK8w2B+bLMzrW86vlMpX0IbYKmgDuUgYwPc8k4OclAO1OPARGo0GPXr0CHYYPkVEJ0BML3JSHrzH7wpy4gMRnQC+vXiO3R0iepETH/DuxHv8rvClU7GrRcJCAt/iQMRxAsT04tlJo9EguWECkJUtVAWtRqNBk+YtgG0F9m1GM4NOq5L/oWsokFochFevoNVpri4Sxhir1qPWH/A8z+QgJ2VBFbQ+wmw24/Dhw1yWUcshohMgphc5KQ/e43cFOfGBiE4A3148x+4OEb3IiQ94d+I9flf40sleQRvuWEEbnBYHoo0TIKYXz05msxmlxYUAIFQPWrPZjNNZZ522edvmoKDcei6IDddVe05K0DJmrc4NBDzPMznISVlQgpYgCIIgCIIgCIIIOowxe4I2NuxqUubqImGBbXFAEIEgRG2t/hSpghaovoCXtwla6fcRZnv/O6LTXk1l1aa/LUEoEWpx4CM0Gg06d+4c7DB8iohOgJhe5KQ8eI/fFeTEByI6AXx78Ry7O0T0Iic+4N2J9/hd4SunsiqzvRrOqcWBLjgtDkQbJ0BML56dNBoNmiQ3BNKLhaqg1Wg0SExqBCDfvs3bfrFS4lVaEMyREM3VlgZVJgtcFNn6HJ7nmRzkpCyogtZHmM1mpKWlcVlGLYeIToCYXuSkPHiP3xXkxAciOgF8e/EcuztE9CInPuDdiff4XeErJ6l6VqdRIzTk6kdV+yJhAW5xINo4AWJ68exkNptx5XIuAPFaHGRmZTttu7aitiakBK1OU72/rEatgtR2NlALhfE8z+QgJ2VBCVofEhYWFuwQfI6IToCYXuSkPHiP3xXkxAciOgF8e/EcuztE9CInPuDdiff4XeELpyJbz8nosBCnRX+C0YMWEHOcADG9eHYKD7VWixtM/CWU3KJxvmHb6GUCuspkTei6qqBVqVQOC4UFpgctwPc8k4OclAO1OPARGo0GHTp0CHYYPkVEJ0BML3JSHrzH7wpy4gMRnQC+vXiO3R0iepETH/DuxHv8rvCVk32BsDDnj6nBqKAVcZwAMb14dtJoNGjaKBlAvlA9aDUaDWLi4uHY4sDbXrHuWhwA1kp7g8kSsN8bz/NMDnJSFlRB6yNMJhP27NkDk0mcxvUiOgFiepGT8uA9fleQEx+I6ATw7cVz7O4Q0Yuc+IB3J97jd4WvnK4maEOctksJ2iqzBaYA3c4s4jgBYnrx7GQymZBzztoKQKQWByaTCVnnzjttq3UPWq1MglardtrP3/A8z+QgJ2VBCVofoVKpEBcX53QrDu+I6ASI6UVOyoP3+F1BTnwgohPAtxfPsbtDRC9y4gPenXiP3xW+ciqWSdA6ruJebgxMFa2I4wSI6cWzk0qlQmxUBAAIVUGrUqmgCdE7bfNlD1rgamVtoH5vPM8zOchJWVCLAx+h0WjQpk2bYIfhU0R0AsT0IiflwXv8riAnPhDRCeDbi+fY3SGiFznxAe9OvMfvCl85yVXQ6jRqaNQqmC0M5QYzokNDXP24TxFxnAAxvXh20mg0aNakEYCLQvWg1Wg0CI+MBlBg3+Zt9XuVWb4HLQCEaFW2/QLX4oDXeSYHOSkLqqD1ESaTCdu3b+eyjFoOEZ0AMb3ISXnwHr8ryIkPRHQC+PbiOXZ3iOhFTnzAuxPv8bvCV05yCVqVSoXwEGsVbXlVYH5vIo4TIKYXz04mkwmnT2YAEKuC1mQyIftCjtM2r1scmGruQeu4n7/heZ7JQU7KghK0PkKtVqNJkyZQq8X5lYroBIjpRU7Kg/f4XUFOfCCiE8C3F8+xu0NEL3LiA96deI/fFb5ykkvQAkC4XkrQBqbKUMRxAsT04tlJrVajUcMEAGL1oFWr1dCFhjttq22LA9kKWqnFQYAqaHmeZ3KQk7KgFgc+Qq1WIyUlJdhh+BQRnQAxvchJefAevyvIiQ9EdAL49uI5dnf4yyunqAINo0KhUQe+d5iIY0VOyoP3+F3hKycpQRvtKkGr0wIwoCJAPWhFHCdATC+endRqNZo2TgaQJVQFrVqtRkhoGIBC+zZvK13tPWi1rq8H9AFeJIzneSYHOSkL/lLKCsVkMmHz5s1cllHLIaITIKYXOSkP3uN3BTnxgYhOAN9ePMfuDn94fbfrLK6fux4frj/ps2N6g4hjRU7Kw2QyYeOmTdzG7wpfjYm7CtqwkMBW0PI+z+QQ0YtnJ5PJhPTDhwCIVUFrMpmQk3vZaZu3iVRjTT1oA7xIGM/zTA5yUhaUoPURarUarVu35rKMWg4RnQAxvchJefAevyvIiQ9EdAL49uI5dnf42iu/rApv/pEOAFiTftEnx/QWEceKnJTFyUsl6Dd3A57bbOAyfjl8NSZuWxzorAnaigD1oOV5nrlDRC+endRqNVo2bwpArB60arUaOn2Y0zZvWxFUedziwLvWCbWF53kmBzkpi6C1ONiwYQPWrVuHbdu24dy5c8jLy0N4eDgSExPRpUsXDBkyBLfeeiuSk5ODFaJXSH0uREJEJ0BML3JSHrzH7wpy4gMRnQC+vXiO3R2+9pq/5jiKK62Jl/ScEpRXmWy3NAcOEceKnJRFpD4EV8qqoFWrAAS+jYe/8NWYFNsStLHhumrPhemC04NWNET04tnpaouDjID1Ug0EarUaKq3z+9jXPWh1UouDACW2eZ5ncpCTsghoSrmsrAxz585Fq1atcOONN+KNN97Apk2bcP78eURERKCyshKHDx/Gt99+i0cffRQpKSm48847sW3btkCGWStMJhPWr1/PZRm1HCI6AWJ6kZPy4D1+V5ATH4joBPDtxXPs7vClV3pOMb7bdRaA9TZms4XhQHZRnY/rLSKOFTkpiwYR1oSFycKQX1oR5Gh8h6/GxJMK2rIAtjjgdZ65Q0Qvnp1MJhP27dkFADAEqL9yIDCZTLicX+C0zesWB7bEq04hi4TxPM/kICdlEbAE7SeffII2bdrg5ZdfRnR0NObMmYN169ahqKgI5eXlOHfuHK5cuQKj0Yhjx47hyy+/xF133YXVq1dj8ODBuOOOO5CZmRmocL1GrVajc+fOXJZRyyGiEyCmFzkpD97jdwU58YGITgDfXjzH7g5fen29MwsWBtzUORnDOjQEAOw7W1DDT/keEceKnJSFTqtGdKi1MrygnL8Pj3L4YkwYYyh0m6C1/t4C2eKA13nmDhG9eHZSq9Xo1LEDgMAlGgOBWq1GiD4UwNX+0aba9qBV0CJhvM4zOchJWQQs4scffxwjRozAwYMHsX//frz00ktITU1FVFSU034qlQrt2rXDAw88gK+//hq5ubn43//+hwMHDuDrr78OVLheo1ar0bBhQy4ngRwiOgFiepGT8uA9fleQEx+I6ATw7cVz7O7wpdfJ3FIAwOjOyejRPBYAkBakBK1oY0VOyiMhUg8AyC83BjkS3+GLMSmrMsNssSZk3FXQBrLFAc/zTA4RvXh2UqvVaJJs/WLSaGawWALTT9XfqNVqMJX1PRuht/7fm16xjDEPetBaE7eB6t3L8zyTg5yURcAiPnLkCL766it07tzZq58LCwvDww8/jIyMDDzwwAN+iq7uGI1GrFq1CkajOBdaIjoBYnqRk/LgPX5XkBMfiOgE8O3Fc+zu8KVX5pUyAECL+Aj0TIkDAOw7WwjGAvtBVcSxIifl0SDCmnzMLSoPciS+wxdjIrU30GnUCA2p/jH16iJhgUnQ8j7P5BDRi2cno9GILRvX2/8tShWt0WhEQVEJgKvV795UupocEtU1LxIWmN8Zz/NMDnJSFgFL0LZr187p32+99ZZXvzCNRoOWLVv6OiyfodFo0KdPH2g0mmCH4jNEdALE9CIn5cF7/K4gJz4Q0Qng24vn2N3hK69SgwmXSwwAgBYJEejUOBo6jRr5ZVU4cyWwCSwRx4qclEe8rYK2oEKcFge+GBNpgbDoMC1Uquq3NIfZkjyBqqDlfZ7JIaIXz04ajQb9+/a2/9tgFCNBq9FooA6xnusi9LYErReVro7JXLketNIiYYGqoOV5nslBTsoiaDW/L774Ijp37owVK1YEKwSfolar0aBBAy7LqOUQ0QkQ04uclAfv8buCnPhARCeAby+eY3eHr7zO5FmrZxtE6BATFgK9VoMuTWMAAPuyAtvmQMSxIiflYW9xUMZfdY8cvhiTcltvWana7lqC0eKA53kmh4hePDup1Wo0TIiH9J2EwSzGQmFqtRomWxFspK3FgTcVtEaTYwWt6x60UgVtIHvQ8jrP5CAnZRG0iBcuXIiSkhKMHTsWN998MzIyMoIVik8wGo1YsWIFl2XUcojoBIjpRU7Kg/f4XUFOfCCiE8C3F8+xu8NXXmfs7Q3C7dt62vrQBnqhMBHHipyUR1yYNQF5uaQiyJH4Dl+MiZR4lRKx12JvcWAMTOUx7/NMDhG9eHYyGo1YuXKlfcErUSpojUYjyiqsd8dIFbTe9KCV2haoVIBGXdMiYYFph8TzPJODnJRF0BK0kyZNQkZGBv75z39i3bp16NKlC5599lkUFxcHK6Q6odVqMWjQIGi1rr/x5RERnQAxvchJefAevyvIiQ9EdAL49uI5dnf4ykuqoG2REGHf1r2ZtQ/t4QuBvS4UcazISXkkRltXNs8vF6fFgS/GpKYErbQSfJkhMBWGvM8zOUT04tlJil0X4H6q/kar1YKprE72FgfeVNA6LBDmquWJ9BwQuBYHPM8zOchJWQQ14sjISMybNw+PPPIInnrqKcyfPx/ffPMN3njjDTz44IPBDM1rVCoVoqOjgx2GTxHRCRDTi5yUB+/xu4Kc+EBEJ4BvL55jd4evvDLzrH1mW8ZfTdA2b2Ctps0pDGyFoYhjRU7KIyHSlqAtrQpyJL7DF2NSYU/Quv6IKiV5ArVIGO/zTA4RvXh2kmLXh2iASpOiK2jPXinHF1tP4+FBrdCsQbjbfVUqlb2yNbIWi4RJ+8r1nwUCv0gYz/NMDnLyjKysrFr9XEpKilf7K6IpQ/v27fHHH39gyZIliIyMxMMPP4w+ffpgx44dtT7mypUrMWTIECQmJkKv16NVq1Z4+umnUVRU5MPIr2I0GrF06VIuy6jlENEJENOLnJQH7/G7gpz4QEQngG8vnmN3h6+87C0OHCpoG8VaE1iXSw0B6y0HiDlW5KQ8YkKtH8HySiuDHInvkMYkv6Qct36wBfNXH/f6GFIFbZhcBa3UgzaALQ54nmdyiOjFs5MUu87WZ1XJFbQfbzqFL3dk4fvdZ2vc12CogsliTdCG16YHrb2C1nX1LBD4RcJ4nmdykJNntGrVCi1btvT6P29RVM3v2LFjMXr0aLz77rt4/fXXccMNN+Dee+/FW2+9hcaNG3t1rPz8fPTr1w9PPPEE4uPjcfjwYcyaNQuHDx/G6tWrfR67VqvFyJEjuSyjlkNEJ0BML3JSHrzH7wpy4gMRnQC+vXiO3R2+8pJaHLR0SNA2CNdBp1GjymzBpRIDmsSG1ek1PEXEsSIn5ZEUY608uyLQImHSmGw+XYTD54uRX1qFp0e29+oYVxcJk+lBGxLYRcJ4n2dyiOjFs5MU+39O7gIAGIzKXSQszdYXvrCi5nOXRXW1FjDS3uLAix60tkXCQtxW0Kpsxw1ciwNe55kc5OQZo0ePBmPV5++qVavQunVrtGnTxmn7yZMncfLkSa9fRxGjYDKZcODAAezatQu7d+/Grl27UFFRAcYYvv32WyxZsgSzZs3C008/Ldt/5Fruv/9+p38PHToUer0ejz76KC5cuOB1wtcTRJrUEiI6AWJ6kZPy4D1+V5ATH4joBPDtxXPs7qirV3GlEVfKrLd5O1bQqtUqJMXokZ1fgZzCioAlaAExx4qclEV8hA4AUFRhRJXJYq8C4x2tVovTl0sBWN28paLGRcIC2+IA4HueuUNEL56dtFqt4nvQlhlMyMgtsT+uCceq1vA6tDhwl6C9ukhY4H5nPM8zOcipZlasWOFyu0ajwX333YeZM2c6bZ89ezZmzZrl9esE7Wrg+++/xz//+U8MGDAA0dHR6Nu3L6ZPn46vvvoKhYWFuO222/D222/j559/RteuXfHcc88hNTUVhYWFtX7N+Ph4AEBVle/7PZlMJqxcuRImkzjN/kV0AsT0IiflwXv8riAnPhDRCeDbi+fY3eELL6l6NiFSb6+wkWgUY03K5hQF7jZwEceKnJRHRIgKalgrcQrKxehDK43JqUvWBG1ZldnrpEmZ1OIgxPUHa3uLgwAlaHmfZ3KI6MWzkxS7TmstRFNqD9qD54pg61iA0sqaf88VhqvnNulLl1r1oHXzBVagFwnjeZ7JQU7KImip8vvuuw+ANePcpUsXDBgwAAMGDMD1119frVfD+PHj8d///hdPPfUUnnrqKSxatMjj1zGbzTAajTh69Chmz56NsWPHokWLFj40saLVanHzzTcL9e2DiE6AmF7kpDx4j98V5MQHIjoBfHvxHLs7fOGVaW9vUH2xkUYx1j60OUWBWyhMxLEiJ+Wh04UgPlKPy6VVyCs1ICk6NNgh1RlpTL7+fI99W3GFEfGReo+PUWFrcRChl6ug1dj2C1yLA57nmRwievHsJMX+zRfW945SK2jTsgvsj0s9qKA122oBdVq1Q69YL1oceNCD9uoiYZ4fty7wPM/kIKe6ERISgrKysmrbS0tLERIS4vXxglZB++9//xvr1q1DYWEh9u3bhw8//BD33nuvbCPdadOm4f7775ctLZYjJSUFYWFh6NWrFxo1aoTvvvvO7f4GgwHFxcVO/wHWRK/0f1ePTSaTvTLXZDLBYrG4fWw0Gp0eS/0spMeMsWqPATg9tlgsTo+lbwjkHpvNZqfH9dVJ+hlyEsvJH9TlfEBjQk7k5FsnAKisrAza+QCgawR/zLVTttslW8RHVHNKtiVozxeUc+Uk4jjx7uQP6nqN0MDW5iCvpLLG+Hkak1O2FgcAcKXE9TlbzqnUYI0xLETj0iks5Oot4AajSXHzjJdxAjz/eyqik7+o6zWCXmv9AqLS9kWF0sYlLcshQVvpfoxMJhMqqqzH12nUkIpgq0xmj52kfrUhGrWsk1R1LB2XzgnkFOhrhKSkJOzatava9p07dyIpKcnr4wUtQfvSSy8hNTUVERERNe9so127dsjPz/fqdVauXInt27fjs88+Q3p6OsaMGWMfPFfMnTsXMTEx9v+aNWsGADh8+DAAID09Henp6QCAgwcP4sSJEwCAffv2Ye3atTCZTNi9ezeys7MBANu3b0dOTg4AYPPmzcjLywMArF+/3t6uYfXq1SgpKbHHW1lZCZPpall2ZWUlVq5cCQAoKSmxL3JWWFiI9evXAwDy8vKwefNmAEBOTg62b98OAMjOzsbu3bsBAJmZmUhLSwMAnDhxAgcPHqx3TmlpaTh16hRWr15NTgI5Sa/va2p7PqAxISdy8q1TZmYmTCYT1q9fj6ysLLdO/jofAHSN4I+5tu2Q9XjN40KrOTW2tTg4kHGWKycRx4lnJ6VeI7BKa/Im4+xFt/HzNCa/rViNgvKrH3a37t7nldPprHMAAL1W5dLJUnW1mv7i5XxFzTNexsmbv6ciOin5GsG2Bh4uXs5z6xCMcTl9+jT+ysyzu14pKXPrlJaWhlOZ1rFQMTOKC63J3bz8Ao+djLa2BRoVZJ1MVQYA1sXHlPa3h5f3T313qus5YciQIdiyZQtmzpyJS5cu4dKlS5gxYwa2bt2KQYMGeX08FXO1FJlCOX/+PFavXo0pU6bU6ucPHDiA7t274+eff8add97pch+DwQCDwWD/d3FxMZo1a4b8/HzExcXZk7sajcbpsclkgkqlsj9Wq9VQq9Wyj41GIzQajf2xVquFSqWyPwasJyLHxyEhIWCM2R9bLBaYzWb7Y4vFAq1WK/vYbDaDMWZ/7MqDnMiJR6fKykqcPHkSHTt2hEbj+ra42kDnA3IiJ/6c/HU+AOic4A+ncR9txf7sInx4bw+M6pjo5LQ+4wqmfr0XXZtG4/fpg7hxEnGceHZS6jXC0z8fxNL9F/DSzR3w6ODWQozJ/nNFGP/xDvvv5IuJPZHaIcljp8kLdmFjRh7eGt8Fd3Rv5NKp7ct/wGRh2P58KhIjQxQzz3gap/rspORrhMd/2I+Vhy5i1pjrMHlgS0WNS/aVUgx6Z5PdLT5Ch70zRrh1OnKhGLf9dweSovV49dbr8Nh3aeidEoufpl7vkdOfhy/iH9/uQ58Wcfhp6vUundan5+LBL/9C16YxWDJtgKLmmojvHxGd6npOOHLkCPr27YuKCud2XHq9Hrt370aXLl28Oh5XjSaaNGlS6+QsAHTt2hUhISE4efKk7D56vR56ffVeSdJgOQ7atY9LSkoQFRVln5AAZB879qPw5rFKpbI/liaVp4/dxV5fnLRaLRhjKC4uRlRUFFQqFTkJ5uRLans+oDEhJ3LyrRNgvT2qvLwcUVFRHjv5GrpG8P1cyy22fphtEhtWbR+pglbahxcnEcdJFCdfUtdrhChbWPllRvt2x30keBqTI2evVtgBQGmVxX5MT5wqbRVz4TqtrFOYToOSShMqTRav/Oi9U7e/pyI6+Zq6XiNI/VRNtpW4lDQuhy5YKyXjwkNQUG6096B1Ny7Sul16rcbevsFogcfnhCqHRcIcY3fcR2c7bpXJoui/PUp+/5BT3c4JnTp1woYNG/Dyyy9j165dYIyhT58+eP31171OzgJBbHEQDHbt2gWj0YhWrVr5/NgmkwlbtmyBycTfSnFyiOgEiOlFTsqD9/hdQU58IKITwLcXz7G7o65eJrMFl0qsydfGsWHVnpd60F4qMXi9GnxtEXGsyEl5mEwmFF++AAC4UmqoYW8+MJlM2HLghNO2ogrvevuV2xb/khYDc4X0XHkAFgrjfZ7JIaIXz05S7DrbYlgGU2D+3nlD2llri4IBbRIAWGOs6e+y1IM2RKNCiK0JrcmLv+WOPWjlkBYQC9TCajzPMznIqe707dsXa9asQXFxMUpKSrB+/Xpcf/31tToWVxW03nDHHXegd+/e6Nq1K8LCwnDgwAG888476Nq1K8aNG+fz1wsJCcEtt9zi8+MGExGdADG9yEl58B6/K8iJD0R0Avj24jl2d9TVK6+0CmYLg0atQoKLld7jI3QI0ahgNDNcKjGgiYskrq8RcazISXmEhIRgYK8u+P3MIVwpqwp2OD4hJCQEqugkALlQqwALA4rKa5egDXOboNUCMKDC6P8ELe/zTA4RvXh2kmLfucTaq1aJCdqTl6yL//Vt0QArDlr7eJYZTIgN18n+jMVWC6jXahCitiZSvfmyVdrXXYJWZ0v8VgXod8bzPJODnDxD6m/tLSkpKV7tL2yCtm/fvvjxxx/x5ptvwmKxoEWLFnjkkUfw7LPPQqeTP5HUFovFgsLCQsTGxtrLsXlHRCdATC9yUh68x+8KcuIDEZ0Avr14jt0ddfW6UGTt15UUpYfG9uHNEbVaheSYUGTnV+BiUUVAErQijhU5KQ+LxQIdsyZmRamgtVgsOJFrXfisQ3I0juYUo9DLCtoKW4I2Qif/ETUsJHAVtLzPMzlE9OLZSYpdp5UqaP0/t72l0mhNgMZF6KDXqmEwWVBaQ4LWYLRWLzpW0EpVsZ4gJWh1bito1U77+hue55kc5OQZrVq1Qm2W77JYvJubQR+BgwcP4quvvpL9d2154YUXkJaWhuLiYpSWluLw4cOYPXs2oqOj63xsV5jNZuzZs8feoFgERHQCxPQiJ+XBe/yuICc+ENEJ4NuL59jdUVevi0WVAIBGbhKvjaKtz10orKzVa3iLiGNFTsrDbDYj94x1TYy8UjEqaA1VRpzNt37p0qN5LIDatDiwJnTctTiI0Fufq6jy/62rvM8zOUT04tlJil2qMg1UNag3VNqSxnqtGpF66xcoUh9aOaT3aIhGZU+keuMm7Su1MXCFvhaJ37rA8zyTg5w8p02bNhg9erRH/7Vp06ZWrxH0CtrffvsNs2fPxsSJE13+mxdCQkIwatSoYIfhU0R0AsT0IiflwXv8riAnPhDRCeDbi+fY3VFXrxxbglbqNeuKRrHW56Rkrr8RcazISXmEhITglhsH4819G3ClzADGmH0hE17JLTXBzIDQEDU6JFsXaqptD1p3LQ7CbNW1ZYbAtDjgeZ7JIaIXz05S7MfWWns4K7HFgcFWQavXqhEZqsWVsiqUVrpP0EotDkJDtPYkq3ctDjzpQRv4Fge8zjM5yMlz7rvvPsycOdOjfWfPno1Zs2Z5/RpBr6AVBYvFgkuXLnldwqxkRHQCxPQiJ+XBe/yuICc+ENEJ4NuL59jdUVevi7YWB42i5RO0UvI2J0AJWhHHipyUh8VigaWiCID11uFA3K7vb05csq7y3iI+wn7bszcJWrOF2RNT4W5aHIRLLQ4C0IOW93kmh4hePDtJsdumtiIraKW2C6EhGnsLkpoqaCsdWhzoatGKQNpX60kP2gC2OOB1nslBTsqCErQ+wmKx4PDhw1xOAjlEdALE9CIn5cF7/K4gJz4Q0Qng24vn2N1RV68LHrU4kBK0FbV6DW8RcazISXlYLBacOp5uTy4UlPPf5iD7ShkAIKVBGGLDQwAAxV4kaB0X/XLX4kB6LhAtDnifZ3KI6MWzkxS7VGWqxAraymsqaIGaE7RSolnn0OKgdj1o5e8ucKygrU1/UG/heZ7JQU6eERYWhqoqz/9WGwwGhIV5v3YCJWh9hFarxbBhw6DVBr1rhM8Q0QkQ04uclAfv8buCnPhARCeAby+eY3dHXb3sPWjdtjiwXtwGqoJWxLEiJ+UhxR+lD9zt+rWBMYb5azLww+6zNe57qdSajG0UG46YMGuCtrDc8wRtuS3Zo1Jd7SvpCqn9QSCqjnmfZ3KI6MWzkxR7mM76vjEEoDrcW6SksV6rcThvuU/QSnlmfYjWvkiYN5Wu0r7uWhw4LiBmsvg/QcvzPJODnDwjNjYWly5d8nj/S5cuITY21uvXoQStj7BYLDh//rxw3zyI5gSI6UVOyoP3+F1BTnwgohPAtxfPsbujrl4XPelBGxP4ClrRxoqclIcUv7TgVU2VaMHiaE4x3l93AjOWHq7xtmupZUlStN6eoPWmxYGUcA0P0bjtxxthSw5VBCBBy/s8k0NEL56dpNhDbUnMSgVW0F5tcaC2vwdLauhBK/2MdZGwWvSgNdl60Lr5wkbn8Jw3x64tPM8zOcjJMzp06IDdu3d7vP/u3bvRsWNHr1+HErQ+wmKx4NSpU8JNbNGcADG9yEl58B6/K8iJD0R0Avj24jl2d9TFy2xhyC22Jmgbx8jfApZka3FwucQAcwCqY0QcK3JSHlL8nvZyDBZHLhQDsN6WnJlX5nZf6f2cGKmzJ2grjGaP+2naE7R69xVPYbZGnWUBanHA8zyTQ0Qvnp2k2PVaaxKzUoE9qe0VtCEae4uDmir/pUrgEPXVHrSMweO/5UYPKmhDHNofBKJ3L8/zTA5y8oxBgwbh0KFD2LZtW437bt++HYcPH8bAgQO9fh1K0PoIrVaLwYMHC1caLpoTIKYXOSkP3uN3BTnxgYhOAN9ePMfujrp45ZUaYLIwaNQqJEbpZfeLj9BBpQIsDMgv83+fThHHipyUhxR/VKg1kVnTrcLB4qgtQQsAx3NL3O6bW2IAADSOC7d7AZ5X0VbYFhRy138WgL3qOFAtDnieZ3KI6MWzkxR7ZKh1cb0KhbU4sFiYPfmp16oRqZe+WHL/3pbypaE6rVOS1dNKV0960Go1aqhtTwciQcvzPJODnDxj4sSJ0Gq1uP/++5GRkSG7X0ZGBh544AGo1WpMmjTJ69ehBK2PsFgsyMrKEu6bB9GcADG9yEl58B6/K8iJD0R0Avj24jl2d9TFS+op2zBKD43a/Yev+AhrAvdSif/70Io4VuSkPKT4w6UWBzXcKhwsjuZcTdCeqClBe817OspWZedpglZKuEoVsnKE2aqOywPQt5f3eSaHiF48O0mxSxW0SkvQOvaNDQ3ROCRoPW9xoHWsdPUwQetJD1rA2hfX+nqBqaDldZ7JQU6e0bJlS7z00ks4e/YsunXrhokTJ2LhwoVYtWoVVq1ahYULF2LSpEno1q0bMjMz8a9//QutWrXy+nUoQesjqHcHP4joRU7Kg/f4XUFOfCCiE8C3F8+xu6MuXlK/SncLhEk0jJIStAavX8dbRBwrclIeUvyROuX2oGWMId2xgvaifIK2pNKIMluCtWGktXrW2z609hYHNVTQhtsSuOUBSGLxPs/kENGLZycpdnuCVmEtDgzGq79TvfZqD9rSGr4kqTJdbXEQonaooPUwkWo023rQ1pCglfrQBipBy+s8k4OcPGfWrFmYNWsWVCoVvv32Wzz00EO46aabcNNNN+Ghhx7CN998AwCYMWMGXn/99Vq9hjh1zEFGq9ViwIABwQ7Dp4joBIjpRU7Kg/f4XUFOfCCiE8C3F8+xu6MuXlIFbSM3/WclEqP0QA5wudj/CVoRx4qclIcU/7KLBwEoM0GbnV+BEoe4MtxU0Er9Z6NCtYgOt37pEhsegnMFFSiq8Kw1SYU9Qev+46m9xUEAfme8zzM5RPTi2UmKXfoSpFJhFbSVtkSrWgVo1SpESQnaSvdfvkh53VCdFmq1Clq1CiYLsydea0JK5LpbJAywJo2BqxW7/oTneSYHOXnHjBkz8PDDD+O3337Dnj17cPnyZQBAQkIC+vTpg3HjxqFJkya1Pj5V0PoIs9mMkydPwmxW1gm1LojoBIjpRU7Kg/f4XeFLp0slldhy4nLAVmaXg8aJH3j24jl2d9TFS0rQJntVQev/FgcijhU5KQ8pfqlaVIk9aI/mFAEAGtveo1n55bKVfReLrF+eNAhV28fE2wpaadGvsBoqaO0tDgJQZcj7PJNDRC+enaTYpamvtBYHUgWtXquBSqXyepEwKb8qVcL6sgctcLWCNhA9aHmeZ3KQk/c0atQI06ZNw8KFC7F8+XIsX74cixYtwmOPPVan5CyggARtTEwMmjdvLvtvXmCMoaCgAIz5f4XhQCGiEyCmFzkpD97jd4UvnP46k4/UeRvR9/V1eOCL3UidtxHf7TobtN8TjRM/8OzFc+zuqIvX1QpaDxK00YFrcSDiWJGT8pDij7BlZEqUmKC1tTe4oW0C4iN0YAw4eanU5b4XbRW00TpmHxN7grbcw0XCPGxxIP3OApHE4n2eySGiF89OUuyhtkRjhdGsKA+pMjU0xBqf1OKgpvNWlUMPWsf/+74HbeBaHPA8z+QgJ2UR9BYHTz31FJ566inZf/OCVqtFnz59gh2GTxHRCRDTi5yUB+/xu6KuTisO5uCfP+1HlckClQpIjNTjUokBL/12CLszr+D/JnSHSuX+W3JfQ+PEDzx78Ry7O+ridbUHbc0tDhpGWZO4lwOQoBVxrMhJeUjxH9hyGoBSK2itCdrrGkXjbH45rpzOx/HcEnRpGlNtX6nFQbumSfZVs69W0Hrm5mkP2rAAVh3zPs/kENGLZycp9hJbywDGrMnG0BoWzAsUUuJTWoxLWiSspveg9B1KqM56LpAqXb2toK25B601rkBU0PI8z+QgJ8/Iysqq1c+lpKR4tX/QK2hFwWw249ixY8KVhovmBIjpRU7Kg/f4XVEXp1/2nsNj3+1DlcmCEdcl4cDMkdj54nC8fHNHaNUqLNl/ASsO5fghavfQOPEDz148x+4Ok8mEQ0fSa+V1obA2LQ78n6AVcazISXlI8YfbKtJKKxWYoLVV0F7XOAbtk6IAACdk+tBKCdoQU6l9TKJrvUhYDT1obc8HYiEl3ueZHCJ68ewkxR7ikJlRUh9aKRa9LcBI+yJhHlbQ2movpESrydMetB4uEhbIClqe55kc5OQZrVq1QsuWLb3+z1uCXkErEhUVwe2l6A9EdALE9CIn5cF7/K6ojdPerHy8+OshAMAD/VMwa2wnaNTWq7VHBrdCeZUZ/7c2A2/+cQw3dkwKeMUAjRM/8OrFGENadhHatOHvVis5tp3Mwwu/HER5pQG/PtYUKQlRHv+syWyx3xLdJNbDRcIQmB60AL/zzB3kpDwqKioQoY8EoLxFwgrKqnDB1oakY6MonLhkfX8fl0nQXrTtG629eo7ztgdtha0HbU0VtPa+vVUmMMb8fucN7/NMDhG9eHaqqKhAiEaNEI0KRjNDpdH/yUZPkRKfoVIFbaiHCVqph6wtgSolWj1tcWDvQat1/x7XB7AHLcD3PJODnGpm9OjRsi0TVq1ahdatW6NNmzb2bSdPnsTJkye9fh1K0PoIjUaDHj16BDsMnyKiEyCmFzkpD97jd0VtnM4XVmDq13tRZbbgps7JeG1sJ6jVzhdajwxuie93n8W5ggos2n4Gfx/S2pdhu4XGiR949bJYGO79fA92n8lHSstCDGiTEOyQ6oTZwjBn+VEs2n7Gvu2JHw/i56nX2z+E1UROUSXMFgadVm2vjnWH1OLgUrHB7wkZXueZO8hJeUjxFx6/BODqAllK4ZhtNfnmDcIRFRqCdrYK2oyL7itoe3dqA43GmsS5mqCt8ug1pQramhcJsz5vCcBt4LzPMzlE9OLZyTH20BANjGaTohYKk3rQ2itobVXsVSYLDCazvfXBtVTZKmD1Idb9pR60Rg8TqZ5W0OrsFbT+/53xPM/kICfPWLFihdvXu++++zBz5kz7ttmzZ2PWrFlev05AWxxYLMr5JsjXmM1mHD58WLjScNGcADG9yEl58B6/K7x1qqgy49Gv/kJeaRU6NorGu3d1q5acBay3Mz43qj0A4MP1J1FY7tmHOV9A48QPvHqp1Sq0T7JWyf13o/ffpCuNN1am25Ozd/VqikidGgeyCzH3j3SPj5FdUA4AaBob5vKccC3SImEGkwXFfr4VnNd55g5yUh5S/OFaZbY4uFxqbSciLeLXrqE1QXuhqNJlRaxUEV+Wd94+JrFhOgBetDiwJaTCa0i4OrZAKPdzmwPe55kcInrx7OQYe5ht/geihYenSNW8UqVqhP7qe7TMIB+n1OJA+u5WSrQaPW5x4OkiYdZ4AtXigNd5Jgc5KYuAJmjHjBmD8vLyQL4kQRAEEQQYY3hu8QEcuVCM+AgdPpvYy21fudt7NEH7pCiUGkxYdjDwvWgJwp88PKgF1Cpg68krOHSuKNjh1JpF2zLxxdZMAMB7E7pj7h2d8c8B8QCAhdvO4OC5Qo+Oc67AettZk7ia2xsA1oqiKNstlYFYKIwgAsXVW4WV9SFS+qI0LtyaZI0JD7G3I0m3LR4mYTJb7O/L+LCriRtvWxyUG6QWB+5v8NSoVfZEUbnCKo8Joq5IFeJKrKCVqtW1GrU9kexuobDCcut7X0roXk3Q+naRsEC3OCAIfxLQBO0ff/yBIUOGIDc3N5AvGxA0Gg06d+5sv61HBER0AsT0IiflwXv8rvDG6YP1J7H8YA60ahU+vr8XmsaFu91frVbhb72bAgCWpJ33SbyeUN/HiSd49kpJiMJt3ZsAAD7exF8VbXZ+OZ76IQ2zlh0FAPxrdHuM69EEGo0GD43ui9GdkgEAa496dn13Lt/6ZX2zBu7PC440DFAfWp7nmRzkpDyk+KNtVaalBs+SmIGioMwaT1xEiH1bp8bRAIDD552/ZMorrYKFWROnA3t3c9HiwLtFwmpqcQAAEbZFivxdQcv7PJNDRC+enRxjlxKfSlokzHBNBS1w9T1YIlP9X2k046ztb3375BgAV1sceNyD1pZw1Xm8SFhgWhzwOs/kICdlEdAE7fvvv4+0tDRcf/31OH78eCBf2u+YzWakpaVxWUYth4hOgJhe5KQ8eI/fFZ46/XfjScxfkwEAeO22TujbsoFHxx/TrTHUKmBvVgHOXgnM3Rb1eZx4g2cvs9mMIQ2tFWl/HL6I05dLgxxRzRSUVeHd1cdx+3+3Yei8jViy/wIA4OEbWuIftj7R0pgMbWftq7v5RJ5Hx862VdA2q+GLG0ekhcL8XUHL8zyTg5yUhxR/mG1580qjBSYPkxaBoMBWQRtrq6AFgC5NrEmWaxO0Uv/ZxEgdDh7Ybx8TrxcJk1oceJCglZJYgWhxwPM8k0NEL56dHGMPVWCLA6l1gGOvWemuFrn+2ScvlcLCgGi9GnFhtauglXrYhtS0SFhI4CpoeZ5ncpCTsghognb69OlYvHgxcnNzMXDgQGzZsiWQL+93wsI8u1WPJ0R0AsT0IiflwXv8rnDnZDJbMH9NBt7+0/oF3DMj2uG+fikeHzspOhQDbQsoLdkfuCra+jZOPMOzV4dG0RjWPhGMAYv3ngt2OG4xmMyYvGgPPlh/EmlnC2G2MNzQJgHLH78Br9x6ndMiXWFhYbihrfV9e/BcoUc9pM9JPWg9bHEAOC8U5m94nmdykJPyCAsLQ4TD7fzuejkGGimpGhd+tYK2c1NrgvbQNQlaqf9sUnSo05hICdpKo8WjyjYp2VpTiwPg6i3TgWhxwPs8k0NEL56dpNhDbclGJbU4kKp5pUQocPU9KNc/W1posEWczn7NIC3m5esWB1KFbSB60AJ8zzM5yKlu/N///R9Gjx7ttE2lUtVqUduAJmgBYNy4cVi7di1UKhVGjhyJH3/8MdAh+AWNRoMOHTpwWUYth4hOgJhe5KQ8eI/fFXJOjDEcPFeIOz7ejvfXnQAAPDuyHR4f3tbr1xhnuw18Sdp5MObZIgJ1oT6NE+/w7CXFPvy6JADA4QvFNfxE8GCM4dUlR3AguxAxYSF4+86u2Pp8Kr55uB862yroJCSvpg0i0LZhJCwM2HbySo2vkZ1vq6BVaIsDXueZHOSkPKT4w/Qh9qRFqYL6qdoraMOuVtB2bmx9/5/OK3PqOylV0CbHhDqNidRfF5C/DdqRiiovKmhtSdxyPye1eZ9ncojoxbOTY+z2RcIUlKB1VUEbqZf6Z7t+b2fkWhO0PVsl28fEXkFr8m6RsBpbHIQEbpEwnueZHORUd5544gn069fPadvzzz+PgoICr48V8AQtAFx//fXYvn07mjRpgvvuuw9vv/12MMLwKSaTCXv27IHJpJyLq7oiohMgphc5KQ/e43dFTkEZFqzYhuUHzuGnv7Lx8cZTeHXpYQx/dxPGfrgNB88VISpUi3fu7Irpw7xPzgLAqM7JCA1R43ReWbUqHX8g4jiJ6ATw7SXF3r5hBADgqIITtD/vPYcf/8qGWgV8cE8P3NW7mWwPaccxGdwuEQCwOeOy2+MbTGbk2pKsXlXQRksJWv9W0PI8z+QgJ+XhGL890eFBEjNQFNgW94l1qKBNjNIjOToUjAFHHRYKO325DID1SxTHMdGoVYiyuRV70OZAqob1JEEbLrU48HMSi/d5JoeIXjw7OcYu9WBWVA9aWwW8Yw/aSL313CCXoJUqaHUVV+xjIvWgNVr8U0EbiBYHPM8zOcjJP+h0OkRHR3v9czXfQ+In2rZti507d+LWW2/Fiy++iLVr12LgwIHo1asXevbsicaNGwcrtFqhUqkQFxdXqzJmpSKiEyCmFzkpD97jl8grNeDTzaexJO28Q2KksNp+Oo0aozsn45VbOqJhdGitXy9Sr8WwDg2x8tBFrE2/hK5NY2t9LE8QZZwcEdEJ4NtLij05ORpqlfV9damk0n7bvpL4dPNpAMA/b2xnT7rK4Tgmg9sl4outmdhy4jIYY7LjdKGwEoxZe0jGR+hc7uOKQPWg5XmeyUFOysMx/gi9Bvll8omOYCC1Kom75j3auUkMLhZX4tC5IvRp0QAmswXLD+YAAAa0jkdcWLnTmESFalFiMKHYg+Szd4uE2RK0fv6d8T7P5BDRi2cnx9iV2IO2UlokLMQxQeu+xcHxi9YvcTo3vTomVytoa06kMsZglHrQamroQRvARcJ4nmdykJOyCFqC1mw2Y+XKlSgtLQVjDGvXrrW3PgCAhg0bomfPnujVqxdmz54drDA9RqPRoE2bNsEOw6eI6ASI6UVOyoP3+Blj+HTzaby39oT9NiuVCmgZH4EGETpE6LWIj9QhMVKPzk1iMLR9IqJCQ2o4qmcMbWdN0G7KuIynR7TzyTHl4H2cXCGiE8C3l2PsLRMicOpyGY5eKEbD9spK0J66XIqTl0oRolFh0sAWNe7v6NW3RQPotGpcKKrEqctlaNMw0uXPZNtWdW7WIMyrC2d7D1o/J2h5nmdykJPycIzfWolW4dQ2INgUlNkStOHOf9c7N4nG2vRcHL5gvcNl84nLyCs1ID5ChxuvS65W6RYdFoILRZUoqXRfQWu2MPvtyZ70oLW3OPBzEov3eSaHiF48OznGrswWB9ZYQh1bHITKtzgoLK9Crq1ffGqvq7eZ6+yLhNXc4sBxnxBtDRW02sD1oOV5nslBTsoi4C0OysrK8H//939o1aoVpkyZghMnTuDhhx/GqlWr8N5772HixIno3Lkzrly5gj/++AOvv/56oEOsFSaTCdu3bxeuNFw0J0BML3JSHjzHb7EwvLbsKOb+cQwVRjO6NY3BZxN748CM4fj3AB1+eKQvvnywL+bf1R0v3twRY7o19llyFgAGtbu64JD0IdFf8DxOcojoBPDt5Rj7dbY+jo63CCuFNUdzAQD9W8Uj2oP3tKNXmE6Dfi0bAAC2npBvc5BtXyDM8/6zgEMP2mL/9qDleZ7JQU7KwzF+eyWaQhK0ZguzV7zGhjtX0Hax9aE+bGtBJC14eFv3JlAxS7Uxkc4jxRXu3RwX+/KkxUGELjCLhPE+z+QQ0YtnJ6e/pUpM0LqooI1w04P2uK29QZPYUBzad/U2c+kLnCoPFglzXEisxh60AUzQ8jzP5CAnZRHQCtqXX34Zn3zyCQoLC6HX6zFt2jQ8//zzaNq0KQBgxIgR9n0NBgMOHjyItLS0QIZYa9RqNZo0aQK1Oihtff2CiE6AmF7kpDx4jZ8xhn/9ctD+oWvmmOsweUALqFQqWCyWgDg1iglDu6RIZOSWYuvJPIzp5r+WN7yOkztEdAL49nKM/bpG0Vh24IIi+9CuPnIRADCyU7JH+187Jn1bNMCWE3nYe7YQkwe6/plzBbYFwrzoPwtcraAtrjSh0mi23wbqa3ieZ3KQk/JwjL+mxXYCTZFDv9iYMOcvaqQE7clLpThXUI61Ry8BAP7Wu6nLMYkOs/WgraGCVrqdW6Vy7nMpR5g9QevfJBbv80wOEb14dnKM3d6DVkktDlwsEib1l5Yq/8sMJtz/xS5EhYZgUBtroUW7pCg0aZJkHxOt1IPWywRtTT1opUXCAtGDlud5Jgc5KYuAJmjnzp2L8PBw/POf/8Szzz6L5GT5DwB6vR59+vRBnz59Ahhh7VGr1UhJSQl2GD5FzokxhozcUmw/lYfMvDKcL6iAVqNCuE6LtkmR6NuiAbo2jbXfbqA06tNY8QzvTrzG//3ubCzeew5atQrv3tUNt3VvYn8ukE5D2iUiI7cUmzMu+z1By+M4uUNEJ4BvL8fYr2tsXTBAaRW0l4orkZZdCAAY0THJo5+5dkx6pcQBAPZlya9aK7U48LaCNjpMi9AQNSqNFuQWVyIlPsKrn/cUnueZHOSkPBzjj1DYImEFtv6zUXpttcRIw+hQJEbpcbnEgNR5G2E0M3RqHI2OjazntWvHJMpeQes+QSslWiN0Wo9an0QEqMUB7/NMDhG9eHZyjD1UkRW0thYHLiposwvKwRjD++tPIO1sIQBg1+krAIAOjaKdxsTeg9aDBK1UZatWWRccdIdUYRuIClqe55kc5KQsAppBe/HFF5GVlYV58+a5Tc76gp9//hm33XYbmjZtioiICHTv3h0LFiwAYzX3PKkNJpMJmzdv5rKMWo5rnUoNJnyy6RSGv7sJo97bjNeWHcVXO7Kw7tglrDqSi9/SzuPtP4/jzk92YMCb6/He2gzklfq3V1xtqA9jJQK8O/EY/8lLpZi9/AgA4PnRHZySs0BgnewrwtsWHPIXPI5TTYjoBPDt5Rj7dbZERmZemd9vz/WGtemXwBjQrVkskmM864177Zh0axYLtQo4X1iBnKIKlz+TLVXQNvCuglalUqFRjPVnLhT6r80Bz/NMDnJSHo7xR4U6V6IFG2mBsNgI121OnrqxLeIjdPYekXf3aQbA9ZhE29xKakg+e7NAmON+gWhxwPM8k0NEL56dHGO/2uLA/8lGTzG4qKDt06IB1Cpg28krmPvHMXyxJROAtQpe2r9NQrjTmEjFW970oK2peha42nrBEICkNs/zTA5yUhYBraANZD/Z+fPno0WLFnj33XeRmJiINWvW4JFHHkF2djZmzpzp89dTq9Vo3bo1l2XUckhOZgZ8vukUPtl0CoXl1m/AdRo1BrSJR8dG0WgWFw4LYyiuNOLQuSLsysxHXqkB7609gc+3ZOLZke3wwPUtavz2K1CIPFbkpBx4i99otuDJH9JQabRgUNsEPHRDy2r7BNKpT4sGCA1RI7fYgIzcUrRPjvLL6/A2Tp4gohPAt5dj7IlRWnsF2rGLJejZPC7Y4QEA1hy1tTe4zrPqWaD6mETotejYKBpHLhRjX1YhbulaPQl7vpY9aAEgOToUmXlluFjsOvnrC3ieZ3KQk/JwjF+qBlVKi4OCMuu1ftw1/Wcl7uuXgnv6NMeBc4W4UFiJmzpbi25cjUm0rUVCjS0OjFZ3T/rPOu4XiApanueZHCJ68ezkGLv05UOFglocSIuEObYf6dwkBs+N6oC3/jyGTzefBgAM79AQQ9on4tWl1mKPDo2iEYurYxJia3HgSSsCo22fmvrPOu7jSW/busLzPJODnJRFQBO0gWTZsmVISEiw/3vYsGG4cuUK5s+fjxkzZvh8sKQ+FyKhVquRzyLx8H93IN12K2arhAj8fWhr3NQ5WXZRIKPZgj8OX8Rnm0/j0PkizFp2FEsPXMB/7+tpr34JJqKOFTkpC97i//mvczhyoRix4SGY97duULv4QiWQTqEhGvRrGY9NGZexOeOyXxO0PI2TJ4joBPDtdW3s1zWKxqaSyzh6oVgRCVqzhWF3Zj4AILV9Q49/ztWY9EqJw5ELxdibVYBbujZyeq7UYEJeqbU6r1ktErSNYq2Vvf6soOV5nslBTsrDMX53q6EHg0JbO4JrFwhzRK1WoUfzOPRo7rit+phI1cE1tTgoM9gqaD3sLR3IFgc8zzM5RPTi2ckxduk9ICVFlUClrZr32t7vfx/SCofOF2LloYvQadWYOaYTmjUIg8FoQV6ZAdc1joFKFWvfX6eR3DzvQRviQctEqQetIQBVxzzPMznIyXuKiopw5MgRXL58GRUVFYiPj0fTpk3RsWPHOh+bv5SyhzgmZyV69OiB4uJilJWV+fz1TCYT1q9fz2UZtSsYY/hiyymM+2gr0nOsSZt37uyKNU8PwV29m7ldsT1Eo8bYbo2x9LGBmDOuM6L0WqSdLcSYD7Zh31n5vnSBQrSxAshJifAUf0WVGf9ZlwEAeHJ4WyRFu769OdBON9gWGdiVecVvr8HTOHmKiE4A317Xxi71oT2ikIXCTl8uRVmVGeE6jVdfhrgaE6kP7V4Xf+8P2nrcNokNQ0y4/HWEHI1tX/LKtU/wBTzPMznISXk4xq+0RcLsLQ7CvHuPuhqTaNvnBU9bHHhaQRvIFgc8zzM5RPTi2ckxdnsPWkVV0EotDpxTRyqVCu/c2Q2TB7TA/93VHc3jw6FSqfDI4FZ48aaOMJvNTmMivb8rXbQiKDWYnNq8SNWwUtWtO6S4AlFBy/M8k4OcPCMnJwdz5sxBz549ER8fjxtuuAG333477r33XowaNQqdOnVCQkIC7rzzTqxYsaLWLfoCVkE7evRozJkzp1aLfpWVleGDDz5AVFQUHnvssVrHsHXrVjRp0gRRUb6vxFKr1ejcuTOXZdTXUmk04/lfDmLp/gsAgNGdkvDv27sgIVLv1XHUahUe6J+Coe0S8chXf+HYxRLc/b+d+Pj+nhju4QIk/kCksZIgJ+XBU/xf7jiD3GIDmsSG4d5+zWX3C7RT35YNAAC7M/NhsTCXVb11hadx8hQRnQC+va6NvYMtCXryUkkww7Jz4FwRAKBz4xiv2hG5GhOpIvjohSJUGs1OFTd7bYuH9WgeW6s4pQraHD9X0PI6z+QgJ+XhGH+EXlk9aKVFwuK8/BLF1Zh42uIgv8z6mg0i5Kt2HYnQB67FAc/zTA4RvXh2cozd3uJASYuEuWhxIBGh12LW2E4uf+7aMQmV+WLFaLZgxPxN0KhV2PRcKjRqlVc9aKXetoGoOuZ5nslBTu45e/YsXnnlFfzwww8wm82IiorC0KFD0b59ezRo0AChoaEoLCxEbm4u9u7diyVLluDXX39FixYtMHPmTEyaNMm72OscsYdcvnwZ/fv3R2pqKhYuXIiioqIaf2bnzp2YPn06UlJSMGfOHCQl1T6pt3XrVvzwww949tln3e5nMBhQXFzs9B8AmM1m+/9dPbZYLIiPj4darYbJZILFYv0GR+6x0Wh0eixl2KXHjLFqjwE4PbZYLE6PpW8I5B6bzWanx6488ksrcf/nu7B0/wVo1Sq8cksHfHx/L8SGamrtlBwVgsV/vx43dmyIKrMF//hmH9an5wbMyfGxyWQCYwwNGzaExWLhdpzIqbqTP6jt+YCnMSmqMOLjjacAAE+PaAetyrVfMJw6JkciQqdBcaUJ6TlFiphnIr53eHAym81Qq9Vo0MCatK/JyV/46hqhVYL19v6Tl0oVMS4HzxUCADo3iXLr4clcS44KQWKUHkYzw/6sfCcPqaq2e9PoWjklRVm/KM4pqqT3DzkJc40QYUtaFFcYFTEmBbb1JqQFvuoyJhG2xXuKK0xunXJtfaUTInUeOYWFOCe1lTLPeHjvePv3VEQnf+GLawSdLTtTYTQrZlyk1gG2t3Ot3z/h11QHS065xZXIKarEuYIKlFQaYTQaUWVLtoaoVTU6aWCNz2BU3t8eHt4/5CR/Tli8eDE6duyIlStX4tFHH8W2bdtQWFiItWvX4qOPPsKcOXPw8ssv45133sFXX32FI0eO4MqVK/jiiy+QkpKCBx98EL169ZI9visClqDdu3cvFixYgKysLDz00EOIj49Hp06dMHHiRDz33HN4/fXXMWPGDDz22GO48cYbERsbi4EDB+LTTz/FzTffjPT0dNx55521eu1z585hwoQJSE1NxRNPPOF237lz5yImJsb+X7Nm1pVJDx8+DABIT09Heno6AODgwYM4ceKE3e/PP/+E0WjE7t27kZ2dDQDYvn07cnJyAACbN29GXl4eAGD9+vUoLCwEAKxevRolJdYqmpUrV6KyshImkwkrV66EyWRCZWUlVq5cCQAoKSnB6tWrAQCFhYVYv349ACAvLw+bN28GYC2/3r59OwAgOzsbu3fvBgBkZmYiLS0NAHDixAkcPHjQySm3uBK3vb8Jf2UVICpUi5cHRqNR8TGYTKY6O2mYCe9P6IruDSyoMlsw9Zu9eO/7P/zudO04paWl4eTJk1i1ahV27drF5TiRU3Un6fV9TW3PBzyNyXe7zqKowohm0VqM69FEUU6lJcVIibT+8Vx/ODvo80zE9w4vTpmZmTAajfjjjz9w5swZt07+Oh8AvrtGCKksBAAUlBuRfjq7mkOgx0WqoI02WhOodZlrO3bswHUNrZWuizftszutXbcO+7KsfW6rLhyvlVOk2noRnVNUQe8fchLmGqGi2Pq+u5RfpIgxKbIlaMvycwHUbUwyM45aY6k0unXKvlIKACjKyfLISaqgzS8u88gJoPeO5OTN31MRnZR+jXAqw/p8ZZVZMeMiVaaePmlth1bb949UHVxYWuHkdLnEYP8dllSasHr1ahSVWN/bleVlNTr9tWsnAMBgNCvqbw8v75/67uTunJCbm4sZM2YgKysLH374Ifr37y+7r0RMTAymTJmCDRs2YOfOnUhMTKzxZxxRMSntHSAYY1i5ciUWLlyIjRs3Ij8/v9o+arUaXbt2xe23346HH34YjRo1cnEkzygsLMSgQYOgUqmwZcsWxMTEuN3fYDDAYLh6kiguLkazZs2Qn5+PuLg4e2Zeo9E4Pa6qqkJxcTEaNGgAi8UCtVptr5Rx9dhoNEKj0dgfa7VaqFQq+2PAmtl3fBwSEgLGmP2xxWKB2Wy2P7ZYLNBqtbKPzWYzGGP2x44eucWVuO+LPcjMK0NSlB5fPtQXrRqE+typwlCFp38+hD+P5CIqVIvfpg1E68QIvzi5eix9o1JSUoLIyEhotVquxomcXDtVVlbi5MmT6NixIzQaz/qXeUJtzwe8jInRZMaw+VtwoagSb93RGRP6pijO6cP1JzB/7Unc1DkZH9zdjd479dRJpVJBpVLhypUriIuLg1arDfj5APDtNcKgtzfifGEFfpraH31bxgdtXCqrTOg+Zx2qzBas++cgtE6KrvNc+2rnWcxeno6ezWOx+O/XQ61W49iFQox+fxtCQ9TY9/IwhOl1XjsVlBnQY85aAMCRWSOh16ro/UNO3F8jpJ0rxoRPd6FFfDjWPzMk6GMyceFf2H7qCub/rQvu6NW8TmNy8mIRbnxvKyL1WuyfMVzW6dFv0rDh+GW8ftt1uLd/ixqdsgoqceP8zYgNC8H+mSMVMc94ee948/dURCelXyNkXCzG6Pe3IS48BHteGqaIcekxZx1KDCasfeoGtEmOqfX7Z9OJPExZuAedG0dj+ROD7E5r0y/h0a/3AgBWPjEIbRPDsO1UASYv2oNOjaOw/PFBbp0yLxdj2PytCAvR4OCrwxXzt4eX9099d5I7JyxcuBAjR44M+AJqAetBK6FSqXDLLbfglltuAWDNfJ87dw5XrlxBWFgYEhMT0alTpxoTqZ5QUVGBW2+9FUVFRdixY4dHx9Tr9dDrq/dalQbLcdAcH+t0OvvCZGr11cJkaXJe+zgkJKRWj1Uqlf2xNKk8fSwXe16Z0Z6cbRIbhh8e7Y9mDay3X/raKTxUj//c0wP3fbYLf2UV4MFFe7DksYH2nlO+cpJ7LMXreAtMXZ0CNU7k5JmTL6nt+YCXMVl19BIuFFUiPkKH23o0VaTTgDaJmL/2JPacybfHo4R5JuJ7R+lOAJy+hQ70+QDw7TVCq8QInC+sQGZeGfq2jA/auJzKq0CV2YLY8BC0ahjl1sPTuXZL18aYsyId+84W4kJRJZrGhePgeWuVRdcmsQgPvfo79MYpNlyHcJ0G5VVmXCqtQsuECLd+9P4hp2vj9SW+ukaICrVeA5cazPbfSTDHRGpx0CAy1K2HJ2MSZztGqcEEqK6+1rXx5hZbk1qNG0RApVLV6BSms97uKvWgVdo8U/p7B/D+76mITr7GF9cIkWHW80GF0ayYcZEWCQu3natq+/6RWhyU2/rrSvtcLr2a1C41WJN4Rou1hlCn1dR4ToiwXVNUmS1e+dE5gZyujdeRhx9+GK+//jpeeOEFl8/7C3XNu/iHHTt24KeffkJxcTFGjBiBu+++G7fddhsGDBjgk+SsyWTCXXfdhfT0dPz5559+z3wbjUasWLHCr31t/EFBWRXu/3yXy+Ssv5z0Wg3+90AvNG8QjrP55Zj+3T6YLYEr5OZ1rNxBTsqDh/gXbssEANzbr7nTQj5yBMOpS9MY6LVq5JVW4dTlMp8fn4dx8hYRnQC+vVzF3joxEgD8Mq+94YCt/2yXJjH2D0GeIjcmSdGh6Gdb5G/ZAevtZPts/Wd7pMTWOlaVSoXkGGmhsIpaH8cdPM8zOchJeTjGHxWqrEXCCu2LhHm2YJeEqzGJCr36wbfUjd+lEuvCf0lRoR69ltS3t8psgdGPK7fzPs/kENGLZyfH2KXr8UqjBRaHz8dv/XkMj327z2lbIDBbGKps7zFPPis4cu2Y2BdAu2ZxP8cWB6UG677S+9qTRcKkxcvMFgaTH88HAN/zTA5yck2DBg2QkZHh8f5lZWXYsGED3njjjVq/JhCEBG15eTnGjBmDP//8E6Wlpfjpp58wcOBA7N+/36evM23aNCxfvhwvv/wyiouLsXPnTvt/jrce+AqtVotBgwY5ZeOVTqnBhMmL9uDEpVIkR4c6JWcB/zrFR+rxxaTeCAvRYPupK/hw/Umfv4YcPI5VTZCT8lB6/IfPF2HPmQJo1Src3z/Fo58JhpNeq7Gv+L4r84rPj6/0caoNIjoBfHu5ir11Q2uC9uSl0mCFBQD2BcK6NvX+y3F3YzK2m/WL8d8PXABwNUHbq3lcLSO10jgmDABwoaiyTseRg+d5Jgc5KQ/H+CP0tjZgRrPfkwueUFDLBK2rMdFp1Qi1rSxUUuk6QWs0W5BXan3NpOjq1YeukBI9wNUqWn/A+zyTQ0Qvnp0cYw9zSIJKlauMMXy+5TRWHMrB6bzAXjNUma6ek6REqKdcOybhUoLWKJ+glc4TUoJW51GC9urvrMrP51Ce55kc5OSaW265Bd988w3++9//unw+MzMT3333HaZPn46ePXsiNjYWw4cPxyuvvFLr1wSC0OJg3rx5uHTpEiIjI9GnTx88+OCDyMvLw/33348FCxagcePGPnkdqQnxM888U+25zMxMtGjRwievI6FSqRAdHe3TY/qTKpMF//hmLw5kFyIuPARfP9TXKTkL+N+pbVIU/j2uM575+QDeW5eBPi3iMKBNgt9eT4K3sfIEclIeSo//u91nAQA3dWmEpGjPKlaC5dSvZTx2ns7H7sx83NfPs2Sypyh9nGqDiE4A316uYm+daL09/9TlYCdorQuEdW0a6/XPuhuTmzon49Wlh5GeU4zFe88hI9fq2TOlbgnaRn6uoOV5nslBTsrDMX5pwSsAKKsyIyYsaDc4otJoRqVtxfbYCO9uBZcbk+jQEFQaDdYFSV383CVbciZEo/I4KazTqKFVq2CyMFRUmRET5p/b1nmfZ3KI6MWzk2PsjlWqFUYzwnQaVBotMJqtlbOXS6rQpmHgYpMWCAO8T9BeOyZhOmvq6dovVVwlaKXEcIim5jt7dA5xGYwWePndklfwPM/kICfXvPfeezhz5gymT5+Ob7/9Fk8//TQyMzOxfft27NixA7m5ufbX0uv16NOnD/r164e+ffvW6XUDfgWwa9cuLF26FAMGDMCPP/6IsWPH4oUXXkCPHj0wb948n73OmTNnwBhz+Z+vk7OAtYx66dKlXJSGM8bwwq8HseVEHsJ1Giya0hdtk6Kq7RcIp/G9muKu3k3BGPDPn/bbV471JzyNlaeQk/JQcvyVRjOW2ara7u7j6uOSa4Ll1Nd2q/RfZwp8fmwlj1NtEdEJ4NvLVextbC0OsvPLUWn0XwWYOyqqzMjItfaG7VaLBK27MYmL0GFwO2s/wGd/PgAA6NwkGgmRnlXIydEo1lpBm1PsnwpanueZHOSkPBzj12s19ioxd20AAkGh7Tpco1YhSu9dHY/cmETbkqfFla7HKtf2Xm4YFQq12rM2KyqVyl5FW17lv98Z7/NMDhG9eHZyjF2jVtkTjlKlqeN7J6/U93cCu0P6wkarVkHrQTWrI9eOiVQdXGWyOLU3vLYHLQB7QtqTFgcatQpa27nDYPJvBS3P80wOcnJNbGwsNmzYgHfeeQcHDx7E3/72N/zrX//C0qVLERsbi4kTJ+LDDz/E7t27UVxcjO3bt+P//u//cM8999Qp9oAnaEtKSpCcnIyBA/+fvfMMj6O82vC9Vb33ZlvuveECNhiMwbRQQoCEEEoICQRIAQIJpJBCgAAhIflCAiEhlIQQejO4YIwN7t2Wm2zLalbvXdu+H7MzWsm70paRdmZ57+viYi2tZs+j8+5o9sx5n7OYhx56iHfffZeHH36YKVOm8Pnnn490OKphNptZvny5LlrDn1x9hDd3VmIyGvjLdXOZVZDs9XkjpelXl01nbHocNa09PPju/mF9LdBXrvxFaNIeWo5/ZVE1bd128pJjOGNsmt8/Fy5NswuSMRkNVDZ3cVLlrjkt5ylYIlET6FuXt9gzEqJIiDbjdEFpQ2dY4jpY3YrTBenxUYq3ayAMlZNr5kk3gKwmI9fMy+eZ6+eFFC8MfwetnteZL4Qm7TEwfrmLNtw+tLK9QXKMJWBPal85kT12fVkc1MoFWj/tDWTifHTjqYne15kvIlGXnjUNjF0uZMperW0eBdoGlQu0QzVHyR20gXbPwqm6Yq39u4Nl+nfQDvCg9fN15aK2pyWDzeFk24nGfl8LFT2vM18ITb4xGAzcc889HD58mOuuu066ORgTww033MCzzz7L7bffzmmnnabq7y58e2g8yMzM5IYbbiAmJibcoYSEHhb1/7aX82e33+vDX57O0kmD75EYCU0xVhO/v2YWRgO8vfskK/ZVDftr6iFXgSI0aQebw8l9r+9l38nwbl32xes7KgD4ytw8v7tVZMKRk7goM9NypW0q20vV76LV6zobjEjUBPrWNTB2g8HgMSgsPOeKokrJ3mB6XvDbwAbLyYXTs3nr9kV89uOlPHbVLPKSQ7/OUwq0w+RBC/peZ74QmrSHZ/zxQxQxRwqlQBsbnGWAt5wkugeFtXb56qCVijPZftotycQqHbTDuwNB7+vMF5GoS8+aPGOPUQaFSWu7pavvvCD7NavBJ4dqmfXrVTzz6TGfz5E7UqMCHBAm46krymxEvu8jd767XK7+Q8KC8KCVjy3F23c++OdnJVz9t028sPFEULH7Qs/rzBdC0+Dk5uby0ksv8dlnnzFlyhR++tOfMnXqVN59913VXkNGEwVaGZdrZKcSqondbmfFihXY7dqYwOqNz4/W88Cb+wD43rnj+er8UYM+fyQ1zRmVwu3njAfgZ2/vp7FDvT8+A9FDrgJFaNIWb++q5LUdFVzz961c++wmdpc3hzskhZPNXXx2tB6QLEYCIZw5mTdatjloVPW4el5nvohETaBvXb5iVwq0YRoUVnSyFYDpuYEPCAP/cjJnVAqZARZeBiNXtjgYpgKtnteZL4Qm7TEw/rQ4qXu0ZpisO/xFtjgIdEAY+M5Jn8WB91xVuzX764cvI1scdAyjxYHe15kvIlGXnjUNjD1mwDCttmGyOJA96OX/e6PHbXEQHUQH7UBdBoOhr/jcKx23rcfez5agzb2LQB725Y8HLfQNCvM8lnzze1e5es0del5nvhCa/OeMM85g27ZtPPfcc7S3t3PFFVdw0UUXcfjwYdVeY8QLtC6Xi2effZaysjKv39MrZrOZiy++WLN3H4pr2rjt5R3YnS4um5XL3edPHPJnRlrT95dNYHJ2Ao0dvTz0/oFhex2t5yoYhCZtsaAwlWvm5WMxGdhc0sS1z24O+yAgmbd2VeJySTGOTosL6GfDmZN5Y6TBQttU9qHV8zrzRSRqAn3r8hX7uMzwDgrbfzK0Dtpw5ETuoG3psg2L96Se15kvhCbtMTD+senSuaCkviOcYXl00AZeoPWVk0SlO3gID9ogLQ66htniQM/rzBeRqEvPmgbGHj3A4sDz5oaaHbTtPTb3/33/Le2WLQ6C6KD1lhOl890mvaZn9yz07SKw2f33oIU+iwPPAm2T+4bT8Tr1zqt6Xme+EJoC5+abb+bIkSPcfffdrF27lpkzZ/KjH/2I9vbQr+fD0kGbnp7OI488wsUXX8wPf/hDPvzwQ7q6hsdLbCTR6l2HurYevvmvbbR125k3OoXHrprpt6/USGqymo08cuUMDAZ4c1cl64/UDdtraTVXoSA0aYfRaXH87isz+eh7ZzB/TApdNgfff2VXv2034cDlcvH2rkoArpobWPesTLhyMs89+f1QdavPQSPBotd1NhiRqAn0rctb7HIH7dEwFGh77U4OV0sDwqYF2UELI5+ThGgL8e7hRSebh6+LNtIQmrSHZ/yF6eG9WSNT4+5Mz0gIbpift5wkKBYHvjxopQJNVkKQHbTD7Nur93Xmi0jUpWdNnrHHWKQSTfcwd9DKxdDBCrRyB20wHrRwak7k4rNsTTKwQDvQ4sDfAq03iwPZX7ekvgOnU71GQD2vM18ITYGTmJjIE088wb59+1i2bBl/+MMfmDhxIi+88EJIxw1LgXbWrFn89a9/ZcWKFfzgBz+gvLycb3/72xw/fpyHHnqIjRs34nCEt5ARKHa7nVWrVmlucXfbHHznpe1UNHUxOi2WZ2+Yp5wYhyIcmuaMSuGmRWMAeOCtfcNyV1yruQoFoUl72O129m9Zzx+unkFKrIWik608/pF62x+C4VB1G8W17VhNRi6Ynh3wz4czJ5mJ0YxOi8Xlgp0q+tDqfZ15IxI1gb51+Yp9Qqa7QFvbruqHB384UtOGzeEiMdpMfkpw3rDhyonsZVvepP5wNT2vM18ITdpjYPxj3Tdr1Oz0CobyJqlhpiA18HOCr5wkxkg3VHzdXK0J0uJAHqzmOWxIbfS+znwRibr0rGlg7AMtDlr7edCqWKB1F2bbB/G+7gmhg9ZbTuQO2m5fBdqeAR60IQwJk3cE9NidVKo0WFTP68wXQlNoTJw4kRUrVvDuu++SkJDAN7/5zZCON+IF2gcffJDf//73LF++nFtvvZXt27dz1VVX8fLLL1NeXs4FF1zAunXruOKKK7jyyiv5/e9/P9IhBoXFYuHyyy/HYgnOVH84cDhd/OC/u9hV1kxSjIXnb5pPapz/W5bCpelHyyeRmxRNRVMX//dJserH12KuQkVo0h5y/PlpCTx21SwAnvushCM1bWGL6d09JwE4Z1IGSTGB/17DnZM+H1r1CrTh1jQcRKIm0LcuX7GPSo3FajbSbXMOS7FxMIoUe4OkgKe1y4QrJ3K3YckwFLP0vM58ITRpj4Hxj82Q1vTxuvawWr6VN0rnoYKU2IB/1ldOhh4SJhdoA+vajbFIhd+OnuEr0Op9nfkiEnXpWdPA2AcOCRvYQavWOaLdjw7a7hA6aL3lJMZtTSJ30Na29R8SKGsN3IPWt8UBwHGV7GP0vM58ITSpwyWXXML+/ft55JFHQjrOiBdozzvvPJ5++mlWrVrFAw88QEtLC3fccQcXXXQRP/3pT2lra+NHP/oR7733Hi+//DL/+c9/RjrEoHC5XLS2tmrKR/ehDw6wsqgGq8nI32+Yp9yd95dwaYqLMvPgZdMAeHb9cY6qPDxFi7kKFaFJe3jGf/7ULC6cJnWs/m2d70mpwx3Pe+4C7WWzc4M+RjhzMt/tQ7tVxUFh4dY0HESiJtC3Ll+xm01GxXvySM3Ibm1WBoTlBW9vEK6cKMWsevV/Z3peZ74QmrTHwPgL0+MwGCSvyeEclDsU8o2iUamBF2h95SRB8aA9tQjU1etQ/DWzkoLsoB3GIWF6X2e+iERdetY0MPZTPWj7Co3dNqdS3AwVuTA7qMWB3EEbRIHWW05k+4ZOW/8OWvnG68AO2kA9aOUOWpfLRXNn37n0uEr2MXpeZ74QmtTDYrHw4x//OKRjhMXiQGb06NHccsstvPLKK6xYsYKrrrpK6ai94oorePrpp+ntDd9FSiDY7XY2bNigmdbwZz49xvOfnwDg99fMYkFhasDHCKem5VOzWDY5E5vDxS/e2a/qm0truVIDoUl7DIz/9qXjAHhnz0mlQ2Uk2VnWTEVTF3FWE8smZwV1jHDnZL77PLa7vFk1P99waxoOIlET6FvXYLFPzEoAGPHu+v2VUgfttNzgBoRB+HIynNvB9bzOfCE0aY+B8UdbTOQmSbYCanV6BUq3zUGN2w+2IIgCra+cJLp37HgWmZo7e3lndyWljZLWGIuJhKjAhrnI28DVKlZ5Q+/rzBeRqEvPmgbGLnfQdrm7Vwfe3FDL5kDuVu3osfv8rC13pEaZg7M4GJiTWHcH7UCLA/nGa7BDwuT45Hg7eh3YPayj1Lpe0PM684XQ5JuSkpKQrVePHDkS0PNHrED70ksvUVRUhNPp9Pp9g8HA3Llzue+++3j33Xd59dVXmT17NhdffPFIhRgSFouFSy65RBOt4f/bXs4jHx4C4KcXT+HSWcF1y4VTk8Fg4JeXTSPaYmTjsQZla7YaaClXaiE0aY+B8c/MT+bM8ek4nC7+vuH4iMcjd88un5atfKgJlHDnZGx6HOnxVnrtTvZWtKhyzHBrGg4iURPoW9dgsU/M6vOhHSkcThcHqqQO2lAGhIUrJ4XDOPFez+vMF0KT9vAWv6fNQTiocPvPxllNpMQGZ4PkLSeKxYFHgfanb+3nB//dzXde3AFI9gaBWq3EyhYHw1ig1fs680Uk6tKzpoGxn+pB298eRK0CrWxxYHe6+lkDeNLjjiHaEpzFwcCc9N1YkV67rr1/B22P3Umv3dnnQRvgkDC5g7ZpwE4EtXbc6Hmd+UJo8s1LL73ExIkTee655+jqCszHeP/+/dxwww1MmzYtoJ8bsQLtjTfeyMyZM4mPj2fhwoV897vf5dlnn2Xbtm309Jx6komKiuK8887jd7/73UiFGBJOp5PGxkafBeiR4qP9Vfzkjb0A3Hr2WL69ZGzQxwq3poLUWO44ZzwAD684OOj2i0AIt67hQGjSHt7iv/0cqYv21W3lqpr8D4XD6eKDfVUAXBbkDRsIf04MBoOyG2BriTo2B+HWNBxEoibQt67BYp8Qhg7ao7XtdNucxFpNyoeiYAhXTsa5C1lVLd3Khzy10PM684XQpD28xS/bnYSrg1a2NyhIjQ3Kl9pXTpJi+lscVDZ38eF+6ZqkzL2jKDPAAWHQZ3HQodLnA2/ofZ35IhJ16VnTwNgHetC2ntJBq84O4zaP946vz9ndIXTQesuJrM2XxYEcS6AetFbFg1Y6bnNn/6K2Wh20el5nvhCafHP99dcza9Ysbr31VrKysrj++ut56aWXOHLkyCld521tbXzyySc8/PDDzJ49m5kzZ7J69Wr+/Oc/B/SaI1agfeaZZ7jtttuYPXs2RUVFPPPMM3z3u9/l9NNPJyEhgZkzZ3LjjTfy1FNPsX79elpbW0cqNFVwOBxs27Yt5BboUFhVVM2d/9mF0wVXn5bPTy6cHNLxtKDp20vGMjotlprWHv68Vp2BYVrQpTZCk/bwFv8Z49KYmZ9Ej93JGzsqRiyWLSUN1LX1kBRjYfH49KCPo4WcLBgjFWi3qFSg1YImtYlETaBvXYPFLlscHK1tx+EcGa+sHaXSoL1Z+cmYjMENCIPw5SQ51qp0+KndRavndeYLoUl7eIt/OK07/KHCXSzND2JAGPjOSYLHkDCXy8W/N5fidEkFGbk7LiuIAm1+imQJcWwYO471vs58EYm69KxpYOwDPWhlK4JYd/epGk0eLperX1G23YtHNECPPCQsiA5abzmRNQy0OMhOila+19Zt6/Og9dP7dqDFQXOXVMSWhw+qdUNXz+vMF0KTbwoLC3nzzTdZv349y5cv53//+x833ngjkydPxmKxkJaWRn5+PrGxsSQlJbFs2TJ+/vOf09raym9/+1uOHj3KbbfdFtBrBmb2EwLf/va3lccul4vDhw/zu9/9jhdeeAG73c6BAwfYv38/L7/8svK8sWPHMnfuXF599dWRCjNoLBYLF1xwQdhef/WBGu74z07sTheXz87l0a/MDHoqs0y4NYH0B+rBS6dy87+2848NJVx9WgHjMwMbdjYQLehSG6FJe3iL32AwcO2CUeyt2Mer28v5zpKxIb9P/eH9vVKnyoXTspU7zMGghZwsKEwDYGdpE3aHE7OfW598oQVNahOJmkDfugaLfVRqLFFmIz12J+WNnYwJoaPVX7aXSjc45rkH7wVLOHMyNiOeHaVNHK/rCMmmYSB6Xme+EJq0h7f4w21xUO62OChIjQnq533lRLY4cLqkqer/3VYOwI8vnITJaOR3Hx3i8iB298jv++KadnrtzpCub3yh93Xmi0jUpWdNA2M/1eJAKiwWpsdRdLKV+rbQO2g7eh14NgD66qCVO1Kjg+ig9ZYTpYO214HD6aKxQyrQZiZEEx9lprPXQVu3HZsjMA/agUPCmtwdtGPS4rA5XDR29HK8riOkwai+NOkdoWloFi9ezOLFi6murub999/n008/Zd++fdTV1dHR0UFeXh75+fksXryYZcuWsXTp0qBfKyxDwgwGAwcOHODll1/m8ccfp7GxEbvdTklJCU888QSZmZm4XC6qqqp4/fXXwxFiwDidTmpra8PSGv7Gjgpue3kHNoeLS2bm8PurZ4XUESMTTk2enDtZGhhmd7r41XtFIQ8M04ouNRGatIev+L80M4cYi4njdR3sLGsa9jjsDicf7a+WXntWTkjH0kJOJmUnkBhtpr3HzsGq0LeEa0GT2kSiJtC3rsFiNxkNjHN3zo2UzYHcQXva6NAKtOHMyXD50Op5nflCaNIe3uKX13RZYycnm7v4x2clNHaM3LBkeYDpqCAGhIHvnERbjMo25bte3U1jRy+5SdGcNyWL86dmsebuszlvauDDS/NTYkiMNtPrcA6bh7fe15kvIlGXnjUNjD3aXWyUC7RyB63cZd/QEXoH7cCOWZ8WByF00HrLiWfxuaGjB6cLjAZIjbMSH21WYgnWg7bP4kA6d6bEWlW1j9HzOvOF0OQ/2dnZ3HLLLbz00kvs3r2byspKmpqaKC4u5pNPPuGhhx4KqTgLYSrQAjz44INcfvnl3HPPPSQnJwMwevRo7rrrLkpKSrjuuutITk5m+/bt4QoxIJxOJ/v37x/Rhe1yufjbp8e457U9OJwuvjI3n6e+OjvkjjKZcGjyxc+/NBWryciG4npWFtWEdCwt6VILoUl7+Io/IdrCxTOkQumr7i6S4WTjsQYaO3pJi7Nyxti0kI6lhZyYjAbmKTYHDSEfTwua1CYSNYG+dQ0VuzworHgEBoXVtfVQ2tCJwQBzVSjQhisnw9VtqOd15guhSXt4iz83KYZoixGbw8WFf1zPb94/wDOfHhuxmBQP2iAtDnzlxGAwKMXnT4/UAXDd6aND/rxiMBiYmpsIQNFJdQaHDkTv68wXkahLz5oGxh7jYQNgdziVQXjy+0gNi4P2nv4erT4tDtwFz6ggOtS95US2MejqdSj2BqlxUZiMBsUOpa3brtg7+NsZLxeQ+4aESfqSYy3K702N6wU9rzNfCE3aImwF2qNHjzJhwgSv34uOjub5558nPj6ev/71ryMcWXCYzWbOPfdczOaRcY3o6nXww1d38+iHhwC45cxCHr9qpmrFWRh5TYMxJj2O77gHnj30wQHFND0YtKRLLYQm7TFY/F+dXwBI1gNqDb/zxXt7TgJw4fTskM8PWsmJmoPCtKJJTSJRE+hb11Cxj+SgsB1ue4NJWQnK1uNgCWdOxqZLRW21O2j1vM58ITRpD2/xG40GxqRJhQR5KNDeiuEpPHqjrKFvSFgwDJaT/3z7dB77ykyuWziKq0/L58ZFY0IJVUG2OSg62YrT6eJPHxfz2nb1bn7rfZ35IhJ16VnTwNgVD1qbo9/nhMJ06b2phsVB24CCbIcPf1bZ01WOKRC85cTT4qDBPewsPd4KQEKU3EFro8JtuZKb7J/lSpRJ7qDt70GbHGtVOo/VuF4I5zpzuVzYHeoXHPX83vGFnjWFrUBbUFDA5s2bfX7fbDZzySWXsHLlyhGMKnicTieVlZUjUqU/cLKVLz/9Oe/sPonZaOBXl03jp5dMwaiCrYEnI6nJH25fOo7cpGgqmrr467rgOwq0pksNhCbtMVj888ekMDY9js5eByv2VQ1bDD12ByuL3PYGMwP3dxuIVnKiFGhPNOIMcaiSVjSpSSRqAn3rGir2iUqBdvg7aLefUMfeAMKbk74O2o6QrY880fM684XQpD18xT9nlPS+nF2QDMCh6lZV17cvWrpsSlFYHr4VKIPlJD0+imvmF/DbL8/g8atnER+lzofmae4O2gMnW9l0vIEnVx/hgbf2hdTI4Yne15kvIlGXnjUNjD3Go0Ar+8/GWExkJ0rvzXoVLA4GFmgH/ltGfi8F20E7MCcxVum932VzKBYuqXFSgVY+L9S39VLd2g3AaD9vGEW5f2fyULNmtwdtSqyFjISofl8LhXCus5ue38bZj69TuovVQs/vHV/oWVPYCrTXXXcd69ev58UXX/T5nLa2NmpqQtvOPlI4nU6OHTs2rIugq9fBH9cc4fK/fMah6jbS4qy8fMtCblw0ZlgGDY2EpkCItZr56SVTAfjrp8eUO/2BojVdaiA0aY/B4jcYDHzltHwA3t5VOWwxfHq4jtZuO1mJUUpRMxS0kpMZeUnER5lp7rRxoKo1pGNpRZOaRKIm0LeuoWKf5C7QHqtrV3zXhovtbv/ZUAeEQXhzMjotFoMB2nrs1Ler59Op53XmC6FJe/iK/+dfmsJbty/ilW+fjslooKnTRm1b6MWYoZD9Z9PirMQFWTwNR07kDtoDVa38z905a3O4KDoZ2rWBjN7XmS8iUZeeNQ2MXbY46Oxx0Or2n02INpORIBUy61U4Jwzcwdfhc0iY24M2iCFh3nLiaXHQMKBAm+D2oJWv7ROizSTH+rfTR/aq7XXIQ8L6PGjj5N+njy7hQAjXOnM6XWworqOyuYuyxuBqIL6Prd/3ji/0rClsBdof//jHzJ07l5tvvplbb72V4uLift/fvHkzr7zyCllZgZvGhwOz2cySJUuGpY262+bgP1vKOOeJT/jjmmLJm2paNivvWsLpIXpKDsZwagqWi2dks2hcGr12J79+/0BQx9CirlARmrTHUPFf5p5YvOl4A1UtXcMSw7tue4NLZ+aqMjhQKzmxmIycPlYqOH92tD6kY2lFk5pEoibQt66hYs9PiSE+ykyv3cmxYZzg3m1zKF6N80aHftMmnDmJMpuUTj81fWj1vM58ITRpD1/xx1rNzBmVQozVpAy2ORjijUh/qHD7z+YHaW8A4cnJuIw4rGYj7T12xdIJYE95syrH1/s680Uk6tKzpoGxZyVGA3CyuUsp0CbGWEiPlzpBW7vtijdssPg7JKyvQBt42chbThSLA5udRncncJrcQesu0O6vlK5TpBux/n1+kT1o+4aESb+3pFgLse6bTh09oXeehmudtffakTcNykPj1ELP7x1f6FlT2Aq00dHRfPLJJ1x22WX8/e9/Z/LkyUyYMIHzzjuPmTNnsnjxYjo6OrjtttvCFWJAPPPpUX7x2laeWnOEZz49xitby1ixr4qtJY2U1HcE3IreY3ew8Wg9v3y3iAW/XcMDb+2jprWH/JQY/nztHP76jbnKSXq4cDqdlJaWaurOg8Fg4NeXT8NsNLDmYA2fHKoN+Bha1BUqQpP2GCr+gtRYFhSm4nLBO7tPen1OKHT02FlzUNqBcNns0O0NQFs5WTw+HYDPQyzQakmTWkSiJtC3rqFiNxr7ht3srxy+Yszu8mZsDheZCVFBb2P2JNw5GZeh/nC1cGsaDoQm7eFP/JNzpHPCwarh96Yub5RuFBeEcF4IR07MJiOTs6UdCJ6OR3sqmlU5vt7XmS8iUZeeNQ2MfVRq3w6RE/XSzZOEaDOJ0RbM7oaLhhB3jrT1DF6gfeyjQ/z49b20dknFwGA8aL3lJMajg7bRPcgrNU6qacgetPKN6tGpcX6/ltJBK3vQenTQKl27KlifhGudtXjYM/iyowgWPb93fKFnTWEtKcfHx/Pmm2+yevVqnn76adauXcuxY5K36KhRo7j33nu54447whmi37y4qZTK5m6gzudzkmMtZCdGk5kYTXqcleRYK/HRZixGA06XdDekoaOXo7XtFNe20W3rW1B5yTHcfGYh3zh9VFBbDIJB9u7Iy8vDaAxbLf8UxmcmcPOZhTy7/jgPvlvEGePSAvqjoVVdoSA0aQ9/4v/ynDy2ljTy9q5Kbjt7nKqvv/pADd02J4XpcczIS1LlmFrKyZnuAu3Wkka6bY6gLhxBW5rUIhI1gb51+RP7tNxEtpY0UnSyhavcFihqI09QP31smirWSOHOybTcRNYdrlO6bdQg3JqGA6FJe/gT/+TsBN7bI/nQDjfFtVIReFQIHbThysm03ERlmNqicWlsPNagWget3teZLyJRl541DYw92mIiNymGyuYu9lU2A5AYbcFoNJAWb6WmtYeG9l6/B2h5Y2AXpmdHbVlDJ08PmPcSigetZ05i+xVopQ7aVHlImHtwqXyzZVSa/+ejvg5a2eKgz4NWtj3wZeMQCP6ss/2VLXz33zu474LJXDpLnSYZT//cgcX1UNHze8cXetakiZ7f888/n/PPPx+AlpYWLBYLsbHBXyCEg6vnFdDY0YvN4aLH5qC1205LVy91bT3UtvXQ2eugudNGc6eNQ9X+3QnPSIjirAnpXDozlyUTM1TZohwIZrOZRYsWjehr+sv3l03gvT0nKWvs5C+fHOWe5ZP8/lkt6woWoUl7+BP/xdNzePCdIg5Vt3GwqpUp7m4ZNXhnt+Rte+msXNU8qrWUk/GZ8WQlRlHT2sPO0iYWuQu2gaIlTWoRiZpA37r8iX26xzTy4ULedbJsSqYqxwt3TmbkJQPqTroPt6bhQGjSHv7EP9V9TXBomDtonU4Xaw/13bwJlnDlZGpuElCO0QAPXjqNC/64nhMNnTR39pIcaw3p2HpfZ76IRF161uQt9jHpsVQ2d7GnXPr7JvuzpsVJ176hDgqTC7IxFhNdNke/Dlp5B54ncgE0ELzp8hyApgwJi+1vcSDj74Aw6PPI7bE7cThdijVEUqyFTre1QacKw7X8WWfPf36C8sYuPtpfrV6BtquvY3o4LA70+t7xhZ41aaJA60lSkjqdXiPN95aOo6SkhMLCQkym/p1cLpeLth47Vc3d1LR2U93aTWNHL02dvXT2OLC7bxMlRptJirUwNj2O8ZkJjMuIG5bhX/7icDh8ago38VFmHrx0Kre9vJO/fXqMy2fnMT4z3q+f1bKuYBGatIc/8SfFWjh3ciYfFVXz5s4KZQheqNS397ChWNr6f5lKFwagrZwYDAYWj0/nzZ2VfHa0PugCrZY0qUUkagJ96/In9ml5fdPInU4XRpVvylY2d3Goug2jAc6emKHKMcOdk5n50jXjkZq2kDrpPQm3puFAaNIe/sQ/OadveGCP3TFsO+h2lTdT395DQpQ5pAJtuHJyzsQMYq0mLpqew6TsBMamx3G8voM9FS0hn+v0vs58EYm69KzJW+xj0uL4/GgDh2ukGzSJMVJ3aZL7/6Fuc5cLsjlJ0Ryv7+hXoP34kFSgXTw+jc+PNgAENTzQmy5lANogQ8JkAumglS0OeuxOWrtsuNxduMkxVkB6nY5eOy6XK6T6ylDrzOl08ekR6Wa4mp2unh20A/2DQ0XP7x1f6FmTvvp9NYzL5aKpqQmXy3XK9wwGA4nRFiZlJ7BkYgbXzCvgtrPHcf9FU/jNFdN55MoZPHLlDO6/eAq3nzOeC6fnMD4zPqzFWRhckxa4YFo2SydlYHO4+Nnb+/yOU+u6gkFo0h7+xn/l3DwA3tp1ErtK09vf3lWJ3eliVn6S3zcu/EFrOZFtDkIZFKY1TWoQiZpA37r8iX1cRrwy7EbtCb0Aa93ds6eNTgm5q0wm3DnJSYomPd6K3elSpj6HSrg1DQdCk/bwJ/7sxGiSYizYnS6OquSz3D2gUw5g1YFqAJZOzsQaxDZmmXDlpCA1lr0PLuexq2YCMKsgGYDdZc0hH1vv68wXkahLz5q8xV7oHhLoUBq5pMKsXMSUvWGDRS4eZidJA8nk80Jrt40txxsBeOiKGTz1tdl868xCZuUnB/wa3nTJHbQ9dif1be4hYW6Lg/gBReDRaf570CoWBzYHTW7/2fgoM1azkVir2R1PnwWCjNPpUnxrg9Xkyb7KFurd/sBqdro2dw2fB62e3zu+0LMmUaBVCbPZzPz583U5Kc4XWtckDQybTozFxObjjby6rdyvn9O6rmAQmrSHv/EvnZxJWpyV+vYe1hf79rD2F5fLxWvbKwDJekVNtJYTeVDYvsoWZZtUoGhNkxpEoibQty5/YreYjExxD7sZDpuDte4ti0snq2NvAOHPicFgYKb7Q+M+lWwOwq1pOBCatIc/8RsMBqa4u2jVsDmwO5ws/8N6lv1+HTWt3YB0zbCqSDo3LJ+WFdLxw5kTs8moWMHJnfVqDArT+zrzRSTq0rMmb7HLBVoZuTCbqFIHrfzzcoFW9mddf6QOu9PF2Iw4CtPjuHx2Hj//0tSgrBa96ZKLpQCt7hi8ddBaTUayE6P9fi1lSJjDqfjPJsdKv6sYj901A31ov/GPLSx57BO/B7oPtc7WegwwV7PTtaWz73POwJtsoaLn944v9KxJFGhVwuFwcOjQIRyO0L1NtIIeNBWkxnLP8okA/HbFQWrdF5yDoQddgSI0aQ9/47eYjFw2W7IheGNHZcivu6+yhcM1bUSZjar5HsloLSdZidFMyUnE5ep/QRQIWtOkBpGoCfSty9/Yp7p9aPefVM9TFaRhHBuPSdsUl00OrQjjiRZyIg9BVMuHVgua1EZo0h7+xj852+1Dq8KgsPKmLsoaO6lp7eH+N6WdZ8fq2imp78BqMqpiB6CFnMgdtHvKm0PuntKKJrWJRF161uQt9jEDCrRyYVbpoA2xO7Pd/fM5cgetu5j48UHpevq8KaFfK3jTFT3Ay9ZggJTY/kPCAPJTYwIqCkfJnbk2J83uYqZcoDUZDUqR1tOH1uVysbWkkerWbo7X+7dLYah1tu5w3+cRNTtdPS0OQs39QPT83vGFnjWJAq2KdHV1hTsE1dGDppsWjWFmfhJt3XZ+/s5+vy7G9KArUIQm7eFv/PLE9tUHapSLimCRu2cvnJ6t+FSpidZycv5U6QJytXuLZjBoTZMaRKIm0Lcuf2Kf7vahVbuDduOxenrsTvKSY5iYpZ7tCYQ/J3K3nDzpWg3CrWk4EJq0hz/xT3J31R+pCd3ioMSjALH2UC1/33Cc5zaUALBofFq/4kiwaCEnU3MSMRkNNHT0UtsW2iAl0Iam4SASdelZ08DYC1Ji8axPJsodtO73aagWB+2KxUGM8m+7w8kn7gLjMpV22wzUZTAY+nW0JsdYlEKsp8VBIAPCAKLMfR20cjEzxcPOKS5Kes2O3r6iaa/DqcwCCmQnnq91VtfWwx6Pm8Vqdrp6Whyo7UEL+n7v+EKvmkSBViVMJhNz5szRnQnxYOhFk9lk5NErZ2I2GlhZVMO7e04O+ny96AoEoUl7BBL/tNwkpuQk0utw8t4Q63cwum0O3tktdeFefZq69gagzZwsdxdo1x+pp9sW+F1SLWoKlUjUBPrW5W/s09wdtEWVLar6Zq0skm5gnDs5U1V/ey3kRO6gPVrbfsrWxWDQgia1EZq0h7/xF6RIRYqqltA/aB6v6wAgzj2k5+EVh/iv2x7sgmnZIR9fKzmJtpjITIgCoLpl6J11g6EVTWoTibr0rMlb7FazkfyUviLlQA/akIeEyRYHiX0etMW17TR32kiIMnPa6JSQjg++cxJr7fu3bG8AEO9hcRCI/yyg+Gd7etB6+u3L1godPX2fFTwf+1ugHWydyd2zuR6+vrKHcKh4dtCq7UGr5/eOL/SsKaILtEePHuW2225j9uzZmM1mpk+fPmyv5XA42L9/vy7bqH2hJ01TcxO589zxAPzinSLFW8sbetLlL0KT9gg0frmL9t9byoIuzLy7+ySt3XbykmNYNC74Scy+0GJOpuUmkpccQ5fNwWfFgQ8L06KmUIlETaBvXf7GPjk7Qen8qgqxsCBjczhZdUDymLxoRuhFGE+0kJPMxGiyE6NxulBlUJgWNKmN0KQ9/I0/J1n6oH+yOfTzwfF6qUB7w6IxnDk+HYvJwLzRKdx13kRlYGkoaCkncoE21A5aLWlSk0jUpWdNvmL3tDkY6EEb6jZ3ucgnWxw4XXDQ/Td0XGY8ZlPoZSJfumI8CrRpcVHK43irZ4E2uA7aHrtnB23frgC5KOzpNet5U1ce7DUUg60z+Vrr0tl9FnOeHbuh0NI1fB60en7v+ELPmiK6QFtUVMQHH3zA+PHjmTp1arjDEQwzdywdz4y8JFq6bPz4jb26nNon+OLylbl5RFuMHKpuY7N7emoguFwunvvsOAA3LhqNMQgzfz1iMBg4b4q0DWtVCDYHAoEWiLaYmOze0rxLhQnkAJuONdDcaSMtzsrCQvVv3GiBGfJQoPLm8AYiEKhMrsf241ALMsfrJIuDCZnxvPStBRz89YW8/t1F/OC8CUSZ9ddlNBgZCVLRqbZNnRtd3ujstXP13zZy/5viM4dgeCj0KFLKhdlEFTponU4X7e7CYWZCFPLGmv2VUoF2TIDF0UDxtDjw7KA1Gg2KzUGgBVqr2XNImLuDNubUAq1nwdTzcWNHaDdzWjptSgftlXPylaFlatkR9O+gVdeDVqAtIrpAe+mll1JeXs7rr7/O3Llzh/W1TCYT06dP12UbtS/0psliMvLkNbOwmo2sO1zHvzae8Po8venyB6FJewQaf3KslSvnSl20/9pYEvDrbSiu50hNO3FWE1+dPyrgn/cHreZkuXtr5scHawPeSqRVTaEQiZpA37oCiV3eVrizrEmV116xrwqAC6ZnBzWFeTC0kpO5o6TfWTA3twaiFU1qIjRpD3/jj7GalC6wk82h2RzIFgeF6XEYDAZVOuQ80VJOMhOlrrya1tCKLoNp+vRwHdtONPHK1nLWHa4L6XVGGi3lSi30rMlX7F47aFXwoO20OZDvKSTGWJTOVXlA6cABZcHiS5enxUGKR4EWpO5dq8moWD75i3yTyeWSvGChv8VBnLvw2+lZoO3xLND6b3HgTdNHRVXYHC4mZycwKTtBsWtQy46gnwetyh20en7v+ELPmiK6QGs0jpw8h8PBrl27dNlG7Qs9apqQlcADF00G4JEVh9hfeepUZz3qGgqhSXsEE/83F40BpGFh5Y2dAb3ec59JRd1r5hcMy3Aw0G5OFhSmkhhtpqGjl60lgRVotKopFCJRE+hbVyCxy8XGHaWhF2htDqfiP3vJjJyQjzcQreTkrAnpAGw6Vo/N4QzpWFrRpCZCk/YIJP4cdxdtVQg2B+09dmW7/9gMdQcFymgpJ7LFQV2IHbSDadpwtM9W6bcrDmIP8dwzkmgpV2qhZ02+YvcslMqFWbmTNpTCn9zVaTYaiDIblWLigZNyB606BVpfuvpbHPQv0L70rQV8fM/ZZLm9cf1FtjgA2O6+fhrlMWhM6aD18J1t93jcEIDFgTdN7+yWZohcOkuyN5AL6u09oXe7ulwuWjw6aFtV9qDV83vHF3rWFNEF2pEmJiYm3CGojh413bhoDOdPzaLX4eTO/+z0ug1Aj7qGQmjSHoHGPyErgbMmpON0wQs+OsC9cai6lfVH6jAa4JuLCgOMMjC0mBOLychF06Xi0xs7KwL+eS1qCpVI1AT61uVv7HIHbdHJlqAG33my+XgDTZ02UuOsLCxMDelYvtBCTqbmJJIaZ6Wj16GKNYQWNKmN0KQ9/I0/N1l6XmUIHbQl7u7Z9HjrsN3EBe3kRC7u1IbYQQu+NW0olrpmDQZpSKE8cE0vaCVXaqJnTd5iH+++mWI1G5UCo1z4C8XyRP5sHB9txmAwKN2lcmemWh204F2XL4sDkArRBamBWyxYPXYENHb0Ems1cab75i30DQnz9KDt9OhEbfCzgxZO1VTb2s2m4w0AXOYu0MpWDWoUU7tsDno9bgD12p302NUtPOr5veMLvWoSBdoB9PT00Nra2u8/QKm+OxwOr49dLhcTJkzAZDJht9txOqU3ka/HNput32PZu0h+7HK5Tnksv4782Ol09ntst9sHfexwOPo9jlRNBoOBR788jZykaE40dHL3q7ux2exKvACTJ0/G5XLpRtNgj4UmlFjUJtjzQSg5uX5hASANCytvaBsyJ729vfz2g4MAXDA1i1FpsZrJyUius6vnSfYQH+ytkqamRoCmSMxTsJocDgcmk4nx48djcJuljfT5AEbmGiE/JYaMeCs2h4v9lS0h5eX9PVJHxwVTs8DlVL4eaWsNXCweJxWgNxypjQhNkZgncY0QXPzZiVIBo6qlK+icHKtrAyR7A63kZDjXWVqsVBypaeseFk0ldW2UN3ZhNhq4+/yJAPxh9RF63J83tPzeCfTvqR7OB5F6jZCTaOW+Cyby0BXTcTgcOJ1OpZO2s9eB3eEMKi9t7sKkXESMj+q/DTw/STrnDNc5wbNAK1u4hLrWjEYDVlOfjdO5kzIxG1yKjhiL2xO2x6bE1trdV5RtaO8JWtM7uytwuWDuqGRyEq04nU7ld9vmtiYI5f1T3yrdnDN72FS1dvZGzLn7WE0rLV22iLtGCBZRoB3AI488QlJSkvJfQYFULNm/fz8ABw8e5OBBqRiyd+9eiouLAdixYwfr16/HbrezdetWysulu6gbN26kqkryf1u/fj319dJ2mLVr19Lc3AzAqlWraGuTLpxWrFhBd7d0MbFixQrsdjvd3d2sWLECgLa2NlatWgVAc3Mza9euBaC+vp7169cDUFVVxcaNGwEoLy9n69atAJSUlLBr1y4AiouL2bt3b8Rqqio9xo/OSMZqMrL6YC2/flN6/q5duzh27Bjbtm1jy5YtutLkK09CE8rrq02w54NQctJ7Yhez8xPpsjm4+1/rhszJk/9dzYbieiwmA4sTpONpIScjvc5OG51CfpKFLpuDFXurIkJTJOYpWE0lJSXY7XbWrFnDiRMnBtU0XOcDGJlrBIPBQF60dLG4o7Qp6LzUNzaxYo/UUb5oVEzEr7Usl3Tsj4tORoymSMyTuEYIPP6OukpAsjgINicHyqXurrHp8ZrIyXCvs6qSw9Ljps5h0fTBDmko69gkA1+ZkkCs1URDRy/7T9QMm6Zw/D3Vy/kgkq8RLp8YyzXzChQNsh0BSDYHweRFGVxlkwp/VkPf/IbEaBMHdm8Hhu+c4LL3dbabHVIMaqw1i0cX7ZmjY/uttaY6ye6ppr5Z0VR+slZ5fn1bd9Ca3tpyFJDsDeQ8JbgL6bVNrSFpam5uZtWnnyu5kWvpx8sj49xdVHKS5X/cwA3/3Bpx1wjBYnDJZe8I56abbmL79u3KCdIXPT099PT0nTRaW1spKCigsbGRlJQUpTJvMpn6Pe7t7eXEiROMGzcOl8uF0WjEaDRit9u9PrbZbJhMJuWx2SxtMZAfg1TZ93xssVhwuVzKY6fTicPhUB47nU7MZrPPxw6HA5fLpTz2piPSNL2x8yT3vSG9if/2jbmcNzkDp9NJWVkZBQUFWCwW3Wka+Fi+A/RF1tTd3c3Ro0eZMmWKqmbgwZ4PQs1JUVU7Vzwt/YF6+/ZFzCpI9pqTHpuDC/64nhMNnXxnSSH3nj9BMzkJxzr7y9piHl91hHmjU3j1OwsjQlMk5ikYTXJHzLFjxygsLMRisYz4+QBG7hrhr58U87uVR1g+NYu/XDsrqLx8XlzHdf/YSnKshS33n4vJQESvtcqmTs56/FOMBth6/1LSE2N1rykS8ySuEQKP/80dZdz92j4WFqby8s3zgsrJ9/6zk/f2VnH/RZP59lmFYc/JcK+zquZOFj8mnQ8O/mo5UVaLqppu/89uVh2o4a5l4/nesglc+n+fU3SylWe+MZcLpueopqmls5eU+Oiw/T3Vy/ngi3aNMPUXH9HZ62D9vUvJSbQEnJfVh+q5/d87mTc6mde/u5hbX9rOyiLp5sKs/CTeuO30YT0n/PK9g7y8pQyA9+9czPT8ZFXW2mm/WU1DRy8xFhPbf7qMKLNB0fHHNUf409pjfH1BAb++bCpms5n/W3uEJ1YVK/k6+KvlxERZAta04LdrqG3r4e07FjM9Jx6j0cg9r+3lrV2V3H/RJG49e3xQmg7WdJCdGMXhqlauf3474zPiaOuxU9Paw7t3LGJqToLuz93v76nkzld2E2c1se+XyyPqGiFYzEM/5YtFVFQUUVFRp3xdTpZn0jwfW61WJk6ceMrPyYtz4GOLxRLUY4PBoDyWF5W/j33FHsmarplfwP6TLby4qZQf/Hc3//n2Qk4bncr48eN1q2ngYzleoUl9gj0fhJqT2aNSuHJuHm/urOTB9w7wv1tPJ8pLTp5cfYQTDZ2kx0fxvXMnBJSfSFxnV80r4Perj7C9tInSxi5lEIqeNUVinoLVBPT7mzTS5wMYuWuEBWPTANhZ1qxc/EJgefnI/WFr+dQsoix9x47UtVaQFs+EzHiKa9vZWtrCxTNida8pEvMUbk1qMlLXCAVp0t+yqpbuoHNS0iB50Bamx2kuJ8OxzrKSYjEawOmClh4HmVaLapowGBW/ySWTMjEajYzLiKfoZCslDZ2qafrjmmL+tPYoj1w5g2sXjAr731Otnw+C0aQ2I3WNkBBtprPXQWu3jVFpfX6t/uZF7qBNjJGsDOKj+p5bmB6nvNZwnRNkz1uA9IRov2IfShNIXr0ASydnEBfd91yj0Ui8+9/dNqcSW2dv/8F+rT0OYqJ8nyu8afIcwFiY1ve7k72C5aFkgWoqbermsv/7nHmjU/jWmdJ8keRYKxgM1LT20N7rGPY8eXus9jnhqNsfvaPXgd0J1jBr0gLC4kAl7HY7GzduxG5Xd6peOIkUTb/40lTOm5JJj93Jt17YzqGTzRGhy5NIyZUnetcUavz3XTCZ+Cgze8qb+cEru0+ZDvyvz0t4Zr20xe4Xl05VttIMJ1rPSVZiNOdMygTgn5+X+PUzWtcUDJGoCfStK9DYp+UmYTEZqG/voayxM+DXczpdfFQkbee7aEZOwD/vL1rLyVkTMgBYd7h2iGf6Rmua1EBo0h6BxC8PCatq6cLpDHzjo8vlUoaEyTcuhwMt5cRsMpIWLxXKQhkU5k3T3soW2rrtJEabmZmfDMDYDGmo0vG69uCD9uBfn5fwp7XStunVB2pUOaYnWsqVWuhZU6Cxyz60wQ4Kk39OLiImeNgmjE5Tb0CYL13Rnh60cep9fpF1yIODPZGHhHX09sXS6TEwDKChfehBYQM1naiXzq1pcVaSYvu0hDokrLhGOpfsKm+murUbgORYi6KxXYXhYzLhfO8cqWlTHjd3+T+obSj0fD6I6AJtZ2cnr7/+Oq+//jqlpaW0trYq/66rq1P1tYxGI3l5eUqlPxKIFE1mk5E/XzuX2QXJNHfauP757Thi03Wvy5NIyZUnetcUavzZSdE8c/1pWE1GPiqq5oev7uZwdRu1bd08ueowv3r/AAA/Wj5RmRg63OghJ99ZMhaA/22roLqle8jn60FToESiJtC3rkBjj7aYlA/+m441BPx6O8qaqGvrISHazOJx6QH/vL9oLSfnT80CYMW+ajp6grso15omNRCatEcg8WclRGE0gM3hor4j8GJjbVsPHb0OTEYDo4KYju4vWstJZoK7QNs29LWAL7xpKqpsAWDemFRM7qE9cuH7uLsQHgqriqqVazyAfe7XUxOt5UoN9Kwp0NjlIl1rV3B/59pPGRLWV6AtTFevQOtLV6xVKtAmRJmJMqu3pfyBi6fwg2UTuGh69infi3Obt3oWZdsHXCc0dgxdIByoqaS+b3eCJ7JX8MDX8Be5K9fhdCnXgcmx1r7hYyoWaMP53jlS03dTq6VTvWFduj4fhDuA4aS2tparr76aq6++mnXr1lFeXq78u6ioSNXXMhqNjB49WpeLwBeRpCnGauKfN81ncnYCdW093PNBmbINKRKIpFzJ6F2TGvEvHp/On66dg8lo4P29VVzwx/UsfPhj/rT2KC4XfOP0UdyxdPzQB1IJPeTk9LFpLChMpdfh5G+fHhvy+XrQFCiRqAn0rSuY2Je4u0E/PRL4DeUV+6QhCOdPyVK2/A0HWsvJ6WNTKUyPo73Hzrt7TgZ1DK1pUgOhSXsEEr/ZZCTTvQ34ZHPgxUa5wysvOeYLdT5QCrQhdNB60yQXFCZmJShfG+suzhyvD71A+4c1xbhccNVp+RgNUNfWQ21r8EVmb2gtV2qgZ02Bxp4YI3VqtgXZQSt3X8pFRE/LgdFp6t3E8aVLLtCmxltVey2AcyZlctf5EzGbTv09Kh20HgXTgTdyG/y4ATZQk68CrbyzMdhO17q2vliUAm2MReme9iz8ljd2cs//9nCoujWo1/KVp7ZuG//eUsqVT3/OpX/+LOiObV/02B3K7w+gSeUCrW7PB+EOYDgZM2YMLpfL63/nnHOOqq9lt9uV6YuRQqRpSo2z8u9bFjIpK57ath6u+utGdpc3hzssVYi0XIH+NakV/4XTs3nhmws4z11ocblg7qhknvrabH592XTFm3Ik0EtOvn/uBABe2Vo25IcavWgKhEjUBPrWFUzsZ0+SCrSfFddjG2BxMhgOp0sp0A6nvQFoLycGg4FrF0hTs//jHkASKINpcrlcdNscXn5K22gtT2qgd02Bxp+bLBVoq5q7An6t8ibpZ4azexa0lxO5qF3bFprFwUBNxbXSltwJmX12EbLFQWNHL82dwW/TPVzdxsGqViwmAz+7ZArj3J25anfRai1XaqBnTYHG3mdxEJxWufsyQe6gjR6eDlpfumSLg5RYdQu0gyEXhT07aDuCtDjw1KQUaDMGFGjlTtee4IqOngXaNncxNjnW4tFB23fcN3ZW8MbOCv71+YmgXstbnlwuF19+eiM/fWs/O8ua2VfZwuYgdnQNRkl9Bw4P255Qzp0D0fP5IKILtCOJ0Whk3LhxuqzS+yISNaXFR/HytxYwKTOGpk4bX3t207B4O400kZgrvWtSM/4zJ6Tz3I3z2Pnz89n4k3N58/bFXD47D6Nx5IqzoJ+cLB6fxtxRyfTYnTy5+sigz9WLpkCIRE2gb13BxD4zL4nUOCttPXZ2lTX7/XNbSxqpae0hMdrMkonDZ28A2szJVacVYDUZ2VfZwr6KwIsavjQ5nS7ufGUXU3/xEV//+2Ze3VbW74OFltFinkJF75oCjT/H7UNbGUSBVvaxLhjmAq3WcpKVqI7FwUBNR2ulDtoJWX0F2lirmZwkqSB8LASbg7d3VwJSJ2ByrJUZeUmA+gVareVKDfSsKdDY+ywOgiv+tbh/LsndiRvv3v6fFGORBlGphC9dc0YlkxBlZql7bsRIIHfQ9ivQuguf8rnC0+Kgs9fO85+X0DTA9mCgJrlrfuwpHbShecXWtZ96Yykp1qoct82jg7be/dzqIDvtveWp2+ZUznVy0T6YmQiDcbi6rd+/m4Ncz97Q9fkg3AFECnr2ufBFJGoCyEiM4c07lnD2xAy6bU6+/eJ2nlx9RDcftLwRibnSu6bhiD8+yqwMCwkHesmJwWDgJxdNAeC/28pZP8gWcb1oCoRI1AT61hVM7EajgbMmSAXWQIZeyVv7L5yeraq3mze0mJPUOCsXuv3nXtp8IuCf96Xpj2uO8MHeKpwu2HisgR+/sY/HPjqkRsjDjhbzFCp61xRo/HnKoLDAP4BXKAXa4b1+0FpOMhKlgmlNiBYHnpoaO3qpd3fZjffooIXQB4U5nS7e3S2dv6+YnQfAdHeBdv8wFGi1lCs10LOmQGPvszjoK9J12xz8YfURik4OvVbkAq18HLnbfJKHbYca+NI1PjOB3Q8u5wfnTVD19Qajz4P2VIsDeXdBg0cx9u/rS/jVewd4fNXhfsfx1CQNYJSLmP3PB6F6xXq7sZQcY1G6nT2P2+y2BgjWzsVbnuQ1YjIauGCadE1VrnKBtrim/7lSeNBK6C9ijWK321m7dq0u26h9EYmaQNK15fP1/O262Vx/+mgA/vRxMTc9v5UalT2eRopIzJXeNek9fm/oSdOCwlRuWjQGgB+/sdenb5KeNPlLJGoCfesKNvZzJgXmQ2tzOPlwv2RvcNmsvMCCDAKt5uT6M6S/7a/tqGDL8cC25HnTtGJflTJR/WeXTOH750re3899VhK059tIotU8hYLeNQUav9ydeTIoiwN3gTZl+C0OtJSTviFhfUULm8PJ+iN1fg0DglM1FbsnjuenxCgdeTJj3QWaYH1ot5c2UdncRUKUmWVTpM7CGfnD00GrtVypgZ41BRq70kHrcW37/t4qnvq4mMdXHvb1YwoDO2hPH5vGw1+ewcNXTg809EEZTJdphHcBxiketJ4WB1Jc8u6CRg8P2h1lTQBsHnAN4ampsaOX1m47BsOp3r3xXjpdA6HOizVLcqzFq7etUqAN0s7FW56UIn60WdGmdgftEff5VPZGb1LZ4kCv5wNRoFUJo9HI9OnTdVml90UkaoI+XVEWM7+5YjpPXjOLaIuRDcX1LP/Det7eVYnLpa9u2kjMld416T1+b+hN030XTmJ0WixVLd3c+9oerz6eetPkD5GoCfStK9jYz3IPCis62erXNt3Piutp7rSRHh/FGePSgoo1ELSak/ljUrn6tHxcLrjr1d3KBw1/GKips9fOA2/tA+CWMwu55ayx3L18EhdOy8bhdPGzt/bj1PgOHK3mKRT0rinQ+HOSpO7XYAq08ofq4fag1VpO5AJtnUfzxd83HOeGf27ljEc+5sev76V6iI7kgZqKZXuDAd2zAOPcHbTHaoProH1rl2RvcOH0bMWjc2pOIgaD1AUcilXDQIbKVWlDB/YAvM+1gNbWXyAEGrvsQevpQyp3zvrTMT6wQGsyGvj6wlGMz1S/g1YrOZE9aLtsDuVvtlysVTpo3d3xLpeLfRXNAByv66DBw27AU9OJBulmTG5SjPKelfGWI39xOl1Kp/6UnETl68kx1j5vW4/jyoXNho6eoN633vIkr5HkWKvy+xmuAu3s/GRAfYsDray9QNFfxBrFaDSSmZmpy0Xgi0jUBKfqunJuPu/deSYz8pJo6bLxw1d38/W/b1FOGnogEnOld016j98betMUazXz+6tnYTUZWVlUww9f3X3KhYveNPlDJGoCfesKNvb0+Chmujuo1h4c2uZAtjf40sycEelO0XJOHrxsGqPTYjnZ0s19r3u/QeONgZr+t62c5k4bo9Ni+clFk5Xn/eLSqcRaTWwvbeL1nRVBx3m4uo1lv1/HxJ9+yKSffch3XtxOV6+6g8i0nKdg0bumQOOX/U4PVrUF9IG/2+ZQCjYj4UGrpZxkuS0O6tp7lMaLdYek3Qg9dievbi/nm//aNmhBY6Am2ZNxopet4GMzgu+gdblcrD0kzcS4bHau8vW4KLPibVlUqV63/mC5em/PSc5+fB2/eLdItdcbCbS2/gIh0Nj7PGj7ugMPVUmfW/0ZtNQ6oEA7XGgpJ54d713uYZ/tAywO5M76yuYumjy22+8obVIee2o67vab9jZYTbY46LY5Axr0CtDY2YvD6cJggKXunVQgd9Ca+8UOfR20Lld/mwZ/8ZYnTxsM+fdT3tSl2g3pbpuDUnfBd0FhqvSaKlscaGXtBYr+ItYoNpuNlStXYrOpt7DCTSRqAu+6JmQl8Obti/jR8olEmY1sOt7ARU9t4L7X91DRpO7douEgEnOld016j98betQ0b0wqf/3GXCwmAx/sreKWF7f3G7KiR01DEYmaQN+6Qon94hk5APxna9mgz2vq6OWj/dUAXDord9DnqoWWcxIfZeapr83BbDSwsqiGG/6x1a8Prp6a7A4nz31WAsAtZ43FbOq7bM5NjuH7yyT/vD99XBzwBzCQPgTe+M+tHKvroNfhpMfuZNWBGu78z05Vu9e0nKdg0bumQOMfmx7H2Iw4eh1O1h7y35Na/nsXZzWREju8xRit5SQ9XuqgtTlcNHXa6LY52F3eDMCT18wiKcbCwapWXthU6vMYAzXJzRsD/Wehz4M2mO7T8sYualp7sJgMzB+T2u97wzEozFeuXC4X/+e2c3l1W7nqnpPDidbWXyAEGrviQdsjF+Zcit3OUNvEHU6Xsu1+uAu0WspJtMWIwX3fuqPXjs3hpNcuvU8LBnjQDvR89izQemoqqR+kQBvdVxDuCNDmQLY3SI21MrsgWfl6Uqx3D1rPnAfjQ+stT/L1UlKMhZykaExGA712Z9A2CgM5WtuOywUpsRblfKqmxYGW1l6giAKtSphMJubPn4/JNLwDOUaSSNQEvnVZTEbuPHcCa+4+mwumZeFwuvjf9gqWPrGOe1/bo/hOaZFIzJXeNek9fm/oVdOyKVk8fd1pWEwG1h2u47zff8pjHx1iX0ULBoNRl5oGQ695Ggo96wol9mvmFWA1G9lb0aIUF7zx0uZSumwOpuUmMndUcvDBBoDWczK7IJlnbziNOKuJTccbuOIvnysfqHzhqenD/dVUNHWRGmfl6tPyT3nujWeMIS3OSkVTlzLcx19aOm3c+M+tVLd2MyEznrX3nM0LNy8gymzk40O1/Ozt/arZLWk9T8Ggd02Bxm8wGLjIPfxuZVG1369TpgwIi8VgGN6ueq3lxGo2khonTaSvae1mT3kzvQ4nGQlRfHlOntIR/+Sqw5Q3dlLZ3EW3rX/3+kBNisWBlw5aaZuzEZvDRXlTYFYU2040AlIxduBWaXlQ2F73lms18JWrz47Wc9j9ecfhdPHXT4+p9poyb+6s4JYXtvmcDRAsWlt/gRBo7IkDOmjr2nqUjs9um/OUdbyyqJrnNhzH5XIp3bPQV+gdLrSUE4PBoPjQdvY46PTwopU7RFu6bNgcTuVmiPx73u5RoPXUNFiB1mIyEm2RSm2BDgqTC7QZCVHMLkjGZDSQEGUm3mpWPGjlY/bYHXR67LoJxgrFW548bTDMJqMyqFItmwN5p8H4zHiS3TcPm1XsoNXS2gsU89BPEfiD0WgkNTV16CfqiEjUBEPrKkiN5Znr57GzrInfrzrM50cbeG1HBa/tqGDx+DS+vmA050/NUgyttUAk5krvmvQevzf0rOn8qVm8/72z+Pnb+9l6opGn1x3j6XXHiLOaSE+IIj7KjM3hpNvmpKPHTkevHXkXT2K0hYyEKEanxjI1N5EZ+UnMG52iXCRpDT3naTD0rCuU2FPjrHxpZg5v7qzkxU0nmF0w+5TndNscvLDxBADfWTJ22AsxMnrIybmTs3jj9kV861/bOdHQyZVPf87fb5jHvDHe45Y1uVwu/r7hOAA3nDH6lKIJQIzVxLfOKuSxjw7z9LqjfHlOHkY/rSUe/egQR2vbyU6M5oWbF5CbHMPYjHj+fO0cbnt5B//dVs75U7NYNiUrePEDNEUSetcUTPwXTsvhL58c45NDdXT1OoixDv3Bs8KjQDvcaDEnBSkxNHb0sqO0iSZ3d9yCwlQMBgNfnVfAa9vL2VnWzFmPfQLAmLRY1tx9ttIt76mpubNXKZx466A1Gg1MyUlkV1kzW443eC3a+EIu0M4vPPX3d9roFPdzmnA6XX6fYwbDV67+4d4xcNroFHaUNvH69gq+f+4Est1D6kKltq2bB97aR7fNyYq9VXxtwShVjgvaXH/+EmjsA/1ND1b3byJq6uxVfKvf2FHBPa/tAWDJxAys7rUdazVhMQ3vZ1mt5STWaqLdfY1vcX+Ot5qMZMRHYTSA0yXtRtpbIRVov7ZgFM+uP86+iha6bQ6iLaZ+mpQCbYb393p8lIVuW09IBdrMxGj+ceM8Yq1mjEaDYp0g535gUTOYDldveeqzwZBeb1RqLGWNnZQ1diqWBKEg+/pmJkSTHCvdSAtkXsBQaG3tBYJ2Kkw6x2az8cEHH+iyjdoXkagJ/Nc1d1QK/77ldN747iIump6NwQCfH23gjv/sZOHDa3jwnf3sKmvSxECxSMyV3jXpPX5v6F3TpOwEXr31dP7y9blcOC2bWKuJjl4HpQ2dFJ1s5UhNO2WNnTR09NJtk7Y+9dqd1Lf3cLCqlY+Kqnly9RG++fw2Zv1qFZf932c88uFBPj1Sp+pFRajoPU++0LOuUGO/4YwxgDSl2dv08dd3VNDQ0UtecgyXuC0RRgK95GRydiJv37GYWflJNHXa+PpzW9h4tN7rc2VNnxysZm9FC9EWI9efPtrnsa8/fTQJ0WaO1XWw6oB/nY37Klr47zbJsuJP184h192ZArB8WjbfXjIWgN9+cFDZghkKeslTIOhdUzDxT89LJC85hi6bg/XFdX79jNzJWZAy/AVaLeZEtnv595YytrqLoAvcN2eMRgMPXTFD6XIDONHQydaSRuXfnprk7tm85BilSDKQcyZmAgRkQwEeBdrRpxYUpuclEWs10dJl41C1Orv5vOXqaG0b6w7XYTBIFhDzx6TQ63Dy7PrjqrwmwF/WHqXbJp3TDlap56kL2lx//hJo7HKDQGu3HZfLxeHq/r/Lpg7pOKuKqrnvjb3K16taupXO5eG2NwDt5UQeFNbZ66DTbTsQF2XCaDSQ4i4SNnT0KhYHl8zIIT0+il6PrlpPTZXu86uvAYyJ0acO9PKHWo8CLcA5kzKVomiihwety+U6xRYgWIuDgXkaOEiuQOVBYfK1bGqclWT3a6htcaCltRcIooNWJcxmM2eddRZmc+T8SiNREwSu67TRKZw2+jTKGzt5dVs5r24vp66thxc2lfLCplLykmO4aHo2F0zPZu6olBEZzDKQSMyV3jXpPX5vRIImg8HAJTNzuGRmDj12B+WNnVTUNeM0Wom2mIiyGImLMhNnNWMyGnC6XLR02aht6+FYbTsHTrayo6yJ0oZO9la0sLeihWc+lT68jM2IY3xGPGPS48iIjyIpxkJslIkos4k4q4m4KDOpcVZyk2OG9TwRCXnyhp51hRr77IJkZuYnudfbMe6/eIryvc5eu/IB+pazCvv5pA43espJRkIU//3OGXzvlZ2sOVjLrS/t4H+3ndFvQjJIms4880xufHk/AN9YOJo0t5elNxKiLdy0aAx/XnuUP64p5vyp2YO+v51OFw++ux+XCy6fneu1E+XOpeN5Y0cFx+s7eGlzKd86szBI1X2a9JInf9G7pmDiNxgMXDg9m398VsJH+6u5YFr2kD9T1iB9mB6VGjPEM0NHizm56rR8Hl95mINVrchvS8/33NTcRDbfvwy708WjHx7i9R0VrDpQw6Lx6UB/TcU1UoHWW/eszLmTM/nDmiN8drSeHruDKPPQXc4N7T0ccw8bmjcm5ZTvW0xG5o1JZf2ROraUNDA1N/GU5wSKt1y9tl0adnjelCxGp8Vx57kTuPGfW/n3llK+vaRQ6cgMloqmzn5e6gdULtBqcf35S6CxJ7q7Gh1OF102hzIgTKa5s5dum4N7/rcHh9OldIc2tPco74ORKNBqLSfyoLDOXgdm9y9C/lpavJWGjl7e3l1JU6cNs9HApOwE5o1O4aOiarafaGL+mFRFU48DxctXHkg4kHgvA738oW5AgdbbMZ0uScepHbSBWxx4y5NcoE2OkQrXyqAwd4G2tdumdHIHQ4NHgVYujnf2Ovw+bw6F1tZeIOgvYo1iMBhITAz9D6aWiERNELyugtRYfnTBJH543gQ+O1rPW7sqWXOghsrmLp77rITnPishPd7K0kmZLJuSxZkT0n3eYVebSMyV3jXpPX5vRJqmKLOJ8ZkJjM881UvOk/wUmAYsnZSpfK2qpYvNxxv4/GgDW0saKWvs5HhdhzLRdTAsJgOF6XEsHp/O2RMzOHN8uqpFtUjLk4yedakR++3njOO2l3fyzPrjTM1N5PLZedgcTu74907KGjtJj7dyzbwClSL2D73lJMZq4v++Ppcb/rmVrSWN3PT8Vt68fbHirQaSpl3VPewubybaYuTWs8cNedxvnVnICxtPcKi6jdd3lPPV+b637b65q5KdZc3EWk3cf9EUr89JiLZwz/JJ3P/mPp5ac4Qr5+SR4vbSDAa95ckf9K4p2PgvchdoVxZVc7Cq9ZQbDAMpbxo5iwMt5iQ51spls3J5bUcFTpfUfTZpgH+svL32wmnZUoG2qJoHL52KwWDop0keEDZhkALttNxEMhKiqGvrYWtJI2dNyPD5XBnZ33JiVrwSy0AWFroLtMcb+ebi0G7YgPdcyQXTZZOla50lE9JZMCaVrSca+ePqYn531cyQXvOpNcXYHC5Gp8VS2tDJwao21SwbQJvrz18CjT3GYsJsNGB3umjtsp/SWd3UaaO6pZu2HjvRFiPnTcni/b1V1Lf3KBZ9w+0/C9rLSVyUu4O2x64UaOXP6l+amcuTq48oTReTshOItpiYN0Yq0MqDwmRNsr1BnNXk8/N+QrAFWvf2/wwvN4djLCZMRoM07K3bfsrw05ogOmi95al5QAftKI8O2pc2l/Lzt/fz2y9P57qFvncYDUZjuxR3WryVhGgzBgO4XFJhODMh9AKt1tZeIAiLA5Ww2Wy88847umyj9kUkaoLQdZlNRs6ZlMlTX5vDjp+fz9++MZcrZueSEG2mvr2X13ZUcNvLO5j769Vc/48tPLfhuHtS4fBZIURirvSuSe/xe0No6iMnKYYvz8nniatnsf6+pez42Xn865vz+eWlU/nm4jFcMTuXcyZlsLAwlVkFyUzMiic3KRqrSRogcqSmnec/P8FNz2/j7MfX8ez6YwFPeVVbk9bRsy41Yr9weg63ure+3/v6Xn730SG++/JOPjlcR7TFyLM3zCNuhG4KyugxJ9EWE3+/fh4Ts+Kpae3h+n9sUbzQAHp7e3nwta2AZF/grYNlIMmxVr6/bAIAT6w64vPDWG1bN795/wAA3xvC1/GaeQVMzk6gtdvO0+uO+q3PG3rM01DoXVOw8c8dlcKCwlQ6ex1c/4+tQw69Kx9BD1qt5uQbHhYlCwpTfRYEz5yQTqzVxMmW7n7bmWVNh91FsEnZvm/qGo0Glk6SirL+2hxsc1sqzPfhiw1w+ljpe1tKGnA6Q/884S1XR5UBaFIB2mAw8GP3ILXXdpSHNCzZ4XTx/t4qAB69ciZWs5H2HrtyA0ENtLr+/CHQ2A0Gg1L8a+zoVXIn37Bp6uxVtslnJ0YrHZ4N7b2nbF0fTrSWE7lbtqPXofydjnUXbe9cOl6xRAFpYB/AOPcNmcpmyc5A1lTZKP3OfXXPQl/xt9XtQWt3OPn2i9u5/h9bsDt82xfVtkpdsJleju2Z+/YemzIcTi441wXRQestT/I6SRxQoD1e184fVh8BJMuSwXQMhqfFgdFoUNZji0qDwrS29gJBFGhVwmw2s3z5cl22UfsiEjWBurqiLSYunJ7DH782hx0/O59/37KQby4ew6jUWHodTjYU1/PQBwc578lPOeuxT/jZ2/tYfaAm4DtpQxGJudK7Jr3H7w2hyTdp8VGcMymTmxYX8uCl0/jj1+bwr28u4NVbz+CdOxaz6q6z2Xj/Mg7+5kI+/8m5/PW6uVy7YBQpsRYqm7t4eMUhzv39Ot7eVRnyzZxIzBPoW5dasd934WTOm5JFr93JX9cdY83BGowG+PO1c5k76tStscONXnOSFGvhhZsXkJccw/G6Dm58fit1bT3YHE5++s5BStsNRFuMfGfJ0N2zMjecMYYxabHUtfXwt3XeJ58/+E4RLV02puUmcstZg3fBmYx9xZEXNpVysjmwqfCeDJanxo5evvn8Vhb8dg3XPruZP31crIrv7XCj17UnE2z8RqOBv98wjyk5idS3SzcYfN3ca+m0KYWBkfCg1WpOZrktYgAWFqb5fF60xcTZE6Xi6soiyU9a1mQymTjsLlBOzh68K+tcdwfqJ/4WaN2deYMVaGfkJRNjMdHUKXnhtnXbQvK+H5irtm4bVS1SYcdzV9Fpo1NYPjULpwseX3k46NcrqW+ny+YgxmJiQWGq0sV84KR6NgdaXX/+EEzscuFsb0UzvQ4n8VFmprvtL5o7e6mRi3wJ0aS7OzHr2ntGtECrtZz0edDalfOmXEQ1Gg08cfVMFo2TzhGL3TYnWQlSkVQufMqaGjqkn89M9H0TNz5K+h23u8/Dz39+gtUHathQXD+oxcdgHbSeMbd22xXfVnkoYTBDwrzlaeA6kQu0TZ02pbh6sqWbVQdqAn49gIYOKc5U9+4g2eagSaUCrdbWXiCIAq2K6HEBDEUkaoLh0WU1G1k8Pp0HL53Gp/eew8f3nM3PLpnCmePTsZqMVDR18fLmMr794nbm/HoVX31mE3/55Cj7K1tUuRseibnSuya9x+8NoSk0TEaD5Fs9I4dHrpzBpvuX8buvzKAgNYaa1h5++Opurntui3KnPlgiMU+gb11qxG4yGvjTtbO5/6LJ3HDGaL6+cBQv3LyA86dmqRBhcOg1JzlJMbz0rQWkxVnZX9nKGY98zPI/rOe1HRUYDfCby6f71T0rYzUb+YnbsuDpdUdZsa+q3/ff3lXJh/urMRsNPHbVTL+mZ58zUerC77U7+eOaI4EJHIC3PFW3dPPVZzbxyeE6att62HS8gSdXH+GhDw6E9FojhV7Xnkyw8SfFWHjRfYOhoqmL/24rB6Cr18G/t5Ry72t7uPLpz/nef3cBkB4fRYw19C2j/qDVnDx5zWy+f+74ft203pB9fVcW9RUdzGZph1xjRy8Gw+AetABnTsjAYjJwoqGTDUMMc2v0GEg0f5DJ6FazkdNGSzfhHvnwIPMeWsOX/ryBbptj0OMPhmeu5AFoWYlRpxTu7rtwEgCrD9YonX2BUuQuxE7JScBkNDDV3ek5HD60eiXQ2OUuyk3HGwDJIkMudjV22JRCXWZiFGnx7gFYI9xBC9rKiacHbUev9N6Js/bFF2U28eLNC1jx/bP40kxp4KpcgK1v78Xm7hY1m83UuAu2g3XQJngMCato6uTJ1X1/x3eVNfv8ucE8aKXjuofEddkUD9qJ7s7+uraeoOoKA/PUOmCdJMValAFlgHKT5V+fnwj4taCvgzYtLqrf6wy0bAgFLa29QBAFWpWw2+2sWLECu13dzshwEomaYGR0GQwGxmXEc8tZY3n5loXs+sX5/OPGeVx/+mhGpcZic7jYUtLI4ysP86U/f8a8367hzv/s5L9by5TtaIEQibnSuya9x+8NoUl9oi0mvjp/FKvvOpt7L5hEtMXIxmMNXPiH9by5syKobtpwaxou9KxLzdhjrWZuPXscv758Og9/eYZfHofDhZ5zAjA2I56XvrWQWflJ2J0uSuo7iLEY+dYkB1fMGnoA00AumJbF1+YX4HTB91/ZxTu7K2nq6OVPHxdz1/92A/Ddc8YxLTfJr+MZDAbuu1Dqon19RwVHa4PbYuwtTy1dNq55ZhPFte1kJ0bz/E3zeeBi6bVe3FTK/7aXB/VaI4Xe116o8WckRHHH0vEA/POzEnrt0tbZn761n9d2VLCzrJn1R6Ti4Ji04e+eBW3nZHxmPHcvnzRkoXrp5EwsJgNHa9s5Ud+haDpwshmAMWlxQx4jPsqsnJev/8dWvvrMJmVY20BWFVXjcLqYmpPYzwvbGwvdBdx1h+vosTspb+w65UaQvwzM1VH3ALQJXjz5x2cmMHdUMi4XfLi/OqjXkztl5QFn8v8Pqlig1fL6G4pgYpcHNL2z+yQgbcmXPYybO3v7tsknRCudmPXtPacU3oYTreXE04O2Y4DFgYzZZGRqbiIGg2QZkBprVewD6tt7FE3V7kYK/wq0dh58p4gum0MZIrq7vNnrz3TbHLR1D96dm+O2R6po6qLJXeiUvbHtTpfSVesvA/Pkcg9IBkiO7Vsno9x/SwpSY/jHTfMwGw1sPdGo3GTyF4fTpXjcyjcV5NdpDmFngCdaW3uBIAq0KmE2m7n44ot1W6n3RiRqgvDoiosys2xKFr+5Yjrr71vKuh+dw28un8Z5U7KIjzLT2NHL+3ur+Mmb+zjrsU8483dr+dFre3h9RwXljZ1DFmkiMVd616T3+L0hNA0f0RYTdywdz4c/WMKcUcm09di5+397+OGru2nrDuxiRSua1EbPuvQc+2BEgq6puYm8c+eZrL5rCT++cDKvf3cR9113UVCaDAYDv/3yDC6dlYvd6eIH/93NnN+s5snVR3C54LqFoxSvWn85bXQK57u3GP/qvQNB3bTxlqdHPzxIWWMn+SkxvHbbGSydnMl3lozj7vMnAvCzt/ZTdDKwD10jid7XnhrxXzk3j/R4K5XNXXzrhW18drSeaIuRO5eO50/XzuHHF07mq/MKFKuM4UbvOQGpaDUzPxmQhnfJmo7VSQXWiVmDd8/K/O4rM7lmXj4Wk4EtJY1856XtXrtdP3AXWC9xd+sNxpkTpC3XJqOBee5u2le2lvkVz0AG5qrYffPHV3fwxTNy+sUbKHIHrXxzSi7Qqm1xoNf1F0zscoEWpOL9nedOIDVO+pqnB21WGDtotZYTTw/agRYHvjAaDUona01rj6Kp3l0YzRxkp4187A/2VfHxoVosJgP3u8/Hvgq0cvdslNlIgo/YxqRJdgYn6jsUS4CMhCil2BmIzYHL5WJbaQtnL+uzA+jsdWBzSNcanutEttL64bKJ5KfEcpH7vPDvLYGdh5o6e5EvZeTCbLLKHbRaW3uBIAq0KqLHCv1QRKImCL+uMelxXH/GGJ67cR67fnE+r912Bj9YNoH5Y1IwGw1UNHXx+o4KfvTaHs567BMWPbqW772yi399XsKe8mav/nDh1jQc6F2T3uP3htA0vBSmx/HarWdwz/kTMRkNvLP7JBc9tYHN7i1s/qIlTWqiZ116jn0wIkXXhKwEvnvOOKbmJIakyWQ08OQ1s7jhjNFkuztroi1GHvvKTH775Rl+WRsM5KcXT8FqMrKhuD5ovzdPTVuON/DKVqlD9slrZvcbIHXn0vGSz7HDyUPvHxzWAaehove1F2r80RYTN54xBoANxfUAPHDxFH50wSQum5XLd88Zx++umjmot6na6D0ngGIlsKNUGt5lt9sV/9lJQ/jPymQkRPHYVbNYe885pMdHcai6jV+9V9TvOU0dvWw8Jv1tlwuggzFnVAp/+8Zc3rvzTP5y3VxMRgPbTjQFPbzLM1fFAwaEDUQuxGw70UhtgEOIXC6XYmUgWxtMdm/HPtnSrXQAqoGe11+gsV89L585o5L5w1dn8d/vnE5GQpTSQdvUaevzoE2MIs3dQdvQ0aNsiR8piwMt5aS/B63b4sCP4arysC65K9lut1PTKhfAB+uglX7H8nb++y6YzFWn5QNQUt9BU0cvZQ2dPLfhuPLZvtbD3kDu4h1IYYa7QNvQQUuXdOyUWKtSLA6kQPvGzkq+/twW/rimWPmaXMQ3Gw3K7wzg/oumsPKHS/iKW8NF06WdRoeqfd9o+cPqI5z5u7X9fPTl30dSjEW5Jurr/lZvqJeW1l4giAKtStjtdlatWqXbheCNSNQE2tNlMRmZPyaVu86fyGu3LWLPg8v51zfnc+vZY5kzKhmz0UBVSzfv7TnJL987wOV/+Zzpv1zJFX/5nAffcEwT+AAA6/9JREFU2c9r28vZX9HEhx9pR5MaaC1PgaL3+L0hNI0MZpOR7y2bwP9uPYP8FMlj8GvPbuaX7xbR6kc3rRY1qYGedek59sGIRF1qaLKYjPz68ulsfmAZRb+6gN2/WM418wuCPt6Y9Di+s2QsAL9+70DAvpOemnrsDu5/ax8A1y4YxYIBvpdGo4FfXjYVq8nIpuMNrDsyuIemL17dVsbSJ9Zx+f99xk/e2Mvh6uAnwHtD72tPrfi/cfpoYizSB+izJqTzjYWDe6wOJ3rPiUxfgbZJ0SQXIGTfRX8pSI3lqa/NxmCAV7aW9+t4XXWgz95AHvAzFBdOz2FqbiJZidEscw8jk2+2BMLAXBUPYnEAkJccw+wCyeZgZYA2B9Wt3TR29GIyGpjkLswmRFsY7d4urZbNgZ7XXzCxL5uSxVu3L+bLc/KVQl6Kp8WB3EGbEE2au7PS5nBR0SQVykbK4kBLOekr0PZ10Mb54c8tFz5r2noUTXIBfLACbbyHZ+vFM7K55axCkmOtyvt9d3kzt728g4c+OMh/tpQCfR20g3XmFro7aI97dNAmx1qUTt9AvKI/df+N31BUpuTJs8vas0gcYzUp72HoGz4prylvvLWrkoqm/nYsDe2y/6xV+dpwWBxoae0Fgv56fjWKxWLh8ssvD3cYqhKJmkD7uuKizJwzKZNzJkkXXp29dnaXN7P9RBO7yprYVd5Mc6eN3eXN/bZHWE1WnivbzJScRKbkJDApO4FJWQmD3oHTMlrP01DoPX5vCE0jy2mjU/joh0v47QcHeGVrOf/aeIJ395zkh+dN4OrTCnz64Hlqcrmki/E9Fc0cONnK8boOGjqkKb5Ws5FYq5lRqbGMz4xnZn4Sc0elEG0ZmWEygaLlXA2FnmMfjEjUpbYmf7pz/OH2peN4c2cFlc1d/GHNEe53DyTzB09NT6w8zPG6DjISoviJj63v+Smx3LR4DM+uP86jKw6xZEKG4ps3FHaHk9+uOMjzHoND9lS0sPpADR98/yyyk3x/mA0Eva89teJPibPy8y9N5aOiah77ykyMfuZpONB7TmTkbbxHatrptMOll17G/b9cCdCvOOEvi8en8/1zJ/DUx8Xc/+Y+2rpt3HLmWN7f67+9gTeuXTiKVQdqeGNnBfddOCmgv92euerosSuDSScMMgDtkhk57C5v5oN9VVzv7tz2B9nGYFxGXL8Yp+YkUtrQSdHJVhaNT/f7eL7Q8/pT7XwQK1sc2HC6dz9kJkYRbTGREGWmrcdOeZNk15E4AgVareVE/nvc0ePA7h6k5c/f6Cy3F2xdazcWi4XLLruM+x+UzgmDFVLHugux4zLieOyqWcrn8TkFyZTUd/DntcVKd/nHh2q5aXGhcjMoJ8m3J7XcQVve2KnYKEgdtO5OXy8dtPJumIE1gZ2lTQB0GGKwWKQ14a8NRn6KFGNdWw/dNscp5yC7w6mcW7aWNHLLWdKNZrmDNtWzQKuyxYHW1l4giAKtSrhcLtra2khISNBlMcwbkagJ9Kcr1mpm0bh0Fo2TLl5cLhelDZ3sqWhmX0UL+0+2UHSylbZuOweqWk+ZiJoSa2FiVgKTsxOYmC39f1J24pCeO+FGb3kaiN7j94bQNPLER5l55MqZXDg9h1+/V8Sxug5+8U4Rj688zJfn5LFoXBoz8pNJjrFgMhqob++hvLGTHcdrOVjbzY7SJqqHuJO+taRReWw1GZk7OpmzJ2Zy9sQMJmcnhPUDvydaz9Vg6Dn2wYhEXVrVFGs18+Bl07j1pR088+lxzhibptzIHQpZU1mbk79+egyA31w+bdAPX3ecM55Xt5VzuKaNN3ZU+NUB7HK5uO/1vby5qxKA7y+bwOTsBP70cTGHqtu48z87eeU7pwdl8+BLk9by5C9qxv/1haP4+sJRKkUWPHrPiUxGQhRj0mI50dDJztJGsmKkjjur2Rj0wLUfLJtAZ6+dv28o4eEVh3hi1RFlS7M/9gbeWDIhg5ykaKpauvmsuJ7zpmb5/bOeuTpWJ3XPpsdHkeJRMBnIhdOz+e2Kg2wtaaSxo7dfcWUwBvrPykzNSeTD/dWnfG4JFj2vP7Vil7eJt3h0Icrb89MTomjrsSvenyPRQau1nHhaHDic0t8hvywO3IXPmtYeXC4XVfVNdPZKO1l8DfICmJ6XxPvfO5Mx6XH9PnfPHpXMm7sq2VnWrHxty/FGOnrsfLhP6lA/Z5LvAbA5idFEmY302J1KB21KrFWJpW5AgbbX7uTWl7ZTXNvOih+cpfgX17R2KwXUmtZuum12oi3mvgJt7OBrJDnWQpzVREevg8rmLsZl9L/BU9XSjcNdCN92ohGn04XRaKCxQ4rP8xwin3vUsjjQ2toLBGFxoBJ2u50NGzboso3aF5GoCfSvy2AwMCY9jstn5/GzL03lv985gx0PLOXX8+Ev187irvMmctH0bMamx2E0SHdRt5Q08sKmUn761n6+8tdNTH9wJWc9tpZbX9rOU2uK+fhgjbJVQyvoPU96j98bQlP4OHtiBh/9cAm/vnwaBakxtHXbeXFTKbe9vJPFj65l2oMrmfzzjzjzd59w7d+38MTHJXywr4rq1m7MRgMz85O4dsEofnnpVJ6+bi7/vmUhz980n6e+Npu7zpvIJTNyyEyIotfhZPPxRn730SEu/tMGFjy8hu+9sosXNp5gb0VzwFur1UQvufKGnmMfjEjUpWVNF0zL5hunS4W4u/+3h+oW//5u2+121n26gXtf24vD6eKSGTlcOH3wolBSrIU7l44H4LGVh/0aVvjCxhO8uasSk9HA09fN5e7zJ3LxjByeuf40EqLNbC9t4omVh/2K2R9NWs2TP+g9fm9Ekqa5bpuDbSWNvP3pdgDGZ8RjDvLmgtFo4KeXTOVnl0zBYJAKJmajgSvn5vltbzAQk9HAcndRdnWA3tSeuTqi2BsMPgCtIDWWSVkJOF2Sj7W/yMMGp+X29++VB4WpNYxQz+tPrdiTBxTUoi19g6bSBhTUR8riQEs5ies3JMzR72uDIXfQ1rR1Y7fb+XDdJgASos3K4DFfTM9LOqUpanZBsvLYajIq198vbDrB4Zo2LCYDy6dm+zym0WhQLEJkkmMtHh60/a8Nfv1+EZ8crqOiqUvpmAX6PXYBZfXSucDfDlqDwUD+IDYH5Y2dyuOmTptyM6jB3UErD6/zfC21CrRaW3uBoO0WOh1hsVi45JJLwh2GqkSiJohMXVarlRu+cqqmrl4Hx+raOVTdxpGaNg5Vt3G4upWa1h7KG7sob+xiZVHfRV1mQhQz85OYMyqFOQXJzCxIDlunrd7zpPf4vSE0hReLycgNZ4zhGwtH89nRej7cX8Xu8haO1LQpd6gtJgO5yTFMyExgzqhk6b+CFJ92CJ64XC5K6jvYUFzPp0fq2Hy8gfr2Xt7bc5L39pwEwGiQ/DAnZMYzLiNe6s7PSQjpg6vf+nWUq4HoOfbBiERdWtf0s0umsrO0mQNVrdz0/FZe/NYCpbvHF2azmU22URysLiMl1sIvL5vm12vduGgM/9laRkl9B3/55JhPSwSQOvEf+uAgAPdfNLlfV+DotDgev2oWt728g+c+K+HaBaMYE2RRSkbreRoKvcfvjUjSNG90Km/urGRXeQsLx06AA8VB2RsM5JazxnLZrFy6bU5yk6ND/rt5/tRsXthUyseHanA4XX5bkXjmqrhW8of2NSDMk9PHpnK4po0tJY3K4LChGDggTEbuqD1W1+F1e3Sg6Hn9qRW7xWRUrAxA8keVuwfT4/t3eo5EgVZrOZG7ZWtbu5Vu47gofzxo5SFhPVgsFqbMWQg7tgzqPzsYk7MTlQ7Yr5yWR5TZxL82nuBPH0uDuhaPTx+ye7UwPU65uRJtMRJtMZHjthDyLJa+uq2Mlzf3eV8frW1Xdt/sLGvCk5OtvUzMgZYABsnlp8RwuKaNiqbOU75X1tj/a1tKGpmQlaAMBuxnceCl+zsUtLb2AkEUaFXC6XTS3NxMcnIyRmNkNCZHoiaITF2+NMVYTUzPS2J6Xv9tRY0dvRxy2yEcONlK0clWjta1U9vWw5qDtaw5WAtIxZjJ2YnMH5PCgsI0FhSmKgbk4dKkF/QevzeEJm1gNBpYMjGDJROl7U8Op4teu5Neh9PdKeEKSpPBYGBsRjxjM+K5cdEYeu1OdpY1sbWkkR2lTeytaKap08bxug6O13UAfTd34qwm5o1J5awJ6XxpZq5qPpOe6DFXMnqOfTAiUZfWNUVbTDx93Vyu+tsmDlW3cfXfNvHSzQsZ5WPrtcvl4lfvFfHK1jKMBnjkypl+/x23mo387JIpfOuF7fzzsxK+Nr/Aa2H1RH0Ht728A7vTxWWzcvnWmYWnPOfC6dksnZTBJ4freOrjYv7w1dkB6R6I1vM0FHqP3xuRpKlvUFgj20slG6CZ+UmD/YjfZAZZ1PHGwrGpJESbqW/vZXd5E6eNTh36h+ifq13ubdZDddACnD42jRc2lbLZzw7alzeXUt4oFYumDuigzUqMIi3OSkNHL4er25jl0VUYDHpef2rGnhxn6SvQety88+xWjLGYsJqH/3ektZzMzE8i1mqiqqVbsQHwpxFJtg6obevG6XRyrEpa/1mD2BsMhtVs5IrZeaw9XMvt54zneH0H/9p4gm6b/7Ynnn+L5eFwE9xDDItr2nE6XfTYnfzy3QOANOivsrmLY3Udys/JFgtmowG700VZg/Q9fztooc+H1lsHrVygNRkNOJwutpY08o3TRysdtKlxfb8/2YO2SSUPWq2tvUDQV7QaxuFwsG3bNhyO8G3/VJtI1ASRqStQTalxVhaNT+eWs8by5Fdns/KuJez/5QW88d0z+PmXpnLprFzykmNwuqQ73y9sKuWO/+xk/m/XcN6Tn/Kzt/exYl+VYvKtBU1aQ+/xe0No0iYmo4EYq4mkGAtGo0E1TVazkdPHpvH9ZRN44eYF7Pz5+Wx5YBkv3ryABy+dynULRzF/TAoJUWY6eh18eqSOhz44yBmPfsz1/9jC+iN1ylACNdBzrvQc+2BEoi49aBqTHscb3z2DgtQYShs6ueCP63nso0NKV4rMgZOtfPvF7fxrozQd+uErpnHhdN/bJr1x7uRMlkzMoNfh5Iev7lYmX8s0dvRy0/NbaezoZUZeEo9+ZYZPv7e7z58EwNu7KymuaQsojoHoIU+Doff4vRFJmiZkxpMQbabX4cLmcHH+lEyuXRB+n9+BWExGpRtu9YFaHE4Xeyua+Wh/Nf/bVn7KwJ3Gjl4eXnGQJ1YeZsvWrexx34Q1GQ0snTy0p/WCQqkAfKi6zetngG6bgz+sPsJjHx3igbf28bO39wPwrTMLlQ45GYPB4GFzELoPrZ7Xn5qxp3j8njM8CohpHh20iTEj06OntZzERZmVv4HykLChLAqgr4O2oaOX7l4buw4eB/oXwAPld1fNZOsDyyhIjWVhYSox7g5ys4d1yWAUpvUVaOX31ujUWKxmI102BxVNXRysbqXL5iA9Pop7lk8EUGwGeu1O9lVK9iJnjk8D+gqqgRVofVscyMc7x91QsrWkEZfLpZw7PG035HXb2etQxU5Na2svEEQHrUpYLBYuuOCCcIehKpGoCSJTlxqaYqwmThud2u/ue3VLN9tLG9l+oonNxxs4VN3G0dp2jta2K9slpuQksmhcGovHp7GgME01SwS950nv8XtDaNIHw6XJYDCQlRhNVmK00r0L4HS6OFTdxqbjDXy4r4rtpU1sKK5nQ3E903IT+clFkzlrgu9hB/6i51zpOfbBiERdetE0Oi2ON25bxO3/3sn20iaeXneMp9cdY2x6HOkJUdS0dlPaIH04Mhrg15dP52sLRwf8OgaDgV9dNo0r/vI5u8ub+c5L2/nHjfOJtpjYX9nCj17bw4mGTvKSY/jHTfMG/bA7Iz+JC6dl81FRNU+uPsJfv3Fa0Pr1kidf6D1+b0SSJqPRwIXTsnlrVyX3XjCJ7ywZq9lBM+dPzVKsiD47Wsf+yr5i52s7Unjl26djMhp4eUsZj390iNZu6SbLzy6ZwvufSzdvLpuVqxRaBiMtPoqJWfEcqWlna0njKTd8nttwnKfc27Rlvr9sAnedN8Hr8abmJrKhuJ4DVaH70Op5/akZu2ch3LOAmOHF73O40WJOvjI3nzd3Vir/9udza1qcVekCbelxkpwzGo6XhNwNL59Toi0mFo9PZ83BGs6ckH7KzQxvFPbroJXyaTYZGZ8Rz4GqVg7XtFHdIhVNZ+QlMiFT6q497i7QFp1sodfuJDXOypKJmaw7Uk9ls+RdG0wHbaUXiwPZg/ay2bmsL66jurWb8sYupUDraXGQGGMmJdZCU6dNlY56La49fxEFWpVwOp3U19eTnp6uuzZqX0SiJohMXcOlKTspmi/NzOVLM3MBaOroZeuJRjYda2DTsQYO17RxsKqVg1Wt/OOzEkzuYUSnj01jYWEqp41OISE6uIsAvedJ7/F7Q2jSByOtyWiUumCm5ibyrTMLKW/s5PnPT/DK1jKKTrZy/T+2cu7kTH7xpakh+U7qOVd6jn0wIlGXnjRlJkbz2m1nsOZgLX9YfYQDVa0cr+/geH3fFsYvzczhB+eOJ8kobc0MRlNhehz/+uZ8vvHcFj4/2sBZj31CYXocO0qbcDhdpMRaeOHm+UN64QLcdf5EVh6o5sP91ewpbw76Q5ie8uQNvcfvjUjT9NhVM/npJZPpbW/B5XJptkB7zqQMLCYDlc1dVDZ3EWc1MTE7gSPVbWw70cRTHxfT3Gnjpc1SMTY3KZqTLd387qNDShfhrWeP9fv1Th+bxpGadjYfb+hXoO21O3lxk/QaF0zLIs5q5pzJmVw2K9fnsWQfWjU6aPW8/tSMPcXDuzTTRwftSBVotZiT08emkZMUTZV7yKY/HrRGo4GM+CiqW7upbumirK4ZCN7iwBvfPWcctW3dfO9c7zczBlLoxeIAYFJ2AgeqWjlS00aZ+ybttNwkxmZIz69v76W5s1exN5hTkExBivS3u3yYOmgnZiUwMz+ZHaVNbC5p8LA46IvbYDAwMz+ZT4/Usbci+GsDGS2uPX/RV7Qaxul0sn//fpxOZ7hDUY1I1ASRqWukNKXEWblgWja/vGwaK+9awrafnsefrp3D1+YXMDotFofTxa6yZv667hg3Pb+NWb9axSV/2sDP397PmzsrOFrbN8xIK5qGC73H7w2hSR+EW1NBaiy/uHQqn//kXL65eAxmo4G1h2pZ/sf1/OnjYnrswW03CreuUNBz7IMRibr0pslgMHD+1CxW/OAsdvzsPF64eQFPfW02/7v1DLY+sIz/+/pcCtNjQ9Y0Z1QKz904n4QoM3VtPWwtacThdHHJzBxW/nAJ4zP9G6A0KTuBL8/JA+DhFQeDtkHRW54Govf4vRFpmgwGA/FWk+Y1JUZbFM/Ky2fnsu7epbx1+2IevnIGAH9ee5SXNpdiMEhds+vvW8p5UzKxOVy4XJKNyeTsxMFeoh8LC6Xt0FtKGvt9/cP9VdS29ZCREMWfr53Lk1+dPWhxFmCa2+LgUJX/nw98oef1p2bsnsU6zwJiepgKtFrLicloUP4GQd/gsKGQf5fVLd2U1ra4v6aen/Rpo1N4984zFf/rochIiCLOPQA42aMoP9HtQ3u4uo0id2f69LxE4qLM5LrnQxyra2fTMclHd+7oFPKSpa/LBdXmIDpoa9t6+lkTtHbbaHIPGytIjWXx+HQA1hyoUeyYPH2RAWa5fb53l4feUa/FtecvooNWJcxmM+eee264w1CVSNQEkakrXJoyEqK4bFaucgFW0dTJ5uNSh+3WEw2UN3ZR5B5CJt+5j7GYmJgVz4SsBArT4xidFktOUgxZiVGkxFqJtZowGAy6z5Pe4/eG0KQPtKIpNc7Kg5dO4/rTR/Pgu0VsKK7nydVHeGd3JQ9/eQYLx6YFdDyt6AoGPcc+GJGoS8+a0uKjOHviqXYiamk6Y1wamx5YxuHqVo7VdjAmPU7xpAyEe5ZP4v29VWwpaWTtoVqWTRnab28ges4T6D9+bwhN4eOxq2by04un9NtyffnsPD4rrue1HRWYjQb+8NXZXOq+Xn/sqllc9NR6att6uP2ccQG91sKxsg9tK82dvSTHWnG5XPzzsxIArj99tN8DqMakxRFjMdFlc1BS38F4PwaV+UIvufKGmrF7FusyfQwJSxyhAq1Wc3Ll3Hz++ukxkmIsRPm5VjMSooEWGjps9BijgU4yR2hwtjcMBgNj0uMoOtk6oINWeg/tP9midMTKnerjMuM52dLNgZOtfH60HoCzJ2Ywxt1d29ptp6XLRmsABdrkWAtxVhMdvQ5ONncxNkN6ffm10+KsxEeZWT41iz99XMwnh2uVzv2UAVYOctfs3ormgH8fA9Hq2vOHiC7QHjp0iO9973ts3LiRhIQEbrjhBh566CGs1qF9PQLF6XRSVVVFTk6O7tqofRGJmiAydWlFU35KLFedFstVp+UDUNXSxY7SJnaWNrO3opmik5JZ+Z6KFvZUeL87ZjYaiLaYsJgMGHHx4Q+XkJkYM5IyVEErOVEToUkfaE3T2Ix4Xrx5Ae/treLX7x3gWF0HX312M1edls99F07ya1s0aE9XIOg59sGIRF1C0+DER5lP8asPlLzkGL65eAzPfHqcRz48xJKJGVhMgcWl9zzpPX5vCE3hI8psIjPx1K3av758OoUZcSwYk8q8MX3v2eQYM898ZRyumCTmjArsvZzu4UP76rZybj17HDvLmthT0YLVbOTrC/0fpmYyGpiSk8DOsmaKTraEVKDVS668oWbsntvGtdBBq8WcjM+M54VvLiAuyuS3dYn8u6xp6VK8XdXsoA2GiVkJFJ1sJSsput/XAI7XSVZHidFmpct1XEY8G4rr+feWMrpsDrISo5iWm4jL5SIlxkxTl53yxs4+i4PYodeJwWAgPyWWwzVtVDSdWqAtSJUsEKblJpKXHENls/S7i7OaiLb0P2fNzE8G4GhdO+099pDm2mh17fmDvqINgKamJs4991x6e3t58803efjhh3n22We5++67h+X1nE4nx44d02UbtS8iURNEpi6taspJiuFLM3P5xaVTef27i9j/qwtYc/fZ/PW6udx13kSunJvHvNEp5KfEYHV/OLM7XbT32GnqtNHQaQcVp8CPJFrNSSgITfpAi5oMBgOXzcrl47vPViZhv76jgnOf+JSn1x09ZTK8N7Soy1/0HPtgRKIuoWlkuP2c8STHWjha285vPzgY8M9rUVMg6D1+bwhN2iPGauL2c8b3K86CpKu1ppwZuf5bG3jynSVS1+3/rT1KeWMn97+5D4DLZ+X2KwT6g9zdt7u8OahYZPScKzVj9xwwleFxAzwx2ozFJBUjR7JAq9WcLJmYEdCNRrmZ4H/bK+h1uIgyG/t5/IaDu8+fyE8vntLPsiEvOaZfYXN6XpJShB7nvgFyqLoNgKWTMjEYDDidTlKjpBz1K9D6uU7y3AVgTx/asgEFWoPBwPJpfbtlUuNPbZjMSIgiLzkGlwv2+Wjk8hctr72hiNgO2r/97W+0trby1ltvkZoqvfnsdju33347DzzwALm5g3viBIrZbGbJkiWqHjPcRKImiExdetFkMhoYnxnP+Mx4LprR/3sul4sum4OWLhs9Nic2hxObw0VqfHjvTgaLXnISCEKTPtCypqRYC49cOYOr5+Xzq3eL2FPRwmMfHeYfG0q4+cxCvjq/wOeHOy3rGgo9xz4YkahLaBoZkmIsPPaVmXznpR38a+MJZuQl8RX37ht/0KKmQNB7/N4QmvRDqLqunJPHCxtPsK+yhUv/7zOaO21kJERx74WTAj7WmRPSeWlzKf/dWs6tS8aRnRTcdb+ec6Vm7PKQsGiLkcTovlKPwWAgLU4adDVSBVo952QgSgdtWw8APzhvAlHmoQeMDScFqbF8e0n/AX8Gg4GJWfHKELBpHjdhxmX0H9S7dHImIOVp2uhsjjWf5GB1nx90cox/u87zlQJtp/I1uUA7KrVvF+zyqdk8//kJAFLjvF/rz8xPorK5iz0VzZwxLjArNE/0vPYitoP2ww8/5LzzzlOKswDXXHMNTqeTVatWqf56TqeT0tJSXVbpfRGJmiAydUWCJoPBQKzVTE5SDGPS4xiXEUecrQmjNofmDkkk5GQgQpM+0IOmuaNSeOv2xTx5zSxGp8XS0NHL4ysPc/rDH/OdF7fz6rYyTjZ39RsgpAddvtBz7IMRibqEppFj+bRsvr9Mmlh9/1v7+N+2cr+HhmlVk7/oPX5vCE36IVRdRqOBn39pKgDNnTaMBvjT1+b4bVnkyfKpWZw2OoUum4PHPjoUVDyg71ypGXthehxGA0zKTjxl+356glRwG8kOWr3mZCCe3bJzcuP49pmFYYxmcCZl9w3tnJ6XpDwen9FnIWIxGZTBXU6nk0ST1DX79q5KAKwmI9EW/0qF+V47aKXHo9wdtADzx6QoNxDS4rwXf2Uf2j0qdNTrde1FbIH20KFDTJ48ud/XkpOTycnJ4dCh4E/+vnA6nVRWVupyEfgiEjVBZOoSmrSH3uP3htCkD/SiyWg0cOXcfD6++2x+f/UsZhckY3e6WHWghh+/sY9Fj65l9q9Xc+XTn/Otf23jh//dzT8/0+d2Jb3kJFAiUZfQNLL8cNkEzp+aRa/dyX1v7OWGf27lo/1VtLinP/tCy5r8Qe/xe0No0g9q6FpQmKoMCb73gslBd7sZDAYevFQq9r65q5LPiuv9vlHjiZ5zpWbs+SmxfPD9s/jHjfNO+d7FM3LISYpm/pjgPcQDQc85Gci4jHgMBkiOsXDzNDMGtGvBJ/vQQv8O2oyEKBLc9gcLC9MUKwSn00mMQ/KslTtfz5+a5bc/b36KVITdVd7E0do2Suo7OFzdCvRZHACYTUZlKGi6F4sDgFluH9q9Klgc6HXtGVzBnAF1gMVi4Te/+Q0/+clP+n19+vTpLFq0iGeffdbrz/X09NDT06P8u7W1lYKCAhobG0lJScHhcABgMpn6Pbbb7RgMBuWx0WjEaDT6fGyz2TCZTMpjs9mMwWBQHoNkyeD52GKx4HK5lMdOpxOHw6E8djqdmM1mn48dDgcul0t57E2H0CQ06VFTd3c3R48eZcqUKZhM6m03EecDoUloGllNh6rbWHWglk+P1LK3ogXngCuUi6dn839fnxOW8wGIc4LQJDQNh6aeXhv//PwEf/z4KD32vg9TKbEWUuOsxFrNmE0GTAYDRoMBl8uFwQAYDPz84klMy0sW1whinQlNYdDUY3dwrKaVqXkpIWu697U9vLHrJAAZ8VbyU2MxGsBoMEiFIvl9jwGU4pjH+QADBSkxPHbVTHGNMMhas9lsWK1W3a21wTSN1PvnsyO15KfEMCYjQdOaNh6t5/rntxNjMbHnF+dhtfTpu+qZzewqa+ZnF0/mliXjlDwdq+/kwj+uJysxmp9cNJmLp2UqsQ+lqbyxi2VPrsPmcCk7X50uafD3hnuXkJMSr2iqarXx2xUH+O6SQmaPTjtFR2tXL3Me+hiXCyZlxZMYY1He8UZD//e+r8ee54SbF4/m/KnZYTsnBEPEdtAGyyOPPEJSUpLyX0FBAQD79+8H4ODBgxw8KA0z2Lt3L8XFxQDs3LmTbdu24XA42Lp1K+Xl5QBs3LiRqqoqANavX099fT0Aa9eupbm5GYBVq1bR1iaZNa9YsYLu7m7sdjsrVqzAbrfT3d3NihUrAGhra1MsGpqbm1m7di0A9fX1rF+/HoCqqio2btwIQHl5OVu3bgWgpKSEXbt2AVBcXMzevXu/cJp27drF8ePHOXr0qNAUQZrk11ebYM8HIidCk9AUnCZXUwV3nT+RBxfF8dZ1hXzw/TO5e2Eid5+ZxQMXTWKsqZ7S0tJBNQ3X+QDENUIkrTWhSTuaystKmRffzEc/XMJlU5LIT5Q+rDZ12jhW18G+yhZ2lTWzvbSJrSca2VbaxNYTTWwtaWTr7n3iGkGsM6EpAE0lJSU4HA7WrVs35N/ToTSZcHF0xwZVNJ2f2cHSSRlYjAbq2nvZVdbMjtJmtsnv9RNNbClpYktJo/v/0mPPr286clJcIwyx1lavXg2I908wmqJaSrE1V2tek7m5lCvn5nHjnGSK9u/rp+nHF07m4vFxzEvp6ZcnY1sNfz4/iRe/OpbLZ+exadMmvzWNSovlR9NtLJuUjtMlFWeXTkrnPzefxtb1H/fTNCotlkcuGUvNoe1eNe3dsZWFhVKH9+Gadun9f6KJbSdOfe/7eux5Tti693DYrhGCJWI7aDMzM/nWt77FI4880u/reXl5XH/99Tz66KNefy7YO189PT3s2bOHuXPnAmj2jkogd4kiUZPdbsfhcLB3715mzJiB1WoVmiJAkxa7Y77oORGahCa1uzBcLhc7duxgzpw5WK1WXXXHiL+nQpPQFJim1m4HVS2dNHb0YnNAt82O0+mS4nU4cDolf7mrlswiOyVeXCOIdSY0DcPf03Bo6uzuZW9FC609Dmx2B06X9DfT6ZS66wc+djgdGDDgwkV1WQk3XbhQXCNoZK1F4vtHaBpc04GTrRhwMiU3OWhNTowcrGqhsb2HTpsLp9OJCxcmo8nneWDgOcHpdFJWWspFC6czLjspLNcIwRKxBdolS5aQlpbGW2+9pXytpaWFlJQU/vnPf3LTTTf5dZzW1laSkpJoaWkhMTFx6B8QCAQjjsPh4ODBg8N+YhXnA4FA+4zU+QDEOUEg0APiGkEgEMiIawSBQODJSJ4T/CFiLQ4uuugi1qxZo7RgA7z22msYjUaWL1+u+us5HA4OHTqk3JGIBCJRE0SmLqFJe+g9fm8ITfogEjWBvnXpOfbBiERdQpM+0LsmvcfvDaFJP0SiLj1r0nPsgxGJuoQmfaBnTRFboL3ttttISEjgiiuuYNWqVTz//PPce++93HbbbeTm5g7La3Z1dQ3LccNJJGqCyNQlNGkPvcfvDaFJH0SiJtC3Lj3HPhiRqEto0gd616T3+L0hNOmHSNSlZ016jn0wIlGX0KQP9KopYi0OQDJD/t73vsfGjRtJSEjghhtu4Le//S1Wq9XvY4itCQKB9hHbFwUCgYzYvigQCDwR1wgCgUBGXCMIBAJPhMXBCDJlyhTWrFlDZ2cnNTU1PP744wEVZwPB4XCwf/9+XbZR+yISNUFk6hKatIfe4/eG0KQPIlET6FuXnmMfjEjUJTTpA71r0nv83hCa9EMk6tKzJj3HPhiRqEto0gd61hTRBVqBQCAQCAQCgUAgEAgEAoFAINAyEW1xoAZia4JAoH3E9kWBQCAjti8KBAJPxDWCQCCQEdcIAoHAE61ZHJjDHYDWkevXra2tgz5PbqOePn26JhKrBpGoCSJT1xddk8PhoL29neG+3+Tv+UCO6YucE70gNOkHf3WN1PkAvtjXCBCZuoQmfSCuEbSH0KQfIlGXuEbQHpGoS2jSB1q8RvAXUaAdgra2NgAKCgrCHIlAIBiKxsZGUlJShu344nwgEOiH4T4fgDgnCAR6QlwjCAQCGXGNIBAIPBmJc4I/CIuDIXA6nZw8eZKEhAQMBoPP57W2tlJQUEB5eXnEbGGIRE0Qmbq+6JpcLhdOp5OkpCSMxuGz1vb3fAAiJ3pBaNIP/uoaqfMBfLGvESAydQlN+kBcI2gPoUk/RKIucY2gPSJRl9CkD7R4jeAvooN2CIxGI/n5+X4/PzExMWIWtkwkaoLI1CU0DS+Bng9AW/GrhdCkDyJRE2hLl7hGkIhEXUKTPtCSJnGNICE06YdI1KUlTeIaQSISdQlN+kCPmsJfIhYIBAKBQCAQCAQCgUAgEAgEgi8ookArEAgEAoFAIBAIBAKBQCAQCARhQhRoVSIqKooHH3yQqKiocIeiGpGoCSJTl9CkPfQevzeEJn0QiZpA37r0HPtgRKIuoUkf6F2T3uP3htCkHyJRl5416Tn2wYhEXUKTPtCzJjEkTCAQCAQCgUAgEAgEAoFAIBAIwoTooBUIBAKBQCAQCAQCgUAgEAgEgjAhCrQCgUAgEAgEAoFAIBAIBAKBQBAmRIFWIBAIBAKBQCAQCAQCgUAgEAjChCjQCgQCgUAgEAgEAoFAIBAIBAJBmBAFWoFAIBAIBAKBQCAQCAQCgUAgCBOiQCsQCAQCgUAgEAgEAoFAIBAIBGFCFGgFAoFAIBAIBAKBQCAQCAQCgSBMiAKtQCAQCAQCgUAgEAgEAoFAIBCECVGgFQgEAoFAIBAIBAKBQCAQCASCMCEKtAKBQCAQCAQCgUAgEAgEAoFAECZEgVYgEAgEAoFAIBAIBAKBQCAQCMKEKNAKBAKBQCAQCAQCgUAgEAgEAkGYEAVagUAgEAgEAoFAIBAIBAKBQCAIE6JAKxAIBAKBQCAQCAQCgUAgEAgEYUIUaAUCgUAgEAgEAoFAIBAIBAKBIEyYwx2A1nE6nbS2thIfH4/BYAh3OAKBwAsulwun04nZbMZoHL77TuJ8IBBon5E6H4A4JwgEekBcIwgEAhlxjSAQCDwZyXOCP4gC7RC0trZSUVER7jAEAoEfTJw4EavVOmzHF+cDgUA/DPf5AMQ5QSDQE+IaQSAQyIhrBIFA4MlInBP8QRRoh8BgMHD66adTUVFBQkKCz+c5HA6OHDnCxIkTMZlMIxjh8BGJmiAydX3RNcnPHe67Xv6eDzxj+qLmRC8ITfrBX10jdT6AL/Y1AkSmLqFJH4hrBO0hNOmHSNQlrhG0RyTqEpr0gRavEfzF4HK5XOEOQsu0traSlJRES0sLiYmJ4Q5HIBB4weFwcPDgQaZMmTKsf1jE+UAg0D4jdT4AcU4QCPSAuEYQCAQy4hpBIBB4MpLnBH/QRpk4AnA4HOzatQuHwxHuUFQjEjVBZOoSmrSH3uP3htCkDyJRE+hbl55jH4xI1CU06QO9a9J7/N4QmvRDJOrSsyY9xz4YkahLaNIHetak+QLt0aNHue2225g9ezZms5np06f79XMul4tHH32UUaNGERMTwxlnnMHmzZuHNdaYmJhhPX44iERNEJm6hCbtoff4vSE06YNI1AT61qXn2AcjEnUJTfpA75r0Hr83hCb9EIm69KxJz7EPRiTqEpr0gV41ad7i4J133uHOO+9k4cKFHDlyBKfTyf79+4f8uUcffZQHH3yQRx99lJkzZ/KXv/yFNWvWsHv3bsaOHev364utCQKB9hHbFwUCgYzYvigQCDwR1wgCgUBGXCMIBAJPhMVBgFx66aWUl5fz+uuvM3fuXL9+pru7m0ceeYR77rmHu+66i2XLlvHf//6X1NRUnnjiiWGJ0263s23bNux2+7AcPxxEoiaITF1Ck/bQe/zeEJr0QSRqAn3r0nPsgxGJuoQmfaB3TXqP3xtCk36IRF161qTn2AcjEnUJTfpAz5o0X6ANZpraxo0baW1t5ZprrlG+ZrVaufLKK1mxYoWa4SkYDAZSUlIwGAzDcvxwEImaIDJ1CU3aQ+/xe0No0geRqAn0rUvPsQ9GJOoSmvSB3jXpPX5vCE36IRJ16VmTnmMfjEjUJTTpAz1rMoc7gOHg0KFDAEyePLnf16dMmUJZWRldXV2qe1KYTCbGjx+v6jHDTSRqgsjUFUmaHE4XdW09VDZ3UdMVx3gNbDUIhkjKiYzQpA/0qsnucNLR46Cj106XzUGPzUmvw4lN+c9FenyGJrYfBYpeczIUkahLaBo5XC4Xnb0Omjp7aemy0WN30mt34nC6cLpcuFwwuA9bEuk9DpJjxTlBCwhN+kFLuuwOJycaOmntttHd68DudA3xvvdNnDVVXCNoiEjUJTQNH902B2WNnbR02ejsVWO4VxKxbb3kJuvLizYiC7RNTU1ERUURHR3d7+spKSm4XC6ampp8Fmh7enro6elR/t3a2gqgTICT/28ymfo97unpYfv27SxcuBCQOn+NRiN2u93rY5vNhslkUh6bzWYMBoPyGKTWbM/HFosFl8ulPHY6nTgcDuWx0+nEbDb7fOxwOHC5XMpjbzoiXZPdbsfhcLBjxw7mzp2L1WoVmkZYU0+vjerWbiqbeyhr6KC8qYuqlm4qmjo52dJNdUs3dmffpdm2n5xNWmLskJqGg2DPB3rLSSSuM6FJW5q6em2U1LVzorGbE/XtVDR1UdvWS01rFw0dvbR02ujw42Ls9FwLL952DlardcTPByCuEfSw1oQm7Wqqau5k49F6tpe1cLCqhZL6Dlq6Qtt++NJNc1k8MUtcI4h1JjT5qclgMOByudiyZQvz588f8u/pcGhyYuT1HeW8saOCoqpWum3OUN6KCgUJRj6+d5m4RkAbay0S3z9Ck/qaem12Xtt5kidWHaGlS93356++NJnrFxWG5RohWDRvcTDSPPLIIyQlJSn/FRQUACiDyQ4ePMjBgwcB2Lt3L8XFxQDs2bNHWdBbt26lvLwckOwWqqqqAFi/fj319fUArF27lubmZgBWrVpFW1sbACtWrKC7uxu73c6KFSuw2+10d3cr1gxtbW2sWrUKgObmZtauXQtAfX0969evB6CqqoqNGzcCUF5eztatWwEoKSlh165dABQXF7N3794vnKZdu3ZRVlZGXl4eO3fuFJqGUdO+IyW8sOJz/r2llHtf2cLV//cJS59Yx9QHV3H2E+v5+nNb+Mlb+/nLumO8uauSrSeaqGjqwu50YTRAVryZmTmxbN6xe0hN8uurTbDnA63mJBLXmdCkPU0ff/IpO0qb+OOHe7jh6Y9Z/odPmf7gKi7+80Zu//dOHlt5hP9sLWfNwRr2VbZysrm7X3HWYjIQazGQEmMiLzmGnHgTY1KsTM1JIMXqorKyclBNw3U+AHGNoLW1JjRpX9OBkpM88OLHfPnpzznj0U+45/V9vLK1jN3lLUpx1mI0kBRlpCA1hvxECwWJZiZnJ1CYYmFsioWpOYkUJpsZl2plak4iY5LMjEuNYnx6NKXHi8U1glhnQlMAmkpKSjAajfT09Az591RtTbV1dTz8ylqWPrGOB97az46yZrptTmIsRjJijUzMimdcahRjksxMzUlkXKqVwmTp8djBzgdpUUzNSSAr1iCuETS01iLx/SM0qatp3/FKlj+xhp+/U0RLl40YM4xJi2V8WjSjE03SeSAtiHOC+xqhqbo8bNcIwWJwuVzB7iIYcW666Sa2b9+unOR88fTTT3PHHXfQ1dXVr4v273//O7feeisdHR0BddAWFBTQ2NhISkrKkHck5ceRcudLaBKahtLUY7NTXNPG4ZoOik62cKiqlSO17dS39/p8j1pNBvJTYslLiaEgJYb81FhyEqPIS46hIC2O1BgzZpPRb03d3d0cPXpU9emL4nwgNAlNQ2tq7eplW0kD28ta2FrSyN6KZmyOUy8t4qPMjMuMZ3RqDPnJMeSlxpIeZyU93kpafDRxViPxUWZioiwhaRqu8wGIc4LQJDT5o6mpo4cP91Xxwf5qNh5rQP6kYTDA9NxETh+bxsy8JArTYxmTkUC0+206XJrENUJkrjOhST+a7HY7uyraeOTDg+wubwEgIyGKby0ew3lTsxmTGgO4RkSTuEaI7LUmNOlH05G6Tr75/DZq23pIirFw13kT+Nq8PKKjrCOqaTjPCcEQkQXatWvXsmzZMnbv3s2sWbOUr99zzz288cYbnDhxwu/XbG1tJSkpiZaWFhITE30+z263s3HjRhYtWqQsSL0TiZogMnWNlCaXy0V5Yxc7y5rYXd7MnopmDpxspcfufWtSQWoM4zLiGZcRT2F6HGPT4xidHkd2YjQm4+Cm3YFocjgcHDx4cNhPrP6eD0CsM70gNAVOj93BjtImNh5tYOOxevZUtOBw9r+USIuzMrsgmVkFyUzPS2RKTiLZidEhmfX7q2ukzgfwxb5GgMjUJTQFjtPp4mhdO58V1/PJ4Vo2H2/od5Nm/pgULpuVywXTsslMjB7kSP4jrhG0h9CkH0ZCV0unjV3lTewobeL9vVWU1HcAEGc18f1lE7hx0RiiLeq9H8U1gvaIRF1CU3C0dtvYcaKJ5q5e6tp62Haiic+K6+myOZiUlcC/bp5PTpJ6XrFavEbwl8hYVQNYtGgRiYmJvPbaa0qB1maz8eabb3LxxRcPy2sajUbGjRuH0Rg5rhGRqAkiU9dwaXI4XRysamVLSSPbShrZXtpEfXvPKc9LiDIzJTeRqTnSf5NzEhifGU+sNfhTjN7zpPf4vSE06QO1NblcLo7VtbPucB0biuvZUtJwil9cQWoMpxemsaAwlfljUhmdFqv65FQ950rPsQ9GJOoSmgbH5nByvK6DQ9WtHKxq40BVK3vKm0/xjZucncCXZuZw+ew8ClJjQ37dgeg9T3qP3xtCk35QQ5fL5aKj10FThzTkr6Gjl6O17RyqamVXeTNHa9v7PT/WauLy2Xncdd4E1W7UeKLnXOk59sGIRF1Ck3dau2109NhxuVCGfDZ09HKkpo0NxfWsKqr22tC1aFwaf/3GaSTFWEKRcAp6zpPmC7SdnZ2Kd0VpaSmtra28/vrrAJx99tlkZGSwbNkySktLOXr0KADR0dHcf//9/PKXvyQjI4MZM2bw9NNP09DQwI9+9KNhidNoNJKXlzcsxw4XkagJIlOXWppcLheHa9r4/GgDm47Vs6Wkkbbu/gM8LCYDU3OTmFOQzJxRyczMT2Z0aizGITpiA0XvedJ7/N4QmvSBGpq6bQ42Hqvn44O1rDtcR2VzV7/vp8dHsXh8GovHp7NoXBr5KeoXYAai51zpOfbBiERdQlN/2rptbDrWwMZjDewqb+ZgVSu9Xj5kxVhMzB2dzDkTM1k6OZPxmfGhhj0oes+T3uP3htCkH4LRZXM4WXuolvVH6thR2sTxug56HYMP9ypMj2POqGQWjUvnounZxEUNX+lBz7nSc+yDEYm6hCYJl8vFxmMNvLDxBPsqW6hq6R7yZ8akxZKfEktSjIUZ+UksLExlVn6y6jUE0HeeNF+gra2t5eqrr+73Nfnfn3zyCeeccw4OhwO7vX8R6cc//jEul4snnniCuro6Zs+ezcqVKxk7duywxGm321m/fj1LliyJqHb3SNMEkakrFE317T1sKK5j/ZF6PjtaT11b/w7ZhCgz88akMN/dGTcjL0nVLUm+0Hue9B6/N4QmfRCspqaOXtYcrGHVgRo2FNf165K1mo0sLEzl7IkZnDkhnUlZCap3yA6FnnOl59gHIxJ1CU3SDZrVB2p4a1cl64/UYR9gYRIfZWZiVjyTcxKZlpvI9NwkpuYmYjGNXKeK3vOk9/i9ITTph0B0tXTZeP7zEv6zpYzatlN30VnNRpJjLKTEWilMj2NiVjwz85OZOzqF1DjrcEk4BT3nSs+xD0Yk6vqia5ILs0+tKWbricZ+37OYDBgwIH88SIi2MDErnmm5iVw6K5cZeUkj9tlBz3nSfLRjxoxhKJvcdevWnfI1g8HA/fffz/333z9MkfXHaDQyffp0XbZR+yISNUFk6gpEk9PpYk9FM58crmPd4Vr2VrT0+36MxcSCwlQWjUvjjHFpTM1JxDyCH7pk9J4nvcfvDaFJHwSiqb69h4/2V/Ph/io2H2/s5yWblxzD0skZnDs5kzPGphNjDa8vk55zpefYByMSdX2RNdW19fDS5lL+vbmUho6+QZ+F6XGcNSGdeWNSmZmXNCwWJoGi9zzpPX5vCE36wR9d3TYHz204zrPrj9Pq3k2XHm/l0lm5LCxMZVpuEunxUWG/NpDRc670HPtgRKKuL7KmjcfqeWLlYXaWNQPSzZlr5xfwpVm5TMpOIDFaXZuCUNBznjRfoNULRqORzMzMcIehKpGoCSJT11CaunodfHa0ntUHqll7qJb69t5+35+Wm8iSiRksmZDB3NHJRJnDf7Gl9zzpPX5vCE36YChNDe09rCyq4f29J9l8vAHP5ripOYksn5bF+VOzmJqTGPYijCd6zpWeYx+MSNT1RdRU0dTJs+uP8+q2csUjLicpmivn5vHlOXmMz0wYqVD9Ru950nv83hCa9MNQutYdruUX7xRR1tgJwMSseO48dwIXTsvGatZmwUPPudJz7IMRibq+iJrKGjp56IMDrDpQA0CU2ci1C0Zx29njyE5S309aDfScJ22eYXWIzWZj5cqV2Gy2oZ+sEyJRE0SmLm+aWjptvLGjgu+8uJ05v1nFt1/czv+2V1Df3kt8lJmLZ2Tz+FUz2frTZXzw/bP48YWTOWNcmiaKs6D/POk9fm8ITfrAm6aG9h5e2VrGN57bwoKHP+aBt/ax8ZhUnJ2Zn8RPLprMp/eew4ofnMUPz5vItNyR24bkL3rOlZ5jH4xI1PVF0rS3opnvv7KLsx9fx4ubSumxO5mVn8Sfr53D+vuWcu8FkzVZnAX950nv8XtDaNIPvnTVtnVzx392ctPz2yhr7CQ7MZqnvjabD3+whMtm5Wq2OAv6zpWeYx+MSNT1RdO0o7SRS//vM1YdqMH0/+ydd3hUVf6H35k0AoSEQOiht0DoTYr0akUXe1dsqKuigl0XBWygP7uooNhQXBCE0IuUgPQSSIBASAKEQEglySRT7u+PmCxlMsxMZjL3nJz3eXj27jBz7+f1O9ycnHuK0cA9VzVj46QhvHlDR912zoLYdVIjaD2En58fvXr1ws9PH51bnkBGJ5DTq9Qpx2Rl1e40YvanseXouYvWjWscFsyIDvUZHlWf3i3Cdd3IAvHrJHp+eygnMSh1Ss8rZnX8CVYcSOfvpItHykY3rsV1nRtxbaeGXtlh3RuIXCuRsztCRi/Znc7kmVgRd5p521M5cCq37D0DWtdlwuBW9G1VR3cPZ+whep1Ez28P5SQOl3qdzC5k3rYUvo89Tq7JgtEAD/RvwbMj2lLTixt7eRKRayVydkfI6FVVnIotNpbsO8VLC/aXPLyNDOODcZ1pU1+fD20vReQ6iXHHFQCj0Uh4eLivY3gUGZ1APq+cAjMrDpzmz32niD167qI1JNs3CGFkxwaM6qi/6cpXQvQ6iZ7fHspJ32iaxoFTuayJP8Oq+NPEncy96O87NQ5lTKcGXNupIc3q1PBRSvcRuVYiZ3eEjF6yORUUW9iTms3Wo+fYlBjP7tRsSrd2CPQzck2nBoy/uiXRjUN9G9RFRK+T6PntoZzEIKfATNypHA6eyuVgWgrxabkcTs8re4jbqXEo02/upO4JlYjI2R0ho5dsTsUWG9uPZ3LgVA5H0lPJL7ZQbLGxLSmzbO3poe3r8emd3ageKE7Xoch1Eue/ss4xm82sXLmSkSNHEhCgnwWSK4KMTiCHl8lsZXV8Oov2nGL9oTOYrf/rlO3YqBbXdGrImOgGtIyo6cOUFUP0Oome3x7KSX8UFlvZnJjBmoQzrEs4w+lcU9nfGQzQo2ltRkc3YFTHBsKMlC0PkWslcnZHyOglslOxxcah03nsO5lN3Mkc9qTmcDg976IHtwBdIsO4oUsjbu7WmNqVuMu6JxG5TiB+fnsoJ32haRonsgpJOJ3HkTN5HEk/z94T2Rw7m2/3/X1b1uHOPk25plND/IziDOgoReRaiZzdETJ6iepkttpIPpfPiaxCzuQVcd5kISkjn6X708jML7b7mYiQIG7rGcnTw9sQ4IMNwyuCqHUCMGiapl35bVWX3NxcQkNDycnJoVatWuW+T9M08vLyCAkJEWqUoiNkdAJxvWw2jW3HM1mw6wQx+09zvshS9nftGoQwol04/+rZnBYCd8peiCt1slqtxMfHExUV5dWpDM7eD0Dc75kjlJM+yDhfxOqD6aw6mM6mxIyyTX0Aqgf6MaB1Xfq3qMU1XZsSEaLf9aFcxdlaVdb9AKp2GwHk9BLJ6Uyeib+PZbIzOYvdKVnEp+VRbLVd9r4GtarRPTKEAW3rM7R9fV2vG+csqo2gP5ST79A0jZPZhcSn5bH/ZA67U7LYk5pNnsli9/1Nw6vTNiKYTpHhdGgUSnTjWjQMDa7k1J5FtRH0h4xeIjhpmkZekYVz54s5k2tiTcIZ/rvzBOfK6YitWzOQbk1q0bFxbcJrBmI0GGgVUZPeLcKFfFgD+mwjOIsaQeshDAbDFRtjoiGjE4jndSKrgN93nuD3nSc4kVVY9nrjsGBu7NqIG7s2pl0DMdaDcQXR6nQpoue3h3LyHZn5xcTsT2PJvlNsS8q8aD3ZxmHBDI+qx9Co+vRpEU61AN83LryBKLWyh8jZHSGjl56dNE1jd2o2Kw+kszYhncPp5y97T1j1ADo1DqVT41A6Nwmla2RtKTpkL0XPdXIG0fPbQzlVLiazleVxp1kVn862pEzO5hVd9p4Av5KOlvYNQmhTP4SohiF0i6wt7Mh5R+i5VldC5OyOkNFLr06aprEs7jQfrjpMcmYBxZbLH9bWDPKnSe1gGoRWo1a1AMKqBzC0fT0GtK6Lv2AjZK+EXuvkDKqD1kOYzWZiYmK45pprhBtGXR4yOoEYXsUWG6sOpjNvewqbEjPK1osLCfLn2s4NualbY3o1D8f4z1MtEZxcRXQn0fPbQzlVLharjTUJZ/h95wnWJZy5aNO/To1DGdWxPsM71Kdd/YufDuvZqSKI7CVydkfI6KVHp7N5Rfy2I5X5O1I5fq6g7HWDAaIa1KJ3i3C6NQ2jW2RtIsODLxstokeniiK6k+j57aGcKoe0nEJ+2JLMvO2pF01N9jcaaF2vJh0a1aJ709p0b1qbNvVr2p2arEeviiKyk8jZHSGjlx6dDqfn8d7yBFbHn7no9ZpB/tSpGUi7+iHc2jOSwe0i7HbEms1mFi35U1dOFUWPdXIWtcTBFXBlaoLJZKJatWq6He7uKjI6gb69UjML+OnvFH7fmUrG+f81uvq1qsNtvSIZ1bGB3dFxenZyF1ec9Dp9sSrXRBT06HQm18SPf6fw6/YU0nP/NyImunEtru/ciGs7N6RJ7fLXk9Wjkydw1kuv0xerck1EQk9OJ7IK+OqvY/y2I7VsKZMagX4MjarP8Kh6DGwT4dRIOD05eQrVRtAfysm7HDqdx2frElm6P61sXemGodW4pUcT+rWuS9fIMKdn0OjJy1OoNoL+kNFLD05FFivbkjI5kn6evw6f5a/DZ4GSEfOPD2rFLT0jiQgJUvcDnbURnEWNoPUg/v7y/eeU0Qn05WWzaWw4cpa5W5JZd+hM2WjZeiFB3Nozktt6RTq1uY+enDyF6E6i57eHcvIe8Wm5fL3hGH/uO1W28V+dGoGM69GEf/VoQtv6zi9lohcnTyOyl8jZHSGjl6+dck1mPl93lNmbk8qmKXaJDOOeq5pxTacGbu2k7GsnbyC6k+j57aGcPE96ron//HmAmP2ny167qmU49/drwfCoem5PTfa1lzcQ2Unk7I6Q0cuXTtkFxdz59d8cTMste81ogFEdGzBxRFvauPC7woWoOukHuRab8CEWi4WYmBgsFvuLsYuIjE6gH6/8Igvfxx5n+My/uH/OdtYmlHTOXt2mLl/e3YPNLw7l+VHtnOqc1YuTJxHdSfT89lBO3mFnchYPfredMf+3kQW7T2K2avRsVptP7ujGlpeG8dI1US51zurByRuI7CVydkfI6OVLJ03T+HPvKYZ+8Bdf/nWUYouNvi3r8MvDV/HHhH6M69HErc5ZVSf9IXp+eygnz7PxyFmu+b+NxOw/jcEA13ZqyJKnBjDvkb6Mjm7gduesr728gchOImd3hIxevnQ6X2ThvjnbOZiWS2hwAKM61uffw9qw7vnBfHF3D7c7Z1Wd9IVa4uAKuDI1wWKx4O/vL9XQcNmcwPdep3NMfBd7nJ//Tib3n91VQ4L8GdezCfdc1YyWETVdPqevnbyBK056nb5YlWsiCr502pmcyYerjrApMQMoeQI+plNDHrm6JV0iw9w+r4x1Aue99Dp9sSrXRCR85XQyu5BXFu5n/aGSqYot69bglWujGNq+XoVzVPU6qTZC5aCcPHvdL/46yvsrDqFp0KFhLWbe1oX2DTyz6U1VrpVqI1QeMnr5yimn0Mz477ez/XgWYdUD+PWRvh7bJLyq10ktcSAxpV8CmZDRCXzjdSQ9j682HGPRnpNl05eb16nOgwNacHP3JtQMqlgeGWslupPo+e2hnCrO3tRsZqw6zIZ/1ozyNxq4uXtjHh/cmhZ1a3jkGjLWCcT2Ejm7I2T0qkwnm03jl+0pTI9J4HyRhUA/IxOGtOLxwa0I8vfcLwqqTvpD9Pz2UE4Vp9hi4+WF+/l95wkA7ugdyRvXd3R6PUlnUbXSFyJnd4SMXpXtlJ5r4r7Z20g4nUdIkD9zH+ztsc7ZUlSd9INa4sBDWCwWVq5cKeQw6vKQ0Qkq32tvajaPzN3BiA838PvOE5itGr2bhzPrnh6sfW4w9/Zt7pHOWdlqJbqT6PntoZwqxqHTeTwydwc3fraZDYfP4m80cHuvSNY9P5j3xnXxaOesbHUCsb1Ezu4IGb0q0ynxTB63zdrCKwvjOF9koXvTMGKevppnhrf1eOesqpO+ED2/PZRTxUnNLOC2WVv4fecJjAaYcmNHpt/c2Suds6pW+kHk7I6Q0auynTYnZnDTZ5tJOJ1HREgQ8x69is5Nwjx6DVUnfaGWOLgCrkxXUiguZPvxTD5ec4SNRzLKXhvVsT6PDWpFt6a1fZhMPvQ4fVGhKCXlXAEfrj7MH3tOomklSxmM7daYZ4a1pWmdK68xrXANPU5fVCguJKfQzKdrj/Bd7HHMVo3gAD+eG9mWB/q3wM8ox/RCPaHaCAq9o2kai/ee4rU/4sg1WQip5s8nd3RjcLt6vo4mHaqNoBCBwmIr02Li+WFrMlCy7NH3D/Z2am8ahWuoJQ4kRdM08vLyCAkJkWrtDtmcwPte249n8tHqw2xOPAeAn9HAjV0bMWFwK1rX8+x0hFJkrJXoTqLnt4dyco0zuSY+XnuEedtSsdhKnoWOiW7AcyPbeu1eAHLWCcT2Ejm7I2T08qZTnsnMj1tTmLXhKFkFZgCGtq/HlBs70qS2937pUnXSH6Lnt4dycu/8O5OzeGdZAjuSswDoGhnGJ3d082pHjKqVvhA5uyNk9KoMp8PpeTz58y4Op58H4J6rmvHimPbUqOCM2/JQddIXaokDD2GxWNi4caOQw6jLQ0Yn8J7XntRs7vn2b275cgubE88R4Gfgjt5NWf/8YGbe2tWrHTIy1kp0J9Hz20M5OUdOgZl3liUw8P11/Lg1BYtNY2DbCP58cgBf3N3Dq/cCkLNOILaXyNkdIaOXN5xOZBXwzrIE+r+zlneXJ5BVYKZNvZrMeaAX397X06uds6DqpEdEz28P5eQ8R8+e5/P1iQyf+RfjvtzCjuQsggP8mDiiLfMf6+v1UXKqVvpC5OyOkNHLG07FFhvL49KY+Oservm/jVz78UYOp58nIiSIHx/qw1tjo73WOQuqTnpDLXFwBdTUBMWVOJyexwcrDrHyYDpQsuHPLT0jeWJIK6//0qUoQU1fVOiBwmIrc2KT+HL9UXJNJQ2CHs1q88KodlzVso6P01Ud1PRFhR6w2TT+OnKWn7amsDYhnX8G0dMqogYTBrfmxq6N8PdT4yQqA9VGUOiBQ6fzWLrvFDFxp0k8c77s9WoBRm7o0ohnR7SlYWiwDxNWDVQbQaEH0nNNrE04w7akTP46fJbM/OKL/n5Q2whm3NqFujWDfJSw6qCWOJAUm81GdnY2YWFhGI1yNLhldALPeaXlFPLhqsP8vvMEtn/WlbypWxOeHtam0teVlLFWojuJnt8eysk+FquN33ac4KPVhzmTVwRA+wYhvDCqHUPb16v0qTUy1gnE9hI5uyNk9KqoU57JzG87TvB97HFSMgvKXh/Qui739G3G8Kj6lb7OrKqT/hA9vz2U0+WcL7KwaM9J5m1LZf/JnLLX/Y0G+raqwzWdGnJd54aEVAvwZOwromqlL0TO7ggZvSrqFHcyh683HmPpvrSy5c8AIkKCuLlbY3o0q027BiE0Da9eab8/qDrpC7HS6hir1cr27duxWq2+juIxZHSCinudL7LwwYpDDH5/Pb/tKOmcHdWxPiueGciMW7v4ZNMfGWslupPo+e2hnC5G0zRWHjjNyI828PLC/ZzJK6JJ7WA+vK0LS/99NcOi6vtk3SMZ6wRie4mc3REyernrlFNoZuaqw/Sbvpa3lhwkJbOAWtX8ebB/C1ZPHMSP4/swqmMDn2wCpuqkP0TPbw/l9D9OZhfy1pKD9J22hlcWxrH/ZA4BfgaGR9Xnw9u6sPO1EfzwUB/u6N200jtnQdVKb4ic3REyernjZLVpbD12jvvnbOO6TzaxaM8pLDaNbk3DeGpoa358qA9bXhzKS9dEMbJjA5rVqVGpvz+oOukLtcTBFVBTExSlWG0av+9M5f0Vh8k4XzJKrlfz2rw4JooezWr7OF3VRk1fVFQ2+05k8/bSeLYlZQIQXiOQJ4e05q6rmhLk7/vpMVUZNX1RUZlYrDZ+3JrMzFWHy5Y2aV2vJg/2b8FN3RoTHKjuB75GtREUlcXpHBOfrD3CbztSMVtLfsVuUbcGd/Vpys3dmxBeI9DHCRWqjaCoLDLOF/HusgRWx6eXbQxqNMD1XRoxfkBLOjUJ9XFCBaglDqTFZrORkZFB3bp1hRtGXR4yOoF7XjuTs3hjcRxxJ3MBaF6neslTrg6+GSF3KTLWSnQn0fPbQzmV/PL13vIEFuw+CUCQv5GHBrTg8cGtfDIKxh4y1gnE9hI5uyNk9HLFKe5kDi/8vo/4tJK2Qdv6NXlmeFtGd2yA0QcjZcujqtdJj4ie3x5V3WltQjrP/rqXnMKSjpi+LevwyKCWDGoToav7Aaha6Q2RsztCRi9nnXanZPH4j7s4nWsCoFY1f8ZEN+Txwa1oXrdGZcV1iqpcJz0iVlodY7PZiIuLw2az+TqKx5DRCVzzyjhfxPPz9/KvL2KJO5lLSJA/r14bxcpnBzGqYwNddM6CnLUS3Un0/Paoyk4ms5WP1xxhyAfryzpnb+7WmHXPD2bS6Pa66ZwFOesEYnuJnN0RMno542Sx2vh07RHGfraZ+LRcQoMDeHtsNMueHsg1nRrqsjOmKtZJz4ie3x5V1UnTND5cdZgHv9tBTqGZTo1DmffIVfzyyFUMaVdPd/cDqLq10isiZ3eEjF7OOK1NSOe2r7ZyOtdEy4ga/PxwH3a9NoJ3x3XWXecsVN066RW1xMEVUFMTqiY2m8avO1J5Z1lC2ZPwW3s2YdLo9mo3RR2ipi8qvIWmacTsP820mHhOZhcC0LNZbV67rgNdIsN8G05hFzV9UeFN0nIK+fcvu9l+PAuAazo14K0bo6mj2ga6RbURFN5C0zTeXhrPt5uSALi3bzNeuTZKLXWkY1QbQeFNEs+cZ+xnmzlfZGFkh/rMuLWLrgZxKC5Hb0scqBG0HsJms3Hy5Ekhe+nLQ0YnuLLX0bPnuW3WFl5asJ+cQjMdGtZiwYR+vDeui247Z2WslehOoue3R1VzSjidyx1fb+WJn3dxMruQRqHV+OSObsx/rK+uO2dlrBOI7SVydkfI6OXIaU18Otf830a2H8+iZpA/M2/twmd3dtd952xVq5MIiJ7fHlXNSdM03lryv87Zt8dGM+XGaCE6Z6tarfSOyNkdIaOXI6dck5lH5u7gfJGF3i3C+eyu7kJ0zla1Oukd1UHrIWw2G0ePHhXyS1AeMjpB+V4Wq43P1ycy5p9fvqoH+vHqtVEsfrI/3ZvqexMwGWslupPo+e1RVZxyCsy8sSiOa/5vI1uPZRLkb+TpYW1Y89xgru/SSDdLm5SHjHUCsb1Ezu4IGb3sOZnMVt5cfICHvt9BVoGZ6Ma1WPLUAG7u3kT39wOoOnUSCdHz26MqOVltGi8v3M/szSWds9Nv7sTdVzXzRUS3qEq1EgGRsztCRq/ynHIKzTwwZzvHMvJpFFqNz+/qToCfGF1tValOIiDEEgcJCQk89dRTxMbGEhISwr333svbb79NYKDjnTDPnTvHK6+8QkxMDOfOnaNFixY8+eSTPPbYY05fW01NqBocPXue537by57UbAAGtY1g6k3RNKld3bfBFE6hpi8qPIHVpjFvewofrDhUttvqmOgGvHxNFJHh6l4gCmr6osKT7EzO5MX/7ufImfMAPNC/OS+OaS/EKDlFCaqNoPAkJrOV5+bvZem+NIwGeOdfnbm1Z6SvYymcRLURFJ7m3Pki7p29jQOncqlVzZ+fH76K6Mahvo6lcBK1xIGLZGVlMXToUIqLi1mwYAHTpk1j1qxZTJw48YqfveWWW1i8eDFTpkzhzz//ZPTo0Tz++ON8/fXXHs9ps9lITk4Wspe+PGR0gou9NE3jx63JXPvxRvakZhNSzZ8PbunCdw/0EqpzVsZaie4ken57yOy09WgG13+yiVcWxpFVYKZt/Zr8NL4PX9zdQ7jOWRnrBGJ7iZzdETJ6lTql5xTy8sL9/OuLLRw5c566NQOZ80Av3ri+o3CdszLXSVQn0fPboyo47T+Rw7Ufb2TpvjQC/Ax8dmd3ITtnq0KtRELk7I6Q0etSp10pWdzw6WYOnMqlTo1A5j3SV7jO2apQJ5Hw93WAK/Hll1+Sm5vLwoULCQ8PB8BisTBhwgRefvllGjVqZPdzp0+fZt26dcyZM4f7778fgKFDh7J9+3bmzZvHww8/7NGcpetcNG7cGKNR9/3eTiGjE/zPq3rtCF5aeJDV8ekADGhdl/fGdaZRWLCPE7qOjLUS3Un0/PaQ0elEZj6TFx1i66mSEbO1qvkzcURb7r6qGf6CTE26FBnrBGJ7iZzdETJ6nc0tZMaqRFYlx1NotgJwS48mvHJtFGHVHc/c0isy1kl0J9Hz20NWp+TUExwvrMb8XSdZHncai00jIiSI/7utK/1a1/V1RLeQtVaiOomc3REyepU6FQaEsnBvGt9uTMJi02hWpzrf3teL1vVq+jqiy8hcJxGddL/EwcCBAwkPD+ePP/4oey07O5vw8HBmz55d1vl6KampqTRt2pQFCxZw0003lb1+ww03cP78edauXevU9dXUBDnZlZLFkz/t4lSOiUA/I5NGt+PB/i0wGvW/lpzictT0RYWrmMxWZm04xufrEzGZbRgMcEfvpjw/sh3hNcTshFGUoKYvKtzh6NnzfLspid93nqDYUjLiomtkGC+Oac9VLev4OJ2iIqg2gsJVjqTnsSzuNJuOZLDvZDYm8/9GYV3bqSFvj42mtmorCIlqIyhcQdM0Nh7JYHNiBtuPZ3Iuv5j8IisZ54vK3nNd54ZMv7mTEBuCKS5Hb0sc6H4EbUJCAg8++OBFr4WFhdGwYUMSEhLK/VxkZCQjR45k2rRptGvXjsjISJYtW8bKlSv56aefPJ7TarWSlJREixYtdFFYTyCjk6ZpfLc5ibeXxmPVoHmd6nx6Z3fhpiJcioy1Et1J9Pz2kMVp9cF0piw5SEpmAQCdGgQz7V/d6BSp780AnUWWOl2KyF4iZ3eEDF47jmfyxfqjrEk4U/Za+4hqPDMyilHRDYXYBOxKyFCnSxHdSfT89pDBadORDN5fkcDeEzkXvR4WHMD1XRpxW69I4X9nADlqdSkiO4mc3RGie53OMTH5v/v46/DZy/7O32hgUNsIbukZyaiO9YVuK4heJ3uI7KT7DtqsrCzCwsIue7127dpkZmY6/OyCBQu47bbb6NixIwB+fn588skn/Otf/yr3M0VFRRQV/e+JSG5uLlBS5Av/18/P76Jji8VCZmYmzZs3x2KxYDQaMRqN5R6bzWb8/PzKjv39/TEYDGXHULKUw4XHAQEBaJpWdmyz2bBarWXHNpsNf3//co+tViuappUd2/OQ2clsg1cW7OO/u08BMLpDPd4d15nQ6kHCOpXWyWq1kpWVRZMmJTtKi1wnd528QUXuB6om+nNKyy3ijUVxrEkoaWjVrxXE5JFtaGJLp01EMDabTTgnGetkz8lgMKBpGufOnaNp06Zlr1fm/QBUG0Gm79r245l8tCaRrcdK2pIGAwxtF8EDfZsSmJNC5zbhaJqGwWAQxknGOnnKyRuoNoI8TofT85gac4hNiRkABPoZ6d+6DsPa1aVmYToj+3alWrUgoZzKq5OrP09ldPIWqo0gxz3BYrGwcM8p3loST67JQqC/kbFdG9GrWRhNwqqRevwog3p2IiK0hjBOMtZJ720EdxFrQQYX0DSNBx54gCNHjvDzzz+zbt06Jk+ezDPPPMO8efPK/dz06dMJDQ0t+xMZWbLwe1xcHADx8fHEx8cDsG/fPo4cOVJ2HB4ejr+/P9u2bSM1NRWA2NhY0tLSANiwYQMZGSU/+NeuXUt2djYAK1euJC8vD4CYmBhMJhMWi4WYmBgsFgsmk4mYmBgA8vLyWLlyJVCy1EPpUg0ZGRls2LABgLS0NGJjY4GSpR62bdsGQFJSErt37wbgyJEj7Nu3r8o4bd8Xz51fb+W/u09hNMCr10ZxT6tiss+eFtaptE67d+8mNTWVXr16sWvXLqHr5K5T6fU9jbv3A1UTfTnFHTjIOwv+ZsTMDaxJOIufAR4f3Ir3h4TQOcxM7969hXOSsU6OnJKSksoaZqUelX0/ANVGkOG7diQ9jzs+/4vbv97G1mOZ+BthdJsQ1kwcxGMdDTTwO6/uCZI5qTaC/mqiF6c8k5mJP2zm2k82sykxA38j3NQhlNiXhjIh2sBV9WyMHdaXPXt2C+N0pTq58vNURifVRlD3BEdOh07ncdvnf/HC7/vJNVloXTuAT69rzHvjutCcM0QY8rh1RD+Oxu8XxknGOnnSyZv3BHfQ/Rq09erV46GHHmL69OkXvd64cWPuuece3nnnHbufW7JkCddffz379u2jU6dOZa8//PDDxMTEcPLkSbufs/fkKzIykszMTGrXrl1uT31xcTGJiYm0a9cOTdOkePIli1NCWg7j5+7kRFYhtar583+3daahIYcWLVoQEBAgpNOlT4lsNhvHjh2rsk4mk4nExESPrx3j7v1A1UQ/TilZJib+tofdKdkA9G5emyk3dqR9w1BhnWSskzOjYwAOHTpEmzZtCAgIqPT7Aag2gsjftazzJj5em8jcrSlYbRp+RgO39oxkwqAWNAoLFtJJxjqpNkLVqImvnSwWCzFxp5kak0B6bkkNR3aoz8tj2hEZXl1IJ2/8PJXRSbUR1D3BntP6hHQ+WnOEPakly5sE+ht5ZngbHupXsmmwiE4y1kmkNoK76H6Jg/bt21+21mxOTg5paWm0b9++3M8dPHgQPz8/oqOjL3q9W7dufPPNNxQUFFC9evXLPhcUFERQUNBlr5cW68KiXXpcekMu/UI6Og4ICHDr2GAwlB2XfqmcPXaUXVanncmZPPjdDnIKzTSrU53Z9/eieXgw+/adxt/fv+w8Ijldelx6syosLFROHsbd+4Gqie+djEYjv+1I5c3FByk0W6kZ5M/L10Rxe69ISjcDFM1Jxjo56wQlUwOLiop8dj8A1UYQ8bumaRqL955iyp8Hyzb1GNGhPi+OaU+riIt3WxbFqRSZ6lRZTp5EtRHEdMrML+aVhftZFlcyi655ner858ZoBrWN4EJEcnL2uCI/T2V08jSqjSDmPeHPvad45tc9WG0a/kYDw6Lq8cKo9rSup9oIVc1JD+h+BO306dOZNm0aqampZWvRfvPNNzz22GOkpKTQqFEju5/79ddfuf3229mzZw9dunQpe/2hhx5iyZIlpKenO3V9tfuiuKxNSGfCT7swmW10axrGt/f1UruzS4rVqnZoVvyPwmIrLy7Yx6I9JetN921Zhxm3dqFRWLCPkykqg8q6H4C6J+idtJxCXlqwn/WHStadbhlRgzev78jASzpiFHKj2ggKKFn+Lmb/ad788wBn84rwNxqYMKQ1Ewa3olqA70dNKSoH1UZQlKJpGvO2p/LKwv3YNLihSyNevS6KeiHVfB1NUYlU5j3BGYy+DnAlHnvsMUJCQhg7diwrV65kzpw5vPDCCzz22GMXdc4OGzaM1q1bl/3/a665hqZNmzJu3Dh+/PFH1qxZw+TJk/nuu+946qmnPJ7TarUSFxdXNrxaBkR2itmfxiNzd2Iy2xjSLoKfxvcp65wV2as8lJP+ED2/PURwSs0s4OYvYlm05xR+RgMvjmnPT+P7lNs5K4KTq8joBGJ7iZzdEXr10jSNBbtOMPLDDaw/dJZAPyPPDm/LsqevvmLnrF6dKoJy0h+i57eHnp3iTuZwx9dbeeLnXZzNK6J1vZr88UR/Jo5o67BzVs9OFUFGL5GdRM7uCL16mcxWDp7K5f4523lpQUnn7O29Ivnwtq5X7JzVq1NFUE76QvdLHNSuXZs1a9bw1FNPMXbsWEJCQhg/fjxTp0696H1WqxWLxVL2/0NCQlizZg2vvPIKkydPJjs7mxYtWjBz5kyefPLJytZQVCKL9pzk2V/3lD0Jm3FrFwL8dP8sQqFQVJADp3K4f852zuYVUadGIJ/d1Z2rWtbxdSyFQlGJFBZbefWPOP676wQAXSLDmHFLZ1rXC/FxMoVCUdkcTs/jveWHWB1fMnMyyN/IY4Na8bgaNatQVDl2Jmcx6fe9HD2bX/ZaoL+Rfw9tzYTBrSldAk2h8CW6X+LA16ipCWKxZN8p/v3LbmwajOvRhHf/1Rk/dbOVHjV9UbH12Dke/n4HeUUW2jcIYfb9vdSSBlUUNX2x6nIiq4Dx3+8g4XQeRgM8O7wtjw9uhb96SFulUW2EqsnyuDSe/XUvhWYrRkPJoI3nRpZsAqaouqg2QtVk3rYUXlsUh9la0vUVHODHVS3Dee26DrS8ZD16RdVCLXEgKVarld27dws5jLo8RHNaeeA0z8wrGTl7W89I3iunc1Y0L2dQTvpD9Pz20KvTjuOZPDBnO3lFFnq3COfXR/s63TmrV6eKIKMTiO0lcnZH6MnrcHoe//oiloTTedStGciP4/vw1LA2LnfO6snJUygn/SF6fnvoyWnWhqM89uMuCs1WBrSuy6qJg/jo9m4ud87qycmTyOglspPI2R2hF6//7jzBiwv2Y7ZqjIluwI5Xh3NwyijmPNDb5c5ZvTh5EuWkL3S/xIFIBAfLN1pLFKfYoxk8+fNuLDaNsV0bMe3mTg6nKYji5QrKSX+Int8eenPafyKHB+Zsp9BsZWDbCGbd08PlaYt6c/IEMjqB2F4iZ3eEHrz2pmZz7+xt5BSaaVOvJnMf6k3DUPdz6cHJ0ygn/SF6fnvowWnx3lNMi0kA4L6+zXjtug4VGkWvBydvIKOXyE4iZ3eEr70yzhfx1tKDADwysCUvjWmPwVCx2bW+dvIGykk/qCUOroCamqB/Dp7K5bavtpBXZGFUx/p8dmd3NZ2xiqGmL1ZNUjMLuPGzzWTmF9O7RTjfP9Cb4EDfT01R+BY1fbFqkZSRz7++iCUzv5huTcOYc38vwqoH+jqWQkeoNkLV4eCpXG7+YjMms41HB7bkpWuifB1JoTNUG6Fq8fS83Szac4oODWux+Mn+qo9AcRlqiQNJsVgsbN++/aKNykRHBKeT2YXcP2db2dTm/7u92xVvvCJ4uYpy0h+i57eHnpzyiyw8PHcHmfnFdGxUi2/v6+lW56yenDyFjE4gtpfI2R3ha6+zeUXcN3sbmfnFdGocyg8P9alw56yvnbyBctIfoue3h6+dsvKLeeSHHZjMNga2jWDS6PYVPqevnbyFjF4iO4mc3RG+9lp36AyL9pzCaIB3/tXJI52zvnbyBspJX6gOWg9hMBioXbt2hYfM6wm9O50vsvDQd9s5k1dEu/ohfH1vT6emNuvdyx2Uk/4QPb899OKkaRoTf9vzz1qTQXx9b09CqgW4dS69OHkSGZ1AbC+RszvCl15Wm8YTP+0iJbOApuHVmX1/L2oGVXzlLhlrpZz0h+j57eHr+8G/5+3mRFYhTcOr8/HtXT2ySbCMdQI5vUR2Ejm7I3zpdSbXxAvz9wLwQP8WdG4S5pHzylgr5aQv1BIHV0BNTdAnVpvGI3N3sCbhDBEhQSx6or/asb0Ko6YvVi2+25zEm38eJNDPyC+PXEWPZrV9HUmhI9T0xarBJ2uOMGPVYWoG+bP4yf5qF2ZFuag2gvy8syyBL/86SnCAHwuf6Ef7Buq/v8I+qo0gP1abxt3f/M2WY+do3yCEP57o7/L+FIqqg1riQFIsFguxsbFCDqMuDz07fbDyEGsSzhDkb+Tre3u61DmrZy93UU76Q/T89tCD06HTeUxbVrL5xyvXRlW4c1YPTp5GRicQ20vk7I7wldeulCw+WnMEgCk3dvRo56yMtVJO+kP0/PbwldPSfWl8+ddRAN6/pbNHO2dlrBPI6SWyk8jZHeELL6tN460lB9ly7BzVA/347K7uHu2clbFWyklfVHwumAIAo9FI48aNMRrl6fPWq9Oy/Wl8sb60IdaFrpFhLn1er14VQTnpD9Hz28PXTiazlafn7abYYmNIuwju7duswuf0tZM3kNEJxPYSObsjfOFVbLHx/Py9WG0aN3RpxE3dGnv0/DLWSjnpD9Hz28MXTvFpuTz/zzTmRwe25LrOjTx6fhnrBHJ6iewkcnZHVLZXTqGZp+ftZv2hswBMvSmaVh6eXSNjrZSTvlAdtB7CaDTSrFnFOwv0hB6dEs/klTXEHr66BTd0cb0hpkeviqKc9Ifo+e3ha6fP1x/9Z93ZQN4b18Uj6wr52skbyOgEYnuJnN0RvvD6cWsyx87mU7dmIG+Njfb4+mIy1ko56Q/R89ujsp1yCsw8+sNOCs1Wrm5T1yObgl2KjHUCOb1EdhI5uyMq08tstXHv7G3sTc2mWoCR98Z1cauf4ErIWCvlpC/E61LWKRaLhQ0bNgg5jLo89OZUWGzl8R93kV9s5aqW4Ux2syGmNy9PoJz0h+j57eFLp6Nnz/PlPyPnp9wYTURIkEfOq+okDiJ7iZzdEZXtlV1QzP/9s7TBxBHtCA12b3NAR8hYK+WkP0TPb4/Kdvpw9WFSMguIDA/mkzu6eWRTsEuRsU4gp5fITiJnd0Rlen2x/ih7U7MJDQ7g98f6eaVzFuSslXLSF6qD1kMYjUZatWol5DDq8tCb05uLD3DkzHkiQoL45I7u+Pu5l0tvXp5AOekP0fPbw1dOmqbxysL9FFtLljYYE93AY+dWdRIHkb1Ezu6Iyvb6vzVHyCk0075BCLf1ivTKNWSslXLSH6Lnt0dlOp3MLuTnv1MAmH5TZ8KqB3rlOjLWCeT0EtlJ5OyOqCyvuJM5fHzBuvTRjUO9di0Za6Wc9IVa4sBDlK5zIRN6clq05yS/7kjFYID/u61rhUbP6cnLUygn/SF6fnv4ymnx3lNsPZZJtQAjU2707JRmVSdxENlL5OyOqEyv9FwTP25NBko2CPTGaDmQs1bKSX+Int8elen08eojFFtt9G1ZhwFt6nrtOjLWCeT0EtlJ5OyOqAwvTdN44fd9WGwaY6IbeG3kbCky1ko56QvxupR1isViYe3atUIOoy4PvTidyCrg1YVxADw1pDX9WlesIaYXL0+inPSH6Pnt4Qsnk9nKe8sPAfDkkNZEhlf36PlVncRBZC+RszuiMr2+jz2O2arRq3ltrm4T4bXryFgr5aQ/RM9vj8pySsrI5/ddJwB4flQ7r15LxjqBnF4iO4mc3RGV4XU4/TzxabkE+Rt52wvr0l+KjLVSTvpCddB6CKPRSHR0tJDDqMtDD05Wm8bE3/aSV2She9Mw/j2sTYXPqQcvT6Oc9Ifo+e3hC6fvYo9zMruQhqHVGH91S4+fX9VJHET2Ejm7IyrLq6DYwk//TGf2xn3gQmSslXLSH6Lnt0dlOX276RhWm8bQ9vXo0ay2V68lY51ATi+RnUTO7ojK8Fp36AwAfVvVoU5Nz+xP4QgZa6Wc9IVa4sBDGI1G6tWr5+sYHkUPTt9sPMa2pExqBPrx4W1d3V539kL04OVplJP+ED2/PSrbKTO/mM/WJQLw/Mh2VAvw8/g1VJ3EQWQvkbM7orK8ft95gpxCM83rVGd4VH2vXkvGWikn/SF6fntUhpPVprE8Lh2Ae/t6f4duGesEcnqJ7CRydkdUhtf6fzpoh7SrnP9+MtZKOekL8bqUdYrZbGbFihWYzWZfR/EYvnY6kp7HjJWHAXj9+g40q1PDI+f1tZc3UE76Q/T89qhsp8/WJZJnstChYS1u6uaddYRUncRBZC+RszuiMrysNo3Zm5IAeHBAC6+tPVuKjLVSTvpD9Pz2qAynXSlZZJwvIqSaP/1aeW/t2VJkrBPI6SWyk8jZHeFtrzyTmR3HswAY3M57Sx9diIy1Uk76okIjaNetW8eaNWvYvHkzJ06cICMjg+rVqxMREUGnTp0YNGgQ1113HQ0aeG7Hbb3i5+dHr1698PPz/AgvX+FLJ4vVxvO/76PYamNY+3rc2tNzuzWrWomB6E6i57dHZTqdyfvfhkCTx7TH6KVOGVUncRDZS+TsjqgMr9ijGRw/V0Ctav6M69HEa9cpRcZaKSf9IXp+e1SG0/K40wAMj6pPoL/3xxnJWCeQ00tkJ5GzO8LbXpsTM7DYNFrUreGxgVxXQsZaKSd94XIHbX5+Ph9//DFff/01ycnJaJoGQLVq1QgPD6ewsJC4uDj27dvHTz/9REBAANdffz3PPvss/fv397iAXjAajYSHh/s6hkfxpdM3m5LYm5pNSDV/pt7UyeO7tqta6R/RnUTPb4/KdPrqr2MUWWx0bxrGQC/v0KzqJAYie4mc3RGV4bVg10kAbuzamOqB3l+ZS8ZaKSf9IXp+e3jbSdO0sg7aUR0rZ/CPjHUCOb1EdhI5uyO87bX+0Fmg8kbPgpy1Uk76wqVHj19++SWtW7fmlVdeoVatWrz11lusWbOGnJwcCgoKOHHiBOfOncNsNpOQkMD333/PrbfeysqVKxk4cCA333wzSUlJ3nLxKWazmaVLlwo5jLo8fOWUlJHPzFX/LG1wXQcahFbz6PlVrcRAdCfR89ujspwuHD37zPC2Xt2RVdVJHET2Ejm7I7ztdb7IUtYhc3N37yxzciky1ko56Q/R89vD204HTuVyMruQagFGBrWtvOnMstUJ5PQS2Unk7I7wppemaRd00FbeWqMy1ko5uc7Ro0d57bXXGDp0KB06dKBDhw4MHTqUV199laNHj1bo3AatdAisEwQEBHDHHXcwadIkoqOjnb5IYWEhP/30E9OnT+e+++7j9ddfdyusL8jNzSU0NJScnBxq1apV7vs0TSMvL4+QkBCvdiZUJr5w0jSNO7/+my3HznF1m7rMfbC3x6+taiUGrjhZrVbi4+OJiory6lQGZ+8HoGpSEd5acpBvNyXRvWkY/328n1evpeokDs56Vdb9AKp2GwG87zV/Ryov/L6PlnVrsOa5QZXy307GWlV1J9VGqBy87fTBikN8ui6R0R0b8OU9PTx+fnvIWCeQ00u1EfSHN72OpOcx4sMNVAswsuf1kV7ZSNgeMtaqqju5ck/QNI1XX32V9957D6vVavfcRqORF154galTp7r139OluWIHDhygbdu2Ll8kODiY8ePH88ADD5CSkuLy50XAYDBcsTEmGr5w+n3nCbYcO0e1ACNTx3p2aYNSVK3EQHQn0fPbozKcsvKL+fnvkp8T/x7WxusNBVUncRDZS+TsjvC2V+nyBv/q0aTSfmmQsVbKSX+Int8e3nZak1CyW/uo6Ppeu8alyFgnkNNLZCeRszvCm147k0s2B+saGVZpnbMgZ62Uk/O88MILzJw5k4iICB555BGGDRtG48YlM7xOnDjBunXr+PLLL3nnnXcwmUzMnDnT5Wu4tMSBO52zF+Ln50eLFi0qdA69YjabWbRokXRDwyvTKTO/mKkx8UDJtOamdap75TqqVmIgupPo+e1RGU5ztyRTaLbSsVGtSpnCqOokDiJ7iZzdEd70OpldyJZj5wAY261yljcAOWulnPSH6Pnt4U2nc+eLiE/LBWBA68pbb1LGOoGcXiI7iZzdEd70Ku2g7dGstsfP7QgZa6WcnGPXrl18+OGH9OjRg4MHD/LWW28xePBg2rRpQ5s2bRgyZAhTpkzh4MGDdO/enY8++ohdu3a5fJ0KbX/57rvvSlXIiuDv78/IkSPx9/f+BhaVRWU7vbssgewCM+0bhPDQAO915KtaiYHoTqLnt4e3nQqLrXy/5TgAjw5qVSkj5lSdxEFkL5GzO8KbXkv3nQLgqpbhNA4L9vj5y0PGWikn/SF6fnt406n0YU27+iFEhAR5/PzlIWOdQE4vkZ1Ezu4Ib3rtTPFNB62MtVJOzvHFF1/g7+/P/PnzqVOnTrnvq1u3Lr///jsBAQF89tlnLl+nQh20L730EtHR0SxdurQip5EGmb7UpVSW066ULH7dkQrA22OjCfCr0FfziqhaiYHoTqLnt4c3nX7bkUpmfjGR4cFcE105OzSDqpNIiOwlcnZHeMsrZn/J5mDXdmrolfM7QsZaKSf9IXp+e3jLaXNiSQdtv9bl/1LsLWSsE8jpJbKTyNkd4Q2vzPxijp3NB6BbZOV20IKctVJOV2bDhg0MHTqU5s2bX/G9zZs3Z+jQoWzcuNHl61SoF2zOnDnk5eVxww03cM0113D48OGKnE5oLBYLMTExWCwWX0fxGJXlZLVpvPZHHADjejShZ/Nwr15P1UoMRHcSPb89vOlktWl8vfEYAI9c3RJ/Lz+kKUXVSRxE9hI5uyO85XUyu5A9qdkYDDCqY+U9rAE5a6Wc9Ifo+e3hTafYoxkA9G9V1+PndoSMdQI5vUR2Ejm7I7zltfuf0bMtI2pQu0agR899JWSslXJyjpMnTxIdHe30+6Ojozl16pTL16nQb8D33Xcfhw8f5tlnn2XNmjV06tSJ559/ntzc3IqcVkj8/f255pprpHr6UFlOv2xL4cCpXGpV8+fFMe29ei1QtRIF0Z1Ez28PbzqtPHCaE1mF1K4ewLgekR4/f3moOomDyF4iZ3eEt7yWx5WMnu3VLJx6tap59NxXQsZaKSf9IXp+e3jL6URWAcnnCvAzGujT0ruDOC5FxjqBnF4iO4mc3RHe8tpVurxBU9+MnpWtVsrJOWw2GwEBAU6/PyAgAJvN5vJ1KjxEqWbNmnzwwQfs27ePoUOHMnPmTNq2bcvs2bMreuoyEhISGDFiBDVq1KBBgwZMmjSJ4uJipz578uRJ7rvvPiIiIggODiYqKoqffvrJY9kuRKanDqV42ymnwMyMlYcAmDiiLXVrVs66UqpWYiC6k+j57eEtp283JQFwV59mBAdW3m6soOokEiJ7iZzdEd7wWh6XBsCYTpU7erYUGWulnPSH6Pnt4Z3RsyXLG3RuEkpINed/OfYUMtYJ5PQS2Unk7I7whpevNggrRcZaKacr07BhQ5KSkpx+/7Fjx2jUqJHL1/HYHNJ27dqxbNky/vjjD2rWrMn48ePp1asXW7ZsqdB5s7KyGDp0KMXFxSxYsIBp06Yxa9YsJk6ceMXPpqWl0bdvX06dOsWsWbNYsmQJjz/+OEVFRRXKZA+LxcLKlSul+nJXhtOHqw+TVWCmbf2a3H1VM69d50JUrcRAdCfR89vDW057U7PZkZxFgJ+Be/tWzn2gFFUncRDZS+TsjvCGV3quiR3//PI1uhLXoi5FxlopJ/0hen57eMspNtE3yxuAnHUCOb1EdhI5uyO84WW22tibmgP4poNWxlopJ+fo378/q1evdqovsaioiNWrV9OvXz+Xr2PQNE1zJ6AjiouLmTFjBlOnTqWwsJA777yTd999160e5OnTpzN16lRSUlIIDy+Z1jJr1iwmTJhASkqKw3Pec889HDt2jA0bNuDn596IrNzcXEJDQ8nJyaFWrVpunUNhnyPpeYz+v41YbRo/je9D/9aV3/BSyIHVaiU+Pp6oqCi3/607g7ofeId//7KbxXtPcXO3xsy8rauv4ygEp7LuB6DuCd5g7pbjvL7oAN2ahrFwQn9fx1FIgGojiIumafSetoazeUX8/HAf+vmgk1YhF6qNIDb7T+Rw/aebqFXNnz2vj8RoNPg6kkJwnL0nrFu3juHDh/P+++9fcbDojBkzmDRpEitWrGD48OEu5fHYCFqLxcLOnTv5/PPPeeSRR5g7dy6FhYVomsZPP/1Eu3btmDFjBq72By9btozhw4eXdc4C3HrrrdhsNlauXFnu53Jzc/ntt9+YMGGC12++UNKAyM3NddlPz3jbaWpMPFabxsgO9Su1c1bVSgxEdxI9vz284XQ6x0TM/pLpzA8OaOGx8zqLqpM4iOwlcnZHeMOrdP3Z0ZW8OVgpMtZKOekP0fPbwxtOiWfOczaviCB/I919sN6kjHUCOb1EdhI5uyO84bUx8SwAPZuH+6RzVsZaKSfnGDJkCFOnTiUjI8Phcqtms5lz584xZcoUlztnoYIdtL/88gvPPvss/fr1o1atWvTu3Zsnn3ySuXPnkp2dzY033sh7773H/Pnz6dy5My+88AJDhgwhOzvb6WskJCTQvv3FG0eFhYXRsGFDEhISyv3crl27KC4uJiAggEGDBhEQEECDBg2YPHkyZrPZXeVysVgsbNy4Ubqh4d5y+uvwWdYfOkuAn4GXr4ny+PkdoWolBqI7iZ7fHt5w+nFrMhabRu8W4UQ3DvXYeZ1F1UkcRPYSObsjPO2VmV/M30mZgG+WNwA5a6Wc9Ifo+e3hDafN/yxv0Kt5ONUCKnd9epCzTiCnl8hOImd3hDe81ieUdNAOaRfhsXO6goy1Uk7O8+KLLzJt2jQCAwPLfU9AQADTpk3jlVdecesaFVriwGgs6d/18/OjU6dO9OvXj379+tG3b19atLh8JNTnn3/OM888w5133sl3333n1DUCAgJ46623ePHFFy96PTo6mn79+jFr1iy7n5s3bx533HEHISEhPPzww1x33XVs27aN119/nYkTJzJ9+nS7nysqKrpoXYnc3FwiIyPJzMykdu3aWK3WMucLjy0WCwaDoezYaDRiNBrLPTabzfj5+ZUd+/v7YzAYyo6h5It14XFAQACappUd22w2rFZr2bHNZsPf37/cY6vViqZpZcf2PCrDyWD049qPN3Io/TwPDWjBq9dGCe8kY51EcjKZTCQmJnp8upK6H3jXKb+wiIEzNpKZX8ynt3fhuq5NhHeSsU6iOXnrfgDqnuBtp3nbknlp4QGiGoaweEJfKZxkrJNoTqqNoL+aOOs04Ze9rDqYzvMj2vDksLZSOMlYJ5GcVBtBn3VxxulcXiF93lmP1aaxduIAWtYLFd5JxjqJ5uTsPSE5Odmp+8ClNGvm2v4qFRpB+/bbb7NmzRqys7PZtWsXn376KXfeeafdzlmACRMmcPfdd7N06dKKXNYpbDYbAMOHD2fGjBkMGTKEyZMn88ILL/Dhhx9SWFho93PTp08nNDS07E9kZCQAcXFxAMTHxxMfHw/Avn37OHLkCFAyYvfAgQPYbDa2bdtGamoqALGxsaSllUzf3bBhAxkZJU+C165dWzaSeOXKleTl5QEQExODyWTCYrEQExODxWLBZDIRExMDQF5eXtnSDtnZ2axduxaAjIwMNmzYAJRsjhYbGwtAamoq27ZtAyApKYndu3cDcOTIEfbt2+cTp3nbkjmUfp7qfhpPDW1dqU67d+/m2LFjZGZmSlMn5UTZ9T2Nu/cDVRPnnKb+tJLM/GIahgZRfHynFE4y1kkPTklJSdhsNjZv3lzWQKrs+wGoNoK3v2s/rt8PwLB2daVxkrFOojmpNoL+auKM059LY9h67BwAttPxUjjpoU6u/DyV0Um1EcT99/Pp/NVYbRqt6lZn/5b1UjjJWCfRnJy9J7Rs2ZIWLVq4/MdltEpm+vTpmtFodPr9ERER2osvvnjZ640aNdImT55c7udiYmI0QPvkk08uen3t2rUaoO3bt8/u50wmk5aTk1P2JzU1VQO0zMxMTdM0zWKxaBaL5bLjwsJCbdmyZVpxcbFmNps1q9WqaZpW7nFxcfFFxzab7aJjm8122bGmaRcdW63Wi47NZrPDY4vFctGxPQ9vO2WfL9B6vr1KazZ5ifbV+iOV7mQ2m7XCwkJt+fLlWkFBgRR1Uk4l39X9+/eXfd5TuHs/UDW5spPVatVGf/iX1mzyEu3zdUekcJKxTnpxslgsWnFxsbZs2TLNZDI5dPLW/UDTVBvBm9+13MJirfXLS7Vmk5do8adypHCSsU4iOqk2gv5q4ozT9mNntWaTl2id3liuFZqKpHDSQ51c+Xkqo5NqI4j77+fZebu0ZpOXaG8tOSCNk4x1Es3J2XuC0WjU2rRpo40ZM8apP23atNEMBoPDc9qjQkscuMPJkydZuXIlDzzwgFPvHzhwIHXq1GHhwoVlr+Xk5FC7dm1mz57N/fffb/dzycnJNG/enE8++YQnn3yy7PV169YxdOhQtm3bRq9eva54fbX7omf5eM0RZq46TGR4MKsnDiLIv/LXk1LIh1Xt0Cwc25IyufWrLVQLMLL1pWGEVS9/LR+FwhUq634A6p7gSf7ce4qnftlNi7o1WPvcIAwGtTOzwjOoNoKYfL4+kfeWH2Jkh/rMurenr+MoJEG1EcTEZtPoPW0NGeeL+Hl8H/pV4gbjCrlx9p7g5+fH66+/zhtvvOHUeadMmcKbb75ZNrPfWSq0xIE7NG7c2OnOWYAxY8awevXqizYWmz9/PkajkZEjR5b7uWbNmtGpUydWr1590eurVq0iODiYDh06uJzdETabjTNnzrhcAD3jaaeM80V89ddRAF4Y1d5nnbOqVmIgupPo+e3hSafvYpMAuKlbY592zqo6iYPIXiJnd4QnvZbFlUw7G9mxvk87Z2WslXLSH6Lnt4ennWITS5Y36NeqjkfO5w4y1gnk9BLZSeTsjvCk14FTuWScL6JGoB89m4d7IJ17yFgr5aQvKr2D1lUee+wxQkJCGDt2LCtXrmTOnDm88MILPPbYYzRq1KjsfcOGDaN169YXfXbq1KksXryYZ555hlWrVjFt2jQ++OADJk6cSI0aNTya02azERcXJ+SXoDw87fTJmiPkF1vp1DiU6zo19Mg53UHVSgxEdxI9vz085XQqu5AVB9IBuK9fcw8kcx9VJ3EQ2Uvk7I7wlNf5Igtr4s8AcH3nRld4t3eRsVbKSX+Int8ennQyma1sP54JQH8fjpSTsU4gp5fITiJnd4QnvTYcOQuU3A8C/X3XhSVjrZSTcwQHB1NcXOz0+4uKiggODnb5OpW+xIE7xMfH89RTTxEbG0tISAj33nsvU6dOJTDwf6OuBg8ezPHjxzl+/PhFn/3111956623OHLkCA0bNuTRRx/lxRdfdHp0hpqa4BlSzhUwbOZ6zFZNTUtQeBw1fVEs3luewOfrj3JVy3DmPdLX13EUkqGmL4rHH7tP8syve2hZtwZr1PIGCg+j2gjise7QGR6Ys52GodWIfXGouicoPIZqI4jJ/XO2sf7QWd64vgMP9Hdj4yWFohycvSc0adKEMWPG8PXXXzt13ocffpiYmBhOnjzpUh7dj6AFiIqKYvXq1RQUFJCens77779/UecswPr16y/rnAW47bbbiIuLo6ioiOPHj/PSSy955Ye8zWbj5MmT0j158JTTh6sPY7ZqXN2mrs87Z1WtxEB0J9Hz28MTTiazlV+2pQBwfz/fN7BUncRBZC+RszvCU15/7j0FwHVdGvm8I0bGWikn/SF6fnt40mldQsmI+iHt6/l8yRPZ6gRyeonsJHJ2R3jKy2rT2Hk8C4BePlzeAOSslXJyjvbt27Nt2zan379t2zaioqJcvk6FOmg3btzIkSNHLns9IyODDRs2kJWVxdGjR9mwYUNFLiMENpuNo0ePSvfF9oRTfFouf+wpeXIwaVR7T0SrEKpWYiC6k+j57eEJp8V7T5FVYKZxWDDDo+p5MJ17qDqJg8heImd3hCe8sguKy6YuXt/Zd8sflSJjrZST/hA9vz085aRpWtmSJ0Pb+badIGOdQE4vkZ1Ezu4IT3kdOp1HXpGFmkH+tG8Q4qF07iFjrZSTc1x99dXs37+fzZs3X/G9sbGxxMXF0b9/f5evU6ElDtq1a0d4eDhbtmy56PVXX32V6dOnc/ToUWbMmMHnn3+O1Wp19zI+RU1NqDgPfbedNQlnuLZzQz67s7uv4ygkRE1fFANN07jm403Ep+Xy4pj2PDaola8jKSRETV8Ui1+3pzD5v/tp3yCE5c8M9HUchYSoNoJYHE7PY+SHGwj0N7Ln9RFUD/T3dSSFRKg2gnjM3XKc1xcd4Oo2dfnhoT6+jqOQDGfvCUlJSbRr147GjRuzYsUK2rZta/d9hw8fZsyYMaSkpHDo0CFatmzpUp4KjaAdNWoUO3bsIDMz86LXV6xYQevWrWnevHlFTi8UNpuN5ORk6Z48VNRpZ3ImaxLO4Gc08NwI+1/iykbVSgxEdxI9vz0q6vR3UibxablUCzBye69ID6dzD1UncRDZS+TsjvCE1x+7S5Y3uL6LbzcHK0XGWikn/SF6fnt4ymntP8sb9G1Zx+edszLWCeT0EtlJ5OyO8JTXtqSSviZfL28ActZKOTlHixYtePnll0lJSaFLly7ce++9zJkzhxUrVrBixQrmzJnDfffdR5cuXUhKSmLSpEkud85CBTtoR48ejdVqZeXKlWWvZWRksGvXLkaPHl2RUwuHWrvjcjRN4/0VhwC4pUcTWkbU9GQ8t1G1EgPRnUTPb4+KOs3ZnATAzd2bEFY98ArvrhxUncRBZC+Rszuiol5JGflsOXYOgwHGdmvs4XTuIWOtlJP+ED2/PTzlVNpBO7S9PpZBkq1OIKeXyE4iZ3eEJ7w0TWP7cX110MpWK+XkPG+++SZvvvkmBoOBn376iYceeogxY8YwZswYHnroIX788UcAXnvtNaZOnerWNSq0xEFhYSHh4eHccccdzJ49G4Cff/6Ze+65hyVLljBmzBieeuoptcRBFWXTkQzu/vZvAv2MrHthMI3Dgn0dSSEpavqi/knNLGDQ++uwabDq2YG0qe/bNaQU8qKmL4rD9GXxfPXXMYa0i2DOA719HUchKaqNIA45BWa6v70Kq01j46QhRIZX93UkhWSoNoJYpGYWcPV76/A3Gtj/5iiCA71bM0XVw517QlpaGgsXLmT79u2cPVuyj0LdunXp1asXY8eOpXFj9wcdVGgEbXBwMAMGDGDFihVlr61YsYKgoCCGDBlSkVMLh9VqJTExUdiOaHtUxEnTNN5fWTJ69q6rmuqqc1bVSgxEdxI9vz0q4vR97HFsGlzdpq6uOmdVncRBZC+RszuiIl7FFhu/7zgBwB29m3o6mtvIWCvlpD9Ez28PTzgt3H0Cq02jfYMQXXTOylgnkNNLZCeRszvCE16lo2ejG4fqonNWxlopJ9dp2LAhEyZMYM6cOSxZsoQlS5bw3Xff8cQTT1SocxYq2EELJevQnj59mn379gGwcuVKBgwYQLVq1Sp6aqHQNI2srCwqMCBZd1TEaXX8GfamZhMc4MeEwa29kM59VK3EQHQn0fPbw12nPJOZX7enAvBg/xbeiOY2qk7iILKXyNkdURGvlQdPcy6/mHohQbqYylyKjLVSTvpD9Pz2qKiTpmn8sDUZgDv76OOhjYx1Ajm9RHYSObsjPOFVuuRJ7xa+X94A5KyVctIXFV55ffTo0UyaNInly5djs9lIT0/nhRde8EQ2ofD396dXr16+juFR3HWy2TRm/DN69oH+zYkICfJ0tAqhaiUGojuJnt8e7jr9tuMEeUUWWkXUYFDbCC8kcx9VJ3EQ2Uvk7I6oiNfPf6cAcFuvSPz9KjxewGPIWCvlpD9Ez2+PijptOXaOo2fzqR7ox006WZNaxjqBnF4iO4mc3REV9Uo5V0DM/jQAbtDJRqIy1ko5OUdycrJbn2vWrJlL769wizg6OppGjRqxfPlyVqxYgcFgqHIbhEHJMOqEhATphoa747Qs7jQJp/MICfLnkYGu71znbVStxEB0J9Hz28MdJ6tN47vYks3BHhzQAqPR4K14bqHqJA4ie4mc3RHueu0/kUPs0XP4GQ3c1ivSS+ncQ8ZaKSf9IXp+e1TU6aetJQ9tburWmJBqAZ6M5jYy1gnk9BLZSeTsjqio19cbj2HTYGDbCKIbh3o4nXvIWCvl5BwtW7akRYsWLv9xlQqPoIWSZQ5++uknzp8/T5MmTejQoYMnTischYWFvo7gcVx1sto0Zq4qGT07/uqWutmp/VJUrcRAdCfR89vDVadVB0+TmllI7eoB3NytiZdSVQxVJ3EQ2Uvk7I5wx+uzdYlAyYiYJrV9v87kpchYK+WkP0TPbw93ndJzTaw4cBqAu69ybbSRt5GxTiCnl8hOImd3hLteGeeL+G1HyfJojw3S14AvGWulnK7M6NGjy10yYcWKFbRq1YrWrf+3tGdiYiKJiYkuX8djHbRz5sxh586dPPjgg544pXD4+fnRrVs3X8fwKO44LdpzkqNn8wmrHsCDA5p7J1gFUbUSA9GdRM9vD3ecvt5YMnr2rj7NdLG4/6WoOomDyF4iZ3eEO15H0vNY/k9HzOODW3kjVoWQsVbKSX+Int8eFXF6Z1kCFptGr+a1iWqon93uZawTyOklspPI2R1REa+v/jpKkcVGl8gw+ras4+Fk7iNjrZSTcyxdutTh9e666y7eeOONstemTJnCm2++6fJ1PLLo14gRIzAaS05VFZc3gJJh1HFxcdINDXfFyWK18X9rjgDwyMCWupmedCmqVmIgupPo+e3hqtPO5Ex2JmcR6Gfk3r76GhFTiqqTOIjsJXJ2R7jj9cX6owCM6liftvVDvBXNbWSslXLSH6Lnt4e7ThsOn2Xh7pMYDPDqtfqahSljnUBOL5GdRM7uCHe9ftmWUjbA44nBrTAY9LM8moy1Uk76wiMdtLVr12bAgAGEhIQwYsSIi/4uMDCQ6tX1N31N4XkW7DpJ8rkC6tQI5L6+zX0dR6FQ+Jiv/joGlKwnV69WNR+nUSgUvibxzHkW7T0FwBNDWl/h3QqFQnYKi6288sd+AO7v15wukWG+DaRQKHzK0n1pvLyw5J7w2KBWjOzYwMeJFIrKxSNLHACsX7/e7uszZsxgxowZnrqMbvHz8yM6OtrXMTyKK07Flv+Nnn18cCtqBHnsq+VxqnqtREF0J9Hz28MVp2Nnz7MqPh2Ahwe6vkB6ZVHV6yQSInuJnN0RrnpNj4nHatMYHlWPzk3CvBesAshYK+WkP0TPbw93nN5fcYjUzEIahVbjuZHtvJTMfWSsE8jpJbKTyNkd4apXUkY+z83fg6bBnX2aMnm0uidUBspJX3hkBK2iZBj17t27hRxGXR6uOM3fmcrJ7EIiQoK4q48+pzKXUtVrJQqiO4me3x6uOH2zKQlNg2Ht69G6nv6mMZdS1eskEiJ7iZzdEa54xSZmsCbhDH5GAy+OiaqEdO4hY62Uk/4QPb89XHXadCSD2ZtLpjFPvbkTNXU4uEPGOoGcXiI7iZzdEa54WW0az/22B5PZRr9WdXjrxmhdLW1Qioy1Uk76Qn8/CQUmODjY1xE8jjNOJrOVT9eW7FA3YXArXW4EdClVtVaiIbqT6Pnt4YzTmTwTv+88AcDDA/W186o9qmqdRERkL5GzO8IZL5tN4+2l8QDc1acprevV9HasCiFjrZST/hA9vz2cdcopMPP8/L0A3H1VU4a0q+fNWBVCxjqBnF4iO4mc3RHOes3acIxdKdnUDPLn/Vu64GfUX+dsKTLWSjlVjA8//JA+ffpc9JrBYHDrIYNB0zTNlQ/YbLayDcGqArm5uYSGhpKTk0OtWvrZVVRPfB97nDcWH6BBrWqsf2Ew1QL030GrkAur1Up8fDxRUVH4+Xnv+6fuB87x3vIEPl9/lG5Nw1jweD9dPgFXyEtl3Q9A3ROc5ZdtKby0YD8hQf6sf2EwdWoG+TqSogqh2gj646lfdvPn3lO0qFuDpf8eQPVANWZIUTmoNoL+SMrIZ9SHGyi22nhvXGdu7Rnp60iKKoS37gnFxcWYTCaX/+273NN6/fXXU1BQ4OrHpMdisbB9+3YsFouvo3gMZ5xMZiufrSsZPfvE0NZCdM5W1VqJhuhOoue3hzNOeSYzP2xNBkoW99d752xVrZOIiOwlcnZHOOOVlV/Me8sTAHhmRFvdd87KWCvlpD9Ez28PZ50W7TnJn3tP4Wc08OFtXXXdOStjnUBOL5GdRM7uCGe8NE3jjcUHKLbauLpNXW7p0aQSE7qOjLVSTt4hMDDQrQczLnfQLlu2jEGDBpGenu7yxWTGYDBQu3Zt3XdGuIIzTj9uTeZMXhGNw4K5TZCnXVW1VqIhupPo+e3hjNPPf6eQZ7LQKqIGI6LqV2I696iqdRIRkb1Ezu4IZ7zeX3mIrAIz7eqHcF9ffa9RD3LWSjnpD9Hz28MZp5PZhbz6RxwA/x7ahq6RYZWUzj1krBPI6SWyk8jZHeGM14oDp9lw+CyBfkam6HTd2QuRsVbKSV+43EH78ccfs3v3bvr27cuhQ4e8kUlI/Pz8aN26tdenSlQmV3IqKLbw5V9HAXhyaGsC/cVY+qIq1kpERHcSPb89ruRUZLHy7aaSDT8eHdQKo47XjyqlKtZJVET2Ejm7I67ktf9EDr9sSwFgyo0d8ffTfztBxlopJ/0hen57XMnJYrUx8dc95JksdI0M44khrSo5oevIWCeQ00tkJ5GzO+JKXjmFZqb8eRCARwe1pEXdGpUZzy1krJVy0hcut5SffPJJfv/9d9LT0+nfvz8bN270Ri7hsFgsxMbGSjc03JHT3C3JZJwvpml4dcbpfDrChVTFWomI6E6i57fHlZz+u/MkZ/KKaBhajbFdG1dyOveoinUSFZG9RM7uCEdemqbxnz8PoGlwY9dG9GlZxwcJXUfGWikn/SF6fntcyWnmqsP8nZRJjUA/PrytqxAPbGSsE8jpJbKTyNkd4cirsNjKQ99t51SOiSa1g5kwuLUPErqOjLVSTvrCrZ+MY8eOZfXq1RgMBkaOHMmvv/7q6VzCYTQaady4sVQbqDlyOl9k4at/Rs/+e1gbAgRoZJVS1WolKqI7iZ7fHo6cLFZb2Yj6h69uKcyI+qpWJ5ER2Uvk7I5w5PXnvjR2JGcRHODHi2Pa+yCde8hYK+WkP0TPbw9HTmvi0/l8fUkb4d1xnYUYKQdy1gnk9BLZSeTsjijPy2y18eTPu9iRnEVINX++vrcnwYFijHSUsVbKSV+4nbhv377ExsbSuHFj7rrrLt577z1P5hIOo9FIs2bNhPwSlIcjp+82J5FVYKZl3RqM7drIB+ncp6rVSlREdxI9vz0cOS3dn0ZKZgHhNQK5vbcY61FD1auTyIjsJXJ2R5TnVVhsZXpMPAATBreiYWiwL+K5hYy1Uk76Q/T89ijPKafAzAu/7wPgvr7NuK6zOL83yFgnkNNLZCeRszvCnlexxcZTP+9mTcIZgvyNzL6/F1ENXd9IyVfIWCvlpC8qlLhNmzZs3bqVnj178tJLLzFy5Ej+85//sGTJEk6dOuWpjEJgsVjYsGGDkMOoy6M8p5xCM7M2HAPg6eFthJiidCFVqVYiI7qT6PntUZ6TzabxxT8jYx7s31zXOzJfSlWqk+iI7CVydkeU5/XNxmOk5ZhoHBbMwwNb+iide8hYK+WkP0TPb4/ynGauOkRmfjFt6tXk5WujfJTOPWSsE8jpJbKTyNkdcalXscXGEz/vYvmB0wT6Gfny7h70ah7u45SuIWOtlJO+qNBv0VarlZiYGM6fP4+maaxevbps6QOAevXq0b17d3r06MGUKVM8ElivGI1GWrVqJWQvfXmU5/TtpiRyTRba1Ksp1FPwUqpSrURGdCfR89ujPKc1CWdIOJ1HzSB/7unb3Dfh3KQq1Ul0RPYSObsj7HllFxSXPcSdNLod1QLEmLZYioy1Uk76Q/T89rDnlHA6lx+2JgPwnxs6EuSv7gd6QEYvkZ1Ezu6IS71mb05i1cF0Av2NfH1vTwa1jfBxQteRsVbKSV+41UGbn5/PrFmz+Oijjzhx4gT+/v6MHz+eW265hfj4eHbv3s2uXbuIj49n2bJlLF++vEp00DZuLMamOM5izykrv5jZ/+zS/uyItvgJsEv7pVSVWomO6E6i57eHPSdN0/h0XSIA9/RtRmhwgC+iuU1VqZMMiOwlcnZH2PP68q9j5BVZaN8ghOsFfYgrW62Uk/4QPb89LnXSNI03Fx/ApsE1nRrQr3VdH6ZzDxnrBHJ6iewkcnZHXOq1bH8aAK9eGyVk5yzIWSvl5Do5OTkcOHCAs2fPUlhYSJ06dWjSpAlRURWfJeJyl/Irr7xC06ZNef755zl79iwTJkzg6NGjzJo1ixEjRvDvf/+bOXPmsHfvXvLy8vj777/54osvKhQyISGBESNGUKNGDRo0aMCkSZMoLi526RwfffQRBoOB6667rkJZysNisbB27Vohh1GXhz2nWRuPcb7IQlTDWozu2MCH6dynqtRKdER3Ej2/Pew5bU48x97UbKoFGHloQAsfpnOPqlInGRDZS+TsjrjU60yeie9iSx7iPj+yHUYBH+LKWCvlpD9Ez2+PS512p2az9VgmQf5GXr5GrKUNSpGxTiCnl8hOImd3xIVeZ3JN7D2RAyBsHwLIWSvl5BxpaWm89dZbdO/enTp16jBgwABuuukm7rzzTkaNGkXHjh2pW7cu48aNY+nSpWia5tZ1XB5BO336dKpXr86zzz7L888/T4MG5f8DCwoKolevXvTq1cutcABZWVkMHTqUNm3asGDBAk6ePMnEiRMpKCjg008/deocp0+f5j//+Q/16tVzO8eVMBqNREdHCzmMujwudTqbV8R3m48DMHFEWyF/8YKqUSsZEN1J9Pz2sOf06bojANzeqyl1awb5KprbVJU6yYDIXiJnd8SlXp+vO4rJbKNrZBjDorzX5vImMtZKOekP0fPb41Kn37anAnBtp4Y0qV3dl9HcRsY6gZxeIjuJnN0RF3qtTTgDQJcmodSrVc3HydxHxlopJ8ekpKTw6quvMm/ePKxWKyEhIQwePJh27doRHh5OtWrVyM7OJj09nZ07d/LHH3+wYMECmjdvzhtvvMF9993n0vVc7qB96aWXmDhxInXq1HH1o27x5Zdfkpuby8KFCwkPL1lE2mKxMGHCBF5++WUaNbry9LlJkyZxww03kJyc7LWcRqPRqx3AvuBSp8/XJ1JottIlMozhgv7iBVWjVjIgupPo+e1xqdOO45lsPZZJgJ+BRweJtRFQKVWhTrIgspfI2R1xoVfG+SJ+2ZYCwHMj25btRyAaMtZKOekP0fPb40Kn/CILf+4t2TD6tl6RvoxVIWSsE8jpJbKTyNkdcaHX6viSDtphUfV9GanCyFgr5VQ+v//+O/fddx/BwcE88sgj3H333Vx11VUOP5OTk8OCBQuYO3cuDz74IB9//DE7d+50+poudylPnTq10jpnAZYtW8bw4cPLOmcBbr31Vmw2GytXrrzi5zdt2sQff/zBO++8482YmM1mVqxYgdls9up1KpMLnU5lF/LT1pJfvJ4X+BcvkL9WsiC6k+j57XGpU+nas//q3oSGocG+jOY2VaFOsiCyl8jZHXGh13ebj1NksdG5SSgDBFxrshQZa6Wc9Ifo+e1xodPSfWnkF1tpUbcGvVuItUv7hchYJ5DTS2QnkbM7otQrr8DEpsSzAMLOrilFxlopp/JJT0/ntddeIzk5mU8//fSKnbMAoaGhPPDAA6xbt46tW7cSEeHaestubRJWmSQkJPDggw9e9FpYWBgNGzYkISHB4WetVitPPvkkr7zyCg0bNvRmTPz8/OjVqxd+fmLtTuqIC50+WZtAsdVGnxbhQv/iBfLXShZEdxI9vz0udIo7mcP6Q2cxGuDxwa18Hc1tZK+TTIjsJXJ2R5R6FZhtfL/lOAATBrcS+iGujLVSTvpD9Pz2uNDp1x0lyxvc0rOJuh/oEBm9RHYSObsjSr22JWdjMttoFFqNDg1r+TpWhZCxVsrJPnPmzGHs2LEV2mysV69eLF++3KXP6H6hiaysLMLCwi57vXbt2mRmZjr87Oeff05+fj7PPvus09crKioiNzf3oj9Q0tlb+r/2jm02G6GhoRiNRiwWCzabDaDcY7PZfNFx6SLCpceapl12DFx0bLPZLjouXQS5vGOr1XrRsbNOKZmFzP+nofXcyHZYrVZhnSwWC5qmER4ejs1mk6JOygmvPfFz935QFWryydqStWev69yQyNrBUjjJWCdZnKxWK0ajkVq1/tewr+z7Aag2QnnftZ//TiHPZKFlRA2Gtq0rhZNM/36Uk2ojVGZNjqTnsjM5Cz+jgbFdGkrhJFOdXP15KqOTt1BtBPv/ftb8s7zB0Kh6WK2qH0E56c/JHuPHj+eHH36w+3fexKUO2tGjR7N9+3a3LpSfn88777zDZ5995tbnXeXMmTO8/vrrzJw5k8DAQKc/N336dEJDQ8v+REaWrJsUFxcHQHx8PPHx8QDs27ePI0dKOil27txJTEwMZrOZbdu2kZpa0qEZGxtLWloaABs2bCAjIwOAtWvXkp2dDcDKlSvJy8sDICYmBpPJhMViISYmBovFgslkIiYmBoC8vLyypR2ys7NZu3YtABkZGWzYsAEo2WEuNjYWgNTUVLZt2wZAUlISu3fvBuDIkSPs27fPKacZKxOw2DT6NK1J7xbhQjvt3r2bxMREli5dyt9//y1FnZQTZdf3NO7eD2SvyX9Xx7LiQDoAfWvlSOEkY51kckpKSsJsNhMTE8Px48cdOnnrfgCqjWDvu7boz6V8tb7ktccGtWLr1i3CO8n276eqO6k2QuXW5POYHQAMahtB4v6dUjjJVCdXfp7K6KTaCJX77+fPJUtZtu8EULL+rAxOst0TqrpTefeE8PBwDh8+bPfv7JGfn8+6deuYNm2a05+xh0Er7fZ2gh49erBnzx4GDhzIvffey80330xoaKjDz2zdupUff/yRefPmUVhYyPfff8+4ceOcDlivXj0eeughpk+fftHrjRs35p577il3bdnHHnuM+Ph4Fi1aVPbaddddR82aNZk3bx41a9bE3//yFR6KioooKioq+/+5ublERkaSmZlJ7dq1y3rm/fz8Ljo2m83k5+cTGhpa9hSv9CmYvWOz2Yyfn1/Zsb+/PwaDoewYSnr2LzwOCAhA07SyY5vNhtVqLTu22Wz4+/uXe2y1WtE0rezYnselTruTznDbnD1oGvz5ZD86NakttFPp05eCggKCg4PL8ionsZ1MJhOJiYlERUV5dHqGu/cD2Wvy6pJEFu9LY3THBnx6RxcpnGSsk0xOBoMBo9FIdnY2tWrVKnu9Mu8HoNoI9r5rv/6dxCt/HqZeSBCbJg/FiE14J9n+/VR1J9VGqLyanM/P59ovdnAy28Qnd3RjTMd6wjvJVidXfp7K6KTaCJX772dbYjp3freHGoF+7Hp9BH5owjvJdk+o6k7l3RPuv/9+fv75Zz766CMmTJhw2b/3pKQktmzZQmxsLLGxsezfv78sh81ms3eLcAqXOmgBvv/+e/7zn/9w/PhxjEYj7dq1o0ePHtSvX5+wsDBMJhOZmZkcOnSIHTt2kJeXh5+fH7fffjtvv/02TZs2dSngwIEDqVOnDgsXLix7LScnh9q1azN79mzuv/9+u58bPHgwf/31V7nnXbZsGaNHj77i9XNzcwkNDSUnJ+eiaRNVhfHf72B1fDrXdm7IZ3d293UchcIuVquV+Ph4rzS2LqSq3w8AjmfkM3TGemwaLHlqANGNHT+kUygqm8q6H4C6J2iaxrUfb+JgWi4vjGrHE0Na+zqSQnEZqo1QeWxLyuTWr7ZQM8ifHa8Op1qAPGsaKuRAtREqlxkrD/HJ2kSu6dSAz+/q4es4CsVllHdPyM7OZuzYsWzYsIG+ffsyceJEkpKSiI2NZcuWLaSnl8wmNRgMBAUF0bVrV/r06UPv3r2544473M7j8hq09913H0ePHuXPP/9k7NixpKen8+OPPzJjxgxee+01pk6dyhdffMH69etp2bIlb775JsnJycydO9flzlmAMWPGsHr16rKh1ADz58/HaDQycuTIcj/30UcfsW7duov+dOnShauuuop169bRu3dvl7M4wmw2s2jRIq+ua1PZbDt6ltXx6fgZDUwc0dbXcTyGjLVSTvpD9Pz2MJvNvDh3LTYNhrSLkKJzVtY6yeYEYnuJnN0Rmw6f4WBaLsEBRu7q43obT4/IWCvlpD9Ez28Ps9nMRws3AzAmuoEUnbMy1gnk9BLZSeTsjjCbzfy+tWTa+YgO9X2cxjPIWCvlZJ+wsDDWrVvH+++/z759+7jllluYNGkSixYtIiwsjHvvvZdPP/2Ubdu2kZubS2xsLB9++GGFOmfBjRG09oiPj+fEiROcO3eO4OBgIiIi6Nix4xWXP3CGrKwsOnbsSNu2bXn55Zc5efIkEydO5K677uLTTz8te9+wYcNITk4mMTGx3HMNHjyYmjVrsmTJEqev7+yTL03TMJlMVKtWTejdSkvRNI1bv9rC9uNZ3NqzCe+N6+LrSB5DtlqBctLj6BgZa3Iiq4DB76/HYtP47+P96NGstq8jVRgZ6ySjEzjvpcfRMbLW5MHvtrM24Qx3X9WUt8d28nUcjyBjraq6k2ojVA4ms4XeU9eQa7Lw8/g+9Gtd19eRKoyMdQI5vVQbQX+knMtn4Pvr8TMa2PnqcMKqO78vkF6RsVZV3cmZe8KpU6eYPHkyP//8M8HBwbzyyis899xzLu115Swuj6C9kC1btvDbb7+Rm5vLiBEjuP3227nxxhvp16+fRzpnAWrXrs2aNWvw9/dn7NixvPjii4wfP56ZM2de9D6r9X+7u/mK0rU2ZGDdoTNsP55FkL+RZ4a38XUcjyNTrUpRTvpD9PyX8tVfx7DYNPq1qiNF52wpstUJ5HQCsb1Ezm6Po2fPszbhDAYDPNCvua/jeBTZagXKSY+Inv9S1sSfIddkoWFoNa5qWcfXcTyGbHUqRUYvkZ1Ezl4eqw6WTAHv1by2FJ2zpchYK+XkmEaNGvHDDz+wadMmoqKieOWVV+jQoQOLFy/22DVKcauDtqCggOuvv57ly5dz/vx5fvvtN/r378+ePXs8HK+EqKgoVq9eTUFBAenp6bz//vuX9VavX7++bNfG8li/fr1Lo2ddwWL53451omO1aby3/BAA/etZiKgR4ONEnkWmWpWinPSH6Pkv5UyuiV93lOyC+djA5r4N40FkqxPI6QRie4mcvTzmbE4CoGOYjaa1q/k4jeeQsVbKSX+Int8epfeEsV0bYjTKMQpLxjqBnF4iO4mcvTw0TWPx3lMADG0X4eM0nkPGWikn5+nbty/bt2/nm2++4fz584wdO5YxY8Zw6NAhj13DrSUOpkyZwtKlSxk3bhyjR4+mU6dOZGRkcPfddzN79mwaNWrksYC+xpWpCaU71ok+NPy/O0/w3Py91Krmz5pnr6ZurWDhnS5EplqVUtWd9Dp9UaaaTF16kK83JtG9aRi/P9YXo7FCEzB0g2x1AjmdwHkvvU5flKkmWfnF9H1nDSazjR8f7En/NvWk8AL5agXKSbURvM/+Ezlc/+km/I0GNk0eQoPQYF9H8giy1akUGb1UG0FfrDhwmkd/2EmQv5G/Xhis7gk6pqo7uXtPyM3NZcqUKXzyyScAPPXUU7z55pvUrFmzQtnd+g3777//ZtGiRfTr149ff/2VG264gRdffJFu3brxwQcfVCiQyMjw1MFktjJjZckTgMcHt6JmoBz/SC9FhlpdinLSH6LnLyUzv5gft6YA8OiAZtL88C5FljpdiIxOILaXyNkv5edtKZjMNjo2qkX3JiG+juNxZKpVKcpJf4ie/0JKR8+O7liP+rXkGVEPctXpQmT0EtlJ5OyXYrbaeGdZAgD3941U9wQBUE6uU6tWLT744AP279/PsGHD+PDDD2nbti3ff/99hc7rVgdtXl4eDRo0oH///rz99tssXryYadOmERUVxebNmysUSFQsFgsrV64U/sv9XexxTuWYaBRajbt7N5HC6VJkqdWFKCf9IXr+C5m9KYlCs5WOjUIoPLZTCqdSZKpTKTI6gdheIme/lGKLje9jjwPwQN+mrFq1SgqvUmSqVSnKSX+Inv9CzuSa+HNfyVTmttpJKZxKkalOFyKjl8hOIme3x89/p5CUkU+dGoG0LDoqjRfIVytQThWlbdu2xMTEsHjxYkJCQnjggQcqdD63ljgYOHAgGzZssPt3gwcPZv369RUKpSdcma4kOln5xQx8fx15Jgsf3NKFcT2a+DqSQuEUepy+KAs5hWYGvLOWvCILX97dndHRDX0dSaFwiB6nL8rE7ztP8Pz8vdSvFcTGSUMJ9JdjuROFvKg2gnd5f0UCn607So9mtfnv4/18HUehcIhqI3iXwmIrA95dy7n8Yt4eG83dVzXzdSSFwiGevCeYzWZmzpzJ5MmT3T6Hx1vVbvT3SoGmaeTm5grt/8naRPJMFto3COGmbo2lcLKHjF7KSX+Inr+U7zYfJ6/IQrv6IYyIqi+F04XIUqcLkdEJxPYSOfuFaJrG1xuOAXB/vxYE+Bmk8LoQWWp1IcpJf4iev5TsgmK+j00GYPyAFlI4XYgsdboUGb1EdhI5+6XM257CufxiIsODua1nE2m8SpGpVqUoJ88REBBQoc5ZcLODVtM0Zs2aRUpKit2/q4pYLBY2btwo7NDwpIx85m45DsDL10ThZzQI71QeMnopJ/0hen6APJOZ2f+sK/fE0NbYbFbhnS5FhjpdioxOILaXyNkvZMORDA6l51Ej0I87+zSVxutClJMYiO4kev5Svt2UxPmiksEdQ9vWkcLpQmSp06XI6CWyk8jZL6TYYit7iPvowFag2aTwuhBZanUhyql8kpKSsFqtFTrH4cOHXXq/W0scXH311Tz77LOsWrWK5ORk2rZty6hRoxg8eDCjRo0qd/kDEakqUxMe/WEHKw6kM7hdBN890NvXcRQKl1DTF73D5+sTeW/5IVpG1GDVs4PwM8q1OZhCTtT0Re9x9zd/sykxg4cGtOC16zr4Oo5C4RSqjeAdcgrMDHi3ZAmkL+7qzphOagkkhf5RbQTvMX9HKi/8vo+IkCA2ThpCtQDv/vdVKDyBo3vClClT+P7773nppZe46667CA4Odvq8cXFxvPfee/zyyy+YzWanP+f2EgddunThiy++ICYmhqeffprU1FQefvhhjh07xttvv01sbGyFe5tFwmazkZmZic1m83UUl9l67BwrDqTjZzTwyjVRZa+L7OQIGb2Uk/4QPX9+kYVvNv4zenZwa/yMBuGd7KGcxEFkL5GzlxJ3ModNiRn4GQ080L85IIfXpSgnMRDdSfT8AN9uTipbAmlUxwZSOF2KjE4gp5fITiJnL8Vq0/jyr6MAPDSgBdUC/KTwuhTlJAaecrrnnnvo0qULjz76KPXr1+eee+7hhx9+4PDhw5etHJCXl8e6deuYNm0aXbt2pXPnzqxatYpPPvnEpWu61UH7xhtvMGPGDEaOHMmjjz7Kjh07GDduHD/++COpqamMGjWK9evXM3bsWG6++WZmzJjhzmWEwmq1sn37duE6pa02jbeWHATg9l6RtKkf8r+/E9TpSsjopZz0h+j5f9iaTGZ+Mc3qVOfGro0A8Z3soZzEQWQvkbOXMuufaYvXdmpIk9rVATm8LkU5iYHoTqLnz8ovZvamkoe4/x7WBqPRILyTPWR0Ajm9RHYSOXspC3ef5OjZfGpV8+euPk0BObwuRTmJgaecWrRowYIFC9iwYQMjR47kt99+47777qN9+/YEBARQp04dmjRpQvXq1QkNDWXYsGG89tpr5ObmMnXqVBITE3nsscdcuqZbSxxcSHJyMqtWrWLNmjVkZ2fTrVs3hg8fzoABAwgMDKSgoICrr76anTt3VuQyPkP2qQnztqXw4oL9hFTzZ/3zg6lTM8jXkRQKl1HTFz1LQbGFq99dx7n8Yt4f15lbekb6OpJC4TRq+qLnSc0sYND767BpsPTfA+jYKNTXkRQKp1FtBM/z3vIEPl9/lPYNQoj599UY1RJICkFQbQTPYzJbGfLBetJyTLw0pj2PDmrl60gKhdO4ck84ffo0S5Ys4a+//mL//v2cPXuWgoIC6tatS5MmTejfvz/Dhg1jyJAhbufxd/uT/9CsWTPGjx/P+PHj0TSN3bt3s3r1aj766COMRiMDBgyguLi4opfRPTabjYyMDOrWrYvR6PbKEZVKrsnM+ysOAfD0sDaXdc6K6OQMMnopJ/0hcv4ftyZzLr+YpuHVualb47LXRXYqD+UkDiJ7iZwd4JuNx7BpcHWbuhd1zoruZQ/lJAaiO4mc/9z5Ir6LPQ7AxBFtyzpnRXYqDxmdQE4vkZ1Ezg4we3MSaTkmGocFc1+/5mWvi+5lD+UkBt5yatCgQVnfp7fwaAUMBgPdu3dn0qRJLF68mF9//ZWuXbtyzTXXePIyusRmsxEXFyfU2h2frDnCufxiWkbU4N6+zS/7exGdnEFGL+WkP0TNX1BsKZvK/OTQ1vj7/e/HhKhOjlBO4iCyl8jZz50v4tcdqQA8dsmoGJG9ykM5iYHoTiLn//KvoxQUW+ncJJQRHeqXvS6yU3nI6ARyeonsJHL2zPxivlhXsvbscyPbXrQxmMhe5aGcxEBkpwovcSA7sk5NSDyTx+iPNmKxacx5oBdD2tXzdSSFwm3U9EXP8eVfR3lnWQJNw6uz5rlBBPjJ8SRVUXVQ0xc9y8xVh/l4zRE6NQ5l8ZP9MRjUVGaFWKg2guc4d76I/u+uxWS2Mef+Xgxpr35/UIiFaiN4lukx8Xy14RhRDWux9KkBarkThXBU5j3BGdRv3h7CZrNx8uRJIXrpNU3jjcUHsNg0hkfVL7dzViQnV5DRSznpDxHzny+y8NU/O7D+e1ibyzpnRXS6EspJHET2EjV7QbGFuVuOAyWjZy/tnBXVyxHKSQxEdxI1/+zNSZjMNjo1DmVwu4iL/k5UJ0fI6ARyeonsJGr2M7kmvv+njfDCqLaXdc6K6uUI5SQGIjupDloPYbPZOHr0qBBfgmVxp9mceI5AfyOvX9eh3PeJ5OQKMnopJ/0hYv7vNieRVWCmZd0ajO3a6LK/F9HpSigncRDZS9Ts87alkl1gpnmd6oyObnDZ34vq5QjlJAaiO4mYP6fQzNzYZACeGNLa7gMb0ZyuhIxOIKeXyE6iZv98/VFMZhvdmobZHfAlqpcjlJMYiOyklji4ArJNTcgvsjB85l+k5Zh4elgbnh3R1teRFIoKo6YvVpycQjNXv7uWXJOF/7u9Kzd2bXzlDykUOkRNX/QMZquNQe+t41SOiak3RXNXn2a+jqRQuIVqI3iGT9ce4YOVh2lbvybLnx6opjIrhES1ETzDyexChry/nmKrjZ/H96Ff67q+jqRQuIVa4kBSbDYbycnJuu+l/2j1YdJyTESGB/P44FYO3yuKk6vI6KWc9Ido+b/66yi5Jgtt69fkus6Xj54F8ZycQTmJg8heImZfvOcUp3JM1K0ZxL+6N7H7HhG9roRyEgPRnUTLbzJbmb35OAATBre22zkrmpMzyOgEcnqJ7CRi9u9jj1NstXFVy/ByO2dF9LoSykkMRHZSHbQeQoR1LuLTcssaV1NuiL5ol0V7iODkDjJ6KSf9IVL+M7kmZm9OAuCFUe3xK2dUjEhOzqKcxEFkL9Gy22waX/6zHvWDA5qX214QzcsZlJMYiO4kWv4l+9LIzC+mcVgw13VuaPc9ojk5g4xOIKeXyE6iZTeZrczfkQrA+AEty32faF7OoJzEQGQntcTBFZBlaoLNpjHuy1h2pWQzJroBX9zdw9eRFAqPoaYvVoxXFu7np79T6N40jP8+3k/t0q4QGjV9seKsOHCaR3/YSUiQP5tfGkqtagG+jqRQuI1qI1ScGz7dxL4TObwwqh1PDGnt6zgKhduoNkLFWbj7BM/+updGodXYOHlouQM7FAoRUEscSIrVaiUxMRGr1errKHb56e9kdqVkUyPQj9evL39jsAvRu5O7yOilnPSHKPmTMvL5dXvJU/DJo9s77JwVxckVlJM4iOwlUnZN0/h8fcno2Xv6NnPYOSuSl7MoJzEQ3Umk/HtSs9l3IodAPyO394os930iOTmLjE4gp5fITqJl/2lrCgB39G7qsHNWNC9nUE5iILKT6qD1EJqmkZWVhR4HJKflFPLu8kMAvDCqHQ1Dg536nJ6dKoKMXspJf4iS/51l8VhsGkPaRdCnZR2H7xXFyRWUkziI7CVS9i1Hz7E3NZsgfyMPDmjh8L0ieTmLchID0Z1Eyj93y3EAruvckDo1g8p9n0hOziKjE8jpJbKTSNkTTueyIzkLf6OB2xw8sAGxvJxFOYmByE5qiYMrIPrUBE3TeOSHnaw6mE7XyJLpy2oagkI21PRF99h67By3z9qKn9HA8qevpk39EF9HUigqjJq+WDHu+mYrmxPPcW/fZky5MdrXcRSKCqPaCO6TmV/MVdPWUGy1sXBCP7o1re3rSApFhVBthIrxnz8PMGfzca7p1IDP71JLJirERy1xIClWq5WEhATdDaNeuj+NVQfT8TcaeOdfnVzqnNWrU0WR0Us56Q+957fZNN5eehCAO3pHOtU5q3cnd1BO4iCylyjZtx/PZHPiOfyNBh4ZWP7GH6WI4uUKykkMRHcSJf9vO1Ipttro1DiUrpFhDt8ripMryOgEcnqJ7CRKdqtNY+m+NADG9Why5fcL4uUKykkMRHZSHbQepLCw0NcRLuLc+SJeX3QAgAmDW9G+getP7vTm5Clk9FJO+kPP+X/fdYK4k7mEBPnzzPC2Tn9Oz07uopzEQWQvEbL/3+ojANzSswlNald36jMieLmKchID0Z30nt9m0/j575K1Ju+5qplTG4jq3ckdZHQCOb1EdhIh+7akTM7kFREaHMCA1hFOfUYEL1dRTmIgqpNa4uAKiDw14cmfd7FkXxrt6ofw51MDCPRX/fEKOVHTF10jp8DM0BnrOZdfzEtj2vPooFa+jqRQeAw1fdE9dhzPZNyXW/A3Glj3/GAiw53roFUo9I5qI7jH+kNnuH/OdmpV8+fvl4cTHOj7qZ8KRUVRbQT3eWXhfn76O4VbezbhvXFdfB1HofAIaokDSbFarcTFxelmGPWy/Wks2ZeGn9HA+7d0dqtzVm9OnkJGL+WkP/Sc/4OVhziXX0zrejV5oL/jTYAuRM9O7qKcxEFkLxGyf/TP6NlxPZo43TkrgperKCcxEN1JhPw/bk0GYFyPSKc6Z0VwchUZnUBOL5GdRMhusdpYHncagOu7NHLqMyJ4uYpyEgORnVQHrYSczSvi5YX7AXh0YEs6NwnzbSCFQqEb9p/I4ce/S37pmnJjRzWyXqFQsOHwWTYlZhDgZ+CJIa19HUehUPiYE1kFrE04A8BdVzX1cRqFQuFrthw7x7n8YurUCKRvyzq+jqNQSIsQv5knJCQwYsQIatSoQYMGDZg0aRLFxcUOP5OWlsakSZPo2rUrISEhNGnShDvvvJPk5GSvZPTz8yM6Otrnw6I1TeOlBfvIKjAT1bCWS2tLXopenDyNjF7KSX/oMb/ZauPFBfvQNLihSyP6tarr0uf16FRRlJM4iOyl5+xWm8a0mHgA7rmquUtLG+jZy12UkxiI7qT3/J+uTcSmwYDWdWkVUdOpz+jdyR1kdAI5vUR2EiH7gl0nARgd3QB/P+e6kETwchXlJAYiO+m+gzYrK4uhQ4dSXFzMggULmDZtGrNmzWLixIkOP7dz504WLFjArbfeyqJFi5g5cyb79++nd+/enD171uM5rVYru3fv9vkw6vk7TrA6/gwBfgZm3tqlQqPj9OLkaWT0Uk76Q4/5Z204xoFTuYQGB/DqdVEuf16PThVFOYmDyF56zr5g1wkSTucRUs2fp4a6NnpWz17uopzEQHQnPedPyshn/s4TADw7oo3Tn9Ozk7vI6ARyeonspPfsR9LzWLSnpIP2lp6RTn9O717uoJzEQGQnf18HuBJffvklubm5LFy4kPDwcAAsFgsTJkzg5ZdfplEj+2ugDBgwgISEBPz9/6fYr18/mjZtyty5c3nuuec8njU4ONjj53SF4xn5vPnnAQAmjmhHVMOKL0buaydvIaOXctIfesqfeCavbIf2N67vQL2Qam6dR09OnkI5iYPIXnrMfr7IwoyVhwF4amhratcIdPkcevSqKMpJDER30mv+j1YfxmrTGNIugh7Nwl36rF6dKoKMTiCnl8hOes7+7vJD2DQY1bE+XSPDXPqsnr3cRTmJgahOuh9Bu2zZMoYPH17WOQtw6623YrPZWLlyZbmfCwsLu6hzFqBJkyZERERw6tQpj+f08/Ojffv2PhtGbbbaePrXPRQUW+nTIpxHBras8Dl97eQtZPRSTvpDT/mLLTae+20vxVYbQ9pFcFO3xm6dR09OnkI5iYPIXnrN/v7yBE7nmmgaXp17+zZ3+fN69aoIykkMRHfSa/6Dp3JZvLfk96TnRrZz6bN6daoIMjqBnF4iO+k5+/bjmayOT8fPaGDS6PYufVbPXu6inMRAZCfdd9AmJCTQvv3FN4OwsDAaNmxIQkKCS+c6fPgwZ86cISrK9am9V8JisbB9+3YsFovHz+0M/7f6CHtTswmp5s/M27riZzRU+Jy+dvIWMnopJ/2hp/wzVx1m74kcQoMDmHZzJwwG9+4PenLyFMpJHET20mP2nclZzP1nl/bpN3eiWoDrjVg9elUU5SQGojvpMb/JbGXib3vQNLi2c0OiG4e69Hk9OlUUGZ1ATi+RnfSaPafQzGt/xAFwW69Ip9ejLkWvXhVBOYmByE6676DNysoiLCzsstdr165NZmam0+fRNI1///vfNGrUiDvuuKPc9xUVFZGbm3vRH6Bs/Qqr1Wr32GazERoaisFgwGKxYLPZAMo9NpvNFx1rmnbRsaZplx2XepQe22w2zGYzsYkZfLY+EYBpN3WiYa2gsi+jzWYrO7ZarRcd69np0uzlHbvqVJq3du3aWK1W5SSRkzdw936gp5psPHyGrzYcBWD6TdFE1Agoy6u+Z8pJFCer1YrBYCA0NLQsY2XfD0DMNkLp8YW1yC8s4qV/Ngz8V7dG9G9dV33XlJPUTt5AhjbChcdTlx4k4XQedWsG8to17dX3TFInV3+eyujkLWRpI1gsFs4XWbh/9raye8JTg1uqfz/KSVonPaH7DlpP8eabb7JmzRrmzp1LjRo1yn3f9OnTCQ0NLfsTGVmyEHZcXMnTo/j4eOLjS3Y73rdvH0eOlKzpuHfvXoxGI35+fmzbto3U1FQAYmNjSUtLA2DDhg1kZGQAsHbtWrKzswFYuXIleXl5AMTExGAymbBYLMTExGCxWDCZTMTExACQl5dXtrRDdnY2fyxfw9O/ljztvrqxH9d3aURaWhqxsbEApKamsm3bNgCSkpLYvXs3AEeOHGHfvn26dFq7di0AGRkZbNiwAcBjTrt37yYlJYXWrVuzc+dO5SSJU+n1PY279wO91OR0jomn5+1G0+CO3k3pGGpW3zPlJKRTUlISfn5+ZGRklC1TVNn3AxCvjVBeXZ7+7i8Op5+ndrAfI+vnA+q7ppzkdVJthCvXZNn+NH7YmgLAB7d04XzGKfU9k9TJlZ+nMjqpNsKV67Jh02YembuD3anZ1Agw8MNDfcg/l6b+/SgnKZ28eU9wC03nREREaC+++OJlrzdq1EibPHmyU+eYNWuWBmjffvvtFd9rMpm0nJycsj+pqakaoGVmZmqapmkWi0WzWCyXHZtMJm3Tpk2a2WzWzGazZrVaNU3Tyj0uLi6+6Nhms110bLPZLjvWNO2iY7PZot3zzRat2eQl2rAP1mk5+YWapmma1WrVzGbzZccWi+WiY3sevnayWq0XHdvzqIiT2WzWTCaTtnnzZq2wsFA5SeJUWFio7d+/v+zznsLd+4EeanK+wKTd8OkmrdnkJdrImeu1giKL+p4pJ2GdSj+zadMmraioyKGTt+4HmiZWG6G8uvy554TWbPISrdnkJdra+NPqu6acpHdSbQTHNdl+7KzW7tUYrdnkJdqUxXFledX3TE4nV36eyuik2ghXrsvUJXFas8lLtA6vLdN2JmWU5VX/fpSTjE7evCe4g7+jzls90L59+8vWms3JySEtLe2ytWntsXDhQh5//HGmTJnCgw8+eMX3BwUFERQUdNnrpQsMX7jQ8IXHAQEBNGnSBKPRiNH4v4HJF25UduFxQECAW8cGg6Hs+KuNSWw4co4gfyOf3tWdWtVLdmW/MMOFx+Vl15NTedk95eTv74/RaKRx48YEBgaWnUc5yePkSdy9H/i6JgaDgTeXJLA3NZvQ4AC+vrcXwYF+Ze9zlF2vTnr7nimnynWCkulOTZo0Kfv/lX0/ALHaCPb++x87e56XFpSM5Hl8cCuGtK9vN29V/q4pJ7mdPImobYQLj1OzCnn0x92YzCWbiL50TZTD7CI46eF7pmcncO/nqYxOnkb0NgLAukNnmbXxOADv39KF7s3rOMxe1f79KCe5nfSA8cpv8S1jxoxh9erVZUOpAebPn4/RaGTkyJEOP7t+/XruuOMOHn74YV577TWv5jQajTRr1uyim6o32XrsHDNWHgLgrRujad+glsevUdlOlYWMXspJf/gy/8drEpm/8wRGA3x6Zzea1qnukfOKXhN7KCdxENlLD9nPnS/ige+2k1dkoWez2jw3om2Fz6kHL0+jnMRAdCc95D+dY+Lub//mXH4x0Y1r8emd3fH3cz+PHpw8jYxOIKeXyE56yb7pSAbP/roHgPv7NeeaTg0rdD69eHkS5SQGIjvpPvFjjz1GSEgIY8eOZeXKlcyZM4cXXniBxx57jEaNGpW9b9iwYbRu3brs/8fHxzN27FjatGnDPffcw9atW8v+HD161OM5LRYLGzZsKFvA2JucyTXx1C+7sWnwr+5NuKVnE69cpzKdKhMZvZST/vBV/l+2pfDh6sMA/OfGaK5uE+Gxc4teE3soJ3EQ2cvX2U1mKw/P3UHyuQIiw4P54u4eFeqIKcXXXt5AOYmB6E6+zn82r4g7v9lKamYhzepUZ/Z9vagRVLGJlb528gYyOoGcXiI7+Tq7pml8uvYI98z+m1xTyUPcl/8ZTV8RfO3lDZSTGIjspPslDmrXrs2aNWt46qmnGDt2LCEhIYwfP56pU6de9D7rBbu7Afz999/k5OSQk5ND//79L3rvfffdx3fffefRnEajkVatWnm9l95stfHkz7s5m1dE2/o1eWtsRwwGg1euVVlOlY2MXspJf/gi/6I9J3ll4X4AnhramnuuaubR84teE3soJ3EQ2cuX2U1mK4/8sJNdKSVLnsy5vzcRIZdPwXQHkWtSHspJDER38mX+XJOZe2dv49jZfBqHBfPT+D7Uq1WtwucVvSb2kNEJ5PQS2cnX2f9vzRE+Wl2ywdJtPSP5z40dCfSveBZfe3kD5SQGIjsZNE3TfB1Cz+Tm5hIaGkpOTg61anl+GQFXeXvJQb7ZlERIkD+LnuxPy4iavo6kUPgcq9VKfHw8UVFRF61B42n0dj+4kIW7T/Dcb3uxaXBH76ZMuynaaw9vFAo9U1n3A9D3PQH+1zm74fBZggP8+P7B3vRuEe7rWApFpaLaCP/DZLZy3+xt/J2USURIEPMf7UvzujV8HUuhqDRUG+Fi/tx7iqd+2Q3AG9d34IH+LXycSKGoXCrznuAM4nUp6xSLxcLatWu9Ooz6z72n+GZTElCyaLe3O2crw8kXyOilnPRHZeb/+e+UCzpnI5k61juds6LXxB7KSRxE9vJF9qz8Yu79dltZ5+ycB3p5vHNW5JqUh3ISA9GdfJHfYrXxzLw9/J2USc0gf757oJdHO2dFr4k9ZHQCOb1EdvJV9v0ncnh+/l4AHr66hcc7Z0WuSXkoJzEQ2Un3SxyIgtFoJDo62mvDqOPTcpn0+z4AHhvUitHRDbxynQvxtpOvkNFLOemPysivaRofrj7Cx2tKpiXd2acpb98YjdHovWVPRK6JPZSTOIjsVdnZj509z0Pf7yApI5+QIH++vq8nV7Ws4/HriFyT8lBOYiC6U2Xnt1htPP3rHpYfOE2gn5FZ9/agY6NQj15D9JrYQ0YnkNNLZCdfZM8vsvDUL7sostgY1r4eL46p+JqzlyJyTcpDOYmByE6qg9ZDGI1G6tWr55VzZxcU8+gPOyk0W7m6TV1eGNXOK9e5FG86+RIZvZST/vB2fpPZyssL97Ng10kA/j2sDc8Ob+PVZQ1Er4k9lJM4iOxVWdk1TWP+zhO8ufgABcVWGocFM/v+XrRrEOKV64lck/JQTmIgulNl5s8zmXnxv/tZuj+NAD8Dn93VnX6t6nr8OqLXxB4yOoGcXiI7+SL7m4sPcPxcAY1CqzHz1q74eWFwh8g1KQ/lJAYiO4nXpaxTzGYzK1aswGw2e/S8ln82BUvJLNl5+ZM7unnlBmoPbzn5Ghm9lJP+8Gb+s3lF3Pn1VhbsOomf0cDbY6OZOKKt19ecFb0m9lBO4iCyV2VkT80s4NEfdjLp930UFFvp0yKcP57o77XOWRC7JuWhnMRAdKfKyG+x2vjvzhMM+eCvss7Zz+/qwYgO9b1yPdFrYg8ZnUBOL5GdKit7Vn4xy/an8dxve5m/8wQGA8y8rSuh1QO8cj2Ra1IeykkMRHZSI2g9hJ+fH7169fL4wsLvLEtgU2IGwQF+zLqnJ2HVAz16fkd4y8nXyOilnPSHt/LvSsni8R93kp5bRK1q/nx2V3eubhPh0WuUh+g1sYdyEgeRvbyZPddk5psNx/hqwzGKLDb8jQYmjmzLowNbef2Brsg1KQ/lJAaiO3kzf3ZBMT/9ncJPW5M5lWMCoEXdGky9KdorI2dLEb0m9pDRCeT0EtnJm9mtNo1vNh7jv7tOcDj9/EV/9+SQ1l5Z/qgUkWtSHspJDER2Uh20HsJoNBIe7tnNN/6780TZpmAzb+1CVMPK3f3RG056QEYv5aQ/vJH/579TeHPxAYqtNlpF1GDWvT1p5eXNAi9E9JrYQzmJg8he3sieazIzN/Y4szYcI9dUsgnCVS3DefOGjrRvUDntBZFrUh7KSQxEd/JG/qSMfOZuOc68bakUmq0AhNcIZPzVLXhoQAuC/L37i6roNbGHjE4gp5fITt7KfjaviGd+3c3mxHNlr7WpV5MBbeoytH09BrT23gMbELsm5aGcxEBkJ7XEgYcwm80sXbrUY8Ood6Vk8dKC/QA8NbQ1Yzo19Mh5XcHTTnpBRi/lpD88md9ktvLif/fx8sL9FFttjO7YgEVPDqjUzlkQvyb2UE7iILKXJ7NnFxQzY+Uh+r+zlg9WHibXZKFNvZp8cVd3fnn4qkrrnAWxa1IeykkMRHfyVP4ii5VFe05y+6wtDPlgPXM2H6fQbKVDw1rMuKULsS8OZcLg1l7vnAXxa2IPGZ1ATi+RnTyV3Wy1selIBm8uPsB1n2yk7/Q1bE48R3CAH2+PjWbnq8NZNXEQb1zfkavbRFTK0mii1qQ8lJMYiOxk0DRN83UIPZObm0toaCg5OTnUqlX+Lz2appGXl0dISEiFb3ZpOYXc8OlmzuYVMbJDfb68u4fXdmV3hCed9ISMXlXdyWq1Eh8fT1RUlFenMjh7PwDP1SQ918QjP+xkb2o2BgM8P7IdEwa38kmdq/r3TBRkdALnvSrrfgCV20Y4X2Rh1oZjzN6UxPmikhGzberV5Mmhrbmuc6NKW5/+QmT8riknMajqbYScQjOzNyXx09/JZJwvBsBogIFtI3hoQAsGtK5b6bWu6t8zkZDRq6q3EZbuS+P1RXGcyy++6PUODWvx8R1daV3Pe+vRl0dV/p6JRFV3qsx7gjOoJQ48hMFguGJjzBkKi608PHcHZ/OKaN8ghA9v6+qTzlnwnJPekNFLOekPT+Tfm5rNIz/sID23iNDgAD65oxsD21bOerP2EL0m9lBO4iCyV0Wya5rG4r2nmLo0njN5RQBENazF08PaMLJDfZ+1EUDsmpSHchID0Z3czV9YbOXbTSVrTuf9s7RJ/VpB3NG7Kbf2jKRRWLCnozqN6DWxh4xOIKeXyE4VyX4iq4DP1h3ll20pANSpEcjwqPpc3bYu3ZrWplFoNZ91uolck/JQTmIgspNa4sBDmM1mFi1aVKFh1Jqm8fz8vcSdzCW8RiBf39uTGkG+60P3hJMekdFLOemPiuZfeeA0t361hfTcItrUq8niJ/v7tHMWxK+JPZSTOIjs5W72c+eLePC77Tw9bw9n8opoVqc6n9/VnaVPDWB0dAOfds6C2DUpD+UkBqI7uZN/yb5TDJuxng9WHibPZKFt/Zp8emc3Nk0eyjPD2/q0cxbEr4k9ZHQCOb1EdnIne8z+NIbP/IsB767jl20pGAwwYXArtr48jHfHdea6zo1oHBbs0xGRItekPJSTGIjspJY4uAKuTE0wmUxUq+b+U6qPVh/mo9VHCPAz8ONDfejjxV0VncETTnpERq+q7qTX6Yvu1uTHrcm8vigOmwZD2kXw8R3dCKkWUJHoHqGqf89EQUYncN5Lr9MXXa3J9uOZPPnzLtJziwj0N/Lvoa0Zf3VLqgX4fvpVKTJ+15STGFSlNoLVpvH20oPM2XwcgMZhwUwa3Y7rOzfy+UOaC6nq3zORkNGrqrQRbDaND1cf5pO1iUDJ0ibdm9bmmeFtGdDGu5t+uUpV/p6JRFV3UkscSIy/v/v/OZfuS+Oj1UcAeHtstM87Z0upiJOekdFLOekPd/J/9ddRpi9LAOD2XpG8PTYafz/9THYQvSb2UE7iILKXK9lXHjjNk7/spthio1VEDT67q3ulbv7lCiLXpDyUkxiI7uRMfpPZytPzdrPiQDpQsnHwE0Na6+pBzYWIXhN7yOgEcnqJ7ORs9pcW7OfXHakAPDKwJU8Mbk1odd8P4igPkWtSHspJDER10s9v/YJjsViIiYnBYrG4/Nn9J3J4bv4eAB4a0ILbejX1cDr3qIiTnpHRSznpD3fyf74+saxz9qmhrZl+cydddc6KXhN7KCdxENnLlewLd5/g8Z92UWyxMaJDff58aoBuO2dFrkl5KCcxEN3JmfyapvHywv2sOJBOoJ+RT+7oxnMj2+m2c1b0mthDRieQ00tkJ2ezL92Xxq87UjEa4INbuvDyNVG67pwVuSbloZzEQGQntcTBFXBlaoLFYsHf39+loeHpuSZu/HQzp3NNDG4Xwbf39fLJTsz2cNdJ78joVdWd9Dp90ZWazN6UxJQlBwF4dnhbnh7exiOZPUlV/56JgoxO4LyXXqcvOpN9XcIZHvp+OzYNxvVowjs6e0hzKTJ+15STGFSFNsL3scd5Y/EBjAb47oHePl+H/kpU9e+ZSMjoJXsb4UyuiZEfbSC7wMxTQ1vz3Mh23ortMary90wkqrqT3pY40G+rX0Bc7aE3ma08MncHp3NNtK5Xk4/v6KabztlSRHzq4Awyeikn/eFs/sV7T+m+c7YU0WtiD+UkDiJ7XSn7wVO5PPnzrrLO2ff+1VnXnbOliFyT8lBOYiC6k6P8249n8tY/7YKXr4nSfedsKaLXxB4yOoGcXiI7XWk0/YsL9pNdYKZjo1o8NVS/vydcisg1KQ/lJAaiOum/5S8IFouFlStXOv1F0DSN5+fvZe+JHMKqB/DtfT2ppYNNgC7EVSdRkNFLOekPZ/PHHs3gud/2AHB/v+b8e1jrSkjnHqLXxB7KSRxE9rpS9sz8Yh76fjv5xVb6t67D9Js76Wrzn/IQuSbloZzEQHQnR/kz84t56ufdWGwaN3RpxEMDWvggoeuIXhN7yOgEcnqJ7HSl7H/sOcnahDME+hmZeWtXAv3F6MIRuSbloZzEQGQntcTBFXBlupIrfLzmCDNXHcbfaOCHh/rQt5U+NgVTKEREj9MXnSE1s4AbPt1EVoGZazs15JM7ugnRKaNQ6Bk9Tl90hKZpPP7jLpYfOE3LujVY+ER/QoP19cBWoRAZkdoINpvGg99vZ/2hs7SKqMHiJwdQI0jMjU4UCj0iWhsh43wRw2f+RXaBmRdGteOJIfodyKFQiIha4kBSNE0jNzcXZ/q7l+1PY+aqwwC8PTZat52zrjiJhIxeykl/XCl/QbGFR37YSVaBmc5NQplxaxfdd86KXhN7KCdxENnLUfbfd55g+YHT+BsNfHxHN6E6Z0WuSXkoJzEQ3am8/N9sOsb6Q2cJ8jfy6Z3dheqcFb0m9pDRCeT0EtmpvOyapvHGogNkF5iJaliLRwa29FFC9xC5JuWhnMRAZCfVQeshLBYLGzduvOIw6riTOTz7z3TmB/u34PbeTSshnXs46yQaMnopJ/3hKL+maby8YD/xabnUrRnIl3f30O2uzBciek3soZzEQWSv8rKfyi7kP3/+s/70iLZENw71RTy3Ebkm5aGcxEB0J3v5407m8P6KQwC8fn0Hohp6buZeZSB6TewhoxPI6SWyk73sFquNyf/dx9L9afgZDbw/rjMBAqxLfyEi16Q8lJMYiOyklji4Ap6c0nwmz8SNn24mLcfEoLYRfHtfTyE2AFEo9I5I0xehZMTc8/P34mc08PP4PvRpqc9R9AqFiIg0ffGpX3bz595TdG8axvzH+uluo1CFQgZEaCMUFlu5/tNNJJ45z8gO9fnqnh7S7KatUOgJEdoIxRYbj/24k7UJZzAaYPrNnbitl34HdSkUIqOWOJAUm81GZmYmNpvN7t+bzFYe/WEnaTkmWkXU4JM7u+m+c/ZKTqIio5dy0h/l5T929jyvL4oD4JlhbYTqnBW9JvZQTuIgspe97NuSMvlz7ykMBnhrbLSQnbMi16Q8lJMYiO50af73ViSQeOY8ESFBvPOvzkJ2zopeE3vI6ARyeonsdGn2H7YmszbhDEH+Rr66p6ewnbMi16Q8lJMYiOyk7x5CgbBarWzfvh2r1XrZ35VOZ96dkk1ocADf3teLWtX0v8acIyeRkdFLOekPe/nNVhtPz9tDQbGVq1qGM0Gwhf5Fr4k9lJM4iOx1aXarTeM/fx4A4PZeTenYSKylDUoRuSbloZzEQHSnC/OfzC7khy3JALw3rjPhNQJ9nM49RK+JPWR0Ajm9RHa6MHuuycyna48A8OYNHRnRob6P07mPyDUpD+UkBiI7qSUOroAnpjR/+ddR3lmWgJ/RwNwHe9O/dV0Pp1QoqjYiTF8E+GTNEWasOkxocAArnhlIg9BqXkipUFRtRJi++N+dJ3hu/l5Cqvmz/vnB1KkZ5MWUCkXVRu9thNcXxTF3SzL9WtXh54ev8lo+hUKh/zbCjJWH+GRtIq0iarDimYG6n3GrUIiOWuJAUmw2G2fOnLlsGPWa+HTeXZ4AwBvXdxCqc7Y8J9GR0Us56Y9L8x88lcvH/zwR/88NHYXsnBW9JvZQTuIgsteF2S1WG5/8cy94YkhroTtnRa5JeSgnMRDdqTT/6ewC5m1PBeDJoWLNqrkU0WtiDxmdQE4vkZ1Ks6fnFPLNxiQAXhjVXvjOWZFrUh7KSQxEdhL7X72OsNlsxMXFXfQlOJKex9Pz9qBpcGefptxzVTMfJnQde04yIKOXctIfF+Y3W208P38vZqvGqI71ubFrI1/HcwvRa2IP5SQOIntdmH3x3lMcP1dAeI1A4doFlyJyTcpDOYmB6E6l+b/ZlESxxUaPZrXpK9Ca9PYQvSb2kNEJ5PQS2ak0+/wdqRSarXSNDGNUR3GXNihF5JqUh3ISA5Gd1BIHV8Dd6UrZBcXc+Nlmks8V0KdFOD881IdAf9UfrlB4A71PX/x8fSLvLT9EWPUAVj07iIgQcUfMKRR6R8/TF602jREz/+JYRj6TRrdjwmCxR8wpFCKg1zZCQbGFXm+vJr/Yypz7ezGkfT2vZVMoFCXouY1w65db2HY8k7fGRgv/AFehEAW1xIEbJCQkMGLECGrUqEGDBg2YNGkSxcXFV/ycpmm88847NG3alODgYPr27cvWrVu9ktFms3Hy5Mmy6YtP/ryb5HMFNKkdzOd3dReyc/ZCJ5mQ0Us56Y/S/MfO5vF/q0umM792bQehO2dFr4k9lJM4iOxVmn3xnpMcy8gnrHoA9/Zt7utYFUbkmpSHchID0Z1sNhvzNyeQX2wlMjyYwe0ifB2pwoheE3vI6ARyeonsZLPZiD+azM6ULAAGtxX/fgBi16Q8lJMYiOyk+17DrKwshg4dSnFxMQsWLGDatGnMmjWLiRMnXvGz7777Lm+88QbPPvssS5YsoWHDhowcOZJjx455PKfNZuPo0aPYbDamxsSzKTGD6oF+fH1vT2HXl7vQSSZk9FJO+sNms5GYmMgrC+Mosti4uk1dbu7e2NexKoToNbGHchIHkb1K7wdfbTgKwEP9W1AzyN/HqSqOyDUpD+UkBqI72Ww2Fu85CcD1nRthMBh8nKjiiF4Te8joBHJ6iexks/1/e/ceHHV973/8tUlMSCEhQVDDJKAiSA5goRcQDioFpQc807HYYQB/LR1+/gHFto4iyq9nBmsPF6d0qkylR/DIdCqZ8fAr/mgtSqqBn78aIKigUgjIRQgXL5iYoMnmsvv+/cHZZddcWXb3e8nzMZPp8mW/3/28/Oz3xbcfdr+E9fJbRxUKm266pp9KBnzN6SElhZfnpDNk8gYvZ3L9LQ5WrVqlFStW6NSpUxowYIAkaf369frJT36iU6dOafDgju/lGAwGde2112rx4sVauXKlJKmlpUUjRozQzJkztW7duh69/uV+NeH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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_min = 0.\n", "y_max = 1.\n", "\n", "grid = np.linspace(y_min, y_max, num=100)\n", "\n", "simulations = [('lstm', ys_lstm_all), ('mlp', ys_mlp_all)]\n", "bws = [0.1, 0.05, 0.025, 0.0125, 0.00625]\n", "for name, ys in simulations:\n", " fig, axes = plt.subplots(\n", " nrows=2,\n", " ncols=5,\n", " sharex=True,\n", " sharey='row',\n", " figsize=(14, 6),\n", " )\n", " for j, bw in enumerate(bws):\n", " kde = stats.gaussian_kde(\n", " # Reflect the kernel's mass by reflecting the data points.\n", " # For all practical purposes, the kernel reflects off each boundary\n", " # effectively once since the bandwidth is small relative to the \n", " # length of the support. Thus, we don't need to use additional\n", " # copies of the data for higher order reflections. \n", " np.concatenate([-ys, ys, 2-ys]),\n", " bw_method=bw,\n", " )\n", "\n", " axes[0, j].plot(\n", " grid, \n", " # Multiply by 3 to account for the data's triplication.\n", " 3 * kde.pdf(grid),\n", " )\n", " axes[1, j].plot(\n", " grid,\n", " # Multiply by 3 to account for the data's triplication.\n", " [3 * kde.integrate_box_1d(y_min, y) for y in grid],\n", " )\n", "\n", " # Format the plots.\n", " for j, bw in enumerate(bws):\n", " axes[1, j].set_xlabel('$y$')\n", " axes[0, j].set_title(f'bw = {bw:.2e}')\n", "\n", " for i, kind in enumerate(['PDF ($y$)', 'CDF ($y$)']):\n", " axes[i, -1].yaxis.set_label_position('right')\n", " axes[i, -1].set_ylabel(kind, labelpad=18, rotation=270)\n", "\n", " axes[0, 0].set_ylabel(r'$d\\mathbb{{P}}(Y = y)$')\n", " axes[1, 0].set_ylabel(r'$\\mathbb{{P}}(Y \\leq y)$')\n", "\n", " for i in range(2):\n", " for j in range(len(bws)):\n", " axes[i, j].spines['right'].set_color('lightgrey')\n", " axes[i, j].spines['top'].set_color('lightgrey')\n", "\n", " fig.suptitle(f'Bandwidth Selection for {name.upper()}')\n", "\n", " fig.tight_layout()\n", " \n", " plt.show()" ] }, { "cell_type": "markdown", "id": "db2eb0da", "metadata": {}, "source": [ "Based on the above plots, bandwidths of 5e-2 and 1.25e-2 seem reasonable for the LSTM and MLP simulations, respectively." ] }, { "cell_type": "code", "execution_count": 9, "id": "f0aee565", "metadata": {}, "outputs": [], "source": [ "# Set bandwidths for LSTM and MLP simulations.\n", "bw_lstm = 5e-2\n", "bw_mlp = 1.25e-2\n", "\n", "# Create functions to simulate random search iterations.\n", "def simulate_random_search(n_samples, model):\n", " if model == 'lstm':\n", " ys = ys_lstm_all\n", " bw = bw_lstm\n", " elif model == 'mlp':\n", " ys = ys_mlp_all\n", " bw = bw_mlp\n", " else:\n", " raise ValueError(\n", " f'model must be either \"lstm\" or \"mlp\", not {model}.'\n", " )\n", " \n", " # Construct the KDE using reflection for boundary correction.\n", " kde = stats.gaussian_kde(\n", " np.concatenate([-ys, ys, 2-ys]),\n", " bw_method=bw,\n", " )\n", " \n", " # Use rejection sampling to sample from the KDE renormalized\n", " # within the support's bounds.\n", " ys = kde.resample(50 + 10 * n_samples).squeeze()\n", " ys = ys[(y_min <= ys) & (ys <= y_max)][:n_samples]\n", " if len(ys) < n_samples:\n", " raise RuntimeError(\n", " f'Rejection sampling failed to produce enough samples.'\n", " )\n", " \n", " return ys" ] }, { "cell_type": "markdown", "id": "7e9854a1", "metadata": {}, "source": [ "### Computing Pointwise Coverage for Bootstrap Confidence Bands\n", "\n", "Now that we have realistic simulations of random search to serve as our ground truth, we can assess the bootstrap confidence bands' coverage. To do this, we'll simulate random search for the models, compute bootstrap confidence bands based on the estimators, and then check whether the true tuning curve is covered by the confidence bands at each point. Repeating this process many times, we can estimate the true coverage and construct Clopper-Pearson binomial confidence intervals for it.\n", "\n", "We use the experimental settings below for the bootstrap confidence bands' confidence level, number of bootstrap iterations, and so on." ] }, { "cell_type": "code", "execution_count": 10, "id": "852c4433", "metadata": {}, "outputs": [], "source": [ "# experimental settings\n", "\n", "bootstrap_confidence = 0.95\n", "\n", "n_bootstrap = 4_096\n", "\n", "n = 50\n", "ns = np.arange(1, n + 1)\n", "\n", "n_trials = 4_096\n", "coverage_confidence = 0.95" ] }, { "cell_type": "code", "execution_count": 11, "id": "2696bfdc", "metadata": {}, "outputs": [], "source": [ "# NOTE: This cell might take a number of minutes to run.\n", "\n", "# Estimate coverage for the bootstrap confidence bands in simulation.\n", "estimator_to_model_to_covered = {\n", " 'u-statistic': {'lstm': [], 'mlp': []},\n", " 'v-statistic': {'lstm': [], 'mlp': []},\n", "}\n", "for estimator, model_to_covered in estimator_to_model_to_covered.items():\n", " for model, covered in model_to_covered.items():\n", " # Compute the true tuning curve via sampling.\n", " tuning_curve = np.mean(\n", " np.maximum.accumulate(\n", " simulate_random_search(\n", " 16 * n_bootstrap * n, model\n", " ).reshape(16 * n_bootstrap, n),\n", " axis=1,\n", " ),\n", " axis=0,\n", " )\n", " for _ in range(n_trials):\n", " # Sample ys from the simulation.\n", " ys_simulation = simulate_random_search(n, model)\n", "\n", " # Form the bootstrap confidence bands by resampling.\n", " ys_resampled = np.random.choice(\n", " ys_simulation, size=(n_bootstrap, n), replace=True,\n", " )\n", " ys_resampled.sort(kind='quicksort', axis=-1)\n", "\n", " if estimator == 'u-statistic':\n", " lo, hi = np.quantile(\n", " np.sum(\n", " (\n", " (\n", " special.comb(ns, ns[..., None])\n", " - special.comb(ns - 1, ns[..., None])\n", " ) / special.comb(n, ns[..., None])\n", " )[None, ...]\n", " * ys_resampled[:, None, :],\n", " axis=2,\n", " ),\n", " q=[\n", " 0.5 - bootstrap_confidence/2, \n", " 0.5 + bootstrap_confidence/2,\n", " ],\n", " axis=0,\n", " )\n", " elif estimator == 'v-statistic':\n", " lo, hi = np.quantile(\n", " np.sum(\n", " (\n", " (ns / n)**ns[..., None]\n", " - ((ns - 1) / n)**ns[..., None]\n", " )[None, ...]\n", " * ys_resampled[:, None, :],\n", " axis=2,\n", " ),\n", " q=[\n", " 0.5 - bootstrap_confidence/2, \n", " 0.5 + bootstrap_confidence/2,\n", " ],\n", " axis=0,\n", " )\n", " else:\n", " raise ValueError(\n", " f'estimator must be \"u-statistic\" or \"v-statistic\",'\n", " f' not {estimator}.'\n", " )\n", "\n", " # Check if the true tuning curve is covered.\n", " covered.append(\n", " (lo <= tuning_curve) & (tuning_curve <= hi)\n", " )" ] }, { "cell_type": "markdown", "id": "6577b7e5", "metadata": {}, "source": [ "Having run the simulation, we can now plot the true coverage at each point of the tuning curve." ] }, { "cell_type": "code", "execution_count": 12, "id": "3fa2e804", "metadata": {}, "outputs": [ { "data": { "image/png": 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wxo0bZ1x99dXGzp07e13/4IMPGhMnTjRsNluvmivbtm0zli5daiQlJRlxcXHGggULjPfff7/Pmk+GYRh79uwxli1bZiQmJhqKogTUf+nrO++8847x7W9/25g8ebIRFxdnxMbGGtOmTTNuu+02o6amJuDeLS0txg9+8AMjMzPTsFgsAfVfjlSjqqmpybj99tuNKVOmGA6Hw0hISDBmz55t3HHHHYbb7T7mf1cTk1DgO9/5jgEYycnJATXfjsbGjRuNH/7wh8b06dONxMREIyoqypg4caLx4x//2CguLg641uPxGL/4xS+MnJwcw2q19nq31qxZY5x++ulGXFyckZiYaCxbtszYsmVLnzWffH97wYIFRlxcnAEE1Kbr6zv//ve/jSuuuMIYP368ER0dbSQkJBizZs0yHnjgAaOlpSXg3hUVFcYVV1xhpKamGqqqBqwxR6pRVVlZadx0003GuHHjDLvdbiQnJxunnHKK8fDDDx/zv6lJcFEMo6tuvomJiYmJiYmJyTFjxkSZmJiYmJiYmAyAkFOiCgoKuO6665g9ezZWq5Xp06cf0/cMw+D+++8nJyeHqKgoTj31VDZu3DjEozUxMTExMTH5qhJyStTOnTt5++23mTBhAtOmTTvm7z3wwAPceeed/OxnP+Ott94iMzOTpUuXcuDAgSEcrYmJiYmJiclXlZCLidJ13V+E7ZprruGzzz7rMwW1Jy6Xi4yMDG644QbuvfdeANxuN5MmTWLZsmU89thjQz5uExMTExMTk68WIWeJ8ilQ/WH9+vU0NzdzxRVX+M/Z7XYuueSSPmsDmZiYmJiYmJgMlpBTogZCfn4+ILU9ejJ16lRKSkp6NaA1MTExMTExMRksEVFss6GhAYfDEVARFqQatWEYNDQ0EBUV1ed3Ozs7AxpP6rpOZ2cnKSkpKIoypOM2MTEJPoZhoOs6Vqt1QJbtnpjrg4lJZBHM9QEiRIkaDPfdd19Ae42YmBg2btxITU3NCI7KxMRksEyaNAm73T6oe5jrg4lJZBKM9QEiRIlKSkqis7MTl8sVYI1qaGhAURSSkpIO+91f//rX3Hzzzf7fm5qamDp1KsXFxSQmJvp7IfVsJGuxWNA0DUVR/MeqqqKq6mGPPR4PFovFf2y1WlEUxX8MoGlawLHNZsMwDP+xrut4vV7/sa7rWCwW3G43qqoGnLdarXi9XgzD8B/3JUeoyAQSD+cbb085wkEmn4XC6XRiGEaveQoXmQzD8MtxqHzhIhNIqZRg7DLN9SE0ZILwXh8Mw8Dj8aAoCqqqout6WLxL5vpwdCJCifLFQu3Zs4dZs2b5z+fn5/vrRh0Oh8OBw+EIONfW1obNZsNisfi7eQNDfux7YA93bLFYsNlsAd8zDANFUXA4HP6HbLjGGyyZrFYrLpcLm83md5GEwtj7I5PvJbZYLCiK0mueQv3YJ4fvf2A+OY707IXqsa9BczDcbeb6MPIyRcL64LsmnOQw14djIyICy0877TTi4+N56aWX/Oc8Hg+vvPIKy5YtG8GRDT2aprFq1Sr/gxGOmDKEDpEgRziPPdhEynyGuwwQGXJEigzBJOTqRLW3t/vLEvztb39j//79PPzwwwAsWLCAtLQ0zjzzTIqLiykoKPB/7/777+euu+7igQceYMaMGTz22GOsWrWKbdu2MW7cuGP++83NzSQkJNDU1ER8fHxwhTMxMRlyvF4vu3fvZurUqQG70GBgrg8mJuFNsNeHkHPnVVdXc/nllwec8/2+Zs0aFi5ciNfr7aVN/vKXv8QwDB566CFqamqYPXs27777br8UqHDEMAxaWlqIi4sL22whU4bQIRLkCLF94YgSKfMZ7jJAZMgRKTIEk5Bz540dOxbDMPr8WbhwIQAffvghRUVFAd9TFIVf//rXlJaW4nK52LhxI6eeeurwCzDMaJrGxx9/HPbmVVOG0CAS5AjnsQebSJnPcJcBIkOOSJEhmIScO2+kMc31JibhjenOMzExORzBXh9CzhJl0j90Xae+vh5d10d6KAPGlCF0iAQ5wnnswSZS5jPcZYDIkCNSZAgmphIV5ni9XjZv3uyvqRGOmDKEDpEgRziPPdhEynyGuwwQGXJEigzBxHTnHYJprjcxCW9Md56JicnhMN15JgHouk51dXXYm1dNGUKDSJAjnMcebCJlPsNdBogMOSJFhmBiKlFhjq7r7NixI+wfalOG0CAS5AjnsQebSJnPcJcBIkOOSJEhmJjuvEMwzfUmJuGN6c4zMTE5HKY7zyQAXdcpKysL+52BKUNoEAlyhPPYg02kzGe4ywCRIUekyBBMTCUqzNF1nf3794f9Q23KEBpEghzhPPZgEynzGe4yQGTIESkyBBPTnXcIprnexCS8Md15JiYmh8N055kEoOs6xcXFYb8zMGUIDSJBjnAee7CJlPkMdxkgMuSIFBmCialEhTmR4qM2ZQgNIkGOcB57sImU+Qx3GSAy5IgUGYKJ6c47BNNcb2IS3pjuPBMTk8MR7PXBGoQxRSRtbW3ExcWhKAoAbrcbj8eD1WrF4XAEXAcQFRWFqophz+Px4Ha7sVgsOJ3OAV3b3t6OYRg4nU7/RGuaRmdnJ6qqEhUVBcgDsWvXLnJzc4mJiTnitQAdHR3ouo7D4cBqtfrv4XK5+nWtoihER0f7r3W5XHi9Xux2OzabrV/Xer1e9u/fz6hRo7BYLMTExPiv7ezsRNM0bDYbdrsdkJ1ER0cHwFGvNQyD9vZ2AKKjo3vNZ3+uPdLcG4ZBYWEh2dnZ6Lo+qOekr7kf7HPScz6PdK3X66WwsJBRo0ahKMoxzf1gn5PDzWd/ru0598OBuT6Y60N/597r9bJnzx5Gjx6Nw+Ew14dIWR8MkwCampoMwACM6upq//k//OEPBmB8//vfD7g+OjraAIzCwkL/uT/96U8GYFx55ZUB16amphqAsWPHDv+5J554wgCM5cuXB1ybm5trAMamTZv855577jkDMJYsWeI/5/F4jLy8PAMw1qxZ4z//6quvGoBx2mmnBdz3pJNOMgDjrbfe8p9btWqVARizZs0KuHbBggUGYLz44ov+c5988okBGBMmTAi4dtmyZQZgPP300/5zW7duNQAjKysr4NrLLrvMAIy//vWvfhlefvllAzASEhICrr366qsNwHjwwQf95w4ePGgAhtVqDbj2+uuvNwDjzjvv9J9raGjwz6fb7fafv+WWWwzAuOWWW/zn3G63/9qGhgb/+TvvvNMAjOuvvz7g71mtVgMwDh48aHg8HmPTpk3G/fffbwDG1VdfHXBtQkKCARh79+71n/vrX/9qAMZll10WcG1WVpYBGFu3bvWfe/rppw3AWLZsWcC1EyZMMADjk08+8Z978cUXDcBYsGBBwLWzZs0yAGPVqlX+c2+99ZYBGCeddJJhGIZfjlNPPdUAjFdffdV/7Zo1awzAmDZtWsB9lyxZYgDGc8895z+3adMmAzByc3MDrl2+fLkBGE888YT/3I4dOwzASE1NDbj2yiuvNADjT3/6k/9cYWGhARjR0dEB137/+983AOMPf/iD4XK5jC+//NLQNM0INub60I25PgjHsj745LjxxhvN9cGIrPXBjIk6Ai73SI/g6Fit1oDdRDhitVqZOXPmSA9jUFitVubMmePfRYYrPjl8u+xwxLfbHWq0MOjBaq4PoYPVamXMmDEjPYxBYa4PvTFjog7BF/Pw4qoyRmdnMipZIS0B7JbQNddv376d8ePHh7W53mfmDldzvWEY7Nu3j9zc3LB35+3bt4/Ro0eHtbl+7969QxoT9eJ75UwaN4rcDIXEmNB255nrw+GvHa71wefO27lzJ2PHjg1rd565PgRixkQdBou3HouSQmGlg/I6yEiyMybNjuMQl2rPifJhs9n69L3259qeD5YPq9V6WC265wJ5pGv72pUeujAN5NqeL+5Aru3s7OwlA9BrsQFQVbXP+/Z1raIofV5rt9v9i+NAroXA+fR6vXR0dGC32/t8MQc798F4Tvqaz76u7ejoICoqqpccQ/WcHG4++3Ntz7l3u4fehGx3xNDYqtDSDtmpkJ1qJybmyM+ID3N96P+14b4++PB6vX3KYa4PQjiuD6Yl6hB8O81v39dEXrrBnMkG6amJtHRAUizkpENyHISxNdPEJKIZjuy8a+5v5IxZCUwfC20uWRPyRkFC7/XbxMQkhDCLbQ4TFkWnrDmB1zYn8tp6A69Xo7W5kV0HXBRW6Li1kR6h4PV62bFjB15vGARoHAZThtAhEuQYjrHrhsLGfHhjI6gKNLXBzmIorwM9hLalkTKf4S4DRIYckSJDMDGVqMNw++hTOWXUFqyql+omhZc+tlBQVImjbSNF+7ax68svaawtG+lhmpiYjABnjd+G06ZT3Qj//ghKakSZ2nMQ9pWFR1KKiYnJ4DHdeYfgL6b3PMRHQ4nzal6sfZA9NekAZCc0sXTiDjSPhsUWTd7EqYxKi0HFA2pvv7iJicnwMhzuvPWrnsOSNp8P8sdwoFI+m5QNC2ZCa5frf1ym6d4zMQk1THfeMFHu/DoAOa5/cmPCCVw+5u/YLBplTQk8v+0U6rXRWG129uwroWDHp3SWroCW3aB7hnWcXq+XrVu3hr151ZQhNIgEOYZj7OMafoW3rYjzp2xj4bRmVAX2lsErn4DVCs3tUFA+8hapSJnPcJcBIkOOSJEhmJhK1GGIm3AZpZl/w6WOwuEtY6n1Oq6Z9T4ZcW10albe3jmeHfubibc1cbAxlt2V8TQf3ADVq6BjeN184V4HBkwZQolIkWMoifIeZEbzT6ivb2JawmdcdkotMU6oa4H/fAiNrRInVVIDI23rj4T5jAQZIDLkiAQZgonpzjsEvztv20PEJ2fSosXRXrEBT0sxpQm3EOPQ2VCYxWclmQBMcq7lkgkrqHBchMXqYGzMPtJjW7FkngNRWSMsjYnJV49h6Z33n2jiHe00xyxhi3oXUTY3akweK3bmUlYnqbsLZsCYNJiaA+mJQR2GiYnJADHdecNF8ulgeIijgvRx87CO/xEoVurbnZw6toyvj38Wh9LKXtd8/pF/HdmVP2dM2+PsbRpHfuMkWmqLoLMaXFXgdQ3ZMDVNY/PmzWhaiKQLDgBThtAhEuQYlrGPvxkUK/Ft7zPH/ji6EoWr8QAXH1/MrHFyybpd0NEJxVXQ3jn0Q+qLSJnPcJcBIkOOSJEhmJhK1OFImAbpS8E5CkVrYFR8O8ell5Fob6K2NYqkrOlccdIBkh111Gljeaj8PcqqmpnbtBx3016+LIuj9MButIOvQsXr0LgN3PVBH6aiKCQlJYV1GX5ThtAhEuQYlrFbE2DcTQDE1j3H9KTPiY6Jpb6pk3lTXWSnGGhe+HQPtHSIIqXrQz+sQ4mU+Qx3GSAy5IgUGYJ6P9OdF4jfXN/URHx8PGjtYHGArkHTNtxNBRTXRVPWlITTacVmj2bl7nEU1ycCcHrsUyyYUExN9CW0dtpJiWljXHwhcWo1WKIhZhykzDerdZqYDBHD4s7Lf454eyvUrwN3DYz7Ke0eG/trEqhpcaLi4T/bZqHpCgtnQlYKTBkDmclBHY6JiUk/Md15w401GhSLKFJJc7CPvpDx005h8vgMvLqFdpeHC2fsZ05OBWCwrvW7/GX3bdS2RZEa20Frq4vddZOoV6aDLV6CzlvzwesGrW3Qw9M0jfXr14e9edWUITSIBDmGZexJp4A1FlIXw7ifgKIQbdeYklbOmIQadK2Vk7L3AbB+l1iliquk/MFwEinzGe4yQGTIESkyBBOzd15/UFSwxaHa4sgcm4U9oY39lXbq21o5NXcHYxPKWbXvOJpcTl79YhIzMiu4JnohqgKV7d/EnX06GQlelI5SaNouylniCRA9Vu49AFRVJTs729+0MhwxZQgdIkGOYRm7Mx1iToP2IjC6ypoYXmz7/8AErQVn+kMYajSF9fVUtSXz6W4Ppx9no7haLFKWYfrnjZT5DHcZIDLkiBQZgonpzjuEXu68o9DSAfvLob66nBR1D4bWwSdlJ/BF+SgAUq2F/DjjfLLtu3ArSXQkXUjc2LNR7UngqgDdDXFTIH4G2E1bv4nJYBkWd55vfTAMaNwi77K7Cr78GXhbMRyZ7Ev+M/lNs1ixazxew8KS2QbpiTAxW2F0WlCHZWJicox8Jdx5+fn5nHXWWcTExDBq1Ch+8YtfHFPn5aamJq699lpSU1OJjo5m4cKFbNu2bUjHGhclO8tR2VnUWebgtWeyKGcTl07fSpyzk1otjwcqN5HvPg+70UBC/T9h63fwlr8GzkxwZkDzDqh8UzL5AIxjj0DVNI21a9eGvXnVlCE0iAQ5hnXsigKOdOgolWDzGX8CRwZKZwUTK69imuU5Thgj7/XHO3Ro/pKS0jJaWocnXS9S5jPcZYDIkCNSZAgmIadENTQ0sHjxYtxuN6+88gr33nsvTzzxBDfffPNRv/uNb3yD1157jQcffJCXXnoJq9XK4sWLKS0tHdIxO+3S8iE3O5Y2xwwarbMZneziypN2Myq+lQ5vDH+ueJ3Vthdptc9ENTqxlPwdb/PermDzCWCNg+YvoOEzqFoJDZugo1wC2o+AqqqMHz8+7M2rpgyhQSTIMexjj8qG5FPAXQeWGJjxKCScgGJ0MqHl91zg+A7psc10ahY2FWfQ2bCPovzNaM17h7zDQaTMZ7jLAJEhR6TIEExCzp133333cc8991BSUkJysri3nnjiCa6//npKSkrIyuq7gOXGjRs59dRTeeONN7jgggsAaG9vJy8vj69//ev8+c9/Pqa/3193Xk8MA2qboagSWjt0kqJc0LKbt3bkUNyYhqoYLJ1SyBznUxiuCjyjryUvpRmLesgUdNaCpxFUK9iSISYP4qZLcLuJickRGVZ3ng/DgOad0LBR3lN7GlS8glHyNIqhsVP/Jo+WPItuKJwztYAkWw0Tk4oZk5UM6WeZ2bomJsNExLvzVq5cyZIlS/wKFMAVV1yBruusWrXqsN/bunUriqJw1lln+c9FR0czb9483nzzzSEdsw9FgbQEOG4sjEpWaXBF47LlcuGMAqakHkQ3FN7ZPY6PWn5IXeqPKamPp7AuHr2jEnbdBrUfSYyUIxViJ4AzC3QXNGyG1j3QWQPtBwOy+jRNY/Xq1WFvXjVlCA0iQY4RGbuiQMJ0SF0A1nhAgazLUKY/guYchyv5Io4fLW69tftzsTnjKHVNobldF1egrg1Jf5hImc9wlwEiQ45IkSGYhJwSlZ+fz5QpUwLOJSYmkpmZSX5+/mG/53K5UFUVqzUw4dDhcFBUVERHx/DlFkc7YPJo+dFtqTTaTmbpSVZmZ0u797UFY9hVkUpitIvS+jg69j4BTVtg372w5VtQ9HdoLwHVLvEWMeOgs1ICWCtfl/ippu2gtaGqKtOnTw9786opQ2gQCXKM6NhjJ8KoCyF+OmgdEJ2HZdbfiE3OYXxaA0nRHbS7bewsaEDXXBQ1pqM17YHy/0LDp+ANbqxUpMxnuMsAkSFHpMgQ1PsF9W5BoKGhgcTExF7nk5KSqK8/fMXviRMn4vV6+fzzz/3ndF1n8+bNGIZBY2Njn9/r7Oykubk54Ae6Oz17vd4+jzVNCzjWu8oR+45VFdITNKaO1nE6LNS5Uph3QiqnTBRl7qOCMRRUxxHrcLHVdhf1Sddg2FJAa4KKV+CLH8CXP8WoeA1PV1C9joLHOQ4MDb12LVrZm6gtO0lNSfH/fV3X/Zq21+sNOB6sTIceezyegGOfZ9h3bBhGr2Mg4FjXdbxeL+np6f77HypHOMjkq+Srqiq6rgfIF04y9ZTj0HkKF5mCWZF4QOuDoqBZ0/Gq0dB+AK+nneyEFuKdHuaP+RIFnS3180govw9nzYuUNzrwGFb0hi1QuwZPW82A36VD50hVVVJTU831IQRk6ilHuLxL5vpwdEJOiRooS5cuZfz48Vx33XXs2LGD6upqbrnlFg4cOAAcvtT7fffdR0JCgv9nzJgxAOzYsQOA3bt3s3v3bgC2b9/Ovn1SQG/r1q0UFhYCsGnTJn/w+vr166moqABg7dq1eFy1TBkNLWWrqa5r5pRpUYxLkDG9v2c8Wwo0bM54tnEzb3qewD3+brwJp6KjQutujLKXWbVVHs7GVp3V2zrBkU6tNo61+XY8jV/yzjsrWffJx9C6j9KivWzatAmAwsJCtm7dCsC+ffvYvn17UGSqra0FYPXq1X7ldNWqVbS0tACwYsUKXC4XmqaxYsUKNE3D5XKxYsUKAFpaWvyu2cbGRlavXs27775LZWUla9euBaCiooL169cDUFpaGvIyNTQ0sGLFCjwej18mgNra2rCSqaWlxS9HX/MUDjK1trYSLAa8PmzbRmHLGEg4gU17Nepqq8lJbMbw1jMrRTZ6/6p5hNy2vxBfeCtrt3fQqOdA235WrV5HS+UXfnn6+y5B9xx5PB7eeecd1q1bB4TOHH3V1gefTO+++y61tbVh8y6Z68PRCbnA8vT0dL73ve9x3333BZzPzs7mqquu4v777z/sd7ds2cI3vvEN/z/8jBkzWLp0KY8++ihtbW3YbLZe3+ns7KSzs9uE3tzczJgxY6ivrycpKcmv/VosloBjTdNQFMV/rKoqqqoe9rihxcP+CgstHSpJMR4+/NLKzmIFVdG5cNJGMpINmjoTGJPcSl5KM3TWYmtai4ENLe18bFYF3euBnT9DTT4NfdRydCUaVYX6Fi/xDjd2Txm6JQ7dnok1cQpeWyYGYLVaDyvHYGTyeDxYLBb/sdVqRVEU/zHI7qDnsc1mwzAM/7Fvd9La2uoP1LVarei6jq7rvY69Xi+GYYScTF6vl7q6OlJTUwHZRfnk60uOUJVJ13W/HIqiBMxTuMhkGAZ79+4NSuDooNcHVUVr3ova+BmGt5MdjTOoao7hnd3jael0sDj+r3wj5UbclkyUKbdjixuHp6MGqz0GJeUMPMRitVpAtR3Tu3ToHKmqSn19PfHx8djt9pCZo6/a+mAYBm63m7a2NuLj4zEMIyzeJXN9ODohp0TNnz+flJQUXn31Vf+5pqYmkpKSeOqpp7jmmmuO+H3DMCgoKMAwDCZOnMiPf/xjPv/8czZs2HBMf38w2XlHo80Few9CQxukxMG7W2BfGVhVnUumbSY11k2DJ5XsxBbGpTZhsxwyNbUfwr4u5dKaAKO/DhnnS+wUSGCq1iKNjhUg8UT5MTH5CjEi2XlHo7MWdDdNDTV8WWhQ3RrLyt0TAINbxlzIZOtbeNV4LCf9U8qe+NBaQbVB/EyIGjPgzgYmJiZCxGfnnXvuubz//vsBMUwvvfQSqqqydOnSo35fURQmTpzIpEmTqK2t5T//+Q8/+MEPhnDEx06MU4LNk2OhvgXOPhFyM0DTVV7LP5k628kkp2ZwsD6KglIPbtchwfAp82HiryRrT2uCor9jfP4ddm38D572WskQssVDzFhJse4og/Zi8LSB1zUiMh8LHo+Ht99+2+9TD0ciQQaIDDlCcuyOVIjKIiFrFtnJnSRaypiSVgEoPFP/AnX2eRyI/QUtnoTA76l2KcJb9Y5k73bW9uvPRsp8hrsMEBlyRIoMwSTkLFENDQ0cd9xxTJo0idtuu42ysjJuvvlmvvnNb/LXv/7Vf92ZZ55JcXExBQUF/nP33HMPEyZMICMjgz179nDvvfcyZcoUVq5cecwR+UNpifLR5oL8UmlGGh8Nr2+AsjqwW+Gi0yA9qpq62hrS7aWMSywlOsohLWF8Fiddg5r34OBz4JZF1UBFOfFffbeOcVVI2nXcFHCOBlvckMg1UAzDoKWlhbi4uKAH/Q0XkSADRIYcmqaRn58fWpaoHrg7O/hydyUNDTW8vnMWLs3B6eMOkpvcTHpcO1MyGrA0fQqGF5LmyubI2wGuMrDEQuZFslk6BiJhPiNBBogMOSJBhmCvDyHXgDgpKYkPPviAG2+8kYsuuoi4uDi+//3vc8899wRc1zO630dDQwO33HIL1dXVZGZmctVVV/Hb3/425NIxY5wwMatLkXLB8tPgjQ1wsBZeXQ/LT01nVFYa1Q25uDpqyFPzSYmJl5pR3k4pwplxLqSdCdXvQs0H8kD3VKDqN0DcVLAlSpkEVyXUrAZbAkTnQcIs6UIfAiiKMmQK63ARCTJAZMgR6ou73RFFTl4erUY6p42vYvWeHDYWZTEupZGqlmiSnM1kHfgLuKshfjaMvRZixktnA60NmrdDzCQw3ODMPmKhzkiZz3CXASJDjkiRIaj3CzVL1EgzHJYoH/UtokiB1JZ6cyOU1IDVAstPhdGp0NAKiuElJ10lO1XHUv2muOmco8Aah0czWLHZxbITFWx2p9ysowy++CGoDsj9LqSfK7EUhiFuQHc9JJ0s9ad0TXa1PivXCODxeFixYgXLli3rM/g/HIgEGSAy5HC5XBQUFISsJQpANyQ+sqxGY91OKK2zkpPUxJLJxVjoYDaPYq9+CQwPoED62ZDzHdkUAXjbxc0XPx0STwBLVJ9/JxLmMxJkgMiQIxJkCPb6YCpRhzCcShRAdSPsOSiuPKcd3vwUiqvAosKFcyVmqs0lP6OSIC+5HmfnbqlgrrsxHJm4vE6c9h4adtsBKHgI2vfL77GTIe9GKQTYE8OA9kKJn4o/DqLHgsU55DIfimEYuFwunE5nyFsRDkckyACRIUeou/N8tLtgeyE0t8Er68Grw9kTviA10UpitJupibtwlP8D6j6SL1hiAzdFWpu4+KJyIOkUaWZ+CJEwn5EgA0SGHJEgQ7DXh9Dyc30FSU+E8ZngcoNbgwtOgbxRsqC+vgG+OCBWqqRYqKiHnRXJtEafDhnLRCly12P19d7z6cMx42DmX2DsjyTTp3UPfPkT2Hc/tOzsvk5RZAH2tkDNB1IJvXkXGPqw/zscWmk+HIkEGSBy5Ah1op0wJg2sVpgzWc6tLZ5KjHGQ+lYr+5qn4B73WzjuYYgeB95WOPAotOySi60x4uZzlUPNu9IAuQ8iYT4jQQaIDDkiQYZgYipRIUBmMowbJdYmtwbnnwKTRovJf80XUgoBROFq6RDLVasxClIXoaVfxIrPOtGcedC2X7LxtBZQLBKAOvt/IWUhoEPtGth9h/Tn86FaJdsvZpwErzZ9Dp4G+WyYlKmexdzClUiQASJDjnAae0YSpMTL+58SBx0eO+vKTiDVWkR1g4f9tQl4YqbDzL/KpijtbHHh+VAs8u6qTmgrkne7x/sdKfMZ7jJAZMgRKTIEE9OddwjD7c7zYRhQWgMHKiAmCqLssLUAPu4yHKXGi3KVEAM1TZLVN3k0xDilMJ1V1VE6SsU95yoDrR2iRne751r3iqXJniyxFb4/WvmGNE31xVr4sUrgavxMcGYOaZd5X3E9X0G0cCQSZIDIkCNc3Hk+6ltgZ7G49V7rKmd34Qm15CTUUddqYXR8HePTmrGohyzV7npx2+fdAFHZcs6nRCWeBNE5ETGfkSADRIYckSCD6c6LUBQFRqdBXqZYpFxuOGEiXHK6uPNqm+H5D6GoCtISoLldLFJtri7NWrVD7ARIWwKjLoC4yaD3qDMVOwkm/LxbgQKxOhU9Bp9fDcVPgqex+zNvG7QXQdVKqF8PnqYhlT+cdzY+IkEGiBw5woWkWLFGRzlg1jg5t+KLVGqNySRljONgUwLFZU3o2iG13or+nzQu//LHUPexnFOs4KmH6vekYbnujoj5jAQZIDLkiAQZgompRIUQqiIxEmMzoMUFHZ3y+zcWSVC52yMZfIWV3YpUfonGqlWruh9sRQF7CqQugsxLIGG2FNrUWvr4g3aImSilE8pf7KFMNYPFIW4CeyI0bYXKt6GzZkjk1rRDZAhDIkEGiAw5wm3siiKZuLFOmD0OctNB88Lr66G9UyUhJZPijuMoruxE76jqjmkcex3ETZdMvb1/gML/J7WlonIk47Z+A1rlBxExn+EuA0SGHJEiQzAx3XmHMFLuvJ7oBpRUi7IU45Qfrw6rtoj1yaLChadCTlq3a29SNsRFH+aGDVugaZuY+R2pUnjTZ4o1DGj8FEqfgzbpOYg1DsZcI7WoFItc464TpSp+uvweYgU7TUx8hGTbl2Ogoh52l8h7/Np6ydxNjIErFoCKl6bGWnLs28mL3YslblzXu+mFkmdkEwQQOwUm/lpKoOgeKbSbdibE5AV1rCYm4UrEt30xEYtUTjpMyIRODzS2yrmzT4QJWaJQvblRqpynxhs0NjWzq8Sgvg9jEyB1ZDLOFQXI2yHKkrerqaqiSFXkGX+BKXdD1FixWlW82h1YriiifGnN0nqi/GWo3xgYoD4IDMOgubmZcNbnI0EGiAw5wnXs6YliYW53SZ24+GhobJNCvBaLhcTkDEq8Z7DfWIbmyOn6lgq534PJd0sJhNZ82H49tOSDasOIGkNzzR6Muo1Qv0ne/zAjEp5JiAw5IkWGYGIqUSGKqsCYdJgyRopv1jbL+XPniLtP80oJhMp6L20VH9PZqZFfKrvXXigKRGVB6jzIvBBSF0PiHAkmd9dLwU2fMjXrMRh7PeRdL41PQXa77q6MPdUmlqrGz6B2rQSwDxJN0/j444/D3kQc7jJAZMgRrmO3qPLOW1R5/y86DZw2qGyAlZvBZoGkhCgOtuVR0HIcHlu2ZOTqbkjuendjp4ItCaJzAVknPt7RidZRCY2bJFbKVTXCkvaPSHgmITLkiBQZgonpzjuEUHDnHUpLB+wvlyye5DjRd15bL21iHDa49AzZxTa1iZUqLwOyU48hoU73QOVbUmfGGivtYZQ+zJsVr0Lps7Lj9RX6090SeB6dBynzjrmXl4nJUBOu7jwfRVWwv0JKHtQ0wX8/kfd6YjaccxLouqwFmfGtTHBuxObKlwxaa5xsiDz18i5Dlyu+Rn43vFICxRoNCSdJ8klf77uJSQRjuvO+gsRFwdQcyEqRxdOrS0xUZrK4+/77iU55nU5CjChVBeWyEOtHK/Ok2qRoZ9qZYImRXW3nIbtUw5A+fN42KfS38xZRnlS7FAB0VYDWOij5dF2nvr4e/agDDl0iQQaIDDnCeewgySTZKVDfLHWkzjtZLFP7ymDFJlBVqS1V3hxLoXcBeuIc6KyVd1e1ditQgF7xCsa2H6DXrOmuKYUF6taCu3HEZOwPkfBMQmTIESkyBBNTiQoTHDbZieakS4yUgpj7M5J0Oj0qr6xTKKqSIPS4aAlKP1ApCtcRsTggbgqMOl/cfNF5UrjPh6LAtPskE0h1SsXz7TdAyT8BA6Jz5FxbEXSUD0g2r9fL5s2b8Xq9A/p+KBAJMkBkyBHOYwdx543LhLREcePnjYIL5sr5/RXw9qdyXXIslNXbKNNOhrRFEhPV07FgGNDwGYruQi24Hw78tSu5JE3cfc1fQMdBsU6FsEMiEp5JiAw5IkWGYGK68w4hFN15PdG8Ymkqr5PdqG7IolpcLbvVpSdKHJUvIH10mlRDtvbHaml4Jd6pdY8U7PQ1J+6shsK/QkPXKp5wIky+XZqfdlaDoUHiyaKUKaZ+bjIyhLs7z0d7p2TrtXZAaoL01Hxjo2yMxmZI8d1Oj5Q+mZoDKXG61HNr6Er6sETJu1z6f1D2b7lpzCSY9BvJ3gO53l0vvTMTThBXn4lJBGO6877iWC3Sa29UMtQ1g6ronHlcNZNGG+gGvPMZbN0vlqukWDhYI0qXpz+xdIoF4qbJbrW9GFyVslN1pEsW0MTbQHVA8zZoK5DvONJBsYuboH5jd/bfMaDrOtXV1WFvIg53GSAy5Ajnsfck2gETs+RdbmyVZuTLT5U1oKhLoXJ05X7sr4C2ThXsSWBPFQuTuw4dler4b6NP/p3ETLXtFUtyfVdpdFuCvLtN26B2dXcCSQgRCc8kRIYckSJDMDGVqDDEZhVFKi0Baht1Gip2cPbxXmaPl88/2g4bdsl1yXFitSool758x4wzA9LOkngp1S7Kki+LL3UBTHsQJvwS4md0f8eR2rUgfy7K1DH23tN1nR07doT9ixnuMkBkyBHOYz+U+BgYnyV7mJYOcedfdJpk6pVUw9ovITFWOhfsr+h6xxNPgJT54HWht5ayo8iDnnAyzHxM6kh5W2HvPd3Fc32NjDtKpBF5iJVBiIRnEiJDjkiRIZiY7rxDCHV3Xk9cbsgvhYYWSE2UOKnNe2F9V5P3EyfCGceJ+b+uCTKSpc6Ub/d6zHiaJJgcBTq7rFKHpv51HBTXQXSuuBK8nZA6X6qnm649k2EkUtx5Pamol8Byhw1ioyTm8fUuY9LZJ0rD8tomqXw+IUuCz+koE6uwu7a72KbugZKnpIdm1uWBf8TQpRZc0lyJdTQxiUBMd56JH6cdJmTq2L1lVDfqGAacPBkWzpTPt+yTnapFhZQEqGqQiucdx+5pE2wJkDALEmZCVK4U6+yZkeeug923wc6fQ/OXYrmyxUm7mJr3ZCH3HK4SqOwMysrKwn53E+4yQGTIEc5jPxyjkkQ5cnkkRipvFJwyRT77YJtk7SbFSdmTkhqJlSQqGz11CWWchq7GyeZHtcHYHwYqUG0FUPE6oEjtuNZ8qFkDTTuO2Zo8lETCMwmRIUekyBBMTCUqzHHadTwt+0mO1alpEqvT7PGweLZ8vnU/fLhdFKnUBMn28TUuHhBR2ZBwvLgC3HVyTrFJgT+tBXb9SpoW+/C0SGHOqrelirLu6XVLXdfZv39/2L+Y4S4DRIYc4Tz2w6EoUtJkYg9Fau4UiZPSvPDWp1LSJCFG4qXKakRn0i0x7C9tQI8/QTY+rorATDxvJ+y7XxqR7/299NkEsTjXfQzVq6C1oPv8CBAJzyREhhyRIkMwMd15hxBO7ryeuNxi7q9pkqw9qwV2FMH7W+XzGWNFsTIQs/9R++0dCcOAlt1Qvx4sTomD8rpg/x8lFgpg1EUw9tqu/l66ZO9pLVJCIX1Jd8afiUmQiUR3ng/D6I5xjHLI5uj5NdKMfFxXKYT2TlkPJmaL4uX/YvsBsQprLeJ29/XFrHwDiv8Bhkcqnk+5W6zP3g55b3W3uOUzzjN7ZpqEPaY7zyQAXdcpLi7GbtWZNFqy9mqbJRtv+lhYeoJc92URvPe5HKclyE42v1SyfvqNokD8NIl5UqwSC2VxStbemG/LNZWvwe7bZferqJJSHZ0LngZo3QvuZsn8091+GcJ9dxPuMkBkyBHOYz8aiiJFd8dnQodb3HbnnyLK1IFKiYmMcXYX3a2s75pPw5Dg8fSl4MwS65LW1mXiWg7T7u/qvbcbdtwsGbmWKHlnY8bJH2/8TN7dpi/B0zxsMkfCMwmRIUekyBBMTCUqzOnpo3bYxNyf3VXZ3KPBtFxpFaEosKsE3tksC29KvCzCu7v67Q3IHhk7CbIuk4wfwyt/ZPQ3YdJvpQRC0xYo/t/u61W7FPpzlUPdGqh8GyreQG/aSdnBkrB/McM9VgAiQ45wHvuxoCjS1mlsBrS0Swbu4lny2fpdYpGOjRLFqqBMp6i4x3w60iD9LMngU3tkmMRPh+l/Ans6uA7Cjp91ly9RLBKIbnigdR/UfQRVK7rc80PfQy0SnkmIDDkiRYZgYrrzDmGkzfXBQPNKunNZrSywNqssrCu7FKhxo2DZyeLya2oDj1cW5DGpXVk9/cXQofJ1aT0RlSOrfNt+KH5CFCrrYVwAuiaZQ1ozODIg6RQzK8hk0ESyO68nmhf2lknCSFqCxD5+cUCUp4tOk/YxDa3y+6Rs2Tj5MXRAgY5ScfFZY6VljLsOdv8G2gsh8SSYek/vP2wY0mJGaxUrVcLxUhLFxCQMMN15JgF4vV4KCgoCStn7CnJm9bBITczubh1xoFIK9Xk0CUSNdkiD4339rSXlQ1Eh8RSwJojyZHjFdTDtgW4FyjBg732yg/Vl/KhWcI7CGzWegnINb8u+YdnZDgV9zUM4EglyhPPY+4PVIs3G46NEWVowUzL4vDq8uVHiIxOjvbTWFbC7xEtVzzqaiiqbHWeWKFDt+0UpsqfAcX+E9GVSB85He1GPRBKlyz2fI+dbdg9p25hIeCYhMuSIFBmCialEhTmGYdDQ0MChBkWrRRbUnopU3qjAQn2vrZe2EdEOSY8uq5U4qQFl7kVlQfqZ0iambX/viuWNm6DuQzjwZ/jyJglK71KmDFQaXLEYugb166Sacoj38zqUw81DuBEJcoTz2PtLlAPyMqVGXEenuO6zU2Qz9Np6aGo3ULQGVMVgb5m84wH/PKoV0hZLC6fOSvA0SvHN8TeBrYfpqvD/wedXwd4/iEsPxD0fMw4MNzRsgpY9UlMuyETCMwmRIUekyBBMTHfeIYSSuT4YeDRx7ZXXdbv2yutkgXVr4ga48FSIi+oqytksSlVuBqQnSj++fqG1Se8urysw5sLwShZQ6f+Bt13OOUdD1qWQ1iNbzzDAVSr/jZ8B8TPNfl4m/eKr4s7rSWk1FFRIqyevDi99LO9yUixcMV+UrTaXZO6NzZDK5wHvtqFL65eGTWKNsiV0f+bthN2/lkbjAKiQeZEkkViiur/fdkBirpJOloB0E5MQxHTnmQTg9XrJz88/rInS1yImKwXquixSWSlw6RmiLNU0wb8/lLgKiypKlVcXi9TegRTmtMZA6iJIP1t6ePmKcioWyLwYZj8JWV8DS4wEsB74M8aWq9hfWIJX76qEHpUjdacaP4Pqd8QqFeIcbR7ChUiQI5zHPlCyUqUgZ32LZOZdfJpsjBpa4eWPOuhweYlxQqxTqp0fqJC6Un4UVWKb0s6SRJGeWBww/WGY+f8gZQGgQ8UrsO3a7mbkiipWKa0Zqt+Hxi191oQbCJHwTEJkyBEpMgQTU4mKADo6jtzryqdI9czay0iCry2AlDjZob70saREK4rESSXEiMVqR5Fk7+n9sVcqale802gx77cdkFozIFk+ud+FE5+D3B+CPQ2scTR706WIlX/Q8RJX5WmA5h1hESt1tHkIFyJFjq8SFlXc9YmxYoGKccLFp4PTZlDXFsV/16m0ucQilRADpTXi2gtAUSB2PCTMAGe2lDnoScw4mHQbTPmDJIK4qyH/ju5mxooKUWOkllT9BuleECQi5ZmMBDkiQYZgYrrzDiFUzfXBoGfWXlIc2K0SE7ViMxRXyTVnHCc99xRFPGpNbfK9MWkwdtQA3HuuSmn/0lYoipE9LbDvnq7JYuzM6vrdI5WSUxcFXqc6wBovgerRY0VJMzHpg6+iO89HSzvsLoFOTdz3tU3wyjpx4yXGwCVnSKHdNhe4PTA155CsPR8dZVD7oWyC7MnSDqZnD0yvC0qfhZYvpTSCcsi/s+4WF33ccV3vbWzvfpsmJiNAyLnzKisreeyxx/jJT37C97//ff/5mpoaNm3aZGqtQ4zX62XHjh3HZKL0Ze1lp0rTYrcmpv/lc2FWVz29T3aKUuVyy5qXGCs1Z4qrJRi93yq3c5S4CFIXAoqY+3uiWvHaM9lR5BZ33sHnoOABSbP2ZQMB6J3QvB1qVkmGX9uBkLJO9WceQplIkCOcxz5Y4qJhQrZYpprbITnOy5LJe4mLMmhsgxfXijU6ximG3wMVh0kkicqGjHMg6USJZ2zbH1hg0+KEsT+A4x7uVqB0D1S/K/FRvhjH5u1Q9h9JJNHaByRTJDyTEBlyRIoMwWRQStRjjz1GXl4eP/7xj/nrX//K008/7f+surqaU089leeee27QgzQJHj5FarRPkfJIbahFs6RxsapITalnP+i2TjntEl9RVAkHawagSKlWqXA+6gIYdaG4+TprApsY+7CngGKXQp3broWa1d1/0Jkp8VLualmsq9+R1hQmJiZ+kuNgXKZsktpdEOd0c/k8neQ46VTw0lpx0SfFyu8HKsTF3wt7itRuy1wuGXzJp0uLJ61NFCsItAiXPAn7H4b8O7sVLsUi92n8XJqRd5QNtfgmJsPKgN15b775JsuXL+ekk07ijjvuYOXKlTz++OMBWt7xxx9PVlYWb7/9dtAGPNSEurk+WGheqRd1sEZiJJxdG8eqBnjnMwlIBbFQnXGcxFW1uaTK+YSuqugDxtDFZde2X9wCjlRxF/hoLxFrlK9icvLpMO4ngdfobnDXQ8JM6felKGY/PhPgq+3O82EY8m4XVEodKaddkkReXS8KlNMGVy4Wi1Rtk2Trjcs8Bne9oUPlm/KOOjMDyyBUvQOFf5OSB/Z0mPQbiOsKUje80HFQlKrk0yFu8lCJbmJyRELGnfc///M/5OTksGbNGs4//3zS09N7XTNjxgx27drV73vn5+dz1llnERMTw6hRo/jFL36B2+0+6vfq6uq47rrryMnJISYmhunTp/P444/3+++HE16vl61bt/bbROmzSOWNkjiK1i6DTkYSXLmo2733xQFpcOpzAThtsnOtrB/EoBUVUuaLZSphFl6Pi635td0yROfA9D/D6Ktk0a1fJ1appm3d91Dt4irsrBaLVNU74KoaxKAGx0DnIdSIBDnCeezBQlEgOw3GpHipKtmKy+0lyiFZuRmJ4PLA25tE2UqMFYUroBjnYW+sins+aY7ES7UXdVulMs6BGY9IfKO7GnbeDOUvieKlWKTsgTVWsnI9zcecvRcJzyREhhyRIkMwGbAStW3bNs477zxiYmIOe012djZVVf37H1tDQwOLFy/G7XbzyiuvcO+99/LEE09w8803H/W7l19+OW+88Qa/+93vePPNNznnnHP40Y9+xD/+8Y9+jSHciIqKGtD3LKrUjJmYLab/pjY5b7OKe++i00RxamiV4NTmdomPslokk69mMHX1FEVqyqScDhnLiErIkZIIPlQrjPkWzHgUovMkJspxmNYSql368dW8J4UARyhXYqDzEGpEihxfdVRFEkIS4qJobJUkEocNzjtF/lvVAB/vkGOnXUofHFNDcmu0uPkyzgbHqMDNS8x4mPFX2SQZXumdmX+HFPEEsSYbXsneq3gVGrcdkzIVKc9kJMgRCTIEkwErUbquY7PZjnhNdXU1DoejX/d9/PHHaW5u5tVXX+Xss8/mu9/9Lg8++CCPP/445eXlh/1eZWUla9as4d577+Waa65h8eLFPPTQQ8yfP59///vf/RpDOGGxWJgyZcqAzZK+ZqZTxshxXXO3DjI2A765uDt24tWuLJ/4aLm2oLzb7TcoGaJSmTLrDCzJJ4EaHRg0HjMBZvxFWsg4M7u/VPG6WKFAdrkx42THW7tGqqMPc9D5YOchVIgEOcJ57MHGYbdwyolTyM2w0NgqCSPx0VLZHMTSnF8qAemaV9o/tR9LbThFke4E6UulCbkzq1sZssbAxNtg3E0S39iyU+KoDv2+oYuVueZ9iZE8DJHwTEJkyBEpMgSTAStRkydP5uOPPz7s55qmsXbtWmbMmNGv+65cuZIlS5aQnJzsP3fFFVeg6zqrVq067Pc8HnmBExISAs4nJCSEdYn6o6FpGps3b0bTBqc0pCVIunOUA2oaZUEFKch5yendhfteXy/B6ImxEoxaUAYtg4zt9svg9ULcJFmc23tkA6m27tgKgJZdUPQYbP2utKNwd/khnKPAlix1pbQWOTdMcx+seRhpIkGOcB57sNE0ja2fbyYnVWNshliTXW5x45/cFZb0wVaob5aA9KYjBZr3hcUJtlgpZaB3ygbI8IqSlLFMLMkTfyXZfj58vTPtyeLiay+GqpXSNuYwMoT7MwmRIUekyBBMBqxEffOb32Tr1q3cfffdvT7zer3ccsstHDhwgG9/+9v9um9+fj5TpgRWzE1MTCQzM5P8/PzDfm/MmDEsXbqUe++9l127dtHS0sKLL77IqlWruOGGG/o1hnBCURSSkpJQglCDJTEGpuVAWqJYpHypz3HRXYX77FDVCG9+KkpWchy0dYoi1e/K5oeTwZEubWCSTpZCmx2l3YuuD9UB8bPA8EDla/DFD7sL+9nipeBf42ao2yiWqSPscoNFMOdhJIkEOcJ57MHGN58Wi8LYDPyKVEcnzJ0q7j6PF97aJP9NiZN3vLi6vwV2FUiZJxaptv3dWbMxeeL689G4RXpndpTI777+e6pN4qu09l4bn0h4JiEy5IgUGYLJgJWoG2+8kQULFvC73/2OSZMm8d///hcQq9HEiRN59NFHOeuss/je977Xr/s2NDSQmJjY63xSUhL19UeOZn7llVfIyMjguOOOIz4+niuvvJI//elPXHrppYf9TmdnJ83NzQE/0B185vV6+zzWNC3gWO/qoXC4Y4/HE3Dss475jg3D6HUMBBzruh5wrGkaFouFcePG+e/nO+8bb8/jY5HJafMyZQzkZWh0unXqmuV8Uqze1bzYoLRGMvi8Xg/JcToNbbC31EOnZ2Ay6brOhAkTUBRFxmtxosefhJZyJkTnoStONK/c26sbaM5xMO0BvFPuxYgaC1oTxq5fope/DoaB12tIzSl3NVrzXrwVb0PDJjRX05DNk6qq5ObmYrFY+pynIx0PZJ6G6tnrKcfRnr1QlUlVg9eIIZLWB1WFMWk6uekarR3Q2enl7BM0YpySOPL+5zoWFRKjvZRUeymv7adMjjS0pIXocTOgowxPRz26Tw7NwNB1KP4HtO3F+OIGjIrX8Xi8IpMtGY8XaNiAUfUunsY9YBh9rw+E5nN3tHnqKUe4vEvm+nB0Bnw3m83Gu+++y69+9Svq6urYsWMHhmHw8ssvU19fzy9/+UveeOONYdNYDcPgO9/5Dvv27eP5559nzZo1/PKXv+SnP/3pEWOi7rvvPhISEvw/Y8aMAWDHjh0A7N69m927dwOwfft29u2TDuZbt26lsLAQgE2bNlFaWgrA+vXrqaioAGDt2rXU1kpvhdWrV9PY2AjAqlWraGkRd9OKFStwuVxomsaKFSvQNA2Xy8WKFSsAaGlp8bsxGxsbWb16NQC1tbWsXbsWTdP46KOPWLduHQClpaVs2rQJgMLCQrZu3QrAvn372L59+zHJZLVAReEmUuylxEVByd71NNZVMCoJTsnehqoYFJTD22sr6GxvJDUeinatYveBFjTvwGRav349VVVVrF27FoCKykrWbz0IaYspbcth014NXBUUVmpsLZBKoPtaZ/JF7P9AykIUw4ta/BgUPc72Ig/7ykQZ21qeTWFdHDRsYtOGDyg9sGNI5qmxsZGVK1eiaVqf8wRQUVHB+vXrgzZPQ/Hstba2+o+P9uyFqkxtbYfE3wyCSFsfyg6WUlm4idFpUFtVSHPVVpbNAQWDvWUqW/dDS+1uvM27KaqCzVv6KdP6z6jVJ0HKPFbviqGxVf7ntepzFy0uYMofqGY2iuFGKXqMhs9uQ+uoxeWGFZtdYHhpaapl1ce7oHETjfU1fa8PIfjcHcs8rV+/nrq6urB5l8z14egEpe2LYRjs2bOH+vp64uPjB1V/IT09ne9973vcd999Aeezs7O56qqruP/++/v83ltvvcUFF1zA9u3bA+KwfvCDH7BixQrKyvou8tbZ2UlnZ7cvqrm5mTFjxlBfX09SUpJf+7VYLAHHmqahKIr/WFVVVFU97LHH48FisfiPrVarf0ditUrBOk3TAo5tNhuGYfiPdV3H6/X6j3VdR1VVSkpKyMrKwm63+89brVa8Xtnl+Y77kuNoMnm8KoUVGmV1KsnxKlZFo6BCZcVm0b/nTdc5caJKZ6eHhjYreaMURqd4sNmOXSZN06ioqCA7W+ImrFZrgBy6rqO3FWFt2oTXVYdhT8fqTBBrkyFZhnr5yyglT6FMvh1vwqmggEVV0LwGigIWxUBrr0aNHY+aNAvNa6DaYoI2T16vl+LiYsaOHQvQa576lCmI8xSsZ0/Xdb8cvp3/4Z69UJXJMAz27t0blDowkbo+GFjZWeSlodUgPcnK5/t01u5QURS4+DQvo1Ohsc2CTfUycTSkxA9QJm8Tas1KPEo8VpuzSyYv1tq3oPh/UQw3hiUWxv0ELXE+NqsiMnW2YNMq0aPHo8WeQEWd68jrQwg8d0ebJ7fbTWVlJdnZ2RiGERbvkrk+HJ2Q6503f/58UlJSePXVV/3nmpqaSEpK4qmnnuKaa67p83sPPvggt912Gx6PJ8D69dhjj3HDDTfQ1tZGdHT0Uf9+uBTTG068umTtHKyVPltWC2zZJ+nRAOefIgU4XW4JMp8yGkYlH/meA8LTBC27oTVfYieicwILbLoqAjP4WvdJeYRD++wZOrhrJPMvfpakbJtEDGaxzWOjpR12FMtxXBS8u0Uy9aLsUogz1ildDaxWmJgFqQlHvl+f6G6o+wRa8iWQ3N5jYegogX0PQptYG5j+sASo9/xuezEkngTJp2BiEgxCptjmUHHuuefy/vvv+01xAC+99BKqqrJ06dLDfi83Nxev1+s3C/rYsmUL6enpx6RAhSOapvnN9kOFr0N8RpIEnHt1OGECzMyTz9/5DCrqJfDcYZNK6I39sJgeswy2BEieCxnnQ+KJED0OULsDz3sqUO462PUL2P4jaYDcE0UFNUqCXI+SXh10GUKcSJAjnMcebI40n3HR8l53eqRO3JmzRVHqcMNbn8p7nhwv/91zUCqd9xvVLjWjkk+XYPOexTmjcmD6I5B9JaSeGahA+b4bMwHN1cDaNe+itVZ0fzcMiZR3KxJkCCbWo1/SN+PGjTvqNaqqEh8fz+TJk7n44ou54oorjvqd6667jr/85S9cdNFF3HbbbZSVlXHrrbdy3XXXkZWV5b/uzDPPpLi4mIICaQ2ybNkycnJyuOyyy7jzzjvJzMxk1apVPPPMM31mEEYKqqoyfvz4oAfLHYrNKtYmzSuKVFqC9NprboeiKnhjA3x9obSQqWsWy9Vxud3tZIIqgyNVfnzHZf+Vwp09W1B0HATFJrvdXb+SRTz3WimDAHKtNUZ2utWrJLMoOqdf/yaDkiFEiQQ5wnnsweZo85mRKDXgSqpFgbrgFOlQUNUAH34BS06QOnFNbbD3oChUo5IkGe/YB2GFxFnyrjZskp6ZtoTuz3KuDszI8zRLo/HMS0BRUVUYn+5GrXoNEqZD0klgCb+Cj5HybkWCDMFkwO68sWPHommavwCm1WolNTWV2tpav6aXlZVFc3Mzra2tKIrCmWeeyVtvvYXdfuT/s+7evZsbb7yR9evXExcXx7e//W3uueeegO8tXLiQoqIiioqK/OcKCgr4zW9+wyeffEJjYyN5eXn84Ac/4Mc//vExm+0iyVw/FLS7YHepuAJSEyQt+qW1Ur08KRa+tkCsUdWN4tKblC3uvyFD16QdTNPnsrD2rGqutUDpc1D5BqBLaYTsb0DWpd1uQMOAziqInSKLsxK+i4OJYLrz+odbg90lUgcuLUE2Ra9JLDCLZnW3gGrpEKvV+FFSoHdAOUPeDsACrbulN6YlNvBGhgH5t0uJksQ5MOEX3Zsjb7tsjqLzIPk0sCcNRmyTrygh487btm0bmZmZLF68mPXr19PZ2Ul5eTmdnZ2sX7+eM888k6ysLEpKSti7dy/Lli3jgw8+4I9//ONR7z116lTef/992tvbqaqq4n/+5396KV4ffvhhgAIFMGHCBP7zn/9QVlZGW1sbO3bs4Kabbgrr6qpHQ9M0Vq9ePWzm1WinKEbRXe1g7FZYfqq0g2lohXc/k+tS4qW/XmnN0etdDkoG1SquvdSFgCGWJZ97zxoHeT+CWf8P4mdKMcDSZ2D7j7urKyuKWKe0RqjfCA2bwdPS72EM9zwMFZEgRziPPdgcy3zarTBulPTFbGqTWlKnTZPP1nwBX0pSFHFREi+1vxLKagdYx9YSBRY7xE6WmKe2AvmvD0WB1AVS6bxxM3x5I1rzPlZvc6ERJS78jmKofm9Y6r8Fk0h5tyJBhmAyYCXql7/8JZ2dnaxatYq5c+f6g7kVRWHu3Lm88847uFwufvWrXzFhwgReeuklcnNzI7oFy0igqirTp08fVvNqXLS49ixqdz+9C+fK74VVsGmPWJ8SYsRNcLQFd9AyKArEToLUJVKs89A/Fj0Wpj3YtatNFKVL7aNlkaceGj6VOClXZb+GMBLzMBREghzhPPZgc6zz6YuP8nglQWTOpG4L1Afb4HOJmiDG2aVIVUgc5IDTkixOSD8bYibKxsfdowZg2lnSyNgxCjorsey6mZMSP0JVkU1T9HjQO6BzoJrcyBAp71YkyBDU+w30i6+//jrLli077IAsFgvLli3j9ddfB8DpdLJ48WJ/DJNJcFBVlfT09GF/qJPjYFymtIdo74T0RFg8Wz7bsFtcAk67tJEpqOiqgKz3fa+gyRCVBaMugNT54iborO5eZBUF0s6E2U/CmB5V9DurJXMIugJZx8sOt2aVtKE4xkV6pOYh2ESCHOE89mDTn/lMT4QxqWKN8uoS83jiRPls7ZeyOQJRpJx22FcOlQ2DGJw9GdIWdQedd9Z2fxYzHmb+FRJPRjHcxFc8jFr0eHdLGWcmuEqhbh3Ur+/dmy8EiZR3KxJkCOr9BvrFntV7D0dTUxNNTU3+31NTUwf650wOg8fj4d133/VXix1OMhIhJ13io9weCSSfPlY+e2ezLMYxTkmVLqyUrD1vH4pUUGVQVAkYj8kDLJI+rfVwz1lju4NSvZ2w53ew8xaofrfr+xaIGQuoXS1jqo/pz47kPASTSJAjnMcebPozn4oi73N6ItR1vTJnHCftYQDW74J1O2VfERsl7r+CcrFIDRjVBomzIeMcafekOrsz8KxxMOVuvFnfBMDoS1ny1EPj5+Le66f1eLiJlHcrEmQIJgNWoqZNm8YLL7zAgQMH+vz8wIED/Pvf/2batGn+cyUlJaSlpQ30T5r0gcViYc6cOSMS96UokJMGo1MlHkrzyu41IwlcHnh7k5yLcnS79grKezc3HRIZnJkw6jxIOB7cjdBWFBh7AYAO9jTpwbf/YSh8TALVQdyCzmxphKy1g9d1xD83kvMQTCJBjnAee7Dp73xaLRIfFdcV86goMHcKzJsun2/eK/XhfIqUzSLv9KAsUiDvqzMdEk6EjrLuzYuiouRcRcuY2zAm3xWYgQviFowZL8khNaukjtyhvTZDhEh5tyJBhmAy4Oy8V155hcsuu4zY2Fi+//3vc/rpp5Oenk51dTXr1q3jySefpLW1lZdeeolLLrkEt9tNVlYWS5cu5fnnnw+qEMEkErNvhhqP1lVHpkmye1o7JE3a5YbpuZImDZIFVN8CmckSU2UfcIGNfmAY4CqHpi9kl8shGpyhw8Hn4eCz8nv8TJj0G4md8gvYLBaqlNNFuTIJaczsvMFT1ywZe3abWJMBvjgggeYAJ0/uDj5vbgevFyZmywZqUBgGtO6V2ETdJbWk+sqYrVktZRIST+w+11ktlqqsy8ExFNV+TSKBkMnOu+SSS/jf//1fAB555BGuuOIKFi5cyBVXXMEjjzyCYRj8/e9/55JLLgGgvb2dJ598kt/97neDHrRJNx6Ph7fffntEzas2K4zPhKQYaGiG+Gg4d458tqO42wVgt0JqV9ZeSY9wpSGVQVEgKrvLXbBIShl0HJR0aZAFesy3YPKdUoCzeTtsv1GqnfuwxshOt/p9CYLtg1CYh2AQCXKE89iDzUDnMyUecjOgzSWbIZBA80Wz5HjTHtjcFSMVHw0WC+wrk/pSg0JRIG6yuPbsqdC2H4+7k7c3deDRuhaM1n2w/4+w+7dQ9lL3QuJIl1pvzV+Ia6/jYEgFnkfKuxUJMgSTQbd9aWpq4vXXX+eLL76gubmZ+Ph4Zs2axfLly0lIGEifgJEl3HaahmHQ0tJCXFzcsDV7PhxNbbCzGFRFsn22FsBHX8pnM/NkAVYUWZRbO2BqjsRfDKsMXpeUMmjdI/EYzqzunW57Cey5C1xlEDsVpv+pu4aNz6IFkHQKxE0NqG8TSvMwGCJBDk3TyM/PNy1RDG4+dQOKqyRJJC5K3PIAn+2FT3bK8YKZcPx4OQ6qRQrEAty4BcPQaGn3EheliAy6Gw48CjXvyXXJZ8CEn4OlR1cKT6P8JMyS1k4WZxAGNDgi4d2KBBmCvT6EXO+8kSbcFslQo6JeXHvx0VJ0c3shrN4mn00ZA2edIKUQmtrAqsJxY7vdBcOGoYtFqfFz6KyE6Nzu4ptaKxT+DcZc3V3dvCe+DKLsK3r35DMJCUx3XvDQDbEaF1XJexrdpUht2A2fdiW1Ljm+O6Ek6IqUYQA6NG0XN5+vwKZhQNVbUPQ4GBpEjYFJdwR2HfA0d73feeKK7+miN/nKEjLuPJPQwOPx8Prrr4eMeTUjCbJToLFVMvFm5olrT1Wkuenbn0qweXy0uAqKqqDDNcwyKKpk76UvlTo1PftxWWNh4i8DFajaD2VBBmldYU+RQoAd5f76NqE2DwMlEuQI57EHm8HOp9qVsZc3Cto6pJwJSLD5iRPk+P2t8m5DoGtvQL32DkVR8Gg6r39Ugsfd3u2iUxQpZ3LcQ+L26yiFL38CdR93f9cWH1ic09sRhAENnEh5tyJBhmAyaEvUwYMHWbNmjb9aea8/oCjcfvvtg/kTw0q47TQNw8DlcuF0OkPGvNqzjURqvKx3hZXdTU1Hp8JFp8m1dc0wPtMgPX6EZDC8sig3fynNUa0xgZ83fAr5d0qm3tQ/BDY5bi8RF0LSyRjR43B1dobUPAyEUHye+ovpzusmWPNpGNJ94EClWKNinHJuzRdibVaAc0+WbgYglmZFgeNyID7miLc+dhn0apSGDeKmi86VZA8AdwPsu1fiGXO+D9mXH3IDHbRmaSMTk9ethA0zkfBuRYIMIeXOu/XWW/nzn/+M19u9kzcMw/+P6zvu+XmoE46LpKZpWK3WkHqoW9olPko3pLwBwMFaaVTs1iSOYsFMsUZ1ug2mjNFITRhBGTrrofJ1wBCFyTeOtgOQfwe4a8CaAFN+B3FT5DNf3z1vB0bcdLTYmVgdsSE1D/0lVJ+n/mAqUd0Ecz4NQ97hAxXS9inaIefe3yrvuqLAeSdL5i1AbZNYpqbmHFsj8mOSwV0nxTU7SiFmXLciZXil1lv6Od0xjoa3+3M/ihT5jJ817O74SHi3IkGGYK8PA3bn/eMf/+CPf/wjixYt4uWXX8YwDK6++mpeeOEFrrvuOqxWK5dffjmrV68e9CBNDo+maaxYsSLkehn520ho0NFloByd2p21t3W/BK3GOEHXNdZ/tIKW9hGUwZEsFc0t0aI4+Vx8MeNgxp8hZgJoTbDrF1IlGbr77jnS0Bq2seLd1WhhbOaG0H2e+kM4jz3YBHM+FUXe4bxR0NqVtacoEhM1dYwoVCs2iZIFkBwv1ujCwxTZHZAMjlRIWyw/th6JS4oFMpZ1K1Bel2TZVrwamKHnaYT6T8Xtp7UOfFCDlSNMiRQZgsmALVFz5syhrq6OgoICVFVFVVXuuusu7rjjDgA++ugjzjrrLJ5//nkuu+yyoA56KPkq7zSDjWFIu5fCKqla7gtKXfOF1JyJccK3FoPdZlDTqJEUa2VitkJc9JHvO6S466BuPXQUSUCqL+Dc2wF774XGTYACY6+FzEv8XzN0DU3zYE2ajRKVLYt6iM3HsRDKz9OxYlqiuhmK+fRl7RVWQmKsJJDohjQf33NQEkcumCuNjD1dteHGZUJu+sBeicPKYHih+gNwV/eu31b5JhT+VY4TT4aJv+p21Xtd0FEiFufkU/tOIBkCIuHdigQZQsYSlZ+fzznnnBPQh6anhrdgwQLOO+88HnroocGN0OSohOquwNdGYtwocdu1dRX9njddeu+1ucQVoADJMRpN7bC7VBbdEcOeIhappNPBltJ93hIFU+6S3S4GFP1dqiP7UCxohhNa86H8ZYml8vaOEQwHQvV5MhkYQe9ar4hClJMuCSRuTc6dfaK48rw6vLlRYqhsVnHpFVdDTdPR7304+pTB16LJl23bs1J5xvmQ92NQ7LLx2fHT7rYw/irnNVLuZBgT1CPh3YoEGYLJoLLzEhMT/ccxMTHU1dUFfD558mR27tw5mD9hchQ0TWPVqlUh+2CrXa1hxmd214eyWuCck+Sz/RWwo8hLye5VpMRqdHok06eqYQTr5FmjIekESD5F4qA6q+S8YoG8n0jwasZ5UiuqC80Lqz53oXmR+lONn0nvPfdgqw8OL6H+PB0L4Tz2YDNU86mq4tYbnQoNLWJxUlVx14/LFEXq7U1S8iDKIe1hDlTI70GVIXZSV2HOFGjb393ayZe9N+NPshnqKJHsvZZdXZ93KWAWBzRtk5jIo7R2GiyR8m5FggzBZMDuvClTpnDyySfzf//3fwDMnj0bq9XKZ5995r/m/PPP57PPPqOyMrQbQ/Yk3Mz14YJhSA2p/RWyoMZFdxfts1rgm4shKVaubW6XRTkvA7LTRNkaMdqLoG4teN1Si6Zn8U3fsbtBdrtpS7vP6W5ZuO0ZEr/hq29jMuSYdaKGD80rvfPK66TKudUi515cKyUOMpLg8nni4qtrFrf+xNFinQoqnmax/roqervnOmthz53QVgCKDSbfLgVze9JeCNHjIeWMkCjMaTJ0hEydqNNPP52NGzf6f1++fDlbt27lhz/8IW+//Ta//vWvWblyJfPnzx/0IE0Oj2EYNDc3E+o1UxUFslJgYpYssq0dcMJE2clqXljxqZdOj8gQHy3ZPPsrg9BGYrBEj4XUM6WjfHthd8C5X5nSoeAB2P8wnt33Yni6glVVu9SocVdLBfQwIVyepyMRzmMPNkM9n1aLWJlHJYuSpHnl3Hkng9Mm7+9H2+V1SYmXgPQ9peIGDKoMtnhIXSh986JyxKrkc+85UuG4P0LSqfIeR+f1/r4zW1zx9euGzA0fKe9WJMgQTAasRF111VWMHz+e4mLpJXbrrbcye/Zs/vGPf3DhhRfywAMPkJuby//8z/8EbbAmvdE0jY8//jhszKujkiXgtL0TdF3iKBw2g5pmC//92PDHTcU4IcouLoARjZEC6b2XdiY4MvrunZd4IoZiwda0Fnbc1H2NonYpUrWgtYdsd/mehNvz1BfhPPZgMxzzabNKLFR6oihSXl3KmpzTlYn7ZVF3CYSUeOhwi8v+WN/rY5ZBtYE1CmInyx9rK+h20VmcYoGa/qfAIHSf+0+1Q1SuxDnWr+8+H0Qi5d2KBBmCSVDbvviqme7fv5/c3FwuuOACYmIGWWltmDHN9UOPV5dFtLoB0hJlt/r6BllcE2Lg4tMk6wdkoXXaYFruCLSHORRPsxTtazsgHeZ70rIb9v5BFCbVKb28UnpYYbUWsKdLNpDZLmZIMd15I0OnB/YelADy1ARx4W3Mh4275fhrC0TRAnmvLaq0h0kbiharnhbpKtCyW+pC2VN6X1P3MRQ/CZPvkFImIEqXqwyyLgNH2hAMzGSkCRl33tq1a9m2bVvAOZvNxmWXXcYvf/lLvv71r4edAhWO6LpOfX09uh76Vg4fFlWsUdFOiX/KSNK5cE4j8dEGTW3wn4+gUrqpkBQrWXz7KyQLaESxxUPUaEmZ7qzubgUD6LFTaBj3F4z42aJg7b0Hip7o4f6zSkXlpq0h1Vn+UMLxeTqUcB57sBnO+XTYRClKTYDaZrE0nzJZ3nWvLh0LXF0GnuQ4eQ32lB7dZT8gGWxxkLoAUuaJFdh1SFyu4YWD/4LOCsncq/lAzlucYj1u2ydxkHrwFp1IebciQYZgMmAlatGiRTzxxBPBHIvJAPB6vWzevDmsqsKDWJVyM8Dtgc5OL66aT7niDI30RLFIvfyJ1KFRFCnaV9s0+KJ9QUO1SlaQpx5c5WAYeHXYdCAKbfI9EpcB0LCxhzshStyBjVukmaoemkU5w/V56kk4jz3YDPd8Ou0S95gcK4oUSCZufLRsmF5d161IJcZ299k7kiI1YBkUCyTMlMSOxBOQYio9Ppv2ICScCHonFDwoZUt8CSNaq5QqqVkdtAzbSHm3IkGGYDJgd15mZibf+MY3ePjhh4M6oJHGNNcPH7ohC2hZrZj5FUWUqrc3SV0ZVYHL5klAuluTYNRxmVIyYcTrvBkGtB+A+k2gNUg8hWrr/rzuY8nmix4b+D13gxT0TDoZkk4a1iF/VTDdeSNPm0vioDyaKEu1TfDfT2SDlBoPF5/e7Z5vahOr1aTR3e6+IcFVDdUrwZ7W7VI3vFD6HJQ9L79nXgq5P5AFxtspGba2JEiaI7WllAHbHUxChJBx55111ll8+OGHYR2lHwnouk51dXVYmld9Rfvio0QGw9Cx2+DCUyXjRzfEBdDaAXYrxEZBUaUoWCMurqLIoppxNkTnoXs7qW70ovveh5R5gQpUe5EoXvYkiM4Rd2DzTulK764fCQn6JJyfJx/hPPZgM1LzGeOUOlK6IUkkqQmyIYpxioXq5Y+hpUOuTYiRGlN7D0pZhCGTwRoD9lTZ/PgsxIoFcq6GcT+T3yv+CweflWOLQ9o9GZq4++rXDyo5JFLerUiQIZgMWIm6//77qaur49prr6W+PnT+J/BVQ9d1duzYEbYPtdMOY1J12mp30NohMlhUOPskyeRp74Q3P5XUaV/3+MJK6SavhYJF2Z4MaUvQ089jR7GB7m7rfU31e7D9eih7QX5X7bITdpVB1Qqoegsatw15sb9jIdyfJzCVqJ6M5HymxsOYNGlGrnnlfb58HsRFSU+9l9aKFQq6Fal9Zb0VqaDJYI2B1EVSJLejNCCmkYxzYOz1cqy1dMct+vtjZsiGxzNw116kvFuRIEMwGbA7b/HixdTV1bFjxw7sdjt5eXlkZGT06qejKAoffPBBUAY7HJjm+uHH3x2+EhxW/L3zGlvhhQ8l62daDpx1gqxpnR75LDNZ3HsO2xFvP3xorVDxGmhtYm3ydZCvfAsK/yLHE34h5RJ64q6TH2cWJBwvFqwR91eGL6Y7L3TQvLC3TBJFfC775nZx7TW1SfHNS8+ApDi5vqlN1oPxWZCROESvge6Bpi+g6XNx7Vl7JEA1fQHxM4/8hxUbWGMhfoZZmDMMCfb6MGAlqmfPvCP+AUUJqyC0cFskdV2noqKCzMzMY56TUMMng+LI5ECliqJ0lzgorobX1oEBLJwJs8fLec0rNWlSE2BCpmT6jST+eUhSURs/BddBKfrnW2SL/xfKX5Isvan3ScBrTwyvVFtW7RKXYY0afiGIjOfJ4/GwZ88eU4kiNOazoxN2FYtVObnrn6zNJYpUfYsoUpfN637nm9slBjIvQ4rxwhDIYBjiUjfc0JIvbrpDFSfdI4pW4smBn3maobNS3u+kOeDMPKY/GQpzMVgiQYZgrw8D/lfQdf2YfsJJgQpHdF1n//79YW9e3b9/P+mJOlPGiFm/rlnWudx0OGO6XPfRl9LUFKQqcmoC1DVJ0+LGPrxow4l/HuxpkL6k22WgdQ0s57uQPE/iK/bcBdXvBsZXKBYpn2BPg4b1ksHX+MWQFP07JjnC/HkyEUJhPqMckJcpekhrVxxUTJfilBwnVcx9limQTL5oh7STKSiHTvcQyKAo4MzoSv7I6Spp0MOdrntgz+8g/w7Yd59YmX3Y4qUMgqsSqt4RV7xx9P/PhcJcDJZIkSGYBLXYZiQQbjvNSKSxVWIj2jolrgLgnc9gz0Fx3V04F7JT5bxhyG7WahHX3pC5APqLrkHrXtA7xFUHku2z+9fQ0tWUO36mpFn3NWDfbjc6DxJP7N0PzOSwmO680KSsVpSiKEd3Zl6bS4LMG1pFebp8Xrc7361Jc+O0BHHvRTuGaGBam/Tda9klWbYWhyws5S9C6T9FQbKnw8RfQvz0wO+6G6Qu3KiLwW4+D+FAyGTn9aS1tZXPP/+cjz/+OBi3M+kHuq5TXFwc9juDnjIkxsKUMRDnFAVJUWDJ8ZCVLPFQr6yDgq52dL5WEooiSlZx9cjUkuo1D6oV4qdJjJPikF2uxSFKU+61YImGhBMOr/HZ4kWB6iiF6q7d7jBYpSLleTIRQmk+s1Ik69blDrRIXXoGJMaIG+/lT7o/s1vF2lzdpPPZF8U0tQ6RDNYYSD4dYqdAR7G8Z4oC2V+D4x4GR6b0wNx5K5T+X6DVyZ4k7rzGT6FhMzR8Bt6OPv9MKM3FQIkUGYLJoJSooqIili9fTlJSEnPmzGHRokX+z9atW8e0adP48MMPBztGkyOg6zplZWVh/1AfKkNcNIzLkky9lg7pz3Xx6WJt8urw1ib44kD3PeKjIcYhvfb2HhRla6RlAKSujMUu9WZ0jyhXWZfC7Cflvz6ad0pQes8FWrVJOwo1Cho3SSuLkZIjjAjnsQebUJpPRREL8vhMcHm6laXYKFGk4qPFpfffT7rLH1hUSIvTaWkoY1+5TsfQ9AaWDU7K6RAzUSzAPuKmwKzHIG0JoEuV8x0/l3iqAAzpmdmwUVx87SW9OhOE0lwMlEiRIZgM2J1XUlLCySefTF1dHcuXL6eyspINGzb4Y6A0TSMrK4uLL76Yv//970Ed9FBimutDi4p6sTDFR4srTzdgzRfwZaF8PmcSnDat26Dj0cR6lRIHU3JCJHPP2wG1H0JboShFhxbs0zXYfgN0FEldmrwbZfHuiWHI92InixXLkTpcow87THdeaGMYUNkgrj2bpdt919TWXT8qxilu+4yk7u9UN0FaPEweI1aqIUFrF6tx8zaJX+xJ7Ro48Kj0xpz1d7EW9xLOCx1lgCHJIwnHS7KIScgQMu68O++8k4aGBj766CNefvllzjrrrIDPrVYr8+bNY926df2+d35+PmeddRYxMTGMGjWKX/ziF7jdR3ZlfPjhhyiK0ufPlClTjvjdcMbr9VJQUBDWAfxHkiEjSTJ0GlslI09VYPEsUZwANu+Fd7d014yyWSWGoq5leNvEHHEeLFGQfJrENbUX9+6dp6iQeSFYYqXz/I6fwv4/B9axURTAkDYUNav72AkPgxxhQjiPPdiE4nwqipQnmZgl721zu5xPiIHL58sGqM0FL30sipahe2msKSAl1kvNULd/skaDIxnijhNXes/kj9RFojxN/m23AmUYgUHnikUC1W1Jkhzi6c54CcW56C+RIkMwGbAS9e6773LxxRdz2mmnHfaa3NxcysrK+nXfhoYGFi9ejNvt5pVXXuHee+/liSee4Oabbz7i90444QQ2bNgQ8PPuu++iqirnnntuv8YQThiGQUNDQ1hXjj+SDL6q5umJYmHytbY6eXJ33aj8UtnBtnUl16iqZP2U10k233D80xx1HmwJEndhS5BeXT1RVMg4D45/EtLOAgyoXgHbvi/tY3rizJSCfzUfDokiFSnPk4kQyvM5KhkmZIsi1dKlSMVHwxUL5J3XvNKx4LN90NHagKoaJMdJgHpJ9RC/1xYH2JKhbX9g1p4jXRQsH7VrYOt3oe6TwO/b4iE6F5q2QMteaN2HoXtDdi6OlVB+no6VYI99wEbR+vp6xo4de8RrDMOgs7N/TuzHH3+c5uZmXn31VZKTkwFxDV5//fXcdtttZGVl9fm9+Ph45s6dG3DumWeeQdd1rrzyyn6NIZywWq3MmTNnpIcxKI4mg80K40ZJ362GVlGQAI7LlerHb28S98ALH4oLID1RvhMfLYut0w6jkkZWBkBSqrMuhc4aaN0NnkawxnV/bkuECbdA+tlw4C8S5Lr3DzD1XsnQA9Eao8dCe6EoUmkLZWEfTjlCHKt1qHw94Ueoz+eoJFGG9pVJjFRslLjgl58KH26H7YWwbpeF43LnMAp5rxNioLhKXHrZQ+XVtiVKUdzGzVJHyp4M9pTAawxDOg5oTbD399LqaewNEmzuR4emreBpwBo/nTknnAiW8H0+Q/15OhaCvT4M2BKVkZHBvn37jnjNl19+SU5OTr/uu3LlSpYsWeJXoACuuOIKdF1n1apV/brX888/z8SJE8N+0o+E1+slPz8/7M2rR5Mh2ikBqRZVFCkfOenw9YWQFCuL8ItrZUEGSaW2WSXYfKjrSB3zPKg2iMqSVGp3I7QV9c66i58BM/8K2V+HxDmSxdcTRZHMPU+9FOgMIpHyPJkI4TCfmckwIUuSQXpakxfNggUzQcFgZzF8+IWOYcimKMohHQ6KqoYwicQWDykLIGW+JIV4D3lPFQWm3SvvKapYjb/4gfTZ62ntsCeBIwNvwzbyt76Ht6NmiAY89ITD83Q0Qsadd9ZZZ/HWW2+xffv2Pj//+OOPWb16NcuWLevXffPz83vFMCUmJpKZmUl+fv4x36eqqorVq1dHtBXKR0dH3ym14cSxyJAcB5NHg7VHMU4QBeprPVwAb2+Cz/bKZ/HRcm5/uVRMHkr6NQ8x46VfV9RoiZNyVQYuvKodcr4DU37XHTWvtUHxUxK8qigSpN5ZDR3lYtUaCTlMQp5wmM/M5C5rc2f3e6oocPx4OGeODhhsL1LZ1pWR67NYHaiAHYVQ1TBEcVKqFRJmQNZlkr2n2MHb3uPzrvd05l8gerz03St4UIp0dtZ2X2eNgeg8OtpbJaZRH+b04SASDs/TcDJgJeq3v/0tUVFRzJ8/n3vuuYeCggJALEm3334755xzDqmpqdx66639um9DQwOJiYm9ziclJfWr0fF//vMfvF7vUZWozs5OmpubA36gW1v1er19HmuaFnDsS5s83LHH4wk49vllfceGYfQ6BgKOdV0PONY0DYvFwqxZs/z38533jbfncajKpOs6xx9/PIqi+MfbU46ex4kxXiZma0TZoabJi9Y1XrvVywWneDm+qy3MJzvFIqXrGkkxXpraoeCgRqd7aGRSVZXp06djsVj6nKdex4aBZsuA9LPwpixCww6GB69u4PXK3/TqBl5D6ZonA734H1D+H/R9D+H1yn00r45etwEqXkdr2oPex/z1R6aechzt2TvS8Ug+e8FsR2GuD8MjExikJ3jIGwWt7Qat7T75dCZm6sybLu/B2u0GByrkfJRNIy0ROtw6O4s0dpdAffMQyaQ6wZ6Ex5aJ3lEJrko8Hr1bJsd4jOl/xhhzNYZig8ZNGO3FeDTDP086Vo6fnIJideBp2gu6F11zh/S7ZK4PR2fAdxs7dizvvvsuSUlJ3H777Tz//PMYhsH555/PPffcQ1paGitWrCAz89j6CgWbf/3rX5x44olMmjTpiNfdd999JCQk+H/GjBkDwI4dOwDYvXs3u3fvBmD79u1+F+bWrVspLJQ8+02bNlFaWgrA+vXrqagQF8vatWuprZXdyOrVq2lsbARg1apVtLRIzZ8VK1bgcrnQNI0VK1agaRoul4sVK1YA0NLS4ndjNjY2snr1agBqa2tZu3YtXq+XTZs2+bMgS0tL2bRpEwCFhYVs3boVgH379vmthqEo044dO6iqqmLt2rUAVFRUsH79+j5lOrBnK1NzgLZ9lBVux6tDXcVuGqp2s2AmTE6XgOtVW2BPfj5NdYWkxEFJwSa+2FWKbgRfpqamJlauXInX6+1zng4rk2qjsMbO1sqxkH42+yqj2L6/GXSN3SUedpfIwrS9yEO59wRQLKh1q2nb+ScwdDbtcVPaEAWKyvpNX1JxYBMY+oBlamtrY8WKFXi93qM+e0ebp5F69trbe1gKBom5PgyfTCtXrmBMGmQmtlC5bxXN7eBqb6Q4fzVjonYwOasdA4WVm6GkrIay/etRFVDdpXjqN1HXDFu2F/LJhq1o3iGS6dMiGh2ngmJj1ecdtLSK2WzFZhcuzYo26husMR7Gm3sjrugTWLFZ/JMtHQartrjYUeyhvs3B6o0FUPFfag98xNqPPgRC810y14ejM+i2L5qm8eabb/Lpp59SX19PfHw8p5xyCsuXL8du7399jPT0dL73ve9x3333BZzPzs7mqquu4v777z/qPfbv38+ECRN4+OGH+dnPfnbEazs7OwOC35ubmxkzZgz19fUkJSX5tV+LxRJwrGkaiqL4j1VVRVXVwx57PB4sFov/2Gq1oiiK/xjk37Lnsc1mwzAM/7GvF6HvWNd1FEVh165dTJo0CYfD4T9vtVrxer0YhuE/7kuOUJDJ4/Gwb98+Jk+ejKIoWK3WADkOJ1Nrh5eCcqhvsZAU68VqAVW1oGleXtugcrBWIT7a4BsLdKKcFjo6NZrbVSZmqWQmB1cmTdPYtWsXxx13nL/pds95OlaZvJ3NULsGS2cpXmsK2JOxqIpYpxSwNHyMsfc+FHRIX4aWeyOqqqCqClpHPaq3ETXpeLTY2agWW79l8nq9fjl8/zaHe/aOWaZhfvZ0XWffvn1BqQNjrg/DL5OuG5TXahTX2PDqOvFOD401+0hIn8ybGy2U1qrERhlcMc9LfIwVQ9cxDB3VYqWtw0tLu8GoFCu56V6i7EMkk9aEp3Yz1o4ClJgcPLoNa9ejpnkJOLZplRgHHsU95sfsq0tj8hgroGCjE729BN2WgTXlJHRnDnrXfITqPJnrQ29Crnfe/PnzSUlJ4dVXX/Wfa2pqIikpiaeeeoprrrnmqPf4/e9/z1133cXBgwf7bQkzi+mFF50eiYuoqJesHWeX3t7RKdl6ze0SfH7RqRKs2uaS70wZI/WkQhJvp2QENW+TQp1RYyQg3UfNaom7wICMCyDvhh5xUy1Stybrcql58xXE6zWLbUYC9S1SJ6q9U1o7qYq0jPnPR5JckpYA558i731PNK/UiYtzSoeDlKGaJl2TxA7DI6UQfB0JDmXXbVLqwBINE26VmnE+DB1c5VLYM246JM/tXYzXJKgEe30Y8GzdfvvtR83OGwjnnnsu77//vt8UB/DSSy+hqipLly49pnu88MILLFy4cMRcicOJ1+tl69atYZ8tMVAZHDaYmA1jM6TWjK+VRJQDLpgrO8KSali3S87HOGUx3l8OzUHM2AvqPFgckDgL0s8RBco4JCsobTGM/zmgQNWb0s/LhzVOakk1bITm3dBa0K+COpHyPJkI4TyfyXEwNQfinF5K92/F7fHitEv5A4mJhP97Hzbskk4FPqwWSE+QzdKukiHsp6laIXqMJHhE50H7AXD3Ebc7/iaInSoB6XvuRi/+v+4inooqySX2VGkNFcQEkaEgnJ8nHyGTnXfPPfcwZcoU5s6dy1//+le/L3KwXHfddcTFxXHRRRexatUqnn76aW699Vauu+66gBpRZ555JhMmTOj1/a1bt7J79+6vRFaej6ioqJEewqAZjAxWC4wdJcqUp6vzu2HITnVpV3WALfukKCdIg+NOD+yvkJ1tsAj6PDgzIH0pZFwoi7S7vru3XvpZMO4m2d0mn9r7u4Ymu9+aD6B+vbSzOEYi4Xky6Sac5zMuCqaOgdiYKOpbpO1TYqxUNh+TJsrRp3tEmdpb1r1fUBRIihPL9P5ysWi5tSP/rUERnQPJ86SQbtuBwLIljgw47iH0jOUAqOX/gj13S7atD2us1KJq/AxqP4amLwOrpYcQ4fw8DQUDdue98sorPPvss6xcuRK3243NZuPss8/mqquu4sILL8ThcAx4ULt37+bGG29k/fr1xMXF8e1vf5t77rknIMZq4cKFFBUVUVRUFPDdW2+9lb/85S9UVlb2meV3NExzfXhT19xVzsANqfGymK7bKe1hLCpcMV9ayegG1DSKqT8vA+JjjnrrkUV3S2PTjhKIHtftNnDXy+Lrw1fS3YfWBq4ycI6GlNOCWpgzVDHdeZGHyw27S8Q9n9L1XhuGvOsf7eiueD4mDc4+UUog+PD100xLgPFZED3w/zUdw0CroOlzce9FjZZNTk+qV0n/PcMjVuap9/Z+J911YpGKnwmJJ4ll2iRoBHt9GHRMVENDA//+97957rnn2LBhA4qiEBcXx2WXXca3vvUtFi5cOOhBDifhtkhqmsbWrVs5/vjjw7ZSc7BlaGkXq5PLIy4B3YA3N0BhFcQ64RuLxK3n1cVqZbPK4puZ3B0QOtIy9P1H2qBurex0Y8ZJn66etORD0eMw+fbA6sqGV2pROTIgc/kRYy4i4Xnq7OwMauBoT8z1YfjxyTBhyvHsLbPi8UptOB8eTSzNm/fKOx1lh3PnSCykD68Otc2QGCOFPeOHMlxQ90gRXUMDV2m3HF6DrQVujh9ViLXg99JW5riH+laSfJufmAliabaFRgBnJDxPwV4fBh3BlpSUxI9+9CPWrVtHQUEBd9xxB+np6Tz11FOceeaZR20NYzI4FEUhKSkJpaf1IcwItgxx0RJQqiCB5KoC58wRharVBW9ulOBTiwqpCaI47SsTxcsXUzXSMvSJNQaSz5CeXG0Hul17IKb//X+SdjI7fgbtJT0GZxF3oGrvXdRzJOQYYsJ57MEmUuYzKSmJ+GiF8ZmAEfie2qwwdypcdaZYmzrc8Mo62LhbNlAg73p6gmywdpeIxXrIUG0QNxHip4oS1FoAXleXi1FFiZsMM/4Ck+/oVqB0zyHuvRhp79S2Hxo2D+Fg+0ekPE9Bvd9QZOcZhsGDDz7IHXfcEVAkKxwIt52myeE5WAP7ymX3abdBY6tk7HV6JGB16Qk9ktq8YvJ32sW9l5EU6BULKTzN0LQNdFfgeVcl7P4NuA6CGiVZe2lLAgUxdNkhJ8wWd0MEYrrzIpuyWnmv46K6s3F9aF7pubejSH7PSYdzTup24RlGVwsoQ1x7o4b6Pfe0QOOmrv57qYf01etByVNQs0ay9xJmdp83dBl0zDiwxMjO0JllZvANgpDJzuuL/Px8fvOb3zBu3Dhuu+02PB4PEydODOafMDkETdNYv369v/prODJUMmSlQnaKpEN7dQlIPe9kWTR3l8DWgu5rrZbukgf5pdKXS+uH7j+s82CLh9T50ldP17oDUJ2jYPrDEkuhd8D+h2Df/VLywIeiQmcl1H4YaK0aCTmGiHAee7CJlPnsKUNmCuSkQVMbuA/pnmK1wJLjJS7Kl5n7/BrJ5IOugPNYsFph78EhzNzzYYuT/nvJp6N1trJ+RxOadsgf9HZC3SfgroZdv4Di/+1uC6OooFqkGXnN+9LwuOqd7pIKw0ykPE/BZNBKVFVVFY888ggnnngixx13HPfddx+tra386Ec/YsOGDf3qd2fSf1RVJTs7O+il7IeToZJBVSRrLzWhu9deTjrMnyGff7xDMnp8KIrESsRFS5f4/NJj77c3IvNgSwQMaC/sdu3ZEmDa/TDmGqQp6oew/XpwN3R/LypHAtVrP4TWfQHuvUh5nkyESJnPnjKoirzH2anQ3CEWZP0QvWRqDnxjYXdj8pfWyjvtIy5K4iILKyU43TOUOoFqhcTZqBmLyU6xonLI7szikIbj6ecABpS/BLt+3bvcQVQWOEZJXanqd6FqpVilh5FIeZ6CyYDdec899xzPPfccq1evRtM0HA4H559/PldddRXLli0L26Az01wfebS5YGex7FqT4kRneH+rnAOYPlYUK3uPR9ZXsC8hCsZlBQayhhTuetnFdpRKDEXPopwt+WKJihkPk37b22/hqhSX4KiLwBk5WXumO++rgW5AfTOU1oi1OcYpPz0fc5cb3vxUXICqAmfOhuPGdn/u7iqJkp4oAeeHugeDjuEVy3DDZ+BtA4sz8PP69VDwP1JTypEBk++GmLze99E1aT6ePBdiu1qbmS6+YyJk3Hnf/va3ee+995g7dy5///vfqays5KWXXuLCCy8MWwUqHNE0jbVr14a9eXUoZYhxSod4EIVKUWDxbDihq8zYjiL412oor+v+jq9gX3sn7CqGyoZD7xrIiM2DPRlSF4mi1F4I3h5xUnFTYObfYPzPuv/P4ouxAHH/OUZB+36pjO7tjJjnyUSIlPnsSwZVESvz9LFSI043oLop0KrktMPFp0mHAt2A97bC+l3dr4DdKiUTqhvFxT/QxJJjluPjdWhKjGTPdhwET1PgRcmnwfQ/gyMTOqtg1y8D32kfqlUsUx0lUP2BuPk6ynpfNxQyRMDzFEwGrO387ne/41vf+paZfTfCqKrK+PHjw968OtQypCZArluK7tksEmg+fwbkjZJGxU1tYvKfMxlOmSLZPIoCyfFSm6agDKxd2XwjJcNhscVB6gKwRIky1BNrjwJYhld2uY5RMOZqEdDilFYxlStAUVETT4mI58lE+CqsD74SJclxYpUqr5M6UTFdRh6rRWKk4qNh0x75aW6Hs06Q99xqgbREqG2CPaWikA1F3bgAOeKnA15o/Fzev57B4tE5MONR2HcPpJ/b21p1KIZHXHyd1ZAwS2Iie1qkh0qGMCVk3HmRimmuj1x0Q5SogzWiDFm63iWXWzJ6fBXNs1Ng2cndizCIu8CqwrScEC7MaRiiKDVukRoz1kN8kI2fSfYeSG+9nO/1sFB5ob1U+u0ln963CyFMMN15X110XVx3xdVgIG74nu69HUXwwTZ5VUanSu89nwvPMCR2MsoOE0cPgwvfMCRgvGEzdNaINfnQTNqeLrrqVeICTD9HNkyH4mkURSpmUldtqbghFiA8CRl3no+2tjb+9a9/ceutt/LDH/6QW2+9lX/961+0tQWxMZnJYdE0zR+XFq4MlwyqIuUL0hKgrqmHV8suadDL5oh5v6xOSiFU9XDhJcVKTNW+Mmjvw7oeEvOgKGLmd46SQPKO0sDWEYknwdjr5bj8JSj+e48+GRaIGStyfLIVrWnv8I8/SITzuxBsQuK5HCT9kUFVYUw6TMuV97q6KTDLdvpYaUZut8LBWnhxrVihQV6flHgpgZJfKpapIZVDUSSOMf0cyDgXHGmBNdx6KlC6B0r/KcV0t3wLSp7u3afPlij36ygGTx89/IZChjAk2GMflCXqv//9L9deey2NjY30vI2iKCQmJvKPf/yDSy65JCgDHS7Cbaep6zq1tbWkpqaGrYl1uGVod8HOEnB1iruuJ/UtUoyzoVUsVWceL9YnkPWtpkncBlPGSPPjkZLhqLSXQMMmKWcQlRPoEqh8Cwr/IsdpS2HcjVKIE9ANg9qaOlIT7ajZl4RlsKrH42HPnj2mJYoQfC4HwEBlaO+U7LuqBkiICQwar2mC19dL8d1ohzQ1zuhRwqmxqyrI+CzISAxOLaljkqPmI2jZJQV11R7RNroHalZB+X/FygygOiDnGkkM6es9dWQAqsRGBsm9FwnPU7DXhwErUevXr2fBggVYLBauvvpqFi1aRGZmJpWVlaxZs4Z//vOfeL1ePvroI049tY8GqSFKuC2SJgOjvkUCSS2qlDToSacH3vlMFmCA48fDvOmyy/XqskMdlQyTsgfeJmZY8LRA42bJ0osaHahIVb0DBx4BDOkw36tVjC5VzqPHhl3vLtOdZ+JD80qtqOIaiHEEuuhbO+C1DfI+Wy1iiR6X2f15c7tk7+VliOtvWHSGzlpo+FSSRA7d/IC43es3QvmL0NpVPihuBkz4OTgzA6/VWsFVIW7ChFm9P/+KEjLuvHvvvReHw8Gnn37K3//+d77+9a+zYMECvva1r/H444/z6aefYrfbuffeewc9SJPD4/F4ePfdd/F4hr/wWrAYCRmS42TB1LwSB6H32Eo4bHDhXDhlsvy+dT+897lYoiyqmPwr62HPwe7GpyE5D76A81EXdAWy9iDjHJjye7DEQluBND0FPF6Dd7d04NEVaD8AZf+Blt1HbBUTaoTUHIwwIflc9pPByGC1SK24CaOkHUxze/dnsVFw+TzITZd14M1PZWPlIz5arFQF5VIh3T1IL9AxyeFIhbTFEDdd3PGH1oFSLJByOkx/BPJuBNUJLTt6u/ZAYiKjc6G9SGpK1W8MbC0zVDKEOMEe+4AtUSkpKVx00UU8+eSTh73mu9/9Lq+//jp1dXWHvSbUCLedpq7rNDY2kpiYGLbm1ZGUoaEViirlv4mxgS46kGKcKzeLDnHKFDh1qpz3tYlx2GBMKmQk6bS2hPg8NH4m7WKicrrPdZRJDEXyaYC48xpbdRJjVVRFkZ2xt0XaxMTPDgurlOnO68ZcHwTDkDIG+yvEmtwz4NyrS904nwK1cCbMHt/9XV8tqdQEGJ8ZaM0aMjl0Td7V9uIjB4i7KqHpc8hY1n3O8PZuTu5plpIJ6UshduBdRCLheQr2+jDgf4X29nYyMjKOeE1GRgbt7e1HvMZkcKiqSnJyctg+0DCyMiTFShBqTjq0dEgsRM9txaRsWDxLjj/Nl5pR0FVHKlEsU/vKIf+giuoI8XlwZEpPvfaSbiGjsv0KFIDato/khme7FwZHKthSJIOo5n2/xSqUCek5GGbM9UFQFIl5mjIGHNbuDgYg7/DSE7oVpw+3y7ves5aUr+vBrmLZPA25HKoVEk+ErIulibHWJl0GDsU5KlCB6jgI266Fpi8Cr7PFy33aC+VdbvgctP7/vzlSnqeg3m+gXxw7dizvvffeEa/54IMPzDpSQ4zH4+Htt98Oe/PqSMrgsMkOc+oYqTlzaEbPjDyY01UU+P2tEmPhIzZKFtj6Jg9rP3ibwnJPrxYUIUNUNqQuBEu0FOk71AituzH2/A7KXsBb+Hj357Z4iY/qKJWdb4gTzu9CsBnpdysYBFOG5DhpCRMXLe+5r2+eosCCGTB3ivy+Ybe0heqpaKUlgGsQmXv9lkNRJGA8KkcSPzoOimWqr+KbPkqflQbku34FB18IzM71md46q6BhPdSu6d1aJtgyhCDBHvuAlagrrriCLVu2cPXVV1NeXh7wWUVFBddccw1btmzha1/72qAHaXJ4rFYr8+bNC+sq8aEgg6KIZWl6rlQqr22WAHMfp02DSaMlduqtTbIr9WFRITXRSsrYeRyosrKvPPC7IYVfkYqRzL2eqHbI/gYAlqrXoPBv3YuwapNO8q4yaNwqO91BxlcMFeH8LgSbUHi3BkuwZYiLFotUWrwoQ74Nk6LA3KmiTAF8XgCrPg/8PLmrbdTesv4rUgOWQ7VC+tnyEzVG3tu2A939Mnsy/meQdhagQ+kzkH9n77gq1Q7R40Qhq/4AXFW97xNsGUKIYI99wDFR7e3tLFq0iM2bN2O325kwYQIZGRlUVVVRUFCA2+3m5JNPZs2aNURF9VEYLEQJt5gHk+Dj0aRYX2ltYEaP5oVX1klF5LgouGyepE73xK2JuT8lTtKj40L10XdVgd4BrQXAIaaz6ndh/58AQyomj/tJYAq1txM6isCZLbWnosYEJwc8SJjZeSbHQqcHDlRARX3veMidxfD+51KwMysZzp8rQeY+GlvlkZ+YLRaqYcPQJePOVSmZe64y0eoCinQa8g4X/g0MN9hTYeyPpIjuocU824slAH3UhV+Z4pwhk50XHR3N2rVrueuuuxg9ejS7du1izZo17Nq1i9GjR3P33Xfz0UcfhZUCFY54PB5ef/31sDevhpIMNqtk7k3MlAKbDS2yLlktcMEpkBgj8VPPfgBbC8Q6pXs9FGx7HaviIT0BGtskfqImyAX7goYzQ8oXJMwMcBF4NIPX989Hy/s5oEL1SlGoeu56LQ6Jr3DXQ/V7ErB+JBfDMBMqz1EoEGrv1kAYKhkcNlGCctKhuU3qSvk4LheWnybtocrr4YU1ge9yYmyXRergsb/jQZFDUcWanHQixB8nrr62gkCrsKJI9u2MR6SdjLsW9v4e6tf1vldMnlimOitEIG8nRyJSnqdgErS2Ly0tLTQ3NxMfH09cXPhqtOG20zQMA5fLhdPpRAkha0B/CGUZ6polo6ejU0obKIqkSa/aIhWPATKTYcnxBglOFxabyGAYUglZNyTeKivlyH9nxNDaoWGDlDFwjMKwxuFyS2FCpXaN9NpDh7E/hMw+Cud6msW9kLZEivqFAJqmkZ+fb1qiCO1361gZahl0Q1pBFVaB0yZxjj7qW+CNDbIpslng7JNgQlb3576inD6L1JGGNyRyaK2Sxde8UzY3jlGHWI1dUPZvaNoK0x/unbXXE71TinomzJYNVh8FPCPheQr2+jBgS9S6deu4+eabqayUuIq4uDiys7P9ClRFRQU333wzGzduHPQgTY5MOPunfYSqDCnxEj8RZe9eMOOj4dIzYPFsydypqIfn18CW/XZ/ULmiyG7VbhUlrGcLmZDCGg0pCyBprrSK6KzuLiCathgm3QYxEyF9Wd/ft8VLMb+OUnENtpf0nUVkMmKE6rvVH4ZSBlWRBsYTs8Qd37OWVHIcfH0h5KSBxwtvfQqf9eiIlNhVKiG/VEIAtD7ClHoSdDmsseKmS18CajS07Q98/yxOqWreU4HS3RIrdWiSiGKVQPPqVVCz+rCxUpHwPAWTAStRDz/8MG+++SajRo3q8/PMzEzeeust/vSnPw14cCZHR9M0VqxYEfa9jEJZhvhoiW9SlO7imooCM/PgqjNhbAZ4dYUN+RZe22Dg6rGGxUaJG7CgPPi9uIKGL506dSGa12DFZlf3/wxS5sGMP3dXTjZ0qHkv0L2nWPj/7Z15fFTV2fi/986afSUhbAmRfRNEERVkFURUsCpK1Wqt1q3q+7N1aWvd2qrtq7WLtda3FmutuOBuUREJgrKqyBr2hIQQyL5vM3PP74+TmcwkE8gyyczE8/188snNnTN3znPvnCfnPOdZQEDNPjj+gdziC2IUX6h+j4JBqI+tjtAbMmiatBYPHwguV0s9PZBW2cXnwsRM+fcXu2HLvpbX46Kkv9ThQpmAt66dHbEek0PT5EIm9UKIPwMsiX7aeFlcCt+B8k2w6245Zr3bRAySW4C1B+HESplHrjdk6EVCpnbekCFDmDNnDsuWLWu3zU033cSnn37KkSNHutzB3iYczfVOpxOz2Ry25tVwkaGwTEblRNkgwsvJVAjYkyfI2g5Ol0ZclPSdSvZyOK2okWUjRg3uherw3UA463DWncBcv9//syh4A/JelKUmht8vi6Z6YzikVcpkl8k5Y8d46vL1Fmo7r4VwGVsno7dlKK6UhcYN0XasbtkHG/bI43PHwJSRLa85XVBaDTF26VOZ1Orr0WtyCKN5i2+HzA3X+rOaSiH7V1B3SNbfG/6AT644D44qsKVAzBh5DUsCAi3sv0+B1g9dtssVFRUxcODAk7bp378/RUVFJ20TrrhcrpBwrhNC0NjYiM1mC9svdTBkMJvNmEymTn1e/4SWiB6TLp1OQeqXMUMgKaqRlV/bqKzVeP1zmDdZrmxBmv3LquDAUTmRio1q/3OCiikCp6U/5sYcWfbFO7s5yEmTHgHVO2H7rZD5E0ie1fK6OxVCUzmUfQEYcnX8HUPph8DR2zLE2CAzBXKKLJRVmUiIaZmHTBkpF00bs1smU+6JlNkk06NU1MCePMhIgYH95HahG/cEpEfRdOkbpe+XE6WIdN8CxNYkGPcU7P+tDArZ95iM3ktb5HsdSywYDdJqVX8MokdA3Ok4XXa1pedFl+9EfHw8eXl5J21z5MgRoqNDeNndBYQQHD9+nIqKimB3BZD9qa+vJyIiIqyVZDBkMJlMpKSkEBcX16HP1TTpG9HkkE7lSbEtBYiF4aTm6Cdcdf5FfPy1hfxi+O8WmaTz3OaFXEKMdFQ/UCAnV6E4kXI6naxatYqLZk/E0lAofZy8Uxgkz4KoEXDgSajdL3+XbZKTKbNXQIk1Qf7dVAGOSum7cTKn1gDLECyUfgg8wZIhRkA98RRX9Cc5TvMUID7bKyFn64mUe5zXNsCh4+ASMvpP17zG1kUXYbFY2n5gIIkYIEu8lG+WflKWRDl5ct8/UySMegwOPwtFKyH3OVn+Kf0m+Zo3uhXsKVC9G2dtAau2R3PRgguxWEO/BJQ/QmY7b/HixXz22Wfs2bOHwYMHt3k9Ly+PsWPHMnv2bN57771ud7S3OJW5vrCwkIqKClJSUoiMjAxbxfRdxm1Wr6qqoqqqivj4eNLSOl7h3OGU23onymXivshWusQwpN/ENwfl35NOg/PHS/0lhJxIWS0wtD+kxodUiiVf6gugZC246qRFyrujhhMKlsPRVwFD5qIZ/vO2hY6hOf2BJgunWv34awSYYOaJUvqhbyCEoK6ujhMnimgQ8VQ40kiMkelP3GzeKydSIBdL54zxtTrVN8pUKBmpkJ7q+1qvYTRB9V6o3i0nUq2/j0LAsTcg759gjoNJL/ouhlq3bSoGZ7X0lfQ31sOAQOuHLlui7rnnHj744APOO+88fvOb33DBBReQlpZGYWEhq1at4sEHH6S+vp6f/vSn3e5kqOByuTwKMikpNGLWhRAYhoGu62GrsIMlQ0xMDDabjZKSElJSUjo8oCxmWVMvyi5Do+saID5a4GqqxmqPQdc1zh8vI3tWb4Nth6QP1ZSRUoclx8kIoH358r1DUlosWsFGCEF1dTUxMTFoEQOl5an0c3CUyomSG90Mg6+D+LPg4O9lKQlTOznhdAvU5sgJWdL5sh5fD8sQDJR+6BmCJYM7x+GJE0X0j0/heIWJuCjpaA7SIqVp0hq1dT8cL4cFZ7UsqiJs8vXcE3L+kZ4iqK1tHlu9JYdulbngoptNZVW75Fa8LVVahjUNBl4l87656lomUEJIy1RkRsu1NA1h7Ud1Uwwx9YVotv7SamWObPOxoUyg9UOXo/POP/98/vCHP3Ds2DF++MMfMmjQIMxmM4MGDeLGG2/k+PHj/OlPf+L8888PZH+DitvHITIydL407n96wfrHEQiCKUNUVBRCiE77r1jMcoU5bqj0dyqpcHL0wHqE0WIqHpchLVAgFe3OnJb3x0bKyL3cEzI8ui5EclU6nU7Wr1/fYvKOGACpCyD1YrklZ7S6TzGjYMJzcmsg6rSW840lLceaSfpJNRadNHQ6kDIEA6UfeoZgyiCtiZDez0FGqrQs1dS3vD5lJMyfLBdB+cXwnzVQ4PXVt1vlWM89AQePtRpbvYnJ1pwkNwPMsbJsjHcqhPjJ0rrkpmw9bL9FJtr1KhvjdMH6bHC6DKjYKq1Y5aGVbPdUBPr+d6uc8d13380333zDLbfcwhlnnEFmZiaTJ0/mtttuY9u2bdxxxx2B6mdIEUorOl3XiY+PD/uq2sGSobvPMj5KOpUPH2QhKXMh5bUWn7q+Zwxr8Zf47FvpD+XGbpV+VUWVssyEOw9VMLFYLCxcuNDXZ8MSL51MY8bL1AUNx3yLF5vsUgm7qTkA226A3L+3ZEDWdFnE2FEBpet9C6P2gAzBROmHwBIK+sFkktvvIwfJXFLuVCcgCxovnSktz7UNsOILmUvKPUTsVrnQKii1MOz0hTiNIH4/rUmyBl/0SKjLldYnf9QckL+LPobtN0srshBYzBoLp0RgMWtycWSKko7nxz+Emv1tF1khSKD1Q7dd7CdMmMBzzz0XiL4ouoAQApfL1elIs1Ai3GWwmGFQsoFwVFBcG09Rhe7jdH7OaOkfsTMXPv5KlpsYkiJfc0f0lFVLi9SIQVIZBwvDMKioqPD/T8scDf1mQfkWmUcmMt1/+oKKrSAcUPi2PB75qCxVoWnyPcIhFW5kptwW9JMZubsyKCThPrYgdGTQNFmdQNPkYqi6TvpEglwMXT0T1nwrx/EXu6Xv4wVnyNQmNgvERxvkFVRQWRNPRn+d5Lgg+UmZoyD5fLn4qdwht+z0VlOB9B9Bwtlw+E9QnwcHnoDiTzEyfkKFM4X4aB1d08ASJ/VC4wmZHy52HCTPCIJQHSfQ+iF8lycKQCqY2traLpm6H3nkkZNGT+bn53PjjTcydOhQ7HY7aWlpzJ07l1deeQWAmTNnomnaSX9uuOEGADIyMtA0jQceeKDN5+zfvx+LxYKu66xdu7bTcoQCLpeLvbu2MnKgi9QEqUDdSTc1DWZNlBmRXQZ8sEkm33Tjrg7vcMlkfcFMyulyudi6dSsul5/Uy5omt+VS5sss5nVH2laIBxj0fbm9Z0mUOaN2/0yuet3X0K1SMRe8AWUbAr4V4Lfv31GUfgg8/RPkWHa45PaeG6tZbu3NnignR9n58PHXeKoYWHQXjaVbaXS42JMnJ2L1Jy9V13PoVkg8BwZcLhNs+iN2HEz4Kwz+AWgWqPgKbcctHMteict7HqKZZILOyAwZiVu5XaZE8N7SDyECrR9UsocwR9d14uICX0a8oqKCqVOnkpCQwCOPPEJ6ejpHjx5lzZo1fPzxx1x77bU899xzVFW1/BO9/fbbiYyM5KmnnvKc69evJRljdHQ0r7/+Ok8++aTPZ73++utER0dTUxMC+1ldxGKxMH/+fABG2mWZmLwiqWhjIqRSnX8mNG2S5SE+3AxnNqc/0LWWiVRFjZxIGQJS4oMrR7tYE6RFyj4A0KDxGLLevRcJZ0tfqeyfQ10O7L4XRj8O0cO9PixaJgV01kiFbgnM9zjY23mhhNIPPUP/RPmNP3hMTqRimmMq3JUMIm2wcossUGwY0uHcZLIwdKwcW00O6TtVVQsZ/SE5NghRuppJFiK3p0JxsRyn9oG+qUh0Kwy6RgaEHP4zWtUOxo1OA5OfzuoWwCKtUhXfyPcmnC19JUPIChpy23k9wd69e7nzzjvZsGEDMTEx/OAHP+A3v/kNVuupMx8XFBTwi1/8gpUrV1JTU0NGRgYPPvgg11xzTS/0vPfpqSy4K1as4NixY2zcuJEhQ1oSLl577bUec+iYMWN83hMbG0t0dDRTp071e82FCxfy1ltvsXHjRs455xzP+eXLl3PppZfy6quvBqz/vY1hGJSUlJCcnIzZpJPRX0bnHC6UE6P4aLl1d+k58MUuGbH31X4oKocLvSJ64qNlyQm38k1N6F394y3HSX1QdAvENYc4N6bIUhLWpLa5osb8HrJ/KXNK7blflpCJaE6JYoqUflK1h5snUudKR/YAyKCQKP3Qc6Q1Z+toPZECWaT44rNlrriDx+TvBWcaNNWVEBmTjNWikxIvx/qePEhPgUHJQYzSjRoOjmr/OaVAjtkxv8eo3k2JMZpkIeR2nqNC+ky2xj5ATqZK1sjI3tiJ0rE9BOjz23nl5eXMnj2bpqYm3n77bR5//HFeeOEF7rnnnlO+t7CwkHPOOYdjx47xwgsv8OGHH3LbbbfR2Bgsm2nvUF9ff+pGnaS8vBxd10lJSWnzWlcdPJOTk5k7dy7Lly/3nNu2bRv79+9n8eLFXe1qSGAYBrt27fIMUL3Zf2LEIOlg6i5qatJhxgS5MjWbIK8YlmfJ8Gg3cVHytX0FkHNcOrIGS44OYY6F2AmynER9vq/TuCUWxjwJMWMh/sxm65UX7gznjnK5Eg6QDIoWlH7oOdIS5YTJ5ZIVCbx3TTPT5ETKpMvF1H+3QNHRPYjm76e7SHlU82JrfwE+dTd7lcghMgo3cTpgSJ9H0WrbS9MwosayK9chtygbjsO2GyHnb22Ljmsa2PvLyVj5Vlm9IEQiRAOtH0LOEvX8889TVVXFO++8Q2KinOo7nU5uv/12fvGLXzBgQPsr1fvuu4/Bgwfz8ccfe3L+zJkzp1f6jbO2/dc0U0sB11O21X3z7ZyirWaK6JEaXpMnT8YwDK655hp+9rOfcdZZZwUk1f/SpUu5//77+eMf/4iu6yxfvpzp06czfPjwU785hDGbzcyePbvN+X5xUsHuK5CRO1HNX4ORg6QJ/4NNUFELb66TCndocz3vmEiwNMnQ6MpamawvIbrnrVLtyXFSTDZptrf3h/KvpQK2D5QOrCB/j35cVol3bxUIo8WhXNOlw7mrFqp2giWhuWxF175vIVmSQumHDhGO+iEtUTqO5xyHogrfSgZD+0vr8/sbIfeETnX9TKIG+G7VR9hkcMrxMukjdVqanFz1OiYbxJ8uJ1QNBYAmfwuXZ9yaTRqzJzZ/V4u3yDF7/F0o3wiDb4Dkmb6BIuYYiLRLS3PDMTmpQguqVSrQ+iHkLFEfffQRc+fO9UygAJYsWYJhGKxatard91VVVfHGG29w++23BzxLcYf4b3T7P1sv9237cUr7bTcu8G37aUb7bb84HyEETU1NAc+hMnv2bO69917effddzj33XGJjY5k3bx4vv/xytz5r8eLFVFRUkJWVhRCC1157jaVLl4ZEnbHuYBgGBQUFflc5qQmQ2V/mgvJ2JE2KhaWzpKJ1O5y3ToHQL05uFew+0jtWqZPJcVI0TTqWps6HuElgbVWY2GRvmRQJIaN98v7VNtVBXR4UvifTIDjbCb/ugAwhh9IPHSJc9UNijEx10j9RBpXUeY3z9BRYfC5E2ASlVfDaWsHGbHycs80mObGqbZDbe0eLfV/vVawJ0qk8dqysu1d7SG7bAYYhKCh1YRgC+l8Ko34NliS5dXfwd7DzTukP5Y1ukRP/6t1w7C048ZFMvtuDaU5ORp/fztu7dy+jRo3yOecuy7F379523/fNN9/Q1NSExWJhxowZWCwW+vfvz/333x/yA7C79NR25e9//3sOHjzIM888w4IFC9iyZQvXX389P/jBD7p8zdjYWBYuXMjy5cv58ssvOX78OFdccQVNTcGyYwcGwzA4dOiQ3wGqadLfIaO/3NZr9Po62izSAjVykHQmX7lFKlE3ui4nWxFWaZXac0Qq2mDI0SHM0bK8S/I0iJkgo3Ra546p/AZK10HBq7D/N77RebpF+l9U74bi1TJBZxdkULSg9EPvEGGTlQwy0+S2nHfet8H94JqZLgbGFmMIjc174bW1vpG4mibHukmHA8cgO883+i8oRKbLoA9XHdQexnA1ceiYA8M9T06YApP+CYOvlz6OtQdlMMm+x/xv31kSpI9U0SdQtBoaCnt9m6/Pb+eVl5cTHx/f5nxCQgJlZWXtvu/48eMA3HTTTdx888088sgjbNmyhYceeghd13niiSf8vq+xsdFHybijSdxhkO7fJpMJl8vlWWW5f2uaJo8vqm459j4PaLoZwzA8Yb3GvOMtx83n3dfUdBMIgRACXdcRc3Najr3PCyHN9ZrmE4bs9/PbOfZ+T3tthg4dyt13383dd99NbW0tV155Ja+88gr33nsv48aN85HDTRuZvI4Brr76an784x8DMH/+fBISEoiKivJp0xk5unPs/ix3/x0OByaTCV3XcTgcHodc9zH4VmJ3Op1YLBZMJhPnnHMOZrN81i6XC4vFgmEYGIYhs/knGTQ1GRwtNRMfaWAxG+gmMzouLjhDYDaZ2X0EVn0tMwOPS5ffPV03YbO4SI6B0hoTe444GTlIIzbKhNPpRNd1dF1v97gzMnnL4XZKdsvhT6b2jl0uF8IUi9neH1e1zCllMttwGQJiz8B02k8Rh/+MVvYl7LoH5/CH0ewpmHQNJzb0iEz0hjychZ+ip8xGj0zrsEyBtEQr/aD0Q2f0g0mHAQlOIm1mDh6D0konSXEWhBBE2gRXzunHvnyDrO0axZUar2YJpo01mDTMBBgIwyA6wozNbFBUblBdb2ZQkovUeIHVam7zffN37HQ60TTNc9w9/WCDuDNwmvtjrtmBqTaHc0akYTbJe+R0gcVsxxi4FFfyAiyFyxEn/ouwZ6BrGoYhMITcBpTHJswRg3E56hE1hzE3HMWV+j2wxPSaTIHeqQo5S1RXcX/J586dy9NPP82sWbO4//77uffee3nmmWfada584okniIuL8/y4iynv2rULgOzsbLKzZZXJffv2eVLG19XVeZRrbW0tTYYFzFHUNAgcwgrmKKrrDZzYwGSnurra86WoqnNh6BFgjqKqzoUwRSJMkfJYtyOE8ChrQ4+gqs4F5ihcmp3qegPMUTixUV3n9FQ4d4f/NjU1UVsr/SQaGxupq5NbIg0NDZ570NDQQENDy+rffdxGpubVX01NDQ6Hg+joaE9el+zsbF+Zqqo8isd97JbDfd59vQULFuB0Olm2bBlLliyhurra85q7vw6Ho8sy1dfXd1gm9zXLy6Vn95o1a6ioqABg1apVVFdXA7By5UoaGhpwOp2sXLkSp9NJQ0MDK1eu9Mj88ccfe5JVrlmzBoCSkhLWrVsHwIkThRQe3sCgZCguyufo4S0AVJTkUJy3jbmTYGR/uVBY8y2s/6aYkmPyu1dydAcVxQfoFwdFedv4ZkcO1XWwZcsW8vPzAdiwYQOFhYUArFu3jpKSkk7LVFdXx8qVKzEMg+rqas8WensyFRYWsmHDBkDmDdqyRcqUk5PDtu27Iel8DlQOZcfBKnA1kp3nIDvPASnzOBD/W5x6PNQdQuy4k8LcnQBs2ddEfgkQlcmGgxEUFhwG4eqwTIF0pFb6QemHzuqHjz5aSUKUk4zkBspzVlJWDU0N1eTsXkVl6RGGxJcxY/BaMtPAEBrrdpn4+CuoKDtOwSE5luqq8nGWb0HTYPfeHNZt2EZNPRw4cIAdO3a0+e7t2LGDAwdklvFt27aRkyODNAKmHz77CmfCDOpiZrDyGx3DgOo6g1XfyPtYUWOwZrcdht5OWebfWV92MQCF5QZf7SoEo4n8Yhdb9sn7m1NsZtuxgWDtx4HdG9jx9Xoo30r2rm96XKZAB1poIsSKKqWkpPCjH/2ojeVo4MCBXHfddW1yiLj56KOPuOiii/jLX/7CT37yE8/5rKwsZs+ezY4dOxg/fnyb9/lbaQ4ePJiysjISEhJ8ZsO1tbUcOXKEzMxMbDbpGNfRlY3PStPPMbRdlflbXfqsNJupra0lMjLS53xH+vXoo4/y1FNPUV3ddpVcVFTkCXP3Pv/UU09x7733snbtWqZPn+4jx+zZs4mOjub9999vI9PQoUNZuHAhf/3rXxFC8OSTT7J161ZefvllIiMj2bRpE+eddx5r1qxh1qxZvbbSbGxs5PDhw2RkZBAZGdllS5TD4WDz5s1MnToVXddParXRdTP5xQZ5JwzQzcRHukAT6LoZw+Xiy2yNrw/I9U16iuCCMzQibS40QNNNuFxOSqs1oiNMDEtzEhcVOEuU0+n0yOFe9XXZEiWEPG6qhbKNmOr24rJngG7BpGu4XAKaijDtfwTqDiM0C9qwn+JMmImuga5rOF1CHptMOJ2gJ05GtyWcVCaXy8XBgwcDUqVd6QelH7qjH4ornBw+bqHJKYizN3Aifxv908+U90W3sO2gwfrdGkJoJMUKFp7pIjHOjDAMhJCWaofDRVm1IMJuZnCyi5R4sFp6yxLVjn44fTCmog9xWtOw2KIxhMBlgMWkYQiBYTRbn5yNaLv/H5pmwhj+Cwxrf8wmDZchEM0WKpchwNWIqTEflx4NMSMxxY3Hpdl7RKZA6gcIwe28UaNGtfF9qqyspLCwsI2vlDetc5K0xntl5Y3NZvMoPG/cN9f7JnuXHfDOudKRY++w3/aO/b3XrYT8HbvxNtd3tl8ul4u33nqL1uzZs4e33nqL6667jkmTJmEYBhs2bOB3v/sdkydPZtq0ad2S6ec//7nP57mLtnb1/nb32N1n70RsnTm2WCxMmzbNc959Pfegbn2cnqoTHaFzuBBKqkwkxTW/z2Ri2liItsvSEUeKNP79GcycYGKUO72SyUy/OOnAevCYmRGDmtMieEWdeB93Rw73+fbkaO/YZ9xYo6DfdKgbhKmpVEb0ACaTBhGpMO4PcPB/0cq3gC0Fs1ciP8+xqwFzfR4Ul0D8ZCxRp3migFrLEcgaa0o/KP3QHf2QkmDBbIb9RzWqGiIYkHkuXpfmjOE6KQnSF7K0SuO19WYunAyZaToa7s80kZooy8zsLzBRVS+d1aPsvt89N+3pgYDqB1c9xE/CUr0LGqrQbWnozWNV1zT05u7ojUehqQic1eg7f4KecQv0m4vJ6ztg0jXQ7WAZjslRAZVboeEopsSpnmzqgZQp0DUYQ24StWDBAh5//HFP/S6AN998E13XmTdvXrvvS09PZ/z48axevdrHEvXpp58SERFxyklWuCKEoLGxEZvN5jPwO0pDQwNXXnllm/OPPvoo559/Pv/617/49a9/jWEYDBkyhJ/97Gfcc889Ad1XdssQzrhcLnJychg6dGiH743bYfxQoSxCnBgNVot0MJ00TNbXW/UNnCiHT76WzqZzJso0CVqzE6q75l5mWmCyHndFjg5hskHMKJlPpmi1dFS1NIfemyJgxIMyCsg7o7kQLQLpVpn5uPGEfH9MASScKR3Z/cigkCj9EHwSY2DkYNiX5+JYfg79BwzF5JVVc1AyfH+WzCNVWAbvb4KJmXDeWJn6wE1MpHReP1EuM52np0JqvAw+6S189EPiOTLbeflWqD0gJzymSN83RJ0mKxfs/y3U7IVDT8Px9yDjVohtuzOEJV7mnWsolEl4bSmgWbqv2FrJEEhCbjuvvLycsWPHMmLECH7xi19QUFDAPffcwzXXXMOzzz7raTdnzhyOHDnCwYMHPec++OADFi1axF133cXChQvZunUrjzzyCPfddx+/+c1vOvT5VVVVxMXFUVlZ2Sa/SkNDg+cLZLfb27lC7yKEoK6ujsjIyC4pyVAgmDIE6pk6nU62bdvGpEmTOp2HxOGEnBOQXyxzQdm8qhIYBnx1ADZly+i9SBtcPk1OoEDOMyprZTj0kBQZBWTqhlLtjhwdpuIrKP9K5pCx9fPfpvYwHHoGht/XkuHcjateKtmU+RA1tM1bGxsbOXDgQMDM9d4o/dD79AX9AFBW5eTrr7ehx00iLtpMRCsDp8uA9Tvh28Py7/gomDcZBiT5thMCauplBOCAZBia6jvZ6kn86gdHlaxIYIqSuaBcjW1zvBkOKHxXRuS6mlOXJJ4Hw+7zzZHWGs0CoklWNogc2lxapnsEWj+EnGN5QkICn332GWazmcWLF/PAAw9w00038Yc//MGnncvl8jhxurnkkktYvnw5q1ev5uKLL+aFF17g0Ucf5de//nVvitCraJpGVFRU2CpI6BsymM3mLicctJhlgr30FDkh8s5arOswZaRcqSbFyPwzK9a3hEZrzVmP3SVm9h/tXtbj7sjRYeImy0rvRpMsRNx6HScE5DwrFfPOu6D0C9/XTREyy3ntAaj4GkrWy+zJXjIoJH1hbPUFGQASY83MmH4WQ9PM1DfJDOeG11ffpMPM02VOqWi7TML7xjpYt1NG67rRNGmViouSC6/ezHTuVz9YYmU1gpjRkHCO3L6rzfHNYq5bYOCVMGkZpC4EdDmZ0k+RdNNogoZm6/PxD6F6n5ykdVOGQBJylqhgE44rzYaGBux2e9gqmWDKEKhn6nK5OHDgAMOHD+/y6sYwZC6oI0WyDlfrlWp9I7z9JRRXykSc3zvPN/Ox0yX9pOKiup71OBBydJj6fCjdIJVpxEDf15rK4cDjUCUjkRiwBIbcgE9xVGieiB2V233RIyFmNE1Es3//fmWJQumH7hLIZ+oeW8OGDaeq3sSRE1BeDXHRcjz7fG6TnDy5c8YlREurlLtenxv3mE+MkeVnoiPoUU6pH4SQVuKq7dKabO/vW0/TTV2uHMtuK7OjQtbfHHCF//aGU27lu+pk6ai0RfhkRu8ETU1NAdUPIWeJUnSevjAP7gsydDd0VtdlQs6h/aG6wTfrMchJ1eXTZAb0hiZ46wvpH+GmddbjwjLflW5vydFhIgZDygVyZdp6RWpNkDX30r4n/z72Buz5hSdzsgfdKq1S5lio/BZOfAg1+3uj92FDXxhbfUEGkGNL05oznKfDkFSZUNNdW9ON3SonTZdOlVv45TXwxufw5W5fq5TZJKsalNfI5JzlNfQ4J9UPmiaLiPebI30Wm0qhsaRtu8gM3236gtfkzzfXw9FX21qbdLNcaEVlAgaUb4L6AulH2brGXy+jJlFhjqZpYe3vAH1DBpPJxKRJk7q9stE16duU2V9OhiprfXe73BaotESZ+fytL+VkyY3b4VzXYd9RucXn6ESpmEDJ0WGsiWBPkVt8dfnSv8KNZoKMW2D4L2T0TtW3sP12uSJtjSVWOqVrNkxNfl7/jtIXxlZfkAHaji2bRVqMRzUXKS+tarvoyUyDH8yVFQ0EsHW/zHReVNHSRtflRKq+SU6kCkp6rmRMh/WDboX4KZA8G+InccqpRtwk6fPkqoX8f8GO26FqV9t2mklaqpw1ULYBilZB0Wedqmygkm0qfHAn0wvnlVpfkMHlcrFr166ARH7oGgzpJ5WrSZeRe94TIZsFLjtXOpw2OaRFKjvP9xoxERAbCXlFMnqvo6ViAilHpzDZIW5C88q1lUJMngHj/yxXrpFDwJrS/nWsCbj00NhKCwX6wtjqCzKA/7GlabLe3th0uRVXXOFraQK5cFpwFlw8RUbzllTJiZQ72MR9HffiaX+B1AetrVs9JUO7aBpED5O+UvFnSsuRo9J/24SzZRTfsPtlLb6Go7D7Z5DzVxlI4g9LHNgHQd1hOLFSBqt0oN5moHWbmkQpFCGIW7mOy4D+CdJMX1XXYpWyWqQDakaqVLqffA1Z231XoDYLJDfnk9p9RPpShSy6WSra5BkgnLIQsfc/zch0GP8sDH+gJdzZVSe38FqjtvMUYUZclCxgnOangLGbYQPhurnS98kQsGkvfLjZd4EVEyG3CkuqYFcu5Be1nZQFBVMExI6RFqSag/4nRpoO/WbDxBcg5UJAwPH3If/lk1zXJrf4TJFQvqVLtTa7i5pEhTmaphERERHWpu6+IIPJZGLcuHEBNxVH2aVFyp1os7iyZaJkNcOl58DZI+Xf2w/LyL0aL/1k0uVEqskpLVJ5RdKBvbfl6BCaJnNJ9ZsrV5lGK/OZyS7zyLg58n+w536ZCqGpZU/TRN8uON4Z+sLY6gsywKnHlt0Kw5sLGDc2NW/vtRqrkTZYOAXmT5Zj+3AhrPjC19Ls9pMym2RuuT0BLGTcZf1gsklrU/+FEDNSbsk3FPpva46G0/4fjH4cokfDwKUtrzlr2ilsHC9zUtUegJrDUHcEhH9Fp7bzFD64c6iEs6m7L8jgcrnYtm1bj2yD6bpcoY7PkCb7Eq+JlK7BOWOkA6rVIv2jXs2Co16+nJrWkn/q4DGpWJva8ZPqSTk6TMQg6H+pdE7VI8DlZy9SGECzMiz6GLb9UK5YXXU95g8SjvSFsdUXZICOjS2zSVqXx2bI7fjiShmV642mwegh0jfSbpHBJa9/LhPvehNllwuosmrYEyBLdLf1gy0FkmdByjxIPFdOfgyHf+fw+Mkw7pmWpLwAex+GXf8DZZvaTqY0DRAyMvDESij90u/2ntrOU7Qh3Fdo0DdkiIjo2fji6AgYMVCuMr0nUiBXr9+fKbOW1zVKP6lvDvrqmSg7JMRIx9PsPF+LVW/K0SFMNrkijRgsE/i1jvDRdMj8CYx9SqY2MBrg6H9g2w/Ryr7wf83vKH1hbPUFGaDjYyshWkbvZaTiN6cUwMBkuGqG3AqsqpMTqaOtholJlzrB6eqYJTqQMrSLpsvovOjhkDBFjvPaQ3IrrrX1yPu5NxyXW/U1e2Hfw9L5vHJH2+ubo8CeJidTxat9csj1BGoSFeZ0x9T9yCOPoGkaAwcOxPAzss477zw0TfNUZn/ppZfQNM1TKdsfGRkZnhpeZrOZzMxMbrvttpO+py+Y600mE6NGjerxbTC7FUYMkqkMWk+k4qOlUh01WE6e1u2ElVt9rU5W88lXp70lR4eJHAJJ58usxf5M9LHjYdyfZNkY+wBwVKCfeD84fQ1BlH4IHTo7tqxmme7E2+m8dVLNhBg55vsnyGjdt7+AjXvaJueMb85FdahQWqIbu7jj3SP6IWEKJM0EzQy1B2VwiT+ro70/nPGyzBlnipQO5XvuhYP/K/PK+XQ0Um7vNRyDEx9BY7GPDIFETaLCHCEEtbW1XTZ1WywWSkpKWLdunc/5I0eOsHHjRp/ipR3liiuuYOPGjWRlZXHbbbfx8ssvs3jxYr+KOBAyhAJOp5OtW7e2yaLfE9gs0nfCPZHyVpgWs/SXmDlBbvUdKJCRPN6mflNzSHRT8+o090TLNXpTjg6h6dIhtd8FYEmUStZo1TdNg6TpcPr/wdCf4BpwdXD6GoIo/RA6dGVs+eSUSoGaBjmWfWIubHDFdLm4MgRs3gfLs+B4me+1Im3SwuW2RHcleq9H9IMpAuLGQf9LIHGaFK693E/WBEj/EUz6V3Pmc01am779kbRmeaOZpNO5JVZarxqLoeEETkdg07ur+gh9gO7MrK1WK3PnzmX58uXMnDnTc/61115j7NixXbp2amoqU6dOBWD69Ok0NDTw0EMP8c0333DmmWf6fU/IWD66iKZpJCQk9Npq2T2R0jTpE5EY01I/S9Ng4mlykvXfLVLpvrZWJu8bNqClTUK03Po7XCh/Z6SCzdy7cnSYiIHSj6I+VyrYxiLfAsUgI/z6XwJEQe8H6YQsSj+EBt3REe6cUvFRsqLBiQrfOptmEyw4U47vtduhtFpu700aBueMbtENFrNcQJVWy4jdjFSZvFfvYJd6VM+ZoyB+ogwuQcg8UTX7wZrctgCxJRYy74J+8yDnL9KvKiK9nevGyGjAsk3QUIBmHw6kBqzbyhIV5mia1u1yCEuXLmXFihU4HC023ldffZXvf//7geiiRzHm5OT4fT0QMgQbk8nEsGHDelXZuydSA5JkCoTWYdEDkmTNvYFJckvvw82wMbvtKjYpFo6Xy+29itrel6PDWGLk9l3cRLClSauUH6dzk0Ml23Sj9EPo0F0doWlyK35chswjV10vk/F6vz5iIFw3p3lLH+kX+WqWjPRz407OqSET8h4s6Pj2Xq/oOZNdWqciMwCteZy348AZM0rmkBv925aix8LlP/WJyQb2AZhq9wS0u2oSFeYIIaipqemWqfuSSy6hsbGRVatWAbBnzx527NjB1VcHZlvErRwHDBjg9/VAyBBsnE4nGzZs6PVtMKtZTqROS5P+EuU1bZ3JvzdNWqYANu+FDzb5Kk2zCVKaMx7vyXWyZu0GmtoL3wsVIofIJH4NR6XjqJevlLO+NIgdCy2UfggdAqUjbBZpcRo1SP7densvwgYXngmLzpGFjMtr4LXPZWSuNzGREBcJ+SXNC6gOlIzpVT1n6wf9L2oe58dlvT1/kbqaSbZ1k/+KTH2S+7y0UHljsuPkFEWPO4maRHUTIeQ/pGD+GFj8+uF1lMjISBYtWsRrr70GwPLlyznnnHMYOnRoF++JwOl0Ul9fz9q1a/ntb39LZmYmZ5xxRrvvsVgsXfqsUEHXdQYOHIiu9/6QMunSX2LUYLCafHNJuV+fOQEuOKM5t8xxub1X7uUn5fa9sFp1mkwDyTmut5sGISSwxMnEnMlzZEkYr9WqTuj8s1X6wd89+e7pBwisjtA0uQ03arBMc1DiJ3pvaH/4/mwYlCwTcvqzRFstctu/ul4m58w9cXKrVK/rOUs8JM+E1AshYghYEgCt3RxQ0p+qWYDCd2D3vW0ScAZaPyifqG7S5ISf/DWYPdAAG8/eAbZufK+XLl3K97//ferr63nttde46667unyt5557jueee87z91lnncULL7zQbmispmnYbIFdHfQ2uq6Tnt7Onnwv0S9Obs8dKpQO5/FePhMgo3ySYqQyLa+B5WvlijUzraVNdISOdUA6BWXQ4JQWrp6uDN9lNJNM3BcxWK5SzVFQl4NOB2vc9AJKP7Tlu6gfoGd0RGIMWIbILbmSSrk1b/J6zpE2uOw8WL8Lvj0kLdHFFTD/zBbdoDeXjHH7R5ZWwuAUuXXY2lcqKHpO02XFgojB8thVD8c/lFF89gFy+8/TVoP0myBmDBx8CmqyYftt0hk95ULQdPSodAKpIpQlqo/QXVP3/PnzsVgsPPTQQ+Tk5LBkyZIuX2vJkiVs3bqVb7/9ltLSUrZs2cLEiRPbbS+EoLq6OqzN9U6nk3Xr1gU9qi3KDqMHw6B+UFnXNhdU/0RYOgsGJMp/8O9vgi92teSOMVxOThxeR2KM05MGoSSUy8UAmCNlBF9kOsSfhdN0ktp631GUfgg+PaUjYiKkRcqdP661JcltiZ7XyhLdOr1JpA36xUO9Q477ffltM50HVc9pzdMVUwQkTYPITGgokJnPW1umEs+FCX+FqBHgqoHDf4Jd/w/q83AagZ32KEtUN7Ga4dk7gvf5QggcDgdWc/fM3RaLhcsvv5w//OEPzJkzh9TUrkcv9OvXr90om/YI95WmruucdtppQdnOa43FLH0momzSPF9WJfPJuP1yo+xw+XRYvxO+PQxfHZCZzi+aApE2nYSU0zCbdPrFQUWtTIMwpFE6qptD0N/cB3MUeupc+Z8iBFD6oS3fRf0APasjImwwcpD8vhWWQZ1JRvJ5++KPSYfE2BZL9GtrYcYEWQnB3U5vjtp1OGWwSUUtpKfIPFS6HkJ6zp4ms5/XDoWKbVCXIydV3gLb02D8H+H4B5D/L9lGt6E7jgP+/e+6gppEdRNN890yCUIPsFutAbnSTTfdRFFRETfffHNArtdRNE3DGiAZgoXbVyBU0DWZ0TjCBjmFUFQpt/LckyCTDjNPlxOj1dugoBT+swYWnKUzuF+LHAnRsi7XwWMyr0xGaghv7zWj2xKA0JhEKf3QffqCfoCe1xGW5iCThBjIOwFFFTKbud3r1vVPgGtmwaqvIecErPlWFimeM8m3ncXc4iu172jL2LdbQ0jPaSaZ9dyeBo4qaXGqzQEM+Zq7TdpimUeuZj/YUtFr/EeBdhU1iQpz3KbumJiYbocAT5kyhXffffeU7T744ANiYmJ8zo0bN45Ro0Z16XMDKUOwcJu5zz//fMzm0BlWiTFSOeYcl/mkWivVEYPkNsB/t0jn1Le/EIzpd5jZU9MxNcsRZZcTgeJKqVQzUiE1Xq5MQ5Fgb6mGEko/hA69oSM0TY7nmAhZAqagVPo6JUS3GGkibLJw+baD8MVumcH8RAUsOEvW6PQmJkI6rh8rla4BQ5Kd7Po2xPScOVr+ADgqoHyzdEI3ea32rEmQeA4ATldgv0MhchcU3aG3a53deOONbc79+te/5sEHH+zyNUOiXls30HWdcePGBd/M7YfIZlN/hBXyiqWpPiay5XV36Yis7bAnT2N38Wk0fS2YN7klSZ+7Mnx1vdzeq6yVEYGRIbjLEorPIJgo/RAa9KaOsFtlUEhCtNzSL6qQzuNuS7SmwRnDpSV65daW2nsThsK5Y/xbpcprYG+BTvKAcRgiRMdYzDiZBqF6l4zksya1aaLrgfWt00S4e+sFmKqqKuLi4qisrCQ2NtbntYaGBnJychg6dCh2u72dKyjCie/SMxVC+jnkHJdlXhJjaJMIeEeOzHhsCFm49JKp0nrljcMpc9NE2eVEKiXeNyIo2LhcLrKzsxk9enTAkwIq/fDdoi880/pG6SLozxINMr/c2h1ycQRyYTR9nHRWb60f6hvlhCs1QaZQCMVFFMKAqj1Q+VVzJvMhPoK4anLIrjsvYPohhFSfoisYhkFlZWW7dafCgb4gg8Ph4JNPPvHJ6hxqaJo0148eIp3Oi1rV3QMYN8TBuYM2E2kTlFTJGlx5rUqouFemhpCKd28+VHehDldPEcrPoLfpC2OrL8gAwdMRbqfzjFRpSW49Vu1Wmerk8mktpaA++RpWfCGDUryxmR3UFXzC8TIH2Ud8a3KGDJoua/H1uwDiJshM5V44TG2tU91BTaLCHE3TiIqKCmtfgb4gg8lk4qyzzgrNcimtSIiG0ekyS3lplW9leE03MXb0cK6eKUhNgAYHvPOlzC/j/T9M0yA2UlqziipgZ66cbDlCwB0pHJ5Bb9EXxlZfkAGCqyPMJmk5GtlcpLi0ijYJWAf3g2vnwHljZPuCEvhPFmw/3NJW0030H3oWKfEm6hplIeOCkraJPkOCiIGQcLYsaqyZZS45w4HJGnvKt3YGNYkKczRNw2w2h7WC6Qsy6LpOYmJi2PjjRHqtTmu8anBpmk5EVCKxkTpXTocxQ2QNro3Z8Ob6tqUhzCZplTKbZATfrlzpgB5MpRouz6A36Atjqy/IAMHXEW0s0RVtFz0mHc4aKevvpafIygdZ22WpqLrGFv2g6zqJzT5W+wtkss/WtTtDBt0sS8fYB0BdLnr9kcBePqBXU/Q6hmFQUVER1qbuviCDw+Hgv//9b1htJVnMcnU6arBMiVBcCU6Hg0M7/ovhcmA2yVIx8ye35J/5zxrYmdN2FRtll47nNQ2yOvy+IG7xhdMz6Gn6wtjqCzJA6OiIhGgYmyEnVGXVMoVJa+KiYPG5MGN8S4LOVz6D3EKnRz+ATHcSHyUjAXccllF8rV0EQgJ7GqTMh6QZOLTogF5aTaLCHE3Twj70ty/IYDabmT59euiE/XYQdw2uselSGZZUm0kdOh2tuSK6psmV67VzmmtwueCzb2Wm89bKV9fl9l58lHRi3ZFz6lpcPUG4PYOepC+Mrb4gA4SWjrBbZXqT4QOlNarUT+09TYNJw+DqmXJc1zXCu5vMHDXmIrwC+93190D6R+7Ja1sIPSTQLRA3DnP/BYG9bECvpuh1NE3DZDKFtYLpKzLExsaGrQwxkTKj8eAUjTojlrpGXzliI6Xj6fRxcmWacxz+tVpOlForS4tZlo+wWmQtrt7e4gvXZ9AT9JWxFe4yQOjpCJMu/aDGpEtLcnGFr3+km35xsHSmTH8AsC3HxrsbNZ/tO02TOiQpFiqq5Zg/fJyQLGKuWWNO3agTqElUmNMXTN19QQaHw8F7770XdFN9d7CaIb2fg6qc92hodFBW7TtB0jSYPFwq1NQEaHLIjMdvrpMr2dZ4anE1ylpcBwqgrhdqA4fzMwg0fWFs9QUZIHR1REK0tEQP6iety6VV0hfKG4sZZk+EBWc6MWlO8ovh1Sw4XubbzmyCpOZC6EdOwO5caZUKJQJ9/9UkKswJtdVNV+gLMpjNZubNmxcSpvruYLVIOcakm7E3ZylvrVCT42RyzhkTpHI91uwrtWFPW38IXZPJPGMjZfbkHTk97zcR7s8gkPSFsdUXZIDQ1hF2KwwfAOMy5FgtqZQBJ62tzCMGmbhqupP4aEFNvQw28ecjabe2JOfdnQtHikLHVyrQ919NohSKABGKyrErmM1mkmKlmT8pVirUplaLN12DSafBD+ZAZn+5VbdlH7y8WkbptVaqVotMqSCQtbhC1m9CoehBQllHaJr0fRqXASMGyjFdVNk2gi853sTVM2RGdJchfSRXbpWTLm90XeoPmxUOHZPpEKpqe0ua3kNNosIcIQRVVVWEc+L5viCD0+lk5cqVYV+3zVuOKLuM3BuUDJV1MlNx60cUEymzml88RUbqVNXJKvHvfNl2i887t1RFjfSbOHAs8Ft84f4MAklfGFt9QQYIHx1hNsmtvQlDZcHisuqWCZIwnBzeuRKrycnFZ8O0saAht+pfXg3fHPTNJwdyay85DkqrpSX6YA+M+c4Q6PuvJlFhTjibumfOnMnFF1/cIzI88sgjREcHNpT1ZJjNZi666KKQXml2hNZyWM0wbCCMGiSVZbGfLOeaJttcPxemjJQOq3nF8Moa+HxH2+g8s0muUCNtcLRYKtajxYFzQg33ZxBIwlk/gNQRl156aY/IoHTEyYmyy1xyIwbKMV9aCQIzmeMvQtPNaBqcOQKWzpKTrSYnrNspfaWOlfpey6TL7T27VSbl3Z4jt/h6O3IXviPbeXv37uWCCy4gKiqK/v37c99999HU5CdsoBUZGRlomtbmp6EhiNNeRbs899xzPP3008HuRsAI9RVmR2kth65B/0QYP1SGMpdW+c8tYzHL4qU/mAuZadJqte0Q/Hu1NOe3xm5tDo3WYF8BbD8kJ1PBUKyK0OS5557jqaeeCnY3Aka46QiTLq1SYzMgNkououoafGVIiZc+knMmgt0CJVXwxjoZdNJ6KzDC1lJr89AxmVuqoMR/VGC4EHKTqPLycmbPnk1TUxNvv/02jz/+OC+88AL33HNPh95/xRVXsHHjRp8fmy0UqyQGhnA2dY8ZM4aRI0eGtQxunE4nq1atCjsl2ZqTyeHe3hvevDIt8WOVApmo79KpMllfXJRMwPnBZpn1uLXfhKZBTIRUrE5DZj/+9pBcrdZ3MQNyuD+DQBLuY2vMmDGMGDEirGVwE846Ij5K+kgOSnZy/MAqKmt8ZdA0uci6/gIZ6QfSwvxqlix63rptlL1lzO87Khdbhwr9uwwEmj6/nff8889TVVXFO++8w/z587nxxhv5/e9/z/PPP8+xY36Ws61ITU1l6tSpPj/hasruCLquEx8f3+lSAjfccAPjxo1j7dq1TJo0iaioKKZMmcLXX3/tadPQ0MA999zDgAEDsNvtTJw4kXfeecfvdVavXs2ECROIiIhgxowZ5ObmUlZWxpIlS4iNjeW0007j9ddf93mvezvPLcNjjz1GdHQ0O3fuZNq0aURGRjJu3Dg++eQTn/e9/PLLTJs2jcTERBISEpg5cyZbtmzp5J0LLBaLhUWLFmGxWILaj+5yKjncuWXGpkvfprJqmZncn+LLSIVrZ0uTv65JJfnyalmLq3XOKL3ZXyolXjqfHzwmlfDx8s4r1XB/BoGkq/oBQkdHXHrppR4Z3FtwSkf0PlYzjBhk4ezpi9B0C6V+cr9F2GSVg8vOkxOl8hp4/XPYtLetr5TmNeZNutze23EYsvP9p1kIFIG+/yE3ifroo4+YO3cuiYmJnnNLlizBMAxWrVoVxJ6FJkIIXC5Xl1Zpx48f56677uLee+/ljTfeoKGhgcsuu8yTR+Oaa67h73//O/fddx/vvvsuY8aM4fLLL+f9999vc52f/vSn/PKXv+Q///kPhw4d4pprruGqq65i/PjxvPXWW0yePJlrr72WI0fa1i3ylsHhcHDNNddwww038M4775CSksLll19OaWnLJntubi4/+MEPePPNN3n11VcZMmQI559/Pvv37+/0PQgU4b7id9NROeKiZCbzEQPl30WV/n2aLGbpfOrtN5G1HZZnSTN+a7wtU67mVWrO8c6FR4f7Mwgk3dEPEDo6wlsGpSOCiSDSXMWYIYKYSJmg01/R8fQUWX9vxEC5CNqULbf4SirbtnVbplLjIdIOJRWyoPnOHFn5INBFzQN9/0POw23v3r3ceOONPufi4+NJS0tj7969p3z/f/7zH/7v//4Pi8XC+eefz+9+9zvGjx/fU931UFsrYzcjIyM9lq+mpiYcDgdms9lnS9HdNiIiwrNCdDgcNDU1YTKZsNvtHW5rtVqprq7ukuNlWVkZn3/+OWPHjgUgKiqKWbNmsXnzZmJjY3n77bd5/vnnueWWWwC48MILyc3N5dFHH+XSSy9t9zrHjh3jzjvv5P777+dXv/oVAGeddRZvv/027777LnfffbdPP4QQVFdXe+7Zk08+yUUXXQTAyJEjGTp0KB999BHXXnstAA899JDnvYZhcMEFF7BlyxZeeuklHn/88U7dg0DhdDpZv3498+bNC9uVJnRODrMJBiZDfDTkF0urkdkkJ1h6q69ivzhYMkMqxg17pG/Fm+vl9uC0sTKyzxtNk9dpaJKlY+qbZJ2/yA7szIfidkk46gcIDR3h1g+xsbGe+6Z0RHDwlmH0EAs5x2VNzZjItmPTboWLpkBmPqzZLvXDK2tkUfNzRsv3tMZmAVucXDRV18lUKLER0D8JkmPl64GQIZCEnCWqvLyc+Pj4NucTEhIoKytr+wYvLr30Up599llWr17NX//6Vw4ePMi0adM4fPhwu+9pbGykqqrK5wfkysf92/vYPYsVQvgcR0dHEx0dTXFxsef873//e6Kjo/nJT36CYRie8ykpKURHR5OXl+c5/+yzzxIdHc2PfvQjhBCe7LwZGRlER0eTnZ3tOf/SSy8RHR3N1Vdfja7rxMXFeRRk6361dwwwYMAAxowZ4/l79OjRABw9epR169YBcOWVV/q8d8mSJWzbto3a2lpPHwcMGMDo0aM9bYYNGwbAnDlzPPLFxcWRkpJCfn6+j3xu3M9c13Xmzp3r+cyMjAwiIiLIz8/39H3Pnj1cdtllpKamYjKZsFgs7Nu3z7PK7Og98D5298fhcPgce69+3e9pfQwtifQsFguGYXjOG4bhGbTtHbtcLp/j9r577mOn0+lz7O5ve8edkclbDm/5TiaTzexkxCAYNUgeF1dATZ0Lw5BthOHCMFzoGozPcHHdHBfjMgAEe/PhX5/C5r0uGhulTIbLiWjur9XkJDHG4EQF7M5xUlp5apkCGX3zXdUPrXWE+7xbR+Tn53t0xBVXXOHzXreOqK6u9nsdwzAYPnw4ALNnz/Z8XmxsLCkpKR65vYmPj0fTNIQQ6LrOnDlzPNdOT08nIiKCo0ePeq6VnZ3dro7wls/d51Pdj+7qB3e7hQsXYjKZ+oR+sFkEQ1MdnDYAGhoNissdOF0ghIHhah77wmDEACfXzYbhA+R19+TBS58K1u80aGhq0Q9SbnksF2MukqJdNDph7xEn3x5wkV8MtfXdk+k7EZ3XVf785z9zzTXXMH36dK6//no+//xzgJNGdzzxxBPExcV5fgYPHgzArl27AMjOziY7OxuAffv2eb7MdXV1NDZKz1f3atB97B4g7tcBqqurPV9sb1qbd91fWrey9sblcnksNiC/NEIIGhsbqamRufWbmpo8/WlsbKSurg6Qvgv19fWeY5fLRXx8PPX19Z7oRbdsDQ0NFBUVYbFYSExMpKamxiNTbGwsQggqKiqorq7GMAzi4+Opqqry+TIDxMXFeeRzD8CGhgYMw/DI515lugdAREQEVqsVh8Phkcm9mgYoKSlh3rx5HDlyhCeffJJPP/2UrVu3Mn78eI/c9fX17T4nd5Snt0yNjY2Ul0vvxzVr1lBRUQHAqlWrPJ+7cuVKGhoafHK9NDQ0sHLlSs9z/OSTTzwlKtasWePpr/ufTWFhIRs2bADkPyG3j0ZOTg7btm0D4MCBA+zYsQPw/e7t2LGDAwcOALBt2zZycnIA2LJli2eCuWHDBgoLCwFYt24dJSUlnZaprq6OlStXYhgG1dXVni30U8mka9BYnU9TyRaGDYDqshzyDm6jyQFlJw5QclTKVFqYTX1ZNnMnwYWj9tEvug6HCzZmm3hxlTT7Hzn4DVXlUqaCQxtorCkkJQ5OHF7H9n0l5BedXCb39zwQfFf1g1snxMbGeo7r6uo8famsrKSkpASLxeIZr245kpOTEUJw9OhRj0wxMTEe/VBVVeWxxLgn626ZrFYrDQ0NPvrBPYlwOp00NTURERGBpmk+Mrnf19jYyIkTJ5g3bx45OTk88cQTrF+/nvXr1zN+/HiPnN4R272hH9xjqaysjLKysj6jHz5bvYr0FEhPrKDm2BrKqqGkuIT8/VKm2spCCg5tICYSpg3LY86wHQxMBpeh8fVBnWWrYM1X5eQd3gNI/VBaKGUqObqDiuIDxEWBqNpGTUUOBwpg3Zdb2LEnn0ZH12QKpH4AQIQY/fr1Ew888ECb8wMGDBD3339/p6930UUXiSlTprT7ekNDg6isrPT85OfnC0CUlZUJIYRwOp3C6XQKIYSoqakRu3fvFvX19cIwDGEYhhBCCMMwRHV1taipqREul8tzvqGhQVRXV4uGhgaf81VVVaK6ulq4XC7P+cbGRlFVVSXq6uqEYRjC5XIJIYSorq4WVVVVnnYul0s0NTWJ6upqUVdXJ1wul6ioqPC0b92v9o6vv/56MXbsWJ/zZWVlAhDLli0Tzz77rOc+eLd55plnhKZpHlnd1/GW77PPPhOA2LJli+e8YRgiPT1d3HHHHR45ZsyYIRYuXOiR4aGHHhJRUVFt+hsXFyceeughIYQQH3/8sQDEt99+69MmIyNDLFy40PNe97VOdT/q6+vF7t27RW1trRBCiKamJs+9bGpq8rR3HxuG0eZYCCEaGxvFRx995Hm/+7zL5RIOh+Okx06n0+fY/X1r79jhcPgcu/vb3nFnZPKWw1u+zspUWeMUu3Md4vMdQny+wym+PegUu3KF2HHYKXYc9jo+5BRvrhPiZy8Y4qZnhLjpGSFu+7Mh/vaBITbvFWLHIYfYmeOS7Q85xKZsl/hsmxA7DjWJ6lr/MtXV1YmdO3d67lF3+K7qh9Y6wn3erSP++c9/enREaWmpTxu3jqiqqvJ7HZfLJdasWSMAsXnzZs/nuVwukZ6eLm6//XZPf2fMmCEuuugijwztjeu4uDjx8MMPC8MwPDpi27ZtPm3cOsL93ocffthzrfbuQaD0g2EYora2Vnz88ceioaGhT+qHhsYmcaxUiE3ZLrH6a4f4ar8QO3NcYschh9iVK8TOw67m8SzE+xuc4r5/tIz5H//REE+tEOLTr331w07PsUPsPOwUO3OE2LDLIVZ/4xKbs4U4dMwhKqpdwjA6LlMg9YMQQoScT9SoUaPa+D5VVlZSWFjIqFGjAv55NpvNbwoEk8nk89t97DaLe/sXaJrmN2lbe9eOiWlbRdpqtWK1Wn2uCbS5rqZp6Lrus6ceFxfX5n3dPZ4+fToAb775Jj/+8Y8951esWOGJ1PHGO/rHfezua2vc+bu823tvObTui/ff7hWk1Wr1nNuwYQO5ubkefwvv63dUbnc/ve9rZ46tVisXXnhhm3ug6/opj1t/x0517G2O7shxd+Rwn++IHN7HsVEmRkfK6L28IhMl1TISJ9LWIoeuy+PRQ2DkYI2DBbBlP5RUanx9UDqXzptsZtiA5vYmM9ER0teiuNpCfRNk9Id+cRbcj9NisXQpEq09vuv6wfvv1uPKrSNWrFjh0RGapnl0RGs53O/Vdd3vsfdv72eoaZpHho6Ma7eOsNlsntc2btzo0REnk6+9a3ZXP2iaRmRkJPPnz/f57L6kH2xWnbRESIjWOVqiU1AK9Y068dHN/w90Ha158ytzgImMNJkratshOFaqsTcf9uabSEuEycNkG/dj0PWW/sZGm4kRMnVK7gkzx0qlX2ZKvJn4aLDqJ5cjkPoBQtCxfMGCBTz++ONUVFR4/GTefPNNdF1n3rx5nbrWsWPH+OKLL7juuut6oKehgRACp9OJ2WwOaCqHCRMm8L3vfY977rmH+vp6Ro4cySuvvMKGDRt47733AvY50CKD6EDUxNSpU4mOjuaOO+7ggQceoKCggIcffpiBAwcGtE+dxTAMSkpKSE5ODvgg7U0CKYemyczkMZEyg3FBiSz3EB8tHdC90TUYMUjmoMo9ARuzoahClpA5c4RM4ul2VjebZB2+qjoZDl1VJ0vT2K0tMigkPaUfoHd1RGd8WZSO6Dk6IoPdKuvqxUdBzgk5jhOiZf1Mb3RNjvfhA2UU3reHZDRuYRl8uEW+/4zh0hG9tb5wR/HGRMjkvOXVMlgl0gYDEiEloX0n9EDrh5B7krfeeisxMTEsXryYVatWsWzZMu69915uvfVWBgwY4Gk3Z84cjwMzwPLly7nmmmv4z3/+Q1ZWFi+++CLnn38+JpOJn/70p8EQpdcI+B5vM6+88go333wzTz75JIsWLWLnzp2sWLGCSy65JOCf1VEZUlNTefPNNykqKmLRokX88Y9/5O9//7vPdyEYGIbBrl27wv4feE/IYTXLnFHjMlpyS7WXVE/TZBTeVTNkgWOAr/bDu19CXaNvu7goiLY355fJkcrX6VKTqNb0lH6A3tMRnZFB6Yieo6MyaJqslzc+Q0bwVtZBZW37Od9SE2D+mfCjC2XpKJsFKmpl1vMXP4bNe9vPam6zQGKs/DyBrMe5/TAUlPpPjxDo+6+Jjiz/e5ns7GzuvPNONmzYQExMDD/4wQ/47W9/62POnjlzJrm5ueTm5gKwadMmfv7zn7Nr1y6PFWv27Nk89thjjBw5ssOfXVVVRVxcHJWVlZ6QWjcNDQ3k5OQwdOhQnzBjRfiinmnv4jLkyjSvSJaOiYtqsSD5Y99RWP0NOFxy1bnwbJlvyhsh5KSsoUkq0gGJLo7nZzN69GifbY5AoPTDdwv1TLuPIeSYzz0OdU0QF3nyMQ8yn9zuI7KgcbWMfcBqkQurSaed/P1CQHW9rHgQFwkDkmWKFbc1y+VykZ0dOP0Qctt5IEPtV69efdI2a9eu9fl76tSpZGVl9WCvQhPRHH5qsVjCNjN7X5DBMAwKCwtJS0sLW1M99LwcJp1mvwk4WgLHy2QpGH9bfCALoCbHym298hp443M4byycMQyPv4TbKhVlh4oaqKgxSAzPr1HA6Qtjqy/IAH1DR3RFBl2TC5+YCLmlf6JCTnLio2QyXn9YzXKydPpQaVnask9mMd+8V/pQnWwy5c6EHh0hJ2B7mzOgp6fKPvT57TxF5/EOlQ5Xwl0GwzA4dOhQWJvqoffksFth2AAYN1T6TZXVyG0+f5nJk2Lh6pmyvSFg/S54Z0PbIshmk2xr1sL7GQSacB9b0Ddk6As6ojsyRNml/5O7kHllrZzcnKwaga7LhdS1s2HhFDm+mxxyMvXPT+CzbdKfyt9+mt68uEqMkf5Su3LlJM7h/A5s5wUTZa7/bqGeafAxDFn5/ViptCTpulxJtl6lCiEV4ec7peKNsMo6XZlpvu1q611EOtV2nqL7qGfaMxhCOoMfLZEWZh2Ijjx1RnIhZF3NTXvlBMxNvzjpczlyUPtbfdX1MrAlJd4FNYHTD8oSFeaI5mR64TwX7gsyGIbBkSNHwnqVCcGRQ9flynT8UKkIE6KlI2pppe8q1V0p/vuzpNKsb4L3N8Hqbb5Op0KE9zMIJH1hbPUFGaBv6IhAyaA3R+6Oy5DO58nxcoJzokJamNt71FpzRN+1s+HyaXLSZNKlpSlru3RC37DHvxN6TIT8zOIKtZ2naIU7s244E+4yGIZBQUFBWCtICK4cJl06ho/NkIo1IUauNlsrxMQYGb13RnOw1a5ceGmVjNAzhJpEtSbcxxb0DRn6go4ItAwmXU5sRg+G0zMhI0VaposqZLBIex+jaTC4Hyw4C25eADMmyOs4XNJ/atkq2LqvbXSe2QQxEYG9/yHpWB7qhNKKqL1EfuFEMGUI1LM0m82ce+65AblWMAkFOXRNTpRiIqQfRV6xjNaJ9SpYajbB+ePlVt7a7XI7cM23ssDxOaPMRLfNV9lrKP0QWPqCfoDQGFvdpadk0DSZTy4mEgYkQUmlTFlSXCmj8mIi/AeegNy+m3QaTMyEQ4WwcQ+UVsOXe6QT+tmjpAXbnWfOO3FnIFCWqE7gznzqrjcVCgghaGhoCCnF3VmCKUNtbS2apnW7qrrL5eLgwYN+65+FE6Ekh8Usc0aNGiTN+6WV0tLkzaBkub03c4L0pyiuhI+/ClJ/lX7oEYIpg/tZdlc/QGiNra7SGzLYrTCoH0w8Dcaky1xw5dWndkLXNBl8cs0cmD9ZOpXXNcptvhXrpb8lyILHgURZojqByWQiPj6eoqIiACIjI4MeciuEoL6+HiFE0PvSVXpbBncW56qqKqqqqoiPj++2g6EQgvLycjIyMgLTySARanJoGvRPhAgbHC6E4gq5zWf10ly6LhXuyEHSH2JffnAmDEo/9AzBkEEIQV1dHUVFRQHRD+5rhtLY6gq9KYPFLFMj9IuTk6jCMmlhckfdtWeZ0jVZSmrEIGmZ/nKPDFp5ZQ1MGwsjBgRWP6jovFacLPoG5Jfo+PHjngrRivDFZDKRkpLSpm6fIjRpaJIlYQrLZGReTKT/dnknXAyO7P3oPFD6oa8RHx9P//79lX4IAQxDpkHxnkz5i+JtTWUtfPqNjAQESO/nYvHpfTzZZiijaRppaWmkpKSEhLOjy+XiyJEjpKenB/wfRm8RDBnMZrNPwdju4nK5OHDgAMOHDw/b5wChLYfdCiMGylVoznG5dZcYI51TvUmMdkGQfHeVfgg8wZLBYrEE9PNCeWx1lGDKoDcHnrhLRxWWydIwDhdE2SDS3uL35E1clIzk234Yvtgt3xdI1CSqi5hMppAYCC6Xi8bGRux2e0j0pyv0BRmgZ2uU9SahLIfenPE8yi6tUiWVcjUaYQt2z3xR+iFw9AUZ3ITy2OoowZbBM5mKlRnJy6plNF9JpVxQ+bNOaZrc8s9IhdXfqO28HuVU5nqFQhEaOJyQXywLjQrR4icRrGSbCoUiODQ5peP4iXI5qdJO4jdV3+jC3qSSbSqacblc7Nq1K+wjPpQMoUE4yeGO3hubLmvvlVZJ/wcjDPreW4TT82yPviAD9A05QlUGq1km7B2bIRN4xkfLTOhl1bLouTeaUNF5CoVCAcgVZ2KMNOEXV8LRYhnJE60qdCgU3zncmdDjo+UEqqBEbvNF2GSuqZ6ID1Dbea1Q5nqFInxpaIKCYhf15Wo7T6H4ruN0ycXVkRNQ3yjToxiGC2ujis7rMdxzyqqqqlO0DA3c5tVx48aFrdOlkiF06AtyxNmaKK6p6ZHkjEo/9D59QQboG3KEowxRZkhPkv6TR4+DiSYSTIHTD2oS1Yrq6moABg8eHOSeKBSK7lBYWEj//v0Dek2lHxSKvkGg9IOaRLViwIAB5OfnExMTExYJ1qqqqhg8eDD5+flhu72gZAgd+oIclZWVjBo1Crs98I5RSj/0Pn1BBugbcvQFGQKtH9QkqhW6rjNo0KBgd6PTxMbGhu2X2o2SIXQIdznq6urQ9cAHHyv9EDz6ggzQN+QIdxkCqR9UigOFQqFQKBSKLqAmUQqFQqFQKBRdQE2iwhybzcbDDz+MzRZidS86gZIhdOgLcvQFGQJFX7gXfUEG6BtyKBnaovJEKRQKhUKhUHQBZYlSKBQKhUKh6AJqEqVQKBQKhULRBdQkKgw4ePAgt956KxMnTsRsNjNu3Di/7V588UVGjBiB3W7n9NNP58MPP+zlnrbPm2++yaJFixg0aBBRUVFMnDiRf/7zn22yxoayDCtXrmTGjBn069cPm81GZmYm99xzD5WVlT7tPvjgA04//XTsdjsjRoxg2bJlQerxqampqWHQoEFomsZXX33l81qoPouXXnoJTdPa/DzwwAM+7UK1/4FG6YfQQOmH0HkWvaojhCLkeffdd8WgQYPE5ZdfLsaPHy/Gjh3bps3y5cuFpmniwQcfFGvWrBG33HKLMJvNYuPGjUHocVumTp0qrr76avHaa6+Jzz77TDzwwANC13XxyCOPeNqEugz//ve/xb333itWrFghsrKyxF/+8heRlJQkLrjgAk+b9evXC5PJJG655RaxZs0a8eCDDwpN08Sbb74ZxJ63z3333SdSU1MFILZu3eo5H8rPYtmyZQIQH3/8sdi4caPnJy8vz9MmlPsfaJR+CA0ZlH4InWfRmzpCTaLCAJfL5Tm+/vrr/SrJESNGiKVLl/qcO+ecc8SCBQt6vH8dobi4uM25m2++WcTGxnrkC3UZ/PHCCy8IQBQUFAghhJg3b54499xzfdosXbpUjB49OhjdOynZ2dkiKipKPP/8822UZCg/C7eC9PedchPK/Q80Sj+Ehgz+UPohOPSmjlDbeWHAqTKrHj58mP3797NkyRKf81dffTWfffYZjY2NPdm9DpGcnNzm3KRJk6iqqqK2tjYsZPBHUlISAE1NTTQ2NpKVlcWVV17p0+bqq68mOzub3NzcIPSwfe68805uvfVWRo4c6XM+XJ+Fm3Dvf2dR+iE0ZPCH0g+hSSBlUJOoPsDevXsBGDVqlM/50aNH09TURE5OTjC6dUq++OILBg4cSExMTFjJ4HK5aGho4JtvvuGxxx7j0ksvJSMjg0OHDuFwOPzKAC3PKRRYsWIFO3fu5KGHHmrzWrg8i7Fjx2IymcjMzOSJJ57A5XIB4dP/3iJc74fSD8GjL+gH6B0doWrn9QHKy8sBiI+P9zmfkJAAQFlZWW936ZR88cUXvPbaazz99NNAeMmQnp5OQUEBABdeeCGvvvoqED4y1NXVcc899/D444/7rX8V6nKkpaXx6KOPcvbZZ6NpGu+//z4PPvggBQUFPPvssyHf/94mHO+H0g/BI9z1A/SujlCTKEWvc/ToUa666ipmzZrFXXfdFezudJqVK1dSW1vL7t27+c1vfsMll1zCp59+GuxudZjf/OY3pKam8sMf/jDYXekS8+fPZ/78+Z6/582bR0REBM888wy//OUvg9gzRSBQ+iG4hLt+gN7VEWo7rw/gnj23DqV1z7YTExN7vU/tUVFRwYIFC0hKSuKtt97y+HOEkwwTJkzgnHPO4aabbuK9994jKyuLd955JyxkOHLkCE8//TSPPvoolZWVVFRUUFNTA8hw5pqamrCQozVLlizB5XLx7bffhmX/e5Jwuh9KPwSXvqofoOd0hJpE9QHc+7qt99T37t2L1WolMzMzGN1qQ319PRdffDGVlZV89NFHxMXFeV4LFxlaM2HCBCwWCwcPHuS0007DYrH4lQHa7r8Hg5ycHJqamli4cCEJCQkkJCRwySWXADBr1izmzp0bts/CTbj3P9CEy/1Q+kHph94ikDKoSVQfIDMzkxEjRvDmm2/6nH/99deZM2cOVqs1SD1rwel0smTJErKzs/n4448ZOHCgz+vhIIM/Nm/ejMPhIDMzE5vNxqxZs1ixYoVPm9dff53Ro0eTkZERnE56MXHiRLKysnx+nnnmGQCef/55nnvuubB8Fq+99homk4lJkyaFZf97knC4H0o/KP3Q0/SUjlA+UWFAXV0dK1euBKS5taqqyjMQ3RlyH3nkEa655hpOO+00Zs2axeuvv87mzZtZt25dMLvu4fbbb+fDDz/k6aefpqqqik2bNnlemzRpEjabLeRl+N73vseZZ57JhAkTiIiIYPv27fzv//4vEyZMYPHixQD86le/YubMmdx+++0sWbKErKwsXn31VV5//fXgdr6Z+Ph4Zs6c6fe1yZMnc8YZZwCE9LOYP38+s2fPZvz48QC8//77vPDCC9x99930798fCO3+BxqlH0JDBqUfQudZ9KqO6FImK0WvkpOTIwC/P1lZWZ52//jHP8SwYcOE1WoV48ePFx988EHwOt2K9PT0dmXIycnxtAtlGZ544gkxceJEERMTI6KiosTYsWPFr371K1FZWenT7r333hPjx48XVqtVDBs2TLz44otB6nHHyMrKapNMT4jQfRZ33XWXGD58uIiIiBA2m02MHz9e/OlPfxKGYfi0C9X+BxqlH0IDpR9C51n0po7QhGhVnEihUCgUCoVCcUqUT5RCoVAoFApFF1CTKIVCoVAoFIouoCZRCoVCoVAoFF1ATaIUCoVCoVAouoCaRCkUCoVCoVB0ATWJUigUCoVCoegCahKlUCgUCoVC0QXUJEqhUCgUCoWiC6hJlCLozJw5E03Tun2d3NxcNE3jhhtu6H6nQoSXXnoJTdN46aWXgt0VhSJoKB3RPkpHBBc1iVL0eQKlgHuCvqjUFYpwQ+kIRVdRBYgVfYaBAweSnZ1NXFxcsLsSMC677DKmTp1KWlpasLuiUIQ9SkcoAo2aRCn6DBaLhVGjRgW7GwElLi6uTyl8hSKYKB2hCDRqOy8Meeutt5gxYwYpKSnY7XYGDBjA3Llzeeutt9q03bFjB1dffTVpaWlYrVbS09O58847KS0tbdP2n//8J4sWLSIjIwO73U5iYiLz588nKyurTdu1a9eiaRqPPPIIGzZsYN68ecTHx/uYxIUQLFu2jOnTpxMfH09kZCTDhw/nlltuIS8vr801HQ4HjzzyCBkZGdhsNkaMGMFzzz3X4fviz+ytaRqff/6559j909o03tH75P0Z2dnZXHbZZSQlJaFpGrm5uQC88847LF26lGHDhhEZGUlcXBzTp09v83xeeuklhg4dCsC//vUvn/6tXbvW06Y9f4cvv/yShQsXkpiYiN1uZ9SoUTz88MPU1dW1aatpGjNnzuTEiRNcf/31JCcnExERwdSpUz2f5U1hYSF33303w4cPJyIigvj4eEaPHs2tt95KZWXlSZ6CIhRQOsI/SkcoHRFolCUqzPjb3/7G7bffTlpammdwHj9+nC1btvDOO+9w+eWXe9q+//77LFmyBF3XWbRoEYMHD2bPnj08++yzfPLJJ2zevJmEhARP+zvuuIPTTz+duXPn0q9fPwoKCnj33XeZO3cub7/9NosWLWrTnw0bNvD4448za9YsfvzjH3sUn2EYXHXVVaxYsYKBAweydOlSYmNjyc3N5Y033mDBggUMGTLE51pLly5ly5YtLFiwAJPJxBtvvMEdd9yBxWLh5ptv7tL9evjhh3nppZc4cuQIDz/8sOf8xIkTu3yfAA4ePMjUqVMZP348N9xwA6WlpVitVgB+/vOfY7VamTZtGmlpaRQXF/P+++9zxRVX8Oc//5k777zT04e7776bP/3pT5x++uksXrzYc/2MjIyTyvXmm2+ydOlSbDYbV111FSkpKaxatYrHHnuMTz75hLVr12K3233eU1FRwbRp04iLi+O6666jqKiI119/nfnz5/P1118zbtw4AOrq6jjvvPPIzc1l3rx5XHbZZTQ1NZGTk8O///1vfvazn6mVbwijdETnUDqiBaUjuoBQhBVnnHGGsFqt4sSJE21eKykp8TmOjY0VAwcOFLm5uT7tli9fLgDxk5/8xOf84cOH21zz2LFjYsCAAWL48OE+57OysgQgAPHPf/6zzfv+8pe/CEDMmTNH1NXV+bxWV1cnSktLPX/PmDFDAOLss88WlZWVnvN79+4VZrNZjBw50t+taENOTo4AxPXXX+9z3n19f3T2Prk/AxAPPfSQ32seOnSozbnq6moxfvx4ERcXJ2pra0/ZZzfLli0TgFi2bJnnXGVlpYiLixM2m01s377dc97lcomrrrpKAOKxxx7zuY67z7fffrtwuVye8//4xz8EIG655RbPuffff18A4n/+53/8ytHQ0OC3r4rQQOmI9lE6QumIQKMmUWHGGWecIaKiokRZWdlJ2/3hD38QgHj55ZfbvU5ycnKHPvPOO+8UgI8CcSvIM844w+97Ro8eLUwmk9i/f/8pr+9WYGvWrGn3taqqqlNepysKsrP3yf0Z/fv3F42NjafskzdPP/20AMTatWtP2Wc3/hTkyy+/LABx2223tWl/5MgRYTabRWZmps95QERFRYnq6mqf8w6HQ5jNZp/n6FaQP//5zzslnyI0UDqifZSOUDoi0KjtvDDj6quv5r777mPcuHF8//vfZ9asWUybNo3Y2Fifdps2bQJg8+bNHDp0qM11GhoaKCkpoaSkhOTkZAAOHz7ME088wZo1aygoKKCxsdHnPceOHSM9Pd3n3FlnndXm2jU1NWRnZzNs2DCGDx/eYdkmT57c5tygQYMAaWaOiYnp8LU6SlfuE8Dpp5/uMc23pqioiCeffJKPPvqII0eOUF9f7/P6sWPHutXnbdu2ATIsuzVDhgwhMzOT/fv3U11d7XPPRowYQXR0tE97s9lMamoqFRUVnnPnn38+aWlpPPnkk2zfvp2LL76YGTNmMHr06JANA1e0oHREYFE6QumIk6EmUWHGz372M5KSkvjb3/7G008/zVNPPYXZbGbhwoU888wzHifEsrIyAP7617+e9Hq1tbUkJydz8OBBpkyZQlVVFbNmzeKSSy4hNjYWXddZu3Ytn3/+eRuFCZCamtrmnNupcODAgZ2SrbWSBzmAAVwuV6eu1VE6e5/c+JPbfb2zzjqLvLw8zjvvPObOnUt8fDwmk4lvv/2W9957z+997AxVVVUn7UNaWhr79++nqqrKR0H6u78g77H3/Y2Li2PTpk089NBDfPDBB6xcuRKAwYMH88ADD3D77bd3q/+KnkXpiMCidITSESdDTaLCDE3TuPHGG7nxxhspLS1l/fr1LF++nDfeeIMDBw6wY8cOTCaTZzDs3LnT4wx4Mp555hnKy8v597//zbXXXuvz2q233uqJXvHXn9a4HQoLCgo6K16v09n75Ka91daLL75IXl4ev/71r3nwwQd9XnvyySd57733ut7ZZtx9PnHihN/Xjx8/7tOuKwwZMoSXXnoJwzDYsWMHq1at4s9//jN33HEHCQkJLF26tMvXVvQsSkcEFqUj/KN0hESlOAhjkpKSWLx4Ma+//jqzZ89mz549HDx4EICzzz4bgI0bN3boWm4zdevoGiEEX375Zaf6FR0dzZgxY8jJyeHAgQOdem9PYDKZAP8r1c7ep1PR3n0EWL9+faf61h6TJk0C8Bt2nJ+fz6FDh8jMzAzI1oau60ycOJH77ruP5cuXAzJSSREeKB3RMZSO6DrfdR2hJlFhxtq1axFC+JxzOBwek7M7ZPWHP/whMTEx/PKXv2T37t1trlNXV+fZ6wc8fgxffPGFT7snn3ySXbt2dbqfd9xxBy6Xi9tvv73Nfn9DQ4Onv71BYmIiIJVHazp7n05Fe/fx1Vdf9Zi8vUlISEDTNL99a49FixYRFxfHsmXLfPoshOD+++/H6XR2q0TE7t27/a5g3edah0UrQgulIzqP0hGdQ+mIFtR2XpixePFiYmNjmTp1Kunp6TgcDj799FP27NnDFVdc4Rmg/fr1Y/ny5Vx55ZWcfvrpXHjhhYwaNYrGxkZyc3P5/PPPOffcc/n4448BaY5ftmwZl19+OUuWLCEpKYlNmzbxzTffsHDhQv773/92qp+33XYbn3/+OW+88QbDhw/n0ksvJTY2lry8PD755BNefPFFn5wnPcns2bNZsWIFl19+OQsWLMBut3P66adzySWXdPo+nYrrrruO3/3ud9x5551kZWWRnp7O9u3b+eyzz/je977H22+/7dM+Ojqas846i3Xr1nHdddcxfPhwdF3nuuuua+Og6yY2Npb/+7//Y+nSpZx99tlcddVV9OvXj9WrV/P1118zZcoU7r333i7fr08//ZR7772X8847jxEjRpCUlMThw4d5//33sdvt3HHHHV2+tqLnUTqi8ygd0TmUjvAimKGBis7z3HPPiUsvvVSkp6cLu90ukpKSxJQpU8Tf/vY30dTU1Kb93r17xY9+9CORnp4urFarSEhIEOPHjxd33XWX2LJli0/brKwscd5554mYmBgRHx8vLrroIvH111+Lhx9+WAAiKyvLpy0gHn744Xb7ahiG+Mc//iGmTp0qoqKiRGRkpBg+fLi49dZbRV5enqfdycKLr7/+egGInJycU96b9kKBHQ6HuO+++8SQIUOE2Wz226aj9+lU4cZCCPHtt9+KefPmiYSEBBETEyNmzJghVq9e7TcUWQgh9u3bJy666CIRHx8vNE3zudftvUcIIdatWycWLFgg4uPjhdVqFSNGjBC/+tWvRE1NTZu2gJgxY4bf/qanp4v09HTP33v27BF33323mDRpkkhKShI2m01kZmaK66+/XuzevbtduRWhgdIR7aN0hNIRgUYTopXdV6FQKBQKhUJxSpRPlEKhUCgUCkUXUJMohUKhUCgUii6gJlEKhUKhUCgUXUBNohQKhUKhUCi6gJpEKRQKhUKhUHQBNYlSKBQKhUKh6AJqEqVQKBQKhULRBdQkSqFQKBQKhaILqEmUQqFQKBQKRRdQkyiFQqFQKBSKLqAmUQqFQqFQKBRdQE2iFAqFQqFQKLqAmkQpFAqFQqFQdIH/DyvUVAhYbj+SAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(\n", " nrows=1,\n", " ncols=2,\n", " sharex=True,\n", " sharey=True,\n", " figsize=(6, 3.5),\n", ")\n", "# Plot the pointwise coverage as a function of the search iteration.\n", "for i, (estimator, model_to_covered) in enumerate(estimator_to_model_to_covered.items()):\n", " for model, covered in model_to_covered.items():\n", " axes[i].plot(\n", " ns,\n", " np.mean(covered, axis=0),\n", " label=model.upper(),\n", " **styles[model][0],\n", " )\n", " axes[i].fill_between(\n", " ns,\n", " *utils.binomial_confidence_interval(\n", " n_successes=np.sum(covered, axis=0),\n", " n_total=n_trials,\n", " confidence=coverage_confidence,\n", " ),\n", " alpha=0.275,\n", " **styles[model][0],\n", " )\n", " axes[i].axhline(\n", " bootstrap_confidence,\n", " linestyle=':',\n", " color='k',\n", " label='nominal',\n", " )\n", "\n", "# Format the plot.\n", "for i, estimator in enumerate(estimator_to_model_to_covered.keys()):\n", " axes[i].set_xlim(1, n)\n", " axes[i].set_ylim(0.45, 1.0)\n", " axes[i].spines['right'].set_color('lightgrey')\n", " axes[i].spines['top'].set_color('lightgrey')\n", " axes[i].legend(loc='lower left')\n", "\n", " axes[i].set_xlabel('search iterations')\n", " axes[i].set_title(estimator.capitalize())\n", "\n", "axes[0].set_ylabel('coverage')\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "beb8c6f4", "metadata": {}, "source": [ "We see that the true coverage drops off precipitously as we move right along the tuning curve. Thus, while the bootstrap confidence bands have close to the nominal coverage for the first few points along the tuning curve, the pointwise coverage quickly drops, making the bootstrap confidence bands misleading and difficult to interpret.\n", "\n", "In contrast, the nonparametric confidence bands from OPDA have exact coverage under distribution-free assumptions—the only requirement is that the performance distribution be continuous (as opposed to discrete). The nonparametric OPDA confidence bands are not directly comparable to the bootstrap confidence bands because the OPDA bands provide a *simultaneous* coverage guarantee and bound the *median* tuning curve, while the bootstrap bands attempt to provide *pointwise* coverage for the *mean*; however, in situations where one might want to use the bootstrap bands, the OPDA bands are probably a better choice due to their stronger guarantees and accurate and exact coverage." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.0" } }, "nbformat": 4, "nbformat_minor": 5 }